diff --git a/.gitignore b/.gitignore index eba8bb3413..34af5ec01b 100644 --- a/.gitignore +++ b/.gitignore @@ -3,3 +3,6 @@ libmlperf_loadgen.a __pycache__/ generated/ *.swp +*.egg-info/ +*.so +.vscode/ \ No newline at end of file diff --git a/multimodal/vl2l/.gitignore b/multimodal/vl2l/.gitignore new file mode 100644 index 0000000000..41de7e979f --- /dev/null +++ b/multimodal/vl2l/.gitignore @@ -0,0 +1,170 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/latest/usage/project/#working-with-version-control +.pdm.toml +.pdm-python +.pdm-build/ + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# IDE +.vscode + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ + +# NPM +node_modules +package-lock.json +/package.json diff --git a/multimodal/vl2l/README.md b/multimodal/vl2l/README.md new file mode 100644 index 0000000000..db5cce4c92 --- /dev/null +++ b/multimodal/vl2l/README.md @@ -0,0 +1,135 @@ +# Reference Implementation for the Vision-language-to-language (VL2L) Benchmark + +## Quick Start + +### Get the source code + +Clone the MLPerf Inference repo via: + +```bash +git clone --recurse-submodules https://github.com/mlcommons/inference.git mlperf-inference +``` + +Then enter the repo: + +```bash +cd mlperf-inference/ +``` + +### Create a Conda environment + +Follow [this link](https://www.anaconda.com/docs/getting-started/miniconda/install#quickstart-install-instructions) +on how to install Miniconda on your host machine. Then, you can create a new conda +environment via: + +```bash +conda create -n mlperf-inf-mm-vl2l python=3.12 +``` + +### Install LoadGen + +Update `libstdc++` in the conda environment: + +```bash +conda install -c conda-forge libstdcxx-ng +``` + +Install `absl-py` and `numpy`: + +```bash +conda install absl-py numpy +``` + +Build and install LoadGen from source: + +```bash +cd loadgen/ +CFLAGS="-std=c++14 -O3" python -m pip install . +cd ../ +``` + +Run a quick test to validate that LoadGen was installed correctly: + +```bash +python loadgen/demos/token_metrics/py_demo_server.py +``` + +### Install the VL2L benchmarking CLI + +For users, install `mlperf-inf-mm-vl2l` with: + +```bash +pip install multimodal/vl2l/ +``` + +For developers, install `mlperf-inf-mm-vl2l` and the development tools with: + +- On Bash +```bash +pip install multimodal/vl2l/[dev] +``` +- On Zsh +```zsh +pip install multimodal/vl2l/"[dev]" +``` + +After installation, you can check the CLI flags that `mlperf-inf-mm-vl2l` can take with: + +```bash +mlperf-inf-mm-vl2l --help +``` + +You can enable shell autocompletion for `mlperf-inf-mm-vl2l` with: + +```bash +mlperf-inf-mm-vl2l --install-completion +``` + +> NOTE: Shell auto-completion will take effect once you restart the terminal. + +### Start an inference endpoint on your local host machine with vLLM + +Please refer to [this guide on how to launch vLLM for various Qwen3 VL MoE models](https://docs.vllm.ai/projects/recipes/en/latest/Qwen/Qwen3-VL.html). + +```bash +docker run --gpus all \ # Use all the GPUs on this host machine. + -v ~/.cache/huggingface:/root/.cache/huggingface \ # Use the HuggingFace cache from your host machine. + -p 8000:8000 \ # This assumes the endpoint will use port 8000. + --ipc=host \ # The container can access and utilize the host's IPC mechanisms (e.g., shared memory). + vllm/vllm-openai:nightly \ # You can also use the `:latest` container or a specific release. + --model Qwen/Qwen3-VL-235B-A22B-Instruct \ # Specifies the model for vLLM to deploy. + --tensor-parallel-size 8 \ # 8-way tensor-parallel inference across 8 GPUs. + --limit-mm-per-prompt.video 0 # The input requests will contain images only (i.e., no videos). +``` + +### Run the benchmark for the Offline scenario + +Performance only mode: + +```bash +mlperf-inf-mm-vl2l --settings.senario offline --settings.mode performance_only +``` + +Accuracy only mode: + +TBD + +### Run the benchmark for the Server scenario + +Performance only mode: + +TBD + +Accuracy only mode: + +TBD + +## Developer Guide + +### Linting + +You can lint the VL2L benchmark source code by running the following script: + +```bash +bash multimodal/vl2l/scripts/linters.sh +``` \ No newline at end of file diff --git a/multimodal/vl2l/notebooks/shopify-global-catalogue.ipynb b/multimodal/vl2l/notebooks/shopify-global-catalogue.ipynb new file mode 100644 index 0000000000..f8e22e2160 --- /dev/null +++ b/multimodal/vl2l/notebooks/shopify-global-catalogue.ipynb @@ -0,0 +1,595 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d853dbad", + "metadata": {}, + "source": [ + "# Analyzing the Shopify Global Catalogue Dataset" + ] + }, + { + "cell_type": "markdown", + "id": "68bc735e", + "metadata": {}, + "source": [ + "Below are all the dependencies we need." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "f194bfdf-c9f1-4738-bdb5-258dd4bc05f0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/shangw/miniconda3/envs/mlperf-inf/lib/python3.13/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "from datasets import load_dataset\n", + "from collections import Counter\n", + "from matplotlib import pyplot as plt\n", + "from io import BytesIO\n", + "import base64\n", + "import pprint\n", + "from mlperf_inference_multimodal_vl2l.task import ShopifyGlobalCatalogue\n", + "from openai import OpenAI\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "id": "0cb5bbc2", + "metadata": {}, + "source": [ + "Load the dataset from HuggingFace." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "490888cb", + "metadata": {}, + "outputs": [], + "source": [ + "dataset = load_dataset(\"Shopify/the-catalogue-public-beta\", token=\"...\")" + ] + }, + { + "cell_type": "markdown", + "id": "1edb2641", + "metadata": {}, + "source": [ + "Currenlty, all the samples are in the `train` split, but this might change in the future." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c21a0b98", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total number of products: 239\n" + ] + } + ], + "source": [ + "dataset = dataset['train']\n", + "print(f\"Total number of products: {len(dataset)}\")" + ] + }, + { + "cell_type": "markdown", + "id": "8446fca2", + "metadata": {}, + "source": [ + "Display a sample from the dataset, and how that sample would be formulated into a prompt:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9a8e16c5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "An example product at index 24:\n", + "==========\n", + "title: GLIDE - #65513 Cool Mint\n", + "==========\n", + "description:

40wt. Trilobal Polyester Thread is used for Sewing, Quilting, and Embroidery\n", + "

\n", + "==========\n", + "category: Arts & Entertainment > Hobbies & Creative Arts > Arts & Crafts > Art & Crafting Materials > Crafting Fibers > Thread & Floss > Sewing Thread\n", + "==========\n", + "brands: [\"n/a\"]\n", + "==========\n", + "standardized_title: Fil-Tec GLIDE Embroidery Thread\n", + "==========\n", + "standardized_description: Fil-Tec GLIDE Embroidery Thread is perfect for sewing, quilting, and embroidery projects. This high-quality trilobal polyester thread offers a smooth finish and vibrant color, ensuring your projects stand out.\n", + "\n", + "- **Key Features:**\n", + " - Made from durable trilobal polyester\n", + " - Ideal for sewing, quilting, and embroidery\n", + " - Provides a smooth, shiny finish\n", + "\n", + "- **Technical Specifications:**\n", + " - Weight: 40wt\n", + " - Material: Trilobal Polyester\n", + " - Available in King Spool 5000m and Mini Spool 1000m\n", + "==========\n", + "is_secondhand: false\n", + "==========\n", + "image: \n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sample_index = 24\n", + "print(f\"An example product at index {sample_index}:\")\n", + "for key, value in dataset[sample_index].items():\n", + " print(f\"==========\\n{key}: {value}\")\n", + "\n", + "plt.imshow(dataset[sample_index][\"image\"])\n", + "plt.axis('off')\n", + "plt.title(f\"Example Product Image at index {sample_index}\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "5b3c1f8e", + "metadata": {}, + "source": [ + "This is how that sample will be formulated into a prompt:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "03c5e809", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Example prompt (messages):\n", + "[{'content': 'Please analyze the following product and provide the following '\n", + " 'fields in JSON format:\\n'\n", + " '- catagory\\n'\n", + " '- standardized_title\\n'\n", + " '- standardized_description\\n'\n", + " '- brands\\n'\n", + " '- is_secondhand\\n',\n", + " 'role': 'system'},\n", + " {'content': [{'text': 'The title of the product is: GLIDE - #65513 Cool Mint\\n'\n", + " '\\n'\n", + " 'The description of the product is:

40wt. Trilobal Polyester Thread is used for '\n", + " 'Sewing, Quilting, and Embroidery\\n'\n", + " '

',\n", + " 'type': 'text'},\n", + " {'image_url': {'url': 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'},\n", + " 'type': 'image_url'}],\n", + " 'role': 'user'}]\n" + ] + } + ], + "source": [ + "messages = ShopifyGlobalCatalogue.formulate_messages(dataset[sample_index])\n", + "print(\"Example prompt (messages):\")\n", + "pprint.pprint(messages)" + ] + }, + { + "cell_type": "markdown", + "id": "2365d223", + "metadata": {}, + "source": [ + "We wanna take a look into the distribution of the various fields." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "dcb90a58", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def count_and_plot_top_n(dataset, value_fn, field_label, n=10):\n", + " \"\"\"\n", + " Counts occurrences using a custom value extraction function.\n", + "\n", + " Args:\n", + " dataset: A split of the HuggingFace dataset as returned by load_dataset.\n", + " value_fn: A function (product_dict) -> value, to extract the field to be counted.\n", + " field_label: String label to describe the field when printing (default: function name or 'field').\n", + " n: Number of top frequent items to print.\n", + " \"\"\"\n", + " values = [value_fn(product) for product in dataset]\n", + " # Remove Nones (missing values)\n", + " values = [v for v in values if v is not None]\n", + " counts = Counter(values)\n", + " top_n = counts.most_common(n)\n", + " import matplotlib.pyplot as plt\n", + "\n", + " # Use only the top n keys and their counts for the histogram\n", + " keys = [key for key, _ in top_n]\n", + " values = [count for _, count in top_n]\n", + "\n", + " plt.figure(figsize=(10, 6))\n", + " plt.bar(range(len(keys)), values, tick_label=[str(k) for k in keys])\n", + " plt.title(f\"Top {n} {field_label}\")\n", + " plt.xlabel(f\"{field_label.title()}\")\n", + " plt.ylabel(\"Count\")\n", + " plt.xticks(rotation=45, ha='right')\n", + " plt.tight_layout()\n", + " plt.show()\n", + " assert counts.total() == len(dataset), f\"Counts total {counts.total()} does not match dataset length {len(dataset)}\"" + ] + }, + { + "cell_type": "markdown", + "id": "ea1a20f8", + "metadata": {}, + "source": [ + "Top 50 categories are:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "96301ffd", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_3006835/3193122340.py:28: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations.\n", + " plt.tight_layout()\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "count_and_plot_top_n(dataset, lambda p: p.get('category'), field_label='category', n=50)" + ] + }, + { + "cell_type": "markdown", + "id": "3d33ad8d", + "metadata": {}, + "source": [ + "There seems to be a lot of unique categories. The VLM doesn't know a priori the entire list of categories to choose from.\n", + "\n", + "Potential solutions are:\n", + "1. Passing the entire list of categories as part of the system prompt to the VLM. \n", + " However, this would make the system prompt too long.\n", + "2. From K: Do some sort of semantic similarity search and return a list of 20 or so \n", + " categories and then ask the VLM to pick one. Shopify already plan on doing this,\n", + " since it would decouple the model from changes to the taxonomy." + ] + }, + { + "cell_type": "markdown", + "id": "531f9359", + "metadata": {}, + "source": [ + "Top 50 brands are:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1651375c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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SJElDd/PmzW1/jxs3zsyaNcvs2LHDCt3p0qUzuXPnToriAQAAAADwSJ6YPt0RERHm66+/NsHBwcbf39+avmjRIpM9e3ZTtmxZM2zYMBMSEpKEpQQAAAAAIP6StKbbGGMOHjxo/P39TWhoqMmQIYNZuXKlKV26tDHGmBdffNEUKFDA5M2b1xw4cMAMGTLEHDt2zKxYsSLG5YWFhZmwsDDr78DAQI9/BwAAAAAA3Eny0F2iRAmzb98+ExAQYJYtW2Y6depkNm/ebEqXLm1ef/11633lypUzefLkMfXq1TOnTp0yRYoUcbu8CRMmmDFjxvxTxQcAAAAAIEZJ3rw8VapUpmjRoqZy5cpmwoQJpnz58uajjz5y+95q1aoZY4w5efJkjMsbNmyYCQgIsP6dP3/eI+UGAAAAACAuSV7THVVkZKStebirffv2GWOMyZMnT4zzp06d2qROndoTRQMAAAAAIEGSNHQPGzbMNGnSxOTPn98EBQWZxYsXm02bNpmff/7ZnDp1yixevNg0bdrUZMuWzRw4cMAMGDDA1K5d2/j4+CRlsQEAAAAAiJckDd3Xrl0zr7zyirl8+bLJlCmT8fHxMT///LNp0KCBOX/+vFm/fr2ZNm2aCQ4ONt7e3qZ169Zm5MiRSVlkAAAAAADiLUlD9+effx7ja97e3mbz5s3/YGkAAAAAAHi8knwgNQAAAAAA/qsI3QAAAAAAeAihGwAAAAAADyF0AwAAAADgIYRuAAAAAAA8hNANAAAAAICHELoBAAAAAPAQQjcAAAAAAB5C6AYAAAAAwEMI3QAAAAAAeAihGwAAAAAADyF0AwAAAADgIYRuAAAAAAA8hNANAAAAAICHELoBAAAAAPAQQjcAAAAAAB5C6AYAAAAAwEMI3QAAAAAAeAihGwAAAAAADyF0AwAAAADgIYRuAAAAAAA8hNANAAAAAICHELoBAAAAAPAQQjcAAAAAAB5C6AYAAAAAwEMI3QAAAAAAeAihGwAAAAAADyF0AwAAAADgIYRuAAAAAAA8hNANAAAAAICHELoBAAAAAPAQQjcAAAAAAB5C6AYAAAAAwEMI3QAAAAAAeAihGwAAAAAADyF0AwAAAADgIYRuAAAAAAA8JElD96xZs4yPj4/JmDGjyZgxo/H39zc//fST9XpoaKjp1auXyZYtm8mQIYNp3bq1uXr1ahKWGAAAAACA+EvS0J0vXz4zceJEs2fPHvPHH3+YunXrmueee84cPnzYGGPMgAEDzJo1a8zSpUvN5s2bzaVLl8zzzz+flEUGAAAAACDeHJKU1IVwlTVrVjN58mTTpk0bkyNHDrN48WLTpk0bY4wxR48eNaVKlTLbt283fn5+8VpeYGCgyZQpkwkICDAZM2b0ZNEfWcGhPyR4njMTm3mgJAAAAACA2MQ3az4xfbojIiLM119/bYKDg42/v7/Zs2ePCQ8PN/Xr17feU7JkSZM/f36zffv2GJcTFhZmAgMDbf8AAAAAAEgKSR66Dx48aDJkyGBSp05tunfvblauXGlKly5trly5YlKlSmUyZ85se3+uXLnMlStXYlzehAkTTKZMmax/3t7eHv4GAAAAAAC4l+Shu0SJEmbfvn1m586dpkePHqZTp07mr7/+SvTyhg0bZgICAqx/58+ff4ylBQAAAAAg/lIkdQFSpUplihYtaowxpnLlymb37t3mo48+Mi+88IK5f/++uXPnjq22++rVqyZ37twxLi916tQmderUni42AAAAAABxSvKa7qgiIyNNWFiYqVy5skmZMqXZsGGD9dqxY8fMuXPnjL+/fxKWEAAAAACA+EnSmu5hw4aZJk2amPz585ugoCCzePFis2nTJvPzzz+bTJkymW7dupmBAwearFmzmowZM5o+ffoYf3//eI9cDgAAAABAUkrS0H3t2jXzyiuvmMuXL5tMmTIZHx8f8/PPP5sGDRoYY4yZOnWqSZYsmWndurUJCwszjRo1MjNnzkzKIgMAAAAAEG9P3HO6Hzee0w0AAAAAeNz+dc/pBgAAAADgv4bQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAekqShe8KECaZq1arGy8vL5MyZ07Rs2dIcO3bM9p5nnnnGOBwO27/u3bsnUYkBAAAAAIi/JA3dmzdvNr169TI7duwwv/zyiwkPDzcNGzY0wcHBtve99tpr5vLly9a/SZMmJVGJAQAAAACIvxRJ+eFr1661/b1gwQKTM2dOs2fPHlO7dm1rerp06Uzu3Ln/6eIBAAAAAPBInqg+3QEBAcYYY7JmzWqbvmjRIpM9e3ZTtmxZM2zYMBMSEpIUxQMAAAAAIEGStKbbVWRkpOnfv7+pUaOGKVu2rDX9xRdfNAUKFDB58+Y1Bw4cMEOGDDHHjh0zK1ascLucsLAwExYWZv0dGBjo8bIDAAAAAODOExO6e/XqZQ4dOmS2bt1qm/76669b/1+uXDmTJ08eU69ePXPq1ClTpEiRaMuZMGGCGTNmjMfLCwAAAABAXJ6I5uW9e/c233//vfn1119Nvnz5Yn1vtWrVjDHGnDx50u3rw4YNMwEBAda/8+fPP/byAgAAAAAQH0la0y3J9OnTx6xcudJs2rTJFCpUKM559u3bZ4wxJk+ePG5fT506tUmdOvXjLCYAAAAAAImSpKG7V69eZvHixWb16tXGy8vLXLlyxRhjTKZMmUzatGnNqVOnzOLFi03Tpk1NtmzZzIEDB8yAAQNM7dq1jY+PT1IWHQAAAACAOCVp6J41a5YxxphnnnnGNn3+/Pmmc+fOJlWqVGb9+vVm2rRpJjg42Hh7e5vWrVubkSNHJkFpAQAAAABImCRvXh4bb29vs3nz5n+oNAAAAAAAPF5PxEBqAAAAAAD8FxG6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwkESF7sKFC5ubN29Gm37nzh1TuHDhRy4UAAAAAAD/BYkK3WfOnDERERHRpoeFhZmLFy8+cqEAAAAAAPgvSJGQN3/33XfW///8888mU6ZM1t8RERFmw4YNpmDBgo+tcAAAAAAA/JslKHS3bNnSGGOMw+EwnTp1sr2WMmVKU7BgQfPhhx8+tsIBAAAAAPBvlqDQHRkZaYwxplChQmb37t0me/bsHikUAAAAAAD/BQkK3U6nT59+3OUAAAAAAOA/J1Gh2xhjNmzYYDZs2GCuXbtm1YA7zZs375ELBgAAAADAv12iQveYMWPMu+++a6pUqWLy5MljHA7H4y4XAAAAAAD/eokK3Z9++qlZsGCBefnllx93eQAAAAAA+M9I1HO679+/b6pXr/64ywIAAAAAwH9KokL3q6++ahYvXvy4ywIAAAAAwH9KopqXh4aGmjlz5pj169cbHx8fkzJlStvrU6ZMeSyFAwAAAADg3yxRofvAgQOmQoUKxhhjDh06ZHuNQdUAAAAAAHgoUaH7119/fdzlAAAAAADgPydRfboBAAAAAEDcElXTXadOnVibkW/cuDHRBQIAAAAA4L8iUaHb2Z/bKTw83Ozbt88cOnTIdOrU6XGUCwAAAACAf71Ehe6pU6e6nf7OO++Yu3fvPlKBAAAAAAD4r3isfbo7duxo5s2bF+/3T5gwwVStWtV4eXmZnDlzmpYtW5pjx47Z3hMaGmp69eplsmXLZjJkyGBat25trl69+jiLDQAAAACARzzW0L19+3aTJk2aeL9/8+bNplevXmbHjh3ml19+MeHh4aZhw4YmODjYes+AAQPMmjVrzNKlS83mzZvNpUuXzPPPP/84iw0AAAAAgEckqnl51NAryVy+fNn88ccfZtSoUfFeztq1a21/L1iwwOTMmdPs2bPH1K5d2wQEBJjPP//cLF682NStW9cYY8z8+fNNqVKlzI4dO4yfn19iig8AAAAAwD8iUaE7U6ZMtr+TJUtmSpQoYd59913TsGHDRBcmICDAGGNM1qxZjTHG7Nmzx4SHh5v69etb7ylZsqTJnz+/2b59O6EbAAAAAPBES1Tonj9//uMuh4mMjDT9+/c3NWrUMGXLljXGGHPlyhWTKlUqkzlzZtt7c+XKZa5cueJ2OWFhYSYsLMz6OzAw8LGXFQAAAACA+EhU6Hbas2ePOXLkiDHGmDJlypiKFSsmelm9evUyhw4dMlu3bn2UIpkJEyaYMWPGPNIyAAAAAAB4HBIVuq9du2bat29vNm3aZNVC37lzx9SpU8d8/fXXJkeOHAlaXu/evc33339vtmzZYvLly2dNz507t7l//765c+eOrbb76tWrJnfu3G6XNWzYMDNw4EDr78DAQOPt7Z2g8gAAAAAA8DgkavTyPn36mKCgIHP48GFz69Ytc+vWLXPo0CETGBho+vbtG+/lSDK9e/c2K1euNBs3bjSFChWyvV65cmWTMmVKs2HDBmvasWPHzLlz54y/v7/bZaZOndpkzJjR9g8AAAAAgKSQqJrutWvXmvXr15tSpUpZ00qXLm1mzJiRoIHUevXqZRYvXmxWr15tvLy8rH7amTJlMmnTpjWZMmUy3bp1MwMHDjRZs2Y1GTNmNH369DH+/v4MogYAAAAAeOIlKnRHRkaalClTRpueMmVKExkZGe/lzJo1yxhjzDPPPGObPn/+fNO5c2djjDFTp041yZIlM61btzZhYWGmUaNGZubMmYkpNgAAAAAA/yiHJCV0pueee87cuXPHLFmyxOTNm9cYY8zFixfNSy+9ZLJkyWJWrlz52AuaWIGBgSZTpkwmICDgiW9qXnDoDwme58zEZh4oCQAAAAAgNvHNmonq0z19+nQTGBhoChYsaIoUKWKKFCliChUqZAIDA80nn3yS6EIDAAAAAPBfkqjm5d7e3ubPP/8069evN0ePHjXGGFOqVClTv379x1o4AAAAAAD+zRJU071x40ZTunRpExgYaBwOh2nQoIHp06eP6dOnj6lataopU6aM+e233zxVVgAAAAAA/lUSFLqnTZtmXnvtNbft1TNlymTeeOMNM2XKlMdWOAAAAAAA/s0SFLr3799vGjduHOPrDRs2NHv27HnkQgEAAAAA8F+QoNB99epVt48Kc0qRIoW5fv36IxcKAAAAAID/ggSF7qeeesocOnQoxtcPHDhg8uTJ88iFAgAAAADgvyBBobtp06Zm1KhRJjQ0NNpr9+7dM6NHjzbPPvvsYyscAAAAAAD/Zgl6ZNjIkSPNihUrTPHixU3v3r1NiRIljDHGHD161MyYMcNERESYESNGeKSgAAAAAAD82yQodOfKlcts27bN9OjRwwwbNsxIMsYY43A4TKNGjcyMGTNMrly5PFJQAAAAAAD+bRIUuo0xpkCBAubHH380t2/fNidPnjSSTLFixUyWLFk8UT4AAAAAAP61Ehy6nbJkyWKqVq36OMsCAAAAAMB/SoIGUgMAAAAAAPFH6AYAAAAAwEMI3QAAAAAAeAihGwAAAAAADyF0AwAAAADgIYRuAAAAAAA8hNANAAAAAICHELoBAAAAAPAQQjcAAAAAAB5C6AYAAAAAwEMI3QAAAAAAeAihGwAAAAAADyF0AwAAAADgIYRuAAAAAAA8hNANAAAAAICHELoBAAAAAPAQQjcAAAAAAB5C6AYAAAAAwEMI3QAAAAAAeAihGwAAAAAADyF0AwAAAADgIYRuAAAAAAA8hNANAAAAAICHELoBAAAAAPAQQjcAAAAAAB6SpKF7y5Ytpnnz5iZv3rzG4XCYVatW2V7v3LmzcTgctn+NGzdOmsICAAAAAJBASRq6g4ODTfny5c2MGTNifE/jxo3N5cuXrX9Lliz5B0sIAAAAAEDipUjKD2/SpIlp0qRJrO9JnTq1yZ079z9UIgAAAAAAHp8nvk/3pk2bTM6cOU2JEiVMjx49zM2bN2N9f1hYmAkMDLT9AwAAAAAgKTzRobtx48bmiy++MBs2bDDvv/++2bx5s2nSpImJiIiIcZ4JEyaYTJkyWf+8vb3/wRIDAAAAAPA/Sdq8PC7t27e3/r9cuXLGx8fHFClSxGzatMnUq1fP7TzDhg0zAwcOtP4ODAwkeAMAAAAAksQTXdMdVeHChU327NnNyZMnY3xP6tSpTcaMGW3/AAAAAABICv+q0H3hwgVz8+ZNkydPnqQuCgAAAAAAcUrS5uV379611VqfPn3a7Nu3z2TNmtVkzZrVjBkzxrRu3drkzp3bnDp1yrz11lumaNGiplGjRklYagAAAAAA4idJQ/cff/xh6tSpY/3t7IvdqVMnM2vWLHPgwAGzcOFCc+fOHZM3b17TsGFDM3bsWJM6deqkKjIAAAAAAPGWpKH7mWeeMZJifP3nn3/+B0sDAAAAAMDj9a/q0w0AAAAAwL8JoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPCRJQ/eWLVtM8+bNTd68eY3D4TCrVq2yvS7JvP322yZPnjwmbdq0pn79+ubEiRNJU1gAAAAAABIoSUN3cHCwKV++vJkxY4bb1ydNmmQ+/vhj8+mnn5qdO3ea9OnTm0aNGpnQ0NB/uKQAAAAAACRciqT88CZNmpgmTZq4fU2SmTZtmhk5cqR57rnnjDHGfPHFFyZXrlxm1apVpn379v9kUQEAAAAASLAntk/36dOnzZUrV0z9+vWtaZkyZTLVqlUz27dvT8KSAQAAAAAQP0la0x2bK1euGGOMyZUrl216rly5rNfcCQsLM2FhYdbfgYGBnikgAAAAAABxeGJruhNrwoQJJlOmTNY/b2/vpC4SAAAAAOD/qCc2dOfOndsYY8zVq1dt069evWq95s6wYcNMQECA9e/8+fMeLScAAAAAADF5YkN3oUKFTO7cuc2GDRusaYGBgWbnzp3G398/xvlSp05tMmbMaPsHAAAAAEBSSNI+3Xfv3jUnT560/j59+rTZt2+fyZo1q8mfP7/p37+/ee+990yxYsVMoUKFzKhRo0zevHlNy5Ytk67QAAAAAADEU5KG7j/++MPUqVPH+nvgwIHGGGM6depkFixYYN566y0THBxsXn/9dXPnzh1Ts2ZNs3btWpMmTZqkKjIAAAAAAPHmkKSkLoQnBQYGmkyZMpmAgIAnvql5waE/JHieMxObeaAkAAAAAIDYxDdrPrF9ugEAAAAA+LcjdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwkCc6dL/zzjvG4XDY/pUsWTKpiwUAAAAAQLykSOoCxKVMmTJm/fr11t8pUjzxRQYAAAAAwBjzLwjdKVKkMLlz507qYgAAAAAAkGBPdPNyY4w5ceKEyZs3rylcuLB56aWXzLlz52J9f1hYmAkMDLT9AwAAAAAgKTzRobtatWpmwYIFZu3atWbWrFnm9OnTplatWiYoKCjGeSZMmGAyZcpk/fP29v4HSwwAAAAAwP84JCmpCxFfd+7cMQUKFDBTpkwx3bp1c/uesLAwExYWZv0dGBhovL29TUBAgMmYMeM/VdREKTj0hwTPc2ZiMw+UBAAAAAAQm8DAQJMpU6Y4s+YT36fbVebMmU3x4sXNyZMnY3xP6tSpTerUqf/BUgEAAAAA4N4T3bw8qrt375pTp06ZPHnyJHVRAAAAAACI0xMdugcPHmw2b95szpw5Y7Zt22ZatWplkidPbjp06JDURQMAAAAAIE5PdPPyCxcumA4dOpibN2+aHDlymJo1a5odO3aYHDlyJHXRAAAAAACI0xMdur/++uukLgIAAAAAAIn2RDcvBwAAAADg34zQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAekiKpC4DHq+DQHxI8z5mJzTxQEgAAAAAANd0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwEEI3AAAAAAAeQugGAAAAAMBDCN0AAAAAAHhIiqQuAJ48BYf+kOB5zkxs9kjzP6nLAAAAAIBHQU03AAAAAAAeQugGAAAAAMBDCN0AAAAAAHgIoRsAAAAAAA8hdAMAAAAA4CGEbgAAAAAAPITQDQAAAACAhxC6AQAAAADwkBRJXQDgSVZw6A8JnufMxGb/yWUkZv7/0jL4Tf6by+B3ffKW8ST+Jo9jGf/m3+RxLIPf5L+5DH7XJ28ZT+Jv8riW8W9GTTcAAAAAAB5C6AYAAAAAwEMI3QAAAAAAeAihGwAAAAAAD/lXhO4ZM2aYggULmjRp0phq1aqZXbt2JXWRAAAAAACI0xMfur/55hszcOBAM3r0aPPnn3+a8uXLm0aNGplr164lddEAAAAAAIjVEx+6p0yZYl577TXTpUsXU7p0afPpp5+adOnSmXnz5iV10QAAAAAAiNUTHbrv379v9uzZY+rXr29NS5Ysmalfv77Zvn17EpYMAAAAAIC4pUjqAsTmxo0bJiIiwuTKlcs2PVeuXObo0aNu5wkLCzNhYWHW3wEBAcYYYwIDAz1X0MckMiwkwfNE/V5PwjISM/9/aRlP4m/yOJbxb/5NHscy+E3+m8vgd33ylvEk/iaPYxn/5t/kcSyD3+S/uQx+1ydvGU/ib/K4lvEkcpZRUqzvcyiudyShS5cumaeeesps27bN+Pv7W9Pfeusts3nzZrNz585o87zzzjtmzJgx/2QxAQAAAAD/R50/f97ky5cvxtef6Jru7Nmzm+TJk5urV6/apl+9etXkzp3b7TzDhg0zAwcOtP6OjIw0t27dMtmyZTMOh8Oj5fWUwMBA4+3tbc6fP28yZsz4j8/PMp7MZTwJZWAZj38ZT0IZWMaTVwaW8fiX8SSUgWU8/mU8CWVgGU9eGVjG41/Gk1CGJ4EkExQUZPLmzRvr+57o0J0qVSpTuXJls2HDBtOyZUtjzMMQvWHDBtO7d2+386ROndqkTp3aNi1z5sweLuk/I2PGjI+0QT7q/CzjyVzGk1AGlvH4l/EklIFlPHllYBmPfxlPQhlYxuNfxpNQBpbx5JWBZTz+ZTwJZUhqmTJlivM9T3ToNsaYgQMHmk6dOpkqVaoYX19fM23aNBMcHGy6dOmS1EUDAAAAACBWT3zofuGFF8z169fN22+/ba5cuWIqVKhg1q5dG21wNQAAAAAAnjRPfOg2xpjevXvH2Jz8/4LUqVOb0aNHR2s2/0/NzzKezGU8CWVgGY9/GU9CGVjGk1cGlvH4l/EklIFlPP5lPAllYBlPXhlYxuNfxpNQhn+TJ3r0cgAAAAAA/s2SJXUBAAAAAAD4ryJ0AwAAAADgIYRuAE88esHgv+zevXtJXQQ8oTj24UkWGRmZ1EXAEyoiIiKpi/DEIXQnkSflRHrlypVHmr9FixZm5MiRj6k0j+5JWa9Jafbs2WbPnj1JXYzHYuXKlebXX381DofjkX/bx3FxwPb1+DyudZmUF30///yz2bZt2yMto3v37mb+/PkmJCTkMZUq6Vy/ft08ePAgqYvx2CT1/h4cHPxYjn2Pau3atebWrVtJXobZs2c/lmX9F4Jix44dzaBBgx5pGY+6Xa1du9Z8+OGHT8xNw0f5Po9zH0vs9tWsWTMzefLkR/783bt3P/IyHtWPP/5oxo8fbwIDA5O6KE8WIUlcu3YtqYugZ599Vi+88ILOnj2bqPlLly6tzJkzK0uWLHr77bcfc+kSZv/+/QoODpYkRUZGJmoZoaGhj1yO+/fvS5IiIiISNf+pU6d08+bNRH9+5cqV5XA41LVrVx04cCDRy/nrr78kJX5dSg9/E+f6SIzZs2fL4XDI4XDo559/TnR5pk2bprt370pK/O9y/Phx6/+Tcvs6f/78I80fEBDwyGXYvXv3I21brhL7e0jSsWPHHnmfd86XmPmnT58uh8OhokWLasuWLYn6/Hr16snhcChNmjT67LPPrO+TWI+yPp3zJnZdzps3T9WqVdOvv/76SOV4HMeeR/XTTz9Z//+o5UjsuqhZs6YKFSqkW7duPVI5HrX8/v7+ypgxo2bOnKnbt28/0rKkxK2PTz75RA6HQ2XKlNGsWbMS/dm7du3SpUuXEl0OSY+8j0rSb7/99kjzly1bVl5eXipdurSGDRuW6OXcu3dPUuLWxaxZs+RwOFSqVClNnTrVWlZSOHjwoHWtkdjt/VHPrZL0zTff6MGDB4kqR/Xq1ZUuXTolT55cH3zwQaLL4O/vL4fDoW+++SbRy7h69Wqi55WkTz/9VA6HQ8WLF9fEiRMfy3XHfwWhOwksWrRI+fPn1w8//JDoZWzYsEF79+5N9PytW7dWnjx5lC5dOnXo0CFRwXvgwIE6e/aspk+frsyZM2vUqFGJKsvSpUv17bffJmpeSfrss8+ULVs29ejRwwpXCT3gLVy4UB07dtT169cTXY6VK1fq1Vdf1Y0bNyQl/ET26aefKl26dPrggw8UFBSU4M//+uuv9eKLL2rFihUqVKiQOnfunKhw1KBBg0cOujVr1lS+fPm0ceNG6yQUX5GRkbp9+7bKli2rL774QoMGDVKqVKm0du3aBJenVq1acjgcat26daKD98KFC5U/f36NGzfOVsaEGDRokGbMmPFIF2yNGzdW06ZNdeLEiUTN/9lnn6lSpUo6ePBgosvgvNCqV6+ejh07lqhlvPDCC+rcubP1d2Iu+D7//HMVKlRI48aNS3TwXr16tQYOHGhdLCZk/itXrihfvnwaOXKkXnnlFfn4+Gjz5s0J+vyTJ09q6NChkqQRI0YoZcqUmjt3bqK2kddee027d++WlLj1+csvv2j+/PmJXpcrV65UihQplCtXLhUrVky//fZbospRs2bNRz72vPrqq1q6dGmC53Nq3LixHA6HJk2aZE1LTDnef//9RJ8L6tevrxIlSqhixYoqU6aMdSM2oeXYsGGDvv/++0Tf/Bw3bpxq1aql1157TUWLFtWMGTMSFbyXLl2qV1991fo7Ievj9u3beu655zRlyhT17t1bfn5+mjFjRoLLMHv2bHl5eemFF17QxYsXE1wOSVqyZIl69eqV6IoKSapdu7YcDkeibx7cu3dP7777rk6dOqVJkyapVKlS1nEkIRYuXKiiRYta3yUh6+LmzZt67bXXtGTJEvXt21e+vr768MMPExW8N2/erF9//TXB1wlOn3/+uXLmzKkBAwYkOngvWLBADodDn332WaLKIEl16tRRxowZNWLEiAQH75CQEPXt21c3b97UzJkz5XA4NHny5ASXoXfv3qpRo4b69eunNGnS6Ouvv07wMubMmaPs2bPr+++/T/C8knTnzh316dNHy5cv19ChQ1WlShWNGzeO4P3/Ebr/YYsXL5bD4ZC/v7/Kly+vH3/8McHLmDt3rhwOh/Lly6f9+/cneP6wsDDNnj1bknTgwAGlSZNG7du3j/eJJOrB+fr165o6daoyZ86skSNHJqgsH3/8sVWb+dVXXyVoXknasWOHHA6HWrZsqVq1aqlv374JDt5ffPGFVYYWLVokqqbZGUaKFSum7t27W8uI74ls48aNypEjh5577jmlTJlSU6dOTXDwDggIUFhYmCTphx9+UP78+RMcvFu0aKE8efKoc+fOypo1a6KCbs+ePeXn56enn35a3t7e2rBhQ6JOqIGBgZIenuC7d++e4OC9aNEilSpVSrNnz1b16tXVqlWrBAfv9evXy+FwqE6dOqpZs6bef/9967X4rhNnkChTpowWLlyYqFD1wgsvqGDBgsqSJYuaNWuW4OD99ddfK2XKlMqTJ4+KFy+uw4cPJ7gMhw4dko+Pj2bOnClvb2/Vq1dPR48eTdAyfHx8lDFjRvn4+KhHjx7W9IRc8G3evFkOh0M1atRQ9erVNWnSpASHxRkzZlj76+DBgxMVvJ3hY8uWLWrbtm2igrfrReqbb76ZqODt3L6yZMmiPXv2SErY+nTWShQpUkSLFi1SSEiIpISti+XLl+vPP/+UJPn5+alIkSIJDt4vvfSSypUrp1dffVVp0qRJ1LGnTp06cjgcSp8+vVauXBnv+ZzefPNN5cqVS2+++aZKly6tiRMnWq8lpBzVq1eXw+FQs2bNEhW8v//+ewUHB+v06dOqVKmSSpUqleDg7WwplDNnTq1bt07h4eHx/nwnZ6sDSerRo4cKFy6s6dOnJyh4O8/xTz31lLp27WpNj+/6iIyM1J07dyRJJ06cUNeuXRMcvPfv369UqVLppZdeUt26dfXyyy/rwoULCSrHl19+aV0ndO7c2Zo/Ifr06aPy5ctrzJgxSp48uWbOnJngZUj/2wYuX76s9957L8HB23m9UrhwYZUoUSLewdt123Nu1yEhIXr11VcTFbxdjz3btm1L8E2Q33//3drPatWqpTfffNO6BorvfrJ06VJrGVmzZtXnn3+eoDJI0gcffKCiRYtq0KBB8vf31/DhwxNd4x0SEqJp06YpWbJkCQ7eJ06csFrUOSsrEhK8V65cqXTp0qlatWrKlClTgvKJ6/d0vf7t06cPwdsFofsftnfvXm3evFnHjh1Tx44dVaZMmQRt2KdPn1bZsmW1ZMkSPfvssypQoECigrfrwW3Xrl1KmzZtvIP3mTNnoh1Yb968maDgHRkZqbCwMJUrV06ffPKJ3n77bXl5eenLL79M0Pe4evWq/v77b0nSu+++Kz8/P/Xp0ydBwXvcuHHauHGjzpw5o9y5c6tZs2YJCt5hYWEaN26cli9frlmzZsnf31+vvfZagoL3sWPHrAvm9957Tw6HI0HB2xlQHzx4YH3eTz/9lODgfenSJYWFhenChQvq1q2bMmfOnOCL302bNln/X6dOHeXLly9ewdu5/AcPHkRrin3r1i316NEj0TXe8+bNk6+vb4KD94kTJ3TkyBGFhISoV69eqlatWoKC98GDBzVq1CiFhobqlVdeUalSpbRgwYIEharIyEgtXLhQknTu3Dllzpw5wTXe3377rX799VdJD0NakSJFEhW8nSH77NmzypkzZ4KC94MHD/TRRx/p4sWLmjlzpsqVK6c33njDej2+F1wHDx60mvu/8cYbqlq1qiZNmhTvff7evXt66623tGjRIk2aNEnVqlWLV4131Omu2/Nvv/2WoOB96NAhKwQ5LxKlhAfvAwcOqGnTpjp16pRefPFFZcqUSX/88Yek+K3PK1eu6IUXXtCqVav0yiuvqEyZMvryyy/jFbyjvub6eYkJ3n///bfu3bune/fuJeom27Fjx9StWzeFhIRo4MCBSps2bYKDtzNMXrt2TUOHDlWJEiUSHLxXrFihcuXKaf78+Xr66afVpEmTRNd4R0ZG6siRI6pcuXKCgveFCxdUv359/fzzz2rdurVy5cqltWvXJip4u9aS9+zZM8HBe8SIEVq4cKEWLFigChUqxKuVi+u5QJLCw8Ot9548eVLdunVLUPC+c+eO1Xz4k08+UY0aNRIUvB88eKC3335be/fu1YEDB5QqVSq98sorCQ7ed+7csfb38ePHy+FwJCh4nzp1yvp/5zq6evVqgoP32rVrtXz5ch09elT16tVTkSJF4h28XY9Xzv+/d+9egoP333//rZo1a2rVqlV6+umnVbRoUW3dujVB+8jFixd18uRJSQ+3s2rVqiU4eAcFBWnLli0KDg7WkCFD5OXlleDgffnyZUkP95UhQ4aoWrVqGjZsWLyC999//20dH5xCQ0MTHLzd7duDBw9OUPDesWOH1VXq1VdfVYYMGRKUT1yv25z/HxkZqb59+xK8/z9C9z8gpoPIrl27EhW8nSePwMBA1atXL0HBe+fOndq3b5+khzuDc0eNb/A+d+6ccubMqc8+++yRg7f0vwPF2bNnNWjQoHgF76jhzXlREBYWprFjx8YreMd0ENy/f3+8g7frMpyf9eDBA02ePDlewTtqf1LX7zVu3Lh4B+/du3erbt26VhAJDw+3lpmQ4B11vZ44cUKvvvpqooK36wmgbt26cQZv53Lv37+vHj166Ouvv44WvG/fvp3g4O1c72FhYVqwYIGqVasWZ/B2LWNkZKT1GZcuXUpU8HYGGElq3759ooK36+ccP35cWbJkiTN4x1SuO3fuqFatWvEK3q6/i5PzgsZ5LEhI8Hau79u3b2vatGny8fGJV/COOt25fd2/f1/du3ePV/B2nebcp4KDgzV69Oh4B+/Q0FA1b97cOga7lmvr1q3xCt5nzpxRo0aNNHLkSGtbe5Tg7SzDpUuX1LZt23gFb9fv5+zjKklt2rRJUPAODQ21nbtc91k/Pz8VLlw4XsE76gVjYm+yuS6nd+/eCQ7erp9x9uxZDRs2LFHB22nRokWqUaNGvIP3rl27tHPnzmjTExO8XfuoNm3aNEHBe9OmTXrzzTetv11/1/gEb9eyOb9vYGCgZsyYEWfwds4bHh6uSpUqWc1cXW8oxyd4R12u6z42ffr0eAVv1+/hegz87bffEhy8o14vhYSEaMKECfEO3pcuXZLD4bB934QEb3fjV0RGRmrXrl1xBm/Xa5QWLVrYuhI612toaGiCg/fp06et//f19Y1X8I56DeHcnu/evauRI0fGK3g7lx91X7hw4YKGDh0qLy+vBDc1dy4rICBAw4YNi1fwPnPmjCpXrqyZM2daYzc4JSR4b926VR9//LF1vnBdf3EF79iOI87gHVtXWOf8ERERev7559W3b1/bd3AieD9E6P6HBAcHu71Qi0/wdnfh69yRg4KC4h28g4KC1L59e7Vr106HDh2ylu1cVlzBe/fu3QoMDNSXX36pkiVLJip4u+6gUQ94586di3fwvnv3rqZOnWr97TzAJiR4h4WFWevBWSbpYe1RfIO360HF9SAf3+AdGhqqTz75xCqn628cn+B99+5dHTx4UB07dlTLli2t4O36WfEJ3uvWrdPvv/8ebT2dPHky3sF769atthOV67qJT/B2fvc+ffqoadOm+u6776JtX/EJ3s5aOyfnurh//368g/fdu3etwZRc95FLly6pd+/e8Qrerk0zXddFhw4d4h28t2/frm3btll/O9dRfIN3aGioreWB87sGBASodu3aKlKkiG0fcCcsLExvvfWW1q9fb5smxT94u4Z757oKCAhIUPAOCQnRnDlzopUhPDzcFrxja2rueuHtXJchISGxBu+oN8Xq1q2rkiVLuu0XunXrVrVr104+Pj629e7kDFSfffaZ2rZtq1GjRlnHQdflxCd4X758Odox9MqVK3EGb+f3cVcrIcUdvF333+nTp6tWrVq2CzrXdRyf4L1582YtX748Ufu606lTp6zv4Po58Q3e3377rTWuiOtnnDt3LlHB21mGiIgILV68OF7B+/79+2rQoIFefPFFq9WTq7iCt/P/Xde/6+8a3+D94MEDLVq0SNWrV9fo0aOt6a7zxCd4u5bD+X2DgoJiDd6ugfvu3bsaN26c0qZNax17IiIirPfEJ3gHBwfbbh64lmnGjBnxCt5hYWFWDbPrdUtCgvfGjRv1+eefR1tX8Q3e+/btU0hIiFatWqX06dO7fW98gndoaKjOnTsXbXp8gvf9+/d148YNffXVVypdurRtzAPnMSGu4B3XNhrf4H337l3NnTvXVjbn9PgG75CQEP3+++/R9oWLFy9q2LBh8QreS5cu1fjx46OVIzAwMM7gvW3bNgUHB+uzzz5T3bp1NWvWrETXeE+ePFkNGzaM8XwRV/AODQ3VqlWr3A4EHJ/gff/+fV2/fl0rVqxQ+fLlbTdlXL87wZvQ7VGuO9jo0aOVLFky28HbKbbg7XqQGjp0qG2nSUjwXrVqlS5evKgjR47otddeU/v27a0ab9dlxRS8nc0QX3rpJQUFBemrr75StmzZrKY9rlyDt+vO53rz4Pnnn9f3338fLYCdP38+xuDtus4OHjwoh8NhG7kzPjXeUe8AduzY0XaB4yxjbMHb9WK8bt26ateunfWaa5OamIK3axl++eUX1a5dW6NGjbIOlq4ngZiCd2RkpHbs2KEcOXLo2LFjOnLkiF5++WU9/fTTCgoKihYYnMG7S5cubgfSev3111WqVCnt2rUr2skuvsF75MiRatCgge13c72J4C54u15k9ezZU927d7eWValSJW3fvj3a58R2MR4UFKSLFy8qbdq06tmzp219OcsTU/B2/d7ff/+9HA6Htb9FREQkKHifPn1a1apV03vvvWdNS2jwDgkJ0SuvvKJWrVpp165d1nTn9hFT8Hb9HuPGjVOTJk1sJ8z4BG/X7efmzZtq3769XnrpJduou85yxBW8b926JYfD4fZYEFfwdv0uv/76q7JkyeL2Iidq8Hbd511v9Pn7+6t///7W/M6LsriCd2hoqPr37281O2zXrp3Sp0/vNvzEFLyDg4OVPXt2tW3bVtLDAYDq169vO2a7Hg+dwdvdqOZ79uxRo0aN9NNPP0U7hsYWvF33t65du2rs2LHWfAkJ3nfv3tWaNWsUERGht99+W61atbI1yXQ9hsUVvN98803VqlVL33//faKC99GjR9W4cWPNnDnT+j2jBu80adLEGrznzJkjh8Oh1atXR/uM+AbvNWvWqGXLltbfrtvwkiVLYg3eGzZs0NKlS3Xr1i21bt1aL730UoJqvF2Pb/369dNHH31kzZOQ4L1y5Up17dpVQUFBWrZsmWrUqKFBgwZZr7tua+6Ct+txo1q1aurdu3e09XH37t1Yg3d4eLi6dOmiCRMmKDAw0OoT7hwzwPVz3AVv1zKcP39eadOm1YsvvmjN63pOiil4u+4vI0aMUMuWLXXkyBHrded6iE/wjoyM1CeffKLKlSvrq6++SnDwPnfunJo2bapevXopJCRE3333nRwOh9uBLK9du6Zx48bZgrfrdvrGG2+oVq1atmbqTrEF7/DwcDVr1kxDhgzRlStXtHz5cmXMmNE2AG58g/f9+/fVv39/zZ8/35oWn+Dt+v+7d++Ww+HQhAkTrGnxqfF2XRfz5s1TlixZ3O4L8QneoaGh+umnn6zrs6jrIbbgffPmTbVp00bNmzdXSEiI5s2bpwoVKtiekuL6OR999FG0wR2lh2POvPzyy5Ie3gBt1KiRPvroI7fH2ajB2/U9c+fO1dNPP62FCxda68J1XcUUvJ3rtHnz5urVq5cuXbqkH3/8UdmyZbO6xLmuk6jB29kt8v8SQreHOe8gSQ9HmPX29rYuTF036tiCd3h4uMLDw/Xyyy+rY8eO1oWBq7iC9yuvvKK0adPq8uXLOnLkiNq1axftsRWuwdvd4Go//PCDunXrppdfflmBgYG2pkFRXblyRbNnz1bWrFk1YsQIa7rzhDd48GD5+Pho/fr10Q54sQXve/fuafLkyTp16pR27dqlrFmzur1Yjy14BwcH68iRIzpy5Ijat2+vPn362GoTnWIL3mFhYTp79qz27t2rfPnyxVhT98EHH1jB2/ViKyQkRH369JH0sA/g888/r169ermtrXGekKdMmRLtINWqVSsVLVpUx44d08GDB/X7779H+x7O7WzNmjUqXLiwunTpYt1o2Lp1qxUMBw4cqDJlymjr1q22+aTYg/e3335rXeSNHz9ejRo1st2Fjq2puXO9hoSE6JtvvtGzzz5rXSwsWLAg2ndxunHjhrp37660adNa+8vOnTvVvn17HTlyRJcvX1a6dOn00ksvRVsPsQXve/fuaf78+bpx44YWLVpkhZ6oy4gteB86dEhBQUH69NNP1bBhQ9uo564XrbEF7+XLl+uvv/7SuXPn1LNnTz3//PO239a5nJiCd3BwsFatWqWQkBD17t1bHTt2dDuic2zB+/79+6patap27dqlq1evqkePHqpfv77tfXEF7z179ujatWvasWOHMmXKZHu0YHyDd3BwsGbNmqULFy7ou+++U+nSpfXWW29Fe19MNd4REREKCwvTlStXtGHDBmXJksVWg+ec313wvnXrliIjIxUaGqp+/fqpdevW1kWL6w0V1+8j/W9wtUqVKunX/9+XXnrYf69YsWLWjTp3Ny1d9/3Ro0crZcqUmjlzphV+jx49qsjISHXp0kVt27bVTz/9lKAa7/v37yskJERTp05V3bp1NW3aNGs+1+0ztuD9yy+/yOFw6Msvv1RkZKT69OmjMWPG2MrgWqZq1aqpSJEi2rp1q/UZmzdv1oABA6zvWbt2bS1btsxWmynFHrydQWzs2LFq166dZs6c6fbRfDHVeG/dulVDhgxRZGSkNaCmu0ftuAZvdzfa7ty5o9u3bytr1qzWRbDrOo8teIeGhmrKlCmqUKGCVq9erVu3bqlevXpuj+XSw+BdsWJFlS5d2ha8net72LBhatWqle245fpbxBa8z549q9SpU6tv377WzXXnSPJOrttI9+7drVHNnWUJCwvT9evXtXfvXms056jrK67gPWXKFNWpU0fTp0/XnTt3rGsoV67dbbp27aratWtb56F79+5p9OjR2rt3r/7++28VKVJE9evXj/Y5UsxNzYODg3X79m3t27dPnTt3Vrdu3WwtxZzLiC14b9u2Te3atdP9+/c1d+5cVa1aVXPnzo02mry74L1mzRrr9aVLl6p9+/bq3bu3goODY61Zv3jxoqZMmaIyZcpYN0zu3bundevWKSwsTE2bNlXLli3dXofu3r1b9evXV+HChXXmzBmdP3/eCs0//PCDihcvrnHjxunixYvWdYIr57YRHBysV199VTVq1ND48eOtffLBgweKjIxU79691bp1a9u+5rotxhS87927p48++kjnzp3Tpk2blCFDBg0ZMiTabxJb8A4NDdXUqVOtipHSpUtr5cqV0YJqbMF748aNevPNN3Xx4kVrsFXX84Frlwp3wTsiIkK//fabunTpohYtWig4ONjtjRCnoKAgzZ07V8mTJ7fVeO/atUs+Pj5WBcP777+vDRs2xLicgQMH2kY1DwkJ0ZQpUyQ9vHZr3bq1pk+f7ja0x9bH+/fff1epUqU0YsQInT9/3lZJ4OT87g8ePFCfPn3k7++vt99+O1FP6vk3I3R72GeffaaaNWtaAaJly5Zug4D0cAd66aWXbMH7wYMHevbZZ/Xhhx8qLCxMffv2VaNGjdzWAMYVvHv06KF06dLp4sWLMd5hcu4YR48eVbp06dS+fXtrkAjp4WN22rRpY7sgiKmpXVBQkPLmzasmTZooJCREDx480ODBg62732PHjlXWrFndPvospuB98OBBlStXToMHD9aZM2f022+/qXXr1rZ5XYO3c3C1fv36WTu389Fce/fu1cmTJ1W3bt0Ym6e5Bm9nnxvnxX2HDh104sQJHTp0SA6Hw1a7EFfwvnHjhrJly6bnnntO0sORUd99912330Oy13hHvQHQpUsXZc6c2fabRv1NnL+r8wQxY8YMPXjwQLNmzVKjRo304YcfSnp4YHU92bs6efKkunbtahvVXJJ15905Iv7w4cOjHfhdT6jPPPOM8uXLp08++UTp06e3Bu4IDg7Wd999p8qVK9tqzWJrZlauXDnlzp1bt27d0p49e9SuXTu99tprOnLkiC5evKglS5bY3u8avD///HPVqFHDFrzXrl2rEiVKaPLkybp165Zmz56tpk2bul3GpUuX1LNnT1WrVk2TJk1SRESEbt++LYfDoSFDhuju3buaPXu2qlSpYguq7oJ31FHN+/XrJ4fDoePHj+vcuXPq2LFjtH7CrsE7c+bMatasmU6ePKmIiAitXbtW6dKl0/z583Xv3j21b9/eFhZcBQQExNjHe8CAAfLy8tK+fft06dIlffLJJ9Hmd/62Z86csYL3wYMHde3aNT333HPq2rWrbty4oZ07d8rhcNiOTVGDd7ly5azWDs7X9+7dqwwZMujdd9/V5cuXtWTJEtvjh1zXRXh4uDW42gcffKC7d+/q/v376tatm15//XWdP39eW7dulcPh0BdffGHN7y54t2vXTnXr1rW6Xdy7d09vv/22atasaavBjjoGgNPff/+tUqVKqVq1atboy87pmTNntt30jGl/lSSHw6GuXbtaTUP9/f01duxYRUZGqmvXrqpfv76tX7ZT1ODt7CZRtWpVDRkyxLqQK1WqlC2MxhW8nZYvX65UqVLF+ugj1/2+QYMGKlCggLZu3ar79+9rxYoVql27ttUNadCgQVq3bp3b5dy+fVuvv/66bVTzW7duqWzZsurWrZukh8fIhg0buq0tkh52W0mTJo1WrFhhTVu4cKEaNmyoMWPGKDIyUrNnz7bV0Lg6d+6chgwZotKlS9v2pd27d6tNmzb6888/defOHWXLlk0tWrSwXndtaRFT8L5y5YpmzZqlihUr6ptvvon1EV/h4eG6ePGiqlatqmLFiunu3buKiIiQr6+v3nnnHUkPb9RWr17d9rzxqME7d+7cWrt2rW3fkR72a02TJo06d+4cY1cg1+l9+vRRlixZ9MMPPygyMlJDhgxRu3btdOnSJevc6HoDNbbg7doabc6cOSpRooS+++47t9/BdVlhYWGqUKGCfH19df78eV28eFF+fn567bXXdOjQIR07dkydOnWyzet6XnEOrta5c2erG+CIESPkcDh048YNHT58WM2aNbMCStRluAZvZ7cT6WHrnObNm6tbt266f/++Pv74Y9tv4iokJETvvfeeUqRIoQ4dOqhw4cLWeVmSli1bpsaNG1uPBnT9/lHdvn1bOXPmVLt27RQcHKx58+apevXqWrZsme7fv6+KFSta20pUu3fvVr169ZQnTx4VLVpUixcvts6PGzZsUNq0aW3n1ajbiOvfZcqUka+vr06fPq0HDx6oUqVKmjNnjiIiIjRy5EjVrFnTdl6LKXg7l7ljxw6VLl1aI0aM0MWLF/XTTz9Z11BOrsF7+PDhqlatmoYMGWIF759//ln16tXT0KFDrZYMUc8nThcvXrQGV3MN3mvXrlWVKlX0zjvvWLW7rucT13IEBgbqrbfeUvXq1TVs2DDbd/ztt9/0/PPP284nMf2mERERyp49uxo0aGBrifXnn3+qfPnytlwR0/ySNGTIEDkcDu3cuVN79+5V3rx5rZvYb731VrTrUFfdunWLFrydv80ff/whLy8vWwuG2LaNChUqqFKlSrHebPgvInR7WEREhCZMmKCWLVu6vWCVogfvHj166KmnntLmzZsVHh6ur776SiVKlNDs2bMVGhoaa9+fgIAA1atXTwULFrQdnJ1efPHFaEEkJkWKFFHjxo0VFBRkC9nu+gS5M3LkSJUuXVrXrl2zps2dO1cvvPCCdfd70aJFMc5/5swZDRo0SFmzZrVdCDmbQXXp0kVXr161pruuR+cBxrm+8ufPr+HDhysiIkK3bt3S2LFjVbRoUe3YscPtBaur/fv3q1ChQqpZs6ZVm7hnzx41adJEvXr10uHDh3XmzJlo8znL8ODBA33wwQeqU6eO7Vng165dU5kyZVStWjXbfO6+h3PdOZ8lGR4ermHDhll3V53BNS6vv/66KlWqpCtXrljr54svvlDDhg1jPdg6Xb9+Xa+//rqMMbYWF2vXro3WzCoq15NN/fr1lSdPHtWtW1d58uSx7prfvXvX7Q0ld7799lulSpXKalIvPez75hy3IKYbS67r96uvvlLy5Mn14YcfWtNXrFihGjVqaPjw4THehXW+9+LFixoxYoQKFy5s3bj5448/lCVLFg0dOlRBQUFu+1y7nny6dOmiUqVKadasWbZauqFDh8rhcOivv/6KsQm6czlXrlxRhgwZ1LhxY50/f16hoaH69ttvVbRoUX388cdxPqf3zp07atasmby9vW190SXpnXfekcPhsJ0c3fX3c64Xh8Oh1157TUFBQVq/fr06duyobt266dq1a9H6rDnnkR7eiJozZ47Kly+vLl262F77/fffVaxYMQ0cONA24Iy7vsb379/XsGHDlC9fPn344YeKiIjQxo0bVb9+fb311ls6ffq02wHkXC/WRo8erVKlSilPnjxq3ry5tU2GhITEGMqilunrr7+WMca6iXXo0CHrWOi8iI1NRESExowZo/r161v7q7P2sXHjxnrvvfcUGRkZ6/5y/vx5vfzyy7Ya7y1btihDhgxW8z53ISBq8Pbx8dFnn30WLXh/8cUXtptS7i4Ynfv9nDlzZIyx9pO7d+/q+++/1zPPPKN+/frFuS6cNWQOh0OHDx9WZGSktm3bppo1a1oXzbGNTxAREaEhQ4Yobdq0tlYfS5YsUaNGjWx9f2MSEBCgkSNHKlWqVFZTy6NHj+qll15Sly5d9Oeff+r27dvRWpW4Bu8vv/xSzzzzjBo3bmzbH65cuaIPPvjA1oQztr7jlSpVkp+fn9Vc+ccff1TGjBmtmjB3/Tddj8FNmjRR7ty59d1339n62EoPz72LFy+Oc31IDwO8r6+vdTN406ZN6tixo7p3767z58+7PTe63mybPn26/Pz81L59+2jvcw3csdmyZYvVPcC57NOnT6t58+Zq1aqVrQwxNVn+9ttvlT9/fvXo0cNaH507d9ZTTz2lq1evxjjArGvwTp8+vV566SXriSrO/bNZs2Zq06ZNnGMBSNKkSZNkjFGLFi3k5+dna1IcW+tCV5MnT1bZsmWt483ly5c1adIktWjRQgsXLnR7M8V1G921a5datGihlClTWjeCnEHPXSWJO84Wk8uWLbOmLViwQGnSpNGiRYv04MEDt63Zogbvp556Sj179rTOgRs3blSdOnXUo0cP2/7j7ropKChIU6ZMUYECBWzXN0uXLtULL7yg119/Pc7vceHCBb3//vtyOBy277Jx40ZVrVpVgwYNinHQONfta8SIEcqWLVu0/crdOdGV83sNGzZMNWrUsM4FTuHh4dq5c2esfa5dNW7cWNWqVbOuQ3///Xf5+vpaNy+jfm5Ub775ppIlS6aNGzdGe83ZBSMuf/zxhzJkyOC29d1/HaHbg1ybkgwZMsR2ZzGmwW0kqVevXsqSJYt19+v+/ftavny50qVL57ZvprtlZMmSRXXq1FFQUJA2bNjgth9vbObPn682bdro2rVr2r59u3LmzKnp06fH+NkxcQYf50V5aGioli1bpmeeecZ2wI3tcVLVq1dX9uzZbTXuW7ZssTUrcsdZxmnTpil58uT65ZdfrNfu3LmjQYMGxevxJdLDYGSM0euvv25dXBw4cEAVK1a0rZeo38O1f1j9+vWtZrzOu+lXrlyJ88DvnH/VqlVyOBz65ZdftHLlShUqVMi64I7ah9udu3fv6ptvvrH1KTt79qwiIyM1c+ZMtwdRd4oWLao0adKoRIkStlql1atXxxlInBo0aCB/f3/t2LFDHTp0UPbs2a3g7a4/rzuHDh1Su3bt5O/vr759+1rb2h9//BGt60RUzvXk6+urGjVqWDdvDh48qAsXLmjp0qW2voyxLWP06NFKmzatfv31V6vMu3btksPhsF2gRP1tXC8uHA6H+vbtG61pbJ8+feL1/Prbt28rTZo0qlixorUenH3F4ruNT506VQ6Hw21Xi6h38WOybt06pUqVylabuH79ej377LPasWOHNS3qunD+HRISoly5cql169ZWDZ7ztfXr11thPCbO/a9Pnz4yxthayWzZskWlS5eOsdmtZF8/tWvX1lNPPaUaNWqoWbNm0cJtXNvn9u3brZGXR4wYoVq1aumHH35QSEiI7QI3NidPnox24+fu3btatGiRfH19bSEzpn3/5s2bcjgc6tKlixUmnK0OYquxcl03BQoUUM2aNW21eFHFduw5ceKEateurQoVKihnzpzWTdzg4GAtX77cdmyOjb+/v/z8/Kww4Qw1JUuWjHX7cmWMUadOnWw3oj7//PNYm2W6Klq0qBo2bKjr169bn3PixAl17NhRzz//fLRRiN2V6euvv1by5Mk1fvx4rVy50uqfGzX8xmTdunVWGVyvM5zPLV6+fLn13qjbmOvvmjNnTj399NO6fv267ty5o5CQENsAR3GFxOPHj2v8+PG6ceOGbfvZsmWLGjZsaGv9FVMttSS1aNFCuXPn1tatW3Xy5MlowS6ux03+9ddf1jbl2nf3xIkTti4t7jjP0c6b2s7m9M711qxZM1ufcHf7rLN8PXv2VLp06azw4bzhumnTJls3k9j4+/urZs2aOnz4sPr06aNatWrp448/tn1+XL/LvXv3rOOG871Xr17V8OHD3XatcfXHH3/ozz//VP/+/ZUyZUr5+vpGC96u3zkmhw4dcjsg4LfffiuHw2G73nB3E9fZZSJ58uTy8vLSxIkTrfPjDz/8EOdNMucyJ0+erJQpU0YbxHX+/Pm2rl+xrdNRo0Ypffr0+vHHH23L+OGHH2JsuRC1LBUrVlTt2rW1ZMkSLVy4UHPnzrUF6LjOBffu3bPtmxMnTrSOWfG9Hv/777/Vp08f63rnzJkz2rZtmzZs2KBevXpZ74ttXcydO1fGGG3cuFFXr17Vjh07tGPHDlsFWFzbxrFjx+J98+a/htDtAe42WNdpsTUfuXXrlsqXL2/VALv28XXXh8adpUuXKmvWrFq6dKmGDh2qYsWK6euvv7aFrdh20sjIh8/Qdl60v/HGG8qYMaNy5MgR7+DtbqfbsWOHnnvuOV2/fj3eAW/58uUyxthGVowaMGMrR3BwsMaMGeO2n158R0/cs2ePihcvbt0hfPfdd63g7byjHZc///xTKVOm1DvvvKPDhw/L4XBEuzMZ2/e4deuW3njjDa1evVpr1qzRoEGDrDu3cR3gYvLVV1+pbt268V5GZGSkrly5ohYtWujo0aOqVq2aSpQo4XZAl9j8/vvv6tmzp3Wn9fDhw2rfvr2yZ89uBb64TiKutZrvvfee6tSpo169esWrBtHV4sWLrZOFsz9j1Iu02E5At2/fVteuXa3w8tdff1nbRkwX366cLWFq1aplnYCnT58eYxP/mHz99ddq3bq1rl27plOnTlnB2zXEx/Q9IiMjdfLkSVWpUsW68+zs9xtVXI8bmjlzptsmwvF5rI6zea+Pj4+1LqI+UivqgGDuXL9+Xb169bIGvbpx44b1XeL7vHrn/rp8+XKtWLFCDRo0ULNmzdz2VYvL8OHDlStXLq1Zs8btNhGf2q+ogoKC4qz1ci73hRdeUM2aNa116pwe31qJrVu3ysvLS0uXLtWJEyf0ySef6P3339fNmzfjffNAetgd48iRI3rxxRdtN9niaoXhdPbsWb300kvWceP48eNWCIirtsipT58+qlu3rq5cuaLFixfb+rPHR0BAgN566y3rBrDrb3f48OEY+2E7OQNT9erVrZuFefPm1dy5cxN87AoLC7M+/8CBA+rQoYMuXLgQ78eH/vLLL9Z1woQJE9S0aVOVKVNGXbt2jfOmpStnP13pYY2qc1uIz77mbB7rbCXl6+urUqVKqVSpUmrQoIHtQj6uMrgO5CUp2vVCbNuos5+vc5DFgwcPqmnTpgl6rOPOnTtVrlw561pj5cqVql27tq2yIC537txR3759df36dS1fvlxvvPGGcuTIoXz58tlaOMZnf3P3nrj2k9OnT6t06dJq27at0qZNq2+//VZhYWFq1KiRKlasqKVLl0Zbr/ER9b3xaZl369Yt/fLLL/Ly8lKdOnXk5+enadOm2QarjascQUFBGjp0aJytO2O7Jn/w4IFq1Khh1VC7eyxXbB48eKBr167pww8/VO/evfXUU0+pSZMmKliwoGrUqGEbjC4mrpU30sObsTVq1JCXl5d1szG+v4drt7S0adNGG1MmtuuEq1evql69elq5cqX279+vsmXLqkyZMqpcubKKFy9uG5wZ7hG6HzPnBn39+nX9+eefOn78uK0/X3zCjfOi/a+//lKXLl20detW28VuXMtYs2aN1q1bp3fffVe5cuXSr7/+6vYCOq5nJg8bNkw5cuTQ559/rhkzZqhRo0YqWrSorQlxfMNRWFiYGjRoEK3vTFzz37p1S+vWrdNff/2lTp066dVXX9WyZctsz8WOi/O737p1SxcvXrQ1k3W9Kx7bd3AOOjJgwABVrlxZ7777ru0COq7HYG3dulVly5ZV7dq15eXlZTWvT8iJKygoSLdu3ZK3t7ccDoftsViJuXB3NsmLb7Mk5wnI+VlnzpxR0aJFVbt27QQF74iIiGgX2seOHVO7du3iHbxdX9uyZYs6duyop556SoMHD7ZOIPG9kSA9bOo/Y8YMDRw4MN7fw1kO57Y4atQoNW7cWKtWrVJYWJitBio2Bw8etEacDw0NVa5cuWIcYyC2cty7d0/3799XzZo1lTdvXuumUlzb+O7duxUcHGx1Gzlw4ICaNm2qatWq6eWXX9bKlSvdPtYqKtfPWLFihb744gurpleK3+/x4MED64bBsWPH1L9/f7300ksaMGCAVb74HHOcy7h06ZIaNGigsWPH2o6BsZUlIiJCV69etYWGZcuWqV69egkO3nv27FHhwoWtfouBgYE6ceKEFi9e7LZFgSvX3y223y+ufX/v3r26deuW7t69q+vXrysiwv64xrhupPz+++/asWOH/vrrL3l5ecnX11cZM2ZUkSJFtGbNGrcDl8X0PaSH5zVn6xZnSI2r9s7Z19f527/99tt6+umntWnTJtuxJK5jhvN8vGvXLtWvX1+lS5eOtbY/puU4nT17Vnfv3o3XM4ldrVy5UkOHDlXOnDm1Y8eOBIU753pylvX27duqXLmyhg4dalsXMf2uzvk3bNigLVu2aPjw4cqWLZuWLFmiJUuWyM/PT3nz5rVubsSXcwC4l19+OcYm3O5EREToxx9/VPbs2TVkyBCdOXPGaikU0zgUTrt27bLVFh46dEjPP/+8mjVrpg8++CDexwxna8QyZcpo+PDhSp8+fbRzQVzLCAoKsnXNOXz4sLJlyxbv2lTX5TuvvaZPn67p06fL19dXlSpVst0kik+lx4ULF/TDDz/ou+++szWxj60cn376qXx9fdWxY0crREUN3rE9istdOaKW1fl3TNvopk2b1LBhQ02aNEm//vqrAgIC9PLLL8vPz08fffSRtZ3HZ3917luXLl3S2rVrtWnTJtsAlrEtw3nscr7n/fffV6NGjdSsWTMNHTrU7RNnnKI2nZ4/f77y5s1r1f4vWLBADocjXjXlroYNG6aaNWuqUaNG8vLyUoYMGaybGHH9Hs7XAwMDtWjRImsw3/icX5z/vXXrls6cOaNcuXJp8ODBunfvnnXj7I033kjUtej/JYTux8i5Yx44cEAlS5ZUqVKllCtXLr3xxhuxXqi5u7g6cOCAcuTIoS5duiSqGcalS5esR1RID+9Ab9++XcOGDYuxb7mrM2fOqGzZsrYa4mPHjqlfv34qUKCAPv30U2t6XCejEydOqH///urWrVuM/aLccR2gKWvWrGrXrp3Kly8vX19f9evXzwoV8Tn5HDx4UDVq1FCxYsVUvnx52wk1PidC14Nq//79VblyZY0dO9a6oeJuGStXrlTPnj2tE8Tq1auVIkUKFS5c2NacMr53TJ2cj6MqVaqU7YAd2x1K1xpC15PI66+/bj0GLiEHy6FDh+r5559XhQoV5HA45OPjE6/g7VyPZ8+e1Y8//qhPP/1U586dU0REhM6fP5+g4C09HHDMz89PrVu3VsmSJZUrVy7169cv1mdwR3Xjxg21atVK+fPnt0ZOT2jrAedF0vfffx+tNiE+Nw+iNrV0jgQdn9/EuQznTaDDhw+rUqVKKleuXJz7yNWrV+VwOPTyyy/rwYMH+vvvv5U9e3a1b99e7777rvz9/eXr66sxY8bEGs5cyzlw4EDlyJFD+fPnV+nSpW3N2+O7Xg8ePKgsWbKoS5cuGjx4sJo2bao0adLEOf5C1O967949tW3bVtWrV9eUKVOiPQosKtfHwu3atcs2wNgPP/yg+vXrxxq8o67nAwcOqFy5ctq0aZN27typ3r17q0SJEipcuLAKFSoU48BhTlFDlLPc8W2G7CyP8/hXsmRJ+fj4aNiwYfEKJM7X7t27p4EDB2rUqFG6f/++IiIi1KxZMxUpUkQrV66MNXi7u3Fw+PBhvfDCCwna152GDRum3Llza8WKFbbxQqJ+XkyGDh2q5557TrVq1VLGjBlVpkwZ2+A/8S3HqFGjVKxYMVWsWFEDBw60Qmp8tvHAwEA1aNDAeu78hQsXtGnTJr3yyiuaPn16vG9injhxQnPnzlXnzp3jXSss/e87Olu4OLuy/fTTT/Ly8rLKlZBz0927dzVq1Cj5+fmpV69etjFN4jJ37lxrRP8HDx6oevXqatKkSbRxOVx/2+PHj6tSpUp68cUXFRAQoICAAGXJkkWdO3fWs88+K39/f7Vo0cIKWO6+y9atW22PImvRooUcDoeaNGliTUtorfKJEyes4+5XX32lzJkzx7mfuzp9+rRKlSplqwE9deqUOnXqpFKlStmuvdxt686y7N+/X97e3ipevLjy589vDUobn/7Hn3/+uSpVqqTXXnstxuAdV42383c/duyY3njjDb3yyiu2xzXGZsmSJapevbrtcZmuwdt1nJL4HL8OHDigwoULy8fHRwULFlTjxo3jNXaC6/TJkyfLy8tLo0ePVseOHVWhQgWVLFnS+q1dt/PatWvLx8fHOlZKD487zqdzLFmyRJkyZbJaL4SEhMSrRcS8efOUPn16bd++3TZ4bLp06azWKXEd/27dumWdn0e5PMYzJq7X7M7vsmzZMmuwyMjISPn6+qpZs2bW/prQVjv/lxC6H4G7nf348ePKnTu3+vfvb/W9y5kzpxo2bBjjaLVRL6CuXbumUqVK2R6LIz0ctMm11jw2V65cUdWqVfXhhx9q9erV6tixo6pVq6YKFSqoePHitn497ly7ds1tjdvx48dVsmRJZc2a1dbUPCaRkZGaO3eu0qZNq+zZs1tN3OOqXXFdtz///LM14nl4eLjGjRsnf39/9ezZM17B+8iRI8qePbsGDRqkbdu2WY+Gcfcc59jK4apv376xBu/IyEhNmDDB6nMTGRmp9evXa/jw4apXr56aNGliGyTG3efE9p1OnjwpHx8fNWrUyNZXLLZ+w1L05mVz5sxR3rx5rQvw+IS86dOnK1OmTNq2bZuOHTum3377TRUqVFDp0qVjvVh0vRjImzevGjRoIG9vb9WqVct6bM+RI0fUoUMH5cmTx20TR9fyrVmzRtmyZbM9W/ytt95SlSpVNGDAgHjXeIeFhWn48OEqUKCAqlev7vZZv7H5/fffVbhwYeu5usHBwfr777/17bffxnrB5+rPP/+0LoYGDx6s+vXrR7uoiK3G+tatW3r66aetbil//fWXypcvH6/g/dNPPylTpkx644039N1336lHjx7Wa6GhoRo8eLD8/PysZce2jZw6dUoNGjSw+sbPnTtXZcuWtT1hIK7fIyQkRI0bN7buwkdERKhSpUqqV69enM3gnMs+c+aMte/du3dP3bp1k6+vb6zB23X7LFasmCpVqqQ8efLIx8fH6iO7cuVKNWjQQM8991ysfbz37t2rS5cu6dq1aypXrpz8/PyUMmVK9ejRQytXrrQe+xTbY/EiIiJUtWrVaK1iVq9erZdfftlt6yV3Tpw4ocyZM1ufPWDAANWoUUNNmzaN103Q06dP65lnnlGTJk2iPS7m2WefVeHChbVq1Sq3wdt1nVy6dMlWE3ju3Dm1bds2QcF7586dKlCggBUSQ0JCdO7cOa1ZsyZeTRvnzZunjBkzavv27QoMDNS+ffvUsmVL+fn5uR3NPibLli2Tt7e3vvnmG/Xp00dPP/20GjVqFK1bREzLu337try9vTVs2DB99913ateunWrUqCFfX1+VLFnS6joU1/F49OjRcjgcyp49e4yjtjv17t3bNhq29PBmTJ48eRQYGKjVq1crQ4YM1mj0ISEhmjt3ri0MuJbH3ToKCgrShAkTVKVKFVvwjmt99unTR61atZIkVa1aVQ0bNrQu4L/77rsYKwomTZqkWrVqqVu3bpo9e7YGDx5svbZkyRLVq1dPTZs2dXscPn/+vGrUqKGGDRtawa5NmzaqUKGCatSooU8++STB54KZM2cqffr06tevn1Wz/Oqrr6pLly4x3jB0t20ULFjQ+h2c6/z8+fPKnz+/ihYtGu1xhVFdvnxZBQsW1PDhw3XlyhWdP39ew4cPV8qUKa0bTLH1TZcePnknpuDt6+urxYsXx3jzz1nmgwcPKmfOnGrdurWGDh2qggULqkmTJvEaEM7Zuqh58+aPFLxPnDghb29vq6Jl8+bNypUrl4oWLWqrjY5tX3M+0te129fevXtVrVo1VapUyXbsW7p0qfLly2dNcx7zXnnlFY0dO1Z//vmnbT+LiIjQxx9/rNmzZ8d5bhwxYoSaN29um3bhwgU1a9ZMmTJlsq5Boq6PqN9t8uTJSp48uTp27BjreWTfvn1KkSJFtPPUxx9/rBo1aig4OFi+vr62/fW3337TqFGjEtR65/8SQvcjCgkJse5I3r17Vz169LDV7NSsWVM+Pj7y9/dX3bp1o9WQrFy5UuXLl1d4eLi1oxw/flzVqlWzDnSLFi3Siy++KG9vb7Vp0yZaX6mYDjhdu3ZV+fLllTx5cr355pvWQBLPP/+8VaMX0/y3bt1S8+bN1b1792h34Dp16qQ6deqoatWqbp+fKdl38qtXr2rWrFlKmzatbZTamMrtPPA4H+8zbdo028n0/v37Gj9+vPUMbtcbEfv377c1i7t79646depk+1x/f39VrFhR6dOntw3MFPXA5CzH2bNn9cUXX2jJkiW2gNu/f39VqlQpzhrv06dP20bC3rlzp3UR69r8du/evW6bY82cOVO9evVSq1attH79eqt259ixYypXrpwaN25se+SE05AhQzR27Fjr4P/FF18oR44c+uijj2wXqM8884xeeOGFeNd09+vXTx06dLBNO3funEqXLi1fX99Yg/fly5dVvHhxaxC8gIAApU+fXq+//rr1nU+cOKEWLVooc+bMun37tiIjI9WpU6dofRUXLFigggUL2h6hFhwcbI1B8NZbb7kdwdzddhcWFqYJEyaodOnStr7h8bnY+uOPP1SqVCnt2LFDBw4cUP/+/a2azCxZskQbDTyqefPmKXv27MqbN6/KlSunmjVrqlKlSlq2bJlOnDhhG4vBlevvde7cOetZ78HBwYqMfPi88PgG73Xr1ildunTKmjVrtEePBAcHq379+nr++efj/B61a9dWu3btrIuxkJAQffXVVypTpozatGljvTem5obSw645ZcuWtZrhVa5cWQ0aNLD2n3Xr1rldJ66huUCBAnrxxRetbiFRg7frWBmuzp07J29vb40cOVIPHjxQaGioHA6Hhg0bZr1n9erVql69uho3bqw7d+5EuxnifC6r8ybFqVOn9O2332rjxo3WTbDIyEhVqVLFVsPqzqpVq5QuXTqNHz9e0sNm++nSpYv23Fh3nGV655131KxZM9tr3377rZ5++mn169fPVoMe03JKly4th8Nh1bK5vr9ly5bKmTOnli9fHuPYJaNGjVLVqlWVMWNGNWnSROPGjVN4eLhOnDihDh06KGfOnNEGhXRn69atKleunI4cOaIdO3Zo4MCBKl68uPLmzSs/P784+yIPHDhQ9erVs03bv3+/atasqeLFi9uephFbwFy0aJHt8VFff/21ateurYYNG0YL3q7zfvvtt9aF8fz585UtWzZlyZJFw4YNs8Y56dSpk63rkCt368b5OMmJEyfG+MSGS5cuqXPnzipZsqT1aEfp4bZZt25dTZw4URkzZrQ9/s1Zi+Y6QJ3zPOd6boz6GK2goCBNnDhR5cuXV//+/aPVeLv7Dj///LOaN2+ukiVLqkGDBrYg8O677+qVV16x7fOu4eSjjz7S008/rdKlS0cbXGvJkiWqW7eumjdv7vamxKJFi9SoUSO1aNHCGp/l3r176tixY7RgJynajSXXVhwPHjzQ4sWLlTdvXtWsWVO5cuXS999/r2nTpqlSpUrWo+5cy+5apkmTJmn9+vUKDAxUrVq11L17d+tY7tSmTRuVK1dOffv2jXU/2bNnj0qVKhXtO48aNUpp0qSxNa+WYj4vzJkzx23wrlWrlnx8fGKtnb1y5YoqV65sa1VYuXJlORwOVa1a1e2o9pJ9+1i6dGmswXv69Olug7/r7zJ8+HDreiUyMlI1atSwWscVLlzYdg3mztKlS1W+fPloTwSKiHj4rO0yZcrYBi7csmWLSpQooVWrVunNN9+0Hmm2dOlSpUmTRg6HwzaC+d27d9WwYcM4BwaWHu4LefLkiXbj+KuvvpLD4ZCXl5f1lIqo+92FCxf066+/WtvzJ598IofDEW3/dXX27Fn17t1bWbNmtQ3oumHDBtWrV0+lS5dW/fr1bb/B+PHj1b59+wR3T/m/gtD9iFatWqXkyZNbB5BNmzZp/fr1kh6OVt2gQQNJD58HmjZtWlWvXt0W3LZs2WKrDZUe3h1Mnz69unfvrmrVqqlRo0Z644039PHHH1uPFnJyPUAtXrxYH330ke2CbN++fdFGLn/66aetZiVRB2dwPRAuWLBAGTNm1NixY63Rtu/evas2bdpo5syZqlOnjlUb5RT1mZ+ufWY//vhjeXl52QJ/THf29u/fr1y5cilnzpzKkCGDKlasaHtveHi43n//fZUrV05vvPGGwsPDtWPHDhUoUMB2ogkLC9OUKVO0c+dORUREqF69etajWj744ANrVN+onOV2lqNSpUoqVKiQ0qRJYzux9+3bV9WqVdPIkSNjDEdTp05V8eLF1atXL6sJ8M6dO1WnTh09++yzmjdvnhYvXhxttGvpYXDOkSOHBg0apBYtWqhMmTJ65513rFGEjx8/rgoVKqhy5cq2ZnKhoaFWDc7UqVMVHh6uffv2afz48SpWrJh8fX3VuXNnHT9+XFOnTtXzzz9ve8xJbDp27KjKlSvbfgvp4d1Ph8OhAgUKxPhYOWeteHh4uO7du6fq1aurfv36VqBy1rwdOXLEWhd79+7VgAEDovUD/+6771SiRAnrYsC5LTv7G3l7e0er2XF9xNamTZv0xx9/WGUNDQ3VmDFjrJs57oK3u4uTffv2qVq1avL19bVuICxZskRHjhxRmTJloo38HXX9XrhwwRoxfcaMGXrhhRfkcDhUq1YtpUmTRoULF1alSpVsrU5c+3M6T3g//vij7XFIEREROnTokKpUqaJChQpFayUT9SJ4w4YNypkzp6pUqaKLFy/avuucOXNUqFChaM+Id7p3757eeecdFS1aVOXLl7e95gze5cuXV506dWzrMTIy0tp+nMcY6WEN6pdffqlq1aqpYcOG1r5148YNvf766/r2229jvMGVK1cujRgxIlrTY2fwrl69uiZOnKijR49Gu8vvfISV9PBYV7NmTdv26VzXy5Yts8KTq3fffVc5cuSI8cZASEiILl26pMaNG6tSpUrxanr7448/KnXq1OrYsaMyZsxoC03x4Wz9ETUwvP322ypVqlS0i1Z36zUyMlJVq1ZVkSJFtH379mjvadKkie285uq9995Tjhw59MMPP+j69etq0KCB8ufPb908dg6u5nA4bOcqd/vauXPnlDVrVlWtWlVp06bV66+/rmXLlmn37t0qUqSI7eLXlXNZEyZMkJ+fn3VB6PweK1asUNq0aVWzZs1oj7F0/a6ffvqpxo4dq1atWlmP5nK+55tvvlHt2rXVuHFjq1bTdd633npLefPm1ccff2ydB06dOhUtADVo0MDtyMzObeXOnTu6dOmSbRDPwYMHK0WKFJozZ06MNUzHjx9X//79VaJECVsT5VatWsnhcNiamgYHB6tp06Zq1qyZte5+//1326PnwsLCNGzYMBUvXlwTJkywfVZwcLA6d+5stbCIGgBu376ta9euWeHh8OHDqlGjhp566imrNcX9+/c1b948ZcmSRevWrXN7HHYe02bNmqWiRYuqSpUq0QYr/Oabb+Tn56eGDRtaTw5wXdY333yjOnXqqEWLFlaoun37tjp27Ch/f3+rRd+SJUvUsGFDty06nOv8woULat68uT788EMtXbpU1atX18iRI5U5c2ZVqlTJ9tscPHhQDodDX3zxhfr27assWbJYN6zXrFkjh8Ohd955x/o+oaGhatu2rRYuXBity0bUfeWXX36Rw+GwapSd+3hAQICKFSumzz//3Hqvayj7/vvvtWLFCtu2NXv2bCt4O298h4aGuj3+uW7vu3fvVv/+/RUYGKgHDx7I399fjRo10t69e+Xt7a0mTZrE6xnN33zzjdvg3blzZ5UrV07Tpk2zfa7z+/z99986deqUzp49a1UONW3aVA0bNpT08Bnq6dOnV44cOWJ9PN6FCxfUpk0bpUyZ0nbt6ixHoUKFbMcC5w2uIkWKKGXKlNaN3ytXrqhv377KkyePVq9erbt37+ro0aPWucC1VWJMN0F27dqlSpUqaejQobZz8W+//aY33nhDnTp1UokSJawbf67N6wsVKqS33nrLVmn34YcfKlmyZLanDER1/vx5DRo0SF5eXlbwDgsLU9OmTZU8eXJr3YaFhemzzz5TpkyZorWIwv8Quh+DV199VZ07d9bdu3etnf/nn39WlSpVrIPo77//Lh8fHzVv3tztwAlnzpxRrVq1rOa/S5cuVZs2bdSlSxft37/fOtDXr1/fenyE64Fm6NChypAhg/z8/JQsWTLrcV9OAQEBOnz4sBo3bqxy5cpFa3Y8bNgwPfXUUypUqJBq1apl1YxNnz5dOXLkUMOGDdW+fXv5+fnJx8dH0sNHm9WoUcNalmsfHmdf4T59+lgXttevX9fHH3+srFmzavjw4dHWgfMAcf/+ffXs2VPDhw/XyZMn9eGHH1o1Za4nrfDwcL333nu2EWOdB5Rbt25ZF1bOdbd06VJVrVrVCuVLlixR8eLFlSFDBltgdbpx44aKFy9uPYfx/Pnz+uKLL5Q2bVrb46S6d++u8uXLW48HiXpBev/+fetir0ePHtZJdPfu3VaQzpMnT7QD//z581WwYEGrbL/++qscDodKliyp4cOHW3eZDx8+bBu8xrnNBQcHq2vXrqpatao++eQTaz0cPXpUy5cvl4+Pj5555hlVqVIlzmdsjx8/3hrV+7ffflPBggWt0aGdli1bptdff11vvPFGjGFi3bp1VvDy9fVVgwYNrG3tjz/+0OjRo6M9h9J1nc6ZM8calOrWrVsqWLCgWrRoYdvW9+/fr5YtW2rWrFluL9QOHDig4sWLq3Tp0ipcuLBatGhhLdMZvGvWrGk9azrq/M51vGfPHmt7/Ouvv/Tll19q7dq11oVkcHCwKlWqZGvC5roM58B+UffFI0eOKGvWrPrtt9+0fft2rVmzRqNGjYr2vr///lv58uVTu3btrG193Lhxypcvn+1RUgcOHFCZMmXcjhh78uRJrVy50rrBsH79eqVPn16dOnWy/Q7Dhw9X1apVrZo0dxcF165d05QpU5QjRw5b1w3pYdicM2eOOnbsaM179+5d6/nde/fuVerUqbVmzRpFRESoa9euSp06tWrWrGl7ysCsWbNUrFixGMe5mD9/vurUqaOAgADbhb5z+7l37546dOigkiVLyuFwaN68ebY+jh999JFq164tSdGaza1bt87WrNO131pkZKQ1jkZMoS0yMlITJ05UrVq1VKNGjTgHA3INB6NGjVKyZMnUsmVL63V3v4G72tmPP/5YxYsX18GDB22vb926VXnz5rVd+DrLcu3aNe3cuVMHDx60boZERkbKx8dHJUuWdBu8o35+ZGSkrl+/rtq1a1utwTZs2KD06dNr7ty5ts/766+/9Pbbb7utHd6zZ4/27t1rhdPz589r9uzZtn3N2XLAeQyNrUVH6tSpNWXKFNtNvJ9++knPPfec2rZtqxYtWlhhznU5Q4cOVebMmVW1alXlzZtXBQoUiPbM+KVLl6pUqVLR+q5Onz5dOXPm1J49e9w25wwMDNTmzZv17LPPqmzZsjE+yu7AgQN6+umnVbJkSVWvXl0vvPCC9Z633npLKVOm1GeffRZr8O7Xr59KlChh6x5Wu3Zt5c+fX0OGDNHbb7+tOnXqqEyZMrbmu/v371ezZs3k7e1ttUK5cOGCBgwYoGrVqkVr8vzVV1+pcOHC8vf3t217zuNv+fLlVaZMGev8tn37dpUuXVpVq1ZVrVq11LZtW2XOnNl63nhkZKTu3r2r7t27S/rfDXHncW3GjBmqVKmSunXrFq1/++LFi2019pJ9v3MGuxYtWlg3Fe7cuaPOnTurbNmy8vPzU4YMGWxh1WnJkiUqWbKktU62bdumNGnS6M8//9SxY8c0depU+fj4WLWKrjcXp02bpjRp0sjLy8sKtM5yffHFF0qZMqWaNGmidu3aqXr16ipbtmy0fcQ1NLs+9q5WrVpq1aqVdU0ZERGhoKAglStXzroR7Lpd5cuXT9WqVVOWLFnUvHlzW+XN7NmzrcHV4hpjyLUbpLPbSL9+/VS3bl2rLC1btpTD4VDFihWtfdj5PUJCQhQUFGTbT5xdBVyD9507d/Tiiy+6fWLA0aNHlTNnTltLoj179qhy5cpW+Y8dO6ZnnnlG3bp1s7ah2MY+adu2rapUqWKr9Lp37558fHysAe6c2/jLL7+sVKlSqWrVqrYbgbt27VL37t2VMmVK5cuXTz4+Pqpdu7btXOB6DP3yyy81btw4ffbZZ9Yx4Z133rGuJY8dO6YTJ07o2Wef1euvv65ffvlFuXLlsq5npIf7fPbs2TV48OBoxyvp4eBwqVOntj0PPqpz585ZwdvZ1PzevXuqVKmSypQpo+LFi6t58+bKnj27NQ4UA6q5R+h+BM6Nas2aNXr22Wd1+PBh67Xly5crd+7c1gll1qxZ6tWrl3bt2qV+/fpF27m3bdumEiVKqEKFCtaBKeojrebPn68cOXJEG/X23LlzqlOnjvbu3au7d+/qzz//VLZs2dS8eXPrUT2LFi2y+i85B3dwHuRWrVqlvHnzavny5Vq4cKEqV66sIkWKWHdJf/zxR40aNUrPPfec+vfvb4W3du3aqXv37rYDxcGDB5U9e3Z16NBB/fv3t5pyO0+C169f14wZM5QiRQq3d/NPnz5tBXxnDWZ4eLjmzZsnX19ftW7dOtaR2CMjI3Xt2jWVL19eY8eOtYWxMWPGqHTp0tbfH330kYYOHRrjo52OHj2qUqVKRWvOv3jxYqVMmdI2EMdff/2lyMhI6+B5584dBQUFWcE4PDxcEyZMULVq1WzB+/z58zp69Kj1+B5nU9WIiAjNmzfPOhCuWLFCmTNn1uzZszVw4EBlzJhRI0eOjNYn85133lG1atWsbSQ4OFhdunSRr6+vPvzww2jrbvny5Ro6dKi8vLxsNw5cRUZGatSoUXrmmWd048YNXb9+3ernO3r0aIWGhurs2bNq1qyZrRmuu0cBnT17VhkyZJCXl5datmxpCy6TJ09W7dq1Y6wlP3v2rOrVq6eyZctajxs6dOiQsmTJooYNG2rBggXavHmzGjZsqA4dOljbpOvF1YkTJ/TUU09pwIABCg8P1w8//KCcOXOqbNmyVvO/0NBQDR8+XFWqVLH26ajNh4sUKaJs2bIpd+7cGjJkiK1mIDQ0VBcvXlTTpk3l6+vrtlnlmDFjVL9+fWXNmlWvvvqqFUIiIyN1584d+fj4uH12set3OXPmjDJnzqzkyZOrTJkyWrBggdasWaPXXntNb731lu344VzPUU+Er776qtKlS6dvv/3WulD/+eeflT59etWuXVt9+/bVmDFjlC5dOi1btkyS/cJk165d+uOPP6yWFzdu3NDkyZNVtmxZ9e3b1/ZZztqWsLAwRURE6NKlS0qRIoX8/PyUNm1a24244OBgVatWTWXKlNGsWbP03Xffady4cUqTJo1VDncGDhyoEiVKWH+7ltW5r4SEhGj//v169dVX5eXlpS+++MLaL06cOKGSJUsqd+7catSokS2Qv//++2rYsKEuX76stm3bRnvUy7lz55QrVy6rpZPrZ4eFhSkgIECXLl3SnDlzorUIiso1cC9fvlxeXl7q27evUqVKZatVdFfDc+PGDV26dMnajx48eKCSJUvK39/fOk5Jsm5mRq0V2b9/vwoXLqxSpUopY8aMqlWrlhYuXGh9Xvny5a19MOr2FPXvgIAA+fr66vLly/ruu+9sfRnv3bunefPm2W4QuX4PSXrzzTeVM2dO5c2bVxkyZNCoUaNsx/SQkBBdv35djRs3VpUqVaJdtM6fP1/jx4/XRx99ZP2WkydPlsPh0NixY7Vt2zadP39eTZs21XvvvWfd2Ix6jr1x44a6d++uP//8U/fv39eGDRtUtWpV+fj4RLuQXb58ebQbKa+88orVzDZqP+fIyIfPGneO9eF8RnHUZRw/flxZs2bV4MGDtW/fPi1btkwOh8NWyzZ06FCrG0BERES0z5Ienqv69eun4sWL24J3z5491bhxYzVt2lQDBw60tk3XbfTYsWN64YUXlCtXLiu8XLp0SX379pWfn5/Gjh1rvdd5fnXtv3v79m1VqFBBAwYM0JdffqmWLVsqQ4YM1rn0wIED+vzzz9WhQwdNnTrV6i7g/F2PHTumNGnSqFatWkqdOnW0m/dTp05V9erV1aVLlxgHlospWC1evDha8A4MDNS8efP03nvvRWuR6NpCqF27dsqQIYNGjBih48ePa+HChWrTpo11/j9x4oS6d++url27qkSJEjp06JAiIyO1ZMkSORwOJUuWTPPnz4+27N9++02DBw9W27Zt1atXr2h9mF332SJFiqhnz57WNadrd59r167p2rVr+uKLL5Q1a1ZbM+lTp06pQIEC1vXYoUOHlCNHDpUvX972fPDp06fLx8cnxkfBRUY+fNRsgQIFotUIN2vWzDaK++DBg7Vq1SorMDu39UOHDqlly5YqXbq0Xn75Zeu8KP0veLdq1crqiuK6jzjXWXBwsMaNGxft/LNlyxalS5fOOs/PmTNHbdq0sR0nnXbu3KnVq1fr2LFjVo3yxYsX9fzzz6to0aJq166dxo0bp5YtW6pYsWLRWnaOHz9eK1asULt27fTMM8/YWruFhIRo7969WrVqlbZt22b9hlG7+YwYMUJp06ZV3bp15XA49Nxzz1nXGZMmTVL16tXlcDhUtGhRlStXTtLD68kiRYrYnlnfv39/q4l7ZGSkTp06pU8++URjx461WmO99957tpYR7vaRM2fOaMCAAfLy8rJuZoSGhmrx4sUaMWKE5s+fb90QiW38mf/rCN2PSePGja0NW3q4g1evXl1PP/20XnzxRaVMmVLfffedzp07p3r16tlq0KSHG/nvv/+uqlWrqly5crYT+apVq9S/f39lyZLFuuvrNHHiRNWtW1fPP/+87SL70KFDypYtm1q0aGGFeGefbul/J9KvvvpKCxcutDU3u3DhgmrUqKHChQu77Xdz4cIFDR8+XFmzZrXdaLhy5Yp8fX2tWuD79++rUqVKcjgcKlKkiNXk7tq1a5o2bZrbET3Xr1+vkiVLKm3atLZmd2FhYZo/f741qmlcgzT07NlTRYoU0YcffmhdpG3ZskWpU6fWiy++qEGDBilNmjS2ZjBRDxLHjh1TsmTJrD4/ztdv3bolHx8fa3CXn3/+2da0ct++fapUqZJKlSqlMmXKWBfJDx480MSJE+Xn56fevXu7vevo6vz587p8+bLOnz+vChUqWE2lr1y5Yj27M+pgK4sXL1ajRo307LPPug3ergNJuVq7dq0KFCgQ4+PD1q9fr5w5c1q/2d9//63Ro0crX758ypQpkwoWLGiN1un8rs7vsHTpUi1atMi6GPjqq6+UNWtWK6CfO3dOc+bMUbp06eJ8PvWGDRvUtm1bVaxY0bogO3HihGrXrq3ixYurUKFCqlmzptuRVcPDw9WvXz916tTJmla9enVVrVpVTZo0UenSpa07xPfu3XN7A2LKlCnKnj27vv/+ex0/flxjx45V9erV1alTJ+uE+MEHH6hRo0by8/NzW5s5atQoZcuWTatWrdLGjRtVt25d5c+f37a916hRI9pNKXcnwo8++kgjR47U4MGD1blzZ7Vo0cL6PlG7lcTkpZdekre3t77++mtrv/rll1+UN29eORwOzZ8/3+pv6ro+hwwZoqxZsyp//vzKnTu3VVtw8+ZNK3hHrfFbtGiRPvroIyvkbtiwQQ6HQwULFrRCsfMzgoKC1KpVK1WqVElPPfWU9XxQ53uc6zQwMNDal5YvX64SJUrYbliEh4crJCRE/fr109q1a20honfv3kqXLp2++uorBQUFKSgoSG+++aby589v9XW7deuW5s2bJy8vL2v/GDt2rO0mgvTwhmK2bNlsodj5m+3YsUPTpk2z3YhyV6sbtQvA8uXLlSFDBuv4vHbtWqVLl85tSyHp4cV3yZIlrWb+zovW69evq0SJEipRooQaNWqkLl26KHXq1Fq6dKlt27xw4YLy5MmjgQMH6vTp0/rpp5/UvXt35c2b16rhiIyMVLFixVS0aFFbeV23DWfrgKCgIJUpU0YtWrRQlixZbLVEx48fV7169bRixQq3y3DWxG/cuFF79+7VnDlzlClTJvXq1UtXrlxRRESExo8fL19fX/n7+0e7mTx48GBly5ZNVapUUZEiRVSxYkVr+/7444/l7e2tXLlyKX/+/CpbtqxCQ0N17tw5lShRwhYs5s+fr5QpU8rX19fWmmnLli3y8/NT+fLlrYvX9u3bq2PHjrbfNyQkRKVKlXL7xIz79+/r2LFjCg0N1f79+22tQCR74J00aZKtr7efn59txGCngQMH6scff4w2aJjzBrz08Pjdt29fFS9e3NZtJSQkxDaf8/Od2+2FCxf0+eefK3v27PL29raC98WLFzVgwABVrFhRfn5+6tevn1KkSKGNGzfatq/79+9r6NCh1v4fGRmpLl26KEOGDDE2SV22bJk+//xzax7nzYZixYpZ01zLPG3aNNWuXVsdOnSI1mrKWZZz585p8eLFWrx4sW2cHdfg7ay5jnpjy93NXOlhTXuDBg3k6+url156SZ07d4722KjLly/L29tbtWvXtrYlZwuhZMmS2QbXiom7Fk85c+bUW2+9Fa3f+9y5c+Xv76/kyZOrXLly1qPhnCIjIzV58mRr5Pj79++rVq1a8vf3V+vWrVW8eHFb8I3phrirqVOnqlKlSraKBGertmPHjmnGjBnKnj27tY85v+vhw4eVNWtWde/eXQsXLlSPHj2UP39+Ww3sN998I39/fzVt2lR37tyJtp4uXbpkdTOIem30999/q1WrVipSpIiaNm2qlClTWseeqK1GCxcurDx58qhixYrq2bOndW6+dOmSXnjhBaVIkUKNGzfWlClTorU4cLV//361atVKderUidbNzFVEhP2RiSf+H3vvGVVVsrWNvrtBFAmSc845ZwQkZ5CggCiCIIoZwYipzQlzDpgxa5sT5txmxYyICUFFcob93B/cVWfVXhvb7tPv990xrnOMM/rI3nutVbWqZs3wzGe+fo3AwEASHHn+/DnU1dUREhJC1k1TUxPOnDmDO3fukGcYO3YsrKysqHU/ZcoU+Pj44PHjx5gwYQLCw8MJQai1tTXZQ4z9wpxnTIeZ3bt3E5vx27dvGDNmDJXxFia/HO7O5ZfT/TdFcDExi/3Dhw9wcHCgoIX5+fkYOnQooqOjibH29etX2NjYoK6uDh8+fMCdO3dw5swZimTLyckJVlZWRIEWFBQgOjoap0+f5mzOI0eOQFpaGlpaWiTbxFZiysrKcHZ2RlVVFTw8PHD8+HHyeVlZGVRVVcHj8UgUkrk243gbGxtTzkB1dTUyMjJgYGCABw8eUEbko0ePkJ6ejpqaGrS2tsLd3R3+/v64ceMG9PX1Sa0ogE5ZJxsbG3H69GkYGBjA2dmZky1i6ouYA1HYO2EkOzsb2trayM3NxdevX8Hn87Ft2zY4ODggICCAUrjCDrnW1lbExMQgPDycA6ny9PREbm4uvn37hoiICBgaGpLoq7q6OkaPHo2NGzdi/vz5EBERQXJyMqlfnTdvHqlFb2tro+5dV1fHidBfuXKFzDfQwXSdlJSEZcuWCVX0f/zxB/z9/REaGvqXjjf7AE9ISEBkZGSnvTVTUlLg5uZGjLyGhgZUVFRg9+7dOHnyJNWTHehYD7q6unB0dISnpydERESwefNmlJWVYcmSJRATE4O+vj7Mzc2hq6tLwZJ+ZHScP38eUVFRlONdX1+PT58+4cWLF1TkWFAePHhAHLfAwEAEBgaivb0df/zxB7p27QotLS2hxCpMFD8kJITTZmPz5s2wsLAgbXauXbuGtWvXCs1mlpSUwMnJiQQvzp8/j+7duxPYIoMiiYyMpMj/2L93dnbGtWvXUF9fj+fPn8PHxwcnT57E169fsXnzZrKn2W1v2M/R2NjImd+4uDhoaGhQjvfZs2chJiZGatLY0etbt25BT08PV65cwYULF5CamoquXbsSRv6KigosXrwYioqKWLp0KfndqFGjiC5sb+/oz5uVlQVVVVX06tWLgyxobW1FTU0N3r9/T/UdZ8by5MkTBAcHY9OmTaiursbLly9hY2OD+Ph4kplqa2vDzp07oaioiGvXrlEBoZs3b0JJSQkaGhrYsWMHgA6DJzU1FUpKSjA2NoarqytUVVWxZ88ejv5dtWoV0QNAhzOuqqpKwRpbWloQEBCAxMTETs8PoMNYnTZtGplvoMMAZAdEgQ7yTS8vL/I+mPHU1dXB1NQUEydOxK5duzB27FiIiooS6GNraytmzpyJ1NRUDBs2jGRI2c/0xx9/wNbWlnKm37x5gxEjRsDR0ZFyOtmkZexx7NixA0OHDiVBlKNHjxLkFfM+amtrERoaCh8fH6E6bOXKlZgyZQqmTJlC/f3QoUMQExMje62oqAhLly7l7LVv374hMTERjx8/RkNDA65fv046dzDru7CwEDdv3kRBQQF5/qysLBgbG1M6mCnLEhcXpwJZjOPt7u4OFRUVgmxi9B/bGc7OzoatrS2HYf3x48dISUmhztiCggLo6OiQIDUztuTkZAwePBgA4ODgAH9/f3KPU6dOcaDPzHvNycmBvr4+tLW1YWVlhZMnT4LP5+P9+/cYNWoUTExMqGCI4O+Z/z58+BBaWloYNGgQQkJCoKmpCRUVFeIYfPnyBXv27EFERASio6NJqQjQ4TRMmDABcXFx8PDwoCDWjOMtKysrVPcOGTIEPB4PO3bsQGtrK06dOoWUlBRoamoiICCAvCv2GszNzYWdnR1FvikIpXZzc4Oenh569epF1bQygWs/Pz+q7Ix9/bVr1yI5ORnJycmUU3jv3j2sWLEC8vLy4PF40NDQIOuBWZtfvnyBuro6XFxcKOTJnDlz8Ntvv1FO7siRI6myIMHyDaAjEBwYGEidM+ygc319Pfbv348zZ86Q9ce+zrt37wgRa0REBOEhev36NeTk5KCnpydUVwj7N9BxNlhaWlIJort370JVVRWqqqpQUFDgJI+YHu/sjj02NjYwMDCAvr4+IZIEOt6PsHpyRhh+iDFjxnASDFevXsWcOXMwZMgQcgazxzBv3jyoqqqS+Rg6dCjk5OQQFxdHyvbKysoQExOD0NBQ6l3t2rULixcvxowZM1BaWkrewePHjxEVFQUfHx9O6RHQkbRh82rMmzcPXl5eiIiI4CTS1NXVERYWxiGVvXLlCoYNG4YePXpwbNXt27fD1dUVPXr0gJeXF/Ly8lBeXo59+/bB0dERFRUV+OOPP6gWYA8ePICioiIMDQ0hISEBQ0NDrF+/HvX19aioqEBmZibk5OSQl5fX6Xv4JcLll9P9N4Q5/L5+/YrHjx9TdYM1NTUYN26c0D6EbAfzy5cvePXqFT58+AA9PT24u7tDRkYGoaGhxJC4evUqXFxcYGdnR6AtbIOTz+fj7du3ZKMWFBSge/fuSEtL47AaPnz4ECEhIaQtgSAJyJ07d0grMUEI6qdPn2BoaEjVjTHwbTac9sWLFyTTyzjDmZmZ6NWrF8lAxcbGgsfjQVNTE01NTZSxWFVVhS9fvhCHHOjItJmYmMDT05PjeLMj9sw1ysvL8eDBA9y9e5dStFlZWdDS0kJubi4JYjQ1NQk14N+9e4cjR45g/fr1+PjxI/h8Ps6dOwc3NzfExMTg4sWLKC0txfr16yEtLU0c2kuXLiEuLg42NjZYtmwZBg0aRCnyy5cvo0uXLpgxYwZZD0wtOvt7s2fPhq+vL5SVlZGSkkKcwwsXLsDQ0BCrV6/Gw4cPERYWJrT3MXueDh06BH9/f4SEhHAcbxcXFyxbtoyTJYiOjsbAgQPR2tqK3NxczJ8/n6qXOnfuHKysrIiRJcypZZ7l8+fP0NXVJazztbW1EBcXJ1kgoONQ37p1K86cOUMYvgVhlZs3b0ZaWhpGjBhBKXgmEGVnZye0posNrRQm169fh4ODAzGiHz16BDc3N/Tr109o7TPzbIGBgcQZZj+nILkcI4KZzdLSUhgbG+PLly84fPgwB267ZcsWfPz4EQ8ePOBwJQAdesDb2xsmJiYYOnQo3rx5g8OHD0NWVpbsyRcvXqBfv344ceIEbt26RdUylpSUwNbWlnI0GImJiYGCggL27dtHgoDCGEiXLl2K3NxcCkra2NiI4cOHk7ps5rf5+floa2vjsNy+fv2aHOJAR5BPRUUFXl5eeP78OdkX7OCaoDx9+hQyMjIYMWIEhbi5du0anJ2dYW1tDWdnZ0RFRUFCQoIy9J4+fQoJCQlkZmZiyJAh8PX1hbi4OIFRV1RU4NatW5gyZQr27NlD4KaCsLl+/fpBW1sb69atQ0NDAz5+/IhRo0ZBSkoKAwYMwJAhQ+Dp6QkLCwsO+oJ9nXHjxkFBQQH5+fmUfvsrYa7BzGdWVhbR8ZWVlQQ2KMjX8Pz5c6iqqlLt9oAOB7lHjx4cxv2rV69CXl6e0yYNoPUOc95oaGhgwoQJKC0tBVPLzgSCIiMj4eXlBUtLS6FIkLKyMvj5+YHH4xE919LSQr6TlZUFKysrskYFIarr16+HlpYW/P39KcK0e/fucRxvRu7fv49+/fpBXl5eaM3qmzdv4OzsDH19fcoh5/M7WkGmp6dThjPDPcBkBk+ePAlHR0ekpKSQ65eXlyMiIoKccWxIsaOjIywsLKiM1aZNmzBgwADY2trCz8+PjKG9vR1TpkxBZmYmampqqPeRn58PWVlZ7Nq1C3/88Qf69OkDJSUlYmu8fv0amZmZkJGR6bQTCdBxdnh6eiItLY1c/8qVK4iIiKDK6JjPGNZtPp+P169fo0ePHnBxcYGTkxN4PB6195l5jI+Ph7i4uFCdM3r0aHTt2pUKZj19+hTq6urw9/enWmEynC1sx56R4uJi6OnpkXOJySCqqalR8Odt27bBy8uL7Hu2jB8/HgoKChgxYgRCQkKgr68PDw8P6jslJSUICAhAz549OQSwQMe7V1dXR8+ePanyirlz54LH4yEtLQ2urq4wMTH5y/aq48aNg7Ozs9ByLkH2cmEBLuadPXz4ENbW1iTz/+bNG3h6emLAgAE/JE2rqKjglLkNHz4c2traVOCpuroaN27cIM/E1n+NjY3Izs7G3bt30dbWBg8PDwQHB+PZs2eIiIiAnJwcfv/9d879OzvjU1JS0K1bN+zbt6/TtmbM2JnnePPmDfz8/EjZENOzPjExEaampkhISCDBsY8fPyI6OhpeXl5YvXo1JkyYACUlJUREREBXVxfOzs44dOgQsUWfPHlCmOfPnDlD7j9p0iTExMRQc1FQUABRUVEoKCiQtcF8/vTpU9LalP1ur169ivT0dDx9+hRFRUXYvHkzRbj56tUrEkhg5mzp0qVwdnbGly9fcPr0aXTr1g3x8fEAOsgVJ06ciNLSUtTV1SElJYWQuTIBu+HDh0NcXByfPn36ldn+G/LL6f5JYRYVA99TVVWFnZ0dVq1aRZzVa9euQUpKiuq/zP4tI58+fYKOjg6BmxUWFkJMTIw47AzU3NzcHKampmhtbaUU7549eyAtLY3Tp09TzMXdunXDkCFDyEZnKyS2gpo9ezaVPbl37x4MDQ3h6upKDDbmmb9+/cqpm2lpaUFMTAyGDRuGwsJC8Hg8KlLe1taGkJAQLFiwgPwtKysLu3bt4rQzePz4Mezs7GBmZgZJSUmMHj2aRPHOnTsHMzMz+Pj4CFWu7GsYGBjAysoKYmJiSE9PpwhFsrKyoK+vj3nz5nHgZuz3qqysDHt7e0hJSUFPTw+TJ08mEJ7Q0FCIiIjA2NgYysrKnEjtxYsXkZCQQMhImGsz72f16tXQ0tLqlK1z6tSpUFZWxrZt23D37l1oaWnB3d2dGA4DBw6EtrY21NTU4OTkRBnwnR08hw8fJn1K2Y53amoqdHV1yRja29vx9u1biIqK4u7duzh37hyioqLg6+sLBQUFjBkzhsCLPTw8OC2lhM3n3bt34ePjA6DD0HBwcEBwcDAJdnTWs5Qt48ePh6qqKtLT05GWlgYNDQ3q4D1//jxiY2Ohrq7eaV1ocXExdu7cSbKYjJw4cQLdu3cnTsS6devQr18/Mt+dkVulp6dDR0eHw36cm5tL+BKESVZWFhYvXoxnz57BwsICkyZNgqysLAXtvH//PiIiIqhSBeY53rx5Qzm5GzZsQFxcHOTl5bFlyxbExcVh+PDhJEPZ1NSEjx8/wtLSEjExMZTxaGpqCkNDQ1y+fJkT0FJSUoK2tjby8/M5+gPoyKYGBgYSw5D9GeN4S0hIUPXO58+fR2BgIEUgOWnSJEhKSmLlypVkTzKOt6+vLy5cuIDt27eDx+NxDF8+n4/Gxkb07t0b6enp1GeMnnz27Bny8/PRr18/zJkzh8wpE2SLioqieocDHe9WXFwc27dvF1q+0tk+GzJkCPT09LB27Vo0NzejtrYWe/bsga+vL/r06YMxY8YIrY9lZPv27VBXV6eyoE1NTZSuYN9727ZtVK/W1tZWTJ48GTwej5BcMlJVVYXZs2ejS5cuWLx4Mfl7bW0tMZTZe5Fpf7dkyRIq2/39+3eYmJj8kJV2zJgxcHR0REJCApydnSElJYXs7GxS3nP58mUkJSVh5MiRWLRoEQe6zJbbt28jNjYWkpKSHBjq/Pnz4e7ujra2NpLRZGf9Dx48CAcHB6ioqFAGN+N429vbQ1ZWlnzW1taGwsJCDB48mAThDhw4gPnz52PJkiUko//u3Tu4uLhAX1+fOkcE4cd1dXV4+/YtDAwM4OrqSuZ3+/bt8PHxgaKiIqysrGBhYQEbGxsyfjYc98aNG/D09ISJiQkJWN28eRMaGhpUPTXwn5aD7DMP6IDirly5ksN2P2LECMjLy5P19uTJk05RU4xUVFTAyMiI0znl+vXrMDIygp6eHvVMzJzU1NRg3rx5yMnJIe9v+PDhpKSDzTHC5/M5GTz2M40YMQJiYmLYtm0b2Z+M4x0YGIgnT55g69atkJWV5ZTWsPU0s+8ZNF7Pnj2RkZEBVVVVKuMt7Iz6888/oaWlRc7DtrY2XLlyBYaGhggMDKS+W1tbKxSK/leO9+bNmxEWFobU1FROUIpdssDI7NmzoaOjwwkGtbS0YOrUqThy5AiA/yDQioqKsHr1asyePRuPHz8m+/z+/ftQUVEh2ditW7dSNc/CpKKiAu7u7rC3t0deXh5JEpWVlcHR0RFr166lEhvs5xMUZkzLli2Dl5cXue/cuXOhpqYGU1NTvHz5kjjyzDXev3+Pffv24dixY9R7T0hIgLS0NA4cOPCXHRqYf584cQLl5eW4desWVFVVsWbNGgAd3CfS0tLw8/Mjdc9McNDMzAwaGhok8HTy5EnweDzY29tj//79xKa+f/8+Jk2axNlnbNQWM7abN29CTEwMiYmJJAjLTqT17t2bcx41NTXh+fPn6NGjB2xtbdGtWzeCChVENqxcuRLi4uJUuVZBQQEpSU1ISOAEH9PS0mBgYEBsn3fv3v1lO9RfwpVfTvdPCLO4Kyoq4OHhgaysLFy7dg0DBgyAs7MzcnJyyGaZN28efHx8hCoqZuEfPHgQLi4uAP7T85Ddh5ZZ1FevXsX169epzbV7925s3boVPB4PlpaWOHv2LFHMJ0+eRPfu3ZGRkUEpZfbvv337hqlTpxK4FiP379+HoaEh3NzcOI43QB8alZWVWLp0KYGeMBBA9nf8/f1hb2+P4uJirFq1Cqqqqhzjubi4GPLy8hg7dixOnTqFrVu3wtDQEH369CEb/syZM9DR0YGbm5vQd/Pq1SuoqakRhvFz585BSkoK4eHhlIE4fPhwqKurUxl6Rr58+UJgmUxmfurUqXB3d8eECRMI6+eDBw9w5coVvHjxAs3NzXj16hUVAb5w4QKio6MhIiLCIV35448/oKOjQ2Xzmc/fvHkDa2trEgFl2E8F4YL37t3DjRs3KCgl+90ePHgQGzZswOzZs8k4Tp48CT8/PwpqXldXh7lz53Iy5DU1NZgyZQq0tLTw+fNnQn7E9JoPDQ1FTk4OtLS0OBkyQTl+/Di0tbXx4cMHuLq6IiAggGIpT0pK+mGPzy1btkBfX59kafPz89G1a1d069aNqo08ceIEJk+eLNRgfPbsGXr06AErKyuIioqiV69eePToEcm+BAUFwdTUFLGxsRAVFSWZHva4rly5grt375KocnNzM8zNzeHk5IS3b9+iqqoKzc3N6NWrF5XFZ++dGzduQEFBgTj4M2fOJPA3Rurq6hAaGkrg7mxpb2/HqlWrICEhQfXyfP/+PVavXo0ePXpAXV0dysrKHAIopgYuMTGRQgS4urpCR0eHcrw/ffqE2NhY+Pr6ctYvW0pKSpCcnAxpaWlO3WNTUxMSExNJ2y2gIyBlZ2eH6OhoischMzMTOjo6WL58OeV4GxgYwMLCAnJyclT9oaA4ODiQumvB5xRGtsj+HkMWBdBOX1hYGLS0tLB161bK8Wa/kzt37qCwsJDK7qSlpUFXVxdr164l61xwTba1tcHd3Z3qdwp0wEqDgoIAdOizlStXwtTUFEZGRhx4NdDhvAoGdl+8eIHx48eDx+ORMg1GqqqqMG3aNPB4PJSUlFBzVV1dDTMzMyoAMW7cOMjLy2PFihUoKSlBe3s71q9fD0VFRQpRwJZjx45BTk4O9+7dI+OeOnUqTE1NkZ2dTfSe4Htiz31tbS3VBufZs2fw9/eHnJwc/vzzT1RWVqKurg4+Pj6IjIwEn89HbW0tuR+zRxsaGnDixAno6OjAy8uL86y3bt1CcnIy5/0wzzJu3DioqakhPj4evr6+MDAwIIRSr169gpubG4yMjMiYCgoKSH3j8OHDCafJ+/fvYWJiAgcHB6Lrnj17hkOHDmHWrFnYvn07eYanT5+SXtvMPF2/fh2enp4wNjYm9zpz5gwkJSVJb2mGDFDwnb98+ZKUmTDBbzYCzM3NjWS12PIjxzsiIgIDBw7kQHYZOK+8vDyqq6vJOy4vL4ezszMsLCw4rRszMjIgLi6O/Px8oXu1M9tjxIgR6Nq1K+V4v3z5EhoaGtDT04OMjAzVBYT5LfNuq6uriV0QFRUFf39/8Pl8FBUVQUlJCd27dyddOgBuoO3y5cuQl5engi6tra04duwYjI2NOdlEdlCcPabOHG/mO2zOH0HEE5P9ZXRpQ0MD9PX14e/vT+2fzZs3Q15eHgoKCsRxe/jwIWRlZWFtbQ0DAwNIS0tj/PjxePXqFb5//47w8HCYm5vDzc0N4uLiHLJIwXEAHQGqWbNmQVxcHOHh4Zg5cyba2tqQkJCAqKgozu+Z8VRVVeHz588c9OWgQYNIWy+gg3R0ypQpKCkpwbFjx5CamkqCFE+fPiVnvISEBOzs7Cgy14SEBMjLy2PPnj2dZrzz8vIwYsQIALQOSExMJP+eNWsWevbsiYkTJ1JroqioCKNHjyZJrAMHDkBGRgYrVqyAu7s7DAwMsH//fs4ab2tro3TfgQMHoKqqiu3bt5N3f+nSJXTp0gVJSUkcx5sRwXKn6dOnY8KECaivr0d5eTns7OxgbGyMmzdvor29HS9fvsTAgQNhbm5OCEnZyKuCggIYGBiAx+MRslr2+5GVlSXlSmz5len+efnldAsRYQvo06dPWLx4MVJSUqh2Igy0Z/Lkyaivr8ebN28QGhrKId9iS35+PqKjowEA9vb2VFuaGzduIDc3l2J1ZmTy5MmQl5fHpk2bMHfuXDg7O0NNTY1yvE+dOgUejyeU/n/SpEkYNGgQGhsbMWXKFIiKihI4JdDheDMkPJ1l7JjxvHjxApKSkpCRkaGcIOZ3169fh6mpKRQUFKCiosLJDAMdtUhM8IGRy5cvw8zMDBkZGQA6NvzJkyepFgjse40bN46Qy7S2tsLLyws2NjawsrKCt7c3RajEZBLY4wA6nFltbW0Kytre3o7ff/8d+vr6pMaS7Zz26tULFhYWkJCQoDK/t27dQkREBIyNjanMw5o1a6CtrS2UmK64uJj0Nj506BAFOa6rq8Pu3bs5PX8FjaNx48ZBQ0ODtJzR1tYmUczDhw8jICAA4eHhxCgQdp0PHz5g2LBhHDK1yspKPHr0CLGxsTA2NqYMufr6egInfvToEXr27InW1lZ8/PgRQUFB0NTU5Bi+y5cvh7e3NweSxkh7ezvmzJlD6riOHj0KGRkZLF68GHPmzAGPx+NAzZixsN/rhAkTMHHiRNTU1KCkpAQmJiawsbEhGZ6CggKMHz8eAwYMIIymgpBfJSUlyMnJwcfHhwRBioqKYG1tDVVVVZibm5O2GcLI25YtW4YFCxaQ0gJmzoYMGQIREREMHz4c6enp8Pb2piDIgsZeWVkZcnNzSVsftjx58gSpqamQlJQkTjf7GQ4ePAhHR0ehjreenh6OHDmCjx8/Ij8/H6GhoUT3dOaUAB3Oce/evSEnJ0eyU8w9GUIr9t9u3boFDw8PxMbGUhnvUaNGcRzv79+/49q1a0JLDpjrVVVVQVtbGzNnziTzxXz24cMH7Nixg0BOhdVBpqSkwMLCgjO2KVOmgMfjoVu3bpwAGQBCsiYtLY3w8HAqcMlkAtatW0fBXdmyY8cOTlCTaSk0YMAAWFpaIj4+HpMnT8aCBQugpKRE1Xiz5dWrV5TjVFxcjOHDh0NSUpJD4FRVVcXpBw106JcNGzZAU1OTIuli0EHq6upwc3ODtLS0UB3OyL59+6Ctrc2BxmdnZ6Nr167Izs6mAtGC5+KMGTPg5OQEHR0dpKSkkHX88uVL+Pv7Q0xMDAYGBhgyZAhsbW05e43JLjFZvaamJhw/fhwmJibw9fXt9LkFdcaBAwegoaFBgn2bN29Gt27dKEeuuLgY+vr66Nu3LyorK9G3b1+4uLggLCwMEhISFAkb43g7OjoKXU/MMzQ2NmLu3LkQExOjAkmM48128q9cuYIZM2YgJCQE06dPF0py2NDQgAMHDpB2V4ww8zZo0CD069ev0+cBOs5TtqOyfPlyWFhYYPPmzVRAKjs7G7m5uUIDMqNGjYKoqCiSkpIohxDocKCZPtWC6+FHzv+wYcM4jjfDBcOG4zLXfPXqFXJycij99erVK6o0qbS0lATiGGeDLTNnzsTq1atRVFQEbW1tTm3ux48fIS8vT+mDHwWlAdrxZs5JwdalgqUojx8/hry8PIYOHYpz586Rv9+5cwcGBgbQ09NDWFgYEhISICEhQUjNjIyMCAHu+PHjiRO4atUqWFtbExvu8ePHWLp0KSZOnCg08Mq8F8apY8v9+/cxefJkUjY5bNgw8Hg87Ny5E8ePH6cyp48ePSKBRXV1dcyYMYPsm9zcXFhbW2P27NlYsmQJJCUlyTvZvXs3ZGVlCUt7dHQ0xo0bh9raWhQWFmL27NnQ1tamzsiYmBiIi4sLbUXa0tKC0aNHw8PDg3pfQ4cOhaenJ1mzMTEx2LRpE5WoYP73559/ory8HM+ePYOxsTFxSq9duwYxMTEYGRlxUChsYfZYaGgobGxsCKkn0OF4d+3aFSkpKULtJXbfe6ZzCJsXgc/nE8ebKRu4efMmQQQIOu3Nzc0oKCiAuro6goODOXxDdnZ2VInHL/n78svp7kSampqIkdLW1oa0tDT06NGDMq6BjkU6btw4uLm5kSgY03oDEO50X758GaKiotDS0kJUVBRFlvD7778jNDSUA48qKSmBtrY2Zfjw+Xz4+PhAQ0MDZ8+eJZv35s2bnPYDDFSbzdQ5efJkjuN969YtxMXFCT30mL81Njbi3bt3OHr0KFasWAELCwsSKWRLZWUl/vzzT0JAITgXc+fOhYODA2GcZa5/4MABiImJcYxEYVDqa9euEQMtKCgIfn5+ZLzdu3eHr68vjhw5wjGuABDDuLCwEJqamgRGyDY0lJWVqf6j9fX1MDc3x4ABA3D58mXs3bsXcnJy1EHN1LqJiYkhLCwMw4cPh6ysLHbv3i002v3x40fSxkpGRoZAmoCOg8zPz0+oIcDIjh07oKqqSg6ts2fPgsfjUdmwI0eOwNbWltSyCc7lvn37CIs0O1sqON+FhYXIycmBoqIi3rx5g8zMTGhoaGDevHmQkpKisrfTp0+HvLw8ZsyYge/fv+PLly9Yv349JCQkqGcTtkfq6+vx+vVrfPr0CRYWFoTI5c8//4S0tDTpecoWZv1UV1ejuroaCxcupOqn6uvrYWxsDCsrK2p/sQ9SdrmBra0t7t27hxMnTiAjIwMmJiZUWcb69euxdOlSrFq1Sih8uLa2Fr6+vuDxeFQWnBnzypUrER0djT59+lB9uBn9Ihho+fLlCxYuXAgtLS0qms98V9DhYb+7AwcOCHW8g4ODoa6uDl1dXfTo0YNkltm/Xb16NRITExEREUERx5SWliIyMhLy8vJk7bHfZXt7OwWPXLRoEfT19REUFEQZIYzjzYaaC5OSkhKsX7+eGEKzZ8+GvLw8J+u7fPlyeHl5obS0lLzb2tpaiu32yZMnMDc3J6y9jCxYsADHjh0T2iru8uXLMDIywtWrV7Fv3z4kJibC3t6e1McCHRB1SUlJEvDqTGbPnk1qSBn0UXh4ONavX0/Iyi5fvgwXF5dOa7yvX78OERERqmvGmzdvMHLkSEhLS1P9YRlh60Hmv9XV1di+fTtUVFQwYMAAarzbtm3Dhg0bOm0Fw/x/JlPDBDYZHVpRUQEVFRXY2tri999/J8Yk+3xZvHgx5OXlsWjRIqxatQqmpqbw9PQkmZjHjx8jISEBUlJSJDgGcDOATHkAsx4Yx9vU1JSQQ7Fl1apVnODy/PnzSUD8wIEDkJKSInu+traWrPOPHz+S+759+xZmZmYUISn7ud6/fw9TU1O4ublR7bMEpampCYsXL6Z0W2eON3v+hGVSgQ4j+fDhw1BXV4efnx/a29vR3NwMPp8PFxcXQsrGFnbmPSEhAU5OThg0aBBBAaWlpcHGxgYjRozAgQMHsHDhQigoKFCtjwSFCQgvXbqUE4xKT0+ngnDsZ3j58iWysrIQFxeHtWvXUjXajOO9Y8cODnu74FwwwXO2PH/+HHJycgR6v3nzZgQGBpL3w57f3bt3Q0NDA3fu3MG3b98QGhrKKQOqrKyEra0tCXZdvnyZ2BNpaWmddhtgk6uJioqSZIMwqaiogKWlJZXkAEAC+Y2NjZg6dSpSU1ORlZVFgjFFRUVwd3eHjo4OgoKCOLX7a9asQY8ePYTaGOz9ztadnp6eMDU1hb29PaZMmUJ0VFNTExoaGjBixAhShnT+/Hn07NkTCgoKePLkCb5+/QptbW0MHz4cp0+fxtSpU+Hg4IC4uDi8fv0a79+/x9ChQ6Gvrw9TU1NOtp0JjGVmZiI0NJRy5r98+YL58+fD0tKSsmMECQyZsQEde1lKSorivVi3bh0cHBxgb28POzs7mJiYEJ3G5/ORl5dH5peR3bt3w9HRkazTY8eOISUlBWPGjOk0iJSbm4vY2Fjy7969e8PCwoJyvC9fvgwej0fZoeznf/ToEczMzIgOmjlzJkcXODk5QVVVleJ3YbeYfPXqFbWPCgoKoKCgQHyRoqIibN26Fd26dfuhLfpL/lp+Od0sYR9eU6ZMQWRkJDG+vn//jvT0dKiqqmLRokWUY9bS0oKRI0fCxsaGbLg9e/YQo/nr16949OgR3r17RyKMU6dOhZiYGHGiq6ursWnTJkhJSRGiK7YUFRVBRUWFKHrm/nV1ddDT0yPkSMKcul27dmHUqFHIzMyk/g50ON5iYmKcmleAPnjYh3GfPn0IVPb79+9YtGgRzM3Nqb6IBQUFlFIS5ljt378fIiIixAlgnuvevXvQ09PrlATkw4cP+PPPP9HQ0EB+c+HCBdja2pLsGFMT7+bmRjLYdXV1JOP4+PFj2Nvb4/79+2hra4OlpSX8/f05Na69evXCpk2byN82bNgANzc3ohDr6urg5+eHW7duUdn4P//8E9HR0ZCQkMC0adPw8uVL6gDbuHEjBUWdNWsWunfvThlCjY2NCAsLI0R4ncncuXMxZMgQAB3vWlpamjju1dXVJHN56dIlch329crLy1FfX48BAwaAx+NRWR1GBCFVNjY2BKYXEBAAHo+H3r17c343bNgwWFlZQVpaGs7OztDS0iKHqKDj39TUxBnnuXPnYGpqSurrHj16hMTERBw7dkxoj85Hjx6ReklhiI+GhgZYWFhAX1+fEMIJPgcTvWYY54GOzMiYMWM4vW3ZIqxet7i4GAMGDIC0tDS5H/tegkY/M6YvX77A2dmZ4kUAOt7VrFmzICcnR6CogtLZAc+wlQo63ocPH8a+ffvIgSyIFlBXV8fIkSMxffp00t+Y0T+lpaWIjo4Gj8cTGiQDOgwedXV1JCcnw9PTE127dkVQUBDlQGVmZkJBQQFLlizpFGWTmZkJTU1NrFixgnR/SEpKgrKyMpYsWYLdu3dj7ty5pJc3OzvUq1cvGBkZYcSIEYQoLz8/HxYWFrC3t8fixYuRlZWF3377TajeOnjwINLS0iiEBVMHbGdnRzneCxYs4LwDwXXNEJwxsFs2/wOf38E4HB4ejqCgIE5LmpqaGqJ/rly5AhUVFYSGhpJrv3nzBmPGjOFAzdnOzKxZszBx4kSSRW9oaBDqeAuKsDOBERsbGzg7O1PG28uXL9G/f39S3sMEYBm5ffs2li5dSvVeLy0tRWhoKDw8PEh2586dO4iIiICGhga5RltbG3bs2IGEhAS0traivr4ew4cPh6ioKOV4nzhxAnJyctT5tGHDBiQmJnLGsGjRImRlZeHs2bMU4ojP52PPnj2YNWsWB/pbXFyM6OhohISEwNPTk2qlw+iE9+/fQ05OjvAgdCYNDQ2kj7gwx9vCwoKqNWavq71792L27NmYO3cuea/19fU4fPgw1NTUoK+vj4CAAPTv3x9GRkadEnQ9e/YMsrKySEtLw+7duxEbGwtFRUVyvk2fPh3+/v5QUFCAubk59u7dSwUYdu7ciV27dlFO6ahRo6CtrY2lS5dyMt7MGNn/ffLkCZSUlBASEoIRI0ZARkYGgwYNooj8Ro4cCR6Ph61bt3L0N1tOnjxJuHEY+fr1K9LS0qClpQUnJydCuiUoFy5cQFZWFuWQPXz4EA4ODvDx8cGECROwb98++Pr6wtraGq2traisrCRtqZi6YmFOHyPMc1VWVv4ww19YWEidhTt37kTfvn3RrVs3hIaGUi1I2cKUU4WFhRFkAUAnF+zs7IjD/yOo8KtXryAjI4OhQ4di3759GD58OFxdXREREcFBcrx7947s1ZqaGgQGBkJXVxfHjx9HWloaJ7Dh7OxM2mRWVlaiqqqKglWz3+uePXugrKwMHo9HtRwE/tNCjZ1MYs+FMJk1axb8/f0pJOKmTZswadIkZGdnU8HjCRMmQE1NDXPnzkVlZSW55ooVK6Cnp4cbN26grKwM4eHhFMJN2Ls9fvw45OTkqDMnKiqK43iziVWB/6zxr1+/wt3dHUOGDMH+/fvh6uoKU1NTHDp0iHOOWllZUXsS6DgbtbW1YWxsDFVVVRw9epT8rqCgAKqqqujatSvCwsLg5+f3w3KvX/Jz8svpFpC6ujpUVFSQVh6DBg0ixnJNTQ0GDBgANzc3KrsFdCiw58+f4/z58xQz9P3792FgYAA1NTUYGxvD19cXZWVlqKurQ2pqKng8HhwcHKi2NHv37iUQRDaZjampKQVlbm1tRWNjI4KDg6GiogJdXV2ikNmHmIeHB3g8Hnx9fYU6XQykUjDizAjbeFVQUEBycjIVMWPaA1lYWCA2Nhbr1q0Dj8cj0G42S/m7d+/w5csXcv9+/fpBTk6Out66deugq6tLKUA2aZqWlhbGjh1LwcWPHj0KHR0dcihv2rSJqiUEOhw4Ho+HPn36QExMjIo+FxYWQk1NDUFBQXj8+DFev36Nbdu2QUpKiqqrnzJlCiwtLcnvjh07BjExMVhZWUFOTg4ODg6kbrygoAB9+/alfs/ndzA/WlhYwNLSEtu3b0dLSwvevXuHlJQU9OjRA5mZmRg7dix8fX0pZIWwWl/gP61kbt++DSkpKSpTzkCy2XLmzBlyGAwbNgwxMTFkLUVHR0NRUZF6H8LE2NiYEDMFBATAxMQEVlZW2LlzJ4eE6sGDB9ixYwcuXLhAZRDZ45k7dy4iIyPh7OyM5cuXk4zS7du3ISkpiaVLl+Ljx48IDg5Gv379KEeEfQA5OTkhLS0NO3bsgLW1NaysrKg2eUCHYWtgYEC1PGJk9uzZ8PHxQXBwMGmhwQjjeJuZmZHMu+C7YIR94L1//x7h4eFQUFAg42d0R2dGwNu3bzFkyBCYm5uTelJG3r17Bx0dHfB4PIJcYIRt/O7fvx9bt26l4Ml79+4ljrcwJmr2M+3evRu6urpkLZw5cwY8Ho/UozNG28ePHzFx4kShRkV1dTUcHR0xatQoct3z58/DwcEBISEhVMZ7+PDhnOyBoGRkZMDS0hIrVqxAS0sLSktLMWvWLKipqcHIyAiurq44fPgwCXAxLPoZGRmYNWsWabXElFDcvXsX0dHRsLe3h7u7O8eAY+bb19cXMjIyGDZsGPUZ43g7OjpyGMKFdRUoLi4ma2P58uWU4w10ZFO3bNmCwMBAWFtbk+8y/y0sLERQUBB27txJnNvLly9DWVmZcrxfv36NYcOGUUgP4D8ZPmdnZxgbG0NSUpIEfhnHW1NTk+pYIUyWLFmCiIgIZGRkEIe5qKgIhoaGsLKyQn5+Po4fP47AwEAkJCQAAMTExJCTk0Ou8eeff5L1xEAW2ZBbOTk5Kmj24MEDREZGQlxcHC9fvkR7ezvpycxwa1RUVGDEiBEQFRUlZS+NjY0UFwYzVuZeBQUF5Lw9evQoeSa20V5XVwd/f3+MGjWq0wDoq1ev0K9fP7i5uXF62DJw3L8KxgAd+2/BggUcx/vGjRuwt7eHgYEBmpubqd+OHz8e2tra8Pb2RkhICOTl5cmcNDQ04PDhw6TfPZusjG3D8Pl8NDU1oV+/flTG1dbWFpGRkRQiD+jIsJaXl5O99vjxY9KiVEVFBdra2lQQefTo0TAwMMCCBQs6Lb8AOjpfWFlZUe2jjI2NISEhgZiYGAqtN2TIEMpuYXTM58+fSRDw+fPnkJWVJXYcI4WFhdi6dSumTp1Kyq7YdtPbt28hJSUFHo9HnEFGnj59ijFjxsDY2BhOTk6IjIykHLPPnz9DRUUFoqKi1FroTN8LC2YJfre6uhq6urrw8fGBt7c3/P39MXjwYFy4cAG//fYbtVeE3efly5fw9fWFhoYGh9vG19eXqmUXFOYdM4gctuTn5xOuIzZiUfD3bOSXubk5J0iwYMECKCgo/CVygZEjR45ASUkJ0dHRVEkH0FE6xT432Xtl4cKFGD9+PEUCdv78eaiqqhKdIUxaW1sJsuP+/fucvVtTUwNLS0uoqKhAQ0ODIkkUNob29nZShseUSTESHR0Na2trbNiwAQ0NDeS37P366dMnLFy4EMnJySSx0traSviUDh48KDSwxrzL2tpa9OzZE1lZWbh48SIGDx5M2jEy+vDChQtQVVWFt7c31d3oVw33P5dfTvf/K0xWmiGcKS8vx/PnzxEWFobc3FyywaqqqtC/f3+4urpi7dq11KJubW1Fnz59YGNjg3Xr1uHz589wdXVFVlYWbt++jW3btsHT0xMaGhoERnny5EnMnz8f27dvp0iJ+Hw+li1bhhEjRhC44b59+6Cnp0fBi9rb25GUlITCwkKYmZlxYKzMdxISEqCqqoq8vDxOWzGgI/L/o9YUFRUVMDc350CbiouLCYw0Ly8Pzs7OsLKyIoYY21l2dnaGrq4ubGxsEBsbi6amJlRWViIuLg6//fYb6S3dvXt3DjEMcy9lZWVMmjSJA0O9c+cOTE1N4e3tjd69e0NMTEyoAZ2bm0sCHYwwh8TDhw9hbGwMTU1NaGpqQl1dHePHj6fudeXKFYiLiyMsLAwTJkyAiIgIVq1ahaKiInz//h3GxsYEngiAc7BkZmYiJCSElAUoKiqSmrbS0lKsWrUKDg4OiI2NRXZ2NgVb7szYu3TpEnHC2G216urqEBISQhAOQIcBOnLkSDg4OMDT05PTHqipqQkRERFQVlbu1PE+cuQIZGRkcOnSJXz48IFqOWZhYYEdO3Z0SuQn7G/z5s2DjIwMpk+fjri4ODg6OsLLy4s4hRMnToSEhAR0dHRIPWdVVRW1fktLS7Fo0SKkpqaS9V1bWwsPDw+4urpyHG/B7CHQsTbk5eUxZswYBAUFCYWwv379GikpKYiPj+fA7oAOqN6AAQPQu3dvytj69OkTQkNDoaioSNUqMyLMUHn16hWysrJgZGREGRD19fVITEzEtGnTqPZm7L2mpqYGDw8PKCkpITAwkBrHvn374OrqiqioqE7fcUtLCzZu3EjY1Y8fP44ePXpg06ZN2LFjB6mrFyTBEdQhTO9owT7A58+fh6SkJEJCQji9edkBmdraWg4BTnp6OiwtLbFy5Uqyzr59+4bq6mqqjru8vBwrV67E6NGjyfUePHiA8PBw+Pj4UDDL+vp6EiwSZlRcu3YNYWFh0NHRIXXDjDx9+hSxsbFISUkRalgx8vvvv6NPnz44e/Ys+d6yZcuoll61tbWYOnUqRo8ezSk3ePLkCeTk5DB06FAOa+ylS5egqKhIQc2ZuWHWVlNTExYuXEiYpJuamjB27FgC0wU69MPmzZuhoKAgtMcx0BGYkpOTQ3p6Ory8vGBoaIiVK1cC6Ah8BQYGwsjIiBCZNTQ0oKysDD169KDKoxoaGrB27VpISUmR8iT2uw8LC6Oy03w+H3fu3EF8fDxxoKqqquDq6kqhbCoqKjBy5Eih2cu2tjaqbOPixYswMjJCZmYmWcvz5s2DiIgItmzZgocPH+LBgwcICAiAjY0NB2I6efJkJCYmEigr43h7enoShJS/v7/QjBfz36KiIrJOjx07RmplhTne165d4wTL1qxZQ+DPAMj+lJCQQEFBAYCO9X3o0CEYGRlRwRlheic0NBQHDhxAW1sbbG1tqX7gV65cEdpS7du3bzAyMsLYsWPR2NiIkpISbNu2DTIyMkhNTSXfGzZsGNTV1X8Is79//z7Gjh2L79+/o62tDc7OzggPD8fp06chJiYmtK0je999+fIFtra2EBcXh729Pezt7aGtrY1Zs2bhwoULVCKDLUx5EftaV69ehb6+PlxcXDjzzqBTvn//TjlFLS0tePbsGaytraGnp4fIyEgKBfejrDwj7FrdL1++kE4GV65cQXx8PAYNGoSHDx+SQEifPn3IHvyRFBUVoWfPntDU1MTRo0dx6dIlbNq0CV27dqX4bzqTzMxMuLi4cLKoEydOhJWV1Q8z9UCHYxoXF4du3bqRtcnIgwcPoK6uztFt7Lawd+/exeXLl4lu3L9/P9TV1REfH48zZ87g3bt32LBhA0RFRTkISqBj/vLy8qCqqgoPDw/079+fdFeYMmUKTExMiM0mqMsbGhoQFxdHUKjFxcX4448/4OfnhzFjxqC4uJh0rmCjPwTnSjB4tWjRIkhJSXFa3Hl5eVGoo85KXs3MzKh7NDQ0wN/fHy4uLti7dy+nbSl7bJMnT6Zq88eNG4cuXbpg48aNRB+ePXuWIkD9Jf+d/HK60QEL6dWrF4nkpKWlQVVVFaWlpRT5CztjO3DgQFhZWWHlypXU5vz+/TuSkpLg4eGBGTNmICoqiuo7+fr1a3h5ecHNzY1Dlia4yRkinUmTJqG0tBSNjY1YtmwZ1NXV4eHhgTFjxsDFxQVmZmbg8/lITk4m2bknT57g2bNn5IBsa2tDREQErKyssGfPHrKhBJV+Z473mzdvYG9vTxg2GViftLQ04uLiKDIlxkllDrCioiLIyckhMzMTJ0+eJOQdFhYWxDDctm0bRo8ejcmTJxMIjOB8rFixAh4eHhR7KlvJnz17FhkZGUhKSiLQZ8FrLF++HBEREZCSkqKi8Mw8tLS04MqVKygoKMCdO3dgY2MDNTU1Mqbq6mocPXoUgwYNQkZGBuLj4ykmyvnz58Pa2lpotHbHjh2QkZHBo0ePUFlZifb2dkREREBbWxs7duwg4xJ0ZNjZXKAjULNx40Y8efKE9BwfMWIEjI2NsXLlStTX1+PBgwcIDg6Gra0tJ6va3NwMV1dX8Hg8DB8+nDOXzc3NiIyMhJqaGse4aWtrw8OHD3Hq1CmYm5sjIyODghVHRUXB0tISu3btQmtrK/Lz8+Hk5MQh7GDkzZs3GDhwIJWtOHXqFKKjoxEUFISvX7+iuroahYWFOHv2LNra2nDkyBHExsYS5uK2tjYkJSWhR48esLGxoa7//ft39OzZE56enjh8+HCnRs6ff/6JNWvWkHVTWlqK6dOnQ0pKilPqwQ40CINiDx8+HDk5OeDxeJg3bx5ZG58+fUJERAR4PB7evn1LDl/mWq9fv8aKFSswb9484jy+ffsWWVlZJENUUVGBjRs3ws3NjRhigplUXV1dQiTz/v17KCkpwdTUlGo5tmvXLtja2hL9IOzdlJWVobi4GJ8/f4aNjQ3J7jOZI2FBCba0t7fj27dvcHBwIPVobAMgJiYGMjIyiIqKwpcvXzjP8PHjR3h5eWH79u0cxzs5ORkKCgpYtWoVBVdlrlFfX4/g4GAoKytzWoPdu3cPYWFhCAwM5DCJs+dS0IC8evUqIiMj4ePjw8mIMMFH9jOwZcKECVBQUMDhw4c5AcPFixdDRESEzCV7rGyeAldXVxJAY+5x//59sv+YgCDDJ8KWT58+wcjICF5eXpwxZ2VlQUxMjPyd6TcuTO7du4fp06eTzGBxcTEmTZoENTU1ap+8ffsWHz9+JM85depUaGtr4+3bt1i3bh155oaGBqxYsQK//fYbtT5bWlpgYWFB0EjsOZ02bRo8PDyII/Pq1SvIyclRLdEqKyvRv39/eHp6Us9/+/ZtJCQkkMxYTU0NJk2aBDc3N2RlZZG5nzx5MqSlpaGkpAQ7Ozv4+vpSmcxx48ZBXV0daWlpSExMhIiICMk0PnnyBIMGDYKmpiYMDQ1hYmLCMbwF0WNxcXHw9fVFr1694OHhgcrKSlLjLSYmhnnz5gl9H1VVVcjMzCQBvmPHjkFKSgqLFy9GXFwcpKSkSA1mQ0MD/vjjD5iYmKBnz56cazFoJ19fX8yZMwfe3t7w8/MjTmplZSUGDx6MzZs3c/bGkydPYGxsTJGpNTU1YdeuXVBXV6d4F9gINWFSUVFB9NLIkSMREBBA9kxoaChERUURFxdHBU8E99zjx49x69YtHDx4EBMmTICYmBi0tLSgqKgIQ0ND6OjoICoqChUVFYQQixFGLzPv7Pz589DR0UFiYiIVcBCsqxe274uLi2FmZobQ0FChZLDChF077eXlBQsLC5iZmWHUqFGdthyUkZH56VrboqIieHt7g8fjwcnJCcOGDaNKvhgR5OcAOgLTZmZmeP78OfX5xYsXoaqq+sNgCjuQ6uPjA01NTVy8eJHYgMuXL4eKigpFGMYOJFtZWcHMzAyWlpYwMDCg2vspKyujS5cu8PX1ha+vL0n67Nu3jyAmMjMzYWdnB6DDgd+6dSscHBygra2NoUOHYvHixQgICOi0X317ezvc3Nzg7e2No0ePIjAwEL169UJcXBw0NTWRnJzM+U1MTAxFjrdmzRr06dOHw0Pi5eWFUaNGoaWlRWh7ub9b8trY2Ah3d3fY2NiQvcPM5dOnTzF48GAEBQXB0dGRQ9Q5btw4dO/eHatXr6Zs0V/Z7X9H/n/vdDOsp4KHWmRkJMUMKwjLrqqqQkJCAommNTU1kcX7/ft3xMfHQ09PD1paWhy22j/++AOGhoYUgyBb6bMzDGvXroWamhrGjx+PL1++oK2tDTdu3EBkZCSioqKQkpJCyFGio6MxZMgQ5OTkwMrKCoaGhlBXVyeGS3t7O8LDw2FjY4O9e/dyWn+wRXCDlZeXo1u3boiJiYGLiwsCAwMxbNgwbN26FRoaGj+Msq5evRp+fn7UgfHkyRPY2NggJCSkUziS4DOMGDECHh4eQp/x7du3nLowPp8v9Nrt7e04dOgQJCQkODV2ggyRL1++JK0fBI3l7OxsjkGfnZ2NyMhIoXO7cOFCODk5oaGhgXqugIAAqKioYOvWrUKddbaMGzcOPXr0gJ6eHiQlJTF9+nR8+/YN7969w8iRI6GgoABZWVlYWlrC29ubA08FOoyKjIwMUirBrlNlvtfc3AxPT08qK8LI8+fPISMjg3Hjxglt+9W3b18YGBigV69ekJKSIhmfRYsWUYfy7t27wePxoKGhwak1Onz4MHR1dYUaEnl5eeT77NriAQMGQE1NDStXrqTm9/v377C1tYWTkxO+fPmCgQMHUmUHDMxVXFycOnDLysrw+++/o0ePHhyIN0A7aPn5+dDV1SWQTjYUm10T9v79e4wbNw4FBQVQUVEhtX5MHaWtrS1UVVWhqqpKoNfv3r3D77//jm7dukFHRwfS0tLYu3cvNm/ezMlUM4c6MzceHh7o2bMnkpKSoK2tTUGZmXfHHkdZWRkhNmTk/v37MDU1JY5KSUkJRowYgQsXLgitMxOUhQsXQlRUlJNJGT58OCZNmkTBRdnS1tYGNzc3ODg4YO/evRzHW1tbGwYGBsjNzRUKyTxx4gScnZ1hZGTEga3fv38fPj4+6NWrF8coATpI8gYNGoRBgwZR6JGLFy+id+/e8Pb25rD8dzYHZ8+ehba2NjG+GFj82bNnyX5nEDjsmjn2WKqrq0kAAuh4zzExMZCWloa5uTlB9Vy8eJFkkAT1Z58+fcDj8YhzLAhPFoRUC8rJkyehrKwMXV1dylB79+4dJk+eTMiy2PL06VMkJiYSSGZNTQ2MjY1hZmZGdEFzczOWL18OERERBAQEID09HZGRkTA1NRVa388EriQlJTF37lzcuHEDS5cuRWRkJNXCsba2lsMZwXCSpKenEweqrq4OU6dOhZOTE8aNG0fW2ePHj/Hnn3/iyZMn5DpMeygNDQ2yd+/cucOpn3/37h3OnDmDdevWddqj/fv373BycqJKRDQ1NdGnTx9yfrS3t5P6/7dv3wpdX3fu3EFxcTGePXsGfX19wjmxf/9+ooOYPdbc3Iy9e/fC1taWzL9gAH7Pnj0QFRWFsbExdZ+8vDxoa2tz2hICHc6lsNZl5eXlMDQ0FKo/AbrvdEtLC+d9BwYGUufT8OHDkZubS3XhYK5RV1eHz58/o7m5mXOdmJgYJCYm4tOnT7h48SIWLFgglPV97ty58Pb2hre3N0aOHEl0JNO6tH///pxMP/v3e/fuxYIFC3D8+HFS6vfkyROYmZkhIiKC6HRPT0/SnUOYMIGk8ePH4969ezhy5Ah4PB7FHXH9+nWMHj0asrKy2Lt371+ypQte38/PD8rKykJhw8ycVlRUoLy8nJyXDQ0N0NPTg5eXF8W5s2jRIlhaWpKssaAwa595xqamJvj7+0NKSgoeHh4YPXo0FBQUhCIc3759C2VlZUyYMAHV1dV48+YNgfwz12Pa5aalpREbjkkO8Xg8uLu7Q0pKitMHHuhAGyUlJUFERERoKQFzLaCjHMnCwgLKysqYNm0asf9zc3MRGBjISZgkJiZS59aGDRswYMAAiImJoX///uRsWbhwITw9PUmAi71+a2pq/lHJa0NDA9GHzPOXlJRAVlYWAQEB8PHxAY/HQ05ODseOY/gSftSj/Zf8M/n/vdP98OFDGBoaYtSoUZy6kM5EEDbCjkIxm7qyshKpqamQlpbGjBkzKLjty5cvoaSkxOnpCHSQlHh6elItX9asWUMcb2GboKmpCVlZWVBUVERmZibk5eVx5coVVFVVkbYcDHSdya6qqqpy4D2C46uqqkJlZSW55/3794nB8uTJE6KsIyIiKMInQUd34sSJ0NLS4txnx44dMDc3J4f/X0XSNmzYABkZGSo7x+fzUVdXhzlz5uDatWtCIbufPn3CuXPncOTIEaIAW1tbSXuu9PR0NDQ0YOfOnaRelF0H/erVKzg7O0NfX5+C4uzfv58QXpSUlGDdunXo0aMH1R+cLXPmzKFYVBk46507dyAmJgZ7e3tiPAsGEIAOVnovLy9cv34dra2tWLRoEQwNDZGdnU0yox8+fMDx48fx+PFjsq7YSn/Xrl2E3KS2thZjxoyBs7MzpwXXx48fOXWDQMeaHzx4MIEMtra24tOnT9i6dSvVSoKZQ2aNnT9/Hv7+/py1kZCQAB6Ph0WLFnECFXp6ehQsU1CYOnhm35aVlSE2NhYeHh4UyzbQYeDeuHEDFRUViI2NpQ61xsZGrFmzBpKSkhxW8LKyMsyaNQs8Hk8o0Q4zJ+vXrxcKxd6yZQthNWa/h5qaGjg7O5OIfU5ODqZOnYqmpiZUVVUhPj4eMjIyBAHQ1taGly9f4siRI3j8+DEaGxvRr18/TglFeXk5qVWPiYkhrM3fvn2DiooKNDU1MXXqVABcB3HGjBmwtbUl9XBMBvnhw4ek9vjOnTsICQlBYGAgBalk3mtJSQny8/OxZs0a0r4HAKkXW7ZsGfbv34/Vq1dDTk6OghIKMxpbW1sRGhoKKysryvH+8uULoqKiEBkZievXr3cK5bt48SKcnZ0RGxvLaZd37949Tp0n0OGAKikpISsrC/369YONjQ1VonHx4kVSSsEmpOtMzp49CwsLC7x79w7Pnj3D5MmToa2tDU1NTRgZGRFDa+/evZ3W+n/9+pX0u9fR0YGfnx9ycnJw5swZBAYGYuTIkdT32bWtjHHc1taG/v37o0ePHpwgFwCMGTOmU90FdOip1NRUiIuLE+efkffv32PKlCkQERGhzq6PHz8iLy8PL168wMyZM7Fu3TqUlpbCzs4O1tbWlOO3evVqSEpKwtnZGbdu3erUWb137x4yMjJI0DM5ORlBQUHw9/fH8uXLOfPHECNKSUmhrKwML168QFxcHOLi4sgar6+vx5QpU+Dk5ISsrCxiPOfl5XGCMtu3byf9h/Pz8ykejerqak69LDP3gsJkQT98+IDW1lY4OTnB39+fkCfdu3cP9fX1hKxNMIAgKHv37kXPnj1JBvj8+fMYMmQIli1bRubw7t27+Pz5M7kHE4SIiorC8uXLiaPI8Lzk5ORgyZIlmDZtGrp27Yp9+/YJHQvT4zk+Pp7j2Pj6+nL6dLPn5OnTpwgMDIS7uzvMzMyQn5+PT58+oa6uDvb29hg8eDDu3LmDLVu2QEVFhXC9sEsRnjx5gl69esHU1BS9evXC2LFjqUz477//zqlFBmids3TpUkhLS2P+/PkYPHgwXF1doa6uTpy4s2fPEoI0Zk+x19m4ceOgqKgIY2NjGBsbIz4+npQGPnnyBLa2trC2toapqSnMzMw67RsNdKAcGf6e9vZ29OzZE0FBQRSJ35kzZzBixAicOXOGdCUoLS3Fw4cPfwoO/OrVqx/qL4YV28jICPb29gQJ8/HjR+jq6sLCwgKhoaEYPHgwunbtymlTyAjb4dbR0SFnc21tLTn/t2/fLrQDBtBBYsnst9bWVjg7OyM4OJgELJl1lJ+fL5QThOE0YpCNgoEFoOPcOHXqFDIyMjol8mSkra2NQ2bo7++P9PR08jf250CHPcRGDV67dg19+/aFsbEx/Pz8qJItRv6Nklf2eBnS44kTJ5LPpk+fDm1tbcyfP5/TAu6vECm/5J/J/++dbqCjlsTOzg5paWmcVl1/FT0URrx29+5dAB2GdVJSEpydnQm8srGxERs3boSCggKndoWBIJ45c4bDBLlq1Sqoq6tj0qRJFAPs8+fPkZOTAyMjI9y+fRvR0dGkh+ShQ4cgKytL6ikZJ4+Bx3WWBQY6DgkXFxfY29tDXl4ekydPFgo53Lx5M2RlZUlGkrnmmzdvyHNcvHgRlpaWnAP75s2bUFJS4gQ7hBEQAR2Hs6+vL0JDQynIzvbt26GgoEBlzNiwJCMjIxgbG8PQ0BD6+vpk3tvb23H06FF0794dZmZmkJCQwK5du7B06VLweDwKrsg43gYGBkQ5PXnyhJCf6evrQ1dXlxw8ncF1FRUVOTCka9euIT09HQEBATA1NRV6GG/YsAHp6emczPzSpUthaGiIcePGCe3Dy57vCRMmQEVFBQsWLCCG/tevX5GZmQlXV1dMnjwZ1dXV8PHxoerwBN9D//79ERwcDKADNhoaGgp1dXWIi4sLbUPDBEeYOTl58iSVLYiKioKMjAwOHTpExl5ZWQkzMzNOLTBbdu/eDWtra8THxxPIVWlpKWJiYtCzZ08qQylM2DDXxsZGLF++nENIA3QEbfLy8n5Ifvbp0ycUFxejtLQU1tbWZO08ffqUtDgTzPYw/d719fURERHBgZwlJCRARkaGGFWCwgQpXrx4QZxHNkO1tbU1Oeg/fvwIPz8/DBo0iMoGMsK0ncvLy0NMTAxcXV0xePBg4nAwrYwMDQ3h4OBABRzZe01VVRW9evWCmpoa/Pz8qGDczJkzYWRkBG1tbejp6VFZXbbeYOqOGchsW1sbwsPDYWtri/Xr16OkpAQ7d+5EYGAgvn37Rn77/Plz9OvXD2FhYQgKCiKZyAsXLsDV1RUxMTGccglB2bJlCwwNDYku2bt3L8TExDikUKdPnxZKHifsvLhw4QKsrKzg4eEBeXl5DBo0CJs2bcL169ehpaXFqRFnHKqamhpUVVWRGsOioiLMmTMHEydOxPv378n3BgwYQLg22MG6xsZGGBoaIiIigspM9+3bF7KyspwgBCOCJIdsefz4MQYOHAgDAwNO3+7i4mKsX7+eo7/5fD5pu8TM6+fPn2FtbU053vX19Vi9ejXZg+3t7WTPzZ07F+vWrUNlZSVaW1sxZswYgv5i6iqZrC5TdgF0EO8x109ISIC2tjbKyspQWFhIglPMczKOt7OzM7Kzs3HlyhVCGsjO4C1evBju7u44e/Ys1SkC6Fg/Q4YM+UvEEtCx1t3d3VFcXAwXFxf4+/sTaPPr16+RmZnJCQoxXC9xcXHIzs4mtgbQgc7g8Xh4/fo1vn//joiICNLVAuggDrO1tcXAgQPR0NCAqqoq9OjRA0lJSfD394ezszNiYmKIw7B+/XpYWlrCzs4OERERhBeDz+9gw161ahUWLlxI1ufJkydhYmKCAQMG4MSJEygtLcXatWshKSkpNDsOdOguWVlZjBgxAlevXsXYsWPB4/FIy70jR45AWloaenp6kJWVFdor/uXLl4Sd/smTJ5g3bx5ERUVJAAbogBmrqKhwHAtGbt++jaSkJCqI+ezZM/j5+cHQ0JAEtU+dOoWYmBjO/nj8+DGioqJw7949wm/DkNoxDnpRURHWr19PBUGEnSl8Ph99+/YlpV/29vYICAgga+rAgQPkrKirqyPv5OHDhzAxMYGtrS0UFRXh7u5O2qX+rLBbLBoaGmLChAnYsmULRowYAREREZJpr6urw5QpUzBgwACkp6cTwsbO7tXc3AxbW1sEBARQNfXV1dXw9vamoPeC15g1axbc3NwAdLS+Ys/F2bNnkZOTI7SFHiNTp07F77//DhEREUyaNOmH3EWMdIbgYv//2tpaHD16FCEhIbC0tCRnYmpqKjIyMigiYCMjI2hoaODatWvke1VVVXj16hUiIyPRq1cv8Hg8wgf035a8Csq3b98QFBQEPT09Tvu6qVOnQlNTEwsXLqQy3sISP7/kv5dfTvf/K/fv3yeONztD05n8nShUUlIS5OTkYGZmhj59+sDS0pLTlunmzZswMjIicNG6ujq8f/8eW7duJQp/9erVEBER4Tgi9+7dQ2lpKaqqqqCsrIxz587hwoULVMuT5uZmTJkyhVNXJExJvn79GvLy8sjOzsbr16+Rn58PHo+HTZs2ke+fO3cOGRkZkJeXJwch89njx4+hqKgIXV1dfP36FWVlZQgICEBwcDDVO3bt2rUwNjamlBNzjRcvXiA1NRUxMTEYPXo0MUYOHz6MkJAQKCsrIzo6GuHh4ZCUlBQKSyoqKoKamhomTpyI+vp6fPr0CTweD8bGxhQpSklJCfLy8ogBw+fzsXbtWvB4PMppeP36NVxcXKCvr0+U0+fPn3Hr1i2cP38er1694pCxCP73wIEDkJOTQ9++ffHo0SM8fPgQwcHBJFstIiIiNKM6bNgw8Hg82NvbcyBcy5Ytg5mZGdLT0zkRVkbmzp0LBQUF3Lt3jzi2zBr9/v07cnJyYGhoCA0NDdja2pKSBbYw/96+fTssLCzQvXt39OzZE6tXr0ZVVRU2bNgAExMToS1hmN8/e/YM3bp1I2gJRsLCwtC9e3ckJydj0aJFiIiIgJmZ2V/Cl7ds2QIvLy/ExsZSjndcXBxsbW0pOB57rXcGc122bJlQx5sRdkCkrKyMEOcwcvfuXZiZmREdUlxcjJEjR+LcuXMciB3Qsc+ZVi4MtJf9+YABAyAiIsLJQDLfaWxsJO2h2M708+fPoaWlRXoMb9++HWFhYSRrIziXa9eu5bDeu7m5ITU1legfhiOCDbVlpLi4GPr6+qSWvKysDEpKSjAyMsK0adPI2nn79i0+f/5MQQDZTruKigr8/f2RkpKCLl26EHhea2sraXWkrq4OOTk5Soc+ffqUtDnaunUrwsPDISEhQebk3Llz8PDwQHBwsNAsLyNLly4laIc//vgDsrKyyM3NxfTp09GjRw+qDz0jwoKEnz59ooKjFy9exMKFC3H48GHipHz58gU2NjYU4og9Fy4uLrC0tISCggKmTZtG6Unmu5s3b4a0tHSnqKXz589DRUUFiYmJVOaib9++UFJSEvo79jhu3bqFCxcuUPry3r17SEtLg4mJiVC9y54TAJy2S8xnjONtY2NDZbyXL18OMTExgnJ58eIFli1bBgkJCfTv3x/Hjh1DbW0tNDQ0SCCLz+dj5MiRVLlSaGgo5OXlqefq168fxMXFOZliQcfb1dUV06dPx759+yAiIoLMzEzisJWUlMDe3h48Ho8ycBsaGhAeHo7U1NQfEuqx/2ZpaQkej4eQkBAK6bNy5UpYW1tzsk2LFi0iLPqqqqrw8fEhqIO6ujrSvtHIyIjqfMHcb/bs2ejZsyeGDh2KDRs2UFBahug1MjKSGPaVlZUoKCiAmpoaHj9+DD6fT/aajY0NlJWVoa6uTgI4J06cgK+vLwlEq6qqCl0jzBmZkZGBfv36kb/7+voiICCAyug+efIEt27dIucFm8CSz+dj8uTJFOGUk5MTwsLCyDXa29tx/fp1KCoqknObTWZ16NAhmJubQ0NDg0NMeefOHVhZWRGyU8H3B3QEf729vREZGUmtq127dsHb2xuhoaEk4/0j8ky2zti2bRv69u0LS0tLznxMnjwZGRkZFCfQu3fvoK6ujpycHEJQy+PxMGPGjL/ldAMdds6WLVsoIteKigqCfmB6mwsyare2toLP5+Pdu3fYsmULNm7cSM6t3Nxc9OnTR2gwih2cYwdfGf1+7949BAUFwcDAgOJWADo4dGJiYohNJOgUs2Xbtm3E8WZ/T1h2fNWqVfDz8/vhPN2/fx8pKSmIjIyk5mDhwoXQ0NDAxIkTqQCgm5sb9PT0cOXKFY7jf/PmTVKK8m+VvArqnJkzZ0JdXR1eXl4c0rYZM2ZAVlYWc+fO/SEC45f89/LL6WbJzzrefzcKVVNTg6FDh0JaWppqdcVWwNeuXYOSkhKKi4vx9OlTQp4kLy8PLS0t4uQfPHiQEGsJi0CNHj0aERER6N69O9VfurS0FEFBQX+Z/QM6IosMG2xLSwv8/Pzg5+dHlFhbWxv+/PNPpKSkkAgno3AfPnyIbt26ISIiArq6ukTplJSUwNfXFzY2NrC0tER8fDy6detGHcjMeJ48eQJFRUVER0djzpw50NDQQEhICMmIP3v2DCtWrEB0dDQmTpwotDartbUVc+fOJS1++Hw+XFxcEBAQAD8/P6irq3daS8pcZ9WqVZ063np6epwab/b9z58/T8HbGGlsbMS5c+dgbGwMZWVlqKmpwcHBAU1NTSgtLe20lRXQoRiVlJQwf/58juM9a9YsilGbMSr4fD6qq6sRERFBHNB3797h9OnTiIyMxJw5c0j/+AcPHuDw4cMkQ8i8U0GpqanBs2fPsGfPHgqCPmvWLAQHB1PGgLDf7969G9ra2sjIyKAc7759+4LH4yEuLo5CGbS2tpKDoKysDM+fP6f256ZNmziO96dPn9C7d2+hGZYfwVyZ+tIuXboQGLYwmTlzJuzs7ODi4oI5c+aQQMPdu3eJMX7v3j2EhIQQVADwnyzm58+fSckH08NUU1OTIiRkzwsbLsh8VlhYiDlz5uDZs2dISkqCpKQkCdqVlZUhLi6OZD7YHQHY1962bRuWL1+OxMRETj1vbm4u3NzcMHjwYE4wh81DwefzsW3bNsJv0NzcjJ49e8LDwwNpaWnQ0NDAnDlzfhgxZ+ru2TBuPT09xMTEkPXU3t6Oixcv4siRI1SArKWlBX369KFQIJ6enhxj9fjx43B0dKS6RAiTd+/ekbZFTPDlxYsXUFZWhqSkJCH86ox0aMqUKbCwsICMjAysrKywZMkSKrvT0tKCL1++ICwsDG5ubhyjuKioCLKyshg1ahQOHDiAxYsXQ1dXF8nJyWR9HDt2DOnp6VBSUiJBT8GgDvNMV65cgby8PBITE6mMd3h4OKSkpIQS0QHApEmTYGJiAhUVFbi6ulLze/fuXQwePBjm5uac9liMtLe3k1pfwVpJ5hnLyspgb28PFRUVssby8/MRGxsLeXl5ZGRkEDK069evIzU1FQYGBsjOzsa2bdvg6upK8Rowz19cXExQBYIIoM4Ip9iO97hx42BtbY0HDx7g4MGD4PF4yMzMxLdv39Da2oolS5bAwsICycnJePnyJU6fPo3g4GBYWVlxspfsNn75+fk4ePAgMYxfvXoFExMT+Pr6orCwELdv38aKFSvQtWtXocSPo0ePJlwCnz9/RkREBFXr39DQgD179mD37t3kvuzOF3x+RzsyHx8fmJubc7Je27dvh6enJ6KioghMvqqqCg4ODoQobeLEiZg6dSoaGxvx/ft3xMbGQlZWluioiooKFBYW4tKlS3j58iWFdBKE7rK7PNjY2FBZzOPHj3OCDk1NTcSBZWTo0KGYOnUq+Hw+7OzsqGtcvnwZR48eRVNTE1kngmR6FRUVSEpKQteuXTF8+HBO6ZGpqekPy5xmzpwJY2Nj6OjocBy9/Px8+Pn5wcXFhYNeZEtdXR3i4uIwduxY8Pl8XL58GRYWFtDV1SUBr/b2duTl5UFWVhanT5+mfn/w4EH4+PgA6Fi/np6elM32I/4etrS2tiI7Oxs8Ho+QjjHCON5dunShArTsJMPjx4+hrq4Ob29v+Pj4QEVFBdOmTUNDQ4PQkgi2CEvalJeXo6ysDJGRkVBSUqLIHvPy8qhyPrbuWrx4MWJjYxETE4Nr164RlOf27dvRpUsXjB07Fo8ePSKdLATPgt27d8PBwYEiBhSU5uZmvH//niLhZWTt2rVQV1fHhAkTqNp3Z2dn6Onp4erVq52iie7evfuPS14Fz5KSkhLKD8jNzYWFhQXGjh3L4S/KycmhWnj+kv8d+eV0C8hfOd7/NApVXV2NuLg4Cg7GlpKSEvj5+UFbWxsyMjIYMmQIdu7cierqaigoKJCMFXNNZnO9ffuWOoS2bdsGZWVlhIeHk8j8169fERISAg8Pj5+KeqamphKHg4EEMYfY0aNHcfHiRfD5fKLImDHevXsXUlJSmDBhAmpra6GpqUlB6MvKynDo0CEMHjwY06dPF0r48+XLFzg4OFCtyZisgp2dHR4+fCgU9sLn84mxwxjply5dIlmtiIgIBAUFoaamBoWFhRAVFYW6urrQNiBs6czx7tmzJ5SVlUnknP07hsiOnekSlJaWFty6dYvKHE6ePBnGxsYExn/jxg3cuXOHMhqzsrIIIRabFZ/9DLdu3aKMivr6epiYmCAxMRFnz55FREQEqRFTVFSk+qG+ffsWPB6Pmv+/ghd9/PgRa9asQffu3SkiMnbEtLKykjqc8/PzoaGhwXG8Y2JioKmpiVOnTuHQoUMU2cz9+/cJOaGhoSHlFDOOd3x8PLmeYEYfwE/BXJubmzFnzhz07NlT6FrbunUr5OXlsXHjRvTr1w/u7u6Ij48n+23u3Lng8XgwMDCgoNjM3nv06BHMzc0xatQo4gTV1NTA29sbOjo6nda2sbPCpaWlUFdXx6xZs9DU1IQvX74gISGBgnIWFRVhw4YNmD17NslEsfd/dnY2ZGRkYGJiAgkJCdja2nJa3DHlC4L6js24fvXqVXz58oXct0+fPvD39yd8C+rq6sQA6UxKS0vh6uqK79+/o7W1lRjPjNEoWIrDltbWVri7u5PgmzCdxRidzJ5hr4l58+Zh27ZtnOysnp4eCRo+fPgQffv2/UvConnz5kFeXh579+7FjRs3kJaWBmdnZ2RmZpK5ZUh3HB0dqbXBDl55eXlR1z1y5AiMjIyIk1RUVITs7GyqvzCfz8eLFy+Qk5NDdZAAOhxvSUlJxMfHU44Mu0yHLXPmzIGSkhKuXr2K2tpajBs3DjweD7GxseQ79+7dQ2xsLJWpZK9ZZmxXrlwR2naJGe+nT58wcOBAor+ZjJqfnx+kpKRIEBDoOB/OnTsHfX19wkY9ZcoUoSy7Dx48gIODA1JTUzllY4LPyn4mPp+Pr1+/QlVVlTi4DCnZqFGjSHu5ZcuWwdbWFt26dYOdnR3Cw8M5e525x6NHj6CiogJra2toa2ujW7dupH7z5s2bZDxaWlqwtbXF/v37qcD6+fPncenSJaSkpFDz8f79e0RGRsLT05O0fWOLsP7P7e3tWLRoEXR0dIR2Udm5cyccHR0RGhpK5rW6uho9e/aEsbExevfuzWnzxzjeBQUF1P5gnr+lpYXSGYxtlZ6ejvDwcLi5uSEoKIjskba2NiQnJ2P69OlUmzZBBue2tjaMHTsWUVFRcHd3p9qbNTc3IzMzE1OmTCHXECTTY9Z/TU0NUlJSYGtrS3VkaGpqgo2NDQm+dbb316xZAyMjIwwcOJADYd+0aRNGjhzJ+a3gv6dNmwZDQ0MS7MjPzyekZX369EFSUhK6d+8OcXFxjgO/cOFCBAQEAAAcHR0p/Xf69GksXbr0p2HCT58+xejRo8Hj8ThdGr5//050wYcPHzi2G9N+DwDZQ4GBgT/sVw3QbVuFJW3ev38Pd3d3WFtbw9jYGKGhoRTxGnudMy24xo8fT+rnV69eTeZj37596NKlC8zNzQmqT1BKSkqgpaVFykL/SgTtfaBjTXTmeBsYGODatWudrqf/puSVkZaWFmRnZ0NHR4cKksybN48EuAUdb+AXnPx/W3453UKE7XgLRpr+G+K1v6olefToEfLy8nDmzBni0FZXV8PZ2RlHjhzBzJkzqezqxIkToaOjA2VlZYSEhBAHcOHChTA0NISNjQ38/Pzg7OxM+huznwcQvsGWLFkCGxsbwi7OztiOGjUKQ4YMQX19PdU3sL6+HsbGxhg9ejS5rpaWFo4dO0bV5gnet7GxkYJePXr0CJMmTSKtPFxcXBAWFoY3b95AQ0MDQUFBuHnzZqdQr1evXsHHx4fKBDO1bEyG4+nTpwgODoaPjw+JzndWRw50QP0EHe+XL1/C0dGRA1UtLi5GRESEUMiS4LMy8uTJE6SmplIkcVlZWdDQ0ICkpCQCAgKooMvYsWOho6ODpUuXcg74xsZGyqhgDLRTp05BU1MTcnJymDx5MjHWJ0yYgN69e1OQ4fXr10NcXJzKgnSmiO/du0eeh92mgy1z586Fu7s7QkNDKYZNxvEeNmwYdbCEh4dDRUUFCQkJEBERISQ8Li4uyMnJwdmzZzF//nx0796dIpDKy8uDg4MDoqKiSK0bW/4OzJWd5WePvaCgABMmTKAQGuvXr4e7uzv69u1LoNhPnjzBvXv3OFBspnRj3LhxHKQE43gbGhoK7YXLyIcPH3Do0CGkp6dTBkN5eTkSEhIgISHBCSYx42DGUlZWhkGDBuHBgweor6/H9u3b4ezsjLCwMI7jvWfPHqE6o6ioCN26dcPatWsJUeSbN29gbW1N1v/nz58RGBiItLS0TpElzLVUVFRw7do1kqVmssOvXr1CUFDQD+ckNDQU48ePh7u7OwIDA8kY6uvrER0dTWDIgp0i3r17h8DAQEhKSlL1nPfu3YOuri5+//13FBcXIzg4GAMGDBBKwsP8u6qqCp6enpza/blz58La2prUqR4+fBiLFi0ia4JxbJiMc05ODunSwF6H69atg5SUFNHzwgh/jh07RhjzBSGXBw4cQNeuXTFgwABOBoe9xp8/fw5fX19C4nfq1ClCOKmiokIFl1+8eMHJrAMd0Nrp06cTh+7ChQtC2y4J7lFmTszMzCAqKoqZM2dyrs38bvLkyVBQUCDOhjD5u2VjzH66evUqxMXF8ebNG3LvvXv3Uo43I/fu3UN5eTkHbsvI169fSXa+rq4OJSUl2LBhA8TExIjjzQRhCwsLiTPD/G/MmDGQl5eHpKQkeDweRYQEdOiD6OhomJmZ/TSjfnt7O5YsWQJbW1sMHTqUs+e3bt3K0SFVVVUICQkBj8cjGUf2tePj4yEmJsYh8WpubkZiYiJmzZpFSBkZMq2CggJYWFhAS0uLQoNs3rwZ6urqBO4tjDuHcZgZaLW8vDxlq+Tl5UFZWZnoos7I9BidXV1djf79+0NPTw8hISGYOnUqoqKiYGRkRKEFgI71fPz4cUpnrFixAq6urkhNTeUExAXfBbNWSktLqUSMp6cn3N3dyb9Pnz6NuXPnwt/fH9OmTcOFCxdw+/Zt8Pl81NbWkvX66NEjUjccFBRErc+5c+ciJCREKLM4o8caGxspyH15eTmSk5MhJSXFCbBUVFQITSg8evQIzs7OZJyOjo4U4RkbZSMMJfQzSZsjR45g7Nix2Lp1K0EusM+1Z8+eYdCgQZRdlpKSAhsbG6xatYqMsaioCDdv3qTOZ0Hne/369dDT0/vbhGI/43i7ublBQkJCKJs6I39XdwmTp0+fYvjw4bC1tSVdDYAOx9vR0ZFTe/5L/vfll9PdibAXfFVVFc6ePUsUzb8RhWKLMIemqakJ7969Q1hYGBwcHFBSUgIRERESDd6zZw+0tbWxZ88e7N27F6amprCysiIb++zZs8jNzUVWVhY2bdoklAmWDX//9OkTMRxKSkrg6ekJNTU1anx5eXlQUFDA+fPnhUadmTqR9vZ2NDc3Q19fn+oJe/jwYWzZsoU6eASv0dTURA6h7Oxs+Pn5EeckPj6eZLxrampw/vx5ipQE6Kjd9Pb2puby5MmTEBMTI1HTLVu2IDw8nBxMzO8F68i/f/9O3g3jeDO9igEQZlnmO0uWLIGenh5cXFz+liK7c+cOZsyYQebg+vXrMDc3x40bN3Dy5EmkpqbCzs6OisBnZ2eja9euFBlVZ0YFY8xUV1dTz8Wwbo4ZMwYnTpwg929tbcXmzZshKir6l453ZWUlTp06RQzpzZs3Q1dXl0SIN23aBDk5OSxcuBBBQUFwcXHB0KFDicPAQM0TEhKojL6Xlxd0dXUxc+ZMSEtLY9KkSRgxYgRxTBh4WdeuXSnHe8OGDULRC2/fvv3bMFf258x7MTMzg5KSEmXctre3E8c7Pj4enz9/puaKjUyZNm0aIUsR5sDV1dXBwcEBGhoaHKgiI05OTuDxePDw8OBA9srLyzFgwADweDyhjjfQsY/l5eXh6elJ9lZbWxt27doFNzc3hIWFCS2NYD9nZWUlDh06ROaeGcvr16+hp6dHSIx27NiBwMBAob1XBa89cOBAyMvLw8XFhfps/fr1sLGxwbNnz8hebWtro/b9ypUroaGhAXNzcwpKuWnTJujp6XFaqwEdbMOOjo6Ijo6GlpYWunXrRvZTZWUlxo0bBw0NDairq1NZaTaihH3dpqYmODk5kbXPfj4GstvZnD548AAyMjJ4/vw51q9fj27duhEjlbnvtWvXoKenJzQ7wX6uQ4cOCSUAO3fuHMzMzCAtLU1lS4XJ+vXr8eXLF1y9ehVqamqkjjMlJQU8Ho9AWRlhj7WwsBBubm4wNTXF8uXLiZ49d+5cp22XBNfEwIEDkZycDBEREWzevJkaIztAev/+faHt4tjyM8br6dOnqSDGrFmz4Onpid69e2P//v0keLBv3z7weDyMHj2aEzQTNg5mPszMzDhojby8PIiKinZajw90nEk9e/bE7du3cffuXQwaNAgODg4cNvCSkhKhxH7swGJBQQGuX79OMqnt7e2YP38+XF1dMWTIEI7jLUwqKysJIo+ZS/a8x8TEcJzuiooKjB49GlZWVpCQkKDOlMbGRsyZMwdWVlbw8/PDnDlzkJGRAQkJCezdu/enuXNOnDgBSUlJQhaZkZFBSmp+hkyPmafq6mqkpqZCTEwMgYGBFBkb850JEyZAW1sbLi4ukJOTQ0BAAAkA5Obmwt3dHenp6ULXB1u+f/8OOTk56OjoECTR3bt34enpSZVXAfQZwufz8enTJ+jo6GDXrl2k48XIkSOhqalJAvTV1dXIy8uDtLS00K4EzPUKCwsRGBgIGxsb+Pj4YPny5airq0NpaSnS09N/2JGF/e4fPHgAMzMzPH36lJTyMbbHixcvMHjwYMqB/W+SNsJk165d0NbWhrGxMQfBw3a8mTXFzk7PmTMHffv2pXTN69evYWVlRZIIf6c2vjPHm41KHTx48F9e8+843sw9BZErL168wNChQ2FnZ0c6rAAd5YqWlpY/RJH9kn9ffjndP5D79+/D2dkZdnZ24PF4FNvr341CdWZoCpPm5mZs27YNfn5+cHV1JcbA48ePoampiYiICKxbt44YQkDHYWhhYQFLS8tOYc3CGB4fP34MLy8vGBsbo1evXkhNTUVbWxsOHDhA+lOnpaUhPj4e0tLS2LNnj9CoM9uIYhSkv78/gbVs3boVv/32G2Hq/VHkmpHevXtTpBeTJ0/G6dOncfnyZbS2tqJPnz6wsbHB2rVryRxt3rwZ9vb2nLE7OztDXl4eISEhEBUV5bCMC6sjDwsLw927d8l3Vq9eTZUWXLx4EZs3byZK/P3799DW1gaPx+PUXP2VMM+/f/9+JCcnIycnh3z2+vVrjBgxAra2tlQfXKYf9Y+MCiZTIEgwcvbsWYSGhsLCwgKNjY2wt7eHmpoaORT/juPN/lt5eTnGjh0LZ2dnTJ8+HRMmTCDvvLGxEQsWLICjoyPS09PJmPPy8ki2nZ1d/vDhAyoqKjB79mwoKChAS0uLuldDQwO2bNkCSUlJDmu6sCz11atXfwrmKmxfvnnzBm1tbZg5cyY0NDQQGxtLZRP4fD42btwIY2NjAntnGxWMJCcnUzXebGECInV1dZ06zMy43dzcIC0tjfPnz3Oet6ysDH379iVrkB3k4vP5OHHiBDw9PSErK0vV8zKOt4eHB1xcXDplYK6uroaSkhIUFBSoGmygQw8NGDAAJiYmsLCwgKSkJMU4zDxrUVERNm/ejA0bNpDnO3r0KKysrBAVFUWIk1asWAExMTEKOltYWIjU1FT07t2b1K4yhJW2trYYOXIkduzYgUmTJkFcXFxoK5v8/HxISkrizp07xMAcMWIExMTECIFPVVUVXrx4gQsXLnDQSg0NDejfvz+io6NJjXhbWxtCQ0Ph4eHBqa+eOHEioqOjOcEYoEPfT5s2jbAVM2ztmpqalJG2cuVKGBkZCe0iAdAZH7bjzQQbN2/ejNzcXJLZYz9DZzJ+/HgMGjSIBDLmzJmDiIgIDBgwQOhvMzMzERgYiICAAGhpaUFdXR2LFy8mhmBBQQGn7RL7Ovv376d4GKZNm8ZxvAFwnPb/xnhlSigY0tE1a9agR48emDVrFpycnODs7Ixp06aRINj+/fshKiqKlJQUocEpQSksLASPx+OUU3379g3m5ubESRLUrZs3b4a/vz+Sk5PJHH348AEZGRlwdnYW2oaLPRfsM97AwAAWFhbQ0dFBSEgIpRvmz58PDw8PJCUldUqCyZbq6mp4enpCX19fqOPN/jcbXi8lJUU4SdhSV1eHffv2ITo6Gk5OTkhOTsaZM2d+mjuHkadPn6J///6IiIjAmDFjUFBQ8I/I9GprazFgwAAEBARQTgqfz8eaNWugrKxM9jzDGM+uhV26dCkMDAw4JTnMNZg5aWpqwsCBA2Fvbw8ZGRn069cPu3fvxqBBg5CcnNwp6SUjERERkJOTIwizwsJC9O/fHwoKCrC2toaHhweUlZWJ/hV2dr948QJycnLIyMjAzZs3MWLECEhJSRF9W1RUhIyMDPz2228U1FzYM71//x4uLi6kcwXbUV66dCk8PDyILvqnSZvO+COADvsiIiICYmJiWLlyJSdznZaWBjU1NRw4cIAKMD18+BA3btxAXFwcdHV14e7uTkiDGYj6PyEXE3S8NTQ0MGnSJI6T+2863p8+fUJ4eDiVjAE60EsDBw6EkZERNYfCOt78kv9d+eV0/4XcvXsXdnZ2nHY+wM9vBvbmKyws/MssA9BBALJlyxZS68c4KE+fPiWOHUPuwSjTyspK0uLjZ+7x6tUryMnJITMzE4WFhdi0aRN4PB6WLVsGoMNJmTJlCoKDgzFx4kSidKdOnSo06iwoYWFhmDhxInbt2gURERHs2rWL1PZ2FrlmxtPa2goXFxcEBgbi1q1bWLNmDaSlpYnC4vP5+P79O5KSkuDq6kqgMzt27ICrqyvH0fj+/TvGjx+PrKwsEoln5u1HdeQODg4UTHj58uUkyzljxgw4Oztj586dBOZdVlYGDQ0NuLq6/pCEQ5iUlpYiODgYsrKynLZiRUVFGDlyJBwcHAjkEvh7DL2M3Lx5E3379kVoaChZV1++fIGXlxcMDAzIHP8dxxv4zzr/9u0bxowZA3d3d2hpaVFGdF1dHRYsWAAnJycMHTqUc5ixI/qfPn0iJG/z58+HiIgIVeMNdDg/GzZswG+//YbCwkIOfJiBkzHjPH/+/E/BXNkH4c6dO0mNbWNjI2bNmgVHR0eMGTOG43gfPnyY9EwVVn84bNgwODs7c2pQ6+rqMHXqVE5GtrOyh4aGBhgbG8Pa2poYgGwRzMoCIFC2lpYWnD9/ntS0MdBw5n4bN27EkCFDfuiQbdu2DZKSkggLC6NI+4CO97Zt2zYsWrSIdEsQhC/36NGD1MPa29uTd8Fkxrt27QojIyMYGhqCx+Nh5syZaGpqQklJCRQUFBAaGorw8HDiWNbU1ODbt2/4/fff4ejoCGNjY4SHhxOdJWjYLFq0iKrZZ76TmpoKCQkJqsuC4Ls4ePAgXr16hbdv3yIjIwMxMTGEGOvt27dQVFREXFwcqqur0dTURGrOMzIyONd89+4dXF1dERwcTBnuhYWFCAkJgbi4OKKiohAbG4tu3bp12iueLcyYDh8+DFlZWdjZ2cHf3x/dunWj4LDsOTl8+DDmz5+PVatWUcHliIgIQmTW0tKCmJgYyhER5EuQlZUlJQvt7e1ISEggdbLMXjl+/Dhpu8Se//Hjx0NbWxubN2+mWtcw5E1r165FSUkJevfuTYg+/450dl5XVFQgMTERbm5uWL16NYYNG0acUj6fj7Fjx8LFxQVTpkwhjve2bdvg7u7+l3W6QIfOiIyMRFRUFIUc4/P5cHNzo7KpjNTV1WHChAnQ0tIi7ZIY+fDhA4YNGwY3Nzeqr68wef36NTQ0NEhw7Ny5c1BSUoKxsTEpd2hvbyf7RljtuzBhHG9jY+NOy+yY9dXc3Iw3b95g+/btGD9+PJydnX/43Hw+n3DnCOp7Qe4cQZQDO3v57t07yMvLIyUl5W+T6TG9j3v27IlFixaR+4wcORJTpkwB0FF206NHD5JYYGcYmWCgsCAb2+E7duwYEhMTcf36dYwdO5ZwQIiIiFCous50cb9+/SApKUkc77KyMlJGtW3bNlLSw3b2mesx59HAgQPJ35lyPnbA9d27d0hNTeW0BXv79i0OHDiAhQsXEvQEU4IxceJEvHjxAp8+fcKqVavQvXv3HyZc/m7SprP5aG5uRnBwMGxsbHDgwAFOCc7cuXPxxx9/YODAgSgrK8PIkSPB4/HQ3t6OhoYGvH//HikpKejZsyc0NDQwduxYKCgoCG0F21nZRmf/Xrt2rdDuQz8jPyp5Zcvdu3fh7+8PHx8fStcDHYFKeXl5qKmpERv/l/yfl19O90/Ij3pu/p0o1IQJE6CsrAxlZWVYW1v/sJ6Dkffv3xMld/ToUdTW1uL58+cwNjaGq6srh8irqqoKSkpKHKdNmMyZM4fTaiM8PFxo9J4ddebz+X8ZdQY62lzJyMhAVFQUu3btItdgDJfOrsEoqufPn0NRURGampoUaUZTUxOBXlZWVqJfv35wcnLCpk2bsG7dOowcORJ1dXVoampCY2MjgV+xayhfv35NDqK/qiMPDg7GrVu3hNYhLVy4EK6urti4cSMxKktLS6GiooJevXr9ELojLBt7584d9OnTB5qampy2ckVFRejfvz+Sk5PB5/OJUfF3GHqBDoft5cuXnHrjyspKuLq6/iPHW/CwKS8vR1ZWFmRkZEgGj5H6+npC5MPUyQter66uDn379iWBkC9fvmDOnDmQlJSkauuZ8TDZP/Z15s6dC29vb3h7e2PkyJFkr5w5c6ZTmKswuX79Ong8HiGJa2xsxO+//w5nZ2eO4808+5cvX4SiOIqKiiApKYmhQ4dSTs/mzZuhp6dH6QR2/+mxY8eid+/eyM3NJTWK9fX1hLvh/v37P3wnf/75J3g8HnHaWltbcf78edjZ2cHR0ZEaA/t3gkEMtjDBNHaf1M6QEOxrMAiI+vp6lJeXw87ODgYGBqQncV1dHe7du4fXr1/jw4cPWLhwIbp06YJFixZh48aNFCHb3r17IS0tjZEjR1LGbE1NDcnOsg3OOXPm4NWrV9iwYQMkJCSIbmf2wLlz58Dj8SAlJUUglYIO+/Dhw0k/6JKSEvTr149qNXTlyhUoKyvDzMwM7u7ucHFx4bS/Y+TGjRtwcnJCly5dyDXYfBfLly9HWloaRo0aRTKlf5WdZo/3+vXryMnJwahRozjBRkbGjRsHTU1NhIeHIzo6GrKystiyZQuAjqyurq4uXFxc4OTkBHNzczIOBjrKXC83NxfW1taor68nf2toaEBYWBiUlZWxZMkSiome/d8FCxZAWVkZ169fF7qGZsyYAR6PB3Nzc1hYWAitZ/8ZYc7rQYMG4cOHD6SM6/v37+jXrx/Rf+w628bGRmRlZcHFxQXTpk2jajGd/X0AAJ0bSURBVF/ZY/gRimP//v1wd3dHXFwcbty4gbKyMmzcuBE9evToFNXy+fNnzJ49G7KyskLruBMSEjB48OBOg6BtbW3Izs5G//79yd/c3Nzg7OyMyMhIGBkZURnvN2/e/JQjwUh1dTXs7e2hra3NKYVh5uLZs2dISEgg58nXr1+RmZkJJycn0gUA6EBAPHnyhKzdf8KdwxZmTv4pmR4zvoiICAQEBODbt29oa2uDl5cXVq1ahbt371ItWdva2jBr1izOmd3W1oampiaS4a2oqICBgQHi4+MJsik1NRVBQUEAOs7/yZMng8fjQVRUFGVlZWStv337FmvWrMGBAweo857teP/VvhAcb//+/ckYBAkoL126ROwIJjDLJgNVV1eHj48PrKysYGRkRPTy4sWLoa+vDwUFBVhaWkJfXx/79u37qYQLW4QlbdjPAHScaydPnkRRURHZl42NjfD394ednR0OHjzImZOjR49CUVERlpaWkJeXJ3Y7+7rl5eWke4eoqCj69OlDXUOQF4RZ38LOQfZ3Dx069LdbuDEirORVWL35jRs3EB0dDQ8PD8rx/vz5M4KDg5GWlia0q8sv+T8jv5zuf0E6i0KxN9vx48ehr6+PEydO4MKFC/D394eamhplrAnKtWvX4OLigoKCAmRmZkJcXJw4F0+fPoW6ujoCAwMJaQez0evq6n5qY2dkZGD48OHg8/mwt7enmD8vXLhAWgj9XcZ2Rvbs2QNZWVkcOnTopyPXgsZYdXU17t+/T0ERc3JyEBkZSRwUxvH29vaGiYkJeDweHB0doaamBl1dXZiZmUFLSwsvXrz4x3Xktra2qK6uFkqWM3XqVGK8MH//9OkT1NTU4OvrK9RoYM/V9+/fUVtbS659//599OnTBx4eHpwepx8/fqSy+P/EqGALcyCxDenOHO/u3bsjKyvrh2PZtWsXybxWVFQgOzsb9vb2VHYe6IDw7dq1S2jJAyOCbK6lpaWYO3cupKWlqSwAe6zMeJcuXQppaWnMnz8fgwcPhqurK9TV1Qlk7+zZsxyYK9s5ZK7FPN/QoUPRr18/EpBqamrCzJkz4ebmhuTkZNIblXluYUYFOwMpLS0NT09PDBw4EEOHDuW0z2OksLAQPXr0QN++fREWFgZPT0/o6ekR466+vh7m5uYwNDSkHAX2e1+5ciWmT58OHo+HLl26EMge43jb29vDxcWFUwsG/MeIKC0txc2bNzm1fdu3b4eIiAimTJnSqc5h/l5ZWYlv375h0aJFFDkPn9/R6sfQ0BC3b98W2s986dKl+O2332BhYcFZS7t374aUlBTGjh1L9UUVnIetW7dCQkIC165dw7t37+Ds7IzExESK9OjBgwcYNWoUhg8fDllZWU4/U0bGjx8PERERvHz5khN0YcY6e/ZsTJo0CXPnziVjEjQA29racPnyZdjb20NfX5+soc7mkuGQqKiowPPnz1FUVNQpxLmzAAj77/v376e6OGzatAmioqJE91dWVmL//v0YNGgQsrKyyDhu3LhBdUgAOgKzxsbGBKLMoFgKCwshLS0Nd3d3rFu3jjO22tpa+Pn5Ec6KkpISnDx5EomJiUhPTyeokOvXr+PMmTM/TUzamdy/fx8ODg4YMmQIdHR0MGzYMJSUlKChoQEpKSmQkJDAtGnTqOdsamrCuHHjoKenR1ovCnNGhaE4GNTZ3r17ERQUhN9++w2mpqYU9Lcz+fLlC2bOnAlTU1OSYWV/JozEji3Pnj0jwcLg4GAEBASAz+fjzJkzEBcXh6qqKgnEMWuztLQUDx48EIqgEZSqqqpOO4AwrZ8GDBiAixcvUsiyzMxMuLi4YMiQIdiwYQN4PB4uCpCS/lvcOf+EkIpZW9XV1RRT+Lp166ChoQERERHSpo35nr+/P8ngC+OtYc7TU6dOwdjYGF5eXiQQFRYWRsHud+zYgQsXLpA5e/r0KXr06AF7e3uIiooiKiqKQr3069cPcnJy2LNnz1+25iorKyMByri4OPTv3x9eXl4IDAwkuqSxsRFDhw7FvHnzOPusrKwMpqamVBBeXFwcgwcPJmvoxYsXOHv2LK5du4aioqKfTriwRTBpw8wrMyeTJk2ClpYWdHR0oKmpSUG3GxsbERAQAEdHR+zYsQOtra3Ufh42bBh4PB6ioqIonhthYz106BDk5OSEtibLycmBqakpZGVlYWpqijlz5gjtaPMjJN3fEXbJ6//8z//g0qVLePfuHY4fP469e/eSwMP9+/eJ471r1y7w+Xxs3rwZvXv3/kWc9n9Zfjnd/5L8iHht27ZtWLlyJSeaFxISAjU1tU77Mt+6dQuxsbHQ1NSErKwsiW4yioFxvIOCgjiONyC8XQgbzrtw4ULExcXB2dkZfn5+xOhubW3FpEmTMH78eNTV1f3jqHN5eTl55gcPHvxj1ndGhMGSGEejqqoKAwcOhKmpKWJjY3Hz5k1cunQJp0+fxq1bt3D9+vX/uo5cMAPYmTDvp7S0FDweDyNGjKA+Z7+jOXPmwNXVlZCYMEbBgwcP0KdPH3h6egqtSWXf/79luXz16hWmTZtG6sI7c7zXrVsHHo9HcQawxzJhwgSoqalhwYIFJAvGZDYcHR05zhIjbBieMDbXnj17kn+XlZVhwYIFQoNAjNy+fRtJSUlUlPfZs2fw8/ODoaEhqWk9deoUgbkKOkOCTK+bNm2CqqoqmSOgwxDPzs7G4MGDsXz58r9Vf1hUVISUlBSEh4dT0D32fDKw1PT0dPK3wsJCjB49Gjo6OuQ39fX1nfZ3nzx5MpSVlZGfn49Vq1aRIBJjMLa2tuLChQvQ1NREamoq9Vt231QjIyOYmppCXl4e7u7uePDgAfl827Zt6NatG8aNG8fZs+yaTjMzM5iZmRG4uKCj4OTkBHV1dQLVBuh1zqy/hIQEDukTA2scOXKk0J60BQUFGD16NFUjuG7dOnh6eiI0NBQPHz7E3bt3ERISQjJzysrKQmHmjGRkZBBjkD3WH3F1AB3BqI8fP1Jstrdu3YK9vT2sra3J2Ni6mh0Qevz4MczNzWFtbU16mQs6LJ2JIAx39uzZpOXXwYMHISUlRbhCqqurqWdkpK6ujuqQwOjzsrIyyMrKctbRjRs3EB8fj6ioKNjZ2VEs1UDHPgoPD8fAgQORl5eH8PBweHt7IyQkBCYmJoiMjPzXjFZGFixYAAkJCQQHByM9PZ2Uj1RVVWHAgAFwdnbG2rVrqfs0NjYSHg22sNfxX6E4amtrcevWLVy+fJlkqQQDIYLy+fNnzJw5E2ZmZpg2bRrnc8FAtTC5ffs2HBwcSKD62bNn8PDwgJeXF4V2e/jwIdTV1aGrqwtpaWmqnWRnIuzZv379CmNjY06QlnFga2pqMGvWLDg7O8PIyEjoGQf8OwzOf/c67Pm8desWCgoKiCP76tUrREZGwszMjOipkpISBAcHw9HRkXLaBO0Ndru3yspKTJkyBa6urjAzM8PIkSPRt29f6mxlHMzKykqMGTMGkyZNAtBR9hcSEgI/Pz+qdrd3794QFxfvlMCNz+ejoaEBampqpAXagwcPoKKiAlVVVeq7eXl5FHu84Fza29ujvr4edXV1cHFxoXqCf/jwgdoj/0bShnl+Zq3NmzcPampqBPU1ZMgQyMnJIT09nbzfxsZG2NnZISUlhbrutGnTEBwcjE2bNkFLSwuDBg3irAn2mq6oqICXlxdWrlxJfWfBggWQl5fHwYMHcf/+fYwePRqurq4YNmyYUKb4f0NOnDhBnO6jR4/i7t27pKe5oqIiVFRUSED+4cOHSElJgZSUFMzNzdG9e/efKk/6Jf+78svp/hdFGPFaQ0MDjIyMSKsRQQkJCYGmpmanDKZM1sze3p4i52KU2tOnT6GlpQV7e3uOMSP43WfPniE+Pp4YSUVFRVBWVoa0tDRF2JOXlwdFRUWqxvDfiDr/02v8LINpdXU1qc3Ly8sjjtRf/R74cR052zgCOjI6cXFx+P333ykYN/ugYQ5fBpYmTKZNmwZ5eXmsXbsWS5cuha+vL2RkZEgW8Pbt24iPj4epqSn1LoTJf2OcMA7LhAkTiIPIdrzZ5GqdZf7mzp0LBQUF3Lt3jxgo7Bq27OxsuLi4UMzhgvIjNlc2c3tZWRlmz55NnE423PPQoUMwNzeHhoYGZTC0t7fjzp07sLKywvbt2zm1pNOnTycQuh07dkBeXh65ublUUMbX1xexsbHU+2xpacGJEyf+Vv2hoJHMrBVmDTJSVVUFS0tLTq/Qp0+fIjAwENOmTeNciz2u8vJyWFlZUSRUX758QXZ2Nng8HjHYWlpacOfOHbS1teHo0aOUo/X69Wuoqalh0qRJqKmpQXl5OXg8Htzd3XHjxg0yJoYPQtBoBDoMcHd3dwwZMgT79++Hq6srTE1NcejQIU6ww8rKiqopZl8HoMkMBfVdfn6+UALDy5cvEyghu498W1sbduzYAV9fX/B4POjp6cHOzo5kko2MjMga+yciLNPx6NEjWFpawsTEBGJiYhg4cCDJFN68eRNOTk6ws7PrlEn67du3UFJSQmZmJhobG3H48GF07doV48aN+ynYOSNMNjo3NxeZmZk4fPgwBZcFOpi6p02bRj3LX7VdOnPmDKSlpREfH4+LFy/iwYMHCA4ORnZ2Nr59+4b/+Z//EZrdXb9+Pby9vUmWmYE/Tpo0CUlJST8c19+VtrY2EsBxc3ODlJQUVdZRWVmJhIQEuLq6chxv9jXY//27KA5B+StEEqPz5OTkSKZd2PMIg7YDHUEncXFx4qSsX78effr0wezZs8Hj8UiG1sPDA1OnTsXt27exefNmiIuLIy0t7YfPBnBJIx88eABbW1uyLvbu3Yv+/ftDRkaGMHs3Nzejrq6OOOKdBR/+bzjeQEfZhaKiIqSlpWFhYUF4fS5duoSIiAhISEjAwMAAVlZWFOEtM2ZBeyM0NJSyV1paWvDixQskJyejS5cu4PF4HF3//v17jBo1Cr6+vhQk+O7duwgLC4Ofnx+FkPqZcqlp06bB2dkZxcXFaG9vx4YNGyAuLo6YmBhMmjQJY8aMgbi4OLkuu869vb0dBQUFsLKyAtBRrsBGSN65cwfjxo2j0AH/RtKGHZhnWjgyeuT48ePo0aMH4uLioK6ujrS0NIJibG5upvbvnj17oKamRs6YI0eOQFNTE4MGDaI4eATPES8vLwwZMoTMR21tLXx8fDiIuyVLlsDS0vKH5HX/VPh8Pg4cOABVVVWEhoYCAJKSkjBp0iSUlpaiqqoKqampUFFRIUH1T58+4fz581i7di1u3779rz/TL/n78svp/pflzp07HOK18vJy+Pr6Uj3/2AvfyckJERER1HUYRXHixAkcPHgQ8fHx8PT05JAjAB2GHLvXMlsEoV5JSUm4ePEi+e6NGzcgKSkJb29vREdHIz09HRISEkINo3/j8Pu71/hZBlNmvpiMt6WlJVasWPHTGci/qiNnZP78+ZCTk8PAgQOhr68PPz8/KnvWWTZcGMO0lZUVxcoMdChRWVlZ0rbqxo0bmDp16k9ldn52boUp3Z07d0JKSgrZ2dmU4+3p6QkVFRVObTq7npOpfWOMwXfv3uH06dOIjIzEnDlz8P79e1RVVWHQoEGcGkS2ofWzbK7Af6CQt27domCuFRUVSEpKQteuXTF8+HDKqWtsbISpqSkhIAQ6HN7Y2FjCBtzc3IzHjx9j0aJFMDIygpOTExITE/HixQssW7YMUVFRHMTJf1N/yIaxMxnaV69ekWxFXFwc0tPTOTWTDIFgZ/D84uJiNDY2QkpKitTnMvLx40c4OjqCx+OR9c3n87Fr1y7weDxCftbW1oYZM2aQTHtLSwt69uwJf39/WFhYkLZ2zDwIC8h8+vQJCxcuRHJyMoWk8ff3h729PQ4ePCjUEflRffqyZcuI4y1YXyvst/X19Zg+fTpUVFQQGRlJEccxcvv2barn9Lhx42BmZkaMx/82swr8h2Rt3LhxuHTpEo4fPw4LCwuEhYWR4N3Vq1dhaWlJasAFeR/Wrl1Lsd+7ubkhODiYrI/OoOZHjhwhRld2djbi4+PB5/OxZ88eSEpKQkxMjHK4a2trERgYSAi4fqbtEiM3b96EkZERYS93cnJCQ0MDysvLYWJigqtXr2Lt2rUYMWIEYmJiSNsjhiiPLX5+fkIJ6P4N6dmzJ3g8HoYNGwaADnoxJUseHh5YvHjxD8/Wf4LiuHLlyk85SGz59OkTIVcVJoLQdicnJ9y5cwd8fkfLxPDwcBgaGiIiIgKioqI4fPgwmpubsXHjRoiIiGDixIkYMWIE1TKRacUlzPEWBqFmM1GLiIggJSUF/v7+CAoKQkpKCulPzpQv/Kz8n3C82e+MIdC9dOkSiouLERYWBlNTU5JF/P79OwoKCrBp0yaq5GHp0qV/y95gZNeuXfDy8sKJEyfItcrKyrBv3z4YGxujW7duHFvh3r176N27N1xdXQniRlBfCOOhuXjxIiwtLQlcuqqqCpcuXUJAQAC8vb0xaNAgDmna69ev0atXL5SXl6O5uRmmpqbo1q0bgoKCqHusWLECLi4uFCIM+O+SNuzzgdFzJ0+eRGVlJW7dugU1NTVCpDt06FAoKCggLi6OSiS1t7fj1KlTGDlyJIfI7NixY9DW1kZSUhIOHDiA0NBQqKiokLP50qVL0NbWpgJzzc3NcHd3J51K2M8YFBREavT/bWlqasKRI0egr68PHx8fREVFUchAAEhPT4eiomKn2fZfTvf/XfnldP+LwiiPmpoaNDQ0UIbyt2/fYGtrCwsLC6IMBDMhbOUjmAG6evUqYmJi4OnpSWVrtmzZQtViCjuQ/wrq9ebNG2RmZqJ3797Iyckh0fD/rajzz17j78KS2BHZhIQELF68+B/9nqkjLyoqIhAvZi5GjhxJss4PHz5EQkIC3N3dqQPxRwYaI2/evIG8vDy5FgMl5fP5sLKyEgrr+zccb+Y5mDpytjCM1GPHjiUOVGVlJZycnCj46u3btylHt76+HiYmJkhMTMTZs2cRERGBnj17IigoCIqKimQs379/p4hG/hs2V6DjAGLDXJmsdE1NDVJSUghrMvv7NjY2BFrHzEVLSwuGDBkCNzc3LFmyhDhlr169wh9//AE7Ozt4eXnBwcGB06udkf/GqGhsbIS3tzeuXbuGO3fu4LfffiMQ38WLF0NVVRW7du2i3ldWVhaSkpKodcPI+PHj4eHhgbq6OiQmJiI4OJjT23nQoEFwcnIifYKrqqrg7e1N6goZo+nSpUskE8uQCvH5fLx8+RJiYmKwsbGh0B4MSSHQsV7T0tLQo0cPmJmZUTqtoaEB/v7+cHFxwd69e3+KGEvQ8e7SpQt+//13KuPdGXtsQ0MDZs2aBRsbG5IlBrg1fDdu3CD13Js2baJKQ/5bx3vDhg2ws7OjYOOPHj2CnZ0d0UdMjTfjnAmOZ+nSpUhKSiI8HGzioxs3bmDt2rWc2vy2tjYEBQWhR48eSEhIgJSUFBUcYoibdu7cifv37+PRo0cICAiAra0tWltb/1GHhNraWjx58gQPHz4kY8jJyYGBgQEyMjKgqKiIWbNmIT09HXp6eujfvz95FzU1Nbh58yYCAwNhaWlJIUH+LeHz+Zg6dSomT54MUVFRTJ8+nXzGjKmyshJhYWFIS0vrNAj0T1AcmzdvhpqaGmbPnk0FSVJTU7Fp06afen5hhE3CoO3GxsYk2HL16lVMmzaNU87S0tKC9evXQ0pKCrKyspya1BMnTkBWVpYiZGNEWMkWUwt+6tQp+Pj4YMCAAbh79y5Zp8HBwf+rDM4/ex2GTA8A5SS2tbWhqKiIg8qKjY2Fqakpdu3aJZT/4tixY38bRi2s0wafz8eTJ0/QvXt33L59GxcuXICjoyMCAwM5ZSR37txBcHAwecdsYZ/17G4AAJCYmAhTU1NKpzHfP3PmDKZNm0bZPVevXiVlXu3t7cjPz4eJiQlBoRQVFWHjxo3o1q0bYRgXlH9iO/7xxx8kODBq1CgEBweDz+cTHo3s7GwkJCSQvZaTkwNHR0cMGzaMQyRqa2sLGRkZkhxgBzVPnjwJBwcHWFlZwcvLi9q7nz9/JoEo9jqJiYmBnZ0dsReY+02fPh0RERH/a85tU1MTDh8+DDs7O/z2229kLzBrks/nQ11dnQQifjnZ/9+SX073vyTshT137lyEhIRAS0sL2dnZBG5WUVEBW1tbWFpactim2U732rVrMXDgQPTv3x/r16+nFF+fPn3g4uKCefPmITQ0FDo6OhzD7GegXomJiZCRkUFaWhq+ffvWKemOMPk/5Xj/kwwiG/b33/weoA/ES5cu4c6dO4iJiaEino8ePUJCQgJ69uxJZbzZwr4O+/BzcHBAQkIC+XdraytaW1sREBBAtS/7uyLMqGCcLj6/o32agoICZs2axWHm37JlC3g8HnJycggpFdvAE3R0mRq1U6dOQVNTE3Jycpg8eTKBb02YMAG9e/emnJuGhob/is21vb39L2Gu1dXV6N+/P/T09BASEoKpU6ciKioKRkZGQom6Hjx4gICAAFhaWmLp0qWcbOihQ4eQk5MDaWlpWFlZUTBqwXn/J/vC398fSkpK6Nq1K4epeMiQIVBRUUFWVhbWrl2LBQsWQExMjLTDYu/TGzduwMvLi7QeY1rojR49mhgO9fX16N27N/bv34/Y2FjExsaioaEBMTExcHR0xO3bt9GlSxecPHmSXPvOnTuwtrYm17179y6pkWcCR8IyXt+/f0d6ejpUVVWxaNEiyuFsbGyEm5sbbGxsUFpa+lO1qezPmNp+Zi2xP8vLy8OYMWMwYsQIUpfd1NSEGTNmwMnJCWPHjiWON/t3d+/exdSpU1FYWIgDBw7Aw8ODYkv/b2T58uUwNzdHc3MzcXaADvj7b7/9xuGXYOTt27cULFhHRwe2trYICQmh9u/kyZORnJxMghBLly6lAloqKiro1q0bRaTHyPDhw6GhoQFJSUk4OTnB29sbLS0t/6hDguD7Y/oHy8vLY+PGjTAwMCBOwtGjR9GtWzcq83n+/HlERkYiMjKSzNF/G/DobE21t7eTVj5sxxvoKMdqaWnhBF4Z+ScojpMnT0JaWhpHjhyhgkW1tbUYNWoU/P39Oy3hEZS/A21nasrZc8GG7NbV1WHr1q3o2rUrcnJyOPc6cuQIunbtSs7RnynZYt+LkS1btkBeXp7TGvFn5UfcOX/3OoJkenw+H7NmzYKPjw80NTURFBTEWXd9+vSBlZUV1q9fzwk4/VPEkyDPQlNTE9asWUN1/Th//jxcXV0RExPDKb8RhvZh5OvXr+jZsyfc3d1x+PBhsuaKi4tha2tLejYz67S5uRnDhw/nlDXt3LkTVlZW1JpbtWoVNDU1oaioCBMTExgaGpKa4X/LdgwMDISkpCSioqIgKyvLmdfBgwcjLCyMtGyNiYnBwYMHhZ4lK1euhIGBAZydnckeYzveHz9+JIkW5jNBMmRnZ2cS+CgrK4O6ujpCQ0Px9etXNDQ0oLW1FR4eHj9VkvGzImwuGxsbcejQIWhpaaFXr17UZ9XV1bCwsOAg3H7J/zfkl9P9L0tOTg7k5OSwZMkSTJ48Gd7e3nBwcCA1Ft++fYOjoyOUlJQIEzlbxo8fD0VFRUyYMAFJSUmwsbEhDONAB5x22LBhxOgSNEr+W6jXz0bF/o2o889c47+tJf+nv2fPw9ixYyEjIwMZGRl06dIFixcvpr77+PFj9O/fH8bGxpxaIPY95s2bh6SkJHJobtiwAY6OjoQghbmvm5sbBYH+J9KZUcHIjBkzICYmhkWLFnEObRcXF/B4PMoxATqv52QO8urqagoe2t7eDn9/f4wZM+ZfY3P9GZgrsxeqq6uRmpoKMTExBAYGUv1w2cbU6NGj4efnB29vb6ipqUFNTQ25ublCYcjnzp2Djo4OcXiFzfvfMSqY5/j48SN4PB4kJSVx8eJFjrE+e/ZshIWFQV1dHR4eHsSRZL/TXbt2oW/fvujTpw81vtzcXLi6usLIyAj9+/eHra0tbG1twefzMXz4cHh5eZEglYWFBbp27Yrs7GwA/zHGDh06BEVFRVIes2XLFqrPem1tLSfjxRj6NTU1GDBgANzc3LBq1Spyzba2NjQ0NODixYvIzs7GgQMHOBB5YXBp9ncEYYxAR/ZDSUkJvXv3RmBgIOnl3draisbGRkyfPh1ubm5ITU3l9IkHOjJ7ffv2RU1NDY4ePQovLy8CQRb27oSJMD1aUFAAHo9H9Ufm8/l4+vQpDAwMODqQuUZISAjc3d3J3yMiIqgMR3t7OzZt2gRZWVmSwbxy5Qqsra3JXNfX18Pa2hqurq5QVVUV2qbqyZMnuHbtGp4+fUoZnv9Nh4Sqqio8f/4cs2bNwtOnT3Hw4EHY2dkB6GBOl5KSIlnPuro6EsB5/Pgxh/Pgnwp7vRw5cgR5eXlUr/GWlhasW7cOXbp0waRJk/Dh/2nvrMOqyPo4fi4G6isYoHSIICFd0iVI25i45opiLIqd2C3Yha66u7gmdmGtroWKrYiCgQGiKEhIft8/eObsHe5FES6CeD7Ps8/K3Jm5M3PnxPf8KjkZfn5+vFrgRUVFvMXsinpxhIWFwcnJSewz4xa2ypM1/Ftd25WVlan3hHD7EyY7OxsbNmxAnTp1xI4/nLtqeUO+hJ/7+fPnERISgmbNmn01Y/vXEJc7p6LnadmyJby9vZGamorIyEjIyspi7ty5cHR0hJKSEubPny/iEebm5ibW6g9Ufr7y6tUraGhowN7eXsQFPyYmBra2tujZs+dXc7wIs3XrVkyYMAH169dHjx49EB4ejuLiYnTq1ElsvgQu74dwPfXo6GiRRHHZ2dn48OEDoqKicP78eVrG9WuJAcszRgof36pVK9StW5fXZjk4Ie3k5AQTExPo6enRPr2oqAgFBQW8MSQyMhKWlpb45Zdfvhg6VNrz9OjRoxg4cCCaNGkCV1dX+s5du3YNampq0NbWhpWVFaytrXnlIStjZRY20Ig7T15eHvbv3w8VFRW4uroiOTkZjx8/xvbt29GoUSNeQlJGzYGJbgny+PFjGBsb48iRI3TbrVu3MGzYMNja2tLYi5SUFAwaNEiksW/dupW3Kr17927Ur18fmpqa6N+/P214GRkZ+PjxI/2ba+Df09ULkMyqc3nOUVnLemWOT0pKgqmpKa5evYpTp07h119/RevWrUWe2fXr1xEWFlbmRHzixImQl5fH3r17qVD48OEDwsLC0LZtW1hbW2PUqFE0m2llJ5rAf5MKLy8vuhIszPz586m7NCe8i4qKMGrUKEyfPp1O4L8kdLlkZcID1KdPn3Dy5En4+vrC0NCQ3ktpYfat2Vw5N1fhAagsN1fuej59+oR+/fqhQ4cOvEGbO8fff/+N5s2b4+bNm/j06RMKCgrQq1cvmJqaIjw8nJ5X+PcIDAxEx44dy/yNyvu+ce9KTk4OUlJSEBkZic6dO6NFixY4cuSIiHtqcXEx3rx5Q62XnKWKuxcug6uOjo7IQsrZs2cxZ84cBAQEIDQ0lN5XYGAgunfvjry8PDx8+BAyMjJQUFCAp6cnrxRWVlYWNDU1oaOjA19fX0hLS9Paq8DXkxx+/PgRgYGBNDkVd2+ZmZnQ0dFBQEAA/v33X/pMEhISYGBgUGat7LISyJ07dw4KCgo8S1p0dDTq169PSy5lZ2djzJgxIvkF3N3dsXXrVrx79w4yMjIYOHAgMjMzsXv3blrjWhylM5xzk760tDTcvn0bz58/p89y1KhRaNSoES/nx+bNm6GmpsaLQRTm+vXrUFdXp/Gkjx8/ho2NDVq0aAE3Nzd06tSJJ2ZKPxPhOFEANGaxtPAuHQNY2QoJwmEo3PdHR0fD19cX+/fvh4yMDNauXUv3P3z4MIKDg3kxxd9SGkocwr/vxIkToa6uDmtra+jo6MDa2pqWI8zPz8e2bdtQr1496Ovrw8TEhFq5ufN8qxeHvb09TE1NedmkJ06cCD09PaxevRqPHj3CmTNncPToUfzzzz84fPgwTExMEBgYiNu3byM6OlrsZLsyru3c7xAfH49BgwahV69e+PXXX3nJvdavX486derw6mhzVCQT9efPn3HixAn069cPx44do8+zMoKEi7kWbkcV4dmzZ3j//j1OnTqF0NBQXs6cYcOGwdraGosWLRIpC/il97Iy843U1FT07NkTAoGALhIL/5anT5+GsbExOnXqRJMhCiOcrLP0NV64cAFjx46FkpISfHx8MHToUAgEAp47uPC7NWbMGFhaWmLRokXYs2cPgoKC8Pr1a+Tm5iInJ4fOQ8UtXH6NLxlchPv27OxsODs7w8HBAS1btsSRI0dExt1169Zh/PjxCA0NpddSWFiIJUuWwNfXF/r6+hg+fDhdFFizZg3s7e3Rv39/2teIS3rJERoailatWmHatGkICgqCqqoq2rdvT4V3bm4uFi9ejFmzZmHJkiX0+iozh/v3339ha2vL+22+JLzV1NQgIyMDDw8PdOrUSaRePKPmwES3BHn27BkVVsLExcWhVatWYhuC8GRo9erV1JVx//79aNasGZYvX465c+eiSZMmItZKoKSDqC5XL+7eKrvqXJ5zVIfwXrp0Kbp3787zNEhISEBISAh0dXWxfv16sceVFgj//vsvtLW1aYIqALwFlJiYGPTu3Ru9e/fG6NGjy7REfAuc+xQ3qUhISMDMmTMxa9YsXvz5/PnzqWXjxIkT2L59OzQ1NalIr0g85+XLl9GjRw/4+voiPz8fHz58QEFBQaWyuVbGzZUTfA4ODpgzZw7PrTIiIgJGRkbIysqi23JycuDr6wsFBQWsWLGCTri483Xr1g39+vX74qD6NS8O7rd9+PAhevfuzbNc+Pv7o0WLFjh+/DidcJ06darMUjDCSe7CwsJoWItw/enSzyU9PR3jx49HgwYN4ObmhgcPHiApKQm///47jhw5AktLS7i7u/Mmm6mpqRg8eDBCQkJw7NixCic5NDY2xqpVq1BUVIQBAwbA3d2d9yy538HX1xc2NjYi5/kS+/fvh66uLjIyMnh5A7iyZtyCJufizT0PLgeA8LXKy8ujW7duX/ydY2NjIRAI8NtvvyEiIoK2ibi4OGhra0NZWRm6urpwd3dHSkoK8vPzaY1YOzs7mrG7tGAW/q3S0tLQtWtXnrspUOLBMG7cOCxdupRmNhYWM0VFRUhISIBAIMCwYcOo5SQ/Px/+/v40i296ejq6d+9Os/NKwjW0dBgK1wbevXuHli1bQiAQ8OKXc3Nz4e3tjcDAwCqJQVy+fDmUlJTowvcff/wBgUAAc3NzXrb+xMREnDx5klcLXNxi9te8OICSfqR0rO3r168xevRomJiYwN3dHRYWFjA0NES7du1ga2sLGRkZCAQCqKmpoV27dmWK04q4tnPnunv3Llq0aIGePXti5syZ0NfXh6OjI13gzM/Pp7WzS5coq6gLdWFhIV3or6zg5igdGlVRuOoGLVu25C2u5efnU+G9ZMkSEYu3JIS3uHO8ffsWffr0wf/+9z+6MCb8W8bExIi1YgovqAwePBjdunXD6NGjkZ6eznNdf/fuHfr37w9XV1cIBAIRDzHOw4urp+7g4AA1NTUIBAKYmJhASUkJampq0NLSgrq6Oi/c7lsQZ3DhPKmAkhh54bGeGxdLL0iXjq8vKCjAlClToKioiBUrVuDUqVOoX78+fH19qVfe6tWr4ejoiI4dO9KQNHHExsZCRUWFF0t/8OBB6hknPKcTprLhMOfOnYOXlxfc3d15XnVlCe8DBw5AT08P1tbWEm9nDMnCRHcFEfcyP3v2DMbGxli0aBFvYg+UZEoNCQn54vFASYmI1NRUXsKnxMREKCsrQ0ZGRsTtq7pdvQDJrDqX5xzfU3hnZWVh8uTJkJWVhbu7O++zhIQEjBkzBgYGBiKu5gA/IQpQYgnT1NTkhRN8rTOszCrp+fPneTHmiYmJaNiwIVxdXaGnpwddXV3Y2dnR/SMiItC6dWuoqamhZcuWtJRURYQuUDJoP3r0CEVFRVi5ciWcnZ0rlc2VoyJursLJ8RwdHaGoqMi79nXr1kFPT49aDbiV8tu3b0NWVhba2to0M2xRURGeP3+O+vXri2QMFUdZXhzcdd69exdNmzbFyJEjeRN9oGSCoaSkhA0bNmDlypUQCARira1cJlPhBb3x48fD3NwcM2fOpBMK4eebkpKCYcOGwdDQELt27aJeB8I12ffu3UuFd2k3++LiYmrx+lqZtLKSHF68eBGfP3+Gm5ubWNdtoMR1vH379mJ/67I4ffo0pKSkaGZo7pkmJSVBTU2NWtqE76WwsBABAQE0j8K6desQHx+P9+/fi1QvKM3nz58xa9Ys6OjowMTEBOvXr8ebN29ga2uL0NBQXL16Fdu2bYOjoyNUVFTowsmhQ4cwZcoUzJs3D7///jvS0tLoe/Hq1SvExMTwvmfXrl2oW7cuYmNjv3g94ibx0dHRqFevHkaOHEm/v6CgAF26dEHdunVpCbPyJLMrTx/6tXwL//zzD+Tl5dGrVy8cOHAA0dHR8PDwqLKkaSkpKRg+fDgd6/bv3w9ZWVksWbIEpqamsLS0FOuhVVbpp695cZTVdwsLeX9/fxo7zW3PzMxEcHAw5s+fj6dPn/Ks7JJwbQdKhJS1tTXNSg8AVlZWkJKSQtu2bXnCe+3atbz+l0MS5UNrElx1A2VlZfTs2ZPX3xUUFCA4OBiampp0HCgvX2sr3O/+/Plz7Nu3D+vXr6f9VnZ2NgICAiAjI0Pb/JfmBMJjSosWLdC1a1fMmzcPqqqq8PPzo1nshXny5Am9Lu7cDx48QM+ePakHWlpaGsaOHQtLS0t06NAB9+7dQ2xsLE6dOoW4uLiv9kdfQ9jgQgihBpcJEyZAV1cXa9eu5blZc1460dHRSElJga+vL82Lw93f/fv3YWBgQPNgXLlyBdLS0rzSmUBJuN+wYcPoO9u7d2+afIzj1q1baN68uYi43rdvHxo1agQXFxeeIJdkvxUbG4vu3bvD3d2denyV9R1cjHdFQy0Y3w8muiuA8MCSmprKS3yyaNEi1KtXD7t27aIT+IyMDFhYWCAiIkLk+Pnz52Pjxo28Cff58+ehqalJV+Dv3LmDHj16YNeuXSJxJjXB1QuQzKpzec5R2Vjyso7n7l/4OSQnJ2PevHmQkpLiZcEGSlw8Bw4cSEvvcJTO7A2UJCERFt1cLCdQIsjLqtFeUeLj4+Hs7Ax3d3dERUVR1yug5BmfOXMG+vr6aNeuHT3m3r17uHv3rkhJu8rEc1bk/SwrmytHRRZeuHjMq1evws/Pj2d5S01NRbNmzTB48GDeMRcuXED37t0xe/ZskYnkt7zrZU0qMjIyYG9vz8uODYDnqterVy8YGRlBU1OzTPF36dIl9OrVCzY2NrwFtHHjxsHCwgJhYWE8t2HOK2bUqFFivQ448vPzsW/fPlhaWsLLy0vEvbKySQ45pk2bBoFAgIEDB2LixIm0TXXp0gWOjo5o1KgRPD090bNnT0ycOJGXY0AcXPk6Dw8P3nWlpqZCV1eXN3nhyM3NxYgRI+Dk5ARfX1/IyMiIlK4Sh7D79uzZs/HLL7/A0dERYWFh6NKlC8/T4PHjx3B2doadnR21mBUXF+PKlSvQ0NBAQkICiouLkZubi549e6JZs2YYOHAgLly4QK3n3bt3py7vwm2idCIm7jkIb9u3bx8EAgFPeAMlfdOff/75TS6RZbXB8pYVKyoqwj///ANDQ0O0atUKVlZWCAgIkFjSNHEcOXIEb968QVxcHLS0tOjkmqsvr66uzlsErKwXByC+b+S2TZ48GQMGDOC5CGdmZsLNzY2GwRQVFdHFe0m4tgMlv11oaCg+fvyIwsJC2NnZwdPTEw8ePICOjg6cnZ151say7kNSJby+N1+qbjB79mxYWFiI5DLJz8/HkiVLKvRefm2+cfv2bSgpKcHLyws6OjpwdHSkJfI4V/PmzZuLhIKI+03evn0LS0tLXhJWCwsLCAQCWFpa4saNG2W+k8XFxSJlZbl93759i5CQEFhZWfHGCElR2uAyd+5ctGjRAhcuXBD7zLkQLF1dXRgbG4ssLMXFxcHExARASb/XuHFjGg6YmZnJq/7D3WNKSgrWr18vcq67d+9CR0cHmzdvFpkn29jYwNraGl27dqWu65KAu4asrCzMnz8fBgYGsLa25i3EfqlvYdbtmg0T3d+I8As9e/ZsWFpa0myyXDzQ+PHjIS0tjX79+mH06NFwc3Ojsa2lkwD5+/ujQYMG1LoIlExotbW1MXXqVCQkJMDb2xt9+vSh3811RDXJ1et7UtlY8tLHHz9+nB7/6dMn3oD76tUrhIWFQUZGhi6acCQnJ4tYI8S5VL59+xbNmjXDoEGDeMdnZ2fD398fixYtqtBzEKb0uxEfHw8vLy907twZdnZ2PEtoQUEBzp8/D11dXTpB/BIVnWBVNpurpK7na5a3EydOQFZWliaoiYuLg7e3N88CK660SnlZtGgRdHV1eV4cz58/h46ODrVel9UOHz16RBf1hBdrhLl+/Tr69u0LS0tLnvCeMGEC1NTUqBvvt3rFFBQUYP/+/dDX14erq6vIhFUSFq+srCycOHECenp66N27N8LDwzFz5kyMGzeOZifnxLDwZOlLHDhwAN7e3jA3N8dff/2F6OhoeHl5wcLC4osTZxUVFfzvf//jJfD72m/9+fNnOuFKT09Hr169qNslJ5a5c+zfvx86Ojq0LXDbhWvMFxUV4fXr1zh79ixMTU1hY2MDd3d3PHjwAHPnzoWdnZ1I+bfS17lo0SK4u7vD398fu3btoiKfE96jRo2iSYSE+RZRUbpCgq+vL5o1a8bb52thKDk5OUhOTuZZ+SWRy0KY0r/f+vXr4e7uThdE/v77bwwfPhzDhg2j91/ZUpUrVqz46sJcVFQUGjVqhGnTpuHYsWM4c+YMPD09YW5uznsGlXVtF/f+ctbJ0NBQuLq60n6QiyVu06aNyCKbOH404S38LFavXo3BgwcjKCgIe/bsAVB2dQNhKiu8hecr3EIgl7QyNTUV8vLy6Nu3LxVe79+/h5+fHxo2bMjLds9dL+f9UFxcjNu3b2Py5Mm0H7GxsYGfnx8SExOhqqoKb29vXLlyRWzf/LWyshkZGZgwYQIMDAxEsvxLAm4hMSUlBba2tnQcS05OxpkzZxAUFITZs2fT/Xfv3o3du3eLXSxMTEyEpqYmpk+fjiZNmvDy71y+fBlubm48TzXu/efOsW7dOp5X6rBhw9CkSRPExMTQZ/fu3Tv07NkTS5cuhaamZpmVa74VYWOHqqoq+vfvDy8vLzRr1gwODg4i1QkYPx5MdFeQWbNmQUFBAXv27EF6ejqMjY2hp6dHy9ds2rQJv/zyC7y8vBAcHCyyis+5gAYEBEBLSwv169en5RsyMzMxefJkaGhoQEVFBdbW1vT40g2ttrl6lZfKxpJzx5uZmdHjly9fTmN1hC2fr169wqxZs9CkSROsXLlS5FzlKWF18OBByMrKokuXLti9ezf2798v4lJZWT5//oyFCxdSkfbgwQN4e3tDIBCIDKZ5eXliLa1lUdEJVlW9n+W5nvJa3oCSwVhXVxfq6upQVVX9Ypv7Fl6/fo3OnTuL1C5NTEyEhoYGLbEizI0bN8RaZDl27Ngh4n587do1mpmcy44NlEwuCwsLv1lIcPecn5+PPXv2lBlOUNmJd1FREXJycmBhYSHymxQXF6Nr165fXeEX91lMTAyGDBmCRo0awcLCAl5eXmVaUvPy8nDjxg0IBALY2trCxcUFO3bsKNNyIC65FhfX+OHDBwwePBiysrIICwvjuao+evQILVu2pH2V8HWkpaWhbdu2mDNnDu0zsrKycPDgQfj4+EBLSwt9+/aFQCAQie0Wvr4VK1agSZMmmDdvHrXETJs2jVq+OVfzfv36iU3E9C1wFRL69OkDKSkp6OnpiSSDK29ZsdL38a1s3ry5THEvDLcQxWVe7tixI28yX9lSk+Hh4WjatCm2bNkiEgNcmqVLl6JVq1aoV68eLC0t4e3tTd9RSbi2C7utZ2dn895FLnu1sICaOHEiDh48+E05Xn4U4S38vk2ZMgVNmjRBt27d4OPjQ3MylLe6wbdSXFws1uPp0qVLtMJAQUEBbG1t0aFDB/recIaAtLQ0Wk7wS4n9Pn/+TMXkuHHjaB4JoMRristhkJGRUa6ysoGBgWjatCmGDh2Kt2/fIi0tDaNHj67SrNi5ublwcHDA8OHDcfz4cXTv3h3t2rWDh4cH6tevTxcoAH4W/tJzqOHDh6Nhw4YYNWoU3fb582f4+fmhU6dO9DlywpxLqPbhwwdMnDgR2tramDJlCj22V69ekJWVxZgxY7BgwQK4uLjA0dERAGBrays2C3xFyczMhL29PYKDg2kbjomJga+vLxwdHXlhZkx4/3gw0f2NFBcXIy0tDXZ2dti9ezeAkgYhIyMjklir9MSC6xh27tyJxo0bIzY2Frm5uUhNTcW4ceNQt25dbNmyBUCJxfXJkyc4f/48LxZMHD/KwCdpKhtLfu3aNXr8pEmToKioiKVLlyIyMhKKiorw9PSkq92vXr3CnDlzIBAIeELpW4TdtWvXYGpqitatW8PIyAj+/v6VdqkU7nRjY2Ph5uaGkJAQOogkJibC19cXxsbGvARqQMlAMnTo0DItqKWp6HtWVe/nl85bkQRwWVlZePDgAW7cuCGxckUAqFUtKSmJVhPIysqCmZkZvLy8RBKeRUREoEuXLmJFUVJSEuzs7ODm5iYSZ3blyhW0atUKRkZGIuVmbty48c1CorwD+rdmaxeHh4cH3NzceN+5ceNGaGlp0Unll2otl3XNr169Qnp6uoglVdy5uBJmHh4ecHBwwN9//12m8BZngeQmvJmZmfjll1/Qrl07mggwNzcXmzZtgpycHC/xHQCajf63335D69atsWzZMl4cI1CS42DChAlo0KBBmRb/a9euITg4mBe3zpX+mTJlChXeUVFRsLe3l8iibFxcHBQUFKg7c0XCUCrL1atXaVm4r4mkV69eQVNTE/Ly8tDW1oahoaHYWPbKLBYOGDAAenp6iIyMFGvxFj7+8ePHuHHjBp49e0afUXh4uMRc2+/cuQNHR0cYGBggKCiIF8rk6OgIe3t73LlzBytXrqRVHL4VSZQPrUqE+5179+5h6NChPHdtrroBF2NfVnWDyvD582eMGjUKRkZGdL5y+fJluLi4ICMjA1ZWVujQoQNto3fu3MGUKVNESiIWFxeL7Xs4Uc7RuXNnTJ48mb5rU6ZMoVnyxQn2r5WV5Wo+S2IRgkNcO8rLy8OcOXNgY2ODevXqYfz48TQ2Ozg4GL/++isePXrEG5eXLl2KwMBA+Pv7448//sC7d++oh6iuri7mzJmD+fPnw93dndfeuTAXV1dX6Ovr0/C/Fy9eYO7cudDX1+eVc501axZ8fX1hZmaG7t2707mhq6srzzuqsmRlZUFPTw/h4eG87TExMVBUVISdnV2ZJUsZNR8muitAcnIydHR0kJOTgxMnTvBiRrKysrB27VqRCbNw571q1SrY2NjwxE5xcUnN3AYNGnw1y7k4flbhXZFYcuE4N64Wb9u2bWkG4IMHD6Jx48aQkZGBtbU1tRC8ePECW7ZsoR1+RYRdbm4uXr9+jZcvX0rMpTInJ4cmEzl79ix69OiBfv360VXrJ0+eUPfamTNn4vTp01i1ahUEAoFIXfGvUVOFN+fmCpTEOVc007kwlY0tFW7znz9/Rp8+faCpqUnfs1u3bqFJkybw8fHBiRMncO3aNURERKBBgwZ0UBU36Tt06BD8/Pzg4eEh4uHRsWNH6Onpic1EXZVeMWX9vtHR0Twvi7JiKg8dOgQTExNYW1tj3LhxNFEUF8sufNy5c+ewb98+nDp16psWrUq7AwMlE9+DBw/ixYsXNPb9zZs36NChAxwcHLBz505eH/0tJdJ++eUXNG/eHAYGBggICICRkRGioqKQnZ1NPUwSEhJgYmJCxcqECROgoaGBZcuWiZTwAv6zgBYXF/PKwu3btw9t27ZFq1ateMmNPn/+jPHjx8PGxgbTpk0TcVGVhPDmKiRUxxjEXX90dDQaNGiA33777avCIDU1FcuWLcPGjRu/GMv+rfcj3Of369cPJiYmiIyMFGvxLkvMHT58uFKu7RcvXqTb3r59C3V1dYwaNQrTpk2Dp6cnbG1tqbHg3r170NDQgKKiIlq2bPnVpIFfQhLlQyVN6bKee/fuhYqKCrS0tGi+HO5Zbd++HQ0aNKBW/tLVDSqCuAXxESNG0MogT58+haysLJo0aQJ/f3/ee7J48WI4ODjwQknKU6WmuLgYBQUFsLGxgaenJ65cuYK1a9dCVlYWDx8+RFZWFt69e1fhsrKS8p4UfjZ//PEHpk6dit9//x1ZWVkoKipCSkqKSG4BJycnWFlZoVmzZvR3mjt3LmRkZDBmzBi4uLjAxMQE/v7+SE1NRUJCAqZNm4ZWrVrBx8cHw4YNE9ver127Bh8fH+jq6tK5YXJyMmbPng09PT1MmjSJ7puVlUX7l/z8fEybNg0tW7aU2LteVFSEjIwMeHh4YPLkySgsLOQ98759+6JFixZwcXEps5oJo2bDRPdXKGtwtLW1RefOnSEjI4NNmzbR7YmJiXBwcPjiSlRkZCQaNGhALVzchPHs2bMQCARo1KgRLTtWkTi7n014fwtDhgzBkCFDaH1WoGTCylmkjhw5Ajk5OaxZswYXLlxAgwYN4O3tLRLjlpiYKBFhJ4lB7PPnzzAwMKDllY4dO4Z58+bx9nn8+DF8fX1Rp04dGBgYYNCgQTQ+6FtX88UJXXFxpmUdVxXC29LSEkFBQdDU1ERwcDDdVh2Wt9Lf8fbtWxpH361bN5iZmVHh/eDBAxgaGkJbWxtKSkrQ19enk2LhmMK0tDSeCDt16hS8vLzQoUMHavHOyMhA//79ea7RpanKPqK0xSs/Px/Lli3jWZEA8e98bm4uDh06BH9/f5ibm2Pw4MHUKie8/6RJk6CjowMNDQ3Y2dmhY8eOYmupl4dx48ZBTk4O8vLyUFVVRc+ePWm87Js3b+Dp6QlnZ2dq5fnW5FqZmZkYNmwYZGVlMXbsWDqJjImJgZycHFxdXdGgQQNaP5xDWHiXVc7mypUrvISN79+/xy+//IImTZpg2rRpvGeRn5+PiRMnQktLCxs2bBB5ppLke45BQ4cOxfHjx+m9chbL8ghvYb40xpb3foTbW1RUFBYuXIj69etDVVUVmzdvFilrVBaSSlD4+vVrrFq1Cr/99hu9ttjYWPTt2xdWVlY0BCU3NxdXrlzhxQZXtG+URPlQSbF79244ODjwRMuBAwfQsWNH1KtXj14b9+48f/4cGhoaIl4klR0nvrYgzmXBnjJlCt6/f48XL15g/fr1aNSoEc+D71vzcTx8+BAtWrSAmpoa5OXlqQdldZSVLY3wM502bRr+97//oX379pCSkkKPHj1486fMzExcu3YNHTp0oEnTLCwsoKenh3/++Qfdu3fnldvcsWMH3N3d0atXL7qIUXruVlrI7t69G9OnT6cl0TgvQU54GxgY8MYvoGTBpH///lBRUamQd4jwtQAQ8baZN28e9WoSvtZRo0Zh/Pjx31TRg1GzYKL7C5QusyNsJVizZg2UlZXRuXNnuo2r7+vu7v7FgfzVq1dwcHBAQEAAbeBASabEUaNGITQ0FDIyMjQ+/Fuo6a5e1c3KlSuhqqqKcePG8cTy8+fP8enTJ9jZ2WHWrFkASn7ztm3bQiAQYMCAASLnqkxm78qyceNGbN26lVdb08XFBWpqarz9ioqK6Hv87NkzuLi4wMvLi2ZnrugkS5zQ/VYXdUm+n5ybq7e3N7Uk1IRFqPT0dLi7u9OQhFOnTqFz584wMzOjsXGZmZl4+PAhbt68iefPn2PNmjW832XGjBkwMDCAtrY2XF1d6QTo3Llz8Pf3h46ODgYMGABHR0dYW1uLtegK872E98ePH7F3717MmDEDzZo141kMvuQSXjozN/f3okWLoKioSBcsZs6cCYFAAEdHR7pA8aV+V/i8x48fh66uLs6cOYO0tDRs3rwZPj4+cHFxoeVyUlNTYWlpieHDh1c4uVZGRgZ69uwpUmKOKwOnq6tLtwnH3E6YMAHa2tpYsGCBSPhB6YSNnGtpZmYm+vfvD2tra6xZs4YnvPPy8rBmzZoqyQxemu/V7vT19aGhoYFz585VWnh/iW+5n+nTp6NZs2bYtm0bNm3aBA8PD6ioqHyT8K6sR0pWVhb69u2Lli1bomvXrrzPYmNj0adPH9jY2Ij1qKsskigfKgkyMzPpsxIWZWfOnIGbmxt0dHR4NdTfv38PDQ2NSln7xfG1BfG8vDysW7cO9evXR+vWraGvr4/WrVvT6yguLq5U3xMXF4cZM2bAxcUFnz59QnFxcbWUlRX3Hbdv30bHjh2pq/+VK1dgYmKCbt260YXk3bt3o1u3bmjbti2dDxcUFMDY2Bjq6urQ19cXEb2bNm2Cjo6O2LCk0mPN2LFjoaWlhbCwMPTu3RuamprQ1dWlrubJycmYM2cOmjdvjo0bN9LjCgoKcPHiRZ7xpqLP4v79++jSpQsCAwMxffp0+vmvv/6Khg0bYt68efjjjz+wYsWKCoeAMGoOTHSXg+nTp6Ndu3ZQU1NDeHg4Xr9+jYyMDIwcORJaWlrw8vLCkCFD4ODgACMjo3K5PG7evBkuLi7w8PDA1atXcfXqVfj4+KBHjx549OgRFBUVK9zZ1URXr5rE5s2boaKigtDQUF7in0ePHkFTU5O6Z6ampiIwMBDXrl0r87esDmG3a9cuCAQC6k3BXVtWVhbGjx8v9hiug4+Pj+dNNiqDOKFb3uOq4v3k3FzL+q7qEN75+fmwtbVFp06d6LYzZ85Q4c0JSA7O22XIkCEAgK1bt6Jp06bYsGEDtm/fDkdHR2hqalJreFxcHObOnQsPDw/8+uuvvHi1L1HVwlvY4nXo0CGsXLnyi8K79N+lJ0dPnz6Fj48PTUh39OhRNG7cGL/99hvatGkDFxcXavH+2r1v2LAB06ZN4yXlAUq8XBwdHTFlyhTapj58+ICioqJKWSCFxS93bVu2bEGfPn3Qpk0b+Pr60s+FvRvGjBkDRUVF3sTuawkbMzIy0LdvX9ja2ooI79LXVZVU5fslLBRcXV2hrq6Os2fPfjfhLe735zIvc7HcwgQEBKBFixblSq4m7vvK+/yE28z+/fvRvn17KCoq4vz587z9rl27hi5dusDMzAwpKSkSXxyWRPlQSREbGwuBQMAroxUTEwM/Pz8oKChgzZo12LhxI/z9/WFgYCCRtlHeBXHh556QkIDo6GjExMTQagjcgmNl+p6aUlZ27969vGe7evVq+Pj4wNvbm9cm/v33X5iYmKB79+64fv06ioqKMGfOHLRv3x5FRUW8/szV1RUCgQCbN28WSSDYvHlzsUlvhblz5w5UVVV5icliYmJgZ2cHfX19mlfj2bNn+P333yXabwobQmRkZBAQEIAuXbqgVatW6NChA91vxowZsLGxgaqqKvT09HhVjhg/Jkx0i0G4A4qMjISCggI2btyI0aNHQ0VFBcOGDUNycjIyMzOxb98++Pv7Y/DgwQgLC/tqvVPhjuvvv/+m2TNbt24NS0tLGtOhq6uLI0eOVPgeapKrV02g9ICxYcMGKCsrIzQ0lK6gZmVlQV1dHf7+/jh9+jTat2/PK5VUE4R3Tk4OvLy8oKenxwthKH1t4q61KlxKxQnd8vA938/v+fsUFxfT58wJ4Li4OKioqPCsKGfPnkX37t3Rpk0bXlKfzMxMbNu2DcrKyhg0aBBWrlwpkgAvICAAGhoavFrSwr93ed2sq9IrRjhJIVASi7xy5Uo0bdr0i8L7S+zcuRMvX77ElStXoKqqShNXjhs3jlqNyyOy2rVrB4FAAA8PD5H9Q0ND0bp1a5GcDEVFRZWyQIr7PD8/H9HR0WjdujV8fHx4n3GWFm5RsDwJG4UTa/Xr1w8ODg5YtGjRdxHZ4qhoGMqX6NixI5YuXcpzx3R0dCxTeJcnuVp5+dpiYXp6OvT09GgSQ+EFFGNjYxgZGWHFihXlKsdV+vsqkqDw5MmTcHd3h5eXl4jwvnr1aq20mJUe59+9e4eIiAi0aNGCtyB9+vRpuLm5QVpaGj4+PtiwYQNt85VpL5VZEP8SFe17akJZ2VmzZqFfv36869yxYwfk5OSgqKgoYgS4ePEiLCws4OTkRK3V+fn5KCoqwtmzZ2k8PgBYW1ujVatWOHv2LN327t076Onp4a+//vridV28eBENGzbkPc+CggJER0ejUaNGsLS0pP0WhyT70pSUFFy6dImOh1lZWYiJiYGSkhLat29P93v58iVSUlLomPAjlvll/AcT3V/gxo0bGDNmDLUqASUJN/T09DB06FCR8ihASQdYVsMsKzFHXFwcnjx5QrdPmDABenp6tJFVlJri6lWTEM7yuXHjRqioqGDs2LH0tzx69Chat24NPT09ODs71wjLYWkSExPRsWNHuLq68gaWH60j/p7vZ1X9PsLPXDipkTApKSno3Lkzr/YnUOJq7u/vL5LlPisrC9u2bYOmpiYEAgEVl8KTeF1dXZqM60sW4q9RFV4HXP/38uVLvHr1ilphCwsLsWLFChHhXbq//Fpbmz17Nvr06UOfx+rVq9G9e3eMHDlS5FxlPY/u3bujQYMGiI6O5j3XPXv2wNTUVGwSM6Bi75Hw84iOjsbBgwepgM7KykJ0dDS0tbXh6+uL3Nxc/Pnnn9DX16cW7m9J2CjsWurj44OhQ4dWa79Q0TCUsti3bx8V0cK/UVnCu2HDhhgwYIDEyjKKKzUpjKOjI89SlZ+fj+LiYnTp0gUtWrRAv379vun+v/a+ce9WQkICxo4dixEjRmDatGn0vThx4gTN/VC6n6nNrFy5korM9PR06mkjLHxjYmIQEBAAKysrmsuhPGXnyqIyC+LloaaV7Swvnz59ovOo2NhY2n6PHTsGFRUVDBw4UOR+zp49CxMTE16+pEuXLkFaWhqTJ0/mhV6am5tDUVERoaGh2LRpEzp27AgDAwNemxfX5t69ewdzc3MsWrSIt++nT59gbm6Ohg0bokePHmUeXxkyMzNhZGQEGRkZTJgwgW4vKChATEwMlJWVef0Io/bARHcZXLx4EQ0aNICMjAytn83xxx9/QE9PD8HBwTTzI8DvwLZs2YKwsDAMHDgQV69epWVhvvadwcHBaNasmcRWoWuSq1d1IPyb7Nu3D1ZWVti8eTPdtnHjRigrK2PMmDHUbTEnJwcJCQnfnF38ewrvpKQk+Pr6/vDC+3u+n1VheQNKJmrcJIBzMe3Tpw8uXrxIJxh///036tSpI7Kqz3kJlP7dPn78iK1bt0JZWRkdO3ak27nJCxfPKwkk6XXAtbe7d+/CwsICJiYm0NDQQEhICO7du4e8vDxanki4DiqH8HPYsWMHZs2ahT179vDimgcNGgR9fX0AJW2za9euWLRoEf2cm9QKt/13797h3bt3vLhpNzc3KCoqYuvWrXj27Blev34NV1dXtG/f/ovt6FvaOXcNd+7cgY6ODgwMDGBmZgYVFRUaxpKTk4NDhw6hVatWUFVVRbNmzbB9+3YAJe9nRRM2cpmAgertFyoahiJM6euPiIhAUFAQL8OxOOEdFRUFZ2dniYqL2NhYuliYn5/PE2rXrl2DnJwc+vXrx7turj+oyO/xNY+Ue/fuQVZWFv7+/vDx8YG6ujp0dXVpHoEjR47Az88PDg4OImUGayM5OTmwtrZGy5YtaXm+9+/fU+EtLHJOnDiBTp06wdraWiTUpyJU9YJ4Tase8jWE573R0dHQ09NDREQEHcf27dsHNTU1DBkyhFq1gZJEllZWVnB3d+eFWS5evBgaGhqYNm0aT3g7ODhAIBCgZ8+ePI/T0knTPn36RKs+5OXlYciQIbC1teV5oaWlpaFLly44ceJElS1KZGVlYePGjWjTpg08PT15nxUWFuL06dOQkZGBm5tblXw/o/pgovsLrFmzBrKyshg0aJDI5Pyvv/5Cs2bNsHjxYpHjxo8fD0VFRYwYMQK+vr5QUVHBnDlzvrqKeuvWLcyaNUukVAKjYgh3mHv37sWYMWMgKysLIyMjnssuZ/EODQ0Vefbf2ulWlbATR20R3t8TSVnehCfPXM3Thw8fIi8vD7t27YK5uTns7OzQvn173LlzBxkZGQgKCsKAAQPw6dMn3nsl/G+uVjRQIrC3bt0KGRkZOonnBKWFhQVGjx5d4edQmsp6HQg/wydPnqBFixb47bffkJqainXr1qFevXq0r0xPT8fq1atRp04dnuVJ+BxTpkxB48aN4eDgACkpKQwYMIC64Z85cwb6+vrQ1taGubk59PX16SRLXF3tsLAwODk5QV5eHr179+YlxPHw8IBAIIC6ujp69eqF9u3b04WSL7X9b5nEJiYmQkVFBRMmTEBxcTEePXpEF3S5DO35+flITk7GX3/9Ra1u3D1UJGFjWe9XdVHRMBQOcaK7ZcuWGD9+PI2BBUqEd+nkahySeA7cOTIzM7FkyRIEBASgbdu22LhxI/WW2rNnD+Tl5WFiYkItqW3atBG7GFReyvJIycnJgZubG12AKyoqQmZmJhwdHdGmTRsaL7t//36aP6a2Ie55vn37Ft7e3lBRUaFi7v3791i1ahVatGhBSyoCJVZVV1dXmheisuNnVY/LP4rwvnr1Knr37k37rPfv36Nnz55wcHDAypUrecJbXV0dQUFBNIklUJKB3cfHB+3bt+c9x6VLl0JFRUVEeLdu3RqDBg2if5f2KAgLC4ODgwMMDAywZs0aACXt2M/PD5aWlggMDMTatWvh5OQER0fHryYk/RbEnePDhw/Yvn07mjdvLpKot6CgACdPnqTjA6P2wES3GIQbSHh4OJSVlTFjxgyR+I4TJ06INOwDBw5AXV2ddh7//PMPBAIB9uzZU67vLl06gFF5Jk2aBHl5eaxYsQLh4eHQ09ODjY0NLaMBlMTu16lTB6tWrar090napfJLlDXA14SJdk1FEpY3oGS1+v3797Tm6cCBA3H79m0AJSvq+/fvh5+fH5SUlBAYGAhXV1fY2dnh1atX9BzCv9PixYtpcq2lS5dSL5qtW7dCVlYWlpaW6NatG3r37o02bdpIzGWWoyJeB8LPj7ueuXPn8hLHOTo6wsvLi56/oKAAWVlZiIiIoElshJ/DrVu34OvrS0X2qVOn0LZtW/Tu3Rs3btxAcXExzpw5g/Hjx2PmzJk8q0ZpZs6ciebNm2P79u0IDw/HgAEDoKamxrOMBwQEQEpKCvv37+fVYP0a5YmJLygowMKFCzF8+HC6rV27dnB3d0dAQAAaNWpUpsVauM+o7oSANQVhD7DIyEgaHiQsvF1dXVGvXj2eF5qkmTx5Mlq0aIFFixZhxowZ0NLSwqBBg6jAe/bsGYKDgzF06FCMGjWKvqOV6ZfFubbn5eXB3Nycem9x35OTkwMtLS2MGjWKHl86C35tg2u7wqUaO3ToABUVFWrxTk9Px4IFC+Dl5cXrP8+fPy8yv6sM31N4f0us9vfqR8qqsPDx40cEBgbC1taWJ7yjo6NRr149LFy4EDdu3KChlQ8fPoSXl1e5hTc3BgjnVgFKFukUFRUxb948jBw5EnXq1MFvv/0GoGQcX7RoEdzd3WFtbY3OnTuXO6ywPHDX9Pr1a5w6dQqnTp2iHgAfP37E9u3boaSkhIEDB4o9nhlRahc/vegWtliJi88E/mvgM2fOFBtnLTzZ27p1K/z8/ACUWMNlZGSwdu1aACWN+8GDB6wRfQeKiopQXFyMhIQEaGpq0rqkQInl2cvLCyYmJvjzzz/p9gMHDkgsUYakhF15YBbvb6cylrcPHz4AEK156uvri2XLlokM1H/99RfGjRuHunXrQiAQUEumMJMmTUKLFi2wbt06hIeHQ1tbGx06dEBGRgY+ffqEbdu2QU9PD/Ly8oiLixObGft7c/r0aXh5eeH48eO87VOnTqWu42ZmZujQoQMV3OfOnaMLkAUFBTh48CDvPV29ejU6d+6Mjh078lzBT548CUNDQ/Tq1YuXl4FDXLt98+YNbGxseBlfuRIwWlpavLhLNzc3qKio4MyZM98U11memPjY2FiaFLNjx440Y+/NmzdRr149CAQCxMTEfNN3/SzCuzzhQeKEd3BwcJUlkNu9ezdat25N2/Hly5chEAigpaWFvn37fnEBpjIUFRVRj5RNmzbR7zE0NKTVDoD/FowGDhyIgICASn3nj8KmTZugqqpK82lwfUpqaiqcnJygra1N34/MzMxvDh2rCFW9IF7RfBxVXVb2axUWhIX3qlWr6Pt67tw5vHnzBv7+/hg6dCgtp1uW8F62bBnU1dUxevRo3kJ26XZ/584dLFy4EIcPH6bb9uzZgzp16mD06NG834Mb2wHJvBvC4UX6+vpo06YNjI2NoaenR/N6ZGRkYPv27VBTU+NllGfUTn560c0hLrZSuDFyDTwkJERskh1u34ULF8LLywuXLl2CjIwMdWMBSgT5+PHjf/o466okLi6OlnoASlYXNTU1aVyQ8Kpjy5YtYWlpid9//513DklN1irrUvktiBvgExMTqy1zcW1l5cqVcHFxoTV3y6p5CogmOLt79y4vmRH3+fXr16Gvr08tu//++y/q1atHsyADJZaDdevWoXPnzl/Npv+9OHv2LMzNzdG1a1eeaJw1axZ0dXXRrl07+Pr68uL6xowZg5EjRyI7OxtTp05F//79eX3uxo0bISsrCzU1NZ6rIVCS+MjExASenp5iJ4ulJ7MpKSmQl5eni54cz549g52dnUhokJeXFxo0aPDNMe3CMfGEELHHc27llpaWtD57UlIS/P390bdvXxw9erTc3/WzCO9vCQ9SVVXFuHHjRNzvq6KNnDx5kr47Bw8eRNOmTbF161b8+eefqF+/Pvr37y+R+GAOYQtsYWEhUlNToampSReM169fDwMDA5ESSUFBQQgMDERhYWGtW4At3dbv3LlD8yVwwpvbJyoqCgKBAI0bN6ZCB/g+i9Lfw+JdkXwcVZFAs6IVFhYsWEDdqQHg+PHj6Nu3L4KCgqiRKyEhQazwDgsLQ6dOnejzHDx4MO8+rly5AoFAgIYNG2LXrl286927dy/q1q2L0NBQkZxLknw3njx5AiUlJUyYMAFZWVm4desWBAIBVFVVaX+VkZGBzZs3Q15ennrLMWonTHSjJMmRvr6+SNZhgN+5CzfwslbBnj9/DjU1NQgEAp6Yy83Nha+vL4YMGVLrBsCawtu3b+kqKWddTklJga6uLs0cLZxd3tvbG4aGhvD09KwVsW7cAO/r64uAgADIyclVWTz5z0hFap6W3jZ79mxERUXx+oBr167BxMQEQEnJmcaNG2PdunUASrxjDh06hJycHOTm5pZZAeF7w13HlStX4OjoiO7du+PEiRMAShYInJyc0LBhQ96iEzep4OLU3r9/T/vRuLg4es49e/ZAUVERw4cPF5kIHjp0SKT8TGkWLlyImJgYfPr0Cf7+/hg5cqSIa23nzp1pnLxwX965c2deSZrycv36dZiZmeHgwYN4/PgxZs+ejaVLl/Lcoc+cOQOBQEAnVZs3b4abmxu1AJV3XPiZhDfw/cODhCkr63FKSgrevXvHW7wpKCiAtrY2WrZsiXnz5knk+8+fPw8HBwee0MjNzYWBgQF1n3/+/DlGjRoFY2Nj/Pbbbzhy5AgWLlwIaWlpWme5tnLmzBnath8+fEhLswnP5U6cOIFRo0Zh4sSJ1bJQWdUL4hXNxyHJBJqVrbBQWFgIa2trmiAzJiYGvr6+uHLlCj2OE97u7u487yWujX769Ak+Pj4ioUHr169H3bp1MXnyZJFnHh0dDYFAIPF+gyM/Px8zZ87EiBEj6LZ27drBzc0Nbm5uaNmyJc0j9PHjx0pXLGLUfJjoRskkz9DQkLoflZ7QCf/NWbO4hv7nn39i8uTJ2LVrF13lW7t2LVq1aoVhw4bhyZMniImJgbe3N4yMjEQS/jAkA7dKGhMTQ1dJOZej/fv3o06dOjzLVkFBAfr27Yu9e/dCQ0MDY8aMqZbrljRJSUlwcXGBsrKyyMouo3JUtOYpx7Nnz2BiYgJvb28cOHCAbj937hx0dHSwfft2NG3aFKtXr6afnTp1Cr169eIl+KsJfQc3sSksLMSSJUvQunVreHl50YnbmTNnoKOjA01NTfTt2xe9e/eGrKws9TgRnhjt378furq6WLduHb237du3Q0VFBSNHjixTBBcVFfEmikVFRXjx4gV0dHRoua3169ejadOmWLZsGfWA+fTpE+zs7BAWFkaPrawrYXFxMTIzMxEfH4/GjRvD1dUVMjIycHZ25nk7+fj4oG7duvDy8kKdOnXKneujNN8zYWN1UN3hQdw1cLx+/VrkPUxISEDr1q1pmMKLFy8waNAgbN++XWKLYvHx8XB2doanpyfPW6tt27a8WNZnz54hPDwcrVu3RqtWrWBmZkbfrZrQX0gK4ed6584dCAQCzJw5ky5cPXjwACYmJjA0NMTVq1cRHx+PLl26IDQ0lB5XncK7qhbEK+o9KYmynZWpsLBnzx4ai5+VlQUPDw+0bdsWAHgei9z+CQkJ8PX1hYmJCZ3ziTOCbd68GdevX6fvfkREBAQCAcLDw+k+3Gfiki5KktOnT9PFL19fX3h7eyMzMxPnz5+HQCBA06ZNmXX7J+KnE91lDUCmpqbo2bPnF48LDQ1FQEAATZYyefJkNG3aFHZ2dpCXl0efPn1w48YN5OfnY+PGjdDQ0ECzZs1gamoKf39/3kSVITmKioq+ukq6du1aCAQCdOrUCYMHD6ZZLAFg6NChtaomYnJyMi0Xw5Asla15eufOHbi7u8PT05MnJPz8/EQmBZx3TNeuXavdsi0M14feunULKioqGDBgAJycnCAtLQ1PT09alig1NRVjxoxBYGAgpkyZQrcL98HHjh1DXl4eunXrBmdnZ2zYsIEnvFVVVfHbb7/RREjCcG6jXHktoMR6rq6uzrMAL1y4EC1btoS7uzt69uwJR0dHGBoaSmyiJWy5mT59Oo1nT05Oxi+//AJ7e3usWLECQImVdN68eZg0aRJOnz4t8jy+he+ZsPF7UVPCg4Sf44wZM2Bubg4FBQXY29tj5cqV+PDhAx4+fIi2bdtiwoQJ2L9/P3x9feHp6UmPreh1lD4+Pj6eutbu3r0baWlpUFNTE9smgBKLGWf9LZ2r5kdG+D7mz5+P8PBw/O9//0ODBg0wefJk6iKcmJgIFxcXNGjQABoaGjA1Na0RCWpr6oK4JMIdK1JhwdraGra2tgD+W/TMzs6GhYUFL99Gae+uBw8eYOzYsWLHxOLiYuTl5aFp06YwNTXFrVu36PHh4eEQCARYvny52Huo6vwot27dgoWFBS0Vee/ePXh4eMDT05N6iTFqPz+d6OYoPSAePnwY5ubmX3QzXrlyJSwsLDBkyBAcPXoUXbt2pXGY+/fvh7OzMzp16kQFT35+Pq5fv46XL19+l8QdPxuHDx/mddZlrZJyXLhwAX369EGnTp0wZMgQOhD7+vry3H8YjC9REfdeznIHlAy+7du3h6enJ/bu3QsAuH//PmxtbaGmpoYtW7Zg2bJl9H2WZCZVSZGRkQErKyuMHj2a3tfp06dhaWkJLy8vnD9/Xuxxws9h9uzZEAgEePv2LVJTU9G9e3c4ODjwhPcff/yBOnXq8BYjhJk2bRqkpaWp8H737h20tLSQmJjIm2hHR0dj+vTp6NmzJyZPnkz7jYr0x+ImkMnJyejfvz/s7Ox4VqPXr19jwIABsLW15Vm8hbPsVkYUfc+EjVVNTQwPmjt3Llq2bIkDBw4gOzsb9vb20NHRoe1+2bJl0NfXh5aWFhwdHek7V1mh+/nzZyxcuJB6MXDJpDw9PREREUHrHf/+++/466+/sHPnTmzYsIHWG64tQlscc+fORbNmzXD06FHs378fc+fOhUAgwMSJE3nhLCdOnMC5c+dqRNJJjtq8IP4t4+LChQtRp04dXogI9zt9abGq9BhYel/uvc/IyICuri4sLS1x8+ZNnsW7Xr16mDVrVvlvTEIcOnQIAoGAJoiLjIyEn58fTd5Wm9ss4z9+GtEt/EKvWrUKxsbGWLFiBV0dffXqFXR1dWm8ZlkNYPPmzbC0tESvXr3g6+vLy7B76NAhODs7o0uXLtSqI0xNmjT/6AivknLPtTyrpMID74cPHzBx4kS0aNGiTKsBgyGOb5lgCPclXAK2uLg4tG/fHh06dKDva1JSEgIDA9G2bVu4uLjg119/rZQ4rEqysrKgr69PY885Tp8+jcaNG8PHx4eXHKx0f3rjxg1MnjyZWnsB8IT3xo0b6THHjh0TmVwJ96WTJk1C3bp1sXnzZsTHx8PY2JiXhbYsKvNMP3/+jEWLFtEJ1KNHj2BnZwdpaWnMmTOHt++bN28wZMgQmJiYYNmyZQAkO8H6ngkbq4qaEh4kPF68ffsWjo6ONH701KlTaNy4Ma/OO1DiXpuUlCR2jKnIdwMlGaDd3NwQEhIiksVZT08P0tLSMDMzg5mZGczNzWFgYABNTc1abzHLy8uDi4sLZsyYwdseGRkJgUCA6dOn8zJZczDvwu9DecfFxMRE+Pv7w8PDgxciUjr56NcQtw/X/jIzM9G6dWsR4T137lw4ODh8d5GblZUFW1tbNGvWDN26dUOdOnWwb9++73oNjOrnpxDdwhOS6OhoJCUlYcCAAXB0dISCggKWLVuG58+fY/fu3VBSUhIbQyjcGezcuROtW7eGgoKCSCzGoUOH0L59ezg5OVVJOQZGxVdJgf9+x2fPnmHq1KnQ1NTkJTtiMMpLeSYYwv3Grl270KtXLxp/yAlvDw8PnnX07du3vONqiuAWdntNS0uDpaUl5s6dC4Afo92tWzc0bdoUXbp0EVsb+PDhw1BUVISamhp9btzxqampCAgIgLOzs4gbINe2xU3MJk6cCGlpaUyePBkaGhowNjZGQEAAAgMD4evrC3d3d2zdulUi9w/8J4rGjBlDRVFiYiJ8fHxgY2ND3aE5Xr9+jX79+kk0q3VtoaaEB5VeFC8oKICJiQk+fvyIY8eO8RIc5uTkYOPGjby4anHn+FZycnLQu3dvACXVAXr06IF+/frRPuPJkyfw8fGBh4cHL6yisLAQubm5lfrumk5RURGys7NhYmJCLZUFBQW0X+jbty/q16+PmTNn1vqa5DWZ8grvymR279atGyIjI8v8vLTwtrKy4rmal/5/ZSirzYs796NHjzBu3DiMGjWKLpAxC/fPRa0W3ampqTh06BCsrKyQkpKCkJAQ/O9//6MxLGlpaZg/fz6t0erl5QUNDQ268lZYWIijR49Sa/ikSZMwbdo0ACW1dw0MDDBw4ECRjmX37t0YOXIks2xXEZJYJc3Pz0dCQoLYVXEGo7x8qeap8Pv477//onv37mjRogVGjx5NFwI54e3l5SV21bsmDMjcpLZ0XOSiRYtQt25dkRrTI0aMwOTJk2nsWmkuXbqEX375BfXq1eO1X2Hh7ebmhuHDh4vcv/AznTBhAoyNjek2rm56u3btMG3aNMycORNhYWEIDQ3F9OnTJbJ48TVR9PjxYxp/y7n6cnAJgxgl1KTwIOH3bMCAAejRowcAwNzcHJ6enpCVlcWmTZvoPklJSXB2dpa4perz588wMDCAjY0NgBIvj9KZ0Lkszh06dOCVFawJfYUkKWv+FBoaCkVFRWoc4fqniRMnws3NDQKBAJMmTfrhvT9+ZKpSeOfm5mLEiBGoU6cOoqKiytxPWHi3adMGGhoaPIOaJNoL9+49ffoUe/bswZIlS/Dw4UN8+vTpi98hnFC5trVbxpeptaLb0NAQ48aNQ1paGuTl5aGmpgZZWVla+1X4RX/16hVOnToFV1dXNG3aFGZmZgBKEpKYmJhAU1MTQUFBaNSoEc8qunnzZtqxcMnVSsOEd9VQ1fUvGYzy8rWap2PGjEG7du0QGBgICwsLKCgoICgoiFpj4uLi4OHhAUtLyzJjoasL4eQ1PXv2xMCBA7FkyRK6ffDgwahfvz4iIiKwe/durFmzBs2bN6fhGmX1f3FxcejVqxc0NDSwf/9+up2bjKSnp9NjxZVJCwkJgUAgQKNGjXiTunnz5qFu3bplZgWvrPD+FlHk6enJW1Rg/EdNCg8SHjPu378PS0tLaoXas2cP1NXV4eXlRffJzs6Gj48P3NzcJOK2vHHjRmzdupWeKycnBy4uLlBTU+PtV1RURJ/D48eP4eTkBGdnZ+ppUZsovWB55MgRGq6SkpJC+0tORH3+/Bn+/v64fPky/vzzT9SrVw+jRo0Sqb/M+H6Ut8JCReZyWVlZmDx5MqSkpHjlw0rD9RcfP35Ejx49JBpmwF3fnTt3oKioCG9vb+jq6sLe3h5BQUHIzs6W2Hcxag+1UnTPnz8fxsbGtD7ghAkTaAzUs2fPaIdeugFmZ2fj1KlTMDExoY0/LS0NzZo1Q8OGDWl5GuG6g5s3b4aFhQWCgoKooGd8H5jwZtQUyqp5evjwYcjLy/OsvjNmzICVlRWGDx9OrTFXr17F6NGja9QinXAoRuPGjdGjRw+4ubnBzMyMl1F91qxZ1JKgpaVFJ0HC9xIbG4sLFy7g2rVrvG39+/eHgYEBr4SacL9cWngDJYJbXl4e//77L/T09HD8+HHedU+ZMgUNGjTAmjVrJNIXVFYUibPa/szU1PCgyMhIdOrUCQMHDqTfk5aWhtmzZ0NeXh5ubm40+72RkZFEqpHs2rULAoGALjRw58rKysL48ePFHsNd26NHj8r0JqktTJgwAXp6etDR0YGtrS0sLCyQlZWFf/75B35+fmjQoAEcHR2hp6cHXV1d6k0SGRmJpk2b/vDJBX90ylthobxzOeFFt5s3b6JPnz6QkpL6osdJ6YVWSQrv1NRUGBgYYOLEifS7mjRpgiFDhjDPJoZYaqXonjFjBtq0aQMACAsLg4WFBf7991+oq6vD3t7+i+4uWVlZcHV1pQPe06dPoaOjAz09Pejr69NOXLhBbdmyBcrKyli4cGEV3hVDHEx4M2oK4mqe/vnnn1BTU0NKSgrdlpeXh5CQEDRu3BgjR46krsncZLomCG+u/aSmpmL//v2YNGkSgJIa11FRUTA2NkbHjh3ptSYlJeHNmzfUkiGcpXzKlCnQ19eHgoICbG1tea7AV65cwYABA2BkZCQSB80h/DzGjBmDpk2b0gzABgYGVHQL7xccHAwnJ6dKPwcmiiRPTQwPSk9Px7Bhw6CgoID27duLfHbu3Dn06tULI0aMwMKFCyWS4DAnJ4cmRhO27pcWBeJEQk3oI6qalStXQl5enmamX7ZsGQQCAU2++OHDB2zZsgUzZ87EggUL6G/BLYZkZGRUz4UzeJS3woLwXK50voLSTJo0CZaWlujcuTPk5OQgJSX1RVdzSXDjxg08fPiQty0uLg7GxsbIyspCbm4ubG1t4e7uTkNYExISakS5OkbNoVaJbm6g5ia/urq6kJWVRVJSEoAStyRVVVXY29vzGs/atWt5x/ft2xfdu3dHQUEBiouLkZ2djeTkZFhZWUFXVxdv374V+e6zZ8+yDJnVBBPejJoCN9hyk+LDhw9DW1ubWni57ampqVBRUYGFhQXGjh1bI13R0tPT4e7uDgUFBcycOZNuz83NxY4dO2BsbIxOnTp9UQBwJZfOnz+P9PR0jBkzBgKBAP369aP7XL16FZ06dULfvn1Fjhduw/Hx8ZgwYQKvDqyLiwtWrVrFO6a0dbyi/QATRVVHdffZ4n6f+Ph4hIaGQlpaGkuXLv3qOSQx3icmJqJjx45s7CpFcXExhg4dipUrVwIoyWAvIyNDM8dnZ2eXmblakkmyGJKhvBUWuH6hQ4cO2LlzJzw8PHDkyBHePn///Tf+97//4fLly8jJyUF8fDxGjRr1VVfzyvDkyRPo6+tj0KBBvLjwCxcuwM7ODgDQrl07eHh40MWemzdvYurUqXj69GmVXBPjx6RWiW5h/Pz8IBAI4OzszNv+9u1bqKurw87ODlu3boWPjw9at25NB+FLly5BV1dXrKv4o0ePYG1tDQMDA7x8+RKFhYXo06cPLTMGsNIU1cW3rJIyGJKmLJGVnZ2NNm3awN3dnWeVi4+PR0BAAMaMGYO2bduWu9739+Tjx4+YO3cuWrduDU9PT95nnz9/plUcfHx8xB5/7949uLq60vjY48ePo3Hjxhg8eDBatGiBgQMH0n3v378v8gyF/x45ciQsLCyoqzb3maurK0aOHEn3s7a2Rq9evejflZ14M1FUdVSX8Bb2Unv06BEeP35Mx4nExESMHTsWbdq0oYIPKLGeVpWYq+4FiJqKp6cnwsPDcfToUTRu3JgaRwoLCxEREcFLbMeoPSQlJcHPzw8NGzaElZUV9QTjWLZsGRwdHXnb0tLSMGDAANSpU4fnaSZJVq5cScPCuJwtHz58gIKCAqSlpdGpUyde6Gl4eDhsbGyY6GbwqHWiu7CwEM+fP0e3bt2wePFimJmZwd/fnzeBS0tLg42NDWxtbeHi4sJz/ygsLOS5gpbm0aNHsLW1hYyMDKysrNC6dWvmPlJDKM8qKYMhaYT7lqNHj2LVqlXYt28fTe6UlJQERUVFODo6IjIyEjExMejQoQN++eUX5Ofno1GjRggPD6+mq/8Pce69GRkZWLlyJTQ1NTFs2DDe/rm5uYiKiqLJ38QtPKxZswZpaWk4f/48lJWVsWHDBhQXF6Nfv34QCAQigl3cOdLT09GrVy+cPXtW5PqCgoLodXl5eUFfX1/isXRMFFUd3/PZjh07Fh8/fqR/T548GUpKStDU1ISVlRV1fX3y5AlCQ0Ohp6eH1atXS/w6xMHeMVHCwsJgb28PWVlZKriBEi8hHx8fWvOeUftISkrC3LlzxZZ++/333yErK4uXL18C+K+NHDhwAAKBAAKBQKL16oXHpHXr1sHMzAzDhw+n4/uhQ4egrKyMwYMH4/Pnz0hISMCGDRvQsGFDXq4SBgOoJaJb3ESNW7n+66+/YGxsLCK8c3NzkZycTBtsQUGBSHxWWQNeTk4OwsPDsXz5cnoMs6jWDL62SspgSBLhPmLChAlQV1eHhYUF7Ozs4OrqigsXLgAoqZDQvn176OvrQ0NDA05OTsjOzkZhYSEsLCwkXnroW+H6r4SEBMyfPx8DBgzA33//jdevX6OgoAAREREwMjISEd7iMoufPn1axFMoNDQUQ4YMobWEZ82aBV9fX/Tp0+eLrtirV6+GkpIS7O3txWa+XbBgATw8PODp6clbAJV0bXMmiqqO7/FsX7x4gZYtW8LMzAzZ2dmIiYmBqqoqDh48iB07dsDe3h5qamo07OzJkycYP348mjZtit27d0vsOr5EWc/hZw1VePz4MXR0dGBgYIAbN24gLy8PL168gLe3N9q1ayfxNs6oWZQ1p378+DFsbGwQHBzMGxOuXbuGwYMHY8uWLRJ/N4TPt2bNGiq8nzx5guLiYmzZsgVNmjSBmpoa2rRpgzZt2mDXrl0A2BjB4PPDi27hAenKlSvYt28f4uPjqdjKzs6miX/Kij8U3vb69etvzkLOBHfN4kurpAxGVRAeHg41NTVcvHgRQEkFhfr168PIyIjWsf78+TNev37NczebOnUqVFVVq9UFTbj0SYsWLdCxY0cMGjQIGhoa8Pb2xsuXL5GRkYHw8HCYmZlhwIABYo8HShYejIyMEB4ezktk5OPjA3d3dwAl7r3dunXD+vXr6edlCYt///0XFhYWkJWVxZMnT0T2Xbp0KQQCASwtLatMcHMwUVR1fI/woHv37sHU1BTm5ubYunUrLxdAamoq3N3doaqqSoV3fHw8Vq9e/V3Hd7a4UwLXpu7evQsNDQ0YGxtDWVkZtra2sLa2lkjmeEbNRbhP3bVrFyIiIrB48WLEx8cDKKkowYUSXbhwAbdv34aPjw969OhBj6vsOFBUVFTm+7Vy5UqYmppi2LBhvJxRu3btwoULF6j7OavDzSjNDy26hV/mSZMmoVWrVlBRUYGpqSldhQJKhPeOHTtgZmYGe3v7MmOzMjIyYGhoCD8/P1pXkPFjwjo6xvciPT0d3bt3p0l+Dh06BFlZWYSGhsLd3R1t27alFm+Oe/fuISAgAAoKCoiLi6uOy+bx4cMH2NnZ8TJyq6uro3fv3jTJW2ZmJhYtWgR9fX1eMjOORYsW0VJeWVlZvM+ioqKohd/a2hqGhoZ0UiTOWs6Rn5+Pq1evQkdHB3Z2diKeRTk5OZgyZYpEskmXByaKqo6qCg8Sfq/u378PCwsLCAQCzJgxAwA/U7+Hhwc0NDRE3u/qFt6JiYm1SmCWtVAl3I64+01OTsbRo0excuVKnDhxgm5nlu7aT2hoKOTk5ODu7g45OTkYGRnRsII//vgD3t7eEAgEaNOmDczNzeliTGX649IeVQkJCZgyZQrmzJnDyyOwdu1aqjVKZzVnMMrihxbdHAsWLICysjKtjRscHIxmzZqhR48edMUpJycHmzdvxi+//MKrpwqUuJ5xf//99990MGYwGIzycPv2bSQmJuLOnTvQ0NCgVrSIiAgIBAK0bNmSVz7qw4cP2LBhA125r27S09NhbW2NxMRE5OTkwMLCglf65O7duygqKsLHjx95VnmuNNiHDx/QoUMHkUoQXL/67t07REVFoV+/fggJCRERz8L98ePHj/H06VPqqVJUVITY2FhoamrC2dm5zEn395qE/wyiqLqQdHjQs2fP6L93796NnJwc3LlzBw4ODtDV1aUZlbn39e3btzA1NUXnzp0r9b2VhXvHfH19ERAQADk5ObHhFT8iwm390aNHePHiBa8ijPDnZYlz1tZqP9HR0VBWVsaNGzcAlPTvv/32G2xtbamXVGFhIeLi4nDnzh36rlRmHLhy5QosLS2xZcsWACVjUYMGDeDk5ARzc3PIycmhffv2dFGZS642cODAGjOWM2o2P6ToFu6IX716BXd3d1rj9ejRo5CRkUFgYCD09fXRs2dPavHmMgsKi+5Zs2ahd+/eOHTokNjVMda5MxgMjq+5Eq9YsQIdOnRATk4OAGDHjh3o1KkTli1bVmP7ksLCQjx58gStWrXC3bt34eLiwit98uTJEwwcOBCXL1+mx8TFxdFM4kCJFVxbWxsREREi58/JycGLFy9Etpe2dAMl/bGBgQF0dHSgpqZGk7QBQGxsLFq1agVXV9dqt3LVZlFU3UgqPOiff/6Bo6Mjjh49ipCQEAgEApp86e7duzA2NoaJiQl9z7n38MOHDzUiZCApKQkuLi5QVlam8aE/MqtWreItPI4fPx5t2rRB8+bN4eDgwEsmWROeP6N6WbVqFUxMTJCVlUXfh4yMDPTr1w/t2rUTe0xlx9hbt26ha9eucHR0xO+//4558+Zh3LhxAErGuGvXrqF169ZwdXWlx4SHh8PIyKhGViBh1Dx+ONEtPEG7ePEi0tPTcerUKaSmpuLKlStQVlam1pagoCDIyMigffv2YmMmJ0+eDDk5ORw4cIA3geRIT0/HwoULcenSpSq7HwaD8WNQOovpyJEjERAQgC1bttCsyEuWLIGqqipdee/UqRPCwsJov1Xdwlt4wbH0ImNgYCAEAgGtO8qxceNGtG3blrrcvn37Fv7+/hg6dCi1UL1//x6mpqYYOnQo/R6O27dvIyQkhCdKxS1wzpgxAwoKCjhw4ACSkpLg4eEBOTk5XiKr2NhYNGzYECNGjKjMY5AItU0U1SQk4a4fHx8PT09PaGhooGnTpiKT4nv37sHY2BimpqbUo0P4e2uC8EtOTsb169er+zIqzdmzZ6GmpoaBAwfiwYMH2L9/P5SUlHDo0CFERUVh2rRpkJaWxvTp06v7UhnVDDdGrl27Fvr6+khPTwcA6jr+6NEjCASCKpuX3717F3369IGnpyfMzc2p1Zvj5s2bkJOTw9KlS+k2tuDKKC8/lOgWHgTHjx8PQ0NDJCUlUQv2hAkT0KdPH9o4582bB0dHR0yePFlkAI2NjYWuri6vDA3AH3T//fdfCAQCzJw5s2puiMFg/HBMmDABLVq0wJw5czB06FDo6OigT58+KCwsxIULF+Dh4YEWLVpAX18f+vr6Yi2635vSOSoeP36M2bNnY9myZbh58yaAkkRqXAz6rVu3cP78eaxcuRL169fH3r17AQAnT54EAMTExKBv374ICgqi9cf37dsHKSkpLF68mN7rp0+f4O3tjc6dO3/x/mNjY+Hg4ECTzh04cABNmzaFo6MjpKWlsWfPHrrvgwcPqn3xgqO2iKLaRFxcHLVoh4WFQVpaGtbW1mLr9967dw9mZmZQUlKiuQsYVUNUVBQsLS0xYsQIDBs2DIsXL6afZWVlYePGjWjcuDH+/PPParxKxvemrMWtp0+fomHDhhg9ejRve1xcHNq2bUtLdlUFN2/eRJ8+fVC/fn1MmjSJ91l+fj48PT0xatSoKvt+Ru3lhxLdHG/evEG3bt1w5swZ3vbg4GA4OjpSt7Ru3bph06ZNmDBhAq5cucJr3GfPnoWKiorYBAh5eXl033PnztWYCR6Dwahezp07B21tbVy9ehUAcPDgQTRo0ABbt26l+9y4cQObNm2qMSUFz58/DwcHBzqZTUpKQuPGjeHq6goZGRk4OTlhw4YNAIALFy7A19cXDRs2ROvWrWFpaUkFd2FhIaytraGvrw+gRHj7+vriypUrAEomT2vWrIFAIED79u3h4eEBe3t7GBkZiSS4KT3RevjwIXVNP336NBQUFLBq1SoUFRXB3t4eLVu25GW15q6HwRCG88L49ddf8eHDB1y/fh0nT56En58f3NzcsHPnTpFjbt++jX79+rH3qQoYMmQIz1K4bds2WFlZoWnTppg2bRpv348fP6J79+60LCFLTlj7ER4H9u7di8WLF2PNmjU0uei+ffvQsGFDDBw4EKdPn8aNGzfg4+MDOzs7iXqiiDvXnTt30LNnT2hra2Pz5s28zwICAjBw4ECWnZzxzfxwonv16tVQVlamSX+A/zrnTZs2wdLSEubm5jAzM4Oenh6uX7+O/v3700kfx759+9C0aVOaaCUvL49+dvLkSezdu1dsJk0Gg/HzUDrec+/evTA3NwdQkphJRkYG69ato/uePn1aJN64uvuO+Ph4ODs7w93dHTt27MCMGTMwZcoUACWW2l9++QW2trb0PgDg+vXrSE5OxqtXr3D48GHk5+ejuLgY2dnZ8PDwQNu2bQFAbFhObGwsxo8fj+DgYCxYsOCLmcXXrVuH1NRUAKD/79WrF0aOHIni4mIUFhaiV69eaNWqFZydnSX6XBi1C2EvjN69eyM4OJi+n48ePYKXlxfc3Nx44Qpr1qyhnnJA9bfV2sTbt28xd+5ckbnXzp07oa2tDWNjY7p4yREcHAwPD4/veZmMGkBoaCiUlJRgbW0NExMT1KlTB9u2bQNQ0p41NTWhpqYGHR0dODk50XdKEsKba/PPnz/H/v37cfr0aeTm5gL4z+JtYGCA2bNn49ixY1i9ejUEAgGOHz9e6e9m/HzUeNFdulE9efIEZmZmqFu3Lq2JK8zvv/+OadOmYcKECSKTvV27dvFKkJiamsLa2pp3fHZ2Nry9vREWFibpW2EwGD8QV69eRe/evXHnzh26LTo6Gr6+vti/fz9kZGRo/ggAOHz4MEaOHCk2adj3pnQMeXx8PLy8vNClSxe4urryXG1fv36NAQMGwNbWFitXruSdx9raGra2tgD+64uzs7NhYWGBQ4cOiXzft2QbLioqQuvWreHv70+3ZWRkwNjYGIsWLQJQ4srXtWtXXL9+nVkUGGVSVFQk4oXh4+NDvTCAktI/Pj4+cHZ2xtSpU+Hn5wc5ObkaEbtdW+Ha/ZYtW3hhejt27ICpqSn69OlDhffHjx9hb2+PQYMGVcelMqqJ/fv3Q15eHrGxsSgoKMC7d+8QFhaGunXr0gWy9+/f48GDBxLLUl6au3fvQkFBAWpqatDS0oKXlxfN8xAXF4eePXtCWloaWlpaGDt2LB372JjE+FZqtOgWHgxPnTpFJ7/Pnj2Dvr4+rK2taeyWuIGzqKgIBQUFKCoqwrNnz9C2bVv4+fnRFfHz589DR0cH+vr6+Ouvv7Bx40Z06NCBV0OWwWD8fHz+/Bn3799HQEAAhg4dSvued+/eoWXLlhAIBIiMjKT75+bmwtvbG4GBgTVmIP78+TMWLlxI47kfPHgAb29v1KlTB3PmzOHt++bNGwwZMgSmpqY0i/DChQtRp04dnnsoN4n+mkVQ3DMQ10efOHECtra2vJrXQUFBaNKkCSZOnAhra2uYmpqKLS3GYBw+fJiO1V/ywuDemydPnuDXX3+Fi4sLfH19JWoxY/yHcHWDjx8/IjAwEBYWFliyZAndZ/v27TA0NESLFi3g5eWF7t27w8LCQiK1lhk/DqtXr4ajoyMA/m8eGhoKVVVVsYvYkm6vI0aMwMyZM5GSkoK///4b7dq1g5mZGa9kZufOneHq6srzsGXvKONbqbGiW/hlnjBhAoyMjLB8+XKaJfjp06fQ1taGvb09TeRT1vHcoHz69Gk4OzujY8eOtKZ3YmIiOnbsCD09PZibm6NHjx6002euZgzGz0dsbCxkZGSQkpKC+Ph49OzZEz179qQ1g//55x/Iy8ujV69eOHDgAKKjo+Hh4QEjI6NqT5om/L2xsbFwc3NDSEgIXr9+DaCkv/Px8YGNjQ0ts8jx+vVr9OvXj2aFTUxMhL+/Pzw8PHjJjYQnPBW5z/DwcPzzzz/4/PkzsrOzERgYiB49euDTp08ASqpGjBw5Eu7u7ujbty/rjxliqagXRk5ODj59+kS3swV2ySJc3SAlJQVAiaFk5MiRaNeuHfViAUpCdPT09GBgYIBt27ZViRWTUbPZtGkTZGVlaSUM7h04c+YMlJSUqqQUFzeWZGdnIz8/H7/++itNqlxUVISzZ8/C0tKSJ7xjY2Nx69YtiV8L4+eixopujkWLFkFeXh7//vsvLUjP8fTpUxrjIbwaJjwp3LlzJ4YMGUJjNM6cOQN7e3t07NgRp0+fpvu9fv0amZmZbCBmMH5Shg8fTksL9u7dGxoaGkhJScG9e/dw4cIFul9RURH++ecfGBoaolWrVrCyskJAQECNEYc5OTno3bs3gJKEkT169EC/fv3oosHjx4/h5eWF9u3biySWEs5tAfxXj9rV1ZVnja7ookJcXBwEAgGUlJQQFhaGCxcu4M2bN5CVlcXy5ct5+wr396w/ZghTGS8MYZiFW7J8qbrBy5cvMXz4cBHhvXHjRgwdOvSrISqMH5uyftf79+/D2toao0eP5hnQHjx4AF1dXVy7dk2i18G9Z3fu3IGlpSV8fHygpKTE0wOc8La1tYWOjg7N7cJgVJYaKbqLiopQXFyMDx8+oEOHDjRuUlyn/PTpUzRu3JhmvBT+7PLly+jcuTOUlJQwbdo0EeHduXNnnDhxQuz3MxiMnwdfX1/IycnxtvXp0wcNGzbkJVoSJicnB8nJyUhLS6tRi3WfP3+GgYEBbGxsAADHjh3DvHnzePskJCTAy8sLnp6eXy3RUxnhLa4v7dOnD2RkZLBw4ULY2dlhwYIFWLVqFdTU1MROsJgLH6M0VeWFwag44uLqhasbAGULb67fZHOv2olwW9y8eTNmzZqF1atX021Lly6Fra0t+vTpg8uXL+P69evw9vaGvb19lWQpf/PmDdTV1TF48GCEhobC2NgYOjo6dGGa2/fUqVMwMzPjLbozGJWhRolu4TggAMjMzIS2tjYtJSNMbm4uHj9+DKCkAZVe3R47diwcHR3RvXt36OrqQllZGaGhoVR4nz17Fk5OTnB0dJT4ShqDwfhxeP78OeTk5DBo0CA8efKE99m///4r9hhxE4HqnORv3LgRW7dupf1gTk4OXFxcoKamxtuvqKiIXvvjx4/h5OQEZ2dnsVnIhamsxfv8+fO0Hvi7d+/Qvn17zJ07F7du3YKuri7s7OwgKyuL4OBg6mbOYHwJSXthMCpGeePqud9FWHgL1+pmgrv2M3PmTPzvf/+Dp6cn6tSpAx8fH5pzZO3atXB3d4dAIICxsTEcHByqJOfCs2fPEBMTg99++w1AyYLPw4cPYWlpCT09Pbx//57uW1RUxPubwagsNUZ0C8cBcbEd79+/h6mpKYYOHQqA3/Bu376NkJAQ2mCB/9zKoqOjIScnh2vXrlGr+ZgxY2BpaYnx48dT4X38+HEMGzaMdfYMxk/OzZs3YWlpicGDB+Pu3bsin9fkifyuXbsgEAhoHCvXD2ZlZWH8+PFij+H6vEePHiE2NrZc31MRkVNcXIybN29CS0sL7u7u2LRpE4CS5DkjRoxAVlYWMjIyMH/+fGhqasLDw6NGP2tGzYIJ7+rlW+Pquf8nJydjxIgRcHJy4pVwY9QuhOfW+fn56NWrF13ITkxMhIKCApycnGjpXgC4ceMGEhISqiS+v7i4GF5eXhAIBHB1deWFMHHC28jIiGfxZjAkSY0Q3V+KA9q3bx+kpKSwePFi2mF/+vQJ3t7e6Ny5s9jBdd26ddDW1ubFYWRkZGDgwIFo2rQpJk+eTIU3y4rLYDCAEk8bc3NzDBkypEqSt1QFOTk58PLygp6eHm+SW9rzp6ySXd+KsMjZvn272POLO++5c+cwa9YsNGjQAEFBQdi6dSusrKxoBvi8vDwkJibSY5loYpQXJryrh4rG1XO/y4sXL2BjY4OxY8dW7YUyqgXhceDevXuIjY1FcHAwz1CWnJwMBQUFuLq6Ij4+/ovnqCil38n09HR07twZcnJyiIuL4+0bHx8PPT09aGtr14hQMUbto9pF99figIqKirBmzRoIBAK0b98eHh4esLe3h5GRkUhpCa6B7tq1C7q6urh//z5v+5MnT9CiRQtYWlpi+vTprFExGAweP6Lw5iowfC/RwYmcDh06YOfOnfDw8MCRI0dEvu/atWs4ffo0Lyb++vXrMDMzQ2BgIPT09NC8eXPcuHGDd1x1J6Jj/Hgw4f39qUxcPbe9a9eu6NSpE53LMWofXOmvpk2bon79+iLJO5OTk6GsrAxjY2OexVuSJCQkYMaMGTRR6sePH2FnZwcdHR08ePCAt+/Dhw/LDCtjMCqLFKkmjhw5QgoLC4mUlBQ5e/YsUVVVJYaGhsTd3Z1ERkaSdu3aEUIIkZKSIsHBweTq1avE3Nyc6OjoED8/PxIXF0fq1KlDCgsLiUAgoPsSQoiTkxPJzMwks2bNIu/fv6fbs7KyiLOzM7GysiJHjhwhL168qJ6bZzAYNRIzMzMSGRlJ4uLiSEREBLl//351X9JX0dLSIhEREaRRo0YkMjKSREVFEUIIEQgEBIDEv69Vq1Zk1apVpH79+mTAgAHk48ePZOfOneTkyZP0+8aPH0+8vb1Jjx49SJs2bcjhw4dJVlYWsbCwIMePHyempqZEW1ubfPjwgRw5coR3/jp16kj8mhm1G+6d5NrAH3/8QQgpaQNFRUXVfHW1Ey0tLbJixQpSv359snnzZtrvSElJ0X6Am5uVRiAQkOzsbNKsWTMyc+ZMUq9eve923YyqRXjMOXnyJImJiSGrVq0iUVFRpFWrVmTjxo3k3LlzdB9VVVVy6dIloq6uTtTU1Krkmm7evEnmzJlD1q9fT5KTk0mTJk3I0aNHiby8POnUqROJj4+n++rp6RF7e/squQ4Go1os3RWtrylMUVERtYjExMRgy5YtOHnyJF0pu3btGmRkZNCxY0fs2LEDly9fhqenJ4YNG4b09HRISUlh8+bNVXqfDAbjx+RHtHh/b2tfUlIS5s6di7S0NBgYGEBTUxPnzp3DsWPHYGhoiJiYGDx58gTdu3eHiooKoqKiaM3TvLw8vHv3DvPnz2ceRwyJUZYXBqPqqEy/w7xaah/c737w4EEMGTIEs2bNop89efIEJiYm6NChA62LXRpJvBPi3r0///wTMjIyGDduHC0x/PHjRzg5OUFJSYl6xjIYVcl3F92Vqa9ZOhkHAEyYMAGamprQ09ODra0tvL29cefOHQAldfisra2hpaUFNTU12NraIjs7Gzk5OTAxMcHx48clfXsMBqOWwAnvQYMG0Ti058+fV/NVfZmyJsBVlbNCuM92dXWFrq4uFi1ahNmzZ/P269OnD1RVVREVFcVLXsPBhDdDUiQlJcHPzw8NGzaElZUVS4r0HWDu/Yy4uDikpKQAKEmMbGNjA2lpafTu3Zu3X2JiIkxNTeHt7V0lc3DunUtPTxephLFt2zY0btwYY8eOpWP6hw8fYG1tXeYiAIMhSb676JZkfc2lS5dCRUWFxl/MmDED9evXh5WVFa5fvw6gZCXr2bNnePjwIT3vlClToK6uTle7GAwGQxxxcXGwtLREUFAQNDU1ERwcXOMnkt9zAlxcXMwT3k5OThAIBOjdu7fI9/Xt2xcaGhrYvHlzmbXPGQxJIOyFwfg+MOH98yJcfYgT3gkJCejYsSP09fV57wNQogOUlJQwZswYiV9LcXEx0tPTIS8vjzlz5lDvKo7ff/8dAoEAU6dORWJiIoD/Fo/Zu8qoaqrFvVwSnXNKSgp8fX1pBt0jR45ARkYGo0aNgp2dHaytranFm+POnTsICAhAy5Ytac1YBoPB+BJxcXFQUFCAt7c3UlNTq/tyyoW4PjYxMVGi7pzCC6XCCXB8fHzQvHlzxMTEiHwfV3WCwahq2AT6+1Oe6gaM2oW46kMvX74EUOJO7uXlBXd3d/z999+84169elWl70VYWBjq16+PJUuW8CoZAYCNjQ0EAgHGjh1LKxkxGN8DAVAFmXbKwdOnT8moUaNITk4OGTJkCOnTpw8XY15m8o3SXLp0iSgrK5MPHz6QTp06kUmTJpHg4GAya9YsMmvWLKKurk5OnDhBdHV1CSGEvH37lmzfvp34+voSfX39Krs3BoNRu3j+/DmRkZEhzZs3r+5LKTdcH0sIIY0aNSJnzpwhcXFxRF1dvdLnLi4upgkqFyxYQK5cuULGjh1LnJ2dCSGEuLi4kKdPn5Jt27YRR0dHXnI04WMZDEbtgut3CgoKyODBg0lkZCQJCQkhPj4+1X1pDAlTXFxMbG1tyadPn8iDBw/IqVOnSEREBJk+fTpNhvz48WMyevRoUlhYSIYOHUoCAgJ45ygqKqpU8szi4mICQOw5FixYQKZOnUoWL15Mhg4dSmRlZUlxcTEJCQkhTZs2JQ4ODqRDhw4V/m4G41upNtFNSPmF99cmaYsWLSKXL18mO3fuJNLS0mTLli0kOjqa2NrakokTJ/Ia47eIegaDwfiRefr0KRk0aBBJSEggERERIhOeyjJ58mSyefNmsn79emJqakq0tLToZy4uLuTZs2dk27ZtxMHBgQlvBuMn4enTp2T06NHk9OnTxNDQkBw7dozIyclV92UxJMSRI0eIp6cnqVu3LsnJySGdO3cmr1+/Jvfu3SMpKSlEUVGREPJfP//48WMyZswY8vLlS7J8+XLi5uZW6Wt4+fIlUVVVpX8/fvyY/PXXX0RKSopoaWmRwMBAQkiJ8J4+fTqZPn06sbW1JampqWTGjBnk6tWrpGXLlkwTML4r1Sq6Cfm68BZuEFu2bCEvX74k8vLyJCgoiE7ipk+fTnbs2EHOnj1L1NTUSJcuXYi1tTWZPHkyIaTyK2kMBoPxo/Ly5UuSmppKLCwsJHrea9eukb59+5J169aR9u3b0+0FBQW0BJCbmxu5ePEiuXLlCjEzM5Po9zMYjJrL06dPSVRUFAkKCiLy8vLVfTkMCdGuXTtSp04dcunSJSqqc3JyiJOTEwkLCyN+fn6EkP/m8Nw+Dx8+JJGRkWTJkiWVXnC9cOECmTJlChk2bBjp27cvSUpKIoaGhsTGxoa8efOGACBycnLk4sWLhBBCVqxYQVatWkXy8/NJXl4eWbFiBenVq1elnwWD8a1Uu+gmhC+8Bw4cSPr160cI4YvlsLAwsnTpUuLg4EBOnTpFfHx8yJIlS4iuri45c+YMmTlzJnn69Clp3rw5KSgoIHfv3iV169Zlq1gMBoNRBRw6dIgMGzaMxMbGEhUVFd5nubm5pGHDhoQQQkaMGEFWrlzJFj4ZjJ8MNv+qXSxatIhMnTqVbNq0iQwcOJAQ8t88/UvGrdKeTZU1hD169IgEBQWRevXqkUGDBpGbN2+S4uJisnTpUvLp0ydy/fp1MmLECCIrK0uuXLlCCCHk/v37BACpW7cu0dPTY+8mo1qoEf59rVq1IqtWrSKNGjUif/75J9m1axfx8PAgJ06cIISUWE4ePXpETpw4QY4fP04SEhJIbGwsGT58OElKSiJubm5kzpw5ZOzYsaRXr15UcBcVFbFGxWAwGJWkuLhYZFu9evWItLQ0SUtLE9lv//795Pjx44QQQtasWUMnZQwG4+eBzb9qFwEBAcTHx4fs2LGD/PXXX4QQQurUqUOKi4upiBZnxytt2a6I4ObOW1RURHR1dcmGDRtI3bp1ya5du8jFixepJ5eMjAxxdHQkGzZsIB8/fiSrV68mhBDStm1bYmhoSPT09Agh7N1kVA81QnQT8p/wrl+/Punfvz/JyMgg7dq1I/fv3ye3bt0izZs3JxoaGoQQQrS0tMj169fJgwcPyODBg0lSUhJxcXEhY8eOJVOmTKGCm1lWGAwGo3IIWymioqLI7du3CSGEmJubk5ycHLJs2TLy4cMHQkjJ5CovL4/89ddf1LWPg/XHDAaD8eOipaVFVqxYQerXr082b95MoqKiCCEl/T4niqtKzAoEApKXl0eWLl1KXr58SXR1dcny5ctJXl4euXz5Mrlx4wbdt27duqRdu3ZEXl6ePHr0qEquh8GoCDVGdBNSIrxXrlxJpk2bRo4ePUoWLFhAvLy8SIcOHUhkZCS5dOkS3VdVVZVcv36dJCQkkM6dO5Nnz57xzsUmeAwGg1E5AFDBPWnSJDJ+/Hhy4sQJkpGRQVq2bEl27txJ9u3bR/r37082bNhA9u7dS3x9fcmLFy/IzJkzq/nqGQwGgyFJhD1TIyMjqfDmcjBJGuFz3rlzh5w8eZIsW7aMvHnzhujr65PVq1cTHx8fEhMTQ/7880+6b/369YmamhrJz8+nGc4ZjOqmRsR0cwgnT4uJiSHjx48ns2bNItLS0mTMmDFEVVWVTJs2jbi4uNBjnj9/TkaOHEkOHDjAsuEyGAxGFbBgwQKyfPlycuLECdK2bVsiLS1N++v79++TUaNGkeTkZCIrK0s0NDTIzp07Sb169ZjHEYPBYNRCJFH2t7zk5uaSwYMHk6ioKHLu3Dmybt06Ii0tTcLDw4mcnBxJTEwkI0eOJGlpacTPz484OTmRBw8ekNGjR5Njx44RT09PiV4Pg1FRaqToPnToEDl48CBRU1MjM2bMIIQQkpiYSLp160YUFBTI5MmTecKbg03wGAwGo/JkZmYSWVlZAoB8+vSJ9OvXj/j5+ZFff/2VvHjxgjx8+JCsW7eOWFlZkSFDhpDmzZuTT58+kYKCAtKyZUsiEAhIYWEhqVu3bnXfCoPBYDCqgO8lvPPy8oi5uTmRlZUlly9fJsePHydxcXFkypQpdJ8nT56QkJAQcvz4caKrq0tsbGxI165dia+vL0uaxqgx1AjRffPmTaKsrEwUFBRIWloa6dixI7l58ybp2rUrdV0hhJCkpCTSrVs3oqSkRH777Te2esVgMBgSJjY2lkRERJDJkycTIyMjkpOTQywsLIiFhQXp378/Wb16NUlPTyeNGzcmN27cIAMHDiSLFi3inYNNchgMBqP2U57qQxVh06ZNpH79+iQwMJDUqVOH5ObmEh8fH5KYmEhevHhB9+OSd0pJSZHnz5+TAQMGkAYNGpD169cTDQ2NKo81ZzC+hWr3x05LSyMzZ84kM2bMIKmpqaRFixZk+/btxNPTk9y6dYsnurW0tMjevXvJrVu3aGZzBoPBYEiGvLw80rhxY1JYWEhWr15Nbt++TRo1akTCw8PJ+fPnSa9evYihoSGZO3cuOXbsGBk0aBBJSEgQyW7OJjgMBoNR+xFXfahDhw6VmqPv3r2bBAUFETk5OVr5omHDhuTw4cMi9bWlpKSIlJQUKS4uJhoaGmT9+vVk1qxZNPGyQCBg4xGjxlCtlu6YmBji4eFBTp06RbZu3UoaN25Mpk+fTlRUVGiMRmFhIRkyZAjp2bMnPe7169dEQUGBuZIzGAyGhLh27Rpp3749efz4Mfn48SNNhLZhwwbSpEkTkpmZST58+EAnM8XFxcTLy4u0bduWhIeHV+elMxgMBqMaefr0KRk9ejQ5ffo0MTQ0JMeOHSNycnLffJ7c3FzStWtX8uzZM7JkyRLi5+dHCBG1nIuzpJeuB85g1DSqTXQXFxcTW1tb8unTJ/LgwQNy6tQpEhERQaZPn07atWtHCCHk8ePHZPTo0aSwsJAMHTqUBAQE8M7BYrgZDAajcgQHB5MJEyYQTU1N0qdPH3Lp0iVy9epV8u7dO5Kenk4cHR15k5msrCxy+fJlsmLFCvL8+XNy8+ZNUrduXeZSzmAwGD8xT58+JVFRUSQoKIjIy8tX+DxJSUlkzJgx5NOnT1WepI3B+J58d9F95MgR4unpSerWrUtycnJI586dyevXr8m9e/dISkoKUVRUJIT8t2L1+PFjMmbMGPLy5UuyfPly4ubm9j0vl8FgMGotfn5+5MqVK+Tdu3d0W9++fUl0dDT58OEDkZaWFjnmypUrJDw8nGRnZ5Po6GhSr149ljSNwWAwGBITxt8zOzqD8b34rqK7Xbt2pE6dOuTSpUtUVOfk5BAnJycSFhZG3Ui4RsXt8/DhQxIZGUmWLFnCXEcYDAZDArx48YKYm5uTTp06kSlTppDWrVvTzy5evEjs7e3FHpebm0uSk5OJtrY2kZKSYoKbwWAwGBKHCW9GbeO7ie5FixaRqVOnkk2bNpGBAwcSQv5zD/+Sm3jpGA3mUs5gMBiS4datW+TXX38lJiYmJCQkhBgaGvI+/9rkhsXQMRgMBqOqKEt4s7GH8SPy3UR3UlISCQkJIZ8/fyb9+/cnffv2JYTwGw5bvWIwGIzvy82bN8mQIUOIubk5CQkJIW3btq3uS2IwGAwGgxDCLN6M2sN3WybS0tIiK1asIPXr1yebN2+mpcCkpKRYHT0Gg8GoJszMzEhkZCSJi4sjERER5P79+9V9SQwGg8FgEEL4ZckiIyOpfnj69CkpKiqq5qtjMMrPd0+kxlasGAwGo+bBLN4MBoPBqKlw+oEQQho1akTOnDlD4uLiiLq6ejVfGYNRPr57QERZK1YCgYBUY8lwBoPB+KlhFm8Gg8Fg1FQ4/ZCdnU0uXrxI1q1bxwQ344ei2up0M4s3g8Fg1Dw4i7epqSmZNWsWUVVVJS9evGCTGwaDwWBUOy9fviSpqanEwsKiui+Fwfgmqk10E8IX3gMHDiT9+vUjhLAM5QwGg1Gd3Lx5kwwdOpRYWFiQEydOEB8fH7J69Wq2IMpgMBgMBoNRAapVdBPyn/AuKCgggwcPJpGRkSQkJIT4+PhU52UxGAzGT83NmzeJt7c3MTc3J1u3biUtW7as7ktiMBgMBoPB+CGpdtFNSInwHj16NDl9+jQxNDQkx44dI3JyctV9WQwGg/FT8/z5cyIjI0OaN29e3ZfCYDAYDAaD8cNSI0Q3ISXCOyoqigQFBRF5efnqvhwGg8FgMBgMBoPBYDAqTY0R3YSwJGoMBoPBYDAYDAaDwahdfPeSYV+CCW4Gg8FgMBgMBoPBYNQmapToZjAYDAaDwWAwGAwGozbBRDeDwWAwGAwGg8FgMBhVBBPdDAaDwWAwGAwGg8FgVBFMdDMYDAaDwWAwGAwGg1FFMNHNYDAYDAaDwWAwGAxGFcFEN4PBYDAYjEojEAjI/v37q/syGAwGg8GocTDRzWAwGAzGD8aAAQOIQCCg/8nJyREvLy9y586d6r40BoPBYDAYpWCim8FgMBiMHxAvLy/y5s0b8ubNG3L69GlSt25d4ufnV+b+BQUF3/HqGAwGg8FgcDDRzWAwGAzGD4i0tDRRVFQkioqKxNTUlEyaNIkkJyeTtLQ08uzZMyIQCMjOnTuJs7MzadCgAfnrr7/I+/fvSe/evYmKigpp1KgRMTIyIjt27OCd18XFhYwePZpMmDCBNG/enCgqKpKwsDDePo8fPyZOTk6kQYMGxMDAgMTExPA+z8/PJyNHjiRKSkqkQYMGRENDgyxYsKCqHwmDwWAwGDWSutV9AQwGg8FgMCpHVlYW+fPPP4m2tjaRk5Mj2dnZhBBCJk2aRJYtW0bMzMxIgwYNyOfPn4mFhQWZOHEikZWVJUeOHCH9+vUjrVu3JtbW1vR827ZtI2PHjiVXr14lly9fJgMGDCD29vbEw8ODFBcXk65duxIFBQVy9epVkpGRQUJCQnjXs3LlSnLw4EGya9cuoq6uTpKTk0lycvL3fCQMBoPBYNQYmOhmMBgMBuMH5PDhw6Rx48aEEEKys7OJkpISOXz4MJGS+s+JLSQkhHTt2pV33Lhx4+i/R40aRU6cOEF27drFE93GxsZk5syZhBBCdHR0yOrVq8np06eJh4cHOXXqFImPjycnTpwgysrKhBBC5s+fT7y9venxL168IDo6OsTBwYEIBAKioaEh+QfAYDAYDMYPAnMvZzAYDAbjB8TV1ZXcunWL3Lp1i8TGxhJPT0/i7e1Nnj9/TvextLTkHVNUVETmzJlDjIyMSPPmzUnjxo3JiRMnyIsXL3j7GRsb8/5WUlIib9++JYQQ8vDhQ6KmpkYFNyGE2Nra8vYfMGAAuXXrFtHV1SWjR48mJ0+elMg9MxgMBoPxI8JEN4PBYDAYPyD/+9//iLa2NtHW1iZWVlYkMjKSZGdnk02bNvH2EWbJkiVkxYoVZOLEieTs2bPk1q1bxNPTk+Tn5/P2q1evHu9vgUBAiouLy31t5ubm5OnTp2TOnDkkNzeX9OjRg3Tv3r0Cd8lgMBgMxo8Pcy9nMBgMBqMWIBAIiJSUFMnNzS1zn4sXL5JOnTqRwMBAQgghxcXFJCEhgRgYGJT7e/T19UlycjJ58+YNUVJSIoQQcuXKFZH9ZGVlSc+ePUnPnj1J9+7diZeXF0lPTyfNmzf/xjtjMBgMBuPHholuBoPBYDB+QPLy8khKSgohhJAPHz6Q1atXk6ysLOLv71/mMTo6OmTPnj3k0qVLpFmzZmT58uUkNTX1m0S3u7s7adOmDenfvz9ZsmQJyczMJFOnTuXts3z5cqKkpETMzMyIlJQU2b17N1FUVCRNmzat0L0yGAwGg/Ejw9zLGQwGg8H4ATl+/DhRUlIiSkpKpF27duTatWtk9+7dxMXFpcxjpk2bRszNzYmnpydxcXEhioqKpHPnzt/0vVJSUiQ6Oprk5uYSa2trMmTIEDJv3jzePjIyMmTx4sXE0tKSWFlZkWfPnpGjR4/ykrwxGAwGg/GzIACA6r4IBoPBYDAYDAaDwWAwaiNsyZnBYDAYDAaDwWAwGIwqgoluBoPBYDAYDAaDwWAwqggmuhkMBoPBYDAYDAaDwagimOhmMBgMBoPBYDAYDAajimCim8FgMBgMBoPBYDAYjCqCiW4Gg8FgMBgMBoPBYDCqCCa6GQwGg8FgMBgMBoPBqCKY6GYwGAwGg8FgMBgMBqOKYKKbwWAwGAwGg8FgMBiMKoKJbgaDwWAwGAwGg8FgMKoIJroZDAaDwWAwGAwGg8GoIpjoZjAYDAaDwWAwGAwGo4r4P9ODR22bt2joAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "count_and_plot_top_n(dataset, lambda p: p.get('brands'), field_label='brands', n=50)" + ] + }, + { + "cell_type": "markdown", + "id": "3affa00b", + "metadata": {}, + "source": [ + "Brands seem to have a similar issue as the categories. There seems to be a lot of unique brands." + ] + }, + { + "cell_type": "markdown", + "id": "01921851", + "metadata": {}, + "source": [ + "The distribution of secondhand vs. new products are:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "5401cbcc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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mmxk7duy/3ebffe82AFAc0Q0AAAAFcSE1AAAAKIhzupPMmzcvY8eOTdOmTVNWVlbT4wAAALCUK5VKmTp1atq2bZtatb77eLboTjJ27Ni0a9eupscAAABgGfPxxx9ntdVW+871ojtJ06ZNk3zzwyovL6/haQAAAFjaVVZWpl27dlU9+V1Ed1L1kfLy8nLRDQAAwEL7vlOUXUgNAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCB1anoAFl77Ux+q6RGARfThhX1qegQAAGqQI90AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQkBqN7gsuuCBbbLFFmjZtmlVWWSW777573nnnnWrbzJw5M8cdd1xatGiRJk2aZK+99sr48eOrbTNmzJj06dMnjRo1yiqrrJJf/OIX+frrr3/IlwIAAADfUqPR/dRTT+W4447L888/n2HDhmXOnDnZaaedMn369KptTjrppDzwwAO555578tRTT2Xs2LHZc889q9bPnTs3ffr0yezZs/Pss8/m97//fQYPHpyzzjqrJl4SAAAAVCkrlUqlmh5ivokTJ2aVVVbJU089le222y5TpkxJy5Ytc+edd2bvvfdOkrz99tvp2LFjnnvuuWy11VZ55JFHsssuu2Ts2LFp1apVkuSGG27IL3/5y0ycODH16tX73uetrKxMRUVFpkyZkvLy8kJf43+i/akP1fQIwCL68MI+NT0CAAAFWNiOXKrO6Z4yZUqSpHnz5kmSl19+OXPmzEmPHj2qtllvvfWy+uqr57nnnkuSPPfcc9lwww2rgjtJevbsmcrKyowePXqBzzNr1qxUVlZWuwEAAMCSttRE97x583LiiSdm6623zgYbbJAkGTduXOrVq5dmzZpV27ZVq1YZN25c1Tb/HNzz189ftyAXXHBBKioqqm7t2rVbwq8GAAAAlqLoPu644/LGG2/krrvuKvy5Bg4cmClTplTdPv7448KfEwAAgBVPnZoeIEmOP/74PPjggxk5cmRWW221quWtW7fO7NmzM3ny5GpHu8ePH5/WrVtXbfPCCy9U29/8q5vP3+Zf1a9fP/Xr11/CrwIAAACqq9Ej3aVSKccff3zuvffePPHEE1lzzTWrrd98881Tt27dDB8+vGrZO++8kzFjxqRr165Jkq5du+Z//ud/MmHChKpthg0blvLy8nTq1OmHeSEAAACwADV6pPu4447LnXfemSFDhqRp06ZV52BXVFSkYcOGqaioSL9+/TJgwIA0b9485eXl6d+/f7p27ZqtttoqSbLTTjulU6dOOeigg3LxxRdn3LhxOeOMM3Lcccc5mg0AAECNqtHovv7665MkO+ywQ7Xlt956aw499NAkyRVXXJFatWplr732yqxZs9KzZ89cd911VdvWrl07Dz74YI455ph07do1jRs3ziGHHJJf/epXP9TLAAAAgAVaqr6nu6b4nm6gKL6nGwBg+bRMfk83AAAALE9ENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAUpEaje+TIkdl1113Ttm3blJWV5b777qu2/tBDD01ZWVm1W69evaptM2nSpBxwwAEpLy9Ps2bN0q9fv0ybNu0HfBUAAACwYDUa3dOnT8/GG2+ca6+99ju36dWrVz777LOq2x//+Mdq6w844ICMHj06w4YNy4MPPpiRI0fmyCOPLHp0AAAA+F51avLJd9555+y8887/dpv69eundevWC1z31ltv5dFHH82LL76Yzp07J0muueaa9O7dO5deemnatm27xGcGAACAhbXUn9M9YsSIrLLKKll33XVzzDHH5Isvvqha99xzz6VZs2ZVwZ0kPXr0SK1atTJq1Kjv3OesWbNSWVlZ7QYAAABL2lId3b169cptt92W4cOH56KLLspTTz2VnXfeOXPnzk2SjBs3Lqusskq1x9SpUyfNmzfPuHHjvnO/F1xwQSoqKqpu7dq1K/R1AAAAsGKq0Y+Xf5++fftW/XnDDTfMRhttlLXXXjsjRoxI9+7dF3u/AwcOzIABA6ruV1ZWCm8AAACWuKX6SPe/WmuttbLyyivnvffeS5K0bt06EyZMqLbN119/nUmTJn3neeDJN+eJl5eXV7sBAADAkrZMRfcnn3ySL774Im3atEmSdO3aNZMnT87LL79ctc0TTzyRefPmpUuXLjU1JgAAACSp4Y+XT5s2reqodZJ88MEHee2119K8efM0b9485557bvbaa6+0bt0677//fk455ZSss8466dmzZ5KkY8eO6dWrV4444ojccMMNmTNnTo4//vj07dvXlcsBAACocTV6pPull17Kpptumk033TRJMmDAgGy66aY566yzUrt27bz++uvZbbfd0qFDh/Tr1y+bb755nn766dSvX79qH3fccUfWW2+9dO/ePb17984222yTG2+8saZeEgAAAFSp0SPdO+ywQ0ql0neuHzp06Pfuo3nz5rnzzjuX5FgAAACwRCxT53QDAADAskR0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAUZLGie6211soXX3zxreWTJ0/OWmut9R8PBQAAAMuDxYruDz/8MHPnzv3W8lmzZuXTTz/9j4cCAACA5UGdRdn4/vvvr/rz0KFDU1FRUXV/7ty5GT58eNq3b7/EhgMAAIBl2SJF9+67754kKSsryyGHHFJtXd26ddO+fftcdtllS2w4AAAAWJYtUnTPmzcvSbLmmmvmxRdfzMorr1zIUAAAALA8WKTonu+DDz5Y0nMAAADAcmexojtJhg8fnuHDh2fChAlVR8Dnu+WWW/7jwQAAAGBZt1jRfe655+ZXv/pVOnfunDZt2qSsrGxJzwUAAADLvMWK7htuuCGDBw/OQQcdtKTnAQAAgOXGYn1P9+zZs/PjH/94Sc8CAAAAy5XFiu7DDz88d95555KeBQAAAJYri/Xx8pkzZ+bGG2/M448/no022ih169attv7yyy9fIsMBAADAsmyxovv111/PJptskiR54403qq1zUTUAAAD4xmJF95NPPrmk5wAAAIDlzmKd0w0AAAB8v8U60t2tW7d/+zHyJ554YrEHAgAAgOXFYkX3/PO555szZ05ee+21vPHGGznkkEOWxFwAAACwzFus6L7iiisWuPycc87JtGnT/qOBAAAAYHmxRM/pPvDAA3PLLbcsyV0CAADAMmuJRvdzzz2XBg0aLMldAgAAwDJrsT5evueee1a7XyqV8tlnn+Wll17KmWeeuUQGAwAAgGXdYkV3RUVFtfu1atXKuuuum1/96lfZaaedlshgAAAAsKxbrOi+9dZbl/QcAAAAsNxZrOie7+WXX85bb72VJFl//fWz6aabLpGhAAAAYHmwWNE9YcKE9O3bNyNGjEizZs2SJJMnT063bt1y1113pWXLlktyRgAAAFgmLdbVy/v375+pU6dm9OjRmTRpUiZNmpQ33ngjlZWVOeGEE5b0jAAAALBMWqwj3Y8++mgef/zxdOzYsWpZp06dcu2117qQGgAAAPx/i3Wke968ealbt+63ltetWzfz5s37j4cCAACA5cFiRfeOO+6Yn//85xk7dmzVsk8//TQnnXRSunfvvsSGAwAAgGXZYkX3b37zm1RWVqZ9+/ZZe+21s/baa2fNNddMZWVlrrnmmiU9IwAAACyTFuuc7nbt2uWVV17J448/nrfffjtJ0rFjx/To0WOJDgcAAADLskU60v3EE0+kU6dOqaysTFlZWf7rv/4r/fv3T//+/bPFFltk/fXXz9NPP13UrAAAALBMWaTovvLKK3PEEUekvLz8W+sqKipy1FFH5fLLL19iwwEAAMCybJGi++9//3t69er1net32mmnvPzyy//xUAAAALA8WKToHj9+/AK/Kmy+OnXqZOLEif/xUAAAALA8WKToXnXVVfPGG2985/rXX389bdq0+Y+HAgAAgOXBIkV37969c+aZZ2bmzJnfWvfVV1/l7LPPzi677LLEhgMAAIBl2SJ9ZdgZZ5yRv/71r+nQoUOOP/74rLvuukmSt99+O9dee23mzp2b008/vZBBAQAAYFmzSNHdqlWrPPvssznmmGMycODAlEqlJElZWVl69uyZa6+9Nq1atSpkUAAAAFjWLFJ0J8kaa6yRhx9+OF9++WXee++9lEql/OhHP8pKK61UxHwAAACwzFrk6J5vpZVWyhZbbLEkZwEAAIDlyiJdSA0AAABYeKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKUqPRPXLkyOy6665p27ZtysrKct9991VbXyqVctZZZ6VNmzZp2LBhevTokXfffbfaNpMmTcoBBxyQ8vLyNGvWLP369cu0adN+wFcBAAAAC1aj0T19+vRsvPHGufbaaxe4/uKLL87VV1+dG264IaNGjUrjxo3Ts2fPzJw5s2qbAw44IKNHj86wYcPy4IMPZuTIkTnyyCN/qJcAAAAA36lOTT75zjvvnJ133nmB60qlUq688sqcccYZ+clPfpIkue2229KqVavcd9996du3b9566608+uijefHFF9O5c+ckyTXXXJPevXvn0ksvTdu2bX+w1wIAAAD/aqk9p/uDDz7IuHHj0qNHj6plFRUV6dKlS5577rkkyXPPPZdmzZpVBXeS9OjRI7Vq1cqoUaO+c9+zZs1KZWVltRsAAAAsaUttdI8bNy5J0qpVq2rLW7VqVbVu3LhxWWWVVaqtr1OnTpo3b161zYJccMEFqaioqLq1a9duCU8PAAAAS3F0F2ngwIGZMmVK1e3jjz+u6ZEAAABYDi210d26deskyfjx46stHz9+fNW61q1bZ8KECdXWf/3115k0aVLVNgtSv379lJeXV7sBAADAkrbURveaa66Z1q1bZ/jw4VXLKisrM2rUqHTt2jVJ0rVr10yePDkvv/xy1TZPPPFE5s2bly5duvzgMwMAAMA/q9Grl0+bNi3vvfde1f0PPvggr732Wpo3b57VV189J554YgYNGpQf/ehHWXPNNXPmmWembdu22X333ZMkHTt2TK9evXLEEUfkhhtuyJw5c3L88cenb9++rlwOAABAjavR6H7ppZfSrVu3qvsDBgxIkhxyyCEZPHhwTjnllEyfPj1HHnlkJk+enG222SaPPvpoGjRoUPWYO+64I8cff3y6d++eWrVqZa+99srVV1/9g78WAAAA+FdlpVKpVNND1LTKyspUVFRkypQpS/X53e1PfaimRwAW0YcX9qnpEQAAKMDCduRSe043AAAALOtENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAUZKmO7nPOOSdlZWXVbuutt17V+pkzZ+a4445LixYt0qRJk+y1114ZP358DU4MAAAA/2epju4kWX/99fPZZ59V3Z555pmqdSeddFIeeOCB3HPPPXnqqacyduzY7LnnnjU4LQAAAPyfOjU9wPepU6dOWrdu/a3lU6ZMye9+97vceeed2XHHHZMkt956azp27Jjnn38+W2211Q89KgAAAFSz1B/pfvfdd9O2bdustdZaOeCAAzJmzJgkycsvv5w5c+akR48eVduut956WX311fPcc8/9233OmjUrlZWV1W4AAACwpC3V0d2lS5cMHjw4jz76aK6//vp88MEH2XbbbTN16tSMGzcu9erVS7Nmzao9plWrVhk3bty/3e8FF1yQioqKqlu7du0KfBUAAACsqJbqj5fvvPPOVX/eaKON0qVLl6yxxhq5++6707Bhw8Xe78CBAzNgwICq+5WVlcIbAACAJW6pPtL9r5o1a5YOHTrkvffeS+vWrTN79uxMnjy52jbjx49f4Dng/6x+/fopLy+vdgMAAIAlbZmK7mnTpuX9999PmzZtsvnmm6du3boZPnx41fp33nknY8aMSdeuXWtwSgAAAPjGUv3x8v/+7//OrrvumjXWWCNjx47N2Wefndq1a2e//fZLRUVF+vXrlwEDBqR58+YpLy9P//7907VrV1cuBwAAYKmwVEf3J598kv322y9ffPFFWrZsmW222SbPP/98WrZsmSS54oorUqtWrey1116ZNWtWevbsmeuuu66GpwYAAIBvlJVKpVJND1HTKisrU1FRkSlTpizV53e3P/Whmh4BWEQfXtinpkcAAKAAC9uRy9Q53QAAALAsEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABalT0wMAsHxof+pDNT0CsIg+vLBPTY8AsNxzpBsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgdWp6AAAAKFr7Ux+q6RGARfDhhX1qeoQlxpFuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoyHIT3ddee23at2+fBg0apEuXLnnhhRdqeiQAAABWcMtFdP/pT3/KgAEDcvbZZ+eVV17JxhtvnJ49e2bChAk1PRoAAAArsOUiui+//PIcccQROeyww9KpU6fccMMNadSoUW655ZaaHg0AAIAVWJ2aHuA/NXv27Lz88ssZOHBg1bJatWqlR48eee655xb4mFmzZmXWrFlV96dMmZIkqaysLHbY/9C8WTNqegRgES3t7ytLkvcoWPZ4jwKWVsvC+9P8GUul0r/dbpmP7s8//zxz585Nq1atqi1v1apV3n777QU+5oILLsi55577reXt2rUrZEZgxVVxZU1PAPDdvEcBS6tl6f1p6tSpqaio+M71y3x0L46BAwdmwIABVffnzZuXSZMmpUWLFikrK6vByVgRVVZWpl27dvn4449TXl5e0+MAVOM9CliaeY+iJpVKpUydOjVt27b9t9st89G98sorp3bt2hk/fny15ePHj0/r1q0X+Jj69eunfv361ZY1a9asqBFhoZSXl/vHAlhqeY8Clmbeo6gp/+4I93zL/IXU6tWrl8033zzDhw+vWjZv3rwMHz48Xbt2rcHJAAAAWNEt80e6k2TAgAE55JBD0rlz52y55Za58sorM3369Bx22GE1PRoAAAArsOUiun/6059m4sSJOeusszJu3LhssskmefTRR791cTVYGtWvXz9nn332t055AFgaeI8Clmbeo1gWlJW+7/rmAAAAwGJZ5s/pBgAAgKWV6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBoAVlC8wAYDiiW4AWIFcddVVOeCAA5IkZWVlwhtYJnivYlkmumEJm/+PwnvvvZfRo0fn+eefr+GJAL55b5o1a1bq1auXRx99NMcee2wS4Q0sXea/H02bNi1ffvll5s2bl+Sb96r5f4ZljeiGJahUKqWsrCz33ntvevXqlQMPPDA9e/ZM37598+yzz9b0eMAK7Msvv0z9+vWz33775fLLL89f/vKXHHXUUUmEN7B0mP/fUQ888ED22WefbLLJJjn00ENz+eWXJ0lq1ZIuLJv8LxeWoLKysowcOTKHHnpoBg4cmFdffTX33HNP7r777nz44Yc1PR6wgrr77ruz8sor580330yzZs2y++6756KLLsqQIUNy5JFHJhHeQM0rKyvLQw89lJ/+9KfZcccdc+utt6Zu3bo588wz88QTT9T0eLDYykr+hYUl6vzzz88777yT2267Le+++2769OmT7bffPjfddFOS5Ouvv06dOnVqeEpgRTJmzJgceeSRef311zN8+PB07NgxU6ZMyb333ptTTz01u+22W2688cYk/3ekCeCHVCqVMn369Bx88MHZcsstc+qpp2by5Mnp1KlT9tlnn1x11VU1PSIsNke6YQl78803065du5RKpXTr1i3dunWr+o/ZW2+9NX/9619reEJgRbP66qvnd7/7XTbddNNsv/32eeutt1JRUZE99tgjF154Ye6//35HvIEaVVZWlkaNGmXChAnZbLPN8vHHH2eDDTbIrrvuWhXc999/f0aNGlXDk8KiE93wH5j/H6YTJ07MzJkzkyS9e/fOn/70p6y88srZY489cv3111cdNXrmmWfyxBNPZNasWTU2M7Bimf8+teqqq+amm25K586dvzO8//niagBFm//+NHfu3CTJ1KlT07hx44wYMSLdunXLzjvvnBtuuCFJMn78+Pz5z3/OP/7xDxdUY5kjumEx/fPFPo466qg89NBDmTNnTjbffPNsvPHGadasWfr27ZtatWpl6tSpOf300/PII4/kpJNOSv369Wt6fGAFUVZWltGjR2fKlClp27Ztbr755gWG98UXX5ybbropJ554Yk2PDKwgysrKMmrUqBx00EH58ssvU1FRkYMPPjgXXnhh2rRpk5tuuqnql4BXX311nn/++WyzzTYuqMYyxznd8B+49957c8ABB+Tss8/O3nvvnbXXXjtJMmzYsFx22WV54YUXst5666VOnTp5//338+CDD2bTTTet4amBFckXX3yRVq1a5cADD8zVV1+d8vLyjB07NocffnheeumlPPXUU+nYsWO+/PLLPPLII+ncuXM6dOhQ02MDK4hrr702N954YzbeeONcddVVWWmllTJo0KCcddZZOeqoo1KnTp1Mnz49f/nLX/LUU09lk002qemRYZGJblhIX375ZVZaaaWq+++991569+6dU045JYcffnjmzZuXWbNm5a233krHjh0zd+7cDBkyJK+99lo6deqUHXbYIWuuuWYNvgJgRfXggw+mb9++OfDAA3PxxRdXC++///3vGTp0aDbYYAMXUQN+cF9//XVuvvnm3HbbbVlrrbVy3XXXpby8PHfccUfuuuuuzJ49Ox06dMgxxxyTTp061fS4sFhENyyEW2+9Naeffnqeeuqp/OhHP0qSvPPOO9l7771z0003ZbPNNss111yTe++9N++++26aNGmS4cOHp3379jU7OLDC+ddwnn9/6NCh2W233XLYYYfloosuSkVFRcaOHZt99tknEyZMyOjRo1O3bl3RDRTunXfeyZprrpl69eol+eac7t/+9rf5wx/+kLXXXjvXXHNNmjVrlmnTpqVJkya++YVlnhMiYCH06dMnrVq1yt5775333nuvannDhg0zaNCgrLnmmnn66afTs2fP/OUvf0n9+vVzzz331ODEwIpqfmAPGjQo8+bNq7oaec+ePTNkyJDccsstOeOMMzJp0qS0bds2f/7zn/PEE0+kXr16ghsoxD8f43v33XdzyCGH5OSTT87s2bOTJLVr187hhx+ePffcM48//nhOOeWUTJ48OU2aNKlaD8syR7phIX3++efZeeedM2PGjNx///1Ze+218/DDD+e1115L7dq1c9BBB6Vt27ZJkh133DH7779/Dj/88BqeGlgRXX/99TnuuONy/vnn55e//GVq1aqVefPmpVatWrnssstyyimn5Igjjqj6qDlAkeZ/4uaZZ55JWVlZ/vrXv+aFF17IVlttlfPPP7/qiPfXX3+dTTbZJJ988knVpwn9MpDlgeiGRTA/vKdNm5aHHnooa621VrX1s2bNyvnnn5/f/e53GTlyZNWF1QCKNP8/aCdNmpT69euncePGueOOO3LwwQfnnHPOyemnn151td9bbrkl119/fcaMGZPXXnstbdq0qeHpgRXBiBEjsuOOO2b48OHZbLPNctlll+Wxxx7LdtttlwsuuCC1a9dOZWVl+vfvn/XXXz/7779/VltttZoeG5YI0Q2L6PPPP0+vXr2qjnivs846SZI77rgjTzzxRB555JE89NBDrlIO/KDuu+++XHLJJZk4cWL233//9O3bN6+//nr233//nH322Tn22GPTokWLnHHGGVlnnXXy05/+NA0bNqzpsYEVwAcffJDXXnst//jHP/LLX/4ySTJjxoxceOGFeeyxx9KhQ4ccffTRGTJkSJ5++ukMGTIkLVu2rOGpYckR3bAA8/9vUVZWls8++yylUin169dPixYtkvxfeM+cOTP33Xdf1llnnTz++OMZPnx4DjvsMF+3A/ygXnnlley44445+eST88UXX2TkyJFZc801M3DgwHzyySfZa6+9suGGG6ZJkyZ544038swzz2SDDTao6bGBFcBHH32UDh06pFatWjnjjDNy+umnZ+7cualdu3ZmzJiRW265JbfeemvGjh2bioqK3Hnnndlss81qemxYokQ3/JOpU6emadOmVR/VvP/++3PGGWfk66+/zsSJE3PFFVdk1113TUVFRb744ov07Nkzc+bMyT333JMOHTpk9uzZVeclAfwQ3n///fzxj39MWVlZTj/99CTffEXY5ZdfnvLy8lx66aWZOXNm7rjjjsydOzeHHXZYOnbsWMNTA8urjz/+OKNGjcree++du+66Kw888EC22267nHnmmenZs2duv/32JKm6Ivm8efNSWVmZMWPGpE2bNo5ws1xy7X34/4488sh8/fXXufHGG1OnTp08+OCDOfDAA3POOedkjz32yHXXXZdjjz0248ePT79+/dKiRYsMHTo0W265ZQ4++OA8/fTTghv4QVVWVqZv374ZM2ZMfvazn1Ut32WXXZIkl156aU455ZScdtppueCCC2pqTGAFMWfOnJxyyikZM2ZMnn322Vx55ZW55ZZbcsghh6RevXo56qijssYaa2TQoEFVwV2rVq00a9YszZo1q+nxoTCOdEOSu+66KyeccEIee+yxbLLJJpk0aVJ+9rOfZauttsqpp56aMWPGpHv37ikvL8+rr76aCy64IIcffnhatGiRSZMmZcqUKVlzzTVr+mUAK6BXX301ffv2TcuWLfPb3/4266+/ftW6hx9+OKeffnrWX3/93HTTTWnQoIErAQOFmjx5cnr16pUXXnghRx99dK677rokyVdffZU777wzRx99dE499dScd955NTwp/HAc6YZ881GoFi1aZJNNNskDDzyQJ598Mrvuumt22WWXTJgwIb169cr222+fm2++Occee2wuuuiizJkzJ8cff3yaN2+e5s2b1/RLAFZQm266ae65554ccsghufrqq3PCCSdUhXfv3r1Tp06drLvuui6aBvwgGjdunMaNG2fjjTfOe++9lzvuuCMHHHBAGjZsmP333z9J0r9//0yfPj2XX355DU8LP4xaNT0ALA122GGHlEql7LjjjvnJT36SHXbYIbvvvntatWqV3/72t2nXrl0uueSSJEmrVq3SuHHjXHHFFZk7d24NTw6QbLTRRrnlllvy0ksv5corr8ybb75ZtW6nnXbKGmusUYPTASuSunXr5uGHH84jjzySevXq5Xe/+13+8Ic/JEkaNmyYfv365fzzz8+dd96ZiRMn1vC08MMQ3ZBkiy22SPfu3TNixIhstdVW2W233dKiRYuUSqV88MEHKS8vT9OmTZN8cw7lbbfdlvfff7/qauYANW3TTTfNzTffnNdffz3nnXde3n777ZoeCVhB1a9fP61bt87VV1+dRo0aZfDgwVUXUDv77LPz97//PW+++aaLprHCEN2Qb84zevvtt9OvX79MmTIlBx54YJJvvjKsQ4cOeeCBB3LKKadkv/32y0033ZQ2bdq44Aew1Nl0003zm9/8Jp999lkqKipqehxgBbfWWmvlmmuuSXl5eS6++OJsscUWueqqq3LMMcc4NY8Vigupwf83Y8aMNGrUKLfccksuvvjibLbZZrnzzjuTJKeddlpGjhyZpk2b5qKLLspGG21Uw9MCfLeZM2emQYMGNT0GQJLk008/zdChQ/PJJ5/kpz/9adZdd92aHgl+UKIb/sW0adNyzz335KKLLqoW3lOmTEmDBg1Sv379Gp4QAABYVohuWIDp06fn7rvvzuWXX5727dvngQceqOmRAACAZZBzumEBGjdunH333TfHHntsJkyYkLFjx9b0SAAAwDLIkW74N2bMmJE5c+a4IBEAALBYRDcAAAAUxMfLAQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwBY4s4555xssskmVfcPPfTQ7L777kvFLADwQxLdAFCAJRGZM2bMyMCBA7P22munQYMGadmyZbbffvsMGTJkyQwJABSuTk0PAAAs2NFHH51Ro0blmmuuSadOnfLFF1/k2WefzRdffFHTowEAC8mRbgAo2J///OdsuOGGadiwYVq0aJEePXpk+vTp3/u4+++/P6eddlp69+6d9u3bZ/PNN0///v3zs5/9rGqbWbNm5b//+7+z6qqrpnHjxunSpUtGjBhRbT9/+9vfssMOO6RRo0ZZaaWV0rNnz3z55ZdVjz/hhBOyyiqrpEGDBtlmm23y4osvVj12xIgRKSsry/Dhw9O5c+c0atQoP/7xj/POO+9Ue44LL7wwrVq1StOmTdOvX7/MnDlzga/p0ksvTZs2bdKiRYscd9xxmTNnTtW622+/PZ07d07Tpk3TunXr7L///pkwYUJhswDAD0F0A0CBPvvss+y333752c9+lrfeeisjRozInnvumVKp9L2Pbd26dR5++OFMnTr1O7c5/vjj89xzz+Wuu+7K66+/nn322Se9evXKu+++myR57bXX0r1793Tq1CnPPfdcnnnmmey6666ZO3dukuSUU07JX/7yl/z+97/PK6+8knXWWSc9e/bMpEmTqj3P6aefnssuuywvvfRS6tSpUy3877777pxzzjn59a9/nZdeeilt2rTJdddd961Zn3zyybz//vt58skn8/vf/z6DBw/O4MGDq9bPmTMn5513Xv7+97/nvvvuy4cffphDDz30W/tZErMAwA+lrLQw/+oDAIvk0EMPzeTJk3PWWWdl8803z4cffpg11lhjkfYxcuTIHHDAARk/fnw23njjbLPNNtl7772z9dZbJ0nGjBmTtdZaK2PGjEnbtm2rHtejR49sueWW+fWvf539998/Y8aMyTPPPPOt/U+fPj0rrbRSBg8enP333z/JN+Hbvn37nHjiifnFL36RESNGpFu3bnn88cfTvXv3JMnDDz+cPn365KuvvkqDBg3y4x//OJtuummuvfbaqn1vtdVWmTlzZl577bWqn8eIESPy/vvvp3bt2kmSfffdN7Vq1cpdd921wNf/0ksvZYsttsjUqVPTpEmTJTYLAPyQHOkGgAJtvPHG6d69ezbccMPss88+uemmm6o+2v19tttuu/zv//5vhg8fnr333jujR4/Otttum/POOy9J8j//8z+ZO3duOnTokCZNmlTdnnrqqbz//vtJ/u9I94K8//77mTNnTlXEJ0ndunWz5ZZb5q233qq27UYbbVT15zZt2iRJ1Ue/33rrrXTp0qXa9l27dv3W862//vpVwT1/P//88fGXX345u+66a1ZfffU0bdo022+/fZJvfrmwpGcBgB+K6AaAAtWuXTvDhg3LI488kk6dOuWaa67Juuuumw8++GChHl+3bt1su+22+eUvf5nHHnssv/rVr3Leeedl9uzZmTZtWmrXrp2XX345r732WtXtrbfeylVXXZUkadiw4RJ5HXXr1q36c1lZWZJk3rx5i72P+fuZv4/p06enZ8+eKS8vzx133JEXX3wx9957b5Jk9uzZS3wWAPihiG4AKFhZWVm23nrrnHvuuXn11VdTr169qqBcVJ06dcrXX3+dmTNnZtNNN83cuXMzYcKErLPOOtVurVu3TvLNUeHhw4cvcF9rr7126tWrl7/97W9Vy+bMmZMXX3wxnTp1WuiZOnbsmFGjRlVb9vzzzy/S63r77bfzxRdf5MILL8y2226b9dZbr9pR8B9yFgBYknxlGAAUaNSoURk+fHh22mmnrLLKKhk1alQmTpyYjh07fu9jd9hhh+y3337p3LlzWrRokTfffDOnnXZaunXrlvLy8pSXl+eAAw7IwQcfnMsuuyybbrppJk6cmOHDh2ejjTZKnz59MnDgwGy44YY59thjc/TRR6devXp58skns88++2TllVfOMccck1/84hdp3rx5Vl999Vx88cWZMWNG+vXrt9Cv8ec//3kOPfTQdO7cOVtvvXXuuOOOjB49OmuttdZC72P11VdPvXr1cs011+Too4/OG2+8UfUx+kWxJGYBgCVJdANAgcrLyzNy5MhceeWVqayszBprrJHLLrssO++88/c+tmfPnvn973+f0047LTNmzEjbtm2zyy675Kyzzqra5tZbb82gQYNy8skn59NPP83KK6+crbbaKrvsskuSpEOHDnnsscdy2mmnZcstt0zDhg3TpUuX7Lfffkm++XqtefPm5aCDDsrUqVPTuXPnDB06NCuttNJCv8af/vSnef/993PKKadk5syZ2WuvvXLMMcdk6NChC72Pli1bZvDgwTnttNNy9dVXZ7PNNsull16a3XbbbaH3saRmAYAlydXLAQAAoCDO6QYAAICCiG4AqCH//DVf/3p7+umna3o8AGAJ8PFyAKgh77333neuW3XVVZfY130BADVHdAMAAEBBfLwcAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCD/D7CKLZ5zVUBBAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "count_and_plot_top_n(dataset, lambda p: p.get('is_secondhand'), field_label='is_secondhand', n=3)" + ] + }, + { + "cell_type": "markdown", + "id": "61c25639", + "metadata": {}, + "source": [ + "The distribution of the image sizes are:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6d1e3ca6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "count_and_plot_top_n(dataset, lambda p: (p.get('image').width, p.get('image').height), field_label='image size', n=50)" + ] + }, + { + "cell_type": "markdown", + "id": "788e617f", + "metadata": {}, + "source": [ + "The distribution of the number of visual tokens is:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "98dfd71b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ePFkNGzbUlClTLO9LkOzXX3/Vf//9p27duln+2iP5OEjuZ7x+/fo6d+6c3X6zYcMGOTs7a8OGDXbDJNleN9J7jkrP60RsbKyio6MVERGhadOmadmyZWratOkt2y7d2XkoIzp27CgnJyd9/fXXtmGLFi1SWFiY7rvvvhTTp/d8ERcXp+jo6BR/t7u3xO+//y4nJ6c0dfsiyRZsJ189PHfuXHl7e2vYsGGaMWOGatSooVdeecWuG65Ro0apevXq8vf3t70uJ/ePnpiYqAcffFDjxo1TjRo1NGXKFA0ePFgXLlzQzp077da9aNEivfXWW+rfv78mTJigw4cPq2PHjrcMYKXrXSEdPXpUa9asSVMbbzR9+nRbzcl/9913n5ydnW3bICoqSrVr19aqVas0cOBAW7dmffv2TVM/8BcuXEj1ubv579KlS+mu38qqVaskXQ++mzZtKk9PT3l6eqp169Z25+KKFSvq1Vdf1fz58/Xdd99Jun7M9e7dW2FhYbb3i1mx7mTJFyFk9HUeAJCFDAAgT5szZ46RZDZv3mw5ja+vr7n33nttj8eMGWNufAmZNm2akWTOnDljuYzNmzcbSWbOnDkpxjVs2NBIMu+9916q4xo2bGh7vHbtWiPJFC9e3MTExNiGf/HFF0aSmTFjhm1YyZIlTa9evW67zFvV1qtXL1OyZEnb42+++cZIMhMmTLCbrnPnzsbJyckcOHDANkyScXNzsxv2zz//GEnmnXfeSbGuG02fPt1IMgsWLLANu3LliqlTp47x9va2a3vJkiVN27Ztb7m81Kbt06eP8fDwMCdOnDDG/P+2/fLLLy3bn+zmfSC5ve7u7ubQoUO2Ye+//76RZAIDA+1qDg8PN5Lspk3eD6ZMmWIblpCQYKpXr26KFi1qrly5YowxZv78+cbZ2dls2LDBbv3vvfeekWR+++03u5qcnZ3Nv//+e9ttc/r0aePm5mZatGhhEhMTbcPfffddI8l88sknKdp/q30+2blz54y7u7t57LHH7Ia/+OKLRpLZu3dviuUmS8uxlXwM37gtjfn/53Pt2rW2YXFxcSnmnzhxonFycjJHjhyxrCMtKleubHdcDRkyxEiye54uXrxoSpcubUqVKmXbxjfudxcvXjQNGzY0/v7+5u+//7bNt2HDBiPJLFy40G6dy5cvTzG8ZMmSRpL55ZdfbMNOnz5t3N3dzfDhw23D7rnnnjQfNzdK3t41atSw7ZPGGPPmm28aSebbb7+1tbVgwYLmqaeespv/1KlTxtfX1254r169jCTz4osvpquGG8/byct4/fXXbcP+++8/4+npaZycnMzixYttw/fs2WMkmTFjxtiGxcfH2+33xhhz6NAh4+7ubsaPH28bNmXKFCPJfPPNN7Zhly9fNmFhYXb7W1JSkilXrpxp2bKlSUpKsk0bFxdnSpcubZo3b37LNh46dCjFeTm5jTfWY4wx9957r6lRo8Ytl5d8Tl26dKnlNOfOnTOSTMeOHY0x1/cbSWbWrFnGGGPOnz9vnJ2dzSOPPGICAgJs8z333HPGz8/P1s70nqPS8zrRv39/I8l2buvcubM5d+7cLdue3La0noeSt/1bb7112+XerFevXiZ//vzGmOuvi02bNjXGGJOYmGgCAwPNuHHjUl1+Ws8XyfNa/W3cuPGW9fXo0cMULlw4xfDk5Y4bN86cOXPGnDp1yqxbt87ce++9RpJZsmSJMSb1c2j//v2Nl5eXiY+Ptw1r27Ztqq+dn3zyiZFkpk6dmmJc8v6TXEvhwoXtnttvv/3WSDLff//9Ldu4c+dO4+npaSSZ6tWrm8GDB5tvvvnGxMbGppj25vdDN0t+b3XjMde3b19TrFgxEx0dbTdt165dja+vb6rb6OZ13uo5TP5L7f3brQwYMMDydeu5556zbdNWrVqZzz//3Lz11lvG29vbhIaG2m2bxMREU69ePRMQEGCio6PNgAEDTL58+W75Pjmz1p2sfPnypnXr1ulqPwAg63ElOgDgtry9vXXx4kXL8cn9Qn/77bcZvgmnu7u7+vTpk+bpe/bsqQIFCtged+7cWcWKFdNPP/2UofWn1U8//SQXFxc999xzdsOHDx8uY4yWLVtmN7xZs2YKDQ21Pa5WrZp8fHx08ODB264nMDBQjz32mG2Yq6urnnvuOV26dEnr16+/47aMHj06069Gb9q0qd2V3sndA3Tq1Mnu+UoefvN2yJcvn/r372977Obmpv79++v06dPaunWrpOtXU1esWFFhYWF2V60l/+x+7dq1dsts2LBhmvqMX7Vqla5cuaIhQ4bI2fn/3yI99dRT8vHxyXC3AoUKFVKbNm303XffKTY2VtL1XzQsXrxYNWvWVPny5S3nzYxj60Y3/vQ8+YrWBx54QMYY/f3333e8/Bv99NNP+t///qd69erZhnl7e6tfv346fPiwdu3aZTf9hQsX1KJFC+3Zs0fr1q2zu4nfl19+KV9fXzVv3tzuOa9Ro4a8vb1TPOeVKlVS/fr1bY+LFCmiChUq2O1vBQsW1L///qv9+/dnqH39+vWzu2fCM888o3z58tnOQStXrtT58+f12GOP2dXs4uKiWrVqpag5eRl36sknn7T9X7BgQVWoUEH58+e365u6QoUKKliwoN32cHd3t+33iYmJOnv2rK37oBuvzl++fLmKFy+u9u3b24Z5eHjoqaeesqtj27Zttq47zp49a2t/bGysmjZtql9++SXD+/TN/VnXr1//tufU5NewG89DN0selzxtkSJFFBYWpl9++UWS9Ntvv8nFxUXPP/+8oqKibPvOhg0bVK9ePVtXTOk9R6XndWLIkCFauXKlPv30U7Vu3VqJiYm6cuXKLdsu3dl5KKO6deumdevW6dSpU1qzZo1OnTpl2ZVLes8X/fr108qVK1P83e5cf/bsWRUqVMhy/JgxY1SkSBEFBgaqUaNGioiI0BtvvGH7tdGN59CLFy8qOjpa9evXV1xcnPbs2XPbbbJkyRL5+/tr0KBBKcbd3JXXo48+aldr8jntdvt65cqVtW3bNvXo0UOHDx/WjBkz1KFDBwUEBOjDDz+8bY3Jdu3apSeeeEIPPfSQRo8eLen6PrNkyRK1a9dOxhi7/btly5a6cOHCbX/NM2XKlFSfu5v/XnjhhTTXejvJV7UHBgbqxx9/VJcuXTRixAh9+OGHioiIsOveytnZWXPnztWlS5fUunVrzZo1S+Hh4Xb3DcqqdScrVKiQoqOjM7Q+AEDWyfl3rgIAONylS5dS9KN5o0cffVQfffSRnnzySb344otq2rSpOnbsqM6dO9uFkbdSvHjxdN3gqly5cnaPnZycVLZs2dv2B36njhw5oqCgoBRBTMWKFW3jbxQSEpJiGYUKFUq17+Sb11OuXLkU289qPRlRpkwZPf744/rggw/sfop+J25ur6+vr6TrffKmNvzm7RAUFJTiZorJ4c7hw4dVu3Zt7d+/X7t377bstubmG6eVLl06TbUnb9MKFSrYDXdzc1OZMmXuaJt3795dS5cu1bfffqtu3brp999/1+HDhzV48OBbzpcZx9aNIiMj9corr+i7775Lse0vXLiQ7uXdypEjR1LtY/nGfbhKlSq24UOGDFF8fLz+/vtvVa5c2W6e/fv368KFC5bnoZuf87Qcd+PHj9dDDz2k8uXLq0qVKmrVqpUef/xxVatWLU3tu/kc5O3trWLFitnOQckBa3JwejMfHx+7x/ny5VNwcHCa1m3Fw8MjxXHh6+ur4ODgFAGdr6+v3fZISkrSjBkzNGvWLB06dMiuj+cbb4R35MgRhYaGplhe2bJl7R4nt79Xr16W9V64cOGWgWZqUmtjWs6pNwfkqUked+N+Vr9+fdsXIxs2bFDNmjVVs2ZN+fn5acOGDQoICNA///xjFw6n9xyVnteJsLAwhYWFSbr+ZXKLFi3Url07/fHHHymek5tl9DyUUcn9+3/++efatm2b7r//fsvX6fSeL8qVK5fmfs1vZm66f8mN+vXrp0ceeUTOzs4qWLCg7f4Yyf7991+NHj1aa9asUUxMjN28aTmHRkREqEKFCmm6gfTN+0XysXK7fV26/ro5f/58JSYmateuXfrhhx/05ptvql+/fipduvRtt11MTIw6duyo4sWLa968ebZ968yZMzp//rw++OADyy6Ubt6/b1ajRo3b1p/Zkr/86NKli91r5yOPPKLHH39cv//+u90XkKGhoRo7dqyef/55ValSRS+//HK2rVu6vo/e7ngGAGQ/QnQAwC0dO3ZMFy5cSBGQ3MjT01O//PKL1q5dqx9//FHLly/X559/riZNmujnn3+Wi4vLbdeTlpszpZfVB5DExMQ01ZQZrNZzqw/x2WnUqFGaP3++3njjDXXo0CHF+Fttw9RYtTczt0NSUpKqVq2qqVOnpjr+5sA+K/at9Eq+SeaiRYvUrVs3LVq0SC4uLuratest50vLsZXW5ygxMVHNmzfXuXPnNHLkSIWFhSl//vw6fvy4evfunSlXut+Jhx56SIsXL9akSZM0b948u7AhKSlJRYsW1cKFC1Od9+awMi37W4MGDRQREaFvv/1WP//8sz766CNNmzZN7733XopAIyOSt+f8+fMVGBiYYvzNIdqNV4Jn1J0cf6+//rpefvllPfHEE3r11Vfl5+cnZ2dnDRkyJEP7RvI8b731lt2vCm7k7e2d7uVm9NydfIXy9u3bUz3XJY+Trn/BmKxevXr68MMPdfDgQW3YsEH169eXk5OT6tWrpw0bNigoKEhJSUl2v3xI7znqTs6PnTt3Vv/+/bVv374UXwDeLKPnoYxyd3dXx44d9emnn+rgwYOWN2DOToULF75lCH2rcP78+fNq2LChfHx8NH78eIWGhsrDw0N//fWXRo4cmenn0Mx43XRxcVHVqlVVtWpV1alTR40bN9bChQtvG6L37t1bJ06c0J9//mn3hV9yG3v06GH5Bdntvog8d+5cmn494enpafvC/U4FBQVJut4v+Y1cXFws94nkewG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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "patch_size = 16\n", + "spatial_merge_size = 2\n", + "\n", + "num_visual_tokens = [\n", + " (p['image'].width // patch_size // spatial_merge_size) * (p['image'].height // patch_size // spatial_merge_size)\n", + " for p in dataset\n", + " if p.get('image') is not None\n", + "]\n", + "\n", + "plt.figure(figsize=(15,6))\n", + "hist_vals, bin_edges, _ = plt.hist(num_visual_tokens, bins=100, color='mediumseagreen', edgecolor='black')\n", + "plt.title(f\"Distribution of Number of Visual Tokens per Image in Qwen3 VL MoE (Patch Size = {patch_size}x{patch_size})\")\n", + "plt.xlabel(\"Number of Visual Tokens per Image\")\n", + "\n", + "tick_step = int((max(num_visual_tokens) - min(num_visual_tokens)) / 20) # 20 ticks\n", + "if tick_step > 0:\n", + " ticks = np.arange(min(num_visual_tokens), max(num_visual_tokens) + tick_step, tick_step)\n", + " plt.xticks(ticks, rotation=45)\n", + "\n", + "plt.ylabel(\"Count\")\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "164c8636", + "metadata": {}, + "source": [ + "The image file formats are:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e98ca2c1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "count_and_plot_top_n(dataset, lambda p: p['image'].format, field_label='image file format', n=10)" + ] + }, + { + "cell_type": "markdown", + "id": "1a2f9f5f", + "metadata": {}, + "source": [ + "Send the requests to the inference endpoint and gather the responses." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "1b7e2e55", + "metadata": {}, + "outputs": [], + "source": [ + "openai_api_client = OpenAI(api_key=\"\", base_url=\"http://localhost:8000/v1\")\n", + "responses = [\n", + " openai_api_client.chat.completions.create(\n", + " model=\"Qwen/Qwen3-VL-30B-A3B-Instruct\",\n", + " messages=ShopifyGlobalCatalogue.formulate_messages(product),\n", + " ) for product in dataset\n", + "]\n", + "prompt_tokens_counter = Counter(response.usage.prompt_tokens for response in responses)\n", + "completion_tokens_counter = Counter(response.usage.completion_tokens for response in responses)\n", + "total_tokens_counter = Counter(response.usage.total_tokens for response in responses) " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "7d2be2e0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "\n", + "# Convert Counters to lists of token counts (each count per response)\n", + "prompt_tokens = []\n", + "for token_count, freq in prompt_tokens_counter.items():\n", + " prompt_tokens.extend([token_count] * freq)\n", + "completion_tokens = []\n", + "for token_count, freq in completion_tokens_counter.items():\n", + " completion_tokens.extend([token_count] * freq)\n", + "total_tokens = []\n", + "for token_count, freq in total_tokens_counter.items():\n", + " total_tokens.extend([token_count] * freq)\n", + "\n", + "# Define bins in intervals of a specified bin_size, up to max token count (rounded up to next bin_size)\n", + "def get_bins(data, bin_size=100):\n", + " max_val = max(data) if len(data) > 0 else bin_size\n", + " bins = np.arange(0, ((max_val // bin_size) + 2) * bin_size, bin_size)\n", + " return bins\n", + "\n", + "\n", + "fig, axs = plt.subplots(3, 1, figsize=(10, 12))\n", + "\n", + "# Histogram for prompt_tokens\n", + "axs[0].hist(prompt_tokens, bins=get_bins(prompt_tokens), color='blue', edgecolor='black')\n", + "axs[0].set_title(\"Distribution of Prompt Tokens (100-token bins)\")\n", + "axs[0].set_xlabel(\"Prompt Tokens\")\n", + "axs[0].set_ylabel(\"Count\")\n", + "\n", + "# Histogram for completion_tokens\n", + "axs[1].hist(completion_tokens, bins=get_bins(completion_tokens, bin_size=5), color='orange', edgecolor='black')\n", + "axs[1].set_title(\"Distribution of Completion Tokens (100-token bins)\")\n", + "axs[1].set_xlabel(\"Completion Tokens\")\n", + "axs[1].set_ylabel(\"Count\")\n", + "\n", + "# Histogram for total_tokens\n", + "axs[2].hist(total_tokens, bins=get_bins(total_tokens), color='green', edgecolor='black')\n", + "axs[2].set_title(\"Distribution of Total Tokens (100-token bins)\")\n", + "axs[2].set_xlabel(\"Total Tokens\")\n", + "axs[2].set_ylabel(\"Count\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "mlperf-inf", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/multimodal/vl2l/pyproject.toml b/multimodal/vl2l/pyproject.toml new file mode 100644 index 0000000000..d4644d6099 --- /dev/null +++ b/multimodal/vl2l/pyproject.toml @@ -0,0 +1,74 @@ +[project] +name = "mlperf-inference-multimodal-vl2l" +description = "The reference implementation for the vision-language-to-language (VL2L) benchmark in MLPerf Inference" +readme = "README.md" +classifiers = [ + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3 :: Only", + "Intended Audience :: Developers", + "Operating System :: POSIX :: Linux", +] +requires-python = ">=3.12" +dependencies = [ + "datasets", + "loguru", + "matplotlib", + "mlcommons_loadgen", + "openai[aiohttp]", + "pydantic", + "pydantic-typer @ git+https://github.com/CentML/pydantic-typer.git@wangshangsam/preserve-full-annotated-type", + "pympler", + "typer", +] +dynamic = ["version"] + +[project.optional-dependencies] +dev = ["black", "ruff", "mypy", "shellcheck-py", "pytest"] + +[project.scripts] +mlperf-inf-mm-vl2l = "mlperf_inference_multimodal_vl2l.cli:app" + +[project.urls] +Homepage = "https://github.com/mlcommons/inference/multimodal/vl2l" + +[build-system] +requires = ["setuptools>=80", "setuptools-scm[simple]>=8"] +build-backend = "setuptools.build_meta" + +[tool.setuptools.packages.find] +where = ["src"] + +[tool.setuptools.package-data] +"mlperf_inference_multimodal_vl2l" = ["py.typed"] + +[tool.setuptools_scm] +root = "../../" + +[tool.ruff] +lint.select = ["ALL"] +lint.ignore = [ + "ANN002", # Missing type annotation for `*args`" + "ANN003", # Missing type annotation for `**kwargs` +] + +[tool.ruff.lint.pylint] +max-args = 10 + +[tool.ruff.lint.pydocstyle] +convention = "google" + +[tool.mypy] +check_untyped_defs = true +plugins = ['pydantic.mypy'] + +[[tool.mypy.overrides]] +module = "pydantic_typer" +ignore_missing_imports = true + +[[tool.mypy.overrides]] +module = "mlperf_loadgen" +ignore_missing_imports = true + +[[tool.mypy.overrides]] +module = "datasets" +ignore_missing_imports = true \ No newline at end of file diff --git a/multimodal/vl2l/scripts/linters.sh b/multimodal/vl2l/scripts/linters.sh new file mode 100644 index 0000000000..e33cd8b1d4 --- /dev/null +++ b/multimodal/vl2l/scripts/linters.sh @@ -0,0 +1,49 @@ +#!/bin/bash + +set -eux +set -o pipefail + +PROJECT_ROOT=$(dirname "${BASH_SOURCE[0]}")/../ +PROJECT_ROOT=$(realpath "${PROJECT_ROOT}") + +function _exit_with_help_msg() { + cat < lg.TestScenario: + """Convert the test scenario to its corresponding LoadGen type.""" + match self: + case TestScenario.SERVER: + return lg.TestScenario.Server + case TestScenario.OFFLINE: + return lg.TestScenario.Offline + case _: + raise UnknownTestScenarioValueError(self) + + +class UnknownTestScenarioValueError(ValueError): + """The exception raised when an unknown test scenario is encountered.""" + + def __init__(self, test_scenario: TestScenario) -> None: + """Initialize the exception.""" + super().__init__(f"Unknown test scenario: {test_scenario}") + + +class TestMode(StrEnum): + """The test mode for the MLPerf inference LoadGen.""" + + PERFORMANCE_ONLY = auto() + """Run the benchmark to evaluate performance.""" + + ACCURACY_ONLY = auto() + """Run the benchmark to evaluate model quality.""" + + def to_lgtype(self) -> lg.TestMode: + """Convert the test mode to its corresponding LoadGen type.""" + match self: + case TestMode.PERFORMANCE_ONLY: + return lg.TestMode.PerformanceOnly + case TestMode.ACCURACY_ONLY: + return lg.TestMode.AccuracyOnly + case _: + raise UnknownTestModeValueError(self) + + +class UnknownTestModeValueError(ValueError): + """The exception raised when an unknown test mode is encountered.""" + + def __init__(self, test_mode: TestMode) -> None: + """Initialize the exception.""" + super().__init__(f"Unknown test mode: {test_mode}") + + +class TestSettings(BaseModel): + """The test settings for the MLPerf inference LoadGen.""" + + scenario: Annotated[ + TestScenario, + Field( + description=( + "The MLPerf inference benchmarking scenario to run the benchmark in." + ), + ), + ] = TestScenario.OFFLINE + + mode: Annotated[ + TestMode, + Field( + description=( + "Whether you want to run the benchmark for performance or accuracy." + ), + ), + ] = TestMode.PERFORMANCE_ONLY + + offline_expected_qps: Annotated[ + float, + Field( + description="The expected QPS for the offline scenario.", + ), + ] = 100 + + min_duration: Annotated[ + timedelta, + Field( + description=( + "The minimum testing duration (in seconds or ISO 8601 format like" + " PT5S)." + ), + ), + ] = timedelta(seconds=5) + + use_token_latencies: Annotated[ + bool, + Field( + description="When set to True, LoadGen will track TTFT and TPOT.", + ), + ] = True + + @field_validator("min_duration", mode="before") + @classmethod + def parse_min_duration(cls, value: timedelta | + float | str) -> timedelta | str: + """Parse timedelta from seconds (int/float/str) or ISO 8601 format.""" + if isinstance(value, timedelta): + return value + if isinstance(value, (int, float)): + return timedelta(seconds=value) + if isinstance(value, str): + # Try to parse as a number first + try: + return timedelta(seconds=float(value)) + except ValueError: + # If it fails, it might be ISO 8601 format + # Let pydantic's default parser handle it + pass + return value + + def to_lgtype(self) -> lg.TestSettings: + """Convert the test settings to its corresponding LoadGen type.""" + settings = lg.TestSettings() + settings.scenario = self.scenario.to_lgtype() + settings.mode = self.mode.to_lgtype() + settings.offline_expected_qps = self.offline_expected_qps + settings.min_duration_ms = round( + self.min_duration.total_seconds() * 1000) + settings.use_token_latencies = self.use_token_latencies + return settings + + +class Model(BaseModel): + """Specifies the model to use for the VL2L benchmark.""" + + repo_id: Annotated[ + str, + Field(description="The HuggingFace repository ID of the model."), + ] = "Qwen/Qwen3-VL-235B-A22B-Instruct" + + +class Dataset(BaseModel): + """Specifies a dataset on HuggingFace.""" + + repo_id: Annotated[ + str, + Field(description="The HuggingFace repository ID of the dataset."), + ] = "Shopify/the-catalogue-public-beta" + + token: Annotated[ + str | None, + Field( + description=( + "The token to access the HuggingFace repository of the dataset." + ), + ), + ] = None + + +class Verbosity(StrEnum): + """The verbosity level of the logger.""" + + TRACE = auto() + """The trace verbosity level.""" + + DEBUG = auto() + """The debug verbosity level.""" + + INFO = auto() + """The info verbosity level (default).""" + + +class Endpoint(BaseModel): + """Specifies the OpenAI API endpoint to use for the VL2L benchmark.""" + + url: Annotated[ + str, + Field( + description=( + "The URL of the OpenAI API endpoint that the inference requests will be" + " sent to." + ), + ), + ] = "http://localhost:8000/v1" + api_key: Annotated[ + str, + Field(description="The API key to authenticate the inference requests."), + ] = "" + + +@app.command() +def main( + *, + settings: TestSettings, + model: Model, + dataset: Dataset, + endpoint: Endpoint, + random_seed: Annotated[ + int, + Option(help="The seed for the random number generator used by the benchmark."), + ] = 12345, + verbosity: Annotated[ + Verbosity, + Option(help="The verbosity level of the logger."), + ] = Verbosity.INFO, +) -> None: + """Main CLI for running the VL2L benchmark.""" + logger.remove() + logger.add(sys.stdout, level=verbosity.value.upper()) + logger.info("Running VL2L benchmark with settings: {}", settings) + logger.info("Running VL2L benchmark with model: {}", model) + logger.info("Running VL2L benchmark with dataset: {}", dataset) + logger.info( + "Running VL2L benchmark with OpenAI API endpoint: {}", + endpoint) + logger.info("Running VL2L benchmark with random seed: {}", random_seed) + lg_settings = settings.to_lgtype() + task = ShopifyGlobalCatalogue( + dataset_cli=dataset, + model_cli=model, + endpoint_cli=endpoint, + random_seed=random_seed, + ) + sut = task.construct_sut() + qsl = task.construct_qsl() + logger.info("Starting the VL2L benchmark with LoadGen...") + lg.StartTest(sut, qsl, lg_settings) + logger.info("The VL2L benchmark with LoadGen completed.") + lg.DestroyQSL(qsl) + lg.DestroySUT(sut) diff --git a/multimodal/vl2l/src/mlperf_inference_multimodal_vl2l/py.typed b/multimodal/vl2l/src/mlperf_inference_multimodal_vl2l/py.typed new file mode 100644 index 0000000000..e69de29bb2 diff --git a/multimodal/vl2l/src/mlperf_inference_multimodal_vl2l/task.py b/multimodal/vl2l/src/mlperf_inference_multimodal_vl2l/task.py new file mode 100644 index 0000000000..2d0dd0ab6a --- /dev/null +++ b/multimodal/vl2l/src/mlperf_inference_multimodal_vl2l/task.py @@ -0,0 +1,347 @@ +"""Task definitions for the VL2L benchmark.""" + +from __future__ import annotations + +import array +import asyncio +import base64 +import random +import threading +import time +from abc import ABC, abstractmethod +from io import BytesIO +from typing import TYPE_CHECKING, Any + +import mlperf_loadgen as lg +from datasets import load_dataset +from loguru import logger +from openai import AsyncOpenAI, DefaultAioHttpClient +from pympler import asizeof + +if TYPE_CHECKING: + from openai.types.chat.chat_completion_message_param import ( + ChatCompletionMessageParam, + ) + + from .cli import Dataset as DatasetCLI + from .cli import Endpoint as EndpointCLI + from .cli import Model as ModelCLI + + +class Task(ABC): + """Abstract base class for defining a task.""" + + def __init__( + self, + dataset_cli: DatasetCLI, + model_cli: ModelCLI, + endpoint_cli: EndpointCLI, + random_seed: int = 12345, + ) -> None: + """Initialize the task. + + Args: + dataset_cli: The dataset configuration passed in from the CLI. + model_cli: The model configuration passed in from the CLI. + endpoint_cli: The endpoint configuration passed in from the CLI. + random_seed: The random seed to use for the task. + """ + random.seed(random_seed) + self.dataset = load_dataset( + dataset_cli.repo_id, + token=dataset_cli.token, + ) + self.model_cli = model_cli + self.openai_api_client = AsyncOpenAI( + base_url=endpoint_cli.url, + http_client=DefaultAioHttpClient(), + api_key=endpoint_cli.api_key, + ) + self.event_loop, self.event_loop_thread = ( + self._create_event_loop_in_separate_thread() + ) + self.loaded_messages: dict[int, list[ChatCompletionMessageParam]] = {} + + def __del__(self) -> None: + """Clean up the resources used by the task.""" + logger.trace("Cleaning up the resources used by the task...") + asyncio.run_coroutine_threadsafe( + self.openai_api_client.close(), + self.event_loop, + ).result() + self.event_loop.call_soon_threadsafe(self.event_loop.stop) + self.event_loop_thread.join() + + @staticmethod + def _create_event_loop_in_separate_thread() -> ( + tuple[asyncio.AbstractEventLoop, threading.Thread] + ): + """Create a dedicated event loop in a separate thread. + + This event loop is where async calls to the serving endpoint via OpenAI API + client happens. The reason why a separate thread and event loop is needed is to + avoid blocking the `issue_query` callback when the callback is called by the + LoadGen C++ code. + """ + event_loop = asyncio.new_event_loop() + + def _run_event_loop_forever() -> None: + asyncio.set_event_loop(event_loop) + event_loop.run_forever() + + event_loop_thread = threading.Thread( + target=_run_event_loop_forever, + daemon=True, + ) + event_loop_thread.start() + return event_loop, event_loop_thread + + @staticmethod + @abstractmethod + def formulate_messages( + sample: dict[str, Any]) -> list[ChatCompletionMessageParam]: + """Formulate the messages for chat completion. + + Args: + sample: The sample to formulate the messages for. + + Returns: + The messages for chat completion. + """ + raise NotImplementedError + + @property + def total_num_samples(self) -> int: + """The total number of samples in the dataset. + + This is used to set the `total_sample_count` parameter in the LoadGen QSL + constructor. + """ + return len(self.dataset) + + @property + def max_num_samples_in_host_memory(self) -> int: + """The maximum number of samples that are guaranteed to fit in host memory. + + This is used to set the `performance_sample_count` parameter in the LoadGen QSL + constructor. + + We estimate this value by assuming that we reserve 1GB of host memory for + storing the samples, and we try to estimate how many samples can fit in that + 1GB of memory. If this value is bigger than the total number of samples, we will + just load all samples into host memory. + """ + num_estimation_samples = 10 + allowed_memory_footprint = 1024 * 1024 * 1024 # 1GB + estimation_indices = random.sample( + range(self.total_num_samples), + k=num_estimation_samples, + ) + estimation_samples = [ + self.formulate_messages(self.dataset[i]) for i in estimation_indices + ] + avg_messages_footprint = sum( + asizeof.asizeof(m) for m in estimation_samples + ) / len(estimation_samples) + result = min( + round(allowed_memory_footprint / avg_messages_footprint), + self.total_num_samples, + ) + logger.info( + "Estimated maximum number of samples to load into the host memory is {}.", + result, + ) + return result + + def construct_qsl(self) -> int: + """Construct the LoadGen QSL for the task.""" + + def _load_samples_to_ram(query_sample_indices: list[int]) -> None: + """Called by LoadGen to load samples to host memory before testing. + + Args: + query_sample_indices: The indices of the samples to load to host memory. + """ + for index in query_sample_indices: + self.loaded_messages[index] = self.formulate_messages( + self.dataset[index], + ) + + def _unload_samples_from_ram(query_sample_indices: list[int]) -> None: + """Called by LoadGen to unload samples from host memory after testing. + + Args: + query_sample_indices: The indices of the samples to unload from host + memory. + """ + for index in query_sample_indices: + sample_to_unload = self.loaded_messages.pop(index, None) + del sample_to_unload + + return lg.ConstructQSL( + self.total_num_samples, + self.max_num_samples_in_host_memory, + _load_samples_to_ram, + _unload_samples_from_ram, + ) + + def construct_sut(self) -> int: + """Construct the LoadGen SUT for the task.""" + + def _issue_queries(query_samples: list[lg.QuerySample]) -> None: + """Called by the LoadGen to issue queries to the inference endpoint. + + Args: + query_samples: The list of query samples to issue to the inference + endpoint. Each query sample contains (1) `id`: `lg.ResponseId` + (i.e., unique identifier for the response), and (2) `index`: + `lg.QuerySampleIndex` (i.e., the sample index into the dataset). + """ + + async def _query_endpoint_async( + query_sample: lg.QuerySample) -> None: + """Query the endpoint through the async OpenAI API client.""" + messages = self.loaded_messages[query_sample.index] + logger.trace( + "Issuing query sample index: {} with response ID: {}", + query_sample.index, + query_sample.id, + ) + tic = time.perf_counter() + response = await self.openai_api_client.chat.completions.create( + model=self.model_cli.repo_id, + messages=messages, + ) + logger.trace( + "Received response (ID: {}) from endpoint after {} seconds: {}", + query_sample.id, + time.perf_counter() - tic, + response, + ) + content = response.choices[0].message.content + if content is None: + content = "" + bytes_array = array.array("B", content.encode("utf-8")) + address, length = bytes_array.buffer_info() + size_in_bytes = length * bytes_array.itemsize + lg.QuerySamplesComplete( + [ + lg.QuerySampleResponse( + query_sample.id, + address, + size_in_bytes, + len(content), + ), + ], + ) + + for query_sample in query_samples: + asyncio.run_coroutine_threadsafe( + _query_endpoint_async(query_sample), + self.event_loop, + ) + + def _flush_queries() -> None: + """Called by the LoadGen to indicate that all queries have been issued.""" + + async def _wait_for_pending_queries_async() -> None: + """Wait for all pending queries to complete.""" + results = await asyncio.gather( + *[ + t + for t in asyncio.all_tasks(self.event_loop) + # Current task is this one that waits for pending + # queries. + if t is not asyncio.current_task() + ], + return_exceptions=True, + ) + for result in results: + if isinstance(result, Exception): + raise result + + future = asyncio.run_coroutine_threadsafe( + _wait_for_pending_queries_async(), + self.event_loop, + ) + future.result() + + return lg.ConstructSUT(_issue_queries, _flush_queries) + + +class ShopifyGlobalCatalogue(Task): + """The Shopify Global Catalogue task.""" + + def __init__( + self, + dataset_cli: DatasetCLI, + model_cli: ModelCLI, + endpoint_cli: EndpointCLI, + random_seed: int = 12345, + ) -> None: + """Initialize the task. + + Args: + dataset_cli: The dataset configuration passed in from the CLI. + model_cli: The model configuration passed in from the CLI. + endpoint_cli: The endpoint configuration passed in from the CLI. + random_seed: The random seed to use for the task. + """ + super().__init__( + dataset_cli=dataset_cli, + model_cli=model_cli, + endpoint_cli=endpoint_cli, + random_seed=random_seed, + ) + # Shopify only released the train split so far. + self.dataset = self.dataset["train"] + + @staticmethod + def formulate_messages( + sample: dict[str, Any]) -> list[ChatCompletionMessageParam]: + """Formulate the messages for chat completion. + + Args: + sample: The sample to formulate the messages for. + + Returns: + The messages for chat completion. + """ + image_file = BytesIO() + sample["image"].save(image_file, format="PNG") + image_bytes = image_file.getvalue() + image_base64 = base64.b64encode(image_bytes) + image_base64_string = image_base64.decode("utf-8") + return [ + { + "role": "system", + "content": ( + "Please analyze the following product and provide the following " + "fields in JSON format:\n" + "- category\n" + "- standardized_title\n" + "- standardized_description\n" + "- brands\n" + "- is_secondhand\n" + ), + }, + { + "role": "user", + "content": [ + { + "type": "text", + "text": ( + f"The title of the product is: {sample['title']}\n\n" + f"The description of the product is: " + f"{sample['description']}" + ), + }, + { + "type": "image_url", + "image_url": { + "url": f"data:image/png;base64,{image_base64_string}", + }, + }, + ], + }, + ] diff --git a/speech2text/accuracy_eval.py b/speech2text/accuracy_eval.py index eb6cc53299..c356ab6398 100644 --- a/speech2text/accuracy_eval.py +++ b/speech2text/accuracy_eval.py @@ -57,12 +57,12 @@ "x", "y", "z", - "'", + "'", "0", "1", "2", "3", - "4", + "4", "5", "6", "7", diff --git a/speech2text/reference_SUT.py b/speech2text/reference_SUT.py index 63d491a00f..0b2f02c490 100644 --- a/speech2text/reference_SUT.py +++ b/speech2text/reference_SUT.py @@ -90,12 +90,12 @@ def get_start_cores(start_cores="0"): "x", "y", "z", - "'", + "'", "0", "1", "2", "3", - "4", + "4", "5", "6", "7",