{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "_lEuVYh8o2Y0" }, "source": [ "# *Dentella Deep Image Classifier Model* ♥️♥️\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LOyK4Xm1bNj9", "outputId": "81fbe362-c321-4d84-a40a-105af1b14b50" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n" ] } ], "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ] }, { "cell_type": "markdown", "metadata": { "id": "7Lpqn3U9oJKt" }, "source": [ "Introduction...💕" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "LBa0BctKIabu" }, "outputs": [], "source": [ "# Differences among (AI & ML & NN & DL )\n", "\n", "# AI (Artificial Intelligence) => ML (Machine Learning) => NN ( Neural Networks ) => DL (Deep Learning)\n", "\n", "# This Model Is Image Classification Model ( AI ) with Deep Learning\n", "\n", "# Different Uses Of ( ML , NN , DL )\n", "\n", "# Uses Of ML :\n", " # Classification: Assigning categories to input data.\n", " # Regression: Predicting continuous values based on input data.\n", " # Clustering: Grouping similar data points together.\n", " # Recommendation systems: Providing personalized recommendations based on user preferences.\n", " # Natural Language Processing (NLP): Analyzing and understanding human language.\n", " # Computer vision: Processing and understanding visual data.\n", "\n", "# Uses Of NN :\n", " # Pattern recognition tasks.\n", " # Image and speech recognition.\n", " # Handwriting recognition.\n", " # Time series prediction.\n", " # Language translation.\n", " # Game playing (e.g., AlphaGo).\n", "\n", "\n", "# Uses Of DL :\n", " # Image and object recognition (e.g., facial recognition, object detection).\n", " # Speech recognition and synthesis.\n", " # Natural language understanding and generation.\n", " # Autonomous vehicles (e.g., self-driving cars).\n", " # Drug discovery and genomics.\n", " # Recommendation systems.\n", " # Financial market analysis.\n", " # Healthcare diagnostics.\n", "\n", "\n", "# Why We Have Used Google Colab ?\n", "# For Many Reasons :\n", "\n", " # Free GPU Access: Colab provides free access to GPU (Graphics Processing Unit) resources, which is valuable for training deep learning models that require substantial computational power.\n", "\n", " # Integration with Google Drive: Colab seamlessly integrates with Google Drive, allowing users to access, store, and share their notebooks and datasets directly from their Google Drive accounts.\n", "\n", " # Collaboration: Colab enables real-time collaboration, allowing multiple users to work on the same notebook simultaneously, similar to Google Docs.\n", "\n", " # Pre-installed Libraries: Colab comes with pre-installed popular libraries and packages commonly used in machine learning and data analysis, such as TensorFlow, PyTorch, and pandas, reducing the setup time for users.\n", "\n", " # Cloud-Based: Colab is cloud-based, which means users can access it from any device with an internet connection without the need for local installations or setup.\n", "\n", " # Jupyter Notebook Integration: Colab supports Jupyter notebooks, providing an interactive environment that allows users to write and execute code in a structured and visual manner.\n", "\n", " # Educational Resources: Colab provides educational resources, tutorials, and sample notebooks, making it suitable for both beginners and advanced users to learn and experiment with machine learning and data science concepts." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "piYAShkMoQTm" }, "outputs": [], "source": [ "# Libraries We Have Used In Model\n", "\n", " # TensorFlow: TensorFlow is an open-source machine learning framework developed by Google. It provides a comprehensive ecosystem of tools, libraries, and community resources for building and deploying machine learning models.\n", "\n", " # os: The os module in Python provides a way to interact with the operating system. It is used for tasks such as navigating file directories, reading file names, and managing paths.\n", "\n", " # cv2 (OpenCV): OpenCV (Open Source Computer Vision Library) is a popular library for computer vision tasks. It provides functions for image and video processing, object detection, feature extraction, and more.\n", "\n", " # imghdr: The imghdr module in Python is used to determine the type of an image file based on its content. It is often used to validate image files before processing them.\n", "\n", " # matplotlib.pyplot: Matplotlib is a plotting library for Python. The pyplot module provides a MATLAB-like interface for creating plots, histograms, scatterplots, and other visualizations.\n", "\n", " # numpy: NumPy is a fundamental package for scientific computing with Python. It provides support for multi-dimensional arrays, matrices, mathematical functions, and random number generation, which are essential for numerical computations in machine learning.\n", "\n", " # tensorflow.keras: Keras is an open-source neural network library written in Python. It provides a high-level interface for building and training neural networks. In this case, TensorFlow's implementation of Keras is used for defining and training the neural network model." ] }, { "cell_type": "markdown", "metadata": { "id": "A6UFDKP5TdOE" }, "source": [ "1. Setup Dependencies and Load Data" ] }, { "cell_type": "markdown", "metadata": { "id": "tYjsq7YDTpCm" }, "source": [ "1.1 Install Dependencies and Setup" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TkkHcdVIToWI", "outputId": "7f0119d1-28e2-40b8-e003-dbf2f8ed677d" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Package Version\n", "-------------------------------- ---------------------\n", "absl-py 1.4.0\n", "aiohttp 3.9.5\n", "aiosignal 1.3.1\n", "alabaster 0.7.16\n", "albumentations 1.3.1\n", "altair 4.2.2\n", "annotated-types 0.7.0\n", "anyio 3.7.1\n", "argon2-cffi 23.1.0\n", "argon2-cffi-bindings 21.2.0\n", "array_record 0.5.1\n", "arviz 0.15.1\n", "astropy 5.3.4\n", "astunparse 1.6.3\n", "async-timeout 4.0.3\n", "atpublic 4.1.0\n", "attrs 23.2.0\n", "audioread 3.0.1\n", "autograd 1.6.2\n", "Babel 2.15.0\n", "backcall 0.2.0\n", "beautifulsoup4 4.12.3\n", "bidict 0.23.1\n", "bigframes 1.8.0\n", "bleach 6.1.0\n", "blinker 1.4\n", "blis 0.7.11\n", "blosc2 2.0.0\n", "bokeh 3.3.4\n", "bqplot 0.12.43\n", "branca 0.7.2\n", "build 1.2.1\n", "CacheControl 0.14.0\n", "cachetools 5.3.3\n", "catalogue 2.0.10\n", "certifi 2024.6.2\n", "cffi 1.16.0\n", "chardet 5.2.0\n", "charset-normalizer 3.3.2\n", "chex 0.1.86\n", "click 8.1.7\n", "click-plugins 1.1.1\n", "cligj 0.7.2\n", "cloudpathlib 0.16.0\n", "cloudpickle 2.2.1\n", "cmake 3.27.9\n", "cmdstanpy 1.2.3\n", "colorcet 3.1.0\n", "colorlover 0.3.0\n", "colour 0.1.5\n", "community 1.0.0b1\n", "confection 0.1.5\n", "cons 0.4.6\n", "contextlib2 21.6.0\n", "contourpy 1.2.1\n", "cryptography 42.0.7\n", "cuda-python 12.2.1\n", "cudf-cu12 24.4.1\n", "cufflinks 0.17.3\n", "cupy-cuda12x 12.2.0\n", "cvxopt 1.3.2\n", "cvxpy 1.3.4\n", "cycler 0.12.1\n", "cymem 2.0.8\n", "Cython 3.0.10\n", "dask 2023.8.1\n", "datascience 0.17.6\n", "db-dtypes 1.2.0\n", "dbus-python 1.2.18\n", "debugpy 1.6.6\n", "decorator 4.4.2\n", "defusedxml 0.7.1\n", "distributed 2023.8.1\n", "distro 1.7.0\n", "dlib 19.24.4\n", "dm-tree 0.1.8\n", "docstring_parser 0.16\n", "docutils 0.18.1\n", "dopamine_rl 4.0.9\n", "duckdb 0.10.3\n", "earthengine-api 0.1.405\n", "easydict 1.13\n", "ecos 2.0.13\n", "editdistance 0.6.2\n", "eerepr 0.0.4\n", "en-core-web-sm 3.7.1\n", "entrypoints 0.4\n", "et-xmlfile 1.1.0\n", "etils 1.7.0\n", "etuples 0.3.9\n", "exceptiongroup 1.2.1\n", "fastai 2.7.15\n", "fastcore 1.5.43\n", "fastdownload 0.0.7\n", "fastjsonschema 2.19.1\n", "fastprogress 1.0.3\n", "fastrlock 0.8.2\n", "filelock 3.14.0\n", "fiona 1.9.6\n", "firebase-admin 5.3.0\n", "Flask 2.2.5\n", "flatbuffers 24.3.25\n", "flax 0.8.4\n", "folium 0.14.0\n", "fonttools 4.53.0\n", "frozendict 2.4.4\n", "frozenlist 1.4.1\n", "fsspec 2023.6.0\n", "future 0.18.3\n", "gast 0.5.4\n", "gcsfs 2023.6.0\n", "GDAL 3.6.4\n", "gdown 5.1.0\n", "geemap 0.32.1\n", "gensim 4.3.2\n", "geocoder 1.38.1\n", "geographiclib 2.0\n", "geopandas 0.13.2\n", "geopy 2.3.0\n", "gin-config 0.5.0\n", "glob2 0.7\n", "google 2.0.3\n", "google-ai-generativelanguage 0.6.4\n", "google-api-core 2.11.1\n", "google-api-python-client 2.84.0\n", "google-auth 2.27.0\n", "google-auth-httplib2 0.1.1\n", "google-auth-oauthlib 1.2.0\n", "google-cloud-aiplatform 1.52.0\n", "google-cloud-bigquery 3.21.0\n", "google-cloud-bigquery-connection 1.12.1\n", "google-cloud-bigquery-storage 2.25.0\n", "google-cloud-core 2.3.3\n", "google-cloud-datastore 2.15.2\n", "google-cloud-firestore 2.11.1\n", "google-cloud-functions 1.13.3\n", "google-cloud-iam 2.15.0\n", "google-cloud-language 2.13.3\n", "google-cloud-resource-manager 1.12.3\n", "google-cloud-storage 2.8.0\n", "google-cloud-translate 3.11.3\n", "google-colab 1.0.0\n", "google-crc32c 1.5.0\n", "google-generativeai 0.5.4\n", "google-pasta 0.2.0\n", "google-resumable-media 2.7.0\n", "googleapis-common-protos 1.63.1\n", "googledrivedownloader 0.4\n", "graphviz 0.20.3\n", "greenlet 3.0.3\n", "grpc-google-iam-v1 0.13.0\n", "grpcio 1.64.1\n", "grpcio-status 1.48.2\n", "gspread 6.0.2\n", "gspread-dataframe 3.3.1\n", "gym 0.25.2\n", "gym-notices 0.0.8\n", "h5netcdf 1.3.0\n", "h5py 3.11.0\n", "holidays 0.50\n", "holoviews 1.17.1\n", "html5lib 1.1\n", "httpimport 1.3.1\n", "httplib2 0.22.0\n", "huggingface-hub 0.23.2\n", "humanize 4.7.0\n", "hyperopt 0.2.7\n", "ibis-framework 8.0.0\n", "idna 3.7\n", "imageio 2.31.6\n", "imageio-ffmpeg 0.5.1\n", "imagesize 1.4.1\n", "imbalanced-learn 0.10.1\n", "imgaug 0.4.0\n", "immutabledict 4.2.0\n", "importlib_metadata 7.1.0\n", "importlib_resources 6.4.0\n", "imutils 0.5.4\n", "inflect 7.0.0\n", "iniconfig 2.0.0\n", "intel-openmp 2023.2.4\n", "ipyevents 2.0.2\n", "ipyfilechooser 0.6.0\n", "ipykernel 5.5.6\n", "ipyleaflet 0.18.2\n", "ipython 7.34.0\n", "ipython-genutils 0.2.0\n", "ipython-sql 0.5.0\n", "ipytree 0.2.2\n", "ipywidgets 7.7.1\n", "itsdangerous 2.2.0\n", "jax 0.4.26\n", "jaxlib 0.4.26+cuda12.cudnn89\n", "jeepney 0.7.1\n", "jellyfish 1.0.4\n", "jieba 0.42.1\n", "Jinja2 3.1.4\n", "joblib 1.4.2\n", "jsonpickle 3.0.4\n", "jsonschema 4.19.2\n", "jsonschema-specifications 2023.12.1\n", "jupyter-client 6.1.12\n", "jupyter-console 6.1.0\n", "jupyter_core 5.7.2\n", "jupyter-server 1.24.0\n", "jupyterlab_pygments 0.3.0\n", "jupyterlab_widgets 3.0.11\n", "kaggle 1.6.14\n", "kagglehub 0.2.5\n", "keras 3.3.3\n", "keyring 23.5.0\n", "kiwisolver 1.4.5\n", "langcodes 3.4.0\n", "language_data 1.2.0\n", "launchpadlib 1.10.16\n", "lazr.restfulclient 0.14.4\n", "lazr.uri 1.0.6\n", "lazy_loader 0.4\n", "libclang 18.1.1\n", "librosa 0.10.2.post1\n", "lightgbm 4.1.0\n", "linkify-it-py 2.0.3\n", "llvmlite 0.41.1\n", "locket 1.0.0\n", "logical-unification 0.4.6\n", "lxml 4.9.4\n", "malloy 2023.1067\n", "marisa-trie 1.1.1\n", "Markdown 3.6\n", "markdown-it-py 3.0.0\n", "MarkupSafe 2.1.5\n", "matplotlib 3.7.1\n", "matplotlib-inline 0.1.7\n", "matplotlib-venn 0.11.10\n", "mdit-py-plugins 0.4.1\n", "mdurl 0.1.2\n", "miniKanren 1.0.3\n", "missingno 0.5.2\n", "mistune 0.8.4\n", "mizani 0.9.3\n", "mkl 2023.2.0\n", "ml-dtypes 0.3.2\n", "mlxtend 0.22.0\n", "more-itertools 10.1.0\n", "moviepy 1.0.3\n", "mpmath 1.3.0\n", "msgpack 1.0.8\n", "multidict 6.0.5\n", "multipledispatch 1.0.0\n", "multitasking 0.0.11\n", "murmurhash 1.0.10\n", "music21 9.1.0\n", "namex 0.0.8\n", "natsort 8.4.0\n", "nbclassic 1.1.0\n", "nbclient 0.10.0\n", "nbconvert 6.5.4\n", "nbformat 5.10.4\n", "nest-asyncio 1.6.0\n", "networkx 3.3\n", "nibabel 4.0.2\n", "nltk 3.8.1\n", "notebook 6.5.5\n", "notebook_shim 0.2.4\n", "numba 0.58.1\n", "numexpr 2.10.0\n", "numpy 1.25.2\n", "nvtx 0.2.10\n", "oauth2client 4.1.3\n", "oauthlib 3.2.2\n", "opencv-contrib-python 4.8.0.76\n", "opencv-python 4.8.0.76\n", "opencv-python-headless 4.10.0.82\n", "openpyxl 3.1.3\n", "opt-einsum 3.3.0\n", "optax 0.2.2\n", "optree 0.11.0\n", "orbax-checkpoint 0.4.4\n", "osqp 0.6.2.post8\n", "packaging 24.0\n", "pandas 2.0.3\n", "pandas-datareader 0.10.0\n", "pandas-gbq 0.19.2\n", "pandas-stubs 2.0.3.230814\n", "pandocfilters 1.5.1\n", "panel 1.3.8\n", "param 2.1.0\n", "parso 0.8.4\n", "parsy 2.1\n", "partd 1.4.2\n", "pathlib 1.0.1\n", "patsy 0.5.6\n", "peewee 3.17.5\n", "pexpect 4.9.0\n", "pickleshare 0.7.5\n", "Pillow 9.4.0\n", "pip 23.1.2\n", "pip-tools 6.13.0\n", "platformdirs 4.2.2\n", "plotly 5.15.0\n", "plotnine 0.12.4\n", "pluggy 1.5.0\n", "polars 0.20.2\n", "pooch 1.8.1\n", "portpicker 1.5.2\n", "prefetch-generator 1.0.3\n", "preshed 3.0.9\n", "prettytable 3.10.0\n", "proglog 0.1.10\n", "progressbar2 4.2.0\n", "prometheus_client 0.20.0\n", "promise 2.3\n", "prompt_toolkit 3.0.45\n", "prophet 1.1.5\n", "proto-plus 1.23.0\n", "protobuf 3.20.3\n", "psutil 5.9.5\n", "psycopg2 2.9.9\n", "ptyprocess 0.7.0\n", "py-cpuinfo 9.0.0\n", "py4j 0.10.9.7\n", "pyarrow 14.0.2\n", "pyarrow-hotfix 0.6\n", "pyasn1 0.6.0\n", "pyasn1_modules 0.4.0\n", "pycocotools 2.0.7\n", "pycparser 2.22\n", "pydantic 2.7.3\n", "pydantic_core 2.18.4\n", "pydata-google-auth 1.8.2\n", "pydot 1.4.2\n", "pydot-ng 2.0.0\n", "pydotplus 2.0.2\n", "PyDrive 1.3.1\n", "PyDrive2 1.6.3\n", "pyerfa 2.0.1.4\n", "pygame 2.5.2\n", "Pygments 2.16.1\n", "PyGObject 3.42.1\n", "PyJWT 2.3.0\n", "pymc 5.10.4\n", "pymystem3 0.2.0\n", "pynvjitlink-cu12 0.2.3\n", "PyOpenGL 3.1.7\n", "pyOpenSSL 24.1.0\n", "pyparsing 3.1.2\n", "pyperclip 1.8.2\n", "pyproj 3.6.1\n", "pyproject_hooks 1.1.0\n", "pyshp 2.3.1\n", "PySocks 1.7.1\n", "pytensor 2.18.6\n", "pytest 7.4.4\n", "python-apt 0.0.0\n", "python-box 7.1.1\n", "python-dateutil 2.8.2\n", "python-louvain 0.16\n", "python-slugify 8.0.4\n", "python-utils 3.8.2\n", "pytz 2023.4\n", "pyviz_comms 3.0.2\n", "PyWavelets 1.6.0\n", "PyYAML 6.0.1\n", "pyzmq 24.0.1\n", "qdldl 0.1.7.post2\n", "qudida 0.0.4\n", "ratelim 0.1.6\n", "referencing 0.35.1\n", "regex 2024.5.15\n", "requests 2.31.0\n", "requests-oauthlib 1.3.1\n", "requirements-parser 0.9.0\n", "rich 13.7.1\n", "rmm-cu12 24.4.0\n", "rpds-py 0.18.1\n", "rpy2 3.4.2\n", "rsa 4.9\n", "safetensors 0.4.3\n", "scikit-image 0.19.3\n", "scikit-learn 1.2.2\n", "scipy 1.11.4\n", "scooby 0.10.0\n", "scs 3.2.4.post2\n", "seaborn 0.13.1\n", "SecretStorage 3.3.1\n", "Send2Trash 1.8.3\n", "sentencepiece 0.1.99\n", "setuptools 67.7.2\n", "shapely 2.0.4\n", "simple_parsing 0.1.5\n", "six 1.16.0\n", "sklearn-pandas 2.2.0\n", "smart-open 6.4.0\n", "sniffio 1.3.1\n", "snowballstemmer 2.2.0\n", "sortedcontainers 2.4.0\n", "soundfile 0.12.1\n", "soupsieve 2.5\n", "soxr 0.3.7\n", "spacy 3.7.4\n", "spacy-legacy 3.0.12\n", "spacy-loggers 1.0.5\n", "Sphinx 5.0.2\n", "sphinxcontrib-applehelp 1.0.8\n", "sphinxcontrib-devhelp 1.0.6\n", "sphinxcontrib-htmlhelp 2.0.5\n", "sphinxcontrib-jsmath 1.0.1\n", "sphinxcontrib-qthelp 1.0.7\n", "sphinxcontrib-serializinghtml 1.1.10\n", "SQLAlchemy 2.0.30\n", "sqlglot 20.11.0\n", "sqlparse 0.5.0\n", "srsly 2.4.8\n", "stanio 0.5.0\n", "statsmodels 0.14.2\n", "StrEnum 0.4.15\n", "sympy 1.12.1\n", "tables 3.8.0\n", "tabulate 0.9.0\n", "tbb 2021.12.0\n", "tblib 3.0.0\n", "tenacity 8.3.0\n", "tensorboard 2.16.2\n", "tensorboard-data-server 0.7.2\n", "tensorflow 2.16.1\n", "tensorflow-datasets 4.9.5\n", "tensorflow-estimator 2.15.0\n", "tensorflow-gcs-config 2.15.0\n", "tensorflow-hub 0.16.1\n", "tensorflow-io-gcs-filesystem 0.37.0\n", "tensorflow-metadata 1.15.0\n", "tensorflow-probability 0.23.0\n", "tensorstore 0.1.45\n", "termcolor 2.4.0\n", "terminado 0.18.1\n", "text-unidecode 1.3\n", "textblob 0.17.1\n", "tf_keras 2.15.1\n", "tf-slim 1.1.0\n", "thinc 8.2.3\n", "threadpoolctl 3.5.0\n", "tifffile 2024.5.22\n", "tinycss2 1.3.0\n", "tokenizers 0.19.1\n", "toml 0.10.2\n", "tomli 2.0.1\n", "toolz 0.12.1\n", "torch 2.3.0+cu121\n", "torchaudio 2.3.0+cu121\n", "torchsummary 1.5.1\n", "torchtext 0.18.0\n", "torchvision 0.18.0+cu121\n", "tornado 6.3.3\n", "tqdm 4.66.4\n", "traitlets 5.7.1\n", "traittypes 0.2.1\n", "transformers 4.41.2\n", "triton 2.3.0\n", "tweepy 4.14.0\n", "typer 0.9.4\n", "types-pytz 2024.1.0.20240417\n", "types-setuptools 70.0.0.20240524\n", "typing_extensions 4.12.1\n", "tzdata 2024.1\n", "tzlocal 5.2\n", "uc-micro-py 1.0.3\n", "uritemplate 4.1.1\n", "urllib3 2.0.7\n", "vega-datasets 0.9.0\n", "wadllib 1.3.6\n", "wasabi 1.1.3\n", "wcwidth 0.2.13\n", "weasel 0.3.4\n", "webcolors 1.13\n", "webencodings 0.5.1\n", "websocket-client 1.8.0\n", "Werkzeug 3.0.3\n", "wheel 0.43.0\n", "widgetsnbextension 3.6.6\n", "wordcloud 1.9.3\n", "wrapt 1.14.1\n", "xarray 2023.7.0\n", "xarray-einstats 0.7.0\n", "xgboost 2.0.3\n", "xlrd 2.0.1\n", "xyzservices 2024.4.0\n", "yarl 1.9.4\n", "yellowbrick 1.5\n", "yfinance 0.2.40\n", "zict 3.0.0\n", "zipp 3.19.1\n" ] } ], "source": [ "\n", "!pip list # View All Packages & libraries" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cohSdq87C2eg", "outputId": "5e9f82f8-a08e-41dc-e557-1cc15a361274" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "TensorFlow version: 2.16.1\n", "Keras version: 3.3.3\n" ] } ], "source": [ "import tensorflow as tf\n", "import keras\n", "\n", "print(\"TensorFlow version: \", tf.__version__)\n", "print(\"Keras version: \", keras.__version__)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "eNzNhVvNC6r8", "outputId": "7baffda7-bec4-4612-b336-1284b4670373" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: tensorflow in /usr/local/lib/python3.10/dist-packages (2.16.1)\n", "Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.4.0)\n", "Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.6.3)\n", "Requirement already satisfied: flatbuffers>=23.5.26 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (24.3.25)\n", "Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.5.4)\n", "Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.2.0)\n", "Requirement already satisfied: h5py>=3.10.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.11.0)\n", "Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (18.1.1)\n", "Requirement already satisfied: ml-dtypes~=0.3.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.3.2)\n", "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.3.0)\n", "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from tensorflow) (24.0)\n", "Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.20.3)\n", "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.31.0)\n", "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from tensorflow) (67.7.2)\n", "Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.16.0)\n", "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.4.0)\n", "Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (4.12.1)\n", "Requirement already satisfied: wrapt>=1.11.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.14.1)\n", "Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.64.1)\n", "Requirement already satisfied: tensorboard<2.17,>=2.16 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.16.2)\n", "Requirement already satisfied: keras>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.3.3)\n", "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.37.0)\n", "Requirement already satisfied: numpy<2.0.0,>=1.23.5 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.25.2)\n", "Requirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from astunparse>=1.6.0->tensorflow) (0.43.0)\n", "Requirement already satisfied: rich in /usr/local/lib/python3.10/dist-packages (from keras>=3.0.0->tensorflow) (13.7.1)\n", "Requirement already satisfied: namex in /usr/local/lib/python3.10/dist-packages (from keras>=3.0.0->tensorflow) (0.0.8)\n", "Requirement already satisfied: optree in /usr/local/lib/python3.10/dist-packages (from keras>=3.0.0->tensorflow) (0.11.0)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorflow) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorflow) (3.7)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorflow) (2.0.7)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorflow) (2024.6.2)\n", "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.17,>=2.16->tensorflow) (3.6)\n", "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.17,>=2.16->tensorflow) (0.7.2)\n", "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.17,>=2.16->tensorflow) (3.0.3)\n", "Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from werkzeug>=1.0.1->tensorboard<2.17,>=2.16->tensorflow) (2.1.5)\n", "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich->keras>=3.0.0->tensorflow) (3.0.0)\n", "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich->keras>=3.0.0->tensorflow) (2.16.1)\n", "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich->keras>=3.0.0->tensorflow) (0.1.2)\n", "Requirement already satisfied: keras in /usr/local/lib/python3.10/dist-packages (3.3.3)\n", "Requirement already satisfied: absl-py in /usr/local/lib/python3.10/dist-packages (from keras) (1.4.0)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from keras) (1.25.2)\n", "Requirement already satisfied: rich in /usr/local/lib/python3.10/dist-packages (from keras) (13.7.1)\n", "Requirement already satisfied: namex in /usr/local/lib/python3.10/dist-packages (from keras) (0.0.8)\n", "Requirement already satisfied: h5py in /usr/local/lib/python3.10/dist-packages (from keras) (3.11.0)\n", "Requirement already satisfied: optree in /usr/local/lib/python3.10/dist-packages (from keras) (0.11.0)\n", "Requirement already satisfied: ml-dtypes in /usr/local/lib/python3.10/dist-packages (from keras) (0.3.2)\n", "Requirement already satisfied: typing-extensions>=4.0.0 in /usr/local/lib/python3.10/dist-packages (from optree->keras) (4.12.1)\n", "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich->keras) (3.0.0)\n", "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich->keras) (2.16.1)\n", "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich->keras) (0.1.2)\n" ] } ], "source": [ "!pip install --upgrade tensorflow\n", "!pip install --upgrade keras\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "b2gr-vRSTuk6" }, "outputs": [], "source": [ "import tensorflow as tf\n", "import os # Call Libraries of Tannsorflow\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "SmCW_x8tU46X" }, "outputs": [], "source": [ "gpus= tf.config.experimental.list_physical_devices('CPU') # Use Of All Avilable Devices" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 36 }, "id": "ZL6bFR1t__hJ", "outputId": "1104f376-74f9-4f69-e5ca-093b71db8322" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'data/Clean'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 9 } ], "source": [ "os.path.join('data','Clean') # Create Path" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "LS37oYUzqtf_" }, "outputs": [], "source": [ "gpus = tf.config.experimental.list_physical_devices('CPU')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OpFvBUgnq9sd", "outputId": "3205b1f4-4da2-41ea-fdbc-3b99960928a5" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "1" ] }, "metadata": {}, "execution_count": 11 } ], "source": [ "len(gpus)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "HEymR3-CUjZ6" }, "outputs": [], "source": [ "# Avoid OOM errors by setting GPU Memory Consumption Growth\n", "gpus = tf.config.experimental.list_physical_devices('GPU')\n", "for gpu in gpus:\n", " tf.config.experimental.set_memory_growth(gpu, True)" ] }, { "cell_type": "markdown", "metadata": { "id": "YD0AQxaPVZ9K" }, "source": [ "1.2 Remove dodgy images" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "k8oD0eI_VXmZ" }, "outputs": [], "source": [ "# Import Libraries\n", "import cv2\n", "import imghdr\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "0Pt0iHoAWLww" }, "outputs": [], "source": [ "data_dir = 'data' # Find The Path" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7PYceE8uuPFF", "outputId": "63b147b9-bb83-4870-86fa-30ae63628df0" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['027.jpg',\n", " '1154.jpg',\n", " '315.jpg',\n", " '1022.jpg',\n", " '288.jpg',\n", " '877.jpg',\n", " '732.jpg',\n", " '433.jpg',\n", " '1081.jpg',\n", " '187.jpg',\n", " '885.jpg',\n", " '1126.jpg',\n", " '491.jpg',\n", " '153.jpg',\n", " '128.jpg',\n", " '1052.jpg',\n", " '472.jpg',\n", " '577.jpg',\n", " '440.jpg',\n", " '343.jpg',\n", " '681.jpg',\n", " '1185.jpg',\n", " '1044.jpg',\n", " '264.jpg',\n", " '999.jpg',\n", " '085.jpg',\n", " '666.jpg',\n", " '121.jpg',\n", " '265.jpg',\n", " '295.jpg',\n", " '561.jpg',\n", " '146.jpg',\n", " '430.jpg',\n", " '635.jpg',\n", " '268.jpg',\n", " '416.jpg',\n", " '696.jpg',\n", " '215.jpg',\n", " '797.jpg',\n", " '106.jpg',\n", " '1069.jpg',\n", " '518.jpg',\n", " '217.jpg',\n", " '056.jpg',\n", " '226.jpg',\n", " '266.jpg',\n", " '979.jpg',\n", " '481.jpg',\n", " '1174.jpg',\n", " '829.jpg',\n", " '874.jpg',\n", " '212.jpg',\n", " '238.jpg',\n", " '449.jpg',\n", " '093.jpg',\n", " '982.jpg',\n", " '1158.jpg',\n", " '484.jpg',\n", " '192.jpg',\n", " '279.jpg',\n", " '816.jpg',\n", " '112.jpg',\n", " '778.jpg',\n", " '478.jpg',\n", " '319.jpg',\n", " '613.jpg',\n", " '1023.jpg',\n", " '047.jpg',\n", " '1003.jpg',\n", " '163.jpg',\n", " '179.jpg',\n", " '058.jpg',\n", " '383.jpg',\n", " '1090.jpg',\n", " '207.jpg',\n", " '691.jpg',\n", " '164.jpg',\n", " '1033.jpg',\n", " '447.jpg',\n", " '915.jpg',\n", " '428.jpg',\n", " '1008.jpg',\n", " '609.jpg',\n", " '803.jpg',\n", " '236.jpg',\n", " '1030.jpg',\n", " '097.jpg',\n", " '240.jpg',\n", " '751.jpg',\n", " '445.jpg',\n", " '438.jpg',\n", " '105.jpg',\n", " '648.jpg',\n", " '560.jpg',\n", " '991.jpg',\n", " '1183.jpg',\n", " '454.jpg',\n", " '865.jpg',\n", " '872.jpg',\n", " '473.jpg',\n", " '074.jpg',\n", " '1020.jpg',\n", " '1109.jpg',\n", " '570.jpg',\n", " '538.jpg',\n", " '018.jpg',\n", " '864.jpg',\n", " '123.jpg',\n", " '694.jpg',\n", " '689.jpg',\n", " '444.jpg',\n", " '413.jpg',\n", " '458.jpg',\n", " '1162.jpg',\n", " '216.jpg',\n", " '1037.jpg',\n", " '369.jpg',\n", " '387.jpg',\n", " '1159.jpg',\n", " '782.jpg',\n", " '333.jpg',\n", " '522.jpg',\n", " '059.jpg',\n", " '037.jpeg',\n", " '500.jpg',\n", " '284.jpg',\n", " '793.jpg',\n", " '1172.jpg',\n", " '199.jpg',\n", " '296.jpg',\n", " '774.jpg',\n", " '1040.jpg',\n", " '527.jpg',\n", " '310.jpg',\n", " '408.jpg',\n", " '806.jpg',\n", " '466.jpg',\n", " '363.jpg',\n", " '639.jpg',\n", " '720.jpg',\n", " '030.jpg',\n", " '998.jpg',\n", " '1156.jpg',\n", " '254.jpg',\n", " '1002.jpg',\n", " '080.jpg',\n", " '107.jpg',\n", " '549.jpg',\n", " '1166.jpg',\n", " '944.jpg',\n", " '886.jpg',\n", " '150.jpg',\n", " '578.jpg',\n", " '1064.jpg',\n", " '688.jpg',\n", " '920.jpg',\n", " '1191.jpg',\n", " '054.jpg',\n", " '543.jpg',\n", " '350.jpg',\n", " '959.jpg',\n", " '1137.jpg',\n", " '1114.jpg',\n", " '1163.jpg',\n", " '599.jpg',\n", " '848.jpg',\n", " '157.jpg',\n", " '804.jpg',\n", " '710.jpg',\n", " '680.jpg',\n", " '677.jpg',\n", " '117.jpg',\n", " '919.jpg',\n", " '858.jpg',\n", " '992.jpg',\n", " '1176.jpg',\n", " '586.jpg',\n", " '669.jpg',\n", " '1070.jpg',\n", " '638.jpg',\n", " '1184.jpg',\n", " '945.jpg',\n", " '1108.jpg',\n", " '076.jpeg',\n", " '528.jpeg',\n", " '463.jpg',\n", " '883.jpg',\n", " '342.jpeg',\n", " '937.jpg',\n", " '935.jpg',\n", " '021.jpg',\n", " '046.jpg',\n", " '325.jpg',\n", " '918.jpg',\n", " '483.jpg',\n", " '1116.jpg',\n", " '359.jpg',\n", " '1016.jpg',\n", " '498.jpg',\n", " '1055.jpg',\n", " '855.jpg',\n", " '406.jpg',\n", " '376.jpg',\n", " '906.jpg',\n", " '593.jpg',\n", " '879.jpg',\n", " '843.jpg',\n", " '115.jpg',\n", " '365.jpg',\n", " '300.jpg',\n", " '910.jpg',\n", " '322.jpg',\n", " '519.jpg',\n", " '1130.jpg',\n", " '412.jpg',\n", " '299.jpg',\n", " '697.jpg',\n", " '158.jpg',\n", " '287.jpg',\n", " '611.jpg',\n", " '071.jpg',\n", " '968.jpg',\n", " '136.jpg',\n", " '084.jpg',\n", " '147.jpg',\n", " '1117.jpg',\n", " '479.jpg',\n", " '878.jpg',\n", " '767.jpg',\n", " '590.jpg',\n", " '334.jpg',\n", " '224.jpg',\n", " '938.jpg',\n", " '742.jpg',\n", " '1009.jpg',\n", " '269.jpg',\n", " '830.jpg',\n", " '889.jpg',\n", " '715.jpg',\n", " '181.jpg',\n", " '068.jpg',\n", " '524.jpg',\n", " '232.jpg',\n", " '230.jpg',\n", " '961.jpg',\n", " '249.jpg',\n", " '1147.jpg',\n", " '400.jpg',\n", " '655.jpg',\n", " '1115.jpg',\n", " '486.jpg',\n", " '716.jpg',\n", " '396.jpg',\n", " '1048.jpg',\n", " '596.jpg',\n", " '1165.jpg',\n", " '237.jpg',\n", " '1050.jpg',\n", " '200.jpg',\n", " '010.jpg',\n", " '468.jpg',\n", " '1018.jpg',\n", " '1167.jpg',\n", " '764.jpg',\n", " '520.jpg',\n", " '126.jpg',\n", " '180.jpg',\n", " '860.jpg',\n", " '657.jpg',\n", " '842.jpg',\n", " '861.jpg',\n", " '485.jpg',\n", " '788.jpg',\n", " '411.jpg',\n", " '506.jpg',\n", " '929.jpg',\n", " '494.jpg',\n", " '1190.jpg',\n", " '725.jpg',\n", " '572.jpg',\n", " '777.jpg',\n", " '255.jpg',\n", " '905.jpg',\n", " '1077.jpg',\n", " '362.jpg',\n", " '443.jpg',\n", " '1065.jpg',\n", " '643.jpg',\n", " '896.jpg',\n", " '581.jpg',\n", " '607.jpg',\n", " '141.jpg',\n", " '960.jpg',\n", " '857.jpg',\n", " '1124.jpg',\n", " '752.jpg',\n", " '176.jpg',\n", " '726.jpg',\n", " '355.jpg',\n", " '513.jpg',\n", " '1145.jpg',\n", " '563.jpg',\n", " '231.jpg',\n", " '933.jpg',\n", " '166.jpg',\n", " '511.jpg',\n", " '893.jpg',\n", " '662.jpg',\n", " '098.jpg',\n", " '721.jpg',\n", " '434.jpg',\n", " '923.jpg',\n", " '664.jpg',\n", " '631.jpg',\n", " '470.jpg',\n", " '530.jpg',\n", " '867.jpg',\n", " '351.jpg',\n", " '209.jpeg',\n", " '676.jpg',\n", " '709.jpg',\n", " '022.jpg',\n", " '712.jpg',\n", " '995.jpg',\n", " '292.jpg',\n", " '1024.jpg',\n", " '740.jpg',\n", " '981.jpg',\n", " '393.jpeg',\n", " '017.jpg',\n", " '515.jpg',\n", " '108.jpg',\n", " '1098.jpg',\n", " '964.jpg',\n", " '1010.jpg',\n", " '620.jpg',\n", " '661.jpg',\n", " '908.jpg',\n", " '934.jpg',\n", " '833.jpg',\n", " '564.jpeg',\n", " '152.jpg',\n", " '302.jpg',\n", " '425.jpg',\n", " '1177.jpg',\n", " '924.jpg',\n", " '1160.jpg',\n", " '1049.jpg',\n", " '760.jpg',\n", " '1066.jpg',\n", " '841.jpg',\n", " '555.jpg',\n", " '078.jpg',\n", " '875.jpg',\n", " '1056.jpg',\n", " '1192.jpg',\n", " '421.jpg',\n", " '1073.jpg',\n", " '1179.jpg',\n", " '537.jpg',\n", " '1170.jpg',\n", " '1060.jpg',\n", " '1151.jpg',\n", " '003.jpg',\n", " '977.jpg',\n", " '250.jpg',\n", " '801.jpg',\n", " '244.jpg',\n", " '170.jpg',\n", " '1197.jpg',\n", " '465.jpeg',\n", " '1181.jpg',\n", " '868.jpg',\n", " '099.jpg',\n", " '646.jpg',\n", " '765.jpg',\n", " '629.jpg',\n", " '566.jpg',\n", " '876.jpg',\n", " '120.jpg',\n", " '464.jpg',\n", " '1001.jpg',\n", " '559.jpg',\n", " '496.jpg',\n", " '618.jpg',\n", " '509.jpg',\n", " '747.jpg',\n", " '731.jpg',\n", " '381.jpeg',\n", " '695.jpg',\n", " '772.jpg',\n", " '532.jpg',\n", " '717.jpg',\n", " '551.jpg',\n", " '541.jpg',\n", " '687.jpg',\n", " '194.jpg',\n", " '1200.jpg',\n", " '972.jpg',\n", " '993.jpg',\n", " '1078.jpg',\n", " '1075.jpg',\n", " '601.jpg',\n", " '718.jpg',\n", " '239.jpg',\n", " '984.jpg',\n", " '692.jpg',\n", " '892.jpg',\n", " '035.jpg',\n", " '330.jpeg',\n", " '790.jpg',\n", " '427.jpg',\n", " '1103.jpg',\n", " '594.jpg',\n", " '340.jpg',\n", " '384.jpg',\n", " '745.jpg',\n", " '382.jpg',\n", " '548.jpg',\n", " '737.jpeg',\n", " '623.jpeg',\n", " '110.jpg',\n", " '899.jpg',\n", " '986.jpg',\n", " '156.jpg',\n", " '598.jpg',\n", " '504.jpeg',\n", " '602.jpg',\n", " '1063.jpg',\n", " '1135.jpg',\n", " '267.jpg',\n", " '218.jpg',\n", " '822.jpg',\n", " '364.jpg',\n", " '476.jpg',\n", " '316.jpg',\n", " '493.jpg',\n", " '779.jpg',\n", " '529.jpg',\n", " '686.jpg',\n", " '006.jpeg',\n", " '092.jpg',\n", " '832.jpg',\n", " '101.jpeg',\n", " '888.jpg',\n", " '851.jpg',\n", " '703.jpg',\n", " '102.jpg',\n", " '057.jpg',\n", " '653.jpg',\n", " '901.jpg',\n", " '256.jpg',\n", " '659.jpg',\n", " '182.jpg',\n", " '698.jpg',\n", " '722.jpg',\n", " '988.jpg',\n", " '1128.jpg',\n", " '482.jpg',\n", " '446.jpg',\n", " '326.jpg',\n", " '073.jpg',\n", " '557.jpg',\n", " '012.jpg',\n", " '272.jpg',\n", " '252.jpg',\n", " '628.jpg',\n", " '234.jpg',\n", " '994.jpg',\n", " '1082.jpg',\n", " '278.jpg',\n", " '223.jpg',\n", " '009.jpeg',\n", " '1104.jpg',\n", " '746.jpg',\n", " '1168.jpg',\n", " '371.jpg',\n", " '1149.jpg',\n", " '975.jpg',\n", " '214.jpg',\n", " '488.jpg',\n", " '786.jpg',\n", " '205.jpg',\n", " '912.jpg',\n", " '1171.jpg',\n", " '652.jpg',\n", " '773.jpg',\n", " '1028.jpg',\n", " '277.jpg',\n", " '521.jpg',\n", " '398.jpg',\n", " '800.jpg',\n", " '354.jpeg',\n", " '1014.jpg',\n", " '1031.jpg',\n", " '846.jpg',\n", " '041.jpg',\n", " '1004.jpg',\n", " '332.jpg',\n", " '584.jpg',\n", " '402.jpg',\n", " '372.jpg',\n", " '389.jpg',\n", " '1080.jpg',\n", " '1088.jpg',\n", " '336.jpg',\n", " '220.jpg',\n", " '693.jpg',\n", " '750.jpg',\n", " '523.jpg',\n", " '324.jpg',\n", " '679.jpg',\n", " '1101.jpg',\n", " '619.jpg',\n", " '545.jpg',\n", " '850.jpeg',\n", " '805.jpg',\n", " '1039.jpg',\n", " '670.jpg',\n", " '810.jpg',\n", " '245.jpeg',\n", " '457.jpg',\n", " '741.jpg',\n", " '756.jpg',\n", " '345.jpg',\n", " '023.jpg',\n", " '043.jpg',\n", " '970.jpg',\n", " '191.jpg',\n", " '489.jpeg',\n", " '154.jpg',\n", " '062.jpg',\n", " '675.jpg',\n", " '261.jpg',\n", " '723.jpg',\n", " '862.jpg',\n", " '798.jpg',\n", " '1019.jpg',\n", " '131.jpg',\n", " '856.jpg',\n", " '327.jpg',\n", " '410.jpg',\n", " '011.jpeg',\n", " '233.jpeg',\n", " '094.jpg',\n", " '1178.jpg',\n", " '699.jpg',\n", " '318.jpeg',\n", " '1061.jpg',\n", " '1015.jpg',\n", " '418.jpg',\n", " '104.jpg',\n", " '1092.jpg',\n", " '582.jpg',\n", " '155.jpg',\n", " '414.jpg',\n", " '966.jpg',\n", " '370.jpg',\n", " '900.jpg',\n", " '185.jpeg',\n", " '1071.jpg',\n", " '754.jpg',\n", " '1121.jpg',\n", " '280.jpg',\n", " '450.jpg',\n", " '1046.jpg',\n", " '082.jpg',\n", " '507.jpg',\n", " '042.jpg',\n", " '195.jpg',\n", " '1141.jpg',\n", " '103.jpg',\n", " '228.jpg',\n", " '432.jpg',\n", " '045.jpg',\n", " '422.jpg',\n", " '329.jpg',\n", " '1021.jpg',\n", " '705.jpg',\n", " '1012.jpg',\n", " '807.jpg',\n", " '1042.jpg',\n", " '1106.jpg',\n", " '571.jpg',\n", " '291.jpg',\n", " '573.jpg',\n", " '632.jpg',\n", " '1100.jpg',\n", " '436.jpg',\n", " '873.jpg',\n", " '251.jpg',\n", " '196.jpg',\n", " '930.jpg',\n", " '431.jpg',\n", " '424.jpg',\n", " '558.jpg',\n", " '1127.jpg',\n", " '904.jpg',\n", " '817.jpg',\n", " '429.jpeg',\n", " '579.jpg',\n", " '1175.jpg',\n", " '066.jpg',\n", " '193.jpg',\n", " '627.jpg',\n", " '499.jpg',\n", " '770.jpg',\n", " '870.jpg',\n", " '762.jpg',\n", " '700.jpg',\n", " '775.jpg',\n", " '016.jpg',\n", " '589.jpg',\n", " '328.jpg',\n", " '283.jpg',\n", " '1068.jpg',\n", " '766.jpg',\n", " '248.jpg',\n", " '950.jpg',\n", " '1188.jpg',\n", " '682.jpg',\n", " '719.jpg',\n", " '323.jpg',\n", " '111.jpg',\n", " '1157.jpg',\n", " '072.jpg',\n", " '487.jpg',\n", " '186.jpg',\n", " '409.jpg',\n", " '595.jpg',\n", " '592.jpg',\n", " '533.jpg',\n", " '448.jpg',\n", " '814.jpg',\n", " '957.jpg',\n", " '401.jpg',\n", " '568.jpg',\n", " '1072.jpg',\n", " '258.jpeg',\n", " '096.jpg',\n", " '189.jpg',\n", " '347.jpg',\n", " '377.jpg',\n", " '667.jpg',\n", " '378.jpeg',\n", " '729.jpg',\n", " '1136.jpg',\n", " '184.jpg',\n", " '202.jpg',\n", " '859.jpg',\n", " '576.jpeg',\n", " '839.jpg',\n", " '973.jpg',\n", " '201.jpg',\n", " '271.jpg',\n", " '459.jpg',\n", " '654.jpg',\n", " '197.jpeg',\n", " '1085.jpg',\n", " '1138.jpg',\n", " '673.jpg',\n", " '015.jpg',\n", " '1134.jpg',\n", " '002.png',\n", " '926.jpg',\n", " '531.jpg',\n", " '169.jpg',\n", " '208.jpg',\n", " '903.jpg',\n", " '996.jpg',\n", " '260.jpg',\n", " '884.jpg',\n", " '604.jpg',\n", " '339.jpg',\n", " '091.jpg',\n", " '373.jpg',\n", " '1132.jpg',\n", " '645.jpg',\n", " '1005.jpg',\n", " '306.jpeg',\n", " '286.jpg',\n", " '415.jpg',\n", " '880.jpg',\n", " '891.jpg',\n", " '145.jpg',\n", " '1161.jpg',\n", " '526.jpg',\n", " '853.jpg',\n", " '060.jpg',\n", " '1045.jpg',\n", " '273.jpg',\n", " '1006.jpg',\n", " '591.jpg',\n", " '600.jpeg',\n", " '348.jpg',\n", " '909.jpg',\n", " '849.jpg',\n", " '1000.jpg',\n", " '575.jpg',\n", " '1143.jpg',\n", " '366.jpeg',\n", " '064.jpg',\n", " '796.jpg',\n", " '210.jpg',\n", " '913.jpg',\n", " '122.jpg',\n", " '902.jpg',\n", " '309.jpg',\n", " '821.jpg',\n", " '219.jpg',\n", " '724.jpg',\n", " '927.jpg',\n", " '925.jpg',\n", " '263.jpg',\n", " '132.jpg',\n", " '086.jpg',\n", " '275.jpg',\n", " '301.jpg',\n", " '890.jpg',\n", " '188.jpg',\n", " '298.jpg',\n", " '304.jpg',\n", " '552.jpeg',\n", " '335.jpg',\n", " '253.jpg',\n", " '095.jpg',\n", " '423.jpg',\n", " '1017.jpg',\n", " '391.jpg',\n", " '882.jpg',\n", " '685.jpg',\n", " '1083.jpg',\n", " '633.jpg',\n", " '887.jpg',\n", " '1062.jpg',\n", " '674.jpg',\n", " '469.jpg',\n", " '1148.jpg',\n", " '980.jpg',\n", " '922.jpg',\n", " '032.jpg',\n", " '663.jpg',\n", " '004.png',\n", " '474.jpg',\n", " '622.jpg',\n", " '985.jpg',\n", " '597.jpg',\n", " '1086.jpg',\n", " '344.jpg',\n", " '534.jpg',\n", " '621.jpg',\n", " '997.jpg',\n", " '650.jpg',\n", " '649.jpg',\n", " '495.jpg',\n", " '133.jpg',\n", " '565.jpg',\n", " '368.jpg',\n", " '838.jpg',\n", " '1059.jpg',\n", " '313.jpg',\n", " '290.jpg',\n", " '542.jpg',\n", " '367.jpg',\n", " '771.jpg',\n", " '605.jpg',\n", " '683.jpg',\n", " '702.jpg',\n", " '360.jpg',\n", " '392.jpg',\n", " '840.jpg',\n", " '1047.jpg',\n", " '510.jpg',\n", " '962.jpg',\n", " '983.jpg',\n", " '813.jpg',\n", " '791.jpg',\n", " '168.jpg',\n", " '1123.jpg',\n", " '129.jpg',\n", " '1180.jpg',\n", " '1120.jpg',\n", " '952.jpg',\n", " '221.jpeg',\n", " '001.jpeg',\n", " '462.jpg',\n", " '936.jpg',\n", " '088.jpeg',\n", " '159.jpg',\n", " '399.jpg',\n", " '809.jpg',\n", " '1122.jpg',\n", " '514.jpg',\n", " '978.jpg',\n", " '040.jpg',\n", " '728.jpg',\n", " '802.jpg',\n", " '274.jpg',\n", " '083.jpg',\n", " '708.jpg',\n", " '1150.jpg',\n", " '1199.jpg',\n", " '954.jpg',\n", " '293.jpg',\n", " '125.jpeg',\n", " '562.jpg',\n", " '361.jpg',\n", " '294.jpeg',\n", " '177.jpg',\n", " '758.jpg',\n", " '987.jpg',\n", " '738.jpg',\n", " '711.jpg',\n", " '1058.jpg',\n", " '955.jpg',\n", " '467.jpg',\n", " '895.jpg',\n", " '1110.jpg',\n", " '172.jpg',\n", " '733.jpg',\n", " '707.jpg',\n", " '1032.jpg',\n", " '928.jpg',\n", " '079.jpg',\n", " '608.jpg',\n", " '501.jpeg',\n", " '1079.jpg',\n", " '173.jpeg',\n", " '246.jpg',\n", " '480.jpg',\n", " '1133.jpg',\n", " '1054.jpg',\n", " '1111.jpg',\n", " '394.jpg',\n", " '007.jpg',\n", " '051.jpg',\n", " '967.jpg',\n", " '124.jpg',\n", " '971.jpg',\n", " '943.jpg',\n", " '828.jpg',\n", " '1113.jpg',\n", " '471.jpg',\n", " '116.jpg',\n", " '1182.jpg',\n", " '713.jpg',\n", " '946.jpg',\n", " '281.jpg',\n", " '031.jpg',\n", " '346.jpg',\n", " '827.jpg',\n", " '134.jpg',\n", " '907.jpg',\n", " '308.jpg',\n", " '794.jpg',\n", " '554.jpg',\n", " '053.jpg',\n", " '1067.jpg',\n", " '630.jpg',\n", " '647.jpg',\n", " '1125.jpg',\n", " '748.jpg',\n", " '580.jpg',\n", " '033.jpg',\n", " '940.jpg',\n", " '544.jpg',\n", " '285.jpg',\n", " '087.jpg',\n", " '149.jpeg',\n", " '869.jpg',\n", " '727.jpg',\n", " '795.jpg',\n", " '836.jpg',\n", " '1034.jpg',\n", " '1155.jpg',\n", " '1139.jpg',\n", " '617.jpg',\n", " '175.jpg',\n", " '989.jpg',\n", " '063.jpeg',\n", " '640.jpg',\n", " '1094.jpg',\n", " '1025.jpg',\n", " '917.jpg',\n", " '270.jpeg',\n", " '845.jpg',\n", " '587.jpg',\n", " '331.jpg',\n", " '606.jpg',\n", " '819.jpg',\n", " '1087.jpg',\n", " '442.jpg',\n", " '225.jpg',\n", " '517.jpg',\n", " '1043.jpg',\n", " '282.jpeg',\n", " '949.jpg',\n", " '140.jpg',\n", " '749.jpg',\n", " '567.jpg',\n", " '386.jpg',\n", " '651.jpg',\n", " '321.jpg',\n", " '914.jpg',\n", " '512.jpg',\n", " '588.jpeg',\n", " '036.jpg',\n", " '665.jpg',\n", " '547.jpg',\n", " '834.jpg',\n", " '516.jpeg',\n", " '312.jpg',\n", " '1011.jpg',\n", " '969.jpg',\n", " '405.jpeg',\n", " '735.jpg',\n", " '243.jpg',\n", " '734.jpg',\n", " '259.jpg',\n", " '034.jpg',\n", " '1099.jpg',\n", " '320.jpg',\n", " '1144.jpg',\n", " '780.jpg',\n", " '535.jpg',\n", " '539.jpg',\n", " '610.jpg',\n", " '1096.jpg',\n", " '143.jpg',\n", " '701.jpg',\n", " '671.jpg',\n", " '452.jpg',\n", " '792.jpg',\n", " '1164.jpg',\n", " '198.jpg',\n", " '1195.jpg',\n", " '203.jpg',\n", " '808.jpg',\n", " '247.jpg',\n", " '420.jpg',\n", " '546.jpg',\n", " '297.jpg',\n", " '761.jpg',\n", " '375.jpg',\n", " '1196.jpg',\n", " '390.jpg',\n", " '183.jpg',\n", " '642.jpg',\n", " '089.jpg',\n", " '055.jpg',\n", " '942.jpg',\n", " '824.jpg',\n", " '585.jpg',\n", " '303.jpg',\n", " '174.jpg',\n", " '014.jpg',\n", " '672.jpg',\n", " '024.jpeg',\n", " '1076.jpg',\n", " '844.jpg',\n", " '854.jpg',\n", " '044.jpg',\n", " '1051.jpg',\n", " '388.jpg',\n", " '1153.jpg',\n", " '349.jpg',\n", " '894.jpg',\n", " '820.jpg',\n", " '490.jpg',\n", " '1026.jpg',\n", " '130.jpg',\n", " '148.jpg',\n", " '939.jpg',\n", " '211.jpg',\n", " '1036.jpg',\n", " '437.jpg',\n", " '1169.jpg',\n", " '1074.jpg',\n", " '941.jpg',\n", " '142.jpg',\n", " '162.jpg',\n", " '1095.jpg',\n", " '118.jpg',\n", " '783.jpg',\n", " '235.jpg',\n", " '451.jpg',\n", " '811.jpg',\n", " '916.jpg',\n", " '138.jpg',\n", " '574.jpg',\n", " '307.jpg',\n", " '028.jpg',\n", " '075.jpg',\n", " '119.jpg',\n", " '379.jpg',\n", " '624.jpg',\n", " '757.jpg',\n", " '455.jpg',\n", " '1027.jpg',\n", " '137.jpeg',\n", " ...]" ] }, "metadata": {}, "execution_count": 15 } ], "source": [ "# Listing files in the 'Clean' directory\n", "os.listdir(os.path.join(data_dir, 'Clean'))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "Brm2Hz84WVL6" }, "outputs": [], "source": [ "image_exts = ['jpeg','jpg', 'bmp', 'png'] # The Correct Path of images" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 36 }, "id": "QvWNdi_wWewx", "outputId": "dcd9f1e7-e3ef-42d4-a579-e96f50c7c597" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'jpg'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 17 } ], "source": [ "image_exts[1] # The Index Of Image" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "NhDHB5EVt0oU", "outputId": "be6c3829-7a6c-4716-d994-2306cab94b99" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Caries\n", "Clean\n" ] } ], "source": [ "for image_class in os.listdir(data_dir):\n", " print(image_class)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "1gOYnTG43PTT" }, "outputs": [], "source": [ "img = cv2.imread(os.path.join('data' , 'Clean' , '220.jpg'))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 343 }, "id": "aaNycR8T4FAo", "outputId": "4a5cab99-19d9-4b1b-864b-a3529d9787bf" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "import cv2\n", "\n", "# Load the image\n", "cv2.imread(os.path.join('data' , 'Clean' , '220.jpg'))\n", "\n", "# Check if the image is loaded successfully\n", "if img is None:\n", " print(\"Error: Unable to load the image.\")\n", "else:\n", " # Convert the color space and display the image\n", " rgb_img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", " plt.imshow(rgb_img)\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 211 }, "id": "XsVtNG9uXQ56", "outputId": "bf6119c7-5198-4e6c-bfbe-4adb2cc153ee" }, "outputs": [ { "output_type": "error", "ename": "KeyboardInterrupt", "evalue": "", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mimage_path\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_dir\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimage_class\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0mtip\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimghdr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwhat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtip\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mimage_exts\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "# Check The Content of Folder and is it suitable or not\n", "for image_class in os.listdir(data_dir):\n", " for image in os.listdir(os.path.join(data_dir, image_class)):\n", " image_path = os.path.join(data_dir, image_class, image)\n", " try:\n", " img = cv2.imread(image_path)\n", " tip = imghdr.what(image_path)\n", " if tip not in image_exts:\n", " print('Image not in ext list {}'.format(image_path))\n", " os.remove(image_path)\n", " except Exception as e:\n", " print('Issue with image {}'.format(image_path))\n", " # os.remove(image_path)" ] }, { "cell_type": "markdown", "metadata": { "id": "3mRxW7ibaHOQ" }, "source": [ "1.3 Load Data" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "AFvTDxfEWc70" }, "outputs": [], "source": [ "# Import Librarries\n", "import numpy as np\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "WP6yz5MJaWm0", "outputId": "bbef5fbf-6d53-4d92-ff01-bbac462a75b7" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Found 2377 files belonging to 2 classes.\n" ] } ], "source": [ "data = tf.keras.utils.image_dataset_from_directory('data') # Define The Path" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "H5r34Sxva1tf", "outputId": "9742c107-c936-4dbf-c761-fa9baef811b1" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "<_PrefetchDataset element_spec=(TensorSpec(shape=(None, 256, 256, 3), dtype=tf.float32, name=None), TensorSpec(shape=(None,), dtype=tf.int32, name=None))>" ] }, "metadata": {}, "execution_count": 23 } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "YrNq5jE0bK3h" }, "outputs": [], "source": [ "data_iterator = data.as_numpy_iterator() # assign Path to another path" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "id": "xtMiJ6rZ6iw8" }, "outputs": [], "source": [ "batch = data_iterator.next()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "MXmkg0uY6oIz", "outputId": "dd258ac2-e557-42b2-b41e-0ea6c90274a5" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(32, 256, 256, 3)" ] }, "metadata": {}, "execution_count": 26 } ], "source": [ "batch[0].shape" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "id": "brLato0ibXQW" }, "outputs": [], "source": [ "# Geet another batch from the iterator\n", "batch = data_iterator.next()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "NwIQ6K2vbrCc", "outputId": "196ca199-9db9-4963-800e-7eead77715a5" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(32, 256, 256, 3)" ] }, "metadata": {}, "execution_count": 28 } ], "source": [ "# Image Reppresented as numpy arrays\n", "batch[0].shape" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "GqIL9z357HpO", "outputId": "66a2bb12-ab7a-4f5d-c27a-c8c12af54641" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0,\n", " 1, 1, 0, 1, 0, 0, 1, 0, 0, 0], dtype=int32)" ] }, "metadata": {}, "execution_count": 29 } ], "source": [ "batch[1]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "smQ37iVRcLmA", "outputId": "79507998-216d-44e4-a4e4-6cbf10285693" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0,\n", " 1, 1, 0, 1, 0, 0, 1, 0, 0, 0], dtype=int32)" ] }, "metadata": {}, "execution_count": 30 } ], "source": [ "# Class 1 = Clean Teeth\n", "# Class 0 = Caries Teeth\n", "batch[1]" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 371 }, "id": "9GAtemWlbsmN", "outputId": "8f632254-7806-4281-eedf-b3359432ab38" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "fig, ax = plt.subplots(ncols=4, figsize=(20,20))\n", "for idx, img in enumerate(batch[0][:4]):\n", " ax[idx].imshow(img.astype(int))\n", " ax[idx].title.set_text(batch[1][idx])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "id": "nKdnYHVDdDsN" }, "outputs": [], "source": [ "scaled = batch[0] / 255" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "lKLDl_oNdUK8", "outputId": "c7ee8f17-5619-4d44-f32b-c5cb4e28cb71" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0.0" ] }, "metadata": {}, "execution_count": 33 } ], "source": [ "scaled.min()" ] }, { "cell_type": "markdown", "metadata": { "id": "RJCSWC2pc8lx" }, "source": [ "2. Preprocess Data" ] }, { "cell_type": "markdown", "metadata": { "id": "xWXWjjpVdAQL" }, "source": [ "2.1 Scale Data" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "id": "xzTU80KGcS6z" }, "outputs": [], "source": [ "data = data.map(lambda x,y: (x/255, y))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "id": "Usy9zivqdapd" }, "outputs": [], "source": [ "scaled_iterator = data.as_numpy_iterator()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "id": "BSjCbSk8IsmH" }, "outputs": [], "source": [ "batch = scaled_iterator.next()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "azx-HvwpJUr_", "outputId": "f7d9b604-2381-48d2-ee67-a8d1e75f2d99" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "1.0" ] }, "metadata": {}, "execution_count": 37 } ], "source": [ "batch[0].max()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 371 }, "id": "Of1q9G5RIc_4", "outputId": "173977a4-de15-47ab-a458-9ef833beb606" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "fig, ax = plt.subplots(ncols=4, figsize=(20,20))\n", "for idx, img in enumerate(batch[0][:4]):\n", " ax[idx].imshow(img)\n", " ax[idx].title.set_text(batch[1][idx])" ] }, { "cell_type": "markdown", "metadata": { "id": "vtwa4I_keFBy" }, "source": [ "2.2 Split Data" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LqYYNZcUeBac", "outputId": "b4be2088-fd5e-46f9-fa34-565bb27218cb" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "75" ] }, "metadata": {}, "execution_count": 39 } ], "source": [ "len(data)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "id": "CEeZ84LXfbdb" }, "outputs": [], "source": [ "# Determine The Size Of Training Data\n", "train_size = int(len(data)*.8)\n", "val_size = int(len(data)*.1)+1\n", "test_size = int(len(data)*.1)\n" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "bqXs9b8ufiFj", "outputId": "a92f5a0c-1058-43fb-9720-8c94221c1c92" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "75" ] }, "metadata": {}, "execution_count": 41 } ], "source": [ "train_size+val_size+test_size" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "id": "WSCtpiuQf338" }, "outputs": [], "source": [ "train = data.take(train_size)\n", "val = data.skip(train_size).take(val_size)\n", "test = data.skip(train_size+val_size).take(test_size)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8xq6W3M-gAZl", "outputId": "a3d0f588-e699-4ea2-e826-4925a037bf97" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "7" ] }, "metadata": {}, "execution_count": 43 } ], "source": [ "len(test)" ] }, { "cell_type": "markdown", "metadata": { "id": "4HeXceoAgWII" }, "source": [ "3. Deep Model" ] }, { "cell_type": "markdown", "metadata": { "id": "JQ66BHc0gZRL" }, "source": [ "3.1 Build Deep Learning Model" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "E2Y4InLXgSK0", "outputId": "84ec6cdf-9d11-49a4-f96d-1a40ea5b8426" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "<_TakeDataset element_spec=(TensorSpec(shape=(None, 256, 256, 3), dtype=tf.float32, name=None), TensorSpec(shape=(None,), dtype=tf.int32, name=None))>" ] }, "metadata": {}, "execution_count": 44 } ], "source": [ "train" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "id": "Ozrki-b1gpCl" }, "outputs": [], "source": [ "# import the necessary modules\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Dense, Flatten, Dropout" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "id": "5-YHn-1KgtAe" }, "outputs": [], "source": [ "model = Sequential() # initializes an empty sequential model" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "RJPuuC7rhQ9e", "outputId": "94673f21-5690-4b21-e2e8-f7cdc1be3b1a" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" ] } ], "source": [ "from keras.models import Sequential\n", "from keras.layers import Conv2D, MaxPooling2D, Flatten, Dense\n", "\n", "model = Sequential()\n", "\n", "model.add(Conv2D(16, (3,3), activation='relu', input_shape=(256,256,3)))\n", "model.add(MaxPooling2D())\n", "\n", "model.add(Conv2D(32, (3,3), activation='relu'))\n", "model.add(MaxPooling2D())\n", "\n", "model.add(Conv2D(16, (3,3), activation='relu'))\n", "model.add(MaxPooling2D())\n", "\n", "model.add(Flatten())\n", "\n", "model.add(Dense(128, activation='relu'))\n", "model.add(Dense(64, activation='relu'))\n", "model.add(Dense(1, activation='sigmoid'))\n" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "id": "d9yfFvs3hgpF" }, "outputs": [], "source": [ "# Compiling the model\n", "model.compile('adam', loss=tf.losses.BinaryCrossentropy(), metrics=['accuracy'])" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 449 }, "id": "FiJLudUFiCxi", "outputId": "20ce0968-062e-46a1-dcf9-1a514cd498cc" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "\u001b[1mModel: \"sequential_1\"\u001b[0m\n" ], "text/html": [ "
Model: \"sequential_1\"\n",
              "
\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", "│ conv2d (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m254\u001b[0m, \u001b[38;5;34m254\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m448\u001b[0m │\n", "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m127\u001b[0m, \u001b[38;5;34m127\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", "│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m125\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m4,640\u001b[0m │\n", "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m62\u001b[0m, \u001b[38;5;34m62\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", "│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m60\u001b[0m, \u001b[38;5;34m60\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m4,624\u001b[0m │\n", "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", "│ max_pooling2d_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", "│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14400\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m1,843,328\u001b[0m │\n", "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", "│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m8,256\u001b[0m │\n", "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", "│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m65\u001b[0m │\n", "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" ], "text/html": [ "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃ Layer (type)                          Output Shape                         Param # ┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ conv2d (Conv2D)                      │ (None, 254, 254, 16)        │             448 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d (MaxPooling2D)         │ (None, 127, 127, 16)        │               0 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ conv2d_1 (Conv2D)                    │ (None, 125, 125, 32)        │           4,640 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_1 (MaxPooling2D)       │ (None, 62, 62, 32)          │               0 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ conv2d_2 (Conv2D)                    │ (None, 60, 60, 16)          │           4,624 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_2 (MaxPooling2D)       │ (None, 30, 30, 16)          │               0 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ flatten (Flatten)                    │ (None, 14400)               │               0 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense (Dense)                        │ (None, 128)                 │       1,843,328 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_1 (Dense)                      │ (None, 64)                  │           8,256 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_2 (Dense)                      │ (None, 1)                   │              65 │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
              "
\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,861,361\u001b[0m (7.10 MB)\n" ], "text/html": [ "
 Total params: 1,861,361 (7.10 MB)\n",
              "
\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m1,861,361\u001b[0m (7.10 MB)\n" ], "text/html": [ "
 Trainable params: 1,861,361 (7.10 MB)\n",
              "
\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" ], "text/html": [ "
 Non-trainable params: 0 (0.00 B)\n",
              "
\n" ] }, "metadata": {} } ], "source": [ "model.summary() # provides a textual summary of the model architecture" ] }, { "cell_type": "markdown", "metadata": { "id": "cSeouwogjBdQ" }, "source": [ "3.2 Train" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "id": "zcXiAgWwiEYQ" }, "outputs": [], "source": [ "logdir='logs'" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "id": "mNEMNutwjYG3" }, "outputs": [], "source": [ "tensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=logdir)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3i-A2Nv_j22Z", "outputId": "393bf952-d1d7-4902-b32f-39c92679e537" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 205ms/step - accuracy: 0.6153 - loss: 0.6423 - val_accuracy: 0.7383 - val_loss: 0.5682\n", "Epoch 2/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 267ms/step - accuracy: 0.7442 - loss: 0.5247 - val_accuracy: 0.8203 - val_loss: 0.4151\n", "Epoch 3/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 115ms/step - accuracy: 0.8175 - loss: 0.4201 - val_accuracy: 0.8203 - val_loss: 0.4102\n", "Epoch 4/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 93ms/step - accuracy: 0.8563 - loss: 0.3447 - val_accuracy: 0.8672 - val_loss: 0.3397\n", "Epoch 5/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 116ms/step - accuracy: 0.8935 - loss: 0.2595 - val_accuracy: 0.8516 - val_loss: 0.3769\n", "Epoch 6/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 87ms/step - accuracy: 0.9298 - loss: 0.1789 - val_accuracy: 0.8828 - val_loss: 0.3088\n", "Epoch 7/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 92ms/step - accuracy: 0.9667 - loss: 0.0983 - val_accuracy: 0.9062 - val_loss: 0.2499\n", "Epoch 8/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 82ms/step - accuracy: 0.9885 - loss: 0.0490 - val_accuracy: 0.9219 - val_loss: 0.3296\n", "Epoch 9/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 116ms/step - accuracy: 0.9838 - loss: 0.0496 - val_accuracy: 0.9258 - val_loss: 0.3357\n", "Epoch 10/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 83ms/step - accuracy: 0.9857 - loss: 0.0421 - val_accuracy: 0.9219 - val_loss: 0.2281\n", "Epoch 11/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 86ms/step - accuracy: 0.9808 - loss: 0.0576 - val_accuracy: 0.9258 - val_loss: 0.3035\n", "Epoch 12/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 119ms/step - accuracy: 0.9869 - loss: 0.0453 - val_accuracy: 0.9258 - val_loss: 0.3270\n", "Epoch 13/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 82ms/step - accuracy: 0.9939 - loss: 0.0230 - val_accuracy: 0.9492 - val_loss: 0.3280\n", "Epoch 14/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 132ms/step - accuracy: 0.9985 - loss: 0.0099 - val_accuracy: 0.9219 - val_loss: 0.4272\n", "Epoch 15/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 95ms/step - accuracy: 0.9981 - loss: 0.0098 - val_accuracy: 0.9531 - val_loss: 0.3128\n", "Epoch 16/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 120ms/step - accuracy: 0.9999 - loss: 0.0019 - val_accuracy: 0.9297 - val_loss: 0.3707\n", "Epoch 17/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 87ms/step - accuracy: 0.9980 - loss: 0.0053 - val_accuracy: 0.9531 - val_loss: 0.2082\n", "Epoch 18/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 134ms/step - accuracy: 0.9954 - loss: 0.0125 - val_accuracy: 0.9453 - val_loss: 0.3905\n", "Epoch 19/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 83ms/step - accuracy: 0.9994 - loss: 0.0056 - val_accuracy: 0.9258 - val_loss: 0.4383\n", "Epoch 20/20\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 132ms/step - accuracy: 1.0000 - loss: 4.5834e-04 - val_accuracy: 0.9609 - val_loss: 0.4007\n" ] } ], "source": [ "hist = model.fit(train, epochs=20, validation_data=val, callbacks=[tensorboard_callback])" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "83SyG0pISnPM", "outputId": "f1acaed5-d6c4-4838-e58d-bf6691f00f26" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'accuracy': [0.6703125238418579,\n", " 0.754687488079071,\n", " 0.8239583373069763,\n", " 0.870312511920929,\n", " 0.8999999761581421,\n", " 0.9411458373069763,\n", " 0.9609375,\n", " 0.9854166507720947,\n", " 0.9828125238418579,\n", " 0.9822916388511658,\n", " 0.9776041507720947,\n", " 0.984375,\n", " 0.9947916865348816,\n", " 0.9973958134651184,\n", " 0.9989583492279053,\n", " 0.9994791746139526,\n", " 0.9984375238418579,\n", " 0.996874988079071,\n", " 0.9994791746139526,\n", " 1.0],\n", " 'loss': [0.6100372076034546,\n", " 0.5120079517364502,\n", " 0.41022777557373047,\n", " 0.31888335943222046,\n", " 0.2538307309150696,\n", " 0.14870157837867737,\n", " 0.10061173886060715,\n", " 0.04848935455083847,\n", " 0.0521303191781044,\n", " 0.04645281285047531,\n", " 0.0636938065290451,\n", " 0.05052501708269119,\n", " 0.01978817582130432,\n", " 0.00989569816738367,\n", " 0.005686301272362471,\n", " 0.0042944420129060745,\n", " 0.004951370880007744,\n", " 0.009584067389369011,\n", " 0.003837615717202425,\n", " 0.00034336638054810464],\n", " 'val_accuracy': [0.73828125,\n", " 0.8203125,\n", " 0.8203125,\n", " 0.8671875,\n", " 0.8515625,\n", " 0.8828125,\n", " 0.90625,\n", " 0.921875,\n", " 0.92578125,\n", " 0.921875,\n", " 0.92578125,\n", " 0.92578125,\n", " 0.94921875,\n", " 0.921875,\n", " 0.953125,\n", " 0.9296875,\n", " 0.953125,\n", " 0.9453125,\n", " 0.92578125,\n", " 0.9609375],\n", " 'val_loss': [0.5681725144386292,\n", " 0.415134996175766,\n", " 0.4101700186729431,\n", " 0.3397384583950043,\n", " 0.3769104778766632,\n", " 0.30883535742759705,\n", " 0.24993197619915009,\n", " 0.3295995593070984,\n", " 0.3356996774673462,\n", " 0.2281327098608017,\n", " 0.3035116195678711,\n", " 0.3270004689693451,\n", " 0.327985942363739,\n", " 0.42722874879837036,\n", " 0.31281566619873047,\n", " 0.3707312047481537,\n", " 0.20822030305862427,\n", " 0.3905412554740906,\n", " 0.43827059864997864,\n", " 0.4006698429584503]}" ] }, "metadata": {}, "execution_count": 53 } ], "source": [ "hist.history # contains information about the training process." ] }, { "cell_type": "markdown", "metadata": { "id": "rIPhrlj5uX6O" }, "source": [ "3.3 Plot Performance" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 478 }, "id": "pE5_ZB9Yj7xR", "outputId": "7b51afe9-99fe-41c3-add3-d7004b36e07c" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "# plot to visualize the training and validation loss over epochs\n", "\n", "fig = plt.figure()\n", "plt.plot(hist.history['loss'], color='gray', label='loss')\n", "plt.plot(hist.history['val_loss'], color='blue', label='val_loss')\n", "fig.suptitle('Loss', fontsize=20)\n", "plt.legend(loc=\"upper left\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 478 }, "id": "Zus_VSLquiTN", "outputId": "4fb81117-40fe-4656-8e8b-13c39e35b6f6" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "# plot to visualize the training and validation accuracy over epochs\n", "\n", "fig = plt.figure()\n", "plt.plot(hist.history['accuracy'], color='red', label='accuracy')\n", "plt.plot(hist.history['val_accuracy'], color='green', label='val_accuracy')\n", "fig.suptitle('Accuracy', fontsize=20)\n", "plt.legend(loc=\"upper left\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "7f5w_1YmvB6b" }, "source": [ "4. Evaluate Performance" ] }, { "cell_type": "markdown", "metadata": { "id": "2fIqmjpcvNnR" }, "source": [ "4.1 Evaluate Testing" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "id": "XLFafbfhuvgj" }, "outputs": [], "source": [ "from tensorflow.keras.metrics import Precision, Recall, BinaryAccuracy" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "id": "I-LJm3V5vbRb" }, "outputs": [], "source": [ "#evaluating binary classification models\n", "\n", "pre = Precision()\n", "re = Recall()\n", "acc = BinaryAccuracy()" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "5FLwqgUhuHgq", "outputId": "d7cf00e9-7598-4f31-b826-5e32646954cf" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "7" ] }, "metadata": {}, "execution_count": 58 } ], "source": [ "len(test)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-QQk_ejLtotj", "outputId": "a176f1e5-9909-49ac-b205-3ed48516e2c3" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 288ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 686ms/step\n" ] } ], "source": [ "# iterating over a test dataset using test.as_numpy_iterator()\n", "# and making predictions with your model on each batch.\n", "\n", "for batch in test.as_numpy_iterator():\n", " X, y = batch\n", " yhat = model.predict(X)\n", " pre.update_state(y, yhat)\n", " re.update_state(y, yhat)\n", " acc.update_state(y, yhat)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "QucL40RHtQ02", "outputId": "ef06bbd2-6ffa-4a0a-95b0-ab083f9d8895" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Precision: 0.9047619104385376, Recall: 0.9313725233078003, Accuracy: 0.9154228568077087\n" ] } ], "source": [ "print(f'Precision: {pre.result().numpy()}, Recall: {re.result().numpy()}, Accuracy: {acc.result().numpy()}')" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "e0MK0fTinUqa", "outputId": "0241bb5b-9fd1-49d2-83a7-c93048c2d8be" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: tabulate in /usr/local/lib/python3.10/dist-packages (0.9.0)\n" ] } ], "source": [ "!pip install tabulate" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 763 }, "id": "KXA_RKALnotc", "outputId": "a5bead2e-e520-4f76-aee9-f4491e08b32d" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "╒═══════════╤══════════╕\n", "│ Metric │ Value │\n", "╞═══════════╪══════════╡\n", "│ Precision │ 0.904762 │\n", "├───────────┼──────────┤\n", "│ Recall │ 0.931373 │\n", "├───────────┼──────────┤\n", "│ Accuracy │ 0.915423 │\n", "╘═══════════╧══════════╛\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "import matplotlib.pyplot as plt\n", "from tabulate import tabulate\n", "\n", "# Assuming pre, re, and acc are variables containing precision, recall, and accuracy values\n", "precision = pre.result().numpy()\n", "recall = re.result().numpy()\n", "accuracy = acc.result().numpy()\n", "\n", "# Create a list of lists containing the data to display in the table\n", "table_data = [\n", " [\"Precision\", precision],\n", " [\"Recall\", recall],\n", " [\"Accuracy\", accuracy]\n", "]\n", "\n", "# Display the table with borders and a stylish appearance using tabulate\n", "table_str = tabulate(table_data, headers=[\"Metric\", \"Value\"], tablefmt=\"fancy_grid\")\n", "\n", "# Print the table\n", "print(table_str)\n", "\n", "# Convert the table data to lists for plotting\n", "metrics = [row[0] for row in table_data]\n", "values = [row[1] for row in table_data]\n", "\n", "# Plot the values as a bar chart\n", "plt.figure(figsize=(8, 6))\n", "plt.bar(metrics, values, color=['skyblue', 'lightgreen', 'lightcoral'])\n", "plt.xlabel('Metrics')\n", "plt.ylabel('Values')\n", "plt.title('Test Performance Metrics')\n", "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", "plt.xticks(rotation=45, ha='right')\n", "plt.tight_layout()\n", "plt.gcf().set_facecolor('#AED4E6')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "ABr1d4etnK5O" }, "source": [ "4.2 Evaluate Training" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "id": "9sgEuEKxxm2Y" }, "outputs": [], "source": [ "import tensorflow as tf\n", "from tensorflow.keras.metrics import Precision, Recall, BinaryAccuracy\n", "import numpy as np\n" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "id": "TAxoqu_QvQvt" }, "outputs": [], "source": [ "train_pre = Precision()\n", "train_re = Recall()\n", "train_acc = BinaryAccuracy()\n" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "iPyReHl_yP8E", "outputId": "3c9b1b11-e6a1-4733-8f70-e7177c2c6626" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 122ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 160ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 75ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 66ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 66ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 60ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 65ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 62ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 74ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 65ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 71ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 81ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 61ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 134ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 69ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 103ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 119ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 134ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 136ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 125ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 94ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 100ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 58ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 143ms/step\n" ] } ], "source": [ "for batch in train.as_numpy_iterator():\n", " X, y = batch\n", " # Resize the images to the expected input shape of the model\n", " X_resized = tf.image.resize(X, [256, 256])\n", " yhat = model.predict(X_resized)\n", " train_pre.update_state(y, yhat)\n", " train_re.update_state(y, yhat)\n", " train_acc.update_state(y, yhat)" ] }, { "cell_type": "code", "source": [ "len(train)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gNa197h6_Saf", "outputId": "53240d0c-1869-49eb-a5cc-cb568ca11b0c" }, "execution_count": 66, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "60" ] }, "metadata": {}, "execution_count": 66 } ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "l4rL-ersvVu6", "outputId": "d62c8b50-748f-4e6d-f45b-3995aaccdc10" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Train Precision: 1.0\n", "Train Recall: 1.0\n", "Train Accuracy: 1.0\n" ] } ], "source": [ "train_precision_value = train_pre.result().numpy()\n", "train_recall_value = train_re.result().numpy()\n", "train_accuracy_value = train_acc.result().numpy()\n", "\n", "print(f'Train Precision: {train_precision_value}')\n", "print(f'Train Recall: {train_recall_value}')\n", "print(f'Train Accuracy: {train_accuracy_value}')\n" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 763 }, "id": "BLpXhU5qNMa9", "outputId": "0e9cc7be-319f-4bdd-b1dc-54962ad16e6d" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "╒═══════════╤═════════╕\n", "│ Metric │ Value │\n", "╞═══════════╪═════════╡\n", "│ Precision │ 1 │\n", "├───────────┼─────────┤\n", "│ Recall │ 1 │\n", "├───────────┼─────────┤\n", "│ Accuracy │ 1 │\n", "╘═══════════╧═════════╛\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "import matplotlib.pyplot as plt\n", "from tabulate import tabulate\n", "\n", "# Calculate precision, recall, and accuracy for the training data\n", "train_precision_value = train_pre.result().numpy()\n", "train_recall_value = train_re.result().numpy()\n", "train_accuracy_value = train_acc.result().numpy()\n", "\n", "# Create a list of lists containing the data to display in the table\n", "table_data = [\n", " [\"Precision\", train_precision_value],\n", " [\"Recall\", train_recall_value],\n", " [\"Accuracy\", train_accuracy_value]\n", "]\n", "\n", "# Display the table with borders and a stylish appearance using tabulate\n", "table_str = tabulate(table_data, headers=[\"Metric\", \"Value\"], tablefmt=\"fancy_grid\")\n", "\n", "# Print the table\n", "print(table_str)\n", "\n", "# Convert the table data to lists for plotting\n", "metrics = [row[0] for row in table_data]\n", "values = [row[1] for row in table_data]\n", "\n", "# Plot the values as a bar chart\n", "plt.figure(figsize=(8, 6))\n", "plt.bar(metrics, values, color=['orange', 'purple', 'gray'])\n", "plt.xlabel('Metrics')\n", "plt.ylabel('Values')\n", "plt.title('Training Performance Metrics')\n", "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", "plt.xticks(rotation=45, ha='right')\n", "plt.tight_layout()\n", "plt.gcf().set_facecolor('#AED4E6')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "E-Lfo3froDPI" }, "source": [ "4.3 Data Sources" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "id": "G7vwdc17mqc4", "colab": { "base_uri": "https://localhost:8080/", "height": 521 }, "outputId": "c2b1de87-f39a-4a60-b7c9-e99a17e252f4" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiIAAAH4CAYAAAB3+Yb+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABvf0lEQVR4nO3ddXiV5QPG8e9Zd8E2YGxj1OhuUNIATFDEwvanYGB3Byp2oRioGAiCSojS3d09NnoD1r2d/f4YTkYO2PacuD/XtQt2znvec58z2O497/M+r2XYqqQiRERERAxwMR1AREREnJeKiIiIiBijIiIiIiLGqIiIiIiIMSoiIiIiYoyKiIiIiBijIiIiIiLGqIiIiIiIMSoiIiIiYoyKiDiMGV+8wzOtQkvdVlhQwNQPX+Gt3s15tnUYox8dBEBuVgbjXx3KG5c04plWoUwa/pyJyCIiTs/NdACRU1k58Rd+e/mhks/dPDzxDgiiWt2GxF50CW2uuglPX7+z7+fPn5n3w6d0vul/1GjQjKDqEQDM+eZDVk0aQ/e7H6NKzVqExdSvsNdyodZMHU/G0SS63HxfmbZ/u28rUg7sAcBiseDp609gtQiimrahzTU3E9W09Xlnmf3NB4TVjqVx9z7nvY/ycmjXVtZP+5PWVw0kuEaU6Tgicp5URMSm9br/aUJqRFFYkE/GkUR2rVjIlHefZ8GPXzDog9FUr9+4ZNvudz9K1zseKvX4ncvnExBWnSsef/2E2xcQ2bQ1vf73RKW8jguxZup4Du3cUuYiAlA9tgkX3TIYKB79SYzbxoYZE1n++2g633wfVzz22nllmfPthzTpdaVNFJHEXVuZOXI4tdt0VhERsWMqImLTYjv3pGajFiWfd7tzKDuXzef7oTfzwyO38uj4hbh7eQPg6uaGq1vpf9IZRw/j7R940n4zkg+X6yiI1WqlMD8Pd0+vctvnhQgIrU7LvteXuq33Qy8y5rn7WPjTF1SNqk2H6+8wlE5E5D8WXX1XbNG/h2aG/Di9VBH515xvP+SfT9/g2uffp12/W4HiOSIzRw5n2Kokkvcn8M4VJx+CuGfkH3x17zUn3f7k5JUE14iiIC+X2d98yJqpv5F6aD9+IVVpflk/Lhn8NG4eniXbP9MqlA4D7iSqWVvmfPshhxN2ctPb39C4ex9SEw8w/fNhbF0wg+z0VKpExnDRLffT5pqbSx6/a8VCvrr3Gm586yuOJOxiyW/fkZVylOjm7bjmuXepGlUbgJH3XE3cykWlsgZVj+SpKatO+9693bcV4XUacPvHP590X25WBm/3bYW7pxdPT12LxWIBYN4Pn7Fx1hSS4neQn5NNWEx9ut35ME17XVXqNZ+o1ZU3cP0rn5K8fw9zv/+EncvmkXJwH+5e3tRp24U+Q18uNVpRmJ/P7G8/ZM1f40g9tB93bx/CYurR894nqNehW8l2iXHbmf75m+xcvoD8nGzC6zSgx72P06jr5cDJh+7+dc/IP6jdpjN7N61h2qdvsG/LOvKys/CvEkbtNp257uWPT/u+iYgZGhERu9Sy7wD++fQNti+ZXVJEjucbXIUBr33O7G8+IC87k8seeB6A0Jh6DHjtc6a89wIB4dVLDl/4BlfBarXyw9Bb2L1mGe363UpYTH0O7tjEgp+/4HDCTm59/4dSz7Fr+QLWT59IxxvuwicohOAakaQfSWTEbZeDxUKHG+7CL7gKWxfOZPyrQ8nJTD/p8Mrc7z7GYnHholsHk5ORzrzvP+XX5+9nyA//AND9rkfIyUgj7dAB+h47nOLh43ve75unjx+Nu/dhxR8/kbhrK+F1GgCw6JeRNLz4Mlr07k9hfj5rp/3Oz0/exW0f/USDiy4FYMBrnzPhtUeo2bgl7foVT/oNqVkLgL2bVpOwdhnNLr2WwPAaJO9PYOlv3zHynmt45LcFeHj7ADDjy3eYO+oj2lxzC5FNWpKTmcG+TWvYv2VdSRE5tHMLX9zRl4Cw6nS9/SE8vH1YP/1Pfnx0EDcPH0XjHn2JadWRTjfew6JfvqLbnUNLRrdCY+qRcTSJbwdfj29wFbre/hDe/gEk79/DxllTzvt9E5GKoyIidikwvAZefgEc3bv7lPd7ePvSsu/1LP/jR7JSXEsdpmjZ93qmfT7spMMXq6eMY8eyedz71Z/Uatmh5PbwOg35483HiV+7jOjm7UpuT4rfwcNj5xFeO7bktvGvDsVaWMjDY+fhGxQCQPvrbueXZ+5l5pfDad//tpJDSQAFubk8OGY2bu4eAHgHBDJ5+HMc3LGZanUbUq9DNxb+PJLstNSTDrWcr3/Lx5G9u0v+/tjvS0rl6njDXXxyc08W/PhFSRFp2fd6/njzcUJqRp+UpUGXS0qNngA0vPgyRtzemw0zJ9PqigEAbF0wnfqde9HvhfdPm2/S8OcIqlaTIT9OKxmF6jDgTr68sy9TP36Vxj36ElKzFrVadmDRL19Rr0M3arfpXPL4jbP/IjsthTs/H1dqNO3SIc+e61slIpVAp++K3fLw8SU3M6Pc9rd+xkTCYuoTWqsemclHSj7qtOsCFI+AHC+mVadSJaSoqIgNMyfT8OLLoKio1D7qd+xOTkYa+7asK7WP1lfdWFJCAGKOFaCj++LL7XWdyPPYiMrx793xJSQ7LYWcjDRqtexwUt7TOf7xhfn5ZKYcpUpkDF7+gew/bh9e/oEk7trK4YSdp9xPVmoyu5bPp+mlV5GbmVHy/mWlHKVexx4cSdhFauKBM2b5d07QlnnTKMzPL1N+ETFHIyJit/KyMvELqVpu+zuSsIvEuG283rPBKe/PSD5c6vOQiNJnamQmHyYnPZVlE35g2YTSh3FKtjlaeh9B1SJKfe4dEAQUl4GKkpuVCVDq9OfN86Yx++v3ObBtAwV5uSW3/zuH5Gzyc7KZM+ojVk78hbTEAxQV/Tf1LCcjreTvl9z3FD88Ooj3rulAeN2G1O/Yg5Z9ry85++nInjiKioqY/vlbTP/8rVM+V+bRJALDqp82S0zrTjTpeQUzRw5nwc9fULt1Zxp1602L3v1LzfMREdugIiJ2KfXQfnIy0qgSGVNu+ywqslKtbiP6PvbqKe8PDC9dGtxOOEOmyGoFoEWf62l95Q2n3Ee1eo1KfW5xdT1dmLJEPi+Hdm4BKHnv4lYtZvQjt1CrVUeufvpt/EPDcXVzZ8XEX1g7dXyZ9jnxnWdYOfEXOt/0P6KatcHLLwCLxcIvz9xLUZG1ZLuY1p14YuJyNs2ZyvYlc1j+x48s/PkLrnl2OG2vvbXkPbzo1iHU79T9lM9VJbL2GbNYLBZuHj6KhHUr2DzvH7Yvns34Vx5mwY8juP/7qXj6nH39GRGpPCoiYpdWTxkLQL2Op/5hdT5CatbiwLaN1Gl3cZlHAo7nG1wVT18/iqyF1G3ftdxynU+W08nNymDj7L8IrBZRMsFzw8zJuHl6cednY0uNGKyY+MupwpxyvxtmTKLVFTfQ99H/Slx+bg456aknbesTGEybq2+izdU3kZuVwci7r2LGl8VFJKRmNFB8KvbZ3sOzvS9RzdoQ1awNlz3wHGumjufX5+5j3T+/0/bakyc3i4g5miMidmfnsvnM+vp9giOiadH7unLbb9NLriYt8QDLJ4w+6b78nGzysjPP+HgXV1ea9LiCDTMnc3DH5pPuP/HQTll5ePuUOrxxvvJzshn7whCyU5PpfucjJT/IXVxdAQvWwsKSbZP3J7Bp9tRTZ0k/OYvF1fWkUZzFY74utU+AzJSjpT739PGjSmQMhXl5APiFhFK7TWeWTviBtKSDJz3P8e+hu1fxmTjZJ5Sd7LSUUoeGoHiBN4CCY88jIrZDIyJi07YunElS3HashQVkHE1i57L57Fg6l6DqkQz6YHS5LiDWsu8A1k//kz/efJydKxYQ3bwdRdZCknbvYN30P7nzs7GnXNPkeJc99AI7Vyzk80GX0/baWwivHUtWWjL7t6xjx9J5vDhn+znnimjYnHXT/mDyey9Qs3FLPL19adj1sjM+Ji3pAKunjAMgLzuTQ7u2smHGRNIPJ3LRrYNpf91tJds26HIJC34cwagHbqBF7/5kHD3MkrHfUiUyhoPbN56UZcfSucz/cQQBodUIrhFFVNPWNLjoElb/NQ5PvwDCa8eSsG45O5bNw+fYmUP/+vC6LsS07kREw+b4BAaxd9NaNsyYRIcb7irZ5qqn3+bLO6/goxu60vbaWwiJqEXG0UQS1q0g9dABHv51DgA1Ypvg4urK3O8+IScjDTcPT+q07cKaqeNZMm4Ujbv3pUrNWuRmZbD899F4+vkT26XXOb//IlKxVETEps0YUTxh0dXdA5/AIMLrNqLv46+X+Voz58LFxYVb3/uBBT99weopY9k0+y/cvbwJiYim8433UjWqzln34V8ljCGj/2HmyHfZOHsKS8eNwicomLDaDbj8oRfPK1eHAXewf9sGVk78hYU/fUFQ9cizFpEDWzcw9oXBWCwWPHz9CAqPoMFFl9H22luIbNKq1LZ12l1E/xc/ZM53HzP53ecJrhHF5Q+9QPL+PScVkb6Pvsbvrz/K9M+HkZ+TTasrbyCqaWuufOJNXFxcWTt1PPl5OUQ3b8ddI8bz7ZABpR7faeDdbJr3D9uXzKEwP4+gajW5ZPAzXDzogZJtwmvH8sCP05kxcjirJo0hKyUZ35Cq1IhtSs97H/vvva4azjXPDmfOqI+ZcOy06XtG/kHt1p3Yu3E16/75nYyjSXj5BVCzcUtueP0LQiKiz+trICIVRyurioiIiDGaIyIiIiLGqIiIiIiIMSoiIiIiYoyKiIiIiBijIiIiIiLGqIiIiIiIMSoiIiIiYoyKiIiIiBijIiIiIiLGqIiIiIiIMSoiIiIiYoyKiIiIiBijIiIiIiLGqIiIiIiIMSoiIiIiYoyKiIiIiBijIiIiIiLGqIiIiIiIMSoiIiIiYoyKiIiIiBijIiIiIiLGqIiIiIiIMSoiIiIiYoyKiIiIiBijIiIiIiLGqIiIiIiIMSoiIiIiYoyKiIiIiBijIiIiIiLGqIiIiIiIMSoiIiIiYoyKiIiIiBijIiIiIiLGqIhUspH3XM2k4c+ZjnFWM754hzd6NeKZVqFsnP2X6TgiIuKgVEQu0LiXHuCZVqH8/sbjJ93357AneaZVKONeeqDktlve/Y5LBz9TmRHPWeKubcwcOZxrnnuXZ6dtILZzT97u24oFP31x1seWdTsRERFQESkXgdUiWPfP7+TnZJfclp+bw5q/JxBUrWapbX0Cg/H09Tuv5ykqKqKwoOCCspbFkb27AWjUrTf+VcNx8/Cs8OcUERHn5GY6gCOIaNCMI3t3s2HWFFr2uQ6AjbOmEFStJiERUaW2HXnP1VSv34Qrn3gDgIK8XKaPeJu1f48n4+hhAsNr0O3Oh2l7zS3sWrGQr+69hts/+YVpnw3j0I7N3Pn5OKKateGvD19m3T9/kJuZTkSj5vR97HUiG7cEIDsthT/ffpodi+eQm51JYFh1ut05lDZX3wTAwe2bmDT8ORLWr8Ddy5smPa6g72Ov4unjx4wv3mHmyOEAPNs6DICY1p1IObCHKe+9wJT3XgBg2KqkMr03z7QK5Zpn32XzvH/YtWIBQdVq0v+lj/ANrsKE1x5h78Y1VK/fmAGvfUaVyBgAjuyJY8r7L7Jn/UrysjMJjanP5Q8+T932XUv2m5Z0kAmvPcLO5QvwrxLGpUOe5Z9P36DzTffS5eb7it+H9FT++uAlNs/5m4L8XCIatuCKx1+jev0mABzYtoHJ7z7P3k1rsFgsVImszbXPv0fNRi3O7R+AiIicNxWRctLmqptYOfGXkiKy4s+faX3VQOJWLjrj48a+MISE9Su48ok3qV6/MUf3JZCVcqTUNn9//Dp9HnmZkIhovAOCmPrRK2ycOZnrX/2EoOqRzPv+E0YNGcDjfy7DJzCYaZ8PI3HXVm7/dAy+QSEc2RNHfk4OAHnZmXw7ZABRzdowZPQ0Mo8eZvxrjzDx7ae5/pVPuWjQYIJrRPLbyw/x7LQNALi6e/DxwG607TeIdtfecs7vzayv36Pvo6/S97HX+PvjV/n1ufsIiYim2x0PE1StJr+98jAT336aOz79tSRjbOdeXDrkWdw8PFg1eSzfD72FxyYsJqh68QjTuBcfIDPlCPeM/ANXNzemvP8imcmHSz3vz0/ehbunF7d/OgYvP3+Wjf+Br+/rz2O/L8EnMJhfn7uf6rFNGfLMcFxcXTiwdQOubvovISJSmXRoppy06Hsd8WuWkrx/D8n79xC/dhkt+1x/xsckxe9k/fQ/ue6lj2jcoy8hNWtRt/3FNLvs2lLbXXL/U9Tr0I0qkTG4eXiwdNx39B76MrGdexFeO5Z+z3+Au6cXK/74CYDUg/uoEduUmo1aEFwjirrtu9Kw62UArJk6gYK8XAa89hnV6jakTruLuOqpYayeMo70I4l4+vjh5R8IgH/VcPyrhuMTGIzFxRVPH9+S285F66tupNml1xAaXYeutz1I8v4EWvTuT/1OPQirXZ/ON93LruMKW/X6TWh/3W1Uq9uQqlF1uHTwM1SpWYtNc/8GIDFuOzuWzqXfCx8Q1bQ1EQ2b0++FD0odGtu9egl7Nq7ipne+oWajFlSNqkOfR17Byy+ADTMmAZBycC91219MWEw9qkbVoeklV5eMloiISOXQr3/lxC+4KrFderFy0hgoKqJBl174Blc542MObF2Pi6srMa06nXG7iOMOFRzZs5vCgnyim7cruc3V3Z2aTVqRGLcNgPbX385PT9zJ/i3rqNehO4269y7ZPjFuG9XrN8bD27fk8bWat6fIauXw7h34Vwk715d+VtXrNSr5u1+VUADCj78tJJSC3BxyMtLx8vMnNyuDmV8OZ8v86aQfPoS1sID83BxSD+4D4HD8Dlzc3KjRoFnJPqpG1cY7IKjk8wPbNpKXlclr3euXypKfm1MyB6bLzfcz4bVHWD1lHHXbX0zTXleVHB4SEZHKoSJSjtpcfRMT3y4+I+aqp9866/bunt5l2q+Ht8855Yjt3Isnp6xi64IZ7Fgyl6/v60/HAXfS55FXzmk/5cXFzb3k7xaLBaDUIZB/bysqsgLw1wcvs2PpXPoMfbl4FMjTi5+fvJOC/LwyP2dedib+VcO5Z+QfJ93nfWzEp9d9T9K8d3+2zp/O1kUzmfHFO9w4bCSNe/Q959coIiLnR4dmylH9Tj0pzM+jsCCf+h17nHX7avUaUmS1ErfqzPNIjlclshau7h7Er11Wclthfj57N64mrHZsyW1+wVVpfeVAbnhjBFc89jrLJvwAQFhM/eLRguzMkm13r12KxcWFqrXqnvZ5Xd3dKbJay5zzQsSvXUarKwfSuEdfqtVrhH/VMJL37ym5v2p0XawFBRzYsr7ktsMJu8hOSyn5vEaDZmQcScTVzY2qUbVLfRw/UhUaXYcut9zHXZ+Po3GPvqyc+EulvEYRESmmIlKOXFxdeWT8Ih75bSEurq5n3T64RhStrriB3155mI2z/+Lovnh2rVjIuml/nPYxHt6+tL/udqZ++DJbF87k0K6tTHj9EfJzsml7zc0ATB/xFpvmTOVwwi4O7dzClvnTCI0pPkTRond/3Dw8GffiAxzcsZmdyxcw6Z1nadn3+jMelgmuEUXcqsWkJh4gM/nIabcrD1Uja7Nx1mT2b13PgW0b+PXZ+0pGSwDCYupRt31XJrz+KHs2rGL/lnX8/vpjuHt5l4yu1G3flaimbRj96CC2LZ5N8v4E4tcu459P32DvpjXk52Tz51tPsWvFQpL372H3mqXs3bi65H0SEZHKoUMz5czLz/+ctr/62eH88+kb/DnsSbJSkwmqFkG3O4ee8TGXP/QCRUVWxr0whNysDCIaNeeOz8aWzJFwdXfnn09eJ/nAHtw8vYhp2YEbh40Eig/z3PnZWCYNf47Pbr201Om7Z3LJfU/x+xuP8+5VbSnIyy3z6bvno+9jr/Lbyw/zxR198QkKoettD5KTmV5qm+tf/ZTxrw5l5N1X4VcljMsefJ7EXVtx8/ACig/33P7JGP757A3Gv/wQmclH8KsaRkzLjviFhGJxdSUrNZmxLw4h40gSvkEhNO7Rl173PVlhr0tERE5mGbYqqch0CJELlXpoP2/1bs5dI8ZTt/3FpuOIiEgZaURE7NLOZfPJzc6kWt2GpB8+xNSPXiG4RhQxrTqajiYiIudARUTsUmFBPtM+fYOj++Lx9PEjqnlbbnj9C1zd3c/+YBERsRk6NCMiIiLG6KwZERERMUZFRERERIxRERERERFjVERERETEGBURERERMUan74oYlJOfRlZeMln5yWTlJZOdn3Lsz2Sy8lLIyU+lwJpHoTUPa1EBBdY8rNYCCovyKLQWHLu9EFcXd9xcPHB18cTNxQM3F09cXT1K/u7m4om3exA+niH4uIfg6xGC77G/+3iE4OF2bhdWFBEpLyoiIhUkvzCHlOx9pGTtISV7D8nZe0nJ2ktKdvFHWvYBCovyTccEwN3VG1+PKgR61yDYO4pgn8hjH9EE+0QS5F0TVxet0SIi5U/riIhcoJz8NA6mbeZQ+paSj6T0bWTkJlGEY/z3suBCgFc1QnyjCfWrR7h/A8L9GxDmH4u/1+kvligicjYqIiJlZC2ykpSxnb3JqzmUvrmkfKTlHDAdzRhXizs+I9IIj3ahev0CqscWUiO2gNBahbic/QLUIiI6NCNyOpm5R4hPXs6e5BXsSV7F3pQ15Bakn/2BTiTIoy5HDnqRfhB2LPUoud3dq4iIBgXUapVPTOt8opvn46lpKCJyCioiIsekZh9gR9Icdh9dQvzRZSRl7DAdyeb55jXmyCluz8+xsHuNO7vXuDPnW3BxK6JGgwJqHysmtVoU4OWvwVgRURERJ5ZXkEXckUVsT5rD9qQ5JKZvNR3J7rgebVqm7awFFvZucGfvBnfm/QAWlyKq1y8k5t9i0jIf3yAVExFnpCIiTqOoqIgDaevZnlhcPOKPLqPAmms6ll3L293svB5XZLWwf4sb+7e4sfBnbyyWImo2KaBx9zwa98ilapS1nJOKiK3SZFVxaNYiK7uPLGbDgclsPDDFqSeWVoSAH3eRtiOm3PcbVvtYKemeS0SjwnLfv4jYDhURcTjWokJ2HV7Ihv2T2HhwChm5SaYjOSRPtwByn0+t8OcJqlZIw255NO6eR0yrfJ2NI+JgdGhGHIK1qJAdSfPYsH8imw5OJTPvVFMopTwFuzbkYCU8T8pBVxaP8WbxGG98gqw0vCiPJr1yqd9JpUTEEaiIiF1LytjJyoSfWL13HGk5lfFjUf7lldWk0p8zK8WFlZO8WDnJi4DQQlpdmUvba3IIqak5JSL2SkVE7E5uQQbr9//JioSfiT+6zHQc53Wo8ovI8dKSXJnzrQ9zR3lTu00+ba7JpUnPXNw8zv5YEbEdKiJiN+KOLGZlws+s3z+RvMIs03GcXs6OFqYjAFBUZGHncg92Lvdg4ju+tOhdPEpSvb4muYrYA01WFZuWX5jNqj1jWRT3ldb5sDGenx4h93CI6RinFdEon7bX5NL88ly8/PRtTsRWqYiITUrLOcjiuG9YFv8DWXlHTceRE/h7RJD+7F7TMcrEw8dK22tzueiWbALDNZdExNbo0IzYlH0pa1mw8wvW7/+TwqJ803HkNAKKGmMvV93Jy3Jh4U/eLPnVi+a9c+l6WzZhtXXYRsRWqIiIcUVFRWw6OJUFO0ew++gS03GkDDzSzE5UPR+FBRZWTfJi9WRPGlycR9fbs4luXmA6lojTUxERY4qKith4YDIzt73HwbSNpuPIOSjcZ39F5F9FRRY2z/Vk81xParXIp+sdWcR2ycdiMZ1MxDmpiEilUwGxf5lbmpuOUC52r3Fn98OBhNct4OJB2TS/PBdXfVcUqVSarCqVRgXEMbha3Cl6IwNrnuMt2BEcUcilg7NofnmuRkhEKomKiFSKjQemMGPrcBUQB1DFsyFHntlkOkaFimiYT++hWdRpqwnTIhVNg5BSofYkr2LKhueJT15uOoqUE9/8xjj6lXz2bXbn6/8FEtslj94PZxJeR2fZiFQUFRGpECnZ+/h702us2zeBIjTo5khcj9jvRNVztXWBB9sXu9PqylwuuT+LgFCtQyJS3lREpFzlFmQwZ/tHLNz1JfmF2abjSAXIj29mOkKlshZaWPGHF2v/9qTLLdl0vS0bT1+Va5HyoiIi5cJaZGVFwk9M3zKMjNwk03GkAqVtdIwzZs5Vfo6F2V/7sHyCFz3uzaJdvxydYSNSDjRZVS7YnuRV/L72MQ6kbTAdRSqYp6s/uS+kmY5hE6rHFtDvhQxqNtKiaCIXwsV0ALFfuQUZTFz/NCPm91YJcRJBrg1NR7AZB7a6MeK2QCa/50uejkKKnDcVkTJaOfEXXrm4jukYNmPjgSm8P6sTi+O+oQhN4HMW3tlNTUewKdZCCwt/8ubD64PZutDddBwRu+R0RzhTDu5jxhdvs23RLLJSjuJfNZxG3XvT457H8Q0qvqT5231b0fmme+ly832G09qe1Oz9TFz/NJsOTjUdRUw45DxnzJyL5P2ufPdgIM1753DF45n4BeuIt0hZOVURObp3NyNu70PVqNoMHPYlITWiObRrC1M/fIWtC2cy+Pu/8QkMrtRMhfn5uLrb/m9S1iIri+O+ZvqWYeQWZJiOI4bk7HTOiapltXaqF9sXe9DnkUxaX5lrOo6IXXCqyaqjHriBQzu38NjvS3D38i65Pf3wIYZf1Y5WVwwgMW4bcSsXlXrcsFVJrJz4C5PffZ4b3/qKye8+T+qhfUS3aM91L39MQGi1km2X/z6a+aNHkLw/geAakXQceA8dB9wJQPL+BN65ojU3DhvJknGj2LNhFdc8O5zabbow8e2n2b1mKYX5+QTXiKT30Jdo0OWSynljzuJwxi5+W/2AFiUTPD89Qu7hENMx7ELd9nlc+1wGITV16FLkTJxmRCQrNZnti2dz6ZBnS5UQAP+q4bTo3Z910/7gsT+W8smN3WnbbxDtrr2l1Hb5OdnMH/05A17/HIvFwtjnB/PXhy8z8I0vAFj9129MH/E2Vz31FjUaNGX/lvVMeP1RPLx9aH3lwJL9/P3J6/R55BVqNGiKm4cnE157lMKCfP739UQ8vH04tGsbnt6+Ff+mlMGSuFFM3fQyeYVZpqOIYf4eNUhXCSmzHUs9+HBAMJcOyaTzTTm6do3IaThNETmcsIuioiJCY+qf8v6wmPpkp6VQZC3E4uKKp48v/lXDS21TWJDPNc8Op0pkDAAdbriLWV+9W3L/jC/eps+jr9Kk5xUAhEREkxi3lWXjfyhVRDrfdG/JNgCpB/fRuOcVVKvXqPhxNWuVy2u+EL5uB/lp5VMsjf/LdBSxEQFFjUk3HcLO5OdYmPKeHzuWenDdK+maOyJyCk5TREoUnf83Ancvn5ISAhBQNZzMo4cByMvO5Oje3Ux4dSi/v/ZIyTbWwkK8/AJK7SeiUYtSn3e68W7+GPYkO5bMpk67rjTpeQXV6zc+75wXqm7A3/SJGkrjgDr0/M5YDLExHmmaqHq+ti7w4JOBQQx4PUMX0hM5gdMUkSqRMVgsFhLjttGYvifdnxi3De+AIHyDq552H65uJ7xdFgtFx4pNblYmANc+/z6RTVqV2szF1bXU5x7ePqU+b3vtrdTr2IOtC6azffEc5o76iD6PvkKngfeU+fWVBzdLNj0iXqJV6CgAekQf4aEOrfl4ycpKzSG2qXCfTt29EGlJrnxzfwDd7sim131ZuLie/TEizsBp1hHxDQqhbvuuLBk3ivyc0qsPpR8+xJqp42l26TVYLBZc3d0psp7bBDP/KmEEhFbj6L54qkbVLvUREhF91scHVYug/XW3c8t739Hl1vtZPuHHc3r+CxXmvYHbYi8pKSH/erPHLuqEVKnULGKbMrfqjJkLVWS1MPsbH0beE0jKAaf59ityRk71P+Gqp9+iMC+Pb4cMIG7lIlIO7mPrwpl8M/h6AsKqcemQZwEIrhFF3KrFpCYeIDO57Bc873Xfk8wd9RELfxlJUvxODm7fxIo/f2b+jyPO+LhJw59j26JZHN0Xz77Na9m1fCGhMfUu6LWei2YhPzKo/uWEem896T5f92QmDIystCxim1wsbiSvM3e40NHEr3Hn4xuD2DjLw3QUEeOc5tAMQNWoOgz5cTozvnybn5++m+zUFPyqhtGoW2963vtEyRoil9z3FL+/8TjvXtWWgrxchq0q20Xc2l57K+5ePsz74VOmfvgKHt4+VKvbkM43/e+MjyuyFvLnW0+RlngAT19/6nfqQd/HXrvg13s2LuTTs+ZztD5hFOREzULXMPyyDjzxz5IKzyS2KdijLkdyPU3HcCjZaS78+HgA7a/Ppu+jmbjr7RUn5VTriMh/fNwSuTbmLiL9ylYu8gu96PpDOIsT4is4mdiiKJf+JLz4m+kYDqtavQJueieN0GitOSLOx6kOzUixaj6ruT32kjKXEAB31xzG9PfEU9c9d0quRzVRtSId3O7G54OC2LbY9ldZFilvKiJOpmnIL9xc7yoCPPaf82OjArbx7bXtKiCV2Lq8eBWRipaT7sL3DwUw/0cv01FEKpWKiJOwUECviGfoG/0Q7i45572fgY2W0q+xLgXvbNI3tDAdwSlYCy389b4fv73kR0Ge6TQilUNFxAl4ux3mxrr9aRP29QXvy8VSyMgr0qjiYxtL0EvF83T1J217bdMxnMrKSV58dW8gGUe1Lrw4PhURBxfmvZ7bYy8hyn/R2Tcuoype+xg7QKtsOosgN42AmZCwzp3PbwsicZdWPhPHpiLiwGr5z+bmelcS6LG33PfdI3opD3VoXe77FdvjnaXSaUryPldG3BHIzmWaxCqOS0XEQTUOHsf1tW/G0zWzwp7jzR47qRty+iXxxUEkqoiYlJPuwqgHAljxpxYaEcekIuKA2oV9yhXRQ3B1qdiLa/m6pzB+YESFPoeYl7NTS7ubVlhgYfwr/sz4wufsG4vYGRURh1JEz4jn6RHxChZL5axT1yx0LcMv61ApzyVmpKxVEbEVM0f68NcHKiPiWFREHISFAq6IfoC2YV9W+nM/3HYNHaPOfmE/sT/+HjXISdJFD23J/NE+/DHMlyKtiS0OQkXEAbhacrk25k6ahIw18vxaddVxBRTpQne2aOk4b8a95Ie10HQSkQunImLn3F0yuL7OjdQPmmo0R1TANkb106qrjsYjTRNVbdXqyV6MedafwoqdCiZS4VRE7JinawoD615HLf/5pqMAcENDrbrqaAr3a2l3W7Z+uic/Ph6gVVjFrqmI2CkPl3QG1rmeCN+VpqOU0KqrjidrazPTEeQstsz34PuHA8jLNp1E5PyoiNghd5dMrq8zkOq+a0xHOUkVr32MvUHzChyBi8WNo2t1aMYe7FjqwaghgeRkaEl4sT8qInbG1ZJD/9qDiPRbZjrKafWIWsbDHVuZjiEXKMijDtZcLaJlL3avcefr+wLITlMZEfuiImJHXMjn2pg7qeU/z3SUs3qj+y6tumrn/PI1GmJv9m1y57uHdJhG7IuKiJ2wUMhVtf5H3cDppqOUiVZdtX+uRzVR1R4lrHPnpycDKCwwnUSkbFRE7EIRfaIeokHwJNNBzkmz0LW8e7lWXbVX+fEqIvZq20IPfnvJT4ueiV1QEbEDl9Z8kqZVzCxWdqEearOGzlp11S6lbdTS7vZszVQvJr+rM9jE9qmI2LgeES/SKvQ70zHOm7trDj9f56FVV+2Mh6sfadtjTMeQC7ToF29mf+NtOobIGamI2LAu1d6hXdgI0zEuWJT/dq26ameC3RpCkb49OIJpn/mybILOfhLbpe80NqpZyE90qT7cdIxyc0PDJVzXuJHpGFJG3lk6Y8aR/DnMjw0zPUzHEDklFREbFO03n8sinzAdo1y5WKx8eUWKVl21F4maqOpIrIUWfn3On10r3E1HETmJioiNqeK5jWtj7sDVxfGuZBXitZ9xN+g3bXuQs1MTVR1NQZ6FHx71Z/9WV9NRREpREbEhPm5JXF/nJrzcUk1HqTDdo5Zq1VU7kLJWRcQR5Wa4MPqRADKStfqq2A4VERvhmpdLzz+fx9v1iOkoFU6rrto2f4/q5CRVMR1DKkjKQVd+ecpfC56JzVARsRGXv/4ojV+YQGbfqqRmOvaKpL7uKUy4MQL9TmabAop00UJHt2uFB399oPlaYhtURGxAux8+o+nk4gXLQqbtxr1ZFocOOvYZJk2rrmX45R1Nx5BT8EjXPB5nsOgXb1ZO0mm9Yp6KiGG1F86g28evlrrNZ1cyVepsZ8/q9oZSVY6H2qzWqqs2yLpfZ8w4iz/e9GPvJi02KGapiBgUsH8PVz4/GBer9aT73LLyiWy1lPhfO2F10IWltOqqbcrc0sx0BKkkBbkWfnzMn4yjOlAq5liGrUrSZZEMcMnP45a7rqTGhlVn3Xbfc60IfWULHq5ZlZCs8o3Z3Ikbxy4yHePsdgOLgP1ABnAD0PDYfYXALGA7kAx4ArWBXkDAsW0KgInAFsAP6AvUOW7/C4FUoE8FvoazcLG4wZsZWHM1ZO9MarXM5+4vUnHVMiNigGP+qm0Henz4cplKCEDEG6tIv7Y66dnVKjiVGQMa2Mmqq/lAOMUF4lT3HQAuBv5HcUk5Avxy3DYrKS4xdwOtgfHAv78GJB+7v0dFBC+7II86KiFOaPdqdya/p8mrYoaKiAGxMybS5pevzukxVSbtxKVNPklJDSoolTn/rrpa1cfPdJQzqwf05L9RkON5AYOAJkBVIJLikY0DQMqxbZKAWCAMaAdkHfsAmAxccmw/Bvnl64wZZ7VkrDcr/lAJlcqnIlLJghJ20fvVoef1WN9NRwiqG8feTW3LN5QNKF511Q5GRc5FzrE//y0X1YAEikdPdlB8eMYHWAe4ceqCU8lcj2qiqjP78y0/Dm7XyqtSuVREKpFrbg7XPnUXXhnp570P97RcajZeTvykThQVOdYEs25RyxjaqbXpGOUjH5gBNOW/ItKS4jLyGTAfuB7IBmZTPHoyE/gIGA2kVXLeY/ITVEScWUGehV+f96cgz3QScSYqIpXokneeJXzrhnLZV/RVi9g3rDX5hYbH8svZ69122v+qq4XAOIrnfxw/n8T12OdDgXuBaGAa0J7iQzhbgPuBmsDUyot7vLRNWtrd2R3c7sa0z3xMxxAnoiJSSerPnEyL30eX6z5rPreClFuiycy18x/cx/F1T+F3e1519d8SkkrxnJEz9cQ4IJHi+SK7KZ6D4gE0PvZ5JfNw9SNta+3Kf2KxOQt+8taVeqXSqIhUAp+jSVz+xuMVsu/QMVuxdnDlSHLdCtm/CU2qruXd3na46uq/JeQIxSXkTL9U5gNTgCsp/l9YBPy7nEzhcX+vRMFuDcFB16yRc1NktTD2RT+y0+32VwKxI/quUwkuf/0xfFIq7mJ2/msO4V9vH/t2OM5VbR9sbYOrruZSfAjlwLHPU/jvrJhCYCzFp+f2p7hIpB/7ONXFxeZRPAJS/djnkcBm4CCwDIiqgPxn4Z2lpd3lP6kHXfnzLZ3SKxVPRaSCNZk0hvpzKv6Av8eRbGrUX0X8jE4V/lyVwd01h1+uc7etVVf3A18e+wD459jfZ1M8uXTrsT+/AN477mPPCfs5BGwEuh93WyOKi8moY/dfXiGv4MySVESktLVTvVj7j4fpGOLgtLJqBfI/uI+7BlyMV0blngKx54N2VH9oDW4u9j/1/dfNnRhoD6uuOoBqi2ZwcFpP0zHExnj5Wxk6NoXAcAPHC8UpaESkohQV0fflhyq9hABEPrKMI3fVJSsvuNKfu7xd32AJ1zdxsPVFbFTKGp0xIyfLSXdh3It+FOlXVqkgKiIVpNXYb6m1bJ6x5w//bhMFXb05mhpjLEN5cLFY+aKvHay6auf83KuRk+g4Z19J+dq53IMFPznWUgFiO1REKkDQnji6ffSq6RgELNmPT8MkDuxuYTrKBXHIVVdtTABa2l3ObNpnvhzdqx8ZUv70r6oCXPrWU3jk2MaVcr0OZBBefx0J8+3wdNjjdItaxiOOsuqqDfJM14qqcmYFuRYmvqORSSl/KiLlLHb6n9RePNt0jFJc8q1EXbyYhC87UGi1obNQztHr3XZSv2qo6RgOybpfRUTObusCDzbO1lk0Ur5URMqRR2YGvd593nSM04q6bwlJDzYkJz/QdJTz4uOewvgbatjvqqs2LHNrM9MRxE5MHu5LXrbpFOJIVETK0UUj3sI/6aDpGGdU7fP1ZF8aQEpGpOko58VuV121YS4WN5LXaQ0RKZuUg67M/lrXopHyoyJSTsK2rqf1r1+bjlEmwXP24NkkjYP77POHz4OtV9MlupbpGA4jyKM2hdk6I0LKbv6P3iTGuZqOIQ5CRaQ8FBVx2ZtP4lJYaDpJmXnHpxJadwsJyzuYjnLO3F1z+Lm/m22tumrH/PJ1xoycm8J8CxO1/LuUExWRctB8wmgi1q8wHeOcueYUENVuCQmjO2K1s4udRfrv4Pv+7UzHcAiuyZqoKudu53IP1vytiaty4ezrp48N8kxLodunr5uOcUGiBi3m4JPNyC2wr1PztOpq+ciP10RVOT9/ve9LToamj8uFURG5QJ2++QDv1GTTMS5YjXfXkHFVKGlZNUxHKTOtulo+0jZpaXc5P+mHXZnxhSauyoVREbkAAfv30PrXb0zHKDdVpsbh2jyHxEP2M8oQ4rWf3wbaT15b4+HqS9rW2qZjiB1b/KsXibs0cVXOn4rIBbj4szdxy8s1HaNc+e44SkjdHexZZz/zL7pGatXV8xXs1gjsbH6Q2BZroYXpIzQqIudP34HOU/iWdTT+e7zpGBXCLSOPyObLiP+tE0VF9nH8V6uunh/vbJ0xIxdu4ywP9m3WqIicHxWR89T9w1ewOPh1saOvX8T+l1uSX+htOspZadXV85SkM2bkwhUVWZj2uU7nlfOjInIeYhbOpNayeaZjVIqIV1eRen0EGTlhFbL/t94CiwWGDv3vtkcfhZAQiIyEn34qvf24cXDllafeV5Oqa3lPq66ek5ydOmNGyse2hR7sXq21feTcqYicK6uV7h+/ZjpFpar6+w5oY+Xwkfrlut/ly+HLL6HZcT8LJ02Cn3+GadPgnXfg7rvh8OHi+1JT4bnn4LPPTr/PB9qs0qqr5yBlTQvTEcSBTPtMoyJy7lREzlGjvycQtn2j6RiVzm/jYQLrJrB3S5ty2V9GBtx8M3z1FQQH/3f75s3QrRu0aQM33ggBARAXV3zfk0/C/fdDVNTp9+vukqtVV8vIz70aOYlVTccQBxK3yp1ti91NxxA7oyJyLqxWOn3zgekUxrin5BDRaAXxf3W64H0NGQJ9+0KvXqVvb94cVqyA5GRYuRKys6FuXViwAFatgoceOvu+tepq2QSiiapS/qZ/rjNo5NyoiJyD2JmTqBq3zXQMoyxFEN13EXvfaUu+1fO89jFmTHGpGDbs5PsuuwxuuQXatoXbb4fvvwdf3+KRkC++gBEjIDYWOneGjWcYmLq+wRIGNNUP2jPxSLfPix6Kbdu70Z2Ns7T0u5Sdisg5cObRkBPVfGo5yYNiyMytck6P27MHHn64eBKq12ku+Pryy7BjB6xfD9deW1xYevUCd3d4/fXi0ZG774ZBg07/PC4WKyP6HNWqq2dQeEBnzEjFmD7CB6vVdAqxFyoiZVR37j+Eb3O+uSFnEvbTFgo7u3MkpU6ZH7NyJSQmQqtW4OZW/DF3Lnz8cfHfT7yA8ZYt8OOP8NprMGcOXHwxhIbCgAHFoyrp6ad/rhCvA1p19Qyyt+qMGakYh3a6sfbv8xsxFeejIlJGnb5533QEmxSw8iB+9Q+wf2fLMm3fs2fxSMeaNf99tGlTPHF1zRpwPW5NpKIi+N//4P33wc+vuKTk5xff9++fJxaXE3WNXMajnctngq0jcbG4cnSdDs1IxZnzjTcOvtSSlBMVkTKotXg2NTasMh3DZnkmZVEtdg3xM88+idXfH5o0Kf3h6wtVqhT//Xhff108+vHvuiGdO8OsWbBkCXzwATRqBEFBZ8/3WtcdWnX1BEEetSnMsv2F6sR+Jca5sW2RzqCRs1MRKYPOX2s05GxcCouI7rWIPZ+0p9B64d98Dh2CN94oPmTzr3bt4LHHis+2GTsWRo0q27583FOYcEN1rbp6HL98jYZIxVv4s8qunJ1l2KokDZ6dQcSapdx65xWmY9iVQ3c1JuDzfXh7pJiOUsoHyzry6NTFpmPYhJjUF4n74BXTMcQJDP0tmfDaZzmGKk5NIyJn0eaXr0xHsDvh32wkr4cvyWm1TEcpRauu/qcgQWfMSOVY+JNzjYok70/gmVah7N+63nQUu6EicgZ+iQeoP3uK6Rh2KXDhPrwbHuFAQnPTUUq4u+TyS383vNx03Dptk+18XcSxrf7Lk8zkij0wmn74EJOGP8vwq9ryQoeavNGrEV/c0Ycl40aRl51Voc9dEXatWMgzrULJTk81HaVSqIicQctxo3AtKDAdw2557U8nvO56EhbZzoXoavrv4Pt+bU3HMMrD1ZfULWU/5VrkQhTkWlg6/jSLBpWDo3t388lNPdi+eA6XPfAcD/48i/u/+4uLb3uQLfOnscNJLlBqz3RBjtNwzculxYTRpmPYPZd8K1GdF5PwdQci7liBq4v5YnfdsVVXx653znVhgtwaklik30Gk8iwZ68XFt2VTEYORfwx7EhdXNx74aToe3v9ddC+kZi0adetN0XHnEKcc2MvEd55h57J5WFxcqN+pB1c+OQz/Kv9dXXzJuFHMH/05qQf3ERwRRfe7HqXVFQNK7k+M286E14ayb9NaQiKiufLJN/nm/uu45b3vady9zykzHtyxmakfvszu1Uvw8PalboduXPHYa/gGl21ByJUTf2Hyu88z4PUR/PXBi6Qe2k9s555c/+pnrJ8xkRlfvENORhot+17PFY+9jsuxdRBWTR7Lol9GkhS/Aw9vH+q0vYgrHn8dv5D/ziLcNPdv/nq/eJ9RzdrQ6sqB/PbSg7w4dwfe/oEA7F69hH8+eZ29m9fiGxRCo+59uPzB50ve78Vjv2XhT1+Qemg/Xn4B1GrZnpuHl/FsAjQicloNp/2Bb/Jh0zEcRtTdS0gc2oicAn/TUZx+1VXvbC19L5Ur/bAr6/4p/wXOMlOOsmPJHDoMuLNUCTmexVJ8WMhqtfLDo7eSnZrMvV9N5M7Pf+Po3nh+efqekm03zprC5OHP0eWW+3l43Hza9b+N8a88xM7lC4r3UVjIj48Nwt3Lh8E//M21z7/HP5+9ecaM2empfP2/ftSIbcqQH2dwx6djyDiaxM9P3X1OrzU/J5tFY77ixmEjueOTMexauYgfH7uNrQtmcPsnvzDgtc9ZNv4HNsyYWPIYa0E+lwx+mofHzOHW934gef8exr30YMn9R/fF8/MTd9KoWx8eGjOHdv1vY9oJr+fInjhGPXADjXtewcO/zuHGt74ifs1SJr71NAB7N61h8vBn6XX/0zw6YTF3fDqGWq3ObRRcIyKn0XrM16YjOJzqn6wjeWM0uRMDCfTdazRL8aqr7ej27TKjOUywJGlFVal8C3/2ptUVueW6zyN74igqKiI0um6p21/rEUtBbg4AHQbcRe+HX2Tnsnkc2rGZJyatJKhaBADXv/YZH17XhT0bVxPZuCXzR39GqysH0nHAnQCERt/PnvUrmD/6M+q07cL2JXM4snc394z8A/+q4QBcNuRZvrn/utNmXPzr19SIbcJlDz5fctt1L33EW72bkxS/k9Dosh0mLSzI55pn3qFKZAwATXpeyeop43huxkY8ffwIrx1L7Tad2bliIc0uuxaANtfcXPL4kJq1uPLJN/nslkvIzcrA08ePZeO/p2qtuvR55OXi11urLod2bGb2cZczmTPqI1r0vo4uN98HQNWoOlz5xJuMvOdqrn52OCkH9uLu7UPDiy7F09eP4BqR1Ghwbt9jVEROoca6FVTftMZ0DIcUPCuerKZBHFrYmPDqZg+N/Lvq6vsLVxjNUdlyd+mMGal8+7e4sWulG7VbV/zh2SE//IPVauXX5++nIK+4/CTGbSMwPKKkhACE147Fyz+QpLhtRDZuSWLcdtr2K30Rq+jm7Vh47OzJw/E7CAyPKCkhADUbtzpjlgPbNrJrxUJe6hx90n1H98aVuYi4e/mUlBAAv5BQgmtE4nncyK5flVAyj/43kr9v01pmfPkOB7ZvJDsthSJr8WGqlIP7CK8dS1L8Tmo2alHqeWo2Kf16DmzbyMHtm1gz9beS24qKoMhqJXlfAvU6dCO4WiTDr2xDvU49qN+pB42798HDu+xXYVYROYVWv35jOoJD84lLwbN2BnsWtiey1VKjWV7ruoPJW0PZdjjJaI7KlLK2hekI4qSWjPWmduszXCDqHFWJjMFisZAUv6PU7SE1awHg7llxk2TLKi8rkwYXX8rlD7140n0BoeGneMSpubqV/nFtsVhOeVtRUfHVBvOyM/n2gQHU69idG14fgW9wVVIO7mXUkAEU5uedU/52/QfRaeA9J90XVL0mbu4ePPDzTOJWLmT74jnM+OJtZn75DkN+nF4yx+RsNEfkBJ7pacTOmmw6hsNzzSkgsvVS4n/uhNXgxElnW3XVzz2c7INa7l7M2DzXg+y08vvf5hsUQt32XVn86zfkZWeecduwmPqkHtpHysF9Jbcd2rWVnPRUwmrHHtumHvFrSh+ujV+7jLCY+gBUja5L6qF9pB9JLLl/78bVZ3zeGg2akbhrK8E1oqgaVbvUx+nmtZSHpLgdZKUc5fIHXyCmVUfCYuqVGi0BCI2uw75Na0vdduLrqdGwGYm7tp2UvWpUbdzcPYDiklS3fVd6D32Jh3+dQ/KBPexcNr/MWVVETtBg+p+4Hzu2KBUv+uZFHHy2OXmFFfcf8mwaV13H+31s5xTjihSAJqqKOQV5FtaU81V5r37mHayFBXx68yWs++d3EndtI2n3DlZPGUfS7u0lZ5DUbd+V8LoN+fW5+9i3eS17Nqxi3AtDiGndqeTwxEWDHmDVpDEsGTeKwwk7mf/jCDbOmsLFg4YAUK9DN6rUrMW4Fx/gwLaN7F6zlGmfDwP+mxR7oo433EVWagpjnr2XPRtXc2RPHNsWzeK3lx7Eerardl6AwOoRuLp7sHjM1xzdu5tNc/9m1tfvldqmXf/bSNq9nakfvUpS/E7WTfuDVZPGFL+eY7+edb3tQRLWLefPt55i/9b1HE7YyaY5U/nzracA2DxvGgt/Gcn+retJ3r+HVZPHUmS1Elqr9LydM1EROUGTyWNMR3A6Nd5aTfo11UjPrmYsw5DWq7i4VszZN7Rznhm6xoyYtWpS+RaRKpExPPjzLOq2v5i/P32Djwd249NberHo16+56NYhXHJ/8dkdFouFQe+PxjsgiJF3X8U39/cnpGY0N7713+rZjbv34Yon3mD+6M/58LqLWDb+e/q/9DG123QGwMXVlVve+4G87Ew+u/VSJrz6CN3vegQAN49Tv66A0GrcN2oyRYVWvh18PR/d0JXJ7z6Pl38gFpeK+xHsF1yV6175hPUzJvLBdV2YO+pj+gwtfVmHkIhobhr+LRtnTebjG7qy9LfvSl6Pq0fxaEf1+o2556s/OZywiy/vupJPbuzB9BFvExBa/P3a2z+AjbOm8PX/+vHBdZ1Z+tv3DHzzS8LrNChzVl1r5jhBe+K47+p2pmM4rcwGVcicG0ZY2GYjz783vS71Po4npyDfyPNXhqi4r0j4/txOGxQpb0PHJRNexzGuP7N7zVK+vPMKHv9zWanJpPZq9tfvs3T89zw9de3ZNy4nGhE5TpPJY01HcGq+W44QUmcnezeYWfm0pv8OfujfxshzV5bsrVraXcxbObH81xSpLBtnTWH7kjkk709gx9K5/P76Y0S3aGe3JWTx2G/Zs3E1R/fuZtXkscz74TNaXXFDpWbQWTP/KiqiyV/jTKdwem4ZedRsupz43zsRdfViLJbKHbDrH7vUYVdddbG4cnSdDs2IeWv/8eTyh7OowCMTFSY3K4OpH79K6sF9+ASFULf9xfR55FXTsc7bkYRdzP76fbLTUgisFkGXWwfT7Y6HKzWDDs0cE7lyETffc7XpGHKcva+2IfzZDbi7Vu7k4aM51Yn9JJ3DWRmV+rwVLcSzHkef2WY6hggAd3+ZSp22jnsYVMrODvtoxWgy+VfTEeQENV9cQeqNUWTkhJ1943JUvOpqo0p9zsrgV6AzZsR2rC3ns2fEfqmIAC75ecTO1NohtqjquG0UtYfDR+tV6vN2jVzGY10ca76Ia7JWVBXbsWGmBw48L1zOgYoIEL1sPl4ZaaZjyGn4r0skoO5e9m1rXanP+2rX7cRWrdzRmIqUn6AiIrYjO82FbQs9TMcQG6AiAtSfM9V0BDkLj+RsajRYSfzfnSrtOX3cUpkwsJrDrLqavlFnzIhtWVsBV+QV+6MiYrVSb66KiD2wFEF070XsebcdBdbK+QbWqIpjrLrq4epL6payr3QoUhm2LXKnsOKvgSc2zumLSMT6FfgdTjz7hmIzIp9YxtE7YsjKq1Ipz+cIq64GuTUEg9f0ETmVnHQXEtZqFQln5/TfmerN1miIPQr7YQsFnT04mlrxBcHdJZef+rvg5eZe4c9VUXyydcaM2KYtCzRPxNk5fRGpP3uK6QhyngJWHMA3NpH9cS0q/Llq+u3kh/5mVnwtD5YkTVQV27RVE1adnlMXkao7NhOyJ850DLkAnocyqVZvLQlzK34Sa//YJQxoap8jCzm7VETENh3a4UbKAaf+UeT0nPqrX3/OX6YjSDlwKSwiqtsiEj7vQKG14g6fuFisjOhzlDBf/wp7joqSuraF6Qgip6VREefm1EUkZtFs0xGkHEUNWULS4Fiy84Mq7DlCvA4w7oaGFbb/iuDrHkbWQcdZD0Ucz5b5KiLOzGmLiHt2JjU2rDIdQ8pZtS83kNvLn5T0qAp7jovtbNXVQHShO7FtO5e7k59rOoWY4rRFJHLVYly1vrBDCpq3B69GKRzcW3HzIuxp1VXPDBURsW35ORZ2rbDfs9LkwjhtEam1dJ7pCFKBvPamEVp3EwlLO1TI/u1p1VXrfk1UFduneSLOy2mLSPQyFRFH55pbSFSHJSR83xFrkWu5779RlXV8YAerrmZua2Y6gshZbdV6Ik7LKYuId/JhwrZvMh1DKknU7Ys5+FgTcgv8yn3fg2181VUXiyvJazUiIrbv6F5Xju5zyh9JTs8pv+rRyxdgKSoyHUMqUY0P1pLZtyqpmRHlul9bX3U10KM2hVnepmOIlEnCOtv8fyQVyzmLyLL5piOIASHTduPeLItDBxuV636LV121zbNo/PLL97U6txFAMyDg2EdH4PhLRPwPqAN4A6HA1cCW4+4/ClwJ+AEtgdUn7H8I8F5FBLcbCet03Rln5JxFZMUC0xHEEJ9dyVSps509q9uX6377xy7lBhtcddUtRfNDyk9N4C1gJbAC6EFx2dh47P7WwChgM/APUARcChQeu/8NIB1YBXQD7jlu30uApcDQCsxv+xLWq4g4I6crIl6pyYQk7DIdQwxyy8onstVS4n/thLWcrkhbvOrqEZtbdTU/QfNDys+VQB+gHlCf4mLhR3GJALgXuBioBbQCXgf2ALuP3b8ZGHjssfce+xwgH7gP+AIo/0nV9uTgNjfyc0ynkMrmdEWkuhYxk2OiBy7iwAstyCv0KZf9BXsdtLlVV9M3NjcdwUEVAmOATIoP0Zwok+LRkRgg8thtzYFZQAHFIyb/jla9Q/EIiW0e3qtMhQUW9m7SqIizcboiUmPjicdlxZlFvLGK9P7VSc+uVi77uzhyGU/YyKqrHq4+pG6pazqGg1lP8SiIJ8WjGL8Dx8/D+fzY/X4Uzx+ZDvx7WurTgBvF80h+B74BtgPfAy8c219tYACQWsGvw3btWa8Jq87G6YqIRkTkRFX+3IlLm3ySDseWy/5e7rqdhqHh5bKvCxHk1hDK6dCT/CsWWEPxfI77gduA45cCuJniSahzKT4EMwD491hDIPAzEH/s/kYUT3AdDvwE7AK2Aj7AqxX7MmyYJqw6H6f7LlV90xrTEcQG+W46QlCd3ezddOGjGT5uqfx2Q5jxVVe9c2xv8qz98wDqUjwxdRjFh1s+Ou7+QIrnkFwM/EbxWTO/n2Zfo4Agiie8zgGuAdyB64997pw0YdX5OFURCdyfgO/RJNMxxEa5p+VSs/EK4id1uuB9Naqy3viqq5ZETVSteFbgdFdrKzr2car7kyge9fjk2OeFFE9a5difhad4jHNIP+xK8n6n+tHk9Jzqq63DMlIW0VctYu+bbci3el7Qfga3XkVXg6uu5u5SESlfzwDzKD4LZv2xz+dQfDhmF8UjJCuBBGARxSMb3hSfaXOiocBjwL8L7HUGRlN8Js3IY587L42KOBfnKiKaqCplVPO5FaTcXIvM3KrnvQ/Tq66mrm1p5HkdVyIwiOJ5Ij2B5RSf/XIJ4AXMp7h01AVuAPwpLiQnXqX5H2AHMPi42x6geKJqeyAPeKmiXoRd0AqrzsWpame1zetMRxA7EjpmK+lbwjkyqy5Vgnec1z4i/HYyun8nrv91UTmnOzNf9zAyD574A1AuzDdnuK8G8FcZ93PZsY/j+QBjzyeUQzqwzal+NDk9pxoRqbprq+kIYmf81xzCv94+9u1odd776Be7pNJXXQ1EE1XFfiXtdu6F3ZyN0xQRr9RkTVSV8+JxJJsa9VcRP+P8JrGaWHXVM0NFROxXxhEXctJNn3cmlcVpikiVuG2mI4gdsxRB9CWL2PNhOwqsHmd/wAmCvQ7y28DKW3XVekDXmBH7lhSvURFnoSIicg4iH1nGkbvqkpUXfM6Pvahm5a26mrVNRUTsmw7POA+nKSJV47abjiAOIvy7TRR09SY5rdY5P7YyVl11sbiSvE6n7op9UxFxHk5TRDQiIuUpYMl+vBsc5kD8uV1UrjJWXQ30qE1BRvlcyE/ElMM6NOM0nKiIaEREypfXgQzC660nYcG5raDaqMp6Puxbcauu+hU0OvtGIjZOc0Sch1MUEbfsLAIP7DEdQxyQS76VqIsWkzCyA4XWsq99MLhVxa266paswzJi/44kuGK1mk4hlcEpikjw3t1YiopMxxAHFvW/JSQ+3Iic/IAybe9WgauuFiSoiIj9K8izkKJrzjgFp/gq+x/aZzqCOIHqn64j+/IgUjNqlmn7CL+djL6u/M+iSd90bvNWRGyVDs84B6coIgEH95uOIE4ieFYCHk3SObivSZm271d/KTc2K9u2ZeHu4kPKlrrltj8Rk5LiVEScgVMUEf9EFRGpPN7xqYTW3ULC8g5n3dbFYuWz3ofLbdXVYPcGYNU3b3EMKYf0b9kZOEcROaQiIpXLNaeAqHZLSBjdEWvRmf+bleeqq9455Te6ImJa5lEt8+4MnKOIJB4wHUGcVNSgxRx8shm5BX5n3O6imst48qK2F/x8lkRNVBXHkXHUKX5EOT2n+CoHaLKqGFTj3TVkXBVKWlaNM2738sVbL3jV1dw4FRFxHCoizsEpvsp+GhERw6pMjcO1eQ6Jh05/CMbbLY3xF7jqauq6FhfwaBHbkpnsFD+inJ7Df5U901PxzMo0HUME3x1HCam7k73r2512m4YXsOqqr3sYWfsr9jo2IpUpM9mCloByfA5fRHwPJ5qOIFLCLSOPms2WET++I0VFpx77ON9VVwMtWtpdHIu10EJWiiasOjqHLyJe6ammI4icJPq6xex/uSX5hd4n3ffvqqs+7h7ntE+P9MblFU/EZmieiONz+K+wp4qI2KiIV1eROiCCjJywk+/z28n3/c9t1dWiA1pRVRyPiojjc/ivsFdGmukIIqdVdcIOaFvE4SP1T7qvX/0l57Tqata2ZuUZTcQmaC0Rx+fwRcQzXUVEbJvfhiQC6yawd0vpERAXi5XP+xwm3O/sF9Kz4ELyOp26K44nXSMiDs/hv8KeGTo0I7bPPSWHiEYriP+rU6nbgzwP8tsNsWd9fJBnDAUZPhUVT8SYTBURh+fwX2FNVhV7YSmC6L6L2PtOW/KtniW3d6m5/KyrrvoVaKKqOKbcLB2acXQOX0Q8M9JNRxA5JzWfWk7yoBgyc6uU3Ha2VVfdknVYRhxTYYHpBFLRHL+IaERE7FDYT1so7OzOkZQ6wNlXXS3YoyIijqkwXyMijs7hi4iHVlUVOxWw8iB+9Q+wf2dLoHjV1Y/7djrltukbW1RiMpHKU5hvOoFUNIcvIi4a1xM75pmURbXYNcTPKi4g97VaSbeY2qW2cXfxIWVLXRPxRCpcYYFGRBydwxcRS2Gh6QgiF8SlsIjonovY80l7LFj5sZ+l1Kqrwe4NwOpqMKFIxdGIiONz+CLiYrWajiBSLiIfWsrh++oT4nGEH/q3LrndJ0dnzIjjsmpQ2+E5fBGxWDUiIo4j/KuN5PXwpXv1A9zUvHjVVUuSJqqK4yrQZFWH5/BFxEWHZsTBBC7ch0/jozxXL4BwvwBy4lRExHHp0Izjc/giohERcURee9OIbb2UF/3akbquhek4IhXGqsmqDs/xi0ih5oiIY3LNLWTwfTN4IGwGLq5FpuOIVIgCzRFxeA5fRFw0IiIO7u3VtzKq3hN4+enfujgeLWjm+By+iFCk3xTF8Q3a8h6zAvoSWi3HdBSRcqXRPsfn8EWkwNPz7BuJOICO+/9hZVYTGtQ/bDqKSLnx8DadQCqa4xcRL10aXZxHZNpOVu+M4pIWG01HESkXHt4aEXF0Dl9E8r1Up8W5eBVmM21NEx5s9TsWF30TF/umIuL4VEREHNTHq/oxouHLeHrrzDGxXx5eKiKOzuGLSIGnl+kIIsb8b+OrTA29juDQPNNRRM6Lu0ZEHJ7jFxGNiIiT657wOysKWlKnTorpKCLnTIdmHJ/DF5F8TVYVoXbyJlbvqcXFzbebjiJyTlREHJ8TFBGNiIgA+OelMndtfe5u/TcWi765i33w8NG/VUfn+EXEWyMiIsf7amVv3mv6Du6emsQqts9D0/wcnsMXkZyAINMRRGzOI+ueZmKNWwmsokubim3ToRnH5/BFJCu4iukIIjbp8rifWUJ7omulmY4icloqIo7P4YtIdlCI6QgiNqvBkdWsOVCb9k12m44ickregTqE6OgcvohkBWlERORMgnKPsGhDbW5pPcd0FJGTBIapiDg6xy8iIaGmI4jYPBeKGL2yO282/xQ3Dw2Fi+0IDFcRcXQOX0Ry/QPI1+qqImXyzNoH+TXqXvyCCkxHEcE3yIqbh+kUUtEcvogAZFYJMx1BxG702/E1Cz26EhGZaTqKOLkAjYY4BacoIhlVw01HELErzRIXseZIXVo22mc6ijgxzQ9xDs5RREJVRETOVdWsgyzdEkO/VktNRxEnFRheaDqCVAKnKCKpNaJMRxCxS+7WfMav6sBzLUfh6qZJrFK5NCLiHJyiiKTUrGU6gohde331nYyu/TA+AfoNVSqP5og4B6coIsmRMaYjiNi9G7d9whzfSwmPyDYdRZyERkScg3MUEY2IiJSLtgdmsSa1AY1jE01HESegNUScg1MUkbTqkRS6uZuOIeIQqmUksHJHFH1arjEdRRycJqs6B6coIkWurqRWr2k6hojD8CzMZcrqljzWagwurprEKuXPL8SKh7fpFFIZnKKIgCasilSEd1fdyFf1n8HLV0PoUr7Camt1X2fhNEVE80REKsadm99mevCVVAnPNR1FHEhYjA7LOAvnKSJRtU1HEHFYXfb+xarsptSvd8R0FHEQYbVVRJyF0xSRpLoNTUcQcWhRadtZHRdNjxabTUcRBxBeR0XEWThNEUms38R0BBGH51OQycw1jbi/9UQsFk1ilfOnOSLOw2mKSHZwFdLCqpuOIeIUPl95NZ82fh0Pb01ilXPnG2zFL0RF1lk4TREBjYqIVKbBG17kr7ABBFXNMx1F7Ez1WI2GOBOnKiKHGjQ1HUHEqfSMH88Kaytq1041HUXsSI36KiLOxKmKSGKsRkREKludoxtZszeaLs12mo4idqJ6rCaqOhOnKiKHdGhGxAj/vFTmr6vLna2nmY4idkCHZpyLUxWRlJq1yPHzNx1DxGl9s/Iy3m32Lm4emogop+buVURotEZEnIlTFREsFk1YFTHssXVP8EfN2wgIyTcdRWxQRIMCXFxNp5DK5FxFBNjXvK3pCCJOr++u0Sxy7URkdLrpKGJjYlqroDobpysie1p2MB1BRIDGSStYe6g2bZvsMR1FbIiKiPNxuiKyr3l7rC5O97JFbFJwzmEWbYxhYOsFpqOIDXBxKyK6uYqIs3G6n8i5/gEk1WtkOoaIHONWVMgvKy/i1RYjcHXXJFZnFtGgAA9v0ymksjldEQHY06qj6QgicoIX1gxmTK378Q3UqZvOSodlnJNzFhHNExGxSddt/5L53j2oXjPLdBQxQEXEOamIiIhNaXlwPquT69O84QHTUaQSWVyKqNVCo2HOyCmLSFaVMI5E1zEdQ0ROIzxzH8u3RnNNq+Wmo0glqV6/EC8/zRFyRk5ZRAD2tOpkOoKInIG7NZ/fV7XjmZbf4+KqH1COTodlnJfTFpFdnXuajiAiZfDm6tv5rt7jePtp2W9HFtNKRcRZOW0RievQlQJ3D9MxRKQMbt3yPrMCexNaPcd0FKkAFksRtVqqiDgrpy0i+T5+Oo1XxI502Ded1RmNaBSbZDqKlLPIpgX4Bunwm7Ny2iICsLNLL9MRROQcRKTHsXJHNJe3XG86ipSjxt3zTEcQg5y7iFx0iekIInKOvAqzmbq6GUNbjcPiot+iHUGj7rmmI4hBTl1EkqPqcDQyxnQMETkPH6wawJcNXsDTx2o6ilyA8DoFVI3S19CZOXURAdjZRaMiIvbqnk1v8HeVfoSE6Tdqe9VIh2WcnoqIDs+I2LVue/5kRV5L6tU9ajqKnIfGOizj9Jy+iCS07kSOf6DpGCJyAWJSNrM6vhbdmm81HUXOQVC1QiIaan0YZ+f0RcTq7sHWHn1NxxCRC+Sbn87stQ24t/UULBZNYrUHOiwjoCICwKbL+5mOICLl5MuVV/BR4zdx99IESFun03YFVEQASGjThYwqoaZjiEg5eXDD80yudiNBVbVap63yDbJqNVUBVEQAKHJ1ZWuvq0zHEJFydOnusSy1tqVWTKrpKHIKDS7Kw8XVdAqxBSoix+jwjIjjqX90LWv3x9CxaZzpKHKCJpfobBkppiJyzL5mbUmtHmk6hoiUs4DcZBasr8Og1rNMR5FjAsIKqd9Rh2WkmIrIvywWNl96jekUIlIBXCji+5U9GdbsI9w8dEaNaa2vzNVhGSmhInKcTb11eEbEkT29bijjI+/EP7jAdBSnZbEU0eaaHNMxxIaoiBwnsX4TDjRsbjqGiFSgq3Z+xyK3zkREZZiO4pRqt8knJEKnVst/VEROsKbfINMRRKSCNUlaxtqkOrRqvM90FKfT5lqNhkhpKiIn2NS7H7m+fqZjiEgFq5KdyNJN0VzferHpKE7DO9BKkx5axExKUxE5Qb6PH5su7286hohUAreiQsau7MRLLb7C1U2TWCtai965uHmYTiG2RkXkFNb01+EZEWfy8pp7+bn2A/gG6AJsFamdDsvIKaiInMKhBs3Y37il6RgiUokGbPuceT49qBaRZTqKQ6rZOJ9q9VT05GQqIqehURER59Pq4DxWpzakaYNDpqM4nDZXayVVOTUVkdPYfNm15Pj5m44hIpWsWkYCy7dHc2WrlaajOAwPHyvNL1cRkVNTETmNfG9f1l91k+kYImKAZ2EuE1e14cmWP+LiqkmsF6pdv1y8/PQ+yqmpiJzB8pvvo9DNzXQMETHk7dW38m29J/Hy09yG8+XqVkSXm7NNxxAbpiJyBmnVa7L5kmtMxxARg27b8i4zA68gtJrO+DgfLXrnEhiulVTl9FREzmLpbQ+YjiAihnXa9zcrs5rQoP5h01HsisVSxMW3aTREzkxF5CyS6jdmV4dupmOIiGGRaTtZuasWvVpsNB3FbjTsmkdYbR3WkjNTESmDpbc9aDqCiNgAn4JMpq9pwgOtfsfiosmXZ6PRECkLFZEyiG9/sa7KWw5eBiwnfDQ47v4cYAhQBfAD+gPHr+ZwFLjy2H0tgdUn7H8I8F4F5BY50Ser+vF5w1fw9Nbch9Op1TKf6OYFpmOIHVARKaOlg4aYjuAQGgMHjvtYcNx9jwCTgHHAXGA/0O+4+98A0oFVQDfgnuPuWwIsBYZWTGyRk9y38RX+Crue4FBdxO1Uut6uFWqlbFREymhrr6s4GlXbdAy75wZUO+6j6rHbU4FvgPeBHkBrYBSwiOKSAbAZGAjUB+499jlAPnAf8AXgWuGvQOQ/PeInsKKgJXXqpJiOYlOq1S2gwUX5pmOInVARKaMiV1fm3/eU6Rh2bztQA6gN3AwkHLt9JcWFotdx2zYAooB/L9LeHJgFFAD/AM2O3f4OxSMkbSowt8jp1E7exOo9tbi4+XbTUWyG5obIuVAROQebL7uWxHqNTcewW+2B74C/gRFAHHARxYdbDgIeQNAJjwk/dh/A0xSPqNQBfqd4BGU78D3wAsWjIrWBARSPsIhUFv+8VOaurc/drf/GYnHuSazBEYU0u0zLuUvZqYicC4uFeYOfNp3CbvUGrqd4JOMy4C8gBRhbxscHAj8D8RTPIWkE/A8YDvwE7AK2Aj7Aq+WYW6SsvlrZm/eavoO7p/NOYr10SCauWpBazoGKyDna0fVy9jVpbTqGQwiieL7HDorni+RRXEyOd+jYfacy6tg+rgbmANcA7hSXnTnlmlSk7B5Z9zR/RAwiIMT55khENMqn+WWavCvnRkXkPMwb8ozpCA4hA9gJVKd4cqo7MPO4+7dSPIek4ykem0TxqMcnxz4vpHiOCcf+1BJKYlKfXT+x1NKeqFrppqNUqj5Ds7BYTKcQe6Mich7i23clvk0X0zHszuMUH1LZTfHZMNdSfJbLjRQfdrkLeBSYTfHk1TsoLiEdTrGvocBjQMSxzzsDoyk+k2bksc9FTGpwZDVrD8TQvkm86SiVIrZLHrXbON8okFw4FZHzNHfIs6Yj2J29FJeOWIonlFah+NTc0GP3fwBcQfFCZhdTfEhmwin28w/Fh3MGH3fbAxRPVG1P8SGel8o/vsg5C8o9wqINMdzUeq7pKBXKxbWI3kMzTccQO2UZtirJuad4X4B+jw6i/pyppmOIiB14o8WnvLRxMIX5jnfsou21OfR7IcN0DLFTGhG5ALMeeYUCD0/TMUTEDjy35gHGRt+LX5BjLXvu4V1Er/s0GiLnT0XkAqRExrDs5vtMxxARO9Fvx9cs9OhKRKTj/ODucks2AaEaWJfzpyJygRbf/QhpYdVNxxARO9EscRFrjtSlZaN9pqNcML8qVi6+TdeUkQujInKB8r19mfPQi6ZjiIgdqZp1kKVbYujXaqnpKBek571ZePqYTiH2TkWkHGzqcx17WrQzHUNE7Ii7NZ/xqzrwXMtRuLrZ36GN6rEFtL02x3QMcQAqIuVkxpPDsLro7RSRc/P66jsZXfthvP3tZxk+F9ci+r2QoaXcpVzoJ2c5OdSgGeuuvtl0DBGxQzdu+4S5fpcSXsM+rlrbcWAONRs51tk/Yo6KSDma8+DzZIaEnn1DEZETtD0wi1XpDWkcm2g6yhkF1yjk0sGOc9aPmKciUo5ygkKY/uSbpmOIiJ2qkR7Pyh1R9Gm51nSU07r6mQw8vE2nEEeiIlLOtlx6Ddu69zEdQ0TslGdhLlNWt+DRVr/i4mpbk1ib984htrOuJyPlS0WkAvzz9Nvk+AeajiEiduy9VQP5KvZZvHytpqMA4BNk5YrHdUhGyp+KSAXIDK3GrEdeMR1DROzcnZveYlrI1VQJzzUdhb6PZuIXbFsjNOIYVEQqyLprbiauQzfTMUTEzl20ZzIrcppTv94RYxnqdsij1RXmy5A4JhWRCvT38++R561lB0XkwtRK3crquGh6tNhc6c/t7lXEtc/qyrpScVREKlBqjSjmPvi86Rgi4gB8CjKZuaYR97eeiMVSeYdILh2SSUhN25inIo5JRaSCrbzhbnZ27mk6hog4iM9XXs2njV/Hw7viy0Fslzw636Rl3KViqYhUNIuFKa98QkbVMNNJRMRBDN7wIn+FDSCoal6FPUdAaCHXv5KOxVJhTyECqIhUiqyQUCa/8ilF+h8tIuWkZ/x4llnbEFM7tdz3bXEpYsDrGfjqLBmpBCoilWR3x+4su+V+0zFExIHUO7qeNfti6NJsZ7nut9ud2dRpq4XLpHKoiFSiuQ88x8EGzUzHEBEHEpCbzNx19bi99fRy2V+tFvn0+l9WuexLpCxURCqR1d2DP4eN1Cm9IlKuXChi1MpLGd7sPdw8zv9wineAlRveSMfFtRzDiZyFikglS46uw/Qnh5mOISIO6PF1jzOh5u0EhJzfYZX+L2YQVF2n6krlUhExYP3VN7H26ptMxxARB3Tlrh9Y5NqJyOhzW4Ssw/XZNO5RcWfhiJyOiogh0555h31NWpuOISIOqHHSClYn1qFNkz1l2r5avQL6PKoL2okZKiKGFHp48vu7o8ioEmo6iog4oCrZiSzeGMPA1gvOuJ2Xv5Wb3knD3bOSgomcQEXEoIyw6vzxzrcUurmbjiIiDsitqJBfVl7Eqy1G4Op+8iRWF9cibnwrndBozQsRc1REDNvbsgMznnjDdAwRcWAvrBnMmFr34xtYUOr23g9nUr+j1gsRs1REbMDq6+9gzbW3mI4hIg7suu1fMt+7B9VrFq8R0vqqHLrcouvIiHkqIjZi2tNvs69pG9MxRMSBtTw4n9XJ9el7+Q6uee7czqoRqSgqIjbC6u7BhPe+I6VGlOkoIuLAPIPcuPTxfDQ1TWyFiogNyawazthPxpAdGGw6iog4oBy/AMZ99DNZITpbT2yHioiNORpTj98+GE2+p5fpKCLiQArd3Ph9+LccqV3fdBSRUlREbNC+Fu2Z9PoIrC768ojIhSuyWPj7ufeIb9/VdBSRk+gnnY3a1vMKZj7+uukYIuIAZg99mfW6rITYKBURG7Zy4D0svXWI6RgiYscW3fEwy24dbDqGyGmpiNi42UNfYuPl/UzHEBE7tOq625n34POmY4ickYqIrbNYmPLKp2zvernpJCJiRzZdeg3Tnn7bdAyRs1IRsQNWd3d+f+cbdnbuaTqKiNiBXR27M/m1z0ET3sUO6F+pnbC6ezDh3e+I69DNdBQRsWF7m7dlwrvfYXXXimViH1RE7Eihpxfj3/+B+DZdTEcRERu0t1lbxn7yKwXePqajiJSZioidKfDy5rePfmRPi/amo4iIDdnTsgNjPxtLnp+/6Sgi50RFxA7le/sy7pMxukieiAAQ36YLYz8dQ56vn+koIudMRcRO5fn6MfbTX9nbrK3pKCJiUFyHboz7+GfyvX1NRxE5LyoidizXP4AxI35jV8fupqOIiAE7uvTitw9/pMDL23QUkfOmImLnCrx9+O3DH9l8ydWmo4hIJdre9XImvPc9hR6epqOIXBAVEQdgdffgz2EjWd3/NtNRRKQSbLy8H7+/8y1Wdw/TUUQumIqIo3Bx4Z/n3mXRHQ+bTiIiFWjJoAeY9MYXWidEHIab6QBSvuY9+Dw5QSH0+OAl01FEpBxZXVyY8fgbrBp4t+koIuVKRcQBLbt1MNkBQVz+xmO4FhSYjiMiFyjf04tJb3zBth59TUcRKXc6NOOg1l99E2M/GUOOX4DpKCJyAbKCQhjzxXiVEHFYKiIOLL59V0Z/9xcpNaJMRxGR85ASEc2P305hX/N2pqOIVBgVEQd3pHYsP/zwtxY+E7Eze5u1ZfSoKRytVdd0FJEKpSLiBLJCQvll5O+sv/IG01FEpAzWXHsrP3/1B5lVw01HEalwmqzqJAo9PJnyyqck1W1Et49ewcVqNR1JRE5Q4O7BjCfeZM11WhNInIdGRJzMslsHM+6jn8kODDYdRUSOk1E1jF9G/q4SIk5HRcQJxXXuyaifZrK/SSvTUUQE2NekNd/9NFOTUsUpqYg4qbQakfz4zSRW3HiP6SgiTm3tNTfz89d/khFazXQUESMsw1YlFZkOIWbFzpxE71cexisj3XQUEaeR6+PLjCeHsf6qG01HETFKIyLC1p5X8t1PMzkU28R0FBGncKBhc777eaZKiAgqIjZj3EsPMPrRQcaePyUyhh++m8rqfuYyiDi6IouFpbcOYfR3U0mOqmM6johNcPoicqoCsH7GRF7oUJP5oz83lMqMQk8v/nn+PSYMH0VmcFXTcUQcSkbVMH799FdmP/KyrpwrchynLyInWv77aH597n6ufuYdLrp1sOk4RmzreQXfjJvHtu59TEcRcQg7uvTim1/nsrtjd9NRRGyOFjQ7ztzvPmHGl+9w47CRND52gan5P45g5cRfOLo3Hp/AIBpcfBm9H34RTx+/ksctmzCaWV+9S1ZqMvU6dqdWyw7MGvkuL83bWbLNrK/fY9EvX5Ofm02zS6/BNyiEbYtm8dCYOafMYrVamffdxyybMJr0I4lUjapDj3sepWmvqyr0PfhXVkgoE977niaTxtBr+HN4ZaRVyvOKOJJcH1/mPvA8q264CywW03FEbJKKyDFTP3qVJeO+5bYPf6Ju+4tLbrdYLFz5xJuERERxdG88f771JFM/epVrnnkHgN1rlvLHm49z+UMv0rDr5exYOpfpI94qte/Vf/3G7G8+5Oqn3ya6RXvW/fM783/8nJAzXIxu7rcfsvqv37jm2eFUjapN3KrFjH1+ML7BVajdunPFvAmnsOHKgcS3vYg+rzxMzNK5lfa8IvYurkM3pj7/Pmk1Ik1HEbFpKiLA1oUz2TRnKnd/MYE67S4qdV+Xm+8r+XtwjSguGfwMf7z5REkRWTzma+p36snFg4YAEBpdh4S1y9kyf1rJ4xaP+Zo2V99Em6tvAqDnvY+zfcls8rIyT5mnIC+X2d9+xF0jfiO6efHF6kJq1mL3mqUsG/9DpRYRgPRqEfz6+Thajf2Wbh+9ikdOVqU+v4g9yfEPZOajr7L+2P93ETkzFRGgWr1GZKUcZcYXb1OzSctSh112LJ3LnG8/Imn3dnIy07EWFlKQm0NedhYe3j4kxe+gcfe+pfZXs0nLUkUkKX4HHQbcUXqbxq3YtXz+KfMc2RNHfk4W3w6+rtTthfn5VG/Q9EJf7vmxWFh1w13s6tSDS95+mjqLZpnJIWLDtnbvy7Sn3yJTi5OJlJmKCBAYVp2b3/mWr/53LaMeuIE7PvkVT18/kvcn8P3DN9P+utu5dMizeAcGE796CeNfHUphQX6F5ck9NlJy28c/ExBavdR9bh6eFfa8ZZESGcO4T38ldsZEer77PAGJB4zmEbEFmSGhTHtqGFsvudp0FBG7o7NmjgmuEcm9X/1J+uFERj0wgNzMDPZtXkuR1UqfR18lqlkbQqPrkHb4YKnHhUbXZe/G1aVu27txzVm32XfC58cLrx2Lm4cnKQf2UTWqdqmPoGoRF/ZCy8nWXlfx9fhFLLv5PqyurqbjiBhhdXFhdf/b+Oq3BSohIudJReQ4QdUiuPerP8k4ephvhwygSmQMhQX5LB7zFUf37mbV5LEs/e37Uo/pOPButi6cwfwfR3A4YSdLf/uebYtmlpoh33Hg3az482dWThrD4YSdzPr6PQ7s2HTaWfSevn5cdOtgprz/AisnjeHInjj2bV7LojFfsXLSmAp9D85Fnq8fsx57je9+msHeZm1NxxGpVHtatOf7H6fzz3PvkhMUYjqOiN1SETlBYHgN7vnqTzJTjvD7G0/Q839PMve7T/hwwMWsmfoblz3wfKnta7VozzXPvsuCH0fw8cDubFs8iy43/Q93z/8OobTscx1d73iYqR+8zCc39SR5XwKtrxyIm4fXaXNcMvgZetz9KHNHfcQH/Tsz6oGBbJk//Yxn2piSWL8JP46awtTn3yc7MNh0HJEKlRZegz/f/JKfvp3MoQbNTMcRsXu66F0FmPDaIyTFbed/304+7Tbf3H8dflXCuOF1x1q91TMthU7ffEjrX7/GLS/XdByRclPg4cmyW+5n8V1Dyff2NR1HxGFoRKQczPvhMw5s28DhhF0sGvMVqyb9Sqsrbyi5Py87i/k/juDQzi0kxm1n+oi32bF0Lq2P28ZR5AYEMfuRlxk5YTEb+lxPkRZxEgewrXsfvvptAfMeeE4lRKScaUSkHPz81F3sWrGI3KwMQiKi6TTwbtpfd3vJ/fk52Xw/9Bb2b11PQW4uobXq0P2uR2nS8wpzoStJ+JZ1dP/wFWotm2c6isg5i2/ThblDnmV/c82BEqkoKiJSKWIWzqT7x68Rtn2j6SgiZ7WvSWvmDXmW+ONWWRaRiqEiIpXHaqXR3xPo9M0HVI3bZjqNyEkS6zVm3uBn2NH1MtNRRJyGiohUPquV2FmT6fTNB4Rv3WA6jQhHouuw4L6n2HzpNbo4nUglUxERo+rO/YdO37xPjQ2rTEcRJ3SgUQuWDhrC1p5XUqSF+USMUBERm1BryRw6ff0+UasWm44iTmBnpx4sG/QA8Sdc5FJEKp+KiNiUiLXLaPPzSOrPnoJrQYHpOOJACt3c2HzptSwdNISk+o1NxxGRY1RExCb5JR6g5W/f0WLCaHyPJpmOI3Ysxy+A9VfdyPKb7yOtek3TcUTkBCoiYtNc83JpMO1PWv/6NTXOcKFAkRPtb9KKNf0Gsemyaynw9jEdR0ROQ0VE7Eb19StpPeZrYmdNxj03x3QcsUG5vn5s7H0da/oPIjG2qek4IlIGKiJidzzT04id8SdNJ/1K5JqlpuOIDTjQqAWr+w9i8+X9tAS7iJ1RERG7Frh3N00nj6XJlLEE7Ys3HUcqUUqNKDZfejWbL+9HYv0mpuOIyHlSERHHUFRE5KrFNJkyltgZk/DKSDOdSCpARtUwtvS6ik2X9dP1X0QchIqIOByX/Hyil8+n3pyp1JszFf/Dh0xHkguQ4x/I1p5XsOmyfiS06ayFx0QcjIqIOLaiImqsW0H92X9Rf85fhCTsMp1IyuBIdB12de7FjosuYU+rjljdPUxHEpEKoiIiTqXqzi3Um/0XtRfPpsb6lbgW5JuOJECBuwd7WndiZ5de7OhyCSlRtU1HEpFKoiIiTss9O5PIVYuJXjafWsvmEbZtI5Yi/XeoLEdq1SWhVSd2de7J7vYXk+/jZzqSiBigIiJyjHfyEaJWLKDWsvlEL5+vwzjlyOriQmL9xuxp2ZG9rTqwp2UHskJCTccSERugIiJyGl6pyVTfuJrqG1dTY/1Kqm9ao+XmyyjHL4DE2CbsbdaWva06sLd5e/L8/E3HEhEbpCIicg4C9ydQfcMqqm9cQ7XNa6kStxW/I85dTtLCa3AotimJsU04VL8Jh2KbkBoRDRaL6WgiYgdUREQukGdaClXjtlElbhtV4rZTJW4bVeO2E7g/wWHmnBS6uZNaI5LkmrVIqVmL5MgYkuo24lBsE3KCQkzHExE7piIiUkHccrIJ3hOHf+J+/A/uJyBxP/6H9uOfeAD/g/vwT9yPZ1am6ZgA5Ht5k1kljIyqYWRUDSe1RjTJkcWFI6VmLdKq1dT6HSJSIVRERAzyTE/D90ginumpeKWn4pmeimdG+nF/T8MrIw2PzAws1kJcCguxWK3H/iw8dpu1+O9FRRR4eJLv5U2Bt0/xn55e5Ht5F//dy4d8bx+yA4LIDqpCVlAI2cEhZAWHkusfYPqtEBEn5WY6gIgzy/UPUAkQEafmYjqAiIiIOC8VERERETFGRURERESMURERERERY1RERERExBgVERERETFGRURERESMURERERERY1RERERExBgVERERETFGRURERESMURERERERY1RERERExBgVERERETFGRURERESMURERERERY1RERERExBgVERERETFGRURERESMURERERERY1RERERExBgVERERETFGRURERESMURERERERY1RERERExBgVERERETFGRURERESMURERERERY1RERERExBgVERERETFGRURERESMURERERERY1RERERExBgVERERETFGRURERESMURERERERY1RERERExBgVERERETFGRURERESMURERERERY1RERERExBgVERERETFGRURERESMURERERERY1RERERExBgVERERETFGRURERESMURERERERY1RERERExBgVERERETFGRURERESMURERERERY1RERERExBgVERERETFGRURERESM+T8BtmF+bIFyrgAAAABJRU5ErkJggg==\n" }, "metadata": {} } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Define the datasets and their corresponding numbers\n", "datasets = ['Kaggle', 'Google Images', 'Microsoft Images', 'Others']\n", "num_datasets = [1200, 800, 300, 100] # Replace these values with your actual dataset numbers\n", "\n", "# Create a pie chart with a sky blue background\n", "fig, ax = plt.subplots(figsize=(10, 6), facecolor='skyblue') # Set the face color to sky blue\n", "ax.pie(num_datasets, labels=datasets, autopct='%1.0f%%', startangle=140, colors=['red', 'blue', 'green', 'yellow'])\n", "\n", "# Add a title\n", "plt.title('Different Datasets')\n", "\n", "# Show the pie chart\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "id": "shJBaJuJnODw", "colab": { "base_uri": "https://localhost:8080/", "height": 696 }, "outputId": "3cbd08ba-4e5e-4318-953b-9be1e846df0a" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ ":37: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " plt.tight_layout()\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "import networkx as nx\n", "import matplotlib.pyplot as plt\n", "\n", "# Create a directed graph object\n", "G = nx.DiGraph()\n", "\n", "# Define the layers of the CNN\n", "layers = ['Input Layer', 'Convolutional Layer', 'Pooling Layer', 'Fully Connected Layer', 'Output Layer']\n", "\n", "# Define the connections between layers\n", "connections = [('Input Layer', 'Convolutional Layer'),\n", " ('Convolutional Layer', 'Pooling Layer'),\n", " ('Pooling Layer', 'Fully Connected Layer'),\n", " ('Fully Connected Layer', 'Output Layer')]\n", "\n", "# Add nodes to the graph\n", "for layer in layers:\n", " G.add_node(layer)\n", "\n", "# Add edges to the graph\n", "for connection in connections:\n", " G.add_edge(connection[0], connection[1])\n", "\n", "# Set positions for the nodes\n", "pos = {\n", " 'Input Layer': (0, 3),\n", " 'Convolutional Layer': (1, 2),\n", " 'Pooling Layer': (2, 1),\n", " 'Fully Connected Layer': (3, 2),\n", " 'Output Layer': (4, 3)\n", "}\n", "\n", "# Draw the graph\n", "plt.figure(figsize=(8, 6), facecolor='lightblue')\n", "nx.draw(G, pos, with_labels=True, node_size=2500, node_color='lightgreen', font_size=12, font_weight='bold', arrowsize=20)\n", "plt.title('Convolutional Neural Network Architecture', fontsize=16, fontweight='bold')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "source": [ "4.4 Auc & Rock_curve" ], "metadata": { "id": "xrtYT0R3M3jq" } }, { "cell_type": "code", "source": [ "import os\n", "import tensorflow as tf\n", "from tensorflow.keras.applications import VGG16\n", "from tensorflow.keras.layers import Dense, GlobalAveragePooling2D, Dropout\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.optimizers import Adam\n", "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", "from tensorflow.keras.regularizers import l2\n", "from sklearn.metrics import roc_auc_score, precision_score, recall_score, accuracy_score\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Enable mixed precision training\n", "tf.keras.mixed_precision.set_global_policy('mixed_float16')\n", "\n", "# Load the pre-trained VGG16 model\n", "base_model = VGG16(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n", "\n", "# Freeze the layers of the pre-trained model\n", "for layer in base_model.layers:\n", " layer.trainable = False\n", "\n", "# Add custom top layers for your specific task with regularization and dropout\n", "x = base_model.output\n", "x = GlobalAveragePooling2D()(x)\n", "x = Dense(1024, activation='relu', kernel_regularizer=l2(0.01))(x)\n", "x = Dropout(0.5)(x)\n", "predictions = Dense(1, activation='sigmoid')(x) # For binary classification\n", "\n", "# Create the final model\n", "model = Model(inputs=base_model.input, outputs=predictions)\n", "\n", "# Compile the model\n", "model.compile(optimizer=Adam(learning_rate=0.0001), loss='binary_crossentropy', metrics=['accuracy'])\n", "\n", "# Load and preprocess your dataset\n", "data_dir = '/content/data'\n", "\n", "train_datagen = ImageDataGenerator(\n", " rescale=1./255,\n", " shear_range=0.2,\n", " zoom_range=0.2,\n", " horizontal_flip=True,\n", " validation_split=0.2\n", ")\n", "\n", "train_generator = train_datagen.flow_from_directory(\n", " data_dir,\n", " target_size=(224, 224),\n", " batch_size=32,\n", " class_mode='binary',\n", " subset='training'\n", ")\n", "\n", "validation_generator = train_datagen.flow_from_directory(\n", " data_dir,\n", " target_size=(224, 224),\n", " batch_size=32,\n", " class_mode='binary',\n", " subset='validation'\n", ")\n", "\n", "# Train the model with the new dataset\n", "model.fit(\n", " train_generator,\n", " epochs=1,\n", " validation_data=validation_generator\n", ")\n", "\n", "# Evaluate the model on training data in batches\n", "train_predictions = model.predict(train_generator, verbose=1)\n", "train_predictions_binary = (train_predictions > 0.5).astype(int).flatten()\n", "train_true_labels = train_generator.classes\n", "\n", "train_precision = precision_score(train_true_labels, train_predictions_binary)\n", "train_recall = recall_score(train_true_labels, train_predictions_binary)\n", "train_accuracy = accuracy_score(train_true_labels, train_predictions_binary)\n", "train_auc = roc_auc_score(train_true_labels, train_predictions)\n", "\n", "# Evaluate the model on validation data in batches\n", "val_predictions = model.predict(validation_generator, verbose=1)\n", "val_predictions_binary = (val_predictions > 0.5).astype(int).flatten()\n", "val_true_labels = validation_generator.classes\n", "\n", "val_precision = precision_score(val_true_labels, val_predictions_binary)\n", "val_recall = recall_score(val_true_labels, val_predictions_binary)\n", "val_accuracy = accuracy_score(val_true_labels, val_predictions_binary)\n", "val_auc = roc_auc_score(val_true_labels, val_predictions)\n", "\n", "# Print the evaluation results\n", "print(f'Train - Precision: {train_precision}, Recall: {train_recall}, Accuracy: {train_accuracy}, AUC: {train_auc}')\n", "print(f'Validation - Precision: {val_precision}, Recall: {val_recall}, Accuracy: {val_accuracy}, AUC: {val_auc}')\n", "\n", "# Save the model in the recommended format\n", "model.save('models/imageclassifier.h5')\n", "\n", "# Visualize the results with a pie chart\n", "# Data for pie chart\n", "metrics = ['Precision', 'Recall', 'Accuracy', 'AUC']\n", "train_values = [train_precision, train_recall, train_accuracy, train_auc]\n", "val_values = [val_precision, val_recall, val_accuracy, val_auc]\n", "\n", "# Colors for pie chart\n", "colors = ['#1AC8ED', '#AED4E6', '#AF7595', '#8C2155']\n", "\n", "# Plot pie chart for training data\n", "plt.figure(figsize=(14, 7))\n", "plt.subplot(1, 2, 1)\n", "plt.pie(train_values, labels=metrics, autopct='%1.1f%%', startangle=140, colors=colors)\n", "plt.title('Training Data Metrics')\n", "\n", "# Plot pie chart for validation data\n", "plt.subplot(1, 2, 2)\n", "plt.pie(val_values, labels=metrics, autopct='%1.1f%%', startangle=140, colors=colors)\n", "plt.title('Validation Data Metrics')\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 746 }, "id": "jKWdV3_XVB33", "outputId": "1b4a79b0-c70f-4957-d011-b81d54de6c56" }, "execution_count": 90, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Found 1902 images belonging to 2 classes.\n", "Found 475 images belonging to 2 classes.\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n", " self._warn_if_super_not_called()\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m48s\u001b[0m 563ms/step - accuracy: 0.5550 - loss: 7.0938 - val_accuracy: 0.7053 - val_loss: 5.8863\n", "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m27s\u001b[0m 435ms/step\n", "\u001b[1m15/15\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 352ms/step\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Train - Precision: 0.5102974828375286, Recall: 0.7086864406779662, Accuracy: 0.517875920084122, AUC: 0.5334803262446481\n", "Validation - Precision: 0.4904109589041096, Recall: 0.7584745762711864, Accuracy: 0.4884210526315789, AUC: 0.5048489468831997\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "metadata": { "id": "pEkb5G5qvhlN" }, "source": [ "5. Test" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "id": "Lp-e_s3yvgfw" }, "outputs": [], "source": [ "# imported the OpenCV library in Python\n", "import cv2" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "id": "7H-KTnv5ws26", "colab": { "base_uri": "https://localhost:8080/", "height": 396 }, "outputId": "b7e44965-9e8e-4076-9540-ab58f6862ed3" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAF7CAYAAAD4/3BBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9TZAtSXbfif2Ou0fcm/k+6qM/0QAaIIgBQYyZiBE/IJPJTJIZTbPQhjsutKDRTEvQTIYVsSGNK+4kLsiN9lpwo4Ukk1EaYaOFqKEZOCSHQ2KIIUGg0d1V3VXvVb33MvPeCHc/WpzjHhE3b+bL6i6g+4npVffl/YgPDw8P97//zzn/I6qqPJbH8lgey2N5LI/lsfwUlfCTrsBjeSyP5bE8lsfyWB7LaXkEKI/lsTyWx/JYHstj+akrjwDlsTyWx/JYHstjeSw/deURoDyWx/JYHstjeSyP5aeuPAKUx/JYHstjeSyP5bH81JVHgPJYHstjeSyP5bE8lp+68ghQHstjeSyP5bE8lsfyU1ceAcpjeSyP5bE8lsfyWH7qyiNAeSyP5bE8lsfyWB7LT115BCiP5bE8lsfyWB7LY/mpKz9RgPKP/tE/4hd/8RfZ7/f8xm/8Bv/sn/2zn2R1HstjeSyP5bE8lsfyU1J+YgDlH//jf8xv/dZv8Xf/7t/ln//zf85f+At/gf/yv/wv+cEPfvCTqtJjeSyP5bE8lsfyWH5KivykkgX+xm/8Bn/5L/9l/uE//IcA1Fr5+Z//ef7W3/pb/O2//bd/ElV6LI/lsTyWx/JYHstPSUk/iZNO08Tv/u7v8tu//dv9uxACf/Wv/lX+6T/9p7e2Px6PHI/H/rnWyosXL/jKV76CiPyp1PmxPJbH8lgey2N5LD9eUVVev37Nt771LUK434jzEwEon3zyCaUUvvGNb2y+/8Y3vsHv/d7v3dr+7//9v8/f+3t/70+reo/lsTyWx/JYHstj+RMs3/nOd/i5n/u5e7f5iQCUL1p++7d/m9/6rd/qnz///HO+/e1v83/5P/zvudyNlFKoZUZrpapS80zOmVoLtVbKnCk5U0om50yZM3meyWVmnibynMklM00TNzcHSimUUpiOM/NxJpfMnO33ORdyqZRamEqmVqUWJddCUagKBaUAc63kqpSqXOfZ6lZrfym3rWvn7G0CCHcxRbbHmki6taXad3ruR73tiLSugwAiQggBEemMlarSrIOnVsLgJznHbgl1OeZ6O7FrEBGCn0dENsdW1V5fWW3Tj33mfHfVsV3nuk3a/qJA369u2mHdFpGlLWz/dattzyl+ffZGCX5POFdnP0TbvypUfx+CPbJFlZvjkVyy/Y69BEV836p2GbVaf6y6umaWffTkb3v/p2H7becI/hJ/tT4pq7/nXmBNGGR5vz72QwzY7Vo3t0IFCSDB+mNKQoiBFBNDGAhBiEGIMTAMiSEmYkqEGIkxIiFAUbQU0NArIkCURAiBKIHQGrxUVAtC9O0EkUAaEjHaK8QEqkhMSNrx9L3nSAogguaKBPEbrmRV0pgIw0gaL0hRGFIixmj9qhTE73ieZrQqgUrSQoiBGOx8cRwYdxfEFEkxEQhUVVQzQWfmaUYVhECMI7PCXAqHnJmr1TXGyJCEWpTZx+ZSlBAHJHhb+XOVYuByJ+z3O1IQxhD52ocf2PjubViqjb85Z+abK4IEG3erMs02B2itaK12HrHRs+ZivyFUEVQCVYSikBVUBCTYtSAoNsYpEIIgISBBkBhsrsGfs1L781Y3/UrRmtGSKcXG+3H/lOfPnqG18ubqDS8++ZicZ7QWasloLfa+VntfMtSClkIolYASUOuXIdgrRmIavD0TxIhKQCQQQmQYBoZxsPsXIyWONk54X4laoRaoBamFIEoQP/aQQIK1jfdNtUEFSiao+vZKCqmP4TEEgkBQfFIsPpYqN/PE/+7/9H/k2bNnb302fyIA5atf/SoxRj7++OPN9x9//DHf/OY3b22/2+3Y7Xa3vn9ysedyt6PkTK3JOmWp5BTIc6Q60CjAjJJRgiq5FCQKVIEQULEBKgJDEKQGxEGGdUL7GwgIhdA7rndiUVCxQVWWgT5IJAZFKTZoVZucVfUM3JDlXzmZbJXN9qeTrZxsfw7K3AlQuN9Tuk/anE4K0ieX0zngFFCt6xYIvb7r7Wzyt4EgyPIda5AisgFU9wGUDm7OAKpWTgHKsu/6omSp7+rVBr31zNZO30+zqQ/9+pY2YplZV/Wv6OY4pdLbJASvWhWiCAVBRK3d2l32vmnV094n/dPy26of9n6nt5rjxy4POd4amKxf633FKynSQKq/Vu/b1dmzKX2f+4p2SAbo0stFhBCFGIVhGHwCjQzRAEZKkRQDu2Ek7UZSGogxkYbR+l+taJ4dJPqipCiiYuCEQCQYGKmKVF/AFEWr36laEamEUBm19udOUUQrUe15IgWGmLxPKrNWQgyIKDIfSXHPLg2kcQeSEHVkpAXGbGClFjRP1vY++SUJDFpJGgmtrUTtPmhkN0ZUpbebPQ4BCYlRQAkEB3G1VlJO5JzJFWJMiDhAwcB3isJ+B08uLtgNAxe7ka994+scr65sMTlNzPOMpAghUuvMXJVcKnNVUgrUClUCc50ZopCS3S+KLRbtysVwoUSywuwg3sYIIVZvZ/GFgQRiikiQBeT59lMwWFJ9gbrpWVrQPFNiQYFx3DMOI6XMDDEwpIEoYqBEFK1Qq9iiW2tbzoFASLYoCkB0INwASkg7YnLAFw1USIiEGEm7kWEYbPsYqZLsOVcllgZMItSKeB8zICYQIki0cVh88KkVtBLSYHURSMHGIcHGoiFGooTeH7V6XwPCPPbn623lJwJQxnHkL/7Fv8jv/M7v8Nf+2l8D7AH+nd/5HX7zN3/z4QdSXVYmVVGtBiuqNUh1FF1z8VemzBM5z8zzTJ5nY0VmQ/X2XaHkYqBnLs60FHvlTPVOnivk7IxN7/QLqKkY/rEHti3x/FXsee7z7pfVsH+CZcsGvAs1/tFLm7jtmo122AAU+PHohQ0A+mLbt36jWilafHLd8ms/Ea/3H6PcBU4CdDbNboLSYPEG5Mr6OA3IyfKD/9o/yml7yS02c82WxRhIKRBjJIXAGIXogCCmgWEcGXc7AygpEYeBGBKiBakJVXFWtpJzoeaKqNg8X+1+hRQZJfq45eNXKc4aZmqp1GCr1BAUCcFW5lRn24CYCSK2co2BNBjHV8tEzULOCQmJMCZC3JECxAB1OhCwFXtOwdi9WpFaqdPElGdyCEiMSOpreKoK7T9VaUMbq7vUQWOtFUIkpgAh2STHAsiDiM2DAWoppJR48vQJz55cMufMzfFAnWcDcbNfp1YSdLZEayFXqw+1EtTmAAPeNrVrf5YMxAtq7SUYE4KiCnNpi5eFqWj9oZXOhufsk7f35Lbo8MVUleCLKmuZnCdKnil5RtRbS33x2lBOVQcM2vumsB2HOjiJCYkJDQYsCGJ9cRytP6YRojFfpSoMdn+DsyYhZyjaFylEsYV7ELIaIx4c8IiEXucoEEMgBiGFgNbZgAsQgoEnG6+UUmao4WTx9/byEzPx/NZv/RZ/42/8Df7SX/pL/JW/8lf4B//gH3B1dcXf/Jt/88HHWEBIsYdajUGxjtOosuVVipt8SqE64GgDh4GSSpnX3xdyreRS3axjppzsFGNRdcpwMetsaXLtK/TNav9kfj+ll+8CALfNFF/+VHQf+PhSA77ahIsuE5B/30Hd2Qpy9rI703OORTlzvA5C7qpep+TX9dM+Ccqdez6UL3h7Wy4mp75mtrq1/7Q11rKtKkt9V8ST4AvfB535yyty8vf0/fq7NTCJ2DjvrPuyX3uEVuDkBIYs7bFhtrbvb5mCVseXdqQgiyknBHvF0N+HFIkpEpKZQ4JT6GYeMW4kAGgg1kqplTAXSsjLRFSW+6SiSAokbEJVTbbditVSnwBSDD4PLvtTCypCbW2mtppNMdi4NU8ogUgk7hMSIrFNRsV4O4kJUXVeR9GiaKkUtdV1kAQBByhuuvKJWYIsrHK7D161UpVoiNOYZWlTtrMOsphQQvAjeBtfXV1xOByQqowxdhNsrRXm2cb+Uuk2TaxtUghUjFls7GVrTxTUTReqDXIpogtjDm4udXDcGVdwdsP+M3a2WM8VsZXpms10Gl5RtGTyjAGUOWOUyVKnVgKYWcUZfYIDmT6HbEegxpZEB81pGKxfutlRRaiswI5fpwG77eJTQ0BDgBAMSIdECN7XnaVroC65qSmKUDUZsHVQI3E1Xol0UKrh4SPQTwyg/PW//tf54Q9/yN/5O3+Hjz76iF//9V/nn/yTf3LLcfa+0pFzKagWW2WsAEh7lWL+Jx2kNNNPe+VCzrWvcEpeGJNcqgGSUii1dsBSa+0Apb0KvsJFFvMQiq4GzPXACcvAuOlsX04TP6zI6fr77eWtQEXXwOP2+e4+rrXfMhjrLTPO+hm9degzP6x9Zk6/P+cDtPm976PeRnr2/LL8+tZi9/v+LeVkRS/rGQrc3l3vZLUaTX3b5LSqxJdcNrfo5Pjr5jKzzbr/a/9+YU0MoNgqURygyC2A0o95ej98ftiCVT9G/2rVPv5vBzsrc1poICVGBybRQIqvXENMvlqMSPRVZog2uAchiUEvVSXWioRCCELNPnaFBlLsnsYQ/WWrdq22qm7ma1UbT0Jo9PkC4GhmTBF3RVEzW8fozPBMUSERGccEGnrdzCcO1AGAkBEiSDYgUIxZkKgg1RgDzL+ptWIkLYOZg2cJNvUXdX8EsfsZZWEzpGGcIBCFEKL5XAkggas3V+TpSBJhlNCvU0uhzDNVxVlF9cWNjxskqtQ+hsQY3ByPP8qh44IolSIO8PFxSNo41pcEi2kHpfpr6fSVrcHcF7D9WVXKPAHG0M/z7IDJ/UF8vAuYj0wIgWaiRSG4wceXTfZXva+6D1RKA8NgzAkxeifeLqs649WaQn18EwerIUEMBhiR7gOVkr2Cm4CCQIxm7g4IlQEpFSkG9KQ90Kj1l2LghfgOABSA3/zN3/xiJp3T4hSV0aG5gxMtzSnW2RB/ZTfrzOvXVJgmM/FM08RcsjlglWJ2SQcmRWFWc3rNqv53xcYBGe2TbHOW6qacIPjIYj8EX33U3sV7aRPzu1r6avQdKOeAhYgsg4WYP1IAqOac1ko4e5Vvufo2iH6ROnp9tO3vgLhdQJBlWFx5U7z9uF+gDj9KOQUm536L/l6AJJ1dNvYhrMEGiJwexSajs+fergMe8N6H/rCcSwQHCokUojt7RoYhIXFgGHY2KYwjMozIakIwk4DaClgEwU0noaDDYGDDHfi1FDQrmm2RAxUVYRcjaTd0xmCeZ2ox20OebxAdiMNgk1OMHRhUn3xKrg6olVKqmZw0UzlweF0pQyLFaI6RoTmle/+RABEkmbtorT5B5+qTj034SLHxTRxcuMMqtW7uvyLkqh1shiAMw9hvQGnO6AKSDFwJwhACQRXDRcpUJ+Zp8meiMmVjiZRlGRHi0E0xBurMbyZGgRjdLC+EbmZTqlj/C06ANN8PAz2VXGZUjI+JMULzxQltaJfl+ezARPvc1J7bMmXkKJSSmY4HqMaiLPy7ta1IJIq6f3WbUILNF6pUhOLMVSASxx3jaL4mKSXvReZQDMXaxEF2UUOFYl7g1GQ+JlECDAkZdpgPi32X3Lm6/TWTlxBPFwEokFGt5lMVIiQzAWksxOog9Qvow74TUTx3lXVETHWbbc0LM9LASQMjefV+njPzXJimafE/WZl2SqnkYmacUtX/Gggp/sq1Oju3cqgFNvE5fkMWU4GtKmS12nlouc0GPHTdfs8x33K+W46lDzDzyOrfts/G2XbTqber3C88cb/l9/tYhr6iOF2BO4Jo22zWRH684KuLTVTTA+6F6npSvbv+G/NUr7v1u+W/ZdulHR9wf25RKz9euc0o3bPtqqbGLTS2BFJjLARibM7U3ndktf89TNn2uy0veY49aceEZtvXDlBiCISYSDGR0risIseBmBwcNJ+TOBBDNN+PFB3c2qBt9ntDPjEluu+cmmnCxq1KnYpHdJjJeKqZWBwkSyCOO1t8VkWKUmpxP9fGGNiS1RwcE8RkU0Ytq/aukI+UOqNzpESLvBiG0Sb1CiUI3Y3UJ2w1OoFaFEo18DhY5CQSbELFAEAApAZjZdoCLrR2dVOOO2w2PwVzBhbjNEIhiFBzZro5Moj5PtRSKHUmtwhIVVSihy1gTqYEggSLYmnsgzMoi/+JO76jHWeIQqiYeUsEUqLW3NlxwBYtzo9LtJ4cVahxifap3aRT3ReyODipi9M0UHJG89zvS+upIQQz46miJDsWvgLRaqYXsPaOAylGix5Lxno0RsRATFsumXOvw2SrkwQ7Zqr+TJnTcRhGNKa+MpCAM4PBxkSqLbolmAMtCwuDmp8nuRiQHUePhDNn8ogSK3BmoXFX+f8zgFK7Gae4Y2w5BSwrs876t8a+lGKhactx3XzTTDpVKWo22VoXMNKcZLsTo9dxOxzT6cZT08UX8e9Y9vsyJpi7p5O31eku/457f+9AZdUyJ7+f8ydZV/chJqnTfc+BlY0ZZbO99nOYZ/ptoLYGWmtfEb2r3lQaHm0RYHaq+9twOZvVy3ZpVPN5pu0csPxpKI0psfetH2g367SX+XzYxt0k6vdBVnsuf9p9YHX01fV3fLPebg2S/a9sI7Za1E6MyUN0B+KQOjhp7EVIAyF46PDKmTL4hCsestnG5bCqjRZngHOlSkaCUEobdzBGBHfkDBY2GhRCqVSXLtBaCLWF79sEHaJFcwgQVNCcnbE1sIIKqtXHL7szzYxlR2pxLm6idgZYqhjgKEphpqLuPGnTbH8u3P+geDRS843qbePt1O6xtU/oIasiwjzPXF9fU3PpZrC22Cm+IBUCquKMhd3cihBWY3B/1E6WELoCirjvRNs8iVAc+Lfvg/cjc9wOhmraOQUHMA58aNft7/1e4r6SFgnTfFxWY1pfbDigMmci0OAPkC+axIBJjAaQJQQ/fKW0W9z6Q4sUU9Cqfj3+XIXY/0pIyJBAYh+fDGA0cMK2Bf3ZFL+/do/c5aJUC5EOKzxSFanQK/iA8k4DFAMTK5CxASKmeWLvT9mRu1/55Jgt5r54bHpW908pFgLWGJSK0YQGTpaBsPUF+7wFJm0iWds17wIMjT48V0RWv51OWKe7bBeV9MGjfSFbRN93O+PDsf7t1E9kXbe+wm+rlr6RbLZ7SFnsqGeK+14gy/v24K99YtYM1Po4y/wm3cTT9j5bF5/Q2uC7LNHeAg5OCbBTvLnqL7eubX0fWrinLHdsASebofjk/Hq7G5zZ7G2lEzEn+999K5eJeR2N464H/tciAkR8YJMFTJop6wzwXBDIlqk72e50v17t1aq6/W2TaKO2jTofCUOyVwMpcXCA4roREswuH8LiJOvgJHTtimY6BLRArdS5UoIde57z4rRfLZxYFQ9hHhgkMKDkG3WHfYU8u6xB84lp2imBJHC4vjFzuBZjCVLq5svJF2sxRna7HUHFfTfcl8DNXaHxXR4OPU9HAxXRnCCrFhK2+g4iqAaKmyTa8xcacxITKqsb0PQ8wuJ/dDgcmN5cM9RqWh3YZBljYD5asELAmJpSbfEYoxJqdbuLHbvJPxStHjVlpiz73cFCbXpH4iCPRV9FjGYJDtRicyAVH7sdQ9TemRYH/GY2a/094MDT20McSal/5wgPNLhzvNVKvb8YQLJ+GQcLbU/J2lxVzZdSc++7DWSrtGtelFpM9yV2RosYIUWE6NdjDsuIuJMt3bm2PbwhNl8ka0Op1cPVCxpsYaFUCgrZQ+mnmYeWdxygTOTZ/ESaOFsTYisOTEoLKc4GXI7HI9NxDV4q85y7Q+xUswMSi6vPLaS4mjhWLUL1VcTNoljBcu+XwbJ7WvlX0enN6oNZ8TDCRg+ud/1Ri6z+3jHvLeXchHRm5fHwc8utiSGodWpbfQiNeNS+x1LbBRC0A64MF6uJ+SxA0TO/rjY6mZ5W68bbx5fVDqXaqiDQVhM+MRuP7Ru662ejYdtgs26ZDevlZ24ewS080QHjrYtrQFfpA7FFT8YOktrIoe1wuD3dJ/Z22gaoWwms/KU43yXeVtb7KTaoRFmOa06Xdi8juNgU/XPzO0lD6E6xayYDAjEMxkacAendbCBtglmA/ylTec5pWoISMCEpA0bGhAy70cwqw45x94RhHI1FiWYOadR3kECUwRkUc5aNsXuughg1r22larM+iDkgjmmAOFLCjpvrN+TXL6g3rwnzNRd1T50idVYqB47yilkFmQZEgjnhSqDUTIqC5gPTdE3IR4b9HomJI17P0XwLzIRkYb8pJfbJnDcrmWMWhv2OlEZnRprWhl+bQqmZmDNyHD34oJLn2cwWu0wcRsK4IyVro1irMTi1oDWYCWEYkP1ITBYBEvKM5ELQygDswoD5Gis6m19D9cXiXDPEaH5Bk3AzHy1qEzV5iOlo1gsgxMhUM1WLgVtVv1+BIbToKoiqZDE+r2qhFHHtDl00d0qxCThndyJ1IBZMBM4mCQsNHlpfC+YroiIUgYlKqRnAAEYQ8nxEKL2/tOgiSu5PimEiA0UmHBhIu0SIYuPQdLR276J3g+vyDEhM1BDQGMxPqFRyLT3aNCbrS4KQ50qIxfRTgripSD3UOBpr6A7gFUGLn08SVKFooFShzNdc1MI4uwPydMOMoMMI8eGw4x0HKIXiE/3aD8U+r6N16m0Tz+r7jZnHX7fMR9o83bXbVbeU12pS7G9Pl5gNIC9MSgMqG2RxWoQ7Zo77ppOG2c+Jwt21x9uPutl+PfCv9m/1PX9Jpyv7k19PTR4rNuN2fdcMw+YgG3BzWgtdnEzO/HryuVNgq207Y9GAlddGvb6N8uzbnzvy3TdcTnZaGLbl8trqbCm6uYFtkj7tOuv7FBywnO0fd/a529d0bv/Gyi0A9ISBo5lzPFQxOnPiTMP6uGua/S6TlrTt+rPVu8Fmvw3j1Y/fTHqN4XCHwGSsSUqjh20O3dmw+ZU0RU+JoQ/cNpG45kMn8Nd1a/41bdIRnj5/nw9/9pcY057vf+87fPLxH/Pxd36fY3bNj5RsnJgjVSFUQ/5mSTGdFJXQgdkxz+Sbatcw7u0OuLonzfGSxn5i9caRorJaODVNIPOvCA4GSRF0QLIg1VkgX9hpzg7oo4+TFs0UHCGr61GZCm4ipOismTMcWtFgi79mYg8A0cXtqhgbUpbQ36q+UC0ZqdYuGoOFGgfB4UoPSihgPoYtesnvp3rnLfPkPjR2DgMC0juU5NABiIiYjki1qClWoLgW3I/F5xUtPHn2jGHcEYeB4+Gaw5UyHd2kFgK50lXR1ybg4PfPqrHy45DAxeWlC7T1p9t0a8Li/9QESYc0GFD02UtitP7v98oW4sa04b5YhIi0cGVV1N1YYqCH3RMrdUwgSkrCGKP50uRCPfqKReqJmN395Z0GKBvn2Fugw8FGqSdApK4ATelsyeLD4vZf75xFa3eUag9CxR2nTiIIjG5e3sNqEpXTSeuML8pqEX1nmO4d5XSqXziK8/OMbN7fnspP93l7XdYzlh/BD7I1AdlvcnLWrVrsUvdzZq2H+KDcV3RVv1M5+tvnWn7bTsrre7bc6/sisE4B3R3Q4CFXcLZd1nVr938jNseqf3IHE/UjlD4Pc9qv2me99ZtR6NL9TbrPRmOENvtt2a7NuU+eo60JdbWNfyGnFWk1UwGimyzMBBGHwSn0YSU3vwz6a/GuRQr9xL/Cj792ZG4mBGOKbFLcXVzwtZ/5Wb7+tZ/n2ftf59nzr5CnI69+8D2YFC0CNUBNNi5VzATj4nVajQFStXvcNJuSCiEVO3+tXc4dPFKm1E0YKiJUrUg1JCNBF+l4VbQxVSKQzME2VHNgJbdon+zPgbGJGsRW9z5RaxV0ntEUrY3EVJHXz7U4KlI11qSZjUKKhGJiblUKResKoFRKzkS19q4BCrL4WUh0M5eiVSk1W0SLAzPxyEp1kFVrWfwJ1UAoqzG+9a3GLIXOhIqDQLtHKs3RGJDAk2fPubh8wjAOvPy0Mt1cOwvaur3VQRp49PO0Z8P+umiauI/Ufm9mGmkh12ZG7HTkCs/ElFDXsBEsGiv4IkA95UIDR9aX3UnZQUxjlAKNuTRQTyoEjUiEyMAQA8yFMk2Ew4hQCRooOZ95ks+XdxqglJzJginElmI5dXq0TjazzipSJ8+ZebKIHWNUCnPOzG7vzblQinf0qswlk4su+idYFE/WJosM257VBuUTwOEf2qRhqntO+3onqCvBnLY6/lHCjVtkUO/rPhN10LFUbV3TVbkL0rylnB/5V6v+ZQbbTtTL+y69vqLo19fS97t3Zf/jTbnL3LgAps2k24Fn267dr+X3fq130ChftIYN+LZJ4v76ryHBUo3WS7/IuVdY8XY5+f4sqMXHR4C66JzEACl6CGMULMpRiGlhPxYWShcm4mQSszqe/9y0Gdp3p75f61IpeCyDC1Il0rhj3F2Qhp0zKDubHJvmiZhTaTMvNb2UrjTaJ336NTXGZHF4Dd7GtuiRBN/8uV/gl37l15gO1/zBX/hV/l//t3/MJ9/9Plcv3zDuLggIJRfm+dgZKBEhedinaXmIOciGAYKZLIxtqERMurx6iEcRl4LHFlw1Z1BzuIxJSCE6qKCb12L0a44BiaNF9UQDETVnE03LJrxgNoTQo94CCxujYbJj46JsWolBGNJo53Vfv5wnNCSiJBLBBMDUfBBvjje0sHvFTA1dQyZGchAkJWcJItJ8fkolqwU+iIfSEiynkU3Oi1/K8tSYV5GIs+cOBKS6GJzdWMe76kETxcJ3i4VYD7tnvP+Vr3Bx+YQQAi9evDBJi8n0UURcRl/V5gld9dWqrlMSCM6MDcPAMAwwDCRXjg1xsDYuTRvMF6yC+dAMIyKQkG4qMwZFKfNMzrNJ0AkQ9xQs3cZcIYXKkBJDSKTB8zO15zLBGE3GPgZXz50KEgdSvECOBZ0L8/yah5Z3GqBoqWhYHGNzXvRMmo/JNE/MkwGRXDJzyczFhHJyLsxN2n4t2uZmHvM9cXCilt9idnCyBO5ty5o5aSsSofkCLKJIscXp++d+TSdH/SIgZb06PvubbD9/GatnWA34HRWdP//p+X5cJuTHKaeWm/VKxZdMW+fhTgedYjH1bWXDJNwiORpdLmaPvgPPvb3ea5+lVt/VicVRcZv4Totgk3e9w/wTgIf72N8+NjQgIhaN0cCRjV+k6AAlBQaJhFA9aqN58rD6d+lQt6HJybnXTOSqQnLrdWY7oq2QRboj6jjuGIa9R+oMHXDYcdUms26+WUCI/RY6mBIWM06Djt2vw01ZtRY+/eFHvPnd/ze7Yc9/9ud+lffff8Yv/bmf573/7/t8/vIF9dUbsmbTLImBiydPqeXo5hVPbjrPFv4ZB56//1Wef/Ahtcy8+vR7FtWIMRIh1A5QFI948evLMhNlQMQcHkspJhbHsoAoxSa6kAYTrRMxxgkx7Qt3mNTisY1amaYjw2DOuRYWG0AzNRcmnQkhMbR7o4IGn1yzsd2mFWJhvzkXG8fnmeM0kwbTnwlJnGmx9q7iMvPR1X4lgZr8f9BKGiOSs11cCFDFTYwGWEyB1XtftPxCzaynElvHc9CyPE3N8CSoKf7W2Mf48eKSOAzMJTMdMlOe0SCEIaF5Aa6DBPNrWRd3fI0pMgwjQ9M+GQc0DZAMqIRxNCG8JtClSvX2UEBqctE6Ayg4c1KL+bbhrEkMgqQLVC3SLBfLJyTq+dKcWUEwRqrMy7xXCpQAuVIzTNNMUIhjIrz39iSBrbzbAEWrOaw2qfp1NE5zgnVgkp0x6f4odWUC6r4nrnlSaw8lzloX3RPVjblnsyperc5umW7Avdr11jabzL2cn1ROz/F2JVfd1G09st+OXlj93H9bTQ0PqM9tJ0QbuNfJ6Lot17dZ1pc/QhFOrWtfAtSRDlKWI7b71b7Tzpg04HgW6K3qdrb9GlV+vhoPK6f+M61vrM7fptS1I2y7rhZdcGp+6Ue947bLA94bOPHzOCUcBIaIMyaBIVkiOqt2XYEHO/kWUK9NPNs71PqarPpaB5u+VXsvq/ew3OwWkrqYa6KHDTfGpMmly+p4LaT25JlftbvV44zZ6QQgqUI+HskvPuXf/9t/BeWGD7/2ISJHrq5vGHdP+fo3nnA5XvDxR39IPs4e+hu6RHtLdKdiY00aBnb7PWVuY0tpWBqIXoXVXVe64vVyrRb5svHZEQdmisngY+DG6pOMLVAHFC5G10TLSi2IWnRP84VBlFqLibh5nxQtxJg609LaW0tlLtUWoK5TRXDwgNWnsd+KmZtIYQFOwVy0GxiOGpEmlOemnqAKzqZIv16WTMfiQnyxmViE0lVxbVXSTEPtGW3skfV0uD4cqKomEFoqIRrgqG2OCJ6UiLKYDcXMW9FF+WIz59CigoS5VIpkY8VC7EAiOajpTrF1sJVCsOig6ov1Nnc252/xrMgG9N3PRC2Lc66VuRRj7lx7J2g08buqkE1R1rsCU66MFzsunj3n6eWeh5Z3GqCYI6wsPij5JI9ONmAy5xa1s3WQtfw6pYOTqk3jxGy8pYETtVcDKNb3ZLV65WQQkkWKuk0cjjIri/RyaKvp9lqtjNelSxHfUW6xLrZTq9gtRqaVZZLyaetHMCmtj7U2wSi6hPqt69XayMMwW53uC2O+da7GEqyvR74I4Fm1zckuW20vWbjctpsz+D1KpJ1zoVuWs6yuqwOaNmi1Jf2Zq7uz1v1Y919dP4riEtRv33YLYhZ4tsC0pWanNVwDAFgAQmObgphK5+COcw2gRLEzL2zQcubtNerqPCf9xH9vBh1pTgNtFlKvQD/OCiisDmXAeeVDEn21LIL5jPgVtue9AdoGUPo1iJMtLUz9jE/M+srcz0JLReeZP/i3/5qrN5/w3ofvcXE58vnLN1zu3+dr3/wm7z97xqurT/l8fkkpuUepOE3jPg5tIpWT58rOIypY9ms3H6hgoaBWq67l4ixQEylbwFugVgM7Utv9EJr3pkWR+NG0LOGnU3bQYIq2ARCXnq+1kksGFfMBnA4eRSS+mrd7W2plzoXj4Ujx3EFhCO5ToahU6mSmH1UzUcSaTCZT/J62KBgXBBSZLPInz0vfCBbN030KxXRfqoM4MCHB4CkNcutfiqkDN90WFtePdj+meeI4m+/jAlAScYQigZxncKE5VctaHJKZrZKrxDYzYsXCzLVY5FTJ2TVxCikMBCwkWnaBFCItA3sa9gTPzFyByaOVmpNzclOmpEQuOBjDwt1rtmsshSxQQnQ8FcxHq2JJJnNGyjJyFIH47AnPvvV1Pvzm13hoeacByjzNSKyLTP1Kwn4tX9/el1L8d9MyKaUwdd8Te81lYU9cNJHsfxswUcUiQUT6AAULUl6zItbnK4on8cIeyvWqK4XA7BPYuTDKe8sd89nppHJf+SLbnt0/nBDw/tko3p/C4mOqYIPRAkqctD9hlu68Ix5J0andMyBlc9ofAwCuj9EZhnvKyfy7ARD9sy7gYl3OgZX73p8eI6h22JGAIcAuCZdDZBw8l437TiwrQIzaV3/G/AKWK/UEdrIFaEsd7m4RS+RmQGMNp1YbeIK8SJKWb2eVzj5IBx7myNtUhMMi++3biqOWpv66RFusgKm/t8nflpiJwCg7ikR++Ecf8f0//GM0wMXwFX7267/Mt7/1Z6l64Ktf/1nKXHj18afoENFgk0fzJUEiReD1m8+5PtwgtVCPmVyzAyalJRiIa8aqFFeLDR2ISEo9uqXpatRaTblWlaErvSxjojjjJEFAElErsSoxWmZ4BXIuxFoYJHVmo1aT8ddSiVhiO8v4bA9qxn0B80ytLexfTFlV7HwhBsJOKTKjnjE+hMH9UiLBBVGkhQhjk6/WSsWYghQsCL5QXNIeF4XNnojWxv0yz5ZTJkTyGHuPappYRv+4P4vnUiqlciizhRxXKLWgHi0j2LXUlNxnREj7C8ZxdDbDrq+F+Zq0xuJsWqbJQp/F/KJKKVwfjpRcGFPiydPn7vSdSBdCGszUJiEQxZ7XEIQ4F+LgPjsxUkr16Bu7tsaKm2Nz6GrJ1EqdfMNSmQ6ZMlfSbmS83PP1n/kq3/ilb/ONb3+D977+5M5n9bS80wBl8puSc7kFUJq2SfvcAMg0N3+UukoIuET9ZM9SXFSZtTiDYtLTTefE1n1r9qOtnMKJ2aatJiNzXSayNe3bXrEDmrdPYMtKfBns7gIZa0fT0wlrkVJfDe8nDMtDJlRpK6jWLutV7OqaW33OOTbeZUo63X7xEfnipTMQy3KXhXzVE7PJarnbllEreqVFKt9XQlh8jjbmvhAedJ/vuIjuRAd0lcfezjZTdFq+hZGGNomsjyXYBHCWlVj3Lnt3WmPZ/N2aNwIWPryLwpiE3RC53LnkdVhIDQuuFPeJaACFZRGwqp9FrdR+4oUp7NxN/7fLvqOdimdVv811NODh+WVitGy7nQFRc1FY1G6lR/MEaYqx9IG7jQGI1Xl9HvwRV4unXYFac6gk7Bg8DwtSCTXz5tUnfFeVUic+//wFOR/Z7YPlcymFahG3BHGVmVI5Hq5I8WiNNGeyepJCj+SRBsQkui+M3bVabcEX23iWVoClXZuzwzEmNzD5/WqmH0e3IRjAEDBfh5b0ENBczLlWTDOmSHATkFo+mDTYRA7dfFIDaAoWzaT2PNd5ZkYtZ1CIhDGav58rw8YQkKroZBE7FqjjoceKqfGWTMuE3MKaq9QOjlBcr9/zEImPmTVDKARsogcXIiuNAQwuC18oGFsxhEDtomtiDEj1cS5asr/imlsxGjvUgLw5JpuJp0UUhRCIycH0OJLGkeFix3TMzNPMXGemKbMrlRAN/B+PRxQlxBkJwnw8GuCqxcLWfcxSMX8xe86q+9Fo1wnqOX88XPv45sZYlBBgv2d4b8/uyQX7Z5c8//B9Lt9/Rg2Bly+veWh5pwGKZee0TJ0559Vr5YNyp2ps8z9ZhSR33xPtmYqLurSYbgcawTJO+jcdkNwCJz45bCaBMyBgY/Z5AIvSOq2fvh9+Zdm5t6zn11PZtHb8B5fVhN+Os9TtPKBowOnsdytzyNl63J5Tf6TSJiBgUUjcrM59YJB20tvAaqlPW/IvkUjNF2g9OS7nZdnuC5Rzl92O04Hh+hqkgRV8srjtHHuutG3k1jd3b9+K+aDYYDwOgV0K7MfIOATLt+Orro2ir7BMdnQuy1Zujijb89T3cp+LDp7WzNiqTqefT+vbntcW/RGbNP1me1cSPXlWlxe9n2zOKyYp38FTq4huV6QqlUwB9pjzIQRRqEdurj+lzteUmpmmK1RnYlSmKVsmXyJxHBn2F9RSbWKaJ6jFZO4LZvJo7NQ8E4J41lo159E+XjmIydlAiIhPvqv76z4RNG0QT7pnUWZ+XdVviGr3x4ih5YphcaIN1UwlDqBrhRyWhYTlybMbqwE0ismZtMzOtaCFpf2l6X0sKLbmbODCHaIkBtBgaUuy+aA0EFKym/xFLVlie3arsUZNJl5qdebAzShqZjJVtXBqpPsDFYUWvhRqWfnVeHu3/hIECS0jtBoLFZPXwXxVTJsnUqufy4HCmAYkmXLw4pS9/BdobF5TnM2Ia85MxyN1tjYKwZVkve2iR0zVrpvT6u1sUbsPxSkrTBDw4tkznn3tK+ye7Bkvdoz7EVLgcHPg+uaKh5Z3G6CUTNZ6BqBs/VDuAyhNrKe4Bor5mTSQQgcqtbEMa1DinxcHuTYIufKfb3c6sJ8O8xunWp/YltVhe0gWOzGr377wZL0CP8ryALZv2sp72fz8wc86Bd/app1uO9WdAo+NrdxnU7va85P3XVP60kJy9vNdZQEgy/Hl1venZpXl+vusuMJkC2hgM8DLqv8oLKRMP/1q0j755nSLe8HN0vi2T5u89bav0xeBSKfE0RaY+F8RUhSGIbAbR/ZDZD8Iu4QxAz7ltLB6UUyNs/jEsjT+6UUtzwb3gLX2/uQQd32Wxp6kyBCaCaoxBu24PtDLmk1xNnUFzDsQWme+djPg4svihgCnimySmpm5IegO1REQIkfQG66vP+OqWJbiWq8IktGamaYDGkaG3cizDz7k6ZPnHK9vePPqFcfr15aYUCK4dLn5wCllmiHAEG1UG0IyFiWI0/rm06dzJuZCKsVMAymRBkueKGExWYuDiyDijrF+fT4BoqY7MraEduq+E3P2+x272Uxr5eo4swumXIoEz/cDqPmGFJ9gtdiKv8zWjgETqzNTkYmmldw0WQCSeWprNImHkn1iNh8mdXCXcyaHgEZdoq20eiZe754e2iQihBLBhc9qA2c+lhvTEUz7RUCmI9ruJcvipYFzc+jAzU54ZzN/lyFFdvsdKSW05g4oU0pcXlwyezqW+TgxzxmtSpTIOO4Zh52pyjqgqVqZJ+tDh5srY7MQdrs9Qxqsn4aWdsKAR1FzqBU1JizPR7Q6WKvw5OIZjAP7957yzT/zC/zCr/0ycTdQtPDi00948+JTjm+u+PSHH595cs+XdxqgHKcjNUT3M1kBlGkJNS6lMLufyRKCbPH1c64cculmnYowuX9TBdM7UV2pxsLi/AZEc/FrE1KKTvkGs832kFCnDttfwFYd2IBVG4cMRq+trtHAtK/EzzXC6YxxbpPVoH7XMU6/fyiLYxuv9QLaIK2u5O4t145XhbbaL1K2x1kOcfp2e96TOqxzz6z/lTuOkJo4hy/nauOlVVEt/SpaPg5bdUhfWbTpyC6p+cavJ8DmnXm7bFiDRiF3JKJ99bTeP6ogFeYC2b3oe39oK1SbKW1V69dlERPascrSD5rfzdIv1p4Sy3qf1bfbK2oTthkVbKJrOicXg3IxCBf7wOVOGJMHDfS9bZKRICRvgkYp1/a8nfS/hY20a2nPZGs2A7V0FklC7UynSOlA8oTf8GMHD38NyGDoo2omaCBKJKXoPgxtZapmpoqsQIyCZjuHGMip1G7ei7KIYQGWJcHvndYKISHxGWgBTNvjWDJSA+JRN7UWAheoQNEDl/sdB03Ey+d889f+Ev/j/9n/iuNx5qPvfof/+v/5f2Z69RGhTAzpiTmMxkgUsTQgc/Hs7HAjmeSqn6Fk0Op+J5GoENXBQwjUUQjDYMDHQ5Wb7TAFYS5TexrYX1wy5Yk6F+Ksto8Ly0UqkquZP4JJ13OxI44DT6aJUpwlcXVVYu2LwLTbEYbBE7e2yCFjU/I0exS4uEkre0qRCkVIl0/sHg8AkTgm2sKsMCFq8vGp5VMS9zGSAc/eiLgJxFd4MO5MaRYbP0IFDeYfVKMp2EowvZERYTgemI4GDKbjtXmQuzBeVBuf9ikSR0zR2DVFBIgIQ4ikcUcUY1eGYeCDb3yL129ec/XmNa9evLTvY+L58+f8mV/+FQ7HmXmu5Krs33vK8Xjk+s1rDlefMR0PJHFdHyqDmE7MfCzI5SXjkEgSCOq+N8W0ZJJEc9zd7UnDDsKer//8V/naz32FX/jVn2fYJ0qG6zeFF3/8ks9ffs6cJ65vHu6b+E4DlFIM1W4TBrpviavE5to0T3JnTman8bLndsgtgoe6BSQbBmPNGABIF6GyyWx5nUaztAG3M/C3KZQ7r3GDP24tqXXz9e0PDy8/4m593w3rsFpp0D7K6r0uV2WT54pR8QPd5wYqbZXNsq+ufHzsuKvj+Ym3YKatXFgmeV0mYtkc7QRE0frBrRvZr+d021bXu6/JJsq10+3Sj9xL6Nb5tuX2rws4OXu+e+pyinvXn7fk8dIHmwDbbhD2Y2A3JHbD4nciPhGoOo5y/4S2Euz0uN+Lc5xVczJf+pBHq7T7uWp/Uff9cfObqHQHbjtea+dwwozYJGovc2JdPrf74nUQB7d+PWCsQa10W70I7hu09LPGLNDYQ1/AqBSavdH8KAxwiirkguQZqZUwXPB0L3A4UMsrXn78+9TDr/ONr32Lb339P4fXH/Ef/vV/w6sXn1AOE+YGaqv55juCuKz5bFmRYzBJelj6Xqs31cJ81bMuB1GUYF3SJ+vqqqUGDgz0WRh0sPxMg+WSQStldoE2z21jZj83AcVgEulIV+7WukQ/SnDAqKDq4K14XvlgCz8EM5lgbDZq8HguherqxckdTsFAYmIkDoOZPebZwEFzlm6mLzXl8samIEKJwUBGayutfS5CYf/kOfsnTxl3e6abI4cQiYCWGc3HrmYrBBM+C5ZVOg5iTrJiUhqHmxuOMSMxEnc7iJFSLff0V776VdKQQJXPP/+MnGdiMv+ieT5SciXFxH4/kobE8eoN9XhAp4kEjDEwpsSYojmMqzCGaEkygxC0op7SQKCbmyRaJFMVSJd70pMLhicXDPsRAlxdX/PpJ695/eo18zxbv7+P+T0p7zRAqcVNMRt5e5evX5lu8src09iTUhuQWXxOdAVOqtMKa9c/W6SGpX09Vt4IkOAPRPNsx1QSFRdI0k1uhbvKrYnw/q25a6V+19bnztF+uMuk8pDj2kpV+ue7a7Wd/ptJaXHYXe37hapz/oyLs+uJT4szCPSV+Arc3HM8O9TqWmX7/fq7hVo+d9u3IK0D3xMw3H5vvhb3llNUsboimyTvB37bPU4Zk+XvAk7spPZcQAowDuYQuxsCw2DsQwomaW9S7HUZx1fX3gCJqiVua/4Zi+VvsdvX/oR5jaTzdKv76cfvrJRvurkWexekZUpmBUScdG+KojYbej/HvjcHieWe9bb3kF7suu0i6goE117ZBjxVq00CIr6tZ+Vt4ETVwEk2ZkfSyOVFYM5X3ExXfPKd/44f/tGf54OnA1//+T/Ln/vVX+X1py+oBd7kj9C59DsqMSxEG87ulmKA0VmioNpDttWdW41yMbGuGhQRD++t1fw3QrRrchYZd+pUCcToAAU1/xOt1DLjmQs9qsZ6ZwnB/TjczKva728D8sET6kUNLAZ4QdIyVlueHNNBaSBrVktxotWcc5sekbiJT1Q8+gaGwdIbpGQ5aKQWqlZqWcn9I1QiGuwdtS1SXAwPm/ifX17y5MlTPq+v0WmiRGMlUojECAQlSLS0CsF8SWIKDGkAIGtG1ZLUVsQin0Igu3Pvfr9nmi652V8zDIOJpvlzdbi+RomkXWI/JHNqvbkm31ybP5JWhjDYgmIcqc5yS4jsBlcZLragB7W6RfN7Cp6zQYMQ9jvCxZ6wG00bR+HqzQ0vPn3Jzc0NaLF2O/Fpuq+80wBlmic0BKZpZpqmDlTmeWaeFlCyNvcc5+wZik1oZq6FuerCVrKQ9uq2t+6VDx5a5YORt3ObSFoUj/iqruJaKi0p1R3gZOODwmrC9g52zlF0HaHx4xZZ/fug7c+yCetJVXsbNFPE2rTRSrvEP61yK1pIt29O4ZUqPeHwXce7r/6n5qftbyCbcPM2z7WOdU9f0dswo7EB61a2sNHNhXrR9WXeXf8zm/RJF0yQCbP1DwH2g3CxH7kcAxeDMKTELkWW8UgwGXXLCk5rg7VKK0tf6cna1gyXttYJDnC2N2ANaKrncEFO+uj6AjE2J2IAIWjBXAqjMTBNaUpLz7diEx4GXFbKscFDPNeHb5de23Hw/LSdfcXHFxNdsyiaybIE59kn1gq1IKVY1t+wQ8dECjMj19xcf8r3/8NH/D+uX/H7v/rr/Mqv/UW+8rVf5Gvf+hYpCj+sR169etWz84qwMAftHkugKkzZzGFRDZMhkYgxlEGh9gkdk5wHtLrqa6kWuebMRQGTmW/4LbqwnLdbPlTPpleQyccKEcI4mH+Gun+DiAuGibe1rdobSO4OuVLNFKO1AxTEQo1VlTzPdjOShe0ea0bUTBu7cbQw6mzhu8H9d1QsxFlVPZ9OQFIkpLCkOshKLXO7vcQhsZMWSgyxzIR5RuZM0EqZjsyHG6brA0Fht5Ksb2Zk9ee25MYkBp699x77y0uG3QgxUI5HSjCO6rvf/a5rgWWeP3/Ofhg783Tz+oqnz58TqeTjgdevPuP1p59wc32FTkcEGPY7Lncj77/3nJvDbEyTKhdDgGpJEmoUZBxIQ2IYR4bd3rRscJ2ZZ8agxP2eCsyHytWrK169/AyyiQt2L/kHlncaoMxzRiUsYcUOSObZJISL3zBjUdTy6igOSkwldq5Kdqe9ul6XibMhTVVPZAm9sw3QuAzfQWEJNrSw5OqJBkuzWbIaEKCNTlC3IGVjElgNeOuwYK/CFy7no3PefqD7onrWpjCtLaJipSLLisn4kyp32TJubXYbNCyOqtJXyVb0ForaRHGsFgK3wA+NQVmA5NpU2E5nK07/TZZjbYuH94ncsvLIyfs1TOnEQW+at9t+Tb9yQzr0952gUXUNldrByS4JF2Pi6S6xTzAmISUhBu06Is1ZE1WLyPCjnmqYKOYsKU3or3oWcUNdtv8JEGj3qCId0MTNSs3BpId7NDOhiK3cDYhkRCOhBgilA5SAARd79k2sqiX6s+8UkbgwLy1xIFBLdjZFPejFk7MFW/REFzYLAkGrRd9QEC1kMfnwmmc0z+TJoi2KvCYfX1DU1DqfDDu+9eHP8urFFf/97/4r/uDffYev/ezPcfnk0vRVRgOJTUkbhBBMByPF5Cqp4qxVdXBrnkVznpmrEmIlVhM/S6rEVEnoIgnfVFpXK+q5FBOSwyIeRSJRPDopKWGHh+6a4qxWY3kak11RzwdjJh1cGK0W8w9UrahUX/xZ346x9bOFHVVs1Z72F4jgrIg5BtdS8dAe4pC8DQLDfs+i0eOsUPR8S13JFcf6M6UKbgGx8Ns4UqtynDPH62s+y5Wb62uef/g18tMnrqwcActtY9EzMLu0v9aKSmSeJ0SENI689/777J9cElPkMB2Jh8nMfSHw6rPP2e12pDjw/vP34VnleDxSamUcB957+pRxHNGq/PF//JSbN6+YpyNlzhCkp4mZy0zXTldFp8mvG3bDAKMQR8v7M15cmCN2u+cxoHPm6rPX/OHrz5muJl69fEU9ToxD4maezLlWHp5M450GKDkXkNq1TNoDmD3JVFOLbSadUnUTRlxUHUh4R7aRbgEJIbiKntlUk7MnbWys0qJt2kLNVyXabO1rafzb0QfL5LWdADfvHzDp/jhF+ir7pOh6G25v0x7OXkWfFLUt2nVhTvQcBJLOINxZry9yHRuKfX0ZD4NHp3ogbzv9qTnH7iUnxzg9iE336zZbgMu6lrdRyAJi2s4OF9o9kKXdt/XkVr3uvKblqAsYuVV7uqy8YOzDEA2g7IfALolJ2gexxVKQjYaGrKrSVFQXxmp5QhRzDG5+BQ0r4v1VN7U6vQYxP5VN8SuyC+jtaY+80p2ka0WDTZodcLT29sy5OJOy9ktpjuJ2lrCcy4Flc9oMwVV0Q1i1zaptYySkSBkSQ04OSgJlFlSzhzpl0AN1VoIOiCQu9k84qnLMmavPXoIUnr33lH3aMdaB4/GakltCUiE29c9kf2kgsrlBeWtWj8Qx1W7QHKiiJBLm3xEInlsIMXl08Sy6iwaQAYBa7fiKQEyAOAh0BqIsofLG6rQ6RbzCdlzRLp+PA5vug9aeOWXRH/L2jzH5QtFMPykOFPKqL4JIJCS8z2nv6+3+NYbclDstOikV1z9RA8jRj1+jUmp0ZfJMLjNxiOwuLsxBfEjUmt1txeaxKqAx9Oif5IkZh2FEhpYLKDCmgTGZeixq4dKMI3ibD0NiHD3aqbqZp1RiDIxjYrcbaQ9VSq6IWwtXN9eI5xkKQSjzEdXUE2KSDMjFYTAfnsF1T4KgpZCvrnhzvGGarjleHZmOE3kqIAPqmZ3LF5jT3nmAokGYu8S9gZO5FAcpi6R9T/rnocSbMGLsoRHaCtkHVFeHbCqRljtkcZQrnuXzHMsBTdvHPPmXYdjKrcH/DIPyJw1O7BRvD+c9+3sbC3R1ze0hXx17OU6b0NcT+/a7ttmXxwy9pdzCAeuTP7ztl3O3aQaWyB65VbdzbMvCoNw+ryCsA36WSXN1Op85tbfrGg5/MVPg/Zsu9zRg0Tm7ZABllwI7z7cTo61mY2zp2JeMtuv+sfil+ISj5phqHhxGbav7BSxNtm4/6cdq9WumudsXov17W3+cgNLqIKQuDqzb2+G/q4GQoC4cpzZhabBQpVoDMSz80yIAZ8JbY1rk5PuCxxnbSGWoFkZMncjTkTIdmKcDMQbmeKDmG7RMJjXuEuxhGHkWR4ZcuJkz06uXXM1vOMaRwJ7j8WhsjzMdqpgviloSvZadOIzDcm+qUmZb3KEWSlqL8c21miOlBGfKmuJsim7qMrVT0zoRYmjaHS2QLxGGRPMeqkWoOUIxU1YDFhJCj4gxp1n6Yk9Ra/d+v/Ckh4vPn7T7KhhoqAVxlcUhDcZy1RZgkQy4pNjVjdvzFrGkig3Elmk2E2JVS3pJEx0MdoERP5YYIHYfRQ0wXuxJY2K82DEdjxyPR47TxLFm005xhkZDJLVoqhQpKHMxQDWExMUwMlUssgbtWjTH49EZIvNvORyOvHzxkv1+z+XlJU+fPSPEQLq55lrMETfERK6V169fc3H5hDRYIsjpeCDpSBwSYRgsg3UyEB2HQEhNdyXAlJk+f8WcZ15fveZwfVj8anaGLzUs6RMeUt5pgDLNM0nE/EzyIl+f5+pqsfb5WFpET2WqlanmDUhp60GRlVS9DyCDe3pbqBmElRlIq4sH+WDWh8gT9qSufjtX1v4b7fWQMN8/jfKgid/VITkHrrbzyJ9YaYDni7Zb5y6c+jExo04DnQUXa5C1ZbzWmLI50m33XYqutu1a0l6h243VWYugqxXuUj8flrf7djprqV8LL15f/Wl7rH9d459TgB0F9hEud4P5nYzCGJUYhRCl+2uF2PwzVnLw6gnaJNqxy7KSrbUSpRDCKtIlbMP27V573RRXwPT2D27qWV2feqVtNbwoy7abZJ+rA3b3E+lsaZsOzT3XzuVmhWY10+XmWx4fGIbB9Sdiz0Kb1r4L674UgpldYkTEzR6aIU8W7VEm8vGG6XhgfvOaw8tPuU5H3twcyHOm6iuG3VN2UUEz11cTWoWJzE3+jBgGdqOZAKoGDjlT3OlzvIBd3JtgWoyEmLrCch5amK4aUBRBxSaZXJT55khI2TIGh8SQB1IcGIaRxqKK3yNttkPMxGcLbzOda9xRJaOSSaW66FiEYBFHs+f1adG95pwZzV+kwRzRHpDQ+ogl97Okd7MCMRHTQIwGxEKI/T43EI2YeFoMTSVY0DlTpsn+zhlK7cyKRGNemrNzFfxeJ8aYqE36P0Q+f/3Kg7SUWgrT8cDxeGTOJtM3jAPDuCOlkeqaJe2ZORwO6JSpEdIukmSgajFnY5SazaQ2pBFUyHO1NC9z4ebmhqura169es2H3/waT8cd+yfP2F2+8fQFxXPaZb+OZpGYjNkKYmH4YXTJfQ8Wqb6PVvZz5ermwJQtT9QuJB+GzIfrYrenCFwfbg07d5Z3GqCUYj0+N3DS9E1KdhOPMheTr88OUGYtzpzg4MTK4lewyj3ROm+QLmTUzBWK0bxmG5eO4tfr1hUFsZTV6L8Z8Fcgpf1d5qEvD6ycU2e9JWjWVo53mJ7edvx+pDPV3oZu/2TKqelsASluH28D3lub/QwDtD4H0NiLU9NdPQmLvq+uSzjsXedq4MRqfgpUFsC7wI81AXNaizUwOeWTmtZJj9pJgTEJ4xAYU2CI2IAdQk8iJu7UGJqEvB9Jm8lE1Lz+3fYujqS06bh0YOJsSwMn7Roae+TftT6m68XE6mLWz7o9h7LgQ6UDwODPvriz5RK95IClrvpQjMYYpcSw35FGe43jntjDVZfVZvNH2jCnIZKG5KxMpZTJk2qOBC5gf0GeJ8rFU8rlc1589inzy0+Zr16T5xvzTzlW8qFQ5oAMBjpGn8LNq6SYU2sVZu88IUZSjOZDUCK7oIui7iCUEGndp/njmYCaOSobIDFH1HmeLeS3FqLL6aOuMeL6UHj/15Z1uDkMK6a6HRMiySd9Mx8kZ15qcIfj1odjIoQlAgyMEW8MY8vXU73/jSkxJPO/qRi4iBI9Ysb8cRSbXBtIEwdjEq0dghhIja6TAsVxdKUWtQdkGMBz3aDuJ1MrRYOHjqs7Flv0zpACaRCG3eAZi43NaSHoIQqjC6hFCabVpc4IhgBqwSDBgfDV9Q2H6UjJmRgT43jh+YDg1dV1jw4KaSQfDma+qxBDosyZMs+UUkkpNFSPhNifBdQSAqLF5z6zVEiopDESh5FdXfzB8OSKs1biw11Q3n2AYrSd9nwA1RVha9WzfifNaXXD3q4HCTxQWLYvCbKdHHQ1f+vyoa9QZTm2+uCmK/vHyVq3l9MogLbtl1H6FLWenGVBSssk55/PgJkf+dwnx7ImayvhLVhQ+NLO24751u/9Hnnt7KsT0HhX2Uq2n+7j7MyZ49x33O1xFsiw5ku22+PJC0+ubLPpmZ50BqHc117tFWTRPUkpkGKwcOKWRDOsAL/Y4BRaIjlv6VoNTnUwAg4+zHGxr4QdtFS33bQVeWNMgl/zEu1jTuu3BA9PAEpnK3E3ZAc3/TjirOoKVJglrp28dhwfJJGiAYz9bkfa7QnDSBp2tpqOy0q4teIWKDXGtkmdFwcPPhmKInUkTkdqGqnDyGXN3MwHcp3QeoPUieapKTKgoRKiwZtS7Cq77L6qCZvlmTzPzMNM8gy2OFDoUYnaVLSNcSC4Qkw1cDPu9+z3O2oxR9BaC2XGQandpEoghrQaZ4FSzZhX1XOReRi3IVsbI9SeyxSTqQ2rjftmNldLkOf9yYbexnbRx2UVX1yGxqZIFyNsppfgeh4S2nWbj407iFiwRMuMHLWrDQeBubb2DGhwTZwYzTFYlVzKouJbA7H5KLl5PYRo1YuJYTRtkSCBqGL70sypcVmkBAv11gBEIVQ604XAYZo947OZ9QTpgpQ5V6B4NGpcAX6b62ou7nNUCXGkaea0DNdgLGfV2U2R1RgXqjFUMZg5qK7Ge3x4KkpYAfu3lXcaoNRaqaKL5knLpVM96V81UZ3s2YmrKsVDipvfiTogMUc2D6FbD2QrB79WOrgIshkFe7ibl9VQREM0WxPEdmJr4OGciefLBAvbAy9/7jv6/cyHrypXdVbWE/72XI1eaSueL35dtzv4/aYdac/V2b3bPVqRHm8td7XDdpvb75vJ4ITEWd2AZacWCtpW90gbsO8uur6RPkAuQPxMA2hjBuzDXZe+xjHR2ZPkvhUpmjNfim5q8cmgMwaNkYzRTAHt+lwosar7HASLapCqFq3hkW9tnmjPI22BodonMLTdEwM7TeyNxq7Ics86MLDRftVwrLSKnPlyR9bYsxPjDId2ZVFTHg2MQ2Lc77i8vCTt9xAG1M02oWU7Jq7YLFm+D+YYaf4AAlRyTlAnFwhWKNlzvAhI5sn7z6lkxhR4rZnp6soUdEeBBDVOSFDGkChl8oSMSpDBzuEr4ePxiEpgVOFi3G+yXJtfVujt1pIkVmAG9hd7nr//Hs+ePqPmzKeqTAfP7SLBQrdjpYqQxHwiTDo+kKtlCLZwbYsUiRIgDZ7XxxaeQ4ykYSQEa7vj8WhMDWwy+DawKSufpgZXFKgiTGUmVyFm4WLcEUKkSmCuSpHMkEZjvMo6DDt0sTbV1J9VFVq8C+CsUHGNFzAAljM5Tz2Hz0xhHMYVS7IESsSUSMNo4dhBiEdTtV5y9fgz7QCFJNQixnwQbZFeMrkWjtPM5ZOn7HZ7aq0cro9IDKQ4EoZkIA81wTuiLaJ8DsrHo0WvNabLn2lx02StlZJNdE2KRV4JlaNkxouBkJK3S2UIBtypys1hombLbv3Q8k4DlHkqFIHjlJk8Q3Gp1cw6ah2nBCFXoYhQBAoW79/C2IAl6Z8YSm22SBNvqogGCwV2JUYc2NQy0Z25RJzusugeFF/9WHbLuaHbVm7do2U1lZL2VYKe7veActc8+yAmAfBl4q1j3LX/Wib97IHPsEInX+Mg/QQImgPidvV6vjTHqyBntpAFLpl65dak1UDDZpdGwXtqevtu0S2xz2GzbynmkR82bNsacAjND6NNsJbOfAmvRC1lgiBIhZyzIwJBiud48pVl1RUroEJ0Kr9Fjdn/Dj1WgMgc+powmYUVt+/WQOSkERvvQQRGgcukPBvhwlOciAiaPONqSuwSBD2ADBAjOe6YgzEJuwAyXTG4E2z1PCJmMvXnRxTIVGaqFsu8S7DIO19BN0i1eDu4JADWTsXboWWf7pmsnXoJYsYPdQfKiIln7YbEPgng/gYSiDowUEkyk4tSJRLSyHj5jGfvf4VhvCANo/k4yABxQONgidy831QPC3XaBRlNqtyywA6Mux2Iel9S3w4kWsROEkGiIGTKkLm4fEpAiSivwgv0+pp6c+QiV0Sv0DxQ5h2HN1eWUT1ELp6+x+7imYl9KWidKRNkgeOwb8sN0uCLtxqIyXwjLp88ZdZCrplYJiiZNy9ecHj5memIHI7oNDHNM0NKpLS3EF81UBAwVsgyKg9oCCCVNESGlJAYyFJhzhgZISZc5iBExdorSCDVwpG6GZNLVXIRX+EXgjYF2gBHYSqF3W5kvNyDKHM1XDykgWmeIdo4k68PhBg6OC6HI6GaWWcYBuaAKcjGwBMGSp1tYRwrec72PNdqUUt13jx8qpZAsFQ11iQNPiYYoElEggam+eDPtlKPBj7wBXMVgVoZEFIabbuQCRHSmIhFKUU5zIX97gIkex6eiOTJlHqr+a2U6cZ0d9RC+8POQrAlCDLukDggBGIxfxf1a0/jyJiMVQoKhGKie+XIvs7obHPysYmiSqRKhDKdHWHOlXcaoORqyiWmHqsr+frtawn7dUTcFlasZrxGO67KMtctkS6bCfteE8CKanxAueUX0RiVh+z7Bb6/VdeTFfmpr8R6ux+1Hptjad18Xjuc3j7vlrmyKWjtXHr2RH6eVVv6Kvr0+w3btWDU/kEkdPElA49LfbrQVaOUO8PUQAxu5minWWCjqpKGEQXK8WjsgDvkqaqlnRf7Lg4DFXMyayv+tvA/hX0bPZGTNpLWlrp4qDyELdkcQTABLxuXPUrHQdMqZBYXjyqlmraEJIoEnr7/IbvLZ6DK9WefOrWsNGGt4CnkxUZ1c0Kv3qYuhNqi4np4sraVnwMU8ZZwANg0VMBAXNdWaUtTb8uIQqjEUIiSCVjYa7/2EBGKgxw1YbWYiMPIOO4Zxr2FXXr4rHcOmuuakxAmcuc3UAPO3rZdtAu6tcgm7zF9/DIzREQcBKZhoI47ht2ecbe3bLy5ojrbuFez+eLNNxxzpUpE0o44Xpiuk0f1xBQISSDCcLEjJHPuLKUagxMDw27Hsw/eIw6DRWq8esHh5sbOWWZiCN3UrrUylxmZzDQ3JKGE2doPc3o2IG3gQSVQW76iGM1BsINsG9tbD1fseYwxsh9Gcql90RmDIFJ9lU/Ptouz6MNg2YDbczhEy3UjLkSHS1XozYE6mD/ReLmnDgOX4w7NhVeffU7cjyTvZ1VbChXT30rJmJGqHvLbGKGqrh4rnTGz5IsRRCw/Us7kmr3tCyE006XndbJBBnxsqu6TldRE8LQoZZpIaQCx30sp7C733pMqZbJM1SZovAC44GNWDBHxXESxMZYlW1LGALRUAqptSWCPU4E8zw4SLRlkrZ4YMQQkJUunEOMdI8/t8k4DlOLRIwsYsY68+J+4P0q3K5+f3BoYuFeAV0/edEp5hXFOd3E09EUYkM22stipH1p+4s6n93yGlSWjfb7HdHXr27c0Yx/nV5tuROT8XgiLyeBcfdfET5NHaezO9n4szpvrY4jgtD2LKafjIzcfeGJJmWeUxfZt5kqrY8RUKbXMRnP0a5QeudC+PAeuN13JX7ogpjvb8ByAMUAkfcINDlBCWASsGohzlEKtisQRFQMp7334NT786tepOfOd6zdMN+6D4qtcMx+I5+kxm36tgZqN5WyTX5vMuykGpT29/V50UFqXhmg31BrCP0NL+BmCmuRGEKRO1FyW5zxGJFTQiGpA4uBaEDvGcWereq9/u889kags4LoNNM3ktKyBzI7fIzKa8rS/1DVhxCf0ppcShkTMxm4Mu70JU+ZFE6pSKVqoOtt3Gjkej+yLR96IyaqnwRLnxd3A137mG1SBKWdev35DzpUhCTImdhd7Lp88pZRMmQ/keWaaS2d8cR8Im6ANpCjufFmNiVapqMaF9WoARcUBi7i5TzugVges7eFtprc0jug0u9qu+XFosEnZNFLsQWjP7zAmYortYTRn2lo9r5sBuqrAlM3UEyLDOBIvL/jw+XtM1wc++vhjng4t4sr0Q5pq+TzPDMPia2OM6IBKpYotqE3w034fQujpEKpWap5bPlVfywX/be36LitKVPp1WHoA8x1JIbgeC0Bhd7Gn1GzRQtUyF7dnQjwVgaqNWS2Tt5nogFpQKlUrIRmYsrRhi0aQKJalec5Lluhs3KxIREY3ZcZIyA+fo95pgDKXQgRXwGsgpZh5pzYVVzwzsWcp1j7W93LqNHc3KOjUS+8oTbV3LeveEkmpT2Ddlv7A8qOCjJ8UOFmigL7cutx/L062/QLn1BPW6NxxxFfi4mEdbeJZMz9rkTH7jg5OQmzHWPxNbCFnq+NcZmIaGC9GYFxyRaEMu9F1M6Kb+RaE0x23V2yB/dHOhhm4WNibc3BEpO/Sr7uZeeA2kMQMIWb6dufYIbromIfRphRdS6ulh98Txj2QiHHPz//iL/MLv/AL1DwxvfmM777+lFqgpYBP40BI0cSpwDPRzszHIzVPUG0gLDW7HLy1Wa1NwIxuJkOaSW2deTbeujY38BCxKI2UIiFW0KMNGtj9HOLITirIjiouTb6/IO0v2F1ekIbBNUZahJapYiQqohnZtKZHf7T+WjMGk7KbBxr7U/rkJG1QEfcF0IEw7Ei+jeZMyZNjN9OGqscJ0UIcK+PO/CxqVhMHwyJ1hiFZm+8Cuyc7PvjmN/jf/G//BhoiP/z0U/6r3/kdfvD9HzArHHXmex9/xHvvvcduHNjvLzheH6iphZpaaDUoOqZuQjeTlmLRLgZE7Fqia6c4y4axXAMu+BYWgFdXLBMRj56BuWSKGrMVk2eHR6BCEWVw01GMiRBHDodrhhC5uNxxuLrms09fmAR+Vd578owYrC8/e/qEr3zzG1xPBz5/+ZJf/uVf5ptf+wavPvuMq6sriioffPVDnjy55Ppw4DAdCSnw/OKZJcWr5sPx7Mkzrt68IcbIOIzkyYBvi0AlZ2hSFrX2TMlF1UKs/TvUTV2duRU3ow5ESVy/fA1UhhgY9yO5FhPQS4nhycixThTJlJAJaaAbvGshavL8RO7g64krKdWjgKL5+owjgy+ORAVyJefZTDyIYSmvm1YDmZZXKBHGkRoDFfWcPg8r7zRAqaUp0zXyqqn52QDtybrdztrC2u4vpxPi4pRow9p6DlynFGiroT6pribBKLfFaWS1H2yZE/Psto7Y1BBvO9eervbPswFftp7KQ8KE7zd9ffHi/lub88PdIKMXXRbL99uFVuc6YUjCKk9MZ2B85u9OrL0+TRsBYv+uB6WyFpiap4lSKxf7PSGIafPUAloYx12nid+8eUPPIIqFGFYxityiNZa+4D10YZHUa+CMRAuhXQOR1o568l5Ofm/9uZl3UjDH0BClJwMUd5q1vDJAVfJcGS93vPfBV6kl8wf//t9x9eolH3/3D9F8MFE3z+0x7kZSXFa41TUW8jCS5wmKhciWMhNmk+cOAbSsgInitLL5IBQ1GXsbOH1ScPbE7mzs98w0SlzMTMx0LK0hqwGiJpOediPDbiSNo0mbL1QIIq4FE2xStonA+49gobc1IiF62HZAtNgYVsrKBL2oMdeiPTJKgvm+1FoJeSakTBxHhnFP2ZvcQjrckLPlU4kUdvuBooEwi4meFShZmU2u1xZxXHHz/e/wb/7tf8d/9mt/nl/6lV/if/38Kb/zf/+vePnDT5kPE0kCV69fcZBABKZpMqYsJGJwMx3mqCyd6bCFXExmDpSgVLF2MpwmPYRXweqJZRwOwTQ3COK5GT2fkDNkSesm+ZwRIi4s5+aL4Pd6mo5cXu4Z3Yel1sL14cB8PJJC4Bu//Ctc39xwfXPNi3JgnG44Xt1w9fJz/vjf/D6fPf0+c8lcXOx5/rUP+TN//s/xc7/4bVJS5quJl5+85Lvf/R7f/e53zfnXVW8vLi9734zJFFdLyZ4nLjMOxUw9QzKwVorlK1o5ikcRxmHw50LJubAbLnjy5AlPnz7l8tt/hv/w73+fq6vPKTdHnjx50p/xULFIKTCNngtzWlVVNBdKPfa+2UKiO0OpheLaOGqo3y7FE0zGaCkIQnSzo1j/kmDskpmLbJuiSlbl6JpHDynvNEApalRVsz8a0FzUCrXplCxj15dY1sP6auIGmk3cKHF3aPoiQMEPvQY8dwONLWh6kJll4+uyXMYXARS3gMLJrl86OOmUPb0t9S3nWRZddpC7ZfdX13O2/Zb2V23mgLC5LwZKne5sK73l6Ms527XUiuZMnmdiNA0Qo3+DK0K22dY6du8LeGI5qa6K2pBbY1TW13j7Sre99vSbxr2ca0cPicST63WhrYU5ajR6tHGs1yfFyMVu5Hj9mlefveD15y84XH3OLlTSMJDGgWE3MPpkH90mr9Uk1lNKlHmg5kwtMyWbM2XMkTJHE5PydqpFTY1U1dMXGGirbt7tC4gQSM78NM2jcTCzjXiSOClGr7dra7onXXjNtU26v1jvQ9UnZUU8yaBhxSZ7DwSfoFnJ5VNRlW3Ld2DezB+ABEQGQpipMTnb4DozKZFG802JKbuJ2xM3jha+Whi875pzuU32ZpLT6ch//3v/lvc+/IDnH3zAt37mZ3jy5JLXLz8ju6x8zsXzNYlLPdCVcs2qoT00XFoHaeBK6NfdYHt7rppuTQ/ecnChEi3MV2wRoK7gatuYKcP2tz5gsvYBGDqz3QT4YsufJK6nImKy8iGSBdPjCYFjzVwfDtR5JqowH468ypmiSgiRZ++9x7jfUVU53BwI7g9i0vLmVN2coUOQlkmBMCZSKUhJIDO1MSmYA32MbXHdbLruWOwmLVVtPsG0vEDDbuRnfuFbHMuRTz/5IZ9/+kMHGW5+VYugCogvbhLqyR01qPk1VeuPFtXqYpWihGYqo1DmmZyimS5jEzxquYkGSlDXxmkjRqD4fa9iUL36UPXQ8m4DlGoe/4W6kaxv9rollJj1EHDvMber5NuMgeh6jcoyB+j2qxACQS2BeNDlgdX15Lo6ft+3gRsR93Rf2IgfhQ05t9+p8+ufhGXobWHR9zExa7B36+e3tUGbI84Akc3QvznwGaDpk6u0CIHV9yZdHvv2a3BjTrxLCPXC2YW+v0Vz2Apkur7u+Z6ieAr4NnjgwlVec/P/cOVNEcvwuro4VevfbfJpZiobnJfrFRGzt/u139dO689NYdVYFOmJSdfgBBrDYgORRmFIwhiENy9/wCcffY/r158h84Hx0nQfht3OGAlnjprSamvfWkzNtMwTZT5Sa2WcB0qemfNMno/WXqWQ59xb3Wzw1SXW7b4Ep8mDR2OYUudAiKNF06Rkq0S1LLTUYqY8ab5GLj3uCexiE11TwOOKQlCfBLvaRp+c24RlyqLLUN5AfvOREhrKg2aTtHBPm5SFgMbkqrVpC1A8M24eJrRGao2MQ0Qwk1yuY2cVUNNwCWEghoEA/Le/+7u89/4HPH3+Ht/+9i+ShD6GUTI1177oa4CvmSQtamrlmNyeqw7aHZCpASe0Beq6KFvryKp+sdpBuQbT8q1Veq6kdboCtdwiHTxalFwhZzP3pxCtnyRjN4oqw34kDMaivbq5ssqOET3OXF9dMSBcXlyQCEx5Zq4WEv/+++8x3Rz44//4h7z8wQ/Y7/fcXN/w8uVn1FLYjckcVdsYYZMCMV0QVUm1MORCno/2PIbgLIXdJ3QGLR5N6gxln4OwFADqASKqfO3nvsbF82d89L3v8W/+1ZGrV68YmnmFxC5EmyelUsNA0Yxq9kVOgGAqyaIOIn2silRwnbGsao77OhBFiGKO2nEYSGlkqkequLq6R+fZ9Ve6a5hggPCB5Z0GKHOxyIZcdfEv8bw31VUom6e4lQYLzk9ODynLamer9NpXuMHwZ6hmAmgA5SEA41wkz5ol+LLNNX9S5U9Ms+Ut5fTOttIdwgw+/EjAqU3CKS2r5xZNUn0Siy1qBzZ+R6dgB2CM0SIdXHkzJrMXn/aBIUYzWdRi7EUQsz8LPaOv4ithzxN12qWbSar9XQ6/nUTO7Nrb1OdGy14sZtYJK/q+iWyFECx8sWZIVs/p5opPPvojqmYSygeXkUEu0VrY7RK7yx1x2DF4TpDQs836ilwrZbaswJb91inyMpOnyfJwzRPzPHG4PnK4uUE1g5iz3iLVrg5OjPkYBg8BjiOEXY/CMRNPpGq21Xoxs1Ktbr8PzUnY/W9ENqyA/c2gvsIM0XOWuIz8sET61GrZkmmLER/cacBHGj5Rm6+D+fkQlKgDWhKaI1maiS0yDAMXuwEtnjwuK0EDcRepGik6uIaIOWs3YTnVyvHz14QnF/zef/Mv+Og736OGyEff/YiocLnb8/rNG9s+JoTYwXpw219aOQlrWeuRuF+FhZ7Y9autzFWrTYzJo6V8rGyOwhozItoBW8nVjl0KOh9JTQCw+YnZoIkEsZx+mEnkMN3w5MkloOQ58/7777tQ3cR0OPKzP/NNYoxMxyPf+49/xPz6it2zZ7z39a9wzBORyhgTTy4vma4P/OCPvsuLT1/w8ecvuLjYG2B1vZ+UEhRzP8i1eCh55M00IVSCQvRVRM4WUj7N5iBrjqyZ/TAwDKGbkufZHI5VgBiY60y+fsMhz/x//vl/y3/xP/pl/uyvfZv3vvKM3/2v/xk3b0whNu329gxUe4UxQV9YeeScm2REa18gBBF2u5Hi5lWpSkoD4/6C4WJHvNghlm2SCcjYIGmJSz0tgRPBBvJPR5u3l3caoFRXRawewmU+J0t2YhNka4O4nkQw+KDdPq2YiluTk53s9mreDycnX3WgopXqK6lbAMVXsOdMMqLb+pyWtjpvE5+utr+t2Hp7Qv7Sgc6ZPncva/MFy8Z8dtfpe5ssk/Z2G1mxGefqszLV3Go/+22dlRdYtDtWUTyqaxDQTD6Nnt2yGu2YiPVPCyu0hHLiiCjPs9W7aYPQGJRAEOMKGlQ2nUD3epFWl1Ub9Xd6x6f72BMHKM6eNBNPdBbFlEed4UmRJJGKZWyNURAKNR/sWoIg48DFkyeMuwvSOHqGVAMnMRqTEVwcC5Qci7EZ1UJ3ay2MtVD3JvSmnndrOkwcDgfm4zXz8Q0lW/RKdfPEcj8akwFIRcmuF2btHjyPkPqA25gzc1C2OnTzjGpXs0VAQiE62CB4LqJoyfha9In1ldYPLZKCECx9hogDlGChyN6XgjsgW3+sFhGxMlPZNZm/QkomX5+irchrySgVxJiHPM/UPKEtauQ4UUvm+OY1u/Kclx//kOPNRCFyuDkwDiMlmGmtBqVgfhISklsh1c1qsY9/goNVraAe1eVjdghifhAEb/dMqC0KKi6J/uxBQ2rAtVDNBFQF6mJKb/8BZhrEEsFO2RgUi/h0094wMA4Dx+trrq/eGFAeRuara7Iq8zSTJPDBV75KTInD8cAsyiHPSMhIEMaLSD5OJIT/5f/8f8HhcODFixd8/P2PEDHTFyLEYeBXfuVXGYaBosonn11z8+aKfDhQjgfrA7H5KJoOCUkINVp/L67y6n2+mXVFAmGIprkzRF5+9kP+6LuXfO2rH/DVb33Ar/36f85H3/0hn798xfGYiUNENNhxQ0CkLM+6NNNc85thxdiZM67EREQY9ztjPMc9MgxUFbNerMLArTSNqDYwLvIAeZp5aHnHAUqzXzq52phB/87B2+a1Lc0m+vbJU9pBpd2E1aSpq21gY6ZZH/8cE7Jdsa+iR1jAxX3sy6mp6O0+J18+s9E9wk/Zn3vq9NDyVjZmDRBbY5zW7R6wt65vm5z6nmcA4PoerjPxtvu3/LbtdW2bBlLW+9mKw1cZ1SaYpmC8htM2ceIp66Q7uxor5CGorS69LVb3gZNn4Aw6uQVQVn27hRc3x8au8SGrvt5zdqT+DNhCoBIoHnobTYJ9v2cYHJw0005TXfVVqCnHApLREmk+Bkvb24SLmhP8vM+MxyPTzch0Hch5Yp5zT4RWa3PQ0w5SbEC25YxZ0d3B0tu2OXRaygsHKw0YunOBoEsbtHYJULtGTOtfd/Q9VqCkHUQM0DRmpgMU9aiksACfxjb187vjcov6qrX0a0Sq5S/TRBVTVi1EypzJ11eUGIjDjlohjBcWdYJwDEfG3UCuhSqVoQZjiRogbgu+FUCpUglVen6e6mA7ID0XjypoyEiIaDUTTktA2pSDgzZfQp853d4VJSFtNer3oK0NDBz5TxIc9FqWXwFj3w5HO5cK1y8/6+qpISWGnUXXHW6OPP3wfZgjuRZujkeejnuyLyh+7md/js8/+5z5OPNp/KSbl1SVYRz4+W//HMNuJOfC/vlrPvnoE958BlfzDer5kQJNAiE6qSHovIgXdgCB9MVYGgZ2+z27iz11MHG/opWLZzu+9e1vme7IbuR7f/yxifu5DlBvn81AsMxB3fgrNsdGcWXbEG0RkZKtTCQ4e2uCiOJ0n0kELOfp44ib4DQ/PBnPOw1QbFBfReootFHXnGXt/RIMuh0dGhhYPi9PeDevrM7lXJVt4h2lzQVgq8iGI9uxGqrfzAW6rOU3NfKNNoDkAZP7Us+HAYG+0jgD2W4d+EFfSv+lt9cpsFBdbbf1iTiHLBrj0Tq9fXm6zVu0a3yb9V4L0Lhn+z7htlDi7b6Nfi5lYU/Wwm0dpzXfgd43F1Nf17k4YXxUlQSrVcztKww+Pq+vrd8VQz/tT/9FRGxuOgN0bwGX9v0anNAASugDVnM2bG3V8u5UhKxCGkfmuSBSiaGa5kM0VmV3eQHJZLcHN28FByjSs/8O3WSk6sCot1Njr4o7EVo7xR3EcTITx5O96XRMR3Kemd2HxUw+td+PhigEQYISQiVGe5KLP/MEawMxXbPtYEzpLEoQPFS6eRG3cOI2YCu5lu7A2+6NjTeNbncU2EPbAyGsGdwGQJd+apuL999KT9/hGiccFqdLtDDPB44zTDWhcuQwKyUXwjxxrJUQB8Zxz1fe+wo3NwfmOfPq+Ipn7z2jSjV9kHTRTTzSIpmkmacsNDVqNA0QN5GpOkjxa6vVgh3MeOgKy80x3NW8vdlWk6r1uxiEXQxM09EAWK7OxA3WR9WiVIKbmsYUGXd7cp64uXpDUOVyt6Mcjly/eMn3P3vFs8snXDx9SvjwOZ989oJynIkIf/HX/wsmKi9fv+Lf/+EfcH04MFHJKH/8R9/l+voNN9fXXFxckFLi6nCNAk+ePOGDr77H7mIHAt/49lf4H2Lgo5q5+vxT8nwAVw22Sx0MzAJZlFxmpLbni96PlMr+YseHH37Ih1/9Ct/41odcPL1g2A0QhKcfXvJLz3+BD77+FX7w8jPm4+y3R9FsY1cpuk1yq8sDr97YhzkzhsAQTVhOCT2FDCVASAaUBZP2r6aOXbIzZe5yC9Uik2pF/lMBKCZsFygUy1GBdp2T7iirkEujVfo/tKgEc05seTlYVrO0SdLWSuvVdXP4agOGsGU4FBvcI+IOd5FEsHxA7i/jO/b9W8orW3A6hRfEHYGbjsBSdLXvcqC2QnsL8OD2xM2tz+HO48jJ91V9tXdryxWdhYCow8VWXfvuNvDYXNU5YsRXnesqbiFPB0cKLaj2izM5sjELdlCx2cKjbrKeTKDQhQGgR4Coe+d3jQgRSl7MQKhR+lIqpWSk1hXwxmTgQ5u0ClKt/UWlSZW5idPatiqImBti69s4eAyOgpw4PwtvBZPQD1IJogwJYlIkOGXOnhBGYmrAYjXhB9hFdYAjDN2JM5FCZD+YI2Hor2RJxoaRcRx7Q2qtxGjCX0WLRzopUbDVtjpgC8FCWdMFJSnlWC0z7jgwuu9DKZmS526Tb3oaqkouuMPsQBx25iM0HZjnI7UcTKgNhemA7PbEuCcOlZCUggnumektIpKQMBBSuw7LMWQ+aqHnkEESZscxMEEPa5fu8NwYmOggxUKEKwmTp6+ysHXN3NYnPFXmbKJsDSgLgd2wB63orFxP15SiVJ+44nzgeP2Gm9c7pmfPMKNWYc4zV6+vGPc74hA5BvPPSTEQm3nM8yppc9rFxiRZicNKbZRHYykryGSVqwWJT7peUFVT+ZU89wVp8XYpQHVxtGaKSHHnC1Mb1/dDZGKmlkyolXo4EGpl50knJQ3UJ5HxYm+swG7PPHpKgxiIuwFR5V/9y3/Zc7xpnXmlFUaQFPmX//pf8Ob1a2IMXFzukWrOJ3EcKddXvPjoEy6ePiEOA3kuvPjoY169+JR8PBKCiRHagx9I4+AAICM1W+I+7HlP+731C4XjceLq6ophHEm7gfn7mW988xs800gKcDzA1esDrz+75v2L57y4+YySi80180TSYjozMTEVCxVXhVibCVfMOVpAayYDea5c7gfGFMxnLoiBS59X+0JdQELLWJ0t+qtUA6hVu9bPQ8o7DVDavLcx5wi0NltodmjrxLsmum6W2Ux0K2DS0UhHBh3qNHp9E33S3y3naTbtzYwrcrLPrQpu6qK+Km/ftUOt+YmHFkG2J9XT1XSjl8/tu9mt/12uQ29tLR0WLqGba9AgnOKVbfut//b6dUSwvZZm5hD5Au2xXpGuAI7hg7VzaavHurVWN3Xd7VblFmO1QmDdLNMPsNpEQLt3/Qo6i4UNrvuabNgTTm/opjbrH5cm97tXdXMvheV+NRzcn5tmjvCXybGH7pNiJhFzKk0+uG1DdS1FvDS/k7CANajuh+EUtZpvSENbrYd2h1JvZ5vYIxoXfQdjR8TDUC1jaxAzIdRq9v+YRkIcScOeFlJOAJmLQQa145s5rjSHCK9FG3gizex2+lCLN+RiemwPQkBWbAs+Lm0dkRcuOKia74375bT70m7Uuh+btotFh7W+0H8Hr7dH3gg0x28TxJuZK0xzYZpnUhqppVJCpUTL1Eu2frQkgvR7U/26WMa+Rhp2Zlma2KXS1HRNr0a7bo/WTKt6xdnxYIC8ifWBmFaMHGk+MLFlKEYIEkn9+Wmg2cJwoyQ0BOKQSONISJGaJzPViDF4V4cDqkqIgf1+T9rvIEAumcObI0+ePyNFYxpef/aSMSQohZtXr/mD3/t9xosL4pCoCC8++YTDzU2XyCjZBEZDjMRheXAlRCrNdyMTciGkNocINzcHCJ8z5Ux6dcHhkLm8uGC/G7i5OnJ9feDm+oarN68p88GYjVqhTN1vpKiu5AosKtb6t7iGUHb8sZgLbZyu5h/THKFbz2z+oFXdrNeiGqsvnN7K22/KOw1QYDv2dj/6dTbLNUhZPRiwHlyXh2U96J5zYN3s1867xQxsz3Ky7+r9aX3W257zObn9vS7nX/92gjv+VMoGjywNsp7IoDX1tn2Xtjy5N3Bmm9X7Ewz0kGu+1w/l3LYrsLtg1C0Y3SKSdb+451GU/s+ta7y92wLEgjbGQ/skt4FsHZixaR85/aLVu4ONBYq2/tyurQG0Fr2yeT76RGc8IK6SKm4KklB79FGMBk5aJFTLcJycVaHpeZwuGkIbFE1622T+1ZmTZgIz8GsrQWOpYohUWVgSaUxDSuYXUV34ziOuJETTD3EZ+2a+McfSgqrrilR6TqDgIEU8TBO0+zSY7k5dwKxPBN2UY5WiMU6LWce+a3oe3dcHG/jbQiIXkzXHdTeW8yz3JgQxhdXJRMPWYfEd1LB0DYnNvGR/a60cjyZnPxcDMaUWQg1uJigr4AynCTTbiiOKbMQBg/svNEBTwZxmpVDLZIkvxUCplkJpYnvONIgz27WYMJ0C4jl5mk+OacLsAM8rI5ijtFNJTaskxAguvmeKwMLNdDRBvWDCaHOZXfV2YH/5hHE/kIuZ6saLPV//6ldJITBPR159+qndxlw5vnrDf/x3/4OzgwnGkTJnMwkSKMUYhVIKMUHd0UN/JYkLqZnZRHIheZ4cJHCcZ+bXb7i6PiDDntevbtiNIzFEDtevTQyyFDMPqvdZT6WhrBb23uekBkzt16NfXQfF0nAkM9GK+V9RKzVXFxb046XgmN3qa+Bl1b3Wff2B5Z0GKM3fYzNlt8ZaAZQTV0N711YXLLkHmj7C6eR5CmJOi7Qla7ChU2oLG+TWJLGeQB6CJNfnvwVE4GEH+RMut+HFudL5pr4ShzVw24LDzW/3gIqH1nB9zrNbnNzvtb9JAye6vo72O6v+1VfXtyeCW2DFJ6jzGGbFoMgCQgFa1lOzS5/om9BCqs2Q1NRsVzFGnHYYOaVYfPJbPzECpATDADG51H0QC6kM0cJnQzQ58Q07Iu6vYtvvdiNpGElpcAVWByotLDMlxOXPexgzLrONMQbVc6uommgVsfU7m/BKhVDaqKBuNZjRKgiVGIJFeWi0sGEsCtCAg2BmsYzOR3e8t4yz47gDBlt1VtdFKYWaMzHO/kCbE6/GgEm61+4jZX0q0OT2N/0gmvImrpvRHKRDhORMlOAqs+5oKChaMuqy9eJUj0gkiLUr7g9lkWLrBITJAaOdMpXAXMxMYhmLn/H8/fd5/4MPuHjylDfHz8nVcri0vqzOHOWcrXPWairFIXp2+IpKtX4RIkMMRNXuK2hidRZ2byq2ULVAVpQDVVIXOtvAfxHXCTL2IRV3oPVFT2vvPgeU6mlrKrnOzsp0GqmHlVeE45SZsjFpScyhVqJltx4ulwVWVXjz2RU3hxvmPHPx/Dm/8T/9n/DBe+8xX9/wf335GcdXb6hzRhSmmzdUlBKg7EZ2w2gRViGSJ8/9EyJx2CGrp7ZIhWEw0BeShfGqsUGyiwzB/H4UIU/w4vCaEGBIkSSKlhkLt1dShKAmlTZhYe7iPlIRc7wW948QB3FSPWowJFJM7IaBwRWstVbKXJhL7gymyM4VZv3ldNnalwgg5f9Eoniagyz+t7IFJk669tJW74CHC96eBBtAWb+/i0nZvA8skPS0Hnp70ur73gEwbp3jzKa3YZd924DMj1rOrbXXvy6rJZ+kbfnTV4i32ROlg4SwtPepeefs2c619R21YsGRqwu5/2p6Xc4cf+ueunAKsDAqqy7lVKj239fb3l1/XdoNW7yi2xo3k5iy+Ba0oMu2Cu9hy2L2fxOyku68WXGTkNpU3v4q5oHfIaKs6tvaQVx8LdorxpbJOPpqNZoAmjhI8ZDXGN2WHQ2gDEO0pHQpEkdLdifRw3BT7CHXOHOQ3LRhTpPVGJQoLtMtbhLoLW8r8mDMSQeKxbLYtrFB1C4oNNUzIIhNoMZ6uDJ1yT7R4sAr0cTatFayz7RaTN02xLD0BXVNGE47Y/d8M9NBiD16iZjQsGi/NDE8cWl3SyRoPh9aMpqPrpjr90npmdstC/ZoUTEsvlPtmQshUENk8BMVwXxlJDLuLnny/DmXT54y7HYOWgYUIdXaUzB4R7GHv7GMIfutsPvYIpBMUE27466yLAbVWbJaqt9DhTqjoVCLmw3BgYR9zrW4qnClTH5tsWXzNZOdirE7JWd7SrSS85EUTU03hgijtbu4lk31qJ9QDWgVjzJCKzTA57LlOme0VPMBq5V/+S/+JWNMlOnIzc0NMQSGNFDm2fr8biCOA8dg+kelVubJfDHSuLM6pIGCZ0HGIqtCioQEY+sUONCNlq+o9a2L3QVaTC8mxcCQhJojJU9MN1fMUwszF9LuYhmPGpNXBaTaAqE4wxQquzjac54SMbk51J1rm35L7/ha2iTsI8siShhS7GNaHIcz4+D58k4DlKbTWGlS1h6KtrKJnU5Np6aWsy/b8M7JUU8++wY+kNgZtxmU16BpQZZtILuvtDq1FcLb2JPl0PdNim8r9zEN9vspKFrmb+2/y8l+S9ueAEO9fcZzLrdvq+X2fH7ce3xQzvaFdgl+HXfBNdu++Wk0hHIbnNw6l2wdGKFBA+ut9m7x+dBWDXAplMU3pAGkxfzkIFC1m0E6frbFlw9KupFfDyeAaG2ytOgd7SAlNLn27hsR/dWiN0IPqQ0hnAAaD4n1nDdN6MxAzpIJ2TBEYw7bhatPeFZ/Ay3OoqyY0oqZDwhQ3dlPe3Rmu0/L87TcaftcVQhqY0vwVWZnP9qIEi1NQV1N0l3Z1I8VZLmr7WlYgxPz1fGopWRqsAZQGtunDk48Uqya1otWA0Q6T7RkggKeFsDP5sxWU2ZdwEmb4zxMPZpezS5E4gCExLi75OLi0lRha2E6WgLClCJRbSK3SU1dVyZ0bjRUC3y32xa6Zk8z2UURqtepAxRvo+ZzZOaF0nPtqFZUxH2Q/D65po02RgmgtHDijFRZ/CrcVNXqq65I2yPxGugIsjFH1KqWQdtTTlSKPxf2vAQxUG4MXeEHH/8AccA6zTNJzdldRYnjYOadFL2P2YKheB6hmMwkatottXXRZazw65AOUJyVWIUMj2YKoIXc15ytfUpxJVjtC8TNvKZtlmyh9drHiKBCjJ7IMAY0iOe4srarbVFqA5s7NusynveYfNnOp+FtsZdLeacBiirWiVg6nDWe2dBOE/S1YoPuMog2piSEsJmstudaaMFlUtiuqDtroyZOVNB+M/vv7YFqSIKTiVbsITwFGGt7/72+DT9GkX5t53/zit/+LWy3WcBJu4YlX8n6Ytvcc46hug+g3D7PcsQvgsdubbomMxwMWFlEh9pA3+ss0JVx6tvBydK3ln6wAKNKkGSOl8EAkGl++PbiTErtV2uT4wrhCQ7uhM6wiDYnRRs1q1qemNrrt0QVqS5GH6GNLdJBSvA6BSy6R2jRKMEjd6SDlBhjZ11SFFNTTTbYxRbRk2KPCLA+7pM3bHJ2tJghEfEUEAYMQlUXJ/WVdDVfEMV0Q0IUQmnAx9rARC0dNHRQ2eYz+94G/9gnhYoxOY2haaQh7h8TcfAWnHmlObxa/2l3hra1uES9K+eaXH3yMV0RPLtsdcakzNR5oubZJP+no+nl+BGrAxTBnIMluLlMBAMNdm8cldo1IpAil+kClYTEgZR27C4uKMDh5gZuZuIwMjSWrO+t1DwRYsLjFZHisYjuiJxCi/awkF+JQnQThoWsLs9ccKfXqp69W62/qz9X7RoJBS3qZoi1QGJFcwOq3nGbs3YyafYUQjfngym2VhFv9+jhstb3plzMrulNNs3maxFE2KdEGqL3x8CcM6+vb3wAKJQ8MxULf08pkS5GskDW7DCgUkWpzRk82hyWy0RWFt+sKExztsusgaHpAomzjqH1XyVwYEgJVWU6HLi+ul7AR8VHhWACiu7PQwP3tRgwaWBbGq4QZEz27PR5tnQgor74k6YlVJr/CojG1SpqJdlxe9C+t7zTAKViCHABBbiT3HlzShsi1uDE/naQdzKJ3C63/Ara3w1AWv+tWzblLeaGdX3b+WR1k29t9/DmengRVjoNXwwMrYHJ7e/pM98qCW8vbfX54KtazfPNPHH+99WGp/V5y3cL6FmtbNeA48QY044ioisMuuh0tP3gtobK8lt7tvvyZDHh4MxIUKTQmSKDU9r1MGrRfpyI2fhD21YEDdA8NczcY0BogWQLQBlSIMVKFMsU0hxem+9IA/ltYB2iZToeU2QcjEFJURjGLXuSnDa2y3cGSfBJZcnHQ4iksDMHv2K5W1pWZpzNEcyhswCoD7geGh2T2grbg2BitNVyrcbA1OLOpwI4DW6o2yMPxLgR292dSKUSot27FAIpWTZXgmdixs1J2swYwVs1QfAQ5OhOPWEwpsYxjeDAJB/I0wHyDNkAitYKeSZqYYi2gu+PqhgwM3l1tXBV1T7GtYR1pRamXKgMECK7XSKNl2YSUuViHMhVycWUWMVNbLVMVNTuuQii1Rx5xVqnzgWpAxITmgAGa/DWz2mD7MJut7ikNnm1UPn1s1dr4Tgd+vMUSYiYCbCm9bNlDNU6l5OxeC4Xr2q5rrD5IpfCVCsS5j7mN/+pFK3uIVhuo/EieWi6OYbe5MlMbqrEkAijuKZIJQkkQndQ1pRc4byCp7VoCQ5rqZ4Xx57g2OajYAuA6HNGiIH9LnWg2RJytrQS0+s3lBgppXBzfWSajozjjmEYwZ2BhzSQhoFjPUKpzrpZ+D3YYj9FXTmpQ27jUYVmam4Dy2bMXc+1zuyIe3evF3NfdGn9TgOUU4fYqrXL3a8bYh0VcMqcREexnVK+4zytnDIYfQXmg0FDl7UJ4LSVeL9HbTV8cr4zKR7XYKnT85sN1se8u7zNzNN/P51rH3Dsto3c2n7FMPl96tu0kOAzIGV16i0VuWqv9SQeztW9bdPtI1u26xaOWa1E7/I3aquKe8FTZ6Ccam/Xe1Lv5f2KwvXSnGDX7y3IZAtYzYzQNGhuX38Qp5hp1L4rZAaA0KMvgC6xczp4BN+vqZKmgGlDuAmhSakbC5J6hE5KFm5pTrCQotpf38aAjfmTSDdprJ7PENxkZD9IDIyjqXoyZ2qerD3UReAQVEx/Q5xBVSmoFEIoBsAcxPX8IEAz27R6dHMRrWu2d1aXlGLvxBItsd42JHoB2GttmsVryJmNOBLi0JkT9YgWqcVGr5qpZaLMB+p8gzpA0ckmRfF8RFXMvNCiQFAXrCye46kuJu9+o/2xKMWT9YVo2ic+dpVseY5Eot/zaKYCD/2tgoMeO55FBgWqOICLFQZ1HYxi+kAiqFZn2hygyBKcrdDzSrWFZlj1xmYO6aJiUonRlIpzgSipm9RaniVjoSsta7jGYP0BV+qlTZ6hMz7W/2xxQQzGwJdCS8TYnpEK5hsSDfXVOVv0j5uRKoXU3NVrYZ6OqIPyMCRQd0moinmbLBO4dXlzOKYoQ4CYkinG7i+W9BqloPNMyZl5OlJu3oDYM57n7EksFcV8lxTQotSgoHlZwNcFIrZn0BhKG886bvftw2osE7bTVstDB4I2VvWOhfVDy7sNUNrrlnllYTnQlsR7mYDWzq8hbEHLW8/pE4Q5T22/7+FZ/UW/sZ2epq+x/d871u2yth032/sCWHpo5DnmoF37n1A5BRDC9jrOT+TOKJyr7zlgdApG1g/GmfOuLHCbg619UM6BlA5OWhufbLesDBbgdVfpmOsExN65/RngEoKFHrbB4lZ98IlTxdmcZp6w2lefiNv1tFvh481yza0P+/e9/do1+Ifua+JOr810s36l6PolzqpEByDGlCghaneqbQCl5aXZgBOf7KX5TwhG08dI2u0sAWcqzEehTPRVXWeVqO5krFSxpYoEJTQfFDm9f96+wcBDdaXLtRNOU/QVkWWSUnW/my3Q7CDFgULQbqkw01kTcQsuty5mhmn7Nw2QWiY0T+T5iM7HDlCYJ4pHzbTswqWYUFlpk5CvyvOcaQz/NqxY+zX0ZJfFw1hFbcI7uulG3C+kFO8fAtH8PopAiLa6L2HxdSE5Y5OiReW482utlRAaOyWuVu8wxDumhqUdzaS39iX0/6qZIILvn4uBITx3En6NzUyupVA1AtU08Vjua5+I8WfGamqhzUGhSj9nzYXmPyjdLWD5zfqG3fAQPCuwWn6tUgtCcmBv0V3ivkUd9vS+6b42Wh3QQpTIGAMpqIme1QI1W191Zq1OE92fh+Zg7X43fnVFDaREWcTVWov0Bdjq/uAaQQ3VymouawNKH16F7iNmiyI3ja6HUpY5+KHlnQYoraiaQ9ParNPbbT2ZrSb40xW5vUIfqE8nmPXx+m31FRcsugidPaExPLo9B2oPgNw68r3X2M579vpZnG1vkSyr67zPP2Lz3apW5ydkuXWe5dz3TMz3dMxtOOb94GR9T2+dTrcfNsDFJ55l4l6Ou/Z5WbMaS1tsT9SutTmtti/lZP+lUg1wrve3D8aU+DCyHijAVnju0apr4NEUZXXFWelWpK2DLzXVVaTpxZqpprCAlHV7ngJ6Ec/DEc1ZcoiJIQ0MaWQYBtLg4MQjdAaXrzedrGw+K6GJtLnPhZuGGsiRsPyVGPsKGywUNI17WzWLcLgaOF69os5A9SgRXHukAZWe4wRb5Te0QFs8rEdObxxdHCXXTKBlYg2u7GogzMiINnXa8y+1ICWanLg2g1AzBXuIsYOTEAwAtAHdgMlsmh/ZlGt1ukGnI1oyFAMoeTYWpY0xJRfLqzNNnbLPxRLkrWnLJVePUCtE90WqPomGkq0uZeb1q89BIuJRWYoLncWBUGEuR6CaX1E0Fe/Z+99uZ4Ah1cGuSd15cjYzCu5MbRl5zb9B2sIwLIuNujha0bI0q6/otVqdacJ5HtKNiCnstpxGxSOftJqpJo1ICBS1iKdcSn+egjTzP1R3XN6NF30xOx2PNvmnwO5iR4iRnCdTNt4lEz7LmXI8IqV64kRFczZ1XNr8oszT1MeIlIwJ0lqdBVueyBhNeXYqM7VM8Jp+3/fjjt0wmLmoDhzC0EP8Q4xMJTOXYpmUdyNhTJRaKWW2CLY2DiWgaReJIHFhs1R0a3KrfSSzfe3hsi4W/Elo/lcrDqzNlVJxc+nDOZV3GqCYOp3lyzCfYvWY9+12baDttvLGorQBsq2elY5COwuyLLXbSfsJpC7mpA17gmXSVF/pBoInHDPaV5c7Te8pJ/U9N+9aZlVZ3ns9bofDGpN0as7aSLWvVnznahE3Ado/ZunIvP1dZunOgLCN3JGTOq2ZpNtRJ34/GkjzFrSva9vIwUlYxR0s27YanJbAEqmzxGFwUtMV/eCrDeW0TbtLql2nb2CJxWyJ3/PJpECbSEXaHr5aVRvETHzcE8hpX6h638CBhr0R6BlnO4Bvod8IzW5u4Y2rtq02Ae52ZrtPzbm1ZR4eIzIokrL5nqTI5RiIQUkUUhDGYbD8O8kHrlqRUEhUxqBIwhKZWWP3sOMYhwXE5czhs5fGPAw7Li6e8t5736BWOByOfPbp9yjTK6AwDkoKRxORqkrWQlBTgQ1UZqlosJwitUbmUnukkuKaGW2FGHxV7O0YtHQfn1wrKmtgJYQ4IHFEwo5MMiZD3pDGpxAFhoSmkRpsKS8lQ86gxTVeMlIydT5AmRi0MB+PlOlAmY8kEep0pJYMOoNE5sOROVckDcxVOdbKTalMw8DHL17y6rMrXr08shuiTWrJ0gyEISPVmJcYKoHMXJVXxyM6F8ZhYDfs2T99nyrRfRgi4x7iVNCciRMQMtUdi/uYFwNj3SNVyZPlP2K6oYiaU3AaTHp/EpvQ0kC62Psi00K8zeF6SZipc6HOhTJnM/8Ng4e+Juac7f6KaXaYNotN+EEwYBKVeT4yDPZcJMUk19UBUBpAC3M2XY+xRuZc7Rxx6AyNVMiHieCRZUkNjI7iwnEizPOx5+kqtUJMBAJRg5ltfD6o3unVY/hF08LaKGioSLHnthRL8YCb4m6u3jB5nQJCurwgjebLVGuFQyWJMgCpAnM1n52QmKdKdVViDeaTRfBFleJiiMYCzdlMwS0iy3F8GxzpOaJEKGnXGTClmlOymBYSImQfX/J/KgDF5v+1Q2xb664mlbaKPMOeLKGMp9Ph6hQ+Pt36dYV0Tx1y15EBX7wsK7f+zYaKhM0yecOftP3Pn3jNpNyeQNdsyjKBf2nl9sn691tgcVqX7Uq+rfJPwcuCEc4DvqVo36pBo7vMbJvz9z61HM/quGpJXbFrJ5d563juld3YkwX/KtvQ6MVMswGUnY3zbWQF1GQx4fjipteysS+6avfW/238Wa6nr5RkUYI1H5PmSxL6d0OKDMmjDywwYRVKvIqQW7VLT3DXwoeDLCKmsUM5UA/7rJk6K8cgxGHHMO54tnuG6IfcvFHmm2J5ciTYBBKcWcEjPlq4rhpAsTN4ezcg6OOBgZRVO7S2b1l28agoGkvq7a1LIsKQIuO4QyX5Kt+iREKIbloxR1gtM9SM6Mw8Hal5QsvMXDOihVIqucCxzOTZ2JEyK1VnXr2+5vrmwJSVOVdujhPXNweubg58/vkrbq4OHK5mLnYDl7vMfhx5ut/b6nuMpFAsQkUsBHdIA8O4Y0wD47Cz3DKxiYWB6Exz4i1TRhuQcE2TmoU8HZgOxgxM80zNMyEfKUFcVK1SakS15c8xtiPXmaIW3oo2/RMTegsRajWA0NaItZr/kJkiTGiszJl26wKuveOqxQXLxaSeDTlK6JEoOZuGSItCa8+nSIuaaSG+LGPvMgGYv001Zd/mf2jdIni3cdZHlvEXuW3yr/3wulos2+IBN81of1XTdPFnaLNQ9nEggKcLaKyHMKREpfh2laBKqBY5RmOkmpnMq6aiFu4dlrnI/vrzoEJoQoDqta+0SHcDeN5WJ1KF95Z3G6DQbpQ3SgMKreNIG8iXCe+smUdOJpbV/m85+11YYFMWh83Nnr0D3HWa7Zx09zR6+v3SwZc2adTgaf2NWGhT9alp4ksqdxzzttPoAipPt9sCFL213znaUGTbao3iPp3o76vX6ts7Lmm5S3d3hfVDLV0KvmkSbEyC3n/b9s1Rdu0cC1ttiw4+ZGtiWpN+7do70FqDcmdubpkA20DvA1PyVXRKiRiTsyrRJrUhMQyxMy3JQ3zXAMUkKVb3soWBhrAAFK93r6+IhT+Ks6Q6cX09ITES4jOePX2Pi+EDXsWJKyau5zcESRalFGylqFKxlGumI2KCbD7xiEHUitenXXRzXG1jy2ohJKqEZAyPikLNxqY0075kUyCNO3a7ZxwzVCJSA1V9xFZThp2nA2U6EOtEqkcON1c22ZVKnmd2u5FSlSnD6ytbmU9T4erNxDRNvHj5Oa9ev+bzV2/IBW4OR66ub/j89WtP1mYT98Vu5GJMXI4j+T3lK+/vibsd46C8uTqgoqQh8PRix5PLi0U99GLHMO4N8Fbl8OaAVGN7pukA0hxGzQ+pouSjcoOS59ly9dTKIIrG6GNRofbcQ5DqQJ1nYx6qktLeotSgO0zHFFCJZAI5Z5uwayVWTDZfAS3k44QGc2geR0s62aN6BOY5u9N5IMUBxc09eTaWaLCoHUlmhjSdmtijszZj/mpR0MTjzEm2PXumoFrE9E1qVn+efV8E4nr+qo6jG/AN3SVKLeunL0Rs2dGWkcYqmx8RQgdI6xHL2t3ej2MyJV5P22DgztJDWB67ZggWdBzBFzTqUTn2iBiLu3YsD2XejCO2TWMhlYT5pAxfID/aOw1QNgN7F4k5YR6wYbiZdfpff7VR/A7OgXstZo4U73KIPPX92DAtDWWeTsacrl/XD4TTbMvp75hMt+czB7XFfLHRflgf667rfEt5GwOx2XYNDB+w7zmfoQehwn7sNavQjnkOCD3sGpbjnKmDKtuucMKErNk7ByjtmNtIMTbbNcxtzpnBBxrtiQFbdVp/Dw56xBXHNiwi2Cr2NmZGaYaoZXCzlaiauSZF9sPAfhiMMfHkf+M4MPp3MUSSg5UUTEpiEWFTU/yMLWGg2bx71/T3zUc2hOX5iAjRgfdhmri5/iElv6bMr7gYIlqOpABjTJZzBaUyo2URmcui5Nl0NsyqVoHUtZRExPIBuWHP2r0aCNEmDGkOqimZXHj1CTe42a35BqXdiMaB6ymyu3yGSqQoXL05cDNM7EYLxwZ48+YVenjFOL3heDwQ0oiERAFeXR25Psy8uTnw0ScvmHLlxYvX/OEffp/Xr1+R3cE158xcm3RloFCJYbCQV6lMx8LrY2GMmaMGqux59vQpF/s9Fq+eGMc9H37wjKDKNE0cpgO5Fi5qZbfbMQ4D6j4copXsWi1SKiKVGE05dZosG3IczDQSY0LHkfnm2nInxWh+EdFCd+dpIqRoSrgEjwQaiGoAIoZouhpqz0SMaREanNvEarlfLA1ANJNKjCTxbVWNkRJz4MZBjYXjC2kYu2ggISLDSEgeIx/Tsg7xZ6a2mG2EOO6o8+TPmDFkrBaEMSxCoqhHmyrgEhTNlAVbqYVSlNI0YRSIzu5sFkdm9m/irOYa7syTH6+d05gbMYE/VyWWmqFodzAmeF4ke/Dpzmvii4u4SBA0Z95ajTWUUvo1NB8mj8WHZPckiBDLfyrZjOuCGGt1bxBtj2jomicRp1abg1ubIDYT5ZkVpP/yZZAKWxMQ9KXv2yboNrGdLm7vrdSWe2nnv2ufxdFzJRD39qqdqc/9wOHs+U9YjvW2Ldx20Qxuo5KvMDZ49IQ98I5weuz2cJ2vl9z67hQ8rCvegMrtn9d83BkA2iNozx+733Pvp0bFNhq7nVf6NYua1smpD1Y3nYmu2oNNf26Opa3eYvKXbs83Z8ohNeakZR4OpCEyjolhMPYkuuBaipb4Lw3RmROj4UOkX0+P4olhoYzXox6efM8lR3y5ifEbkaeXl+7vkDkcPoc5oGUmhMIwBphsn4CgQ1PAVFKM1AIzmdkzyFYtNEEvc+C1SdXUqR3k49EaPikpEOJgToe1kEvxiBAfW3D5/zgShz3D7gJxKfnBwzqFDHWmFggyMpfAm+sDivDm9WvmUonjBZ9+dsX1ceZ6mvn8zcR3vvd9Xr9+w/XNDa8Pxw7+ZBdhrv1+m6RaRUNE0p75eCB4DpXX1wfgM+ZS+YoEnj57boxJipS58INPfsD19RXTPJF2Fwy7Hc+ePuOD588Z1RijgDIO0SLOgiJaIU/UXKxdVCl5IKSBEiLzPNmYGyMiyjwb4AwJkgg6VxNOq/Zdi4SyiTwwk42hKga8msmlTLOBce9bw5hIaSBGe8hmd4StKNOcuXyyI3n+nZvDhIo5Pg+7kRCSsTtqC8HGXCjF2TVoTD1FaZmscUdiiUvaguwRV6ra1XdBzKldao+IUcBSNzRTyWoBFQ0ftD6VhmRgzfVuan/OQYuZx4paagd7jKUvUGst7vxqwnLVnXe1VBIelRYESYkaBA3BgHuMthBqY5qpsNmjWgtaZlf2NRNqS0dgjiw+QFd1ETeLKKrTdGY8PV/ebYDi/6xZiVbaTQ7YYNv8TU7BySnLsS4C5+RJ7mRMHlxnTBRroeugIZB1fTYT+hpMnUxsp+xHm8B+dFz19uu7zwxy+lNfvX9BpLf1vWnmqOX6uIu9ak+6A8EOQZeZe9OWP0pZr2Lae3NOXY0aZ3dcVfNcn+uUyMnJmrKd9+vmrtvMNwge0bP4X8HKyVt90PNzNL+KBiulrZAwcB+DmLNrrO5fsviexBi7L8owDB6J48Jtg5l/unx9sgVUjM2/xEORUzRVWWcxpVPHxpwEqW4O8usOIGqEcUyRXC18s1ab1ISCSDbWZRAogoo5wmqT8w+VcXAa3bUgzHHcIkJaq1qfcfXdBlLckadHAInnuVHLyyN1acNSIdTGwEBWO780dIqCRjuvRkQGKoljNuXQV9cThzmjFF7fTBSErInPrw58+vI1V1dXrodRaDFMTdOpdbHGvopPZM2EpcBxzoTDgXEYudwfeXLx1Paplek48/mr11xdvWaeJ+LuxqNJJiLKe7sdyTM0x9iYCDU2oCi1ZA+tNRNW0ILEhITqTIi3RWi5bSoqGUqlzJY3R2UglEanBSQUglrIs1S3tnRBPJuIzUnZmBkTD1zMn+p/JZgysHg+HoktssmRcFjUbfvzWS1SKKzHEp901RfF6mxJDM106/tV83npopStMn3M8GddfcFVrQ3bGOJacc5uKGQsGq21uY/8KlBK7uxJizprx9Gqi2K3NIZkNbR4+3W9l2jOviILY9+TLGpdxhj3+9G61NkWV85ChWiMWTfBORArC7v0tvJuA5R1R8JvgNKZk766aMDkZJK8b3IyJ0NuMQmbKJgvXF/1Qc4/rye3NoCtTBIbp0f9IhNqYxC2oGxT/7fsfw6kvO3cd/78wDY/d76lfRZNmOiOpcsEs9R18SZqO95mDU7rco5Bub+uayC2hoeVJkePr/qXsmVUboPK8/f31vX1ldiqfdRZMBFf7ZipuKyOExBqGykbhvJTmaOqTa6hQpTAECzJ3xArl7uB3W5g3JnpZhgS4ziy3+/Z7XbOrJgy7P+PvD8JlibL7vvA37n3ukfEG74p88uxJhSGwiRAJNgCq01kN2lky9gmLpowtRnMROtu01ZccNhoJXHFpVbUTiatZDSx1ZtutloSIUoU0QTVBCVSAIEqFKqAqsrK+ZveEBHufu/pxTn3uke89zK/LICiFeBpL7/3Ijw8rl+/w//8zzn/0/W9gZUgHkRb6/A4QPHigrHriGkuANdiT4J68KwtshK0gbOogaDGjXZRSB4YGMmUYaLoSAyZmARypIwRLZ375EEL9D3GRkmk6MjkipqaR3KtJ0RCJS4cXbWfAhkM+BAt6BL7fXJhNjJoAJ1w3Y894zYi0bJuwKrYxiAEIlp6SunIrBjkhO99/B6TKvtBefLsI07PH3B67x7rlPj13/om293Afj9Spom+Mx2QacpA5qRPbvS42ykESskM097F9gJRYBxH0jSx3e+4uLrk3umZ7X8iDCFxcbllv9sxTXtkHECCgw1I9+9zuupIQSBa1kyeJkqZWnE+U0dVNE8EzYSYiCux6r45E6IVHVQKY1HyVJBxJCrEkNBkFr/VGkpWkE/Vjc0wx3iIoLFWfjZwnHobj7X8RnGrHbHU3FZAEaXre1fbNeVdKA1Aa8bBEwaSg1rGXZ28ahtz8TXdVHKtqKQIxOIZK1rIfr59sc1KA1TSBAJLEfJYmIbRKjCXQtfXuWw1jPJiPLb10IN6YxAXo5O23lWB0lDZvRQJXSI7WynBsupMldZdUylaXAy2P3XLlStb+n4FVCLaKkMHAiVGrwDdEWOPhniQVmzZVcC0XJk++fiBBiillFuMTX8oS3VYR+IcMydHG+fvhRn51KOVHYXmqagWG9xtcbfPc9D2T26v09DMn/mXeVSr/aXP93NDOHw+wYWOUojt/ovrB2iefcLH3338V7UaXqYNL9FalqASloCZeXbfce3ls1y+3gIyj9ohUlmTeSFiKb/v4HQ+R1vxO1fcAGoKsllKqOsdOLKJQehSoE/QJ2HTJ1Zdded0rFYrU7bcnNBv1k39VWIk9itaaFdVaXYXT6xuHU9VTskl3mV+vm28RgcrVYzOpb+D1oAVDzImIDpSC+8VjURRChFKDzEQxKsei9HkRtlPKAO57ChjZtxeUOJAToOlCscVGjtajo4/TIsxsJonIUS6ThqDpNKB9OTulJhO0NCZSJjXxTFQJKRuRZ8CQub64gVPn13wwYcf8e577/DixQXPXlxwdb1lt9/zpR9a8/7Hz3j2/Bkfvvs+sRTOVhuks/6qKrJBTL23jT91NVnNZCb6tCIGY2+yKpuTE2LXsR8HPn7yIa88eES/OSOuTzl/8BC5gN01DPstq80pqHJ1fc27+z0P7p1zul6z6b3KbQiEHNFxb8BlyuQpM04jOhRiUk7XG+97q0Vzvdsy5ZESbGzGSekJ9FFY9+5Wq70f3W0jkShWDXjCrHFZWfxTE0EDRs1EDDD3MbX4oj6tGCZzhaBKrVdEKeSpQKkMyKwaW8F/3Wnq/ALbV4JtNljObUTF3JysQ0unHvY7y9hyqXxErDK3+udKZXvNLajBGIZuZQyFFDVp+mk00OTlXEJ0t0wUZLWxdF6vchxd1dWkMMTmtVclnijGbKiixbSCJAQ0BAjuvfK4lSDVGPQsuMr2+Npm49qAlKaV33OCZJlfbYXMExE1gFb+sMSgtAV8pjYt0Dg05GggJbRApPYvhxunBSBKU+J8mcOXrGa13NXGT7rCbKUtWYAle+MMiFdgrQRBxTvHV5+pv0bJHH7j4n5n3mB2B90VS3LXhl1Zqzvf+9S/lxP/7s9UUa8gc3HHJatSGFuxPnWgsnzGh6Dgk+/psxyNLcHWKcsQOWbZbunPG9dZuhzn81UXz7H+EwTUCrDhegome++On2r1NZeFzw0fVyEomh2oqeKSrHjucQsqTUHoorBKttiHmIhdT+pXdN3Kff3pQFMoxJlej65rIp4+bBonsYGU4PohEjy+RKrl5+xf7d/q/sQLmYVgmihiWTgU85uXGC1jYtyCBiR0hBSM4i4O0mIgaCGSiEmQUEC3kC1DpuRCSIXQ2+ixDZXmnjIqfmKaaG2M4k1UY0+CC18ROiRtUE2EuCKmjhg7tGSeX7zg8uIZ3/vOt/jg/fd4/uwZz5495eLyiovLK7bbHdv9jnfffY/t9pqLF8/Zb7fcv3dOCIk8KPv93jbhriPF1GK2FCiSGbMSJXDSBXcBGPiUOGeoFGC7nzg9v8eDh69QVqe8ePGUcdozDQPbqyvPKJoo+ZotMObM9WbN/dMTVl3vImfqdL64ZeQsithzy3kgOrhLXc/9V1/lrR/9Yc4fPmR1suE7v/XbfOcb3+Lq+QWpHwxYhmQaHoK7ZxxQxLl6dN10qzFaA1FNGTcTY9cKBFrqeNUUAk/hQrCYqJoAW4oicVZTFbHNO9c5rdpYB6l7hprmTg25kOJZlARzCTqNE6obSTxBt7jUvYTGLlq6OxAHcxXlmh6fLbhb3WVTmUEVtF+6WBari/+qxdSVJWdzXVYmt7oc21Jc5errgK5siY/3Sk2J6zItjB6tqea+hlWxPROtKx6cO0H+QxKDAgv6SW7bkCwPvBUsWjIQB+ctL/ayLEpd+G8LkvTLVR/gwQnVhz1vzseXBeYQCmYgIkd/L9t9W67RXVb4/F2HcSqfJWrlMzEQR4xB/Xd+ZjNUuu3zS+t6zggRF73z+6sBj/VYuDFuAySHzbv5/Z98b7divwM2RBfg5Mb4kJufO357Oa61/T2PGxHDFXVAFKlzQB2bLtxjrYdrjIml+4lWYFPxidPVoh4gC12Upm8iIZJSR9f1pK6fQYvrTDSA4iCnpRUf/OsBpP4jpgrlwIRmZNTpYX3hGUu+8ZmbTwjBggY1x3ZflEweB98saXEG6mBMYiS6tz5EhTCanT4N5DJBtArJSSxzxDJ88D61OiqqFv9iYNkWbS8+j4aAxOJWcSSEHkiIJIKryF5cXfDxxx/xwfvf43e/9ds8ffoR26srdtc7Lq+37HaWQrzf7fnoo4+YhoG9W+HJCzSOWtjtrSZN13WmbVEzR1TY60BKxYrMna548uSJ93Mgdb6RYNbybhhZn5xy/vARZXXG6oMz1rst027PJc9Qr+9SqDE3mb0r2p6sN3Qx0IVAinPcR722BNuIp2m0SsbJiivef/CAH/6xr/D47Tc5u3ePaTfwve98j/34hM04Iim1FOniDGAQaSx4cA6wFgJszDl4YKuSp0yJic7HXK7IoA6suq5Ud9ASkOKGQI1NcVdMY3V8LIszkLPL2dw+UQQcFCvzd9Uq4s18kNpqMfAs4mUUhEnUsm0olqss2RhF8Dwz+26KlxLQujYt1lZfCyrzUqQQqC4w12CW4q4hG8uhvVMVfnz1cFamGgw24gst0K2uQ3hf1HmLEksGrVlDf0hcPEsLGhbgpP7bFro5DuM2cFKJKJd0+r6OT3MRaRvEAPMG9qlxMN+X22kGRp/kKvh+4mhuO4631+Nbqv39SZ9eMigziAERdVBSNzwaMLSPKhKhTNLUcgGzMtp3hDu///tjUWzbnD9bn+Wcyl0XhXrcjJO5+friw4d94SxKWy7EMjQIHnMi9WeGe/Mz10V8rdQuQ8RiOMD85K09eFquVAYl0ruYVkqpuXe6VW9sSupJnWVNxLRguQSQ0pQmD1xQdbEOEUIxpBWkpViGxiJVsXvLUapBt8N+pKgBKGJEJxMI0xIJsmK1sg1xGkdiiFCirfHUoneFoKZoqwTyODFsTUdEwxpJEylD7KlLMJKiFeoTyy6bSqYKu4mIiaeRUFkTTwOdJmLpiSGwWvfkLOz3W54/f8a3v/NNPvzwe3z88ft8/NG77LbP2V/v2L3Yk4ul60axzKmL5y+4f++cx48e8fzZE64uL4kpst5s6FZC14u7meB0fUKQSCnK8PGO++dnnJ6ecf/+Ay4uLkhdZ88tRnbDyKCjBX+OAzkGVudnrO+/ygfvPiBqYRUjw/UV42gCcQUIfeJ6GLje73jx7DmnJyecrFas+56TzYp131ncy2iulCQJCIzDwP5yT0g9qzFzbz/y4ZOnXOZMFuXr3/wWzy+vGFXZDnu61BHjhHYTMo4W96NAEtc2CY25qTFGpnYbLJNompimgYjQhQ0xRosH8ZpFpnliLphShEEyeTIXHm4UmNsytDTjnLNVva77TrRFKUzGI9SyATlnkgcB59HGcEqdBTFrDQQWZy/qz5yZLI2JWoNMiGREs7mFSiGUguBuEk9VJpe2ZtTwhijmWi3iWkti1w7ZV6HqmTJ/ahOnSxi4LwUy08F+2lYJLRT1YF03bJKYeGEht0KVNS0/akbKgOhI0H+JLp7/4D/4D/jrf/2vH7z2la98hd/8zd8EYLfb8Vf/6l/lb/2tv8V+v+ff+Df+Df6j/+g/4vXXX//M3+XbsKPEKu1usQu2UBriTinNqFLqAijNTK0+yUqgLLcdmb+I5a/VN70EAUsVv2P2ZMqluRrb4lsj0wP+YI1ejByCrJCCWcsZNE+YT3TBmRzvsdVB6N9fqiWyZA2q1czCSj9w+xxedwlyKjKfTz4KJ6zMzGJjWrzZWKCoy6+oG5lZLhZ/YsqOwdNX67Ob54l3qGqjTqVOxkZPAl6nRbxRx2OhPqOy2Kjn8yqrq/MEbdTFgv5EiFS61seFVTSjphPWZ7r02hx2m7+oFZiIp6EaaKCOH8WJVZNvn23W4mPHggmzVDeYFRmjRtvr3HaAoF65FVvUjLZWJlUmYF8sA6Pre7p+Rdf39J3X4UnJ2QxT5kyxGgG1OGBwcCmeOuwAS0FLdtq/m5+TW/azJpQSGO2uSoQxsAkBZbTFftx6bLIt4jpNaIZQAn1IZBRNiSkrQ9ZWIE4YGIct03jJMA3sciKsz3nw+ue5HJR/+vVv8dHTb5Niou8S65Q426xM+yWIx584e5QiSCJ0ENNI3F6y3V5T4seU/n1WmzUXFy94/uIFH3z4AS8uXzDu94zDHoaJi4+v2F5dk/cjm7NTey7F0kDffus1tCjX2yuL6cCCmFchEfoNu2Fk3O85Oz3n0YM3uLy45MMnH8IkPLr3iNOzc8Jqxdn9Bwzjnlwym9M11y+uGacRKRNxylxefMywfYPHr3+eacjEtObk/kPuvbrlvffeIeuEBGEYdsRkqa4jwuUwshszKe45GwfunZ6YcqtENsnAbYiRjHC5v2K8uuTZixc8e/GU3/if/hGpX9GvN2jx4F0VC1AO27qUWDFKByMiSiyBLnaEEMhimUO2JgV66cihEDsofUdaJ6YEmRGdaqpzIqQeQqJIh7qrL8bclpSJRFfdlbb/Uwv+hRSJqKVt52wAvxq7wUtpeEmKmExevoWZpJN56aB48oMbOMn2lczU5nRCmxyJRrEUYDXoHjzoWHJhQNl0HZvTU9Ynp4zDyHC9ZdwPyJRbIHuIiXJi/6oq4zhR3VgglhUHVHFInIn0IkiUPFE5oKWCsDpjpC0NuZir1tfpKU8uAhfQVOf7px//QhiUn/qpn+Lv/t2/O39Jmr/mL//lv8zf+Tt/h7/9t/829+/f59/9d/9d/sJf+Av88i//8vf1XdKs2fr3guIKNy3n47+XdLy2DXOWCf9+jirediDQNjfAHmCtRrto74LIX7AIvuH5v7SzjjtifvNQKn3xmbpLfipx8nLMygwVbmMBju5hfnm25Bev2XnVAqgCZR5QtmC/6vlLvRa9eaWbLT0CJ7VdB21bshkyt0dkwXTUcXZjcFT9lQWYqYvSAlQ1gHKzx260+fivOiaXQFqp7fQf5ufSQCK1z5fXrKyPP58yv1oVJt0wxcS2rHCcARKvSNwED5fl6pdBr3GRSbeYl7Vty/5WqMXiqNaaA5TmMS/Z5o4vmg1PKq06LFpm5koCeRqpEt4BKxA3DplhGBmmQlxtOL2fWG3uI+szHr7xOeJ2onvnKb/zG99m1SVOVj2rIJxtVvSdZYv0qaPvLcZFQqAQiKknpJ6QtuSC1dyJK1KXXO31Be++9y6X19eemglaCvvtQB6Nnbl3ds5uv2c/DoRgLNwwDOx2O7eMg9dvAlXLoun7FW+++TaPH79OkMTl5RVT7DjZnHF+/oD1vXt87733KJcvLO1VDGCYgm8kl9G0Va6vWK8TkCkuYZ5WK1LXz2NF1V0othmP48QEpBBY9badxphI7g5IXhJBJHJyCtuwZbfdcXXxgq7rWW8mOq9phFdN1ugZPCUjOVuxxDKhJfqzdc0NpI29iG3ioQZ0+ti3ulc2WUJbR21wFc/cqYVmpQ1EAUJLra1zPbgvstbkqWnIpbKYBzNsNgCWq5/E5O3RBTipc1EPPl0NuDaPnTUCQYs0gTyDTmJ6JFOmjJMVlHSXlEh1vWB9F6LHsdkeCXFmbVoMozO2C5ZYy0Fz54ZRwQ24Kp7d66JA53yPd7PZtx3/QgBKSok33njjxuvPnz/nP/6P/2P+s//sP+NP/+k/DcB/8p/8J/zET/wEv/Irv8If/+N//DN9jyw3HuYFcJkNsFRQPTi0Cn0dbq7fr1vlts8tmZXjc+u/FaDOm2jd0OTGuX8QjwNAKbS08OquuQEifBLZvzMYrH7QGiDbzm2fWwrzLdgQ5me3fIZzm4IFlepyZnJ0/aNg7ZcYQ0sC6uD1JVM1UzY3vtsOD3BjbjOLdPQ2npordF7wwkLgJwRp6cxWI6ZYOq0rnRoT4uDEqw/HBk5CA5TBU4YrIKnvSZAWV9L2h0Uo3qJH2+eqe4eZq5yByHwRu9/GDJmmSS2+qASmKRNLQRQ6LQzjnt12YLufGDXSnb/Ced+z7jpKWHP++G36q4HXPrjkg6f/iFUKnG8GQsmcrXu6dU9c92z63gBKNOZuzIVZOXNFVouZSGIb4X4Yuby84r333uX58wtETBiuTx3jbgCEvu949ZVX+ODDj9gPAylErq+u2e13jMPIvfNzS9EOgVwgF2WzOeXho0f82I//BGenZ8SY2O93jOPIydkZZ/fu8+obb/G7v/sdVIVh2CNYAKpghR2vdc+zF5dcXF2yXgdCVIb9aJVvY2S9PmEMFoQbQjR2qGTSKjAO7jaLFmCaUkfqeroYDUEGc2XElLi3XjfdnGfPnnF6esr5+X3O7z9gmCaePX/OOIwuiDf/1Do31T1XA2FRtcrFwfRxLGC6tMqZgTALGwYIXaIQWuqrXbOykXUqaZsjUqrbZJmm7/onpThLYkjemLlFykNto6N8UTU3phuoZmDMZofqHPNRqwm3XKIaCN9ZppKgaA4wmSoyghUrHCYGtuaKQijZDDwNkEXJYnV3knatLEODVT6nJESQYgCorhHq87X5ilu4vf/usTs+B936MCzUetdZYPFYopc8/oUAlN/6rd/irbfeYr1e89WvfpW/8Tf+Bl/4whf41V/9VcZx5M/8mT/Tzv3xH/9xvvCFL/AP/+E/vBOg7Pd79vt9+/vFixeLd33hDbPlPfu4b0drdVH8/Uor/qQNaQYotpk0kZsDi5dZahg1v/nBHR4amz+ox60g64DRYLbsHBwI3FDRBdpDXLpnavrdXd/7SWzaEqQs3wvBRPWa22j5eXyRkfnv2679WcdZLU0wMw4ec7Lkilp757GxZCiqa2d+fWZ4qtS91IGoFo9Sav85z61affUrVv2G1WpD1628Dk8ixc5F2xK11k4t9x48YDJU/ZPKiLTV3zcKNbdmqBbdAki1RmDAQypPHsLc276pNJBS1KxtLOUzBjFQkzN5GBHN9KseWZ/R9Sd0Z/dZd5F1UC62mZOHr5E3hQevveDew/tcX13zbDuRUCQFuimSxsikSlfUKjV3gZg2qNhyPGUTQyvDDnZX1h8p0QXl8cNHDNs9YAzT9moHmFHXxZ7N+pQYn5GzMoxDWz9CSKTUM7k6adcHHjx6wA99+Uf43Oc/zxc+/wVOTk85Pb9Hvz5h3SeePn3KdjfwvXc+5PNf+DJ/7I3XEZT/4e//Pd579336KNw72RC7DU+fXfDk6VNy2XPv/oZSBrZ5pOt7zu4/oIwZUeX09JSPPvyY6+tLprwlBOi7Nev1mvPzczLK5XbLOAwMu52XXBC6fsWrrzzi7PSU8/NzQghstzvG6Qm7YeD+w0eWfh4dhLS1sqCVTdHsAdwWP2TBlwnjryAWq6uTx+zsSSJUuVUEOpNbL9QsSb8+4pWp/TyFPI6GIxzzS7SaMjVuJLvGy6xrUjdvcRrSN+uyMCAcYDdWof1bW7QE8QGdRgvc9viRWvNIBBgmd4Wpga9JKTsLXC6lQAxNXl9VUclITdMeJkpnjEl1VsdQPQ4YwxY8XqcY/GgxAeIsZd25dL5nW4dmA7AGFdfwY3RhbLzk8fsOUH7+53+e//Q//U/5yle+wrvvvstf/+t/nT/xJ/4Ev/Zrv8Z7771H3/c8ePDg4DOvv/4677333p3X/Bt/42/ciGuB2Uo0QLJYoGM4ACvKYsOoq/mij15mA1lmZRy34ThLp55/EKSqM1NSrb+Z5aFtHuKS/G3zgBtMQn3EiySOhcvjFhBQzQPx77/j3m797C3HzfPqoLz78zfAgc73XN9fArZ61YPvWsb1lFmorbja46GgGXbLjQlZgpFaz2JmqmYQubhLT8GbJfdZWFkzGFg2UThkYeam32TXbuuX44Bm+47KEHk4t7gGhAiqDshFKJqbl6QG4tW2BnE1UV88QgU14Auz9UlRey9EbQJrNXMkdrWKsStyBmlF4qpGzezWqXOwsiLAIphX3PKy/gVdMGClYEJtjTnxTAZquuJs8TYVS98PKJ6Cqp4AOY4MWU3ZtARkc8K6O2Gd1kzdhhx7oJDJrM9PuB5G3v3gCb/2678BkkjdGlGlCxbhk0cIWpgi6JhJEegjcU1TVnX/DpNGsvTkyQIzJSRONj0PHjxit9uz3w+MmuliZLXquXfvHldXV1xeX3G921K08PnPfYFpmrjebnn6/Dn3z+9xdn6Pew9f4Ytf/BInJ6dIiOzHiQf9mkevvooS+N4736Vbn9BLZLW5x0/99E+x329593vvcHV1RUqJzXrF2fkZm1XPsNvy7Plznj15wunpGZcvrpnyFUWEmDpKVqZxYJpGuhhY9x1DHl0zpyOlyG4YuLiqQbWjsUReULIw8PTZc3IunJ6cEGPHOF1SxolclH69sWq/CrVCnjEVkxd4LD6WLbahbpqq2VjopcHS9oTQ4hBVhCkXFoI/bZEwYiRTHfFaQCcshbYu1yW6zokBnFDrz1R3Rotxo41VcxvNiRxBhJLHeT32mWp6Vb52tEsoMhVz27hLKJA8ZRdncEy8TkIkTyOmEOhBw2GxL0ld82xFHbNNcgnmlgkWEuZrQd1jxCpVlxoPV9kYgRoc6+2s8ZBxsbdZJ9Y+dZapMmKfwWD7fQcof+7P/bn2+8/8zM/w8z//83zxi1/kP//P/3M2m833dc1/79/79/grf+WvtL9fvHjB5z//+bbhz+6BpRBbOLDO4WjDqP/e2VmyOGs+9OgzN1KJ9SY4mf2bs7Vt7ak/82ZXtVsWZuQNcLJsh9QL3XLUQUezR2gb1vd7zHEgy36F5Y192tVl8XPQ2Fu+q913c+vMVn5zS5Q5lfcwW+bwONz8b7biCELdaMsBRlWHN8tLLJgM+76bAOT4WLbp7syuQwC4dEe15yABU3mksSqVdxFhEfMkLOOf6tUNwLSExwYuYksfth9cLrymVR1UJG6v+XOrbrWaedWsMNr8rKaXepu0go1lRzfafWF5ujtqZk7qWwZeQ73uVJhKoJCQfkW3uUfs1pA6YugYNbjGBHSrNU8vLvneu+/yzW9+07U0QkuZzgohL2LLMK2HLEKJtplIsHOSCiId0oFO2Vqv1j8nJ2cUFcYps1qvWHcdm82GVb/i4sUL9vu9Z10IXWdF9Yqa/sirj1/n0aNXePDqa7z9uS8wTqNprkhgKoUQE/16zTAVTs/u8eDhQz73+S/w+htv8vWv/SYff/whRbNpp6SIYuzVOI1cX295/vQFJ5szUnqGqriMfAQxJdDr6ytUJ7ouEPu1icT58x/Ggaura4ZhIOdM3/ckTU2fZ7vbk5IFt4YYSJ0puYoI4zi6Iq0Bk+bWcQ2QBjxrZlcbvx6sqVh8jOAGqtddi9EFeXyT9U3UxqVb/l74p7RxBRbcPseyGFnQ0L/L3M+ZM8fGlbYP2lfXGK1WNNDPCgvw0JIAF+6hmT12yYxSICtlmJBcU4uFHDwrR2xcslhLlunZxmK40d6w/ZzggdB+L6pEXe4j3NhrStN7UXNvOnNbZfGr5aDF6w/NnfNSx7/wNOMHDx7wYz/2Y3zjG9/gz/7ZP8swDDx79uyARXn//fdvjVmpx2q1YrVa3XjdyO8FLSwL185S+6SeX1duP+6KDfF3X9qtcgBGuOlmOL7OMg5i1n6w9sZFkOESpJS6KXETJH1a21oftJFWP3tjC7/ltbuPZQzGwd8L4HXjM/W/w65uWSrtckUP4hv8ZuyUstQdcKlyPYI8i+6Z+8o29Rhf/h6Xwbj1udW21NcD833f/HwFN3rjDeXwvWOmZ3kcnhccpBymMQsRkTJbbohrm9yMQWmMXYPO2iJaRMzNmGKk88BYY02syFrL95Zoqc6x1k3xAe2/NyBjndRAighm1TKDDi244mdVophjZuv94+PGbsnodavrUQHKDFSCZmLJ5BGmcEZY32f98HVOzh8wTSM5T2jOrCXamp+V2CXe/d7v8vWvfY2vf+3rhGgxE8TAsB9JwaT7RUyuXlzRuGRLfQ4h+xwWSyvtVnThjB4xN/U4stvu6TfnrBSKKPf7+2w2a4IG8r7w3vsfMpVMn1aEEHjy5Bn9esV6c8LnvvBFfvLHf5xHrzxmc36frut58eIFOWdOzk559uKC3W7H1dUVw5T54bfe5ud+7l/l3/w3/w/8F/+P/yf//Nf/Kf/kV3+V09MN5IE87nn67Joy7NGc2W13fPT+E37oyz/CavUExWNqUqEI7KeBZ0+fcbpecXqy4fz8IcMwWOBxnri+3rLdbhndDSUhmMslRs/wSux2OxTl/PycR688akza9W7PMI6oKikGr+kzEb3qLh5bVMdLA6wxWI0fcABjVXRDCMTUIV1ylVRjwA7nmcdBFSW7hHtNWbYIEB+bqszCQUqVeqvrfUr1ut6men0HJiHMxrPmfLAe2fxZsOYedGvsjK8tfg0pBUYLgs3bvYvY+Thc92g0hqM4yIger5Siab1YGnSxXV+qEB0NDC/lD3LOlGzFSevyW9eNG96ECuxqpL2p4HhmnT8vt5RETRH6ZY9/4QDl8vKS3/7t3+Yv/sW/yM/93M/RdR2/9Eu/xC/8wi8A8LWvfY1vf/vbfPWrX/3M126gROb4k+NCgJ9mwf5ej2UQbPGKp7PbYQlWKj1vf8Uwty02t46DlDg/wFInwuK6tXLzZwCih23ms8CQlzmW6OKTj0X0QPtkvVujWmfdlgNmqX7gGFQqbvkcMiM32ZMZFDlmO7zOcuIdjZ8Z5M0W0WLPvbMHbmM8Xua4OWZvfm5275SDzwSVBn7MXhQiWouQmuy9SFv8BB9juXhJ9kKM1S0kLTD2cF5VobVAkESNGzqcf87FLPqx4pXaXnu2ZWFp+cJvhINZ96JWe6lUyy/YQqgVqBTP/nBTr4BmZZxGxjwh3QNOzl6nu/cap6++Teg6yvULpt01MUysu8SUR/aTx7ptt5RxYJ0Cq/XKhLdcojzGSCZzVXYogeT1WVJKxHVPZdn2UyaTeXD/Ia+/8QUIgafPnjOME5uTDReXL3hx8YyLi+eMw5YHD+4z7kaeXj5DVbl37x73HjzgjbfeJmvh8Wuv89bbn+PNN99kHAa2+4Enz57x+PFjzs7OUFXGceTK3SsAP/wjP8xP/vRP88abb/H+Bx/ytd/4NVQHXnv9IdvrSz6+vmAaB4JAFwNTyex2Wz74zjv89E/8NKebM9brE653W0Lq2Jyfs1p1vD9cghR2uy377d60QBbDdb1e0xfLAIox+nqlXF5eE+4FYoqUrI0l6vuezckpq1XHlCemKTvY0GqJEfEsHdQZs0wN0ASMIalrQBe9WKVnBomadLxYwHKdT7PrwdaLECx9HFfsrjG6LSg31K90wCDBh+08/5ZhBBbP4fM24EBdrG1105YaSE6TT8jj6AaFGQAxVGND0WGg7PaU3UjZDUwSKdFcr+HslNgn0wUKwWKVcjF5ATXDoIodxNQT41y3yRRqff6pic3lkk3+X93V43NXa7bcAUfk1xlH79tCkCqBQDsvMLuFX/b4fQcof+2v/TX+/J//83zxi1/ke9/7Hv/+v//vE2PkF3/xF7l//z7/zr/z7/BX/spf4dGjR9y7d4+/9Jf+El/96lc/cwYP0Gg6WyhZLIQ3qxXXwyim2xf8z3IcbzbHgORm9o60AXsQLwOe5eApmiFYqW8fPE1CuxwVxqsoQ+cN8F/mcehKu/u95Wq2jEG5/ZqHf7c+rYFvR/17sFLeeu0FwGj9fwgilk1s7qzFs6pWVaVCxTf72z43V6y+hbXz693l1jkAN5j1dhzTYhtiZeMO22q/+/gRIYh69oJZeeZtcSuvgpbWh3ZWMwBCcLYgzMCkKsFKjSdZzDlfjOd/F3PxiF0Tb6d1Qzi4P+tjjxH0+7AXF6xoc/l4kHRWyqRMuZBLJJ3eJ57cI61PibEzliZIi6eRkCwVto90OfLqa4959MqHdF1imiasEFugW62ZWU+7DytgBxITq82Gymyx3xMQduOej558wKuPX6Nfd8TOYk0uLuD++X0e3LvPi+dPMFQ1kbqOe/fv06/XrNYbTs/PuPfgIffu3We13rDd7em6xGq9BlfwHaY9w35gv9/z/PkLHjx4yOc+9zl+6Ms/wsOHj3j2/Bn/+P/3D/jOt3/H3DMlc/niwjKBgGEcSbJCEaZx4sXzp2yvryh5tA3TYzq71LHpOzYnZ5Rhb64dNcVhI7B0rlIr4unIrvqbIqk3IGuuqol8NTEMA32/oqix5MEZqlB9gg5SKvuH0mpvGQApaAmNRausQxtjKEUnKAZmCl6TqbHc7nYTaWxRre+k7v4x5sYE/XBhNomRkIuzISxMRW1jYx7ddZTa2I0xtfWjjqUZN1lAiK0nAp2f22TiM0yWei1F0WD3nLUQSibhpSf6npgyk7vNpqks1JznzDrxKWVZUzL3Odrk6Uue9bps2V3mGs/zMIhaIDMVUGW/L4/jYTZcloKWn3b8vgOU7373u/ziL/4iH3/8MY8fP+Zf/9f/dX7lV36Fx48fA/Af/of/ISEEfuEXfuFAqO37OQ6t7FmL4QCcLDaq35esnSPXwc2fm68vB6wNypn5EXDlzfoTPV/fCDOprgwth9dltvp/36CJT7bPinXavv4JIGX5+qGL5/YTDzZsv9/Wn0vg9inP9HbgdghkmrtGDl9fbvqmGeEWO8x06JKOOqKm6qXvYk8Og3pvAox6TpWhXg6+TwR9S4Di66wFElY2SuZiX63+joAEb6+PgcrKSC28WdOI55gTCc7DHM89XwSpc/AgS2DZfkWac2kZ9s3MqOjc46U51HyB9RtRRzLF6+lMGpjCivXJPdLmnNivrQfLZKxBiqTYUTQQJdGHDqXj8Wuv8eqr79P3PZdXAylZDEiXEtNkm3asa0qb30JMJmWPenVesJTmp+9zem7gJSWXClfl7PSMs9MTOhGeP3/GJBOrzZrzKEhMdCtT6H38+DVS11NUefb8OY9eeYV+taJbbwxk5Mxut+PFixdcXV3x+uuv8/bbb/OzP/uzfPjhR3zjt36T/+a//q8oOZvrZz9wdXHpa2OgZHUFU6GUzH57weXlc4ZhZ9Yyls7cp0S/6lmtT9lO1bXmm3nToKlJq/OWHYIJZW5WJ04kGIjbDwaqpilT6zjZmrbYwJxB8X3ONmNXao05OzBW20Rx9k+aw9XaUbIPKfVwpcW63FJnDXiYO8W/vwZxq7EpWaWBk5gSlbnUomSn/MylujRm/DbKHL8mEhoT01KO7SSvjyWNbbGhXah1eFrhQLVaQKUasig6ZmJfGZIOiR01+GvMg8XmBCGk0OZkoyGXrhoqnDIFWHRCS+WK6xw9XIOa4dZcy86eqH+Vd3EzMP5lunj+1t/6W5/4/nq95m/+zb/J3/ybf/P3/F0VmNgGIm3xrO/5bmhHHSBgg0i/XxfJcoBz6+83YlvwZbgt0CbbXUFVRLygVY25mJdqoLmNsqeQaUXg31f7P+nOvt9rHm6ed551C1g42GbFNs+6xDRrBxpzchBE+X2Bk8P3pX5x/Q5vVHOZ+IJqzyu6gVE+9bt/L8fdrsnb+vn2FGR0tuZUzaPexJrUAUumPfTYatTY9xxUA6/f7ayILAr+OcJeAJHAIUiSo79rBlX9Jlu07LXKCC0BijRAbnuEzZvUJMLruWZNap4oUyZuHhDPX2f94DFpdYakDmWkYyR2goQVqT9jPwroHtEdXbfhwYOHPHrlFe49eMiz5+9a7ZQAV9c7NuueHqEvSpqsREAZRobxmmuS0+YBirrabqB0E9/6nd/k3r1HnGzOYYUV/JPAsBtY9yeke5HhdOB63PL+Bx/Sr9esNydMJqbCMI3s3CVyL2cT5QIPULVMq3Hc89Zbb/Ho0SPXKtny3//9v89v/savMQwDlxcXbK+u2V5fgwpX11tSCJyfnDMMpsMSJLBaCU8/fpfLi2umvKdbdYzXmWFS4j6DJoL0BspCaS6BUozF26xWIEJ2gyqlSNf1rPo1q9XKgWFg3A8gMI4D19sd+/2erl/T9yvoVuSshJBNtt4rAZcpAyODx3x0Cp3EVqwPtc9IV9zVaQBCQgbXYgF7rerKFzWdFjmIsRIveRIq2WHD1ZnEFDpCMMMhT1anyIbrgtk7WlPqGLY4K2MeifWcXIkLLK6rxmJFVDMmSjQX5JSkBAJjDOQQyBLIu5HCnqQCKbE6PSN2HWW9Zru9ZqpALUpbL6os/XIu1vVQPDXK3ikzGD9Yfxb3q7NuS1u5TDq2Xb1Ug2mRFPlpxw90LZ4QxEq5L0SifNt3nFcDBe18EcFksa3jPYl0AfOONgV/FjWN6q64jxaw6UzHQQyKnxPBCyctwAi2IUcxt04MFn9SmC2RjIGSKWfGaWq1ZmpLQ6MEb7bsAMXXn7axiovEuf2q2kC13TPgLgpx0DDj5brT1X/LgdXQflPHyovrqMzPhXYJcWDiz89dBiFPC6Yl1K3MpkCrGmwW+LLty+dyc4Ocweysnmg6A83t0e6hAIVaCE+kkDOUya2Fet2AZQF411idkNh0WbSUVjVUanaAzggzIs2YsdsozOIhcMOHtHzGUi0SsYVOAioWr1FK9vIGWkX4sZqt3nfhEOgu8FnL5qmBgKIQiyBZ0BwpsSNrRxc6qFWJW7mJGWaG9vsh6GpWcojNYEAzARe/0mlh3E1uvI0wjUwkcojeLdkCYqM9j90A/b1XiOdvEc4+h67OyN0KSdU/3zfgpSGSOhDtCZhx8Mor9/nC59/ix3/0y7zz7ffN+iVAhBxGRhVKiawBdfdyjIH9btfmVtd1jOOOkAKhE1KJ7J5fsH9xDfIhKSZiZ3R8zsp+3NtwSMLZg3s8euVVHj56hdffepuuX3F5eUUpe1b9Cs2ZYb8lq8XETKUgKXF+/wGPX3+DzekJl9sL/tu//9/y4ZN3yWUHDLx49sQKEu53DOOO2AlZlatpoj95yJe+9MO8+cZrfP6tV/no2UdcXW8Zd9cUIjH0EBODJNK9e4xM6K7ApO6WjoSSmPIE7jJJMVIl0cdhYBoGri5h5SBECDx85RFrIPbXXF6+sEKEeWQ/blmtNphbZmQat4wRVCeidsi2EPJoNYSGkZjMXZdSgtQxqMnQ23gr5jkB0iqxnyZz38RE362IzpCMU0F1tLISMZHSmpIn25hJRKpbtKB5T87KNJliq0RT2lWZ474qW2NBt3P8oa2D7kLJYtlm1MrMQtPEL1YvqpQRtCBdgPNTyvoUKUKUjg5gHCnDQBoHC6Ld7tjnkbK9sirPKbKqqd6qaFFS2VPGvbOTZWFYGIuv6olPXaQMA1X2XlEkLtYjKZ6tXc2MiUNjSRtwJE/INJlBvv/DUs34gFae87xnKmk+D7hp9bZNzcHJ8Y5+8OftFP0hQr6dQalf1X7EQEFYMkDtPnxzdGpTVS0SvtzMH1/GTRySistbd5R+xCQdny7uC7hpuLszQ+q3HFrUt33XcXsqsGgUzfF3Lz7bnqFbRdVFMjdODi4ijixE9cZ1j9s1A5XDvytcanbE4jo1nil6MGApFpi6wHnMsRV6IKXtD3C+poOSqvlx3F+GJZTq2kCPzvFncHf2mX1P9Ysri37zcd6Awh10WX0WbSwuaFyhLrB1pRVsxaqsSe1Jf+Iy/1uZk9rUA2aGGlC4dFd6ALAaq9I0J5RmrYuK0UJan59AWtOd3Cdu7hM254SuI3Sdp5tGNKZ53gFRlKDOSUih6zoevfKAn/zJn+BXfuWfsh8ypRhTYa4j8Yyjw3FbSm6GSe03KULMJt7WMs8QU1OdOkJMTLmwG0cQ6PrE2fl9Tk42dH3n7o+JGAObzYYYhHGamPJE1sJmc2Lfh3D//gNAub6+Zru95sOPPuT9977Hk48/5OLikilni8vxEsNWWK+jW53w+htf4sd+7Cd4/Npj7t/b8N2LF+BGU5d8s8bUa6dSGPOElkxX2WrE9boqrPUaV1jWSClVB8MBqwRi6OzfGFmvN1xfX1HnvZbDTa6UYgJkIZty7zSRPUYkqrhJnpAAkYgUGw3VLTvPeAPQxdtq6cm2vlmMlp1jfwtVYKUCihrM3VjcaoD6PNU6R2Vm/VjOgTCn1i/Z4RtLos/voHNGXhBBuw6NASkBCb1lLQUD99FrtFEKOhYmCrFkVBOBzvZKX1NmBV2fwqGWqBCPgVFU/fwYjMFp0MtvuIGspVbMdMCyVCbXxBO1XUPHPyQApcqit1iTOgDCbRvS3GktAM9emC94i9vmk46lS2cZJHtr2qguF/5mU1Lra/jKTx0ExSfmNE2za2fRJl20oe2Di2N5W8exFYevzTvV8X71aS6S2z5z8Lm529vrSzw4b+Q3r9LibMBBim3ss1tm/vY6EWTx2eP238akHLRrAfbaQkPNEJtdh8FTUSxWp7ZHTPSIRoE0sHrwXe6NCSF4+u/BHd/sB7/OokG39vXBeGtduwBwVDwx9/9t90/9RN1gWc6vBSYJc//M37sAJEegZNHa1pb5u9rFHHTUeJSaylxTyHEwBCUXUsDAywSqAVueI936jP70EWFzDn1P7DpC6psehtbAXqquhMcPqM06CcKjRw/5+a/+a/y//8tf4r33PmK3M9n5MhWnp9Xdfoe+9Dr3s5eTFxHyJEdrgn0mF0WisaK7wQDKlBOvv/EWMUT2uz3vvfsuDx495OTklPv377PfbxlG0xhRVTbrDWXKCMKjBw94+vQp0zgyTRPPnz/lO9/6HZ48+YirF88sQFgSKoXQJWIU7t27x6uPX+enfvJn+dIXf5iz01OmacuHfc/QddB3rNYnaHfCfipcb/fst9fst1tkGtis1gYY9TDzrmo5WXawKcGaO8oqLeecCZKYpswqJQNfcU4BNg+qA3SVxR7nAbKSyVPL/aNtmAI5BiTVuCYsKBSxeIppIgXLciGEpkwsarWE8hJBa6lYwq6NHhiIIrVemD9LcTVk5GButTbU1Gefg1oBz2LOat30670XJRS7ryiC+Pit+XdaBEkB6QQZrC8UdR0Zgcnq8UgpeH687S2afW65dH4N/nWQol4+QkXQLlrJC43uAcA1hoq7nmpgLJRhFrsLYNf0viO7O1A9U+kljx9ogFIFog7SG0NwNL8YKFJtR2wjC6H5II+ByKfDEtrnlq6cCiiOAx9bLIPjJgl1cMc5PfpoE1RMsnksmWEaGceBaRybe+e4HfM29Cl3sZgMn3a/LwNOXuaoFvexJQ5w6zcoLme6DCyrbJEefPoGCLuDWbgLnMyLjCP7o2cHRtfPG5ExKUI0N0872e6xLj6HQWC29MS6udbgusbX3NYHh8CmLmh3PZMlwJIFzomIu52UoLiPXB0gh5tjFZkXIakxU3G+n+ZqMko6HIwe5ySWmQLVUpXj8XRzBNiTtTog5vOu0uLqvSUohaKmxtk8ZCooPWMRiGtO779Nf+9zsDpB+zUSnUHx2IL5XjFVWokuugUx2R2tTzd85ce/zP/1//Zv83f+X/81/+RX/2cfl6GBv2WmINBSsZsLdnFO8UrSNYg+T5PFRuRCiIHT9coCI2PgG1//LR48fMSjV1/l7S98kf04sr322jdO2YcYiQjvv/s+987usV6t+PC993nnO9+1sRyUd955h6urF+RhYBgmri4vGbMiMfHKq4/52Z/5ac5ONwSBj957h1/7J/+E6+01ISjnfWDTRfoU2F7vIW3p1hvubdZsXn+N57Gwv7yw0gFeaC5G2r0bSCtejI/G8sOchZNSZj/s6PrEycmm9V2p2SkZSjT2OJRisSiKx4/4XC0J+gJMQAcUoiiSk7sdY6sRhASkFGK/QrrO25Ix94u7cIOFBlhMS2npwEh9dlah2Ma0VQcWsc38ELgfGrnBGasqH1GaFoqBoBroamPMxd9UGXZ7KJMp50aIqYdg7l+VYllJMiJh8kBajyGr8WVSrAhAmeaYsTnP3/acFAmpqwu1PSev7yNBoe8dHRakWOaWZPV0fo+PcdE6psoyASEQowvRVQLFQxTyomzNpx0/2ABlsbFXFoUlOGmshA+cmrrgwjTg28dLsCX1OHDr+H8HNQ9uASiNMfHfo8wBiEHE4xusvTY3Sos7maaJ6RYG5fvpq9Yny/s+ZnwWm8ZyU6mU5A3roFrNcvMz9WqHwGC+RmDOZGqbcVvJarrhfLXlw5yZAf+30izcfJ7H4OQAvDI/01ZSoFpYor7oLB18S7ZgXnyDZyEsr1ebETjss0VT7wSLFUzXN2ztKjf6/8b9+hAXkTm2Q6RNhdp244Bm3/gsUGXnttgRFUpWj6ep4MFuWjwIjmLfVTDgg9tN1obgi7CPEan2rrVFPZixLtQO9WxTkIBqbGDO9G48dsipb0tdtdiDsDonnb6CrO9D16ExIil58GOYcZbfc9AAWuODArmMpOSVXkX5mZ/9SZ49e0YIwi//g39En1ZUZcVjxnTJACzfCyEsGCvbAUrOlKxIKHRhRd8l6z9VNqsV+92Opx8/YbPZcP/RqyZcVgovLi94+PAhXeooufA7v/NtSlHW/YoXz5/z8dOPGIfBXFIoZZrQPJGC6U+8+uhVHjx6lTfeepPnFy/48MP32F9f8fTD99lf7yjFxOqGLrLuohf8E0K/Yb05YXNyQlJPL46RIrk9S7Bn3XwHzYDzTTrUOCl7fRxH9vs9fd8xTavGCgUJXkm7siVCiRNZTKW0jQEf6NJ0Qsyyz8FcI1IiOUYoxhyoBKTg6fJ1/auuFwjJAE11jLIoVokzBkuRuOAGlIhlxjRGBC8kWBWOgRpMpc6OqOvqKJYsQajMZjFWx+dwTBEmAwYyFYvPimbkFCztOOaJkCfG4iq87mYNEtq6U3zPq32kvt+IiyyGGGaV3FIoXkpDVW3ukFv7qsT+/JzrHA5m9FDvlZn59DlXfE37LPvYDzhAWWw48wttI5a6Ei2PALbC2J8H1P6ndNyBi0VnOeAlnT+37XCjbxtDAyfMICXM0LsCnjpBJ0edZeHy8Dt4abZn0ZB5c14CLa2aGrSrfhqDcrjpH97zbdbyrexFBSe38QiLjXX+XD073PFdd9/38t8lSFluMku3DSJWJr4Vt9GD6910i5gWzwxWoSELPRxfqvMmedzGA6bEF4FFPO3djNdxExfXrYCo1Q0RWdQO8XtpGTwVghlAsSDf+admMIn746WBXP9+XYCTeo26IdT/19tb3oAuO6Nm59Ql1d0+qijFLGPNVLCbiUi3Jq5Oietz6DZmQUeQmJBYA6LnrrasR4txcV4JLVNLhS6aef31V/mpn/oK2+sd/+x//jX2W5uL0a19s/rNEq5xMctnWN09c/qqv5/dGi9KSgbyghsnq65nu9+zu77m8uKCB49e8WsV9vs9OZuQXlGl6zskCMM08PGTj9nutozjgObMvfNTSslM00gpI5uTDa8+fpVXHr/ByckJ3/3O7/Di2ROuL59z/eIJCSGGRJdXXOxhH024LEiiW412nTyyTtGBl1neumCGKug0HHb4kCUEL/yrIAUdR8Zhz7DvGPZ7irvFTGNhjjvJEohTpoQJsNTXQiC7eFjOFaCobazTnHpbsDhwDcGBcSaXiZAr0x7bHkLVBhFnIZUGSHDwIc602ppd1w4BHw9axBkenxcHhzZQjadlq+ue1PWgsvoVsEtKkO2+xcslUKz8gqIwTQSTQWbQakDMz6Fm8S3BkRTARdrCYq2rxqMZfw4yUNfkslicGWA0FTv/vM3PEGIzZJrRt2hHBbOfZd/6gQYoh8zJApD4S8sdYHb3zGJVtVKS3uI6mQ896NFjy+k21mT5e/sJoYGTILW+xyFVbPSiMubp6Cff8H/W2JPPctwAc9TBXBdV4I6rWre+/DceunTkqF88CO2W9w7bOi947bUjcLJ0g+D3cQxK1b9U6rOvoJAFe6LF69bYYhVjJEZxr8CSZfJr+aJ0g51ZfnEVSGW+Rh1qdftd9vcxUG79UrTpGHC08LXiXjpfyZt860LQzpH57PoMZNEiqYuKOl2fSwsEbWjEVT2VWn07UMT85QcgQ73j/F97RMdoqvZIXQBjRTyN6XFlIFKXYMj+vAKTBPrNOd35A8LJKZo6m28RryGU2nia78/YF4tBCagEIuqsXaHoRAjwY1/5Yc7P7vH13/g6f/+//xX2uz1hs2KaMl1XZQHiIbOqNJfFNE0EpFV8jgjF9Uu0TAz7PQik1JH6FSJC8gV/GkbG/WBWbrKspY8++AgJQuoiP/mv/CR5mnjy8RM+evIRm5M1J6sTK+a3WTG9N3G1veR6e8WP/uhP8bkvvM1qc8qv/do/55vf/Abb6ws0D5ytPFYgQGDF5fWVBV6KsF6v2YjHf0wDZbWij9HamzqG/WRG1FRTbb2HRZBiTJg998BUxpYcPk2TZWA6sp7G0Vgo8azEXCiSySJMo7lfoioaioG5LJSgjANosmBQtFgmZNM0Ke7SMMShopb1VDKhWD0g6lDF2YcQLOMyVwBuY2aqG7y4Xpt4XR2Ku0sLtfxCKznla4kV+nN9EFnIKNSJuhiXDV5IIPYRzYO5XKbRYjc86021wDQhanEqzX3kSLHOJnPbuvFRioO5njrbqy7PbADabC4+ZaMjCsNdajWSqnFiwjY+x81lKZN6EefMpIXo+xpaHcNC/gwb1w80QJmRCHNBqCNgAktw4v9USg1xf9vNhd+OahkcBsLeBlJutEwW6rDMuhLBo+OX7qkQqsphIZeJ/TgwDAOjF926rW3zBvdyR21nA3TVyiuL11/yijcBxe0unrs+e7QVUqFP+39d5HR+vvVTt4GT+nelXD/NxRNczKkxBgKCgcaUkqUtxkhM4nVAtOmhtMDNeq0wlylAZneVOCNT+8eYCGYTQmoGxPz/1pfgQZt2zLTp3XEo86e5AU4C5iquoFC1VrupvV7ri2CLqcdHRYSgwdRZK0jJNOp+ngcFxS0814rRNq3cHKh/V+/qAUACaXfpjIbTxi0rQMSYEDoChRycJhcgbehOHrA6e4B0PSFVEblqxMyg1lytOi8dsT6bTN+vza+uVt8lRmNHXn3tAf/2/+UX+eDjj/nWb/8OVy+uABroSCndMFK6rqO6eGo/5ZzNmmfW14HCNJrGSVaaqyilyKpPpChcPHvKs4tLclFi13N2fsaDB4959dEjfv3Xf53vfOc7PHr1Fd5+6032+x0XFy+YpoHUJU7PTtmcrLi6vuR//JV/yIvLa66uryjTji4J/WrFuNszKsDINS9YpUjqOpP2F2G/31m/TBNRlRwjXepYnWxIIRJzD874jsPogf2FAMTOUnCnaVysl4UpDwx7Mw73+x3V3aJSKDIxTRAx1qIg5ABaqjyDxXsFnxMq2KYtAcZMZmxrZhMUFCGE1FwZDUwWN/5yQbrOxljN/qljRAEplJoZL7QxpEXJk6/TXtAwBS+u6XWpcp3lYkZpR6RoZR1wVsWYlaAO2qQwokjOME6wG6BkQt8jMUEQAybFRNu6VY9Mk2V7+g+T6zeJsVa1lAh58rXUNHuaEWZfa+PPjcMkLr2mtoZkB3oazAUrDphQRffB1xZhygbucqkYzZPORZj+ZQq1/a95LNmJ2WJfgJZ6zsIKh2pR10HN4Wp+2+HvLwHJcb2d4wVqVt5cCrQtAmJ9s41uLala/YNpmhiHwUqW56m5dg6a4+zJ7Ar4lOYvKOcl89IW/9aXvl3dCtbmDf6u44YbBzlo5+zqWr7LfG4DEofPa/neXQDluB13xQIdXNWfSVGv8xGkFcazuCA9bIdbTa0/2tg6glv+MdWF22ymeI5g2dye5f0ev2YfvZ2pO7h3e3PB5lhfVjm3+XnMltbcH/ZXDFUrxkBipeaNScktM0OLB5g6vV1CMUBja+0SXzaM3ZrtbMry+7Ut1LXdNRNj/pBQzBUjPSrZgFd/alL2/QniBdKqeFzNKKnjaomN7F+LQ6mWfNXUsXCKkRCFzcmKtz//Jv/qH/lXoChf++e/1daAu57NMli2jUedM3yWs7qUgkpGp8nXCsvE2F5f8/ypgZNnFxe8+trrnJyckGLg8sUzvvvtb7O9uiKFQFiteP70GdfbKy4vLyz+xBVir6+vefFiy243MY4TCWVSRbOSBfquZ3SxsejZaEO2INHoImYhuwLvlIgSyKqM02RscIoEScTiQDIIOviGGysTFkipW/R9aLEoOWe6rncDLTvUNfBm2TTmatVi/07iBeykEEMdgxktXoNGZgAeu84jI2rmZE2FxjNLTHUKmRAthKqXs1gvgogDGwNDlf2uRm6ZPGDc188gpofWjEHmIV3d+ct6PPOE8QguZ2oEzwyq7knXYwp9ojiQDcWLCoaIhTtl8LixOi5DsFidtnJlC6QWpc0PrZO0lBYoH6WmX3uCQnAmKrgL22yI2bA4QHVtWlN3nDla6JONrOXxBwKghMWKI4erz42Fuh4683B8OkI5BCezW0APNv1jK/1Aep/Zd1kByjw4vGy7B8YO4+h6B5l85H769JbW9s6fWC6Qqto2qpvH3SCkgpe73r95vtz6d73O0sVwfF6jRu9gQo6B0Mt+/9LFVTdyqFaWNGs4eEYGYozBcfu9Ht9i03OGoG74rdnz2JqJgNoGPWjDwc7JIXhZ3smSRbnJIGn7ztllozR1EpkBiiCVY27g1NZYEwysABsECuRc/Cd7kGdBo/0bogOUqtVTbEG0WPT5/pb3pEhj/xfobWaYmAG+6NLiKmguSOiARFFltT4j9qfEbu1Kn7aoF+FApv9wPFh7LO7IekiLIuI6KUEZx4EYA3EtPEj3+CM/969wdXnFd3/3e2y32zufA5jKa2PVRFw8DwN3ulh71NwKUmMznHkrOXN9eQkiPH1+wcX1li/90Je5d/8+07jnyUfvc/X8BSKBTb9iGEc++OADLi8uuN5eoTmTvDDfxcUV19s9fVybayZG9jpa+YwMadM5mFa6JIxTJucJJisk2AUxL0M210yKHVIKOgykrqePkZBSC/4fPJMyj+NijlnWS429sN+1SSiklMxlqviap2Y04IzeBOps2AQNoEjsKSFQRCgSyNjv0VnKzte7gHipB7G/VCwZIVsNJ0SINS6kJIqzcJVt9TqC/mlnI6MbOcWYD9d7bBu7uOEZpW7ONj5iY2icfXQxNyEStMZFeZsWacAAseuQVY+kZBJAeUKz2udFWzur4niooVcNNxitEaI5TpOnG1sxWqx+kt9DlLqWGEghqAGSUl93OQyqMSINzIUFaYDUnD+P2fnDBlBYLAR33rvc/Fz97KexKMsg2LviT+rWcHx9WbRr+Xesi+8SoOTMOI6NPTkGJ4dtWt7PJ7e/faZYnEWlkW/rD+HQGlycdQAOvt9DPsPgvPXzLwFObvtMZbKABnzaPUez+mI0arteu9WMXoACw3k3+6eo2iK1eEt8ZdDGCnDQzy8PNw/v5ba/Z+BSXSrHQZssAmMd0CzHTa2KzNxXS6n7kgvTaBVOp1wIORNyaEGH1cIrpSAx+Kbg/eL32xgcf2+BoRujMJNWM7CvRqTR6YVxyvSpszTIAqvTh6TVCaQeCLboBstMqDWuqoFi2MdX7SosV+ucxI4q2J3z5KAvIwROTzf87M/+NC+eXPKtr3+H9957r1V67rpuBiRwGNiuStd1dD6uloHv9RlVgKiqXF1d0XWWWTFOI/tx5OJqixL4oS99iX694f3vvcN7v/td3nrrLU7Pz1EVPvzoCR2BvB949tHHDMPA6emGgtKvTui6E/Le5OLHPPHaq68RUiTnzDvvv8e9s4ekKAzDCwtCxgywjDB63JFKpkyF/ZDp+5716Zr9NDHlnnW/4uzsHuvNhjxN7Pd7Lp4/Y7fboqWw6lb0fSLniWkaQQp5HJuL2fo8U1yV2txupRUcxBWd2zMRCzQuaCsSqRk0KVKU0ln8UcHGpQShTJkUo4OVYOzNMHqasA+OApoKWWtKNwc1pOrcCTHaRh6taGaZsrmLclU9VlSKzSupSsv2jC2l2a9XTAKeYhxPQFoGUEAtAysGtGaJdRH6REmRYRQ0K+IFEWc+3KdVKcYOS6ii0XY4EIwEYkggkVzUUpVLIVqXIaJMZIKVPkcKpFCZzjpLPTPJU63NMysmmFfXudawZSj+yx0/2AAlBvcZivfoMnDUWQ1Vioq9V1fHSq/5slhdPQrNpwm0LJ1aqO9YMC00H7m3Bw98RYjux6+LbDQxbUvDlNBoRBWYcmEYC/thYr+3MvHtexYugeX3ADe++0b/yPHfdbPJNS6M2eXiL3AThFRacrbEj7/N/3ZOv4rQ1diGu1wzIuHw3mYT32IiwuJ7Fm04qABKdV/MLpvlcSPgFJtAiDRtgBq9j3AgsmV3tliZnBIlBE/Fm3+iB1u3J9LiTfSICZIZMMjRU9X2W91P535VLNNgwQSozu2tWQiataUCqn90RgMe4NqUd70fUGJV38R85J0kUkikWqOEBDkwDYVxP7quj0A/eUq2d5OzAgQLUJRYK3QE99i4n7pa1lKDM9uops3NyibUPnSRCpN4xwJbu461VyoWAqnvyV5xuYrA1VTneq+H4wNMc8W/W7wKSwBVqyarBYZh4vzeGV/4obf56T/6kzz9757z8P4jutSz224pZaD4Qz9NZ+yH4mm++8aGigRiipycmAJsLoVp8jWlFAjZEJoa/R5DYNjt6Bwq/+N/8N+Tc+Fiu+Oj59fcewxvPnqN09MNV9tr3nnnO2QdOD1dc//BKdMwMI6w4h6xS/ypP/O/52d+5mc4Ozvjf/jl/47vfOd3ef+D7/H41YcW1DhNjM7kqm+SWYTdmBl83nVRSShJB7ZlzyZ2rEJktYmcrnqIgZwSpMR+KiiRab9nGrZ0aUOQQN+vOD0748mTp6hMdCnSdYlxHCzOKSSfQAYOy5DJJRmDEgMxrsmTPdMYbWPOJUMeEV3RRSFggctlKuikliib90gJlgDmAcyqSog2juI6mShZULpg+WOUTPaMlehxJbbVTAu3yGTjVRSJhqZrDJnW0FDNSBG6LqFlchBi8zFiczJ4bR6q4NukFhfjhtI0DqYeux9IORKKkgvkSdHpmpg6CBFichBs3yFkJFQtoEgIG5BEyYG8n4idxc5ErOgide6pxwFVF1rek6fBdk2BKIkwZZgKZcykgrkFF+AcXy9tSctkydgDeLnjBxug1M1jyZzI4p8FcmvHYhM4iO7wddXfaB9VDjeiA+ZEDxmBihiXfu/ZDVWDKQ81WwoGUKacGceJacqL1L3bM3WWlvGt/SI3z21/+03eYHxq39zx2QokbmUwWvf7RiozkKkW+eHnZvbK/2rfMZsWhyDkxo3daJ94O5YQ9Sb4acJhVVAsxsZ0wAw+GwPhXaw6R/TXezqui9SeR+1jna/3qYTPgvFYXnP5lyz697CddrOVQbk1cNvPaVebMdesv0YFKeHmeFWxNEoPmM1ToUSLRykxE4qYvkPIs9y/YpRuy1yKzbVa78hsBzkeen5v9X78/kp9BsFAiwRi6q26rCvEhhD9SovU4gpOZL7Hw05xFNcmgf3bzlRjVGKE+w/O+dzn32S17kAsbqxqFikZREgCocZbuFbIMlA2Rhdbi4kQLA6jyhWgpgIq0FwBlgmhfPj+e1xdXTESYXXOm2+9zb379wGrDrzdbhmHEVXoYsfqZM3J5pyHDz7Her3iT/zJP8nP/uzPkHPhf/zHv+Ju5UxKge1uxziNXlKjNMMIIKuni6oYi5Iha6FgQZp5mtBc3O0R0WCuhq5fUUYLMp/K3lkmkBhJqWe1XjNNAzgosgwx29zMKndsLtnYEUwgzeJNMpoDZRq9CKaD2pJoabJqY3WajMkwRs83W+z7akxg6iKSzMhVB/AtVbiu4U2AUBq4sPRji9+p7g0LsjVNmNn16xEYXt+nfhZkDjHxjX+eCAURNX9LF01vyI2MkLGsJsftlj1kbI4Juc1rbvT9pwIUcdFIt3CQYNWHi2aCgy0Rt2tEnWGcLGEgTxjbakBOSkFytjRo11ISMFBT3ZfqjKY7hGqlvJc5fqABysFR/boHLpdP2xWEZbpjNf7mS85I8i7XTltqjxiCOqCPXT11QoAxNNkDxapE9TRNB6Dok1t/+O+nHQZ4ZitSa7sXt3KcKXIjbmP5/Y1luPna3cdRn3AE8ir/0nbdw/bbHn34ZLU2opnx7QPt78NnwpECcb1KOHTb1bQb77dGiBz0JweAobXzUw5lcSE+ud/mjfXgjpkzZJzWphyMXzk4e36tZvW0c279bo8BWaR1A5QKUqbCFDPTVAjB0kEBQihoKOgiDbsyArao2RPXalyoq0wi7lypKcXeS20hN2ao1gkpxSzf0CXP2LGNwa5QYw2OV4A6Fm7r40ozVcNA22ZQs3wATk96Pve51zg7X/Hi6XPGIRMlsh92JhoWA1mF1K29s4XNyYZxmhiHkd1uRymF9XpNv1rRrxL7/Z4xe8zZlE2KXJWUEiklpBSmktntdjx//py4WvPqq4/5Yz/3r3J1dcn33nmH99/7gMvn1w5QFFYr3nzzbX7sx36cP/En/xQnJxt+9Cs/zIOH9/jab3yd7737HT788D2ury+Y8p7t9Y5xmprb77Z+s+dfmKjjXdkX2A57NsOe4rEldXPvVj1aimdxjOx3O0QKMdledn5+j/1uy+XFC/Z5T53Zpfg6JdXbUZ+Buqsvm3unCNM46+q0cdqsSyvoJ8FiYVapM3ZItY2SEIzVip4FmuvzVzXMuljHw5LBLMUym0rdcOeEiFnXSlwO3o0ULUy7bRuD9v2+4gUD6oQZIKuOfu2MilrAKtXANLZDZL5/C7Ct0ywQTJnOgqidUTTxw8m5/ELUABnEwYlOEyIWNxOCMKZomUQ5E3JB8jQDt1Dss9nWn1zGGXtVq6IIiMfX+IPp+PT1sR4/2ADlloXmhiVWrTU5PGs28iqwqScdxZZ4Z9+eWnwITuZgy0OQAsxVl6Oh8CrENkwj2/3WqowOQ0vH+xdxfFJyV6UrbwNaMLMGy/u11+fjELDcBmluXnd5jnB8/WWL9c7P+YfuvLdjsNh16VaAsnzOpSxzgo++plr8vvmqb5qVioVDoLv49PJ2Xh5ZHn9+wQoeuPmW6pWfcgRtxIZbSuIsTIAYCDERoqdbh0QIiRafMblrRiaG3WAVUnMhpc4WJHX1yxAgW18TLACxBc/VRVzEqHsHLYf4UpoLxjYN25hUC6NC5+4CiZZJUmOrQhNmq9RyZfSO+rG+ZsIbFSnVbzdhLt8Mcffuuhfefushf/pPfZVf/h/+Md/+nXd4erHl3oN7ZC1Mw56r7ZbUdU0OfLVaEWNslPd+v2cYBmKMbDYbVqsVm/UpXb8yNsUDFVNMzd1bVNlsTkgpsT494bW3XuHv/dJ/yXvvvsezJ8+ZxsKzJ8/4oS/9MD/3R/81/q1/6//Mj/7Il7l3/xxJwv/9b/8X/PL/9+/x3Xe+zbe+9Q2+/Z3fZbu7ZvRSGmDr15jLXC5Blr0lrSK2Fq+PJMLIxG7cc7XfMWqx7BUM3McukYpl54R9oqjF4EgprKY1D+8/IKXEbr/j+vLShOGqUq8/e+sym1UR2whD9n1PM2RX7XCl15J7SpkIJbV5nItphpRs5R9CSpbpJZ4rlDPjXgl0hC5YmnCbY+5iFHMjBSmW4KA1qUUsG8brOIm3E11IUoxTY2x0u12kPQdCNyuha9AGaGwkTt73ikgmRMums3ctEydEIWkgDzKnEas2nCMISSGUurcVshRCMU0eEQhTQbNVCicPRIx1iSEynfSEyYCJDnt0t28BuIhQ1aYpIJ07alVNhkBxMGNzKzjI7P6wMSjN11VRG3WTO9wFbjWuG4CZ03DrNesAOwQntnBWQHMATmR27dxkT8KsVOiUbXY/aP2pMS6/l+MuVuXAjXLQee1/rYMsNc3jQ1o/LYCLnyssQcniykfnytFbByCI+TrhqHVzi492c7dMP+34dFZrce9248xR9dWCPm6BMPtEfAD5sNNPadJtDN1t7rqbQPAQdLRTDy5Wv7/uLLVRUKHT3IctaoeDu5MK5uIM3kL0GBPf9LE04lKgTJDHbC4IhaKWQZH9uYeAxVUEhVitUruuCW4F1PVALGthfjZzUFidi/aaIJRslYUBAwJSKWyfizJvPodz8GZf1s6r9kl79poRt17R3Kz2FOH8fM0f/aM/zfXVjq7r+Gf/9J8TQmDVmxR+3firaNYwTfRiKewnpz27620DKeM4cnp6StdnulJazFZdj3LN5svZ6ioB2+srvvvt3yHFjnGcLCh1N/Daa6/yv/3qH+cv/J9+gR/58R9jf7Xj13/t1/mf/pdf5Zd+6e/y0cfvc3n5guurC4Zpy37cs9vtPZhSGwntIVq+ntX4nOP5b9JjGgKjFnYe0NvlWRY9hFqg0Vwf69PTxhTXRAAR8WrG103QS7XM0uuiTNkALKJItnivIg5pA2j2MSdi+i95RfBgzzaeJFiwr6u8VheIlsKUlVLEClBKQhIWK6h1ZlSQMmfKtSRQT3tv80gLGqZ53HrWm+fqW7q2VnZSCDki6kZSrV1U/y/L/o5I0xpSl0Ywl1Sogmkyi09W1jK0uWWBtIgZyeK+IcnYRJ4MoMg02pjH+sxcaebCkWFPGPaYGw5P9bFaXZbBNcdyBWEh6ogxPh66kMptc/D24w8GQIEGTmp61oGr4sbeWdGkbwJSPz8zJkuqaglOZqP6kFFYug9usA8iB+AEqnsnM+UZnOSSKTrXW6lbR2v7gQV9eGsHIIDl5vb9H0uivF6zTZjFd1htlPqaHrxXZZCPrddjF08FK+2945YsAOd87Ze7x2M32/Fm1Z5zDQZbPPP2DXrzmjfgntY4guPz5mvMd/byQHTG3zPIqNjkoAVL3LT8pX2u9i+4x7uN5fqUbfyGA4Ai/m+QuAApYiAlK2VSsgmQU0JN9xQjXAImR6keeBqgBPNNl6qtEAQTwooNXFg+oxzMQ7uV+r3W7phqMTjfcBYLex0rB+P2liGjtSN8gquLJrbnOSMlQoD1KvH5z7/Jj//4j7Db7vnGN77FlCf6sGK1WlmcxrVlqBRZpF+LqeCmrrMMkmKF04y5yKSc6WNqGVQTwm7YM02jxbiIGKiZBvYvBlJMdP0KkcA07jl58JDXXnuFtz/3BjDyrW99g3/2z/4Z/83f+6/42td+g/1wTc4jIsow2nXHaXLmzMEdMzipaeaHLt8wzx8RCKaJMuSR/bBnNVl7FGeyaqB0CGxWK1PO3e0Yx5FhHAkO3KqLTR2gLBMeLDC1IEWcoDP3imFW20RLEXIObuTNc7iuvRWwuhI9szihPddcikngT1X6wQr5GeidM+TqLBJnB6TKuqOeDVSYPcMGWJblIcTF2CxQPTQGRg4mcJ3coaVGG2FVlXkdNvlz0GBZRSpNvMA+rsysSik+L9T2ojqfUJtMk8eRTM4a4sqvuTjImgjDQHCGX0TRGNHO5nWVzmixmSoWW+YTWCswVIudednjDwRAAZoRWMHKDTdEW6uXlmrdDH0ZqrUMfHBVRqOxKOXQaIUFc3LDMj98r1Y7lbpgebrh4GnFLUMIDlMtX+LWbwUniw0syO1XkeX5i8MUROf+Of4Mt3xmBhVzH8wMykJIT44XPJuAodHx8123RbB9d/Ubz9c6bsPxsXwGc25+ZccO6AxKmWYWrU60MFtR84YO5nPWwz7x91W587m18fcSD/a2uJYZePt7N0DJso3z0fpVFtetQJu5z4OY6JYV2EuuqGrZPClGUkhESY3WNclx65+MxaO090IgJSArEjGBJx9YloIJGit4D4SQ0WaJVWtwnnOKiXXlklENQCRG82hXNVG4aSC0m72BJ+cNof5eqpvMNx1bO+r89nGjQpbMV77yZUIIfP23vsk//Ef/hPvjQ1555RXW6zWlTAxhYhz8ulqa+yYEWK1XhBgZhoHtbgf7PbHb2vfUTQXL0ppyZiyWNbLf761dMZCjVSlWhdVqw7PnH/EP/9Hf53r7jLfffIt/8A/+Ab/9zW/x7Xfe4fz8FNXMfr9lu7ti7xIlXTLjufeg3lwmHy+VMaP1qc2hZdkARVJkUmU3Djy/eEZMQt+vCLEjdomoQixK6lecnZ2xd8br4vkzri+vzN0apemg1DijojD5ehiymEtRTe3Ziggam2L1X2qAdmWhtYHC4iDG9HEssHkqVh2ZqHRiAEhwXZRxZMwZZSKtTLU4hq6xAwIWAJqNEdEyrwG26Ru4rVDBisFWI05gMpAhtfaPG9UGpGp/e/YaAer3VgbeM7pwhodaLLG3kg1FxYKsHYQ10TdvGxKIVczeAZRmRYpQq4mLl5nIpcD2ijJNFocyTVjQid9wUmtXsgy9sp/mdcXHby1O7vr31p78h8zF83LHJ6A28YcHHMeatBLgt/TpMTgxy6caFocbY61YXFQZS2Y/DOyHvcedTM6eVFT7UvuXNf2O3+vft71227HQV7zze14OLDkTcsdNNPGvxVVrOmhz8dyCsJf9bK4AvfH+QRsWm1XT9KgBbC1EdGHl+PioVsdxCypwXHgRf4/HAmS81Lm1Fbe/w9EZws1urACqfnNYvu59FGP04EyrtRJjRwiJWONR4uz+MTn8SNBI0IBkQbIV9ytFkGjiVRppGRlFTOvenqNL1Tu7qMEYmiLZKwy7XVlZHq3MTQFPJRWpegvqY6IGu7oSi4hZjbLsQ51ZE5jdGwdM08LhKAEJxRZwlEBGsnJ2v+cLX3qbP/Vn/yTf+Obv8uzZBddX17z11hvN8i3FLM5pxBiVUtpaYLE40nQ6atp7mXKLNSgoGgw4qgg9JmSWc2a/G5phc3295fK64+p/esHXfuvXefz4VUSEfb6m6MgHH77HMAzkPJm2R+2NAl0XGbMFOKbGGsxHaCxaaK6EIIEuRVIXKdPAWDLPL17Qx8TJSeFkY3M1dcncKDGy2xtrA8o4DAwpkrPriYjF5qkIuXjshdaiqTARUC89EEOwjGxgksn6UEMrL1FUyWoZJpaHW0jBUpKJNi5DEPAq0aBEVRvD/r3jtEelEEoyMcIQTHen9omvE3aPKx97CprRaV7+gswB+agw9cbMtOfu65NtGtU9aeN9cAE21DWLsFo/jRGtacRSiKHHquiISa/kbPOxCKkaNc54pVjTuAESmnJTsKVkpNbdyhOrLebGmayflSoyB5OIgbQpewmLoyhHcRDkAnA1fOGzhDH8gAOUeUPTtiIfsif1qAvSzY1sBgV23s1U4sb+cnMjvBlrQguSPQjEDMbQFC1MeWScrELoNI3kMllq3wHFd/Melt99V/rqMXtys7c+mZV5Oc7m8JpLV017VRbvHTTy5t+t3eC3bvdQ3SWzH/mmq8zPuhWgHLrYjuIbbtvs2+5eAdZsSde2zZvlMUAKn4pejt/5JDfccTbVjfeWVC4zoprnwd2wpjrT5tut7Emwxd/l4mOrKRIP+rSmIButm6iBcqKClDmDQZEmzlZUPUOhAgadsYD/XsQocqmvNftSqfK96tpDEudU6FAXX3AA6s9BbnsWs9vmwLVTaOOoFie0rxUsILGCpeKbemCYMuuTNV/+8hf5kR/9Mr/5G9/gww8+5tmT56Rufj5BZJYEVzG3ylGLUCGPI30dswttHi3QqkzW+ysQU2wbclGzrHf7PcM0sh/39KuOcZjY73fGvLibacq+vqipgNaMjcoG1PRy5NjN579jCqdd1xEjaDE3yzAMDMOeVdejK8+6kujaJZHdfkvJFjMTYzB3dq7rmINUxTbCxfyaAQdkwTbPAFl9g9TKgBvLVtRLrBX/jINPoTJ1BlLqtSmm9RHa2KRVlJdp8r6tbi1va1yk4MeIVFCsaqn2lZ114GHFPkFWibYGLjLP8GdNCxj3keGxV+oBOhIWMvnZ3F720CKQLBUcMXAyaQMrs1Hg8WcVZXh8WZCa12TPzYDKREiKDgM6jugk5qby6ameVkwxUBTSQgdK3AAS2tiv4K8V/HmJ4wccoNjRjKGGVw4tJp27rZ5te1DbqLR9rv47/9xc5m+LaTh28SyZE1s0C4VC1uzAZDDdgTw1IbjP4JqrLWn3cnw06/jYDXJ8hcp4HL32SZ8BDk31g7YsYdAhaHiZwwBEfQ4OdKp2iW9ENTPKcERZNOUIlNwCVFpTl30th+Ckxp6oVwGtad9Vg+MAsS4vcnAf9tpxRtYnAsujYz637eQsY1fmHl6M41uon/p8l/NAFv8LIViUfTCAUnU6QowuhBiZYw8EEYsViWJKlDWt1xYg1z2ouiliG4YG0KBtHcYxRR1/WjdjX/1EtP5hsSqKW4wGZDqdizQuZbWbWnDr4xn0t7t30DkDFXuetimXuXF111sMEJ2wrKV1z5C39OuOtz/3Bj/90z/Jxx894/33PuTpx09ZrTu6vqN3Vw4ATvVPw74xHyIWP1CypRKHGF2KoILBWg3W08h91ZcopJBsvGIupJhsOc9FeXFxSbkwKfdpZ6Jd0eNbpnE0dofZRRFrnIaPgxBTC5bGP2ebafDzraIxrv2imIJuHkdXU3U3SBfbOrjf7Sl5Qkqh7ztqsGU1qsRdLRJrgUW776yWlVJUKBosXqRUg0Vn3SgM4DRwohDUZPqDD59YY5yCWPBqznP6urN7iI+WYsHSuhDnFBFCikbOuZumgcY2VuogV2cNPf5KgL6rA7+tZwe7U3utzicHXqIG9nzMSq0o7CO8pIjVGbIEYrtNtSBYBwTqVqNqBgmmoB1lAT4tQF49bkbLRFxB2UfKkGAMmO6L9S/DRBnr3xBcG8dHKDFIncKQhbq0h1sNh9uPPxAA5VOPGb4tXrzbOr0tm6d9qi3Sh8zJ/N58zkG1Ys1N5nocxxbBX9UM7fOL9v6veHxS+vEnHa1L9VDk6uWgyPfxfRWkUMGKRwnc4RK6CxTV6PKWrucLoYGSmslTi7pVC7d+jR6ca1OxZqL8r3FUhuDouAEYbx61P5YaPq0/a40oB9QxJIL4T0vFdkXNIESpQbO+oeLrfl2R3YRSTwkNavEd1d1ixdbcvUdwl7q0OVAzkpaPtmQr9x6Sy3SLMT3Hm/rd86fZpYv5XQ7ON5eRn+31WpaNCCkhQRmGHScnGzYI293IH/tjf5QXz6/ZXo385j//TVSVcZzY7necnp5aqnFKxBSaxHzOmdGF3ghCilYBefCg+frMqohbtbZjDPRdT56U9WZt8vJZeX55iUggxmQxMKNvvv7cUupZ9Wse3Fvz0ZOPoUxE3wFKMan+vu/puures7pUkkxrBqmByzYHbK7kxXgyzZOIVcI2ABZISQjrNQB5mhDN3Ds75erion3ndrulZHt+SQJTYAYpGIGUAZFCKYFSSS2ZsaugBvJK9vo4xYBEjITYWSFAqjBmQcpEUndvSGhZlQiErrP7IdBV0IE2HcnqAMyqnn5sYeeCugK2g62Ai0Eae6Gxn+dhG4vMIBmaexD3xGjF6sErODfUovNVBK9V5JrlAjVA10TufORrIQ8DsUsEicTUWYXtKJQoPh6Sh41ENE5MoVCSwlAsZRkIRUECUSdkVCzbambpQozEYAYOIsRowdSqhU5ffsf5gQYozcBZHpVe9rLPS6N5tjSX2QH1OdqEy5On3BUl50OwsgQnwQuqtYXZ3bNViK3KIteWTlmZpsI4ZvbDyOCqscbczuhyafEd3NbiNWn3VRfZ+bzjVN3bjmZtHnEns6vm5nED2snyr8aPH4AdYXmixZjYwJ7voX2fF+w6YLtqMFkESV1z0yBm/TUvgSrRn61qXcjtzRBm2S4WUvTzolCBobFcTbugqcSKx6SoB3tVS20GJ9R4CS0WIKpKF6PXU8o2OT34slpIwa3fnDPR3X+mE5Jsc/KNJkhAs6X2xa5DNFhAoGb6YFbQVJShTISu9/70AOCiB8+zNJbLioPVMRTEqqhGr0cU08KiAqIKyaXvLQBWIXiasgeZiFglEZip78pozUBx+Xd9lrQ2HZybmSXufdETrC4P00RghYRADtb3nQa6YkAlB5kxs4/rFgS7UPdto3QxEJfjw0pS1Imp80QQhdKRswVzxNDzxS99np/9Iz/NMA688+532e8HNGeiwvZqy7Sf6FLHql8hzggIQowdk44WF5E6GyfYuG3fWlzQseTZ1YwFiMaYvM+yjYVhZNzvFvPKGIUQhNQF0ioQYjHXjNoaR4b1akPqOmLXc+/+A1brNV3fgwjTlD3jZ4Cs9L0F1E5jZn81waTIpMTQkYlMEpgE1qkzBqgUq+ni1cKlBCiQJFFKZtztLXW42AZWJNp6TEBdNKyOi1JgymoxQSLINEGIdDF6WnGssijuGgOymtLtytlH/x5yTbWH4mqpQa2CcIpC1GQ1fKI/D6vvQIgJwkIPNZeFG8PGRCvxIA507UESdWxuHMRT9nURgK+K6mQRVCHNBpiW2dMongadejQUSiwET5kTajwh5iqLguaAlOwpx4JGEIqFiExKFVETjQaOagaVFnJRC5xPvcWpVSa5qKU5a0Ako+MEI4RiYzOO1pckC6LV5A6kEtwd9XLHDzRAuXkst3E7jFJaUhPL7Vd9gMwbVo0Ar8qFN75hwZI0zZPlzzLuRCrwUA9sKz7Za6S5NsixbN8h6TcDgrnlSvPX3tELxzEZvl8f3QtHEMVebAFVd/TawQWOj8XJy41pKRIiixOXlzh2hyz1GBoN2cxbAw1N1VCXrTykExqWW2407TNHzdclW8Ls+mmARg4/t+iqGiRWs8HsOVRbqrRS7f4VrSn1Wc720OIZ1nv3K9ZA6hZF4pajiLtJ2sVZnFd/r3kpFZX5oNBZBG/u64X7Embp++Uu3vpQadTyQgn4hqtQ6rZ59P6SFWvPyvu+4pPDh3SoF+JXrQXR9Ghc11l2+3yRBn6aG6d9Yevl5Zfbp1xSHMwwObt3xuc//zYvXlzwpS9/kd/51rcZdnv7fFYL/MyQsCDk6ropqnTBFu0QLJpYakE2EYoKEgrkTJ6aHdzAm1VBNubA1q9sMR6e9lnvuyiMeULGwdRUKQ6UAyn1nJ2fs9mcsj47NYCy2dD1Zu0Pw8But2V7fc2439F1ycfZyBi8ektlVcACe8WNtTo+BGrBPGChMuwCaGmO3G3pwzWr0n/qPWcVYgmUcGRAHo2RxQebhEB9vurunVKNMs1IHu06VrLXJAdEKHPmAwTT7qk3YiOfxbrn7Ppi7DVxNcVcT34dqeDF21uNqDpQq+SELAdvNcrmxdH2G01tXW1ARCzTjWhJBUGdf22p+SzYGDMytciMgozT9CBef346gzxUYXTDrRQYWG6mFlOmFjRvVuY8p1/2+AMGUG475sWpgoX2zsJartk6N4XZ7u7Npf87hNvAibTvqe6dKlR0I5JZF4uq3HQXHIOOtrccnfMJXdDavPz3k47bzrntU7Vtd12zprw1hkRvXvu2fq7iYHe2tYEOmp/ejHr1jdIrox6023c+vXGhG5a1Kq29c2ruTZDbwJZT9FoGxsm+O8bUQKgVGhRyVq+WW4MQDZRaAb/SXBU2z4tpXURhGDI5j6QQSDEy5dEsF7dMm4VdmaFbuuvlVoeZ/Tgezw00fdLzru8vf1+Mu2Xc0/Lc5iYrh9eqBobRztqYswZS/L5qYTbcFXIA/2UGjjfbO0NZ5TA4ua4b7W83LFLqLK7An1FKgTffeoOYOt5770MuXvx/ePLhx0hRonjhulyYhonNagMCWU2+vlsZO1hUSM6c2A2ahZ2LksNCosA36VKKFdhTbVXQcymumTGbOSEG9lNhuNoSrnd0qaMUU/5dr9fcv/+QR48e8eDBQx6/9jr9ek236um6npRMiv/y8pLnz5/x7OnHlDxa/Z1SmLpIGUwiPpcJLZNpfYhnO6mFSosLtmUULRNjFoqYqumExYAsY4ko0taLLOrVwm2jz0XIau6XVNN1HfxqrdLpcUwW9Jkp08g4mEJqXY+ZsmemGBgImk0rWbUFlrqwPwG1CvQtWPrICGrWiLOqvp5oM3btHrNaCYPgFY09SdiXkQrIbE3Jmt0oWIxhn9ga6uvic8EyzMDjvAoweT/QIWU+P6S6t80GWM0ZgxEhtTkZU4IsqGZMKHEWlVOFkur+acZRvdeSJ2NTckCmYOnV0YyXOP4hKRb4skfdUix41l9TA31VCjln+1mCk+WxjCuZF10MmR5l7Vg65lzXJZfCsN+z2+9banHOuS3Ih0O9/qYHf912zEszbRDfBmxufO4lwMnv5bhr8/qkzJTbr+MR90eAr16rWbPglLB/DmlKiYi2eIY5Nv4wY2qmzYHiwZ01a8S+7BPbafdV6NYnhBCZho7rqwsLIo2BkicPlDMXSimZLs4unv1+JMZATF3Tg6mMHgjXU0FLpOs3ZJIv+pb9V9Ro6iDCOAwtq+UGM3bct1T76LjP55IMJnM/1yo5rElycz4sOsRjTcUsRre+gswsh7g1NYMDfNGrK+YMkmq7qtjTYi9wY68ur74ZUgWtWnPadW83OOaZY/2ymHuynFVecdbneDUyuq4jZ+XBw3ucnZ3y5/6Pf4Zx3PO//M+/xtf+l68zjiMn6xP6rieGDjSwXq3oVx3TWWGcBnIxxVhjb4JvjnjQoWnLqASrtosN7f1+b8VFc7ZUWjVALBF3mRRra9fR58Juv2PKE0jk0Suv8uiVV3j82uu8/bnP8ejRI1arFdWFnbrO0s27FeM08GC35cGDB6xWK54/f8p+uzU9nKkQCiQRoo70XWTVB9Z9oA9KoUr1FxArTjhNI4g5HAvKVCZKto07ejyRBM8s0uAbn8s9qFpJgZJhqsRGtLIMlbkUiMF+KNkq8JaMsEeDsT9aFHIhu7R+BQVhAeyylxwQsFiKxYZ+wA5TlwjTb6EyVJVV0lk4LlGZoGIuEh9X1Kda2Qe1546mNtg9GmAG/zHM41Oqg7UOYrE0/xQoESjRQKMIdLW+jrm5ymRKt5rtcyqlFT0M2SdZ1Taq7JAAUtBoDJMGGzOKxVQWhbIfYbDhHJIF3RMjjIdZbJ90/IEAKHPQ0eHi0zZEHzyIzAOpsiVendWASZkZfKkfmRfIm6JshwvZDFIOmZOcs9W8mKzWTs7jAYMivkkqswjZrvclYQABAABJREFUMbSQegtHr94KSmqbF+fc0XO3fu6uM2+8WydrqDTpzcve+pmDvew25mRhXS8iZZaBjeq8tXraWzU7zeKuQZ3SqOS6EVb0PzMfUN1PjTHx69UMrgpuG/NfKeUjwBRiR79a0/drdvudLapaTzfQU283xuiBhwYyqr5EqZYkdm9BAuvTM7rTMx48eMT28orrFy/YXbygphsrtph2Kc0el4PnXuGIg5JKQagy80u2MbXMmBoTEg6rGocwn3M7aJ9BxbKid1hec8Gu1NfUrePW5mo5Hl3P6pXkhdT4cpT5HEab0ucSfNbnVxmKOnuWQIiD693O6gUsJiFnz6QQqaQNIQqPH7/CH/vf/BE2qw0dK77+W19HsMyYk9NTutSR+kRMkTJNdAFCiYQxUzPHzHNTg7nNfZdahpIP5pgtGDVESsjkkA42sGnKpL7n5P591us1V9dX7IeRmDoeP36NV199lVdfe51XH7/KerUGhHHYm+dqyiaWlu25hBA5OT3h/v37DMMezcpYhJR6+n5FpJDoWK1Wll1UlFzVcl2Ysrm8MbG1LiYDwiVa9k/LavL56+vvTC7MZlidS62YYP1Ps2t4GHBTF54rWsiDmgw9GID2OV58LKiro9b5LAsjyDbdbIJmDr7bswhLZk5niXdmsTa78SqctgDezAO06rhUl4u63k+NFqxMotQOKWJBwNjfKtruRVC7HysU5KDCwLX6QlhvIWhx1tnnS1MQtjggnEWuri8chJFNvj747aaUrIShiIG0PJluS7aMLk0eOzT9IWFQji03OTDH/FjsQW3Z8UHd4kAaQveBdgRO6rWXAlUWF1A4XphFFoDJXUjTNDFlSyme8hyhX687L6KfkAmyWCvrhnlw38d9cwRMXpa5uDV24Ma1b/nc4vuWYKb93p6D3ujb43uZmZa6GC3veX5WorOVbPusBWrOAKcCC52t7WojN7rft/gKSOqCt8QvzCRKAym39UGwYLJVFwkveso4GDW66DX1exfPPolBLBAtmBVUyuR21bxJ9us1p/cf8PiNN7m+uOTDUri+vCC75QpKyZnU9RbYvRws7dcF2KrPShaBwIv/bgMcL/szl3s4BPV3n3vUmyJNAKuOh+XzDJ4ZVAHmPEzmsdFcRb4htC6ocVCLzWX5Pa2fDii1g8Y1SDOPIzvXCoBae87OT/jKV36EFDryKDy9eMbVxTUU6FY9q9XaNEwEq/Ybe9fhmFpdnKImUKatPG3wGi6LeR07uuo+SqV9f51DY5joTzY8fPQKDx8+5Orqit1+QFLitcev8+iVRzx65RU2p6doscq/4zQZ+CpKyAXVoTHCXd9zcnLCer1h3I+U/USIlm4ctNBLIcUeQcjDxH7y2DtnBOb1t5CzGkARYxVlHGeXSJh7udmWC6BPm6d1iM9zq5TS6t+UPFHKaFusiikQh9SGi+hcJ8hiTbDfw6ISd1EI1W1R57LVGWqbfsk0C4i5lld9+yAAvDKAaufOo8qHZQXqleKXjAQLZJXWIbiRVXxj87HY5sJybPrPYl8qFXypWtJCKV5o1A108RVCqhtI2zPAz1eLVkYm05DBAUquzy1PlLGiUXOZqWIBsvkPCUB52UPBsg/AiGCtsSbZlQrn+JO2WS5GQ120gUVALEA4oLsrDV6PZVrx6JM/Ty3nax7TLL7yE47lxn/nOQ2Zf/rxMgCmTcLj133dFJr+1ksd1Vq96/uWbqBS60doMN92tbQXPzOJ5RZBEFrNCjwYDt+bQt3w9Og7sQUvL/QOFvd/0472947uYZhGkhbWp+esVmv2ZWIaLWBRsM2oglP7Glv0Q+woDrryVEhVTbKoB8pFum7FyckpZydnjLs9l8+eMV0PiETzsedCv+5QNQC8hCPtPo/upQXz6fwAPw2A+Ek3YlNqDNb8+yEIua0kxLIPl8+2gtPj/g1BEBWm9sxs1YzBUjwrdV98rNRNom1sKHPu2m3gZPlc9fYJqfMYrW4ek68PrQ8AXn/jMSen5zx+422mUPjab3ydjz78iN1uYLM6J/U9CFyOe4tJUIgua17K1AybWGIDLK19vlGsVofL90Imi4LFpazPznj8+DFvvvmmZQ7mTOw6Htx/yObkhNV6xXY3cHV15QJq4vejZFlW9rbq1l1ncSvDbs/+xRZbAy2NN3lMznY3stsOHpiKWeRdJA8TZZjIw8RUJpJEklehbn3pxQarunQdtDObabWYJn+mIVkxGCWgBXJWK0I4DcSxI6QOjZburGUiihf2U99Ig+n5EDDLP1k7OoFc9YB8rxAvbnioqBwJOgeSLpGTLTlz6LjZQR4T4zEdNq7nrDfjyywFKZVCFM9+dCEX4znMhaSWd32g/NuGOjgDZwHWzonYPJtMLZasMGZkzITiDsWAubmDwCSU1Dk4URPVm0w5VqYJHUbifrSSA+5ODFGBSCyJMHXNlUZRX1/5w6Mke2OjE5r12F539Dcb2nONHcuqmes33Iyhm6lowQKsZPFejPOCm9IsAQ401mTKA+O4n+vtLPykhwzNJ9znXQbd4j7vAia3L77L8+XgPbnjvHbUjlyAq2axHvQPHOGAuS+Prn27zszivfoM23k1hmRh0aY4K2DaBz1ArWo82GUOCjr6/TR3EaUthKGujTpbybPWSW1fjWmy97fbK1SE87MNXYqMTbfCrVz1omQiJrMdAuNgKYWp61mtE+tTsz7yOKK6RzM8f/qEy+2W/dUVb7/1Npon+r5juq7jXUAC0+i1nOrNHrnP2vNqn3IGQ20Br2Jc5n6qbGC1vmgA48B1cxQYPmumHD7PlzmW4F6rTP3BDQQbUyNoKM4uWNsCEFQpOllQX40taODLtgtjWavVCXNSpnAQnTs/6XnjYR6zU8nE1BFxQ6Rki9UJ0eMtlM3Zijc+9xp/4n/3Vd56+w2+8513+MbXv8mL51eUCWLqWG9OGL1isWVI2LMkQEgdoSmluiZI8fT6KC0jRERMeKzMQmPZQZNq4eOPP1qAv8Dm5JQ+JqZx4OqqY7fbgZp7SmJqrHKN7UCUcRwY9ju222vQQhcDfQqUKJRkWRopGEsx5olpmDxF1VyCjHVNLGSFPFkKa8QCvPuVCaepC5ClznRjLC6lA2xjK9PEsN8xDQPTMCG7wdPnIyF09MEUkCMRcmHc70GmZlSqGDDQYuNFQ6QES00PUSg5EqeJkjMxJVMsToHQxYNYuJQSyXViGAZSPFz/69qXxZ5nrUPsZYh92KmnL/scaoq0+NgXal0m0Wwgy5l/deMNqSKHM91bswXxmkChzJk9AkiZDJzkgo4TMlW9HIulqwyrCcuZQS01U2dSE7fLGZ0mAyvFXDg5zK42YrAU4xygRJTsgUGRVpb7JY4/UADlOALfXmO2pKBRwDXu5DBjZwFwfGFq/ulbLMml1bSkq1u6n1cqHieLeq/I8Xi9XpCZBwDg8Jyb937b7/P1XuaztwyUO677WZgZwCbV8vNH33/jOR3FdSxdPHZC/XUJZvz5ILPaKVWIbU4V96fS0HstDtZQS7VQm9+4tkEbYLktA+T4OeZpYhoHxmFH8Hof1bgRX6jMr0srxqdlIsRA6nvLnIiRYW8bhmVKKDqNTDvl4tkTLk/P2G+vydPo7gBbnmtw7UGfLvpdZFYllVIWc8UBhf9eGcKDAo/M4//4xtuzPJgf9dFJyyipoOCQwVn2DQ2Q2Jytn/EW1O9pNzXDrWaZUhfX0hhTZ7cPCgmaIVPvZ9HmO0b3wciXusxn/yy2cTS1Tjs3hEDXCxLhrbdfJ8bI/fv36Lue3/7G73B9vWcYzZpXZVkCrn2rPaOASPF0TaWK2dWMsLZpVlVT7+eSJ3QSi317/oycPfZCIicn14zDnq43EDCOE6u+p1+tCKzJ5ockhEzCRfZyYZpGiz/RQgyw7gKyTp7JYXkkJQt59LW4SFOvFRE6VVLfs3K12dPNCX3f0fXJXTIFCygt9L3psHRdT9etQLwN48jlxQv211umacCE29xId6XhOn9LUctyw2K5UgxkcUO0uvdjMRYlWHB8XQ8MtxdCMvXagFVclsrClgwpE3NANUDyeBp3/fjI8qE6O22DS9dXfcID0bs61usIOEpnnmOqKq1EJQWpMWv1/TmkQZssvWBMVHQ2g+yp1KU0l5EtsTYaVc1Yau61oh7H698FVp0cz7Aqxd1loDGgMVhwscfRkKIxVHr7PLvt+IEGKHBzc2772cJ6bCBFaTUWcg2QrSClqKWgL4yrYz/4sT99CU5inMVnVNXYk+reGa1cegVDB3Q2VV5nHogv5VKoC+/Rrc+b67ysBuTlr3tbn7brv9zAOs7WqUDioF23sCc327AAKHZ220hExEWFnAJ1tUbN7kZxwCEuSGb3X63IaAu986HqLIqW0gTf5uYLs3NXj9pXMU4Fl4U8jex3Oxc9s7TEJfgylU9z24RoWTtd39OvDKCsUmfuxqkQogHbiEKZGK6vuHz2xPQodlsbs1o8OyjBLSqzy7FbbIUCjFVqz0YPA1JlAbzba4vntzy37dssYkp8PWpMxWLjbBR0AyQLILJgNqT2ubBIxQ5Nir1+j/g9qddLsc+6cqeXsrfFeiFa18DWsaygcMiiHM8Fne8dV+aqANl3nEpcJdf1CFF55dX7nJ2e8trjV3lw/yGUwHffeZePPnrCUAvj4cGFSAPKtVnVKWVAxtqvXjtHamaGACE2kFI0M1HYDQPb/Zbr7RVgQcmr9ZrLixf0fW+ZF0W4d++ck9NTYvB6uQ5SjUkJFug/DhZES6GLgqxNQ0Vz8CyZQh4j05RIUwdY0UmriB2d0ZljI9b9iq5LTVdFi4GTUgr9ekXfr+j6FX23QhATqxsGnj55wtXlJfvra8brC8TncPbU1zqfS1GT3SdQxLRC1DdrLVYHSFNqSqqi0eUKbLyUaEGxIQvR9WkqsxhKhjJ5vEpAs2UgEWPTn6nrcdNaQTCNXR/PsQpTGrjOWQkeI1NZ1jbypOYeVv6zxkvOc1MXxraEOjbxeJaaqg2xzCxM8fCGUA2wBkTc3T3sHbgZuMHF6lTE1GdFkOoS2hlgsQ4yQKLZY05E7O8uotw0pu46fuAByvIQOVIircciZgFo6cTLH8Mv1fqbN8bjeh/t3wOLcV7EiscZ2IQeZ32COwKD7gIN9bjtUb48/vzk47Nc55POVarlwozu7rrOUX/9Xg4JVk1XCMTYUahZU1WUSVt11jo2bBy0XbXeQKMddSY4OTzpGA7ePFKMRIH99pqTzcpSLyWYfDaWDlndPVPJrGLg9cevcXb/Hrv9nu32mqvtnpKLa5t0XF5e0oVCItIHYXv5wgHKnvPTDXkcbCFW25SCzCJ+QTgA0GY4FiaYBZfq3bVz0xEIr+zg4clL4CJHc6EuvreB+lvZM/9zFlRcAB8HOCHGht6PAVR1n9l7cRaDOkgrU2peczUI7lBFWQyK47fEDZuJ9XptLgtnRtfrNSJCUdcmKQHI5DJwdrpmnTpO+p6z1Skn3Sm//dvf4hvf/BZf+/o32W63ZuH33UGQZ6267XAIpVS9YyasNo+Vj1FSSIRkFrcKjGNhN40UUU7PTix4VSozFuz5e3BkGUfyMDClyL5PhJDaZjiOA13XGcakkIK7UoOy1kgpa+srNfbDNj7LsgnSE5Nltt178Mgk9GOgi9EKDaZFscemc2z3FWLX2moptLN+yYvnz7m+uuL6xQXP3n2H3XZrbKMq+/0IDKSkpKguc2/PfxxHYwA8q4RiTHoXA6FLTCjJC1YWjTB57wfXAXGgHEKAkM0tFCIxuP5RzpQYZ5ANrp0SWt8jsckPSLQ6UzUuUrOgOhnjIsEYVmiATuoYprSxLWGeKwRxkJIpxcBoG8W5OFM8u3+01c4xWtK8TlrpKKQUZBiZLfcAq4TEROgimmzyarG4ljSZ5o7p3WRkMhZFk4GU0gW089LmL3n8wQAoMm8uMFu06g/UQGFNK67sCdaxnoPlgeGtjDawYEicPnV3tTi1atF586JA0QZMtvuB3TCynyYGd+0cB2DWwz3PBz+Ht3fjFT/p9ustzjrYXiuOR+s1b6e2Z/p7/o5DZl0X79WNavn6zFYEqRrQdu4n6VHc0NTw4l0qxka4ud9cN7UCdJTINOzstTy1mBPBUgfnVES7gTJly7jpzOrJZSDjeiIxOf2bqXEmx7yWeB8cP5egE1KUPMAQgqdoBkLsZ+sm2yKfsWA/XCCqTHv2w9bodt8QhjFbAHJWIKPjwH4aKVO27B/FrGYxCym0GPr2mM3SCaYOMnlQeCnqwXsGVDKKhhXEDknJrMtitUwCBrqjWjCgFObsqUocaXHNDksRNaZEPIYhNlZG6jBY/lsXc0+zbou71LRKd4GMbXbTdT0lqwWc+1woTlPHoqS+ay7b2b1kllu1V0VLM0QqCLLLh4N2NWBTN4lgdYiKFlPCx9wDlNwy1KLgGRhCpEezWbSpE07OE29/8RHdunDv4YrVOvDOd9/l2YtLLi53TNPexpJboXka50G3XKcWeFlEUSkmX+BxTmUcWcUIXSKtVvRdb/EUDkJrrZ0YTVY+JpNVnwbA4Q8oBCXkAQnmIlmF4lkxoDGiIbblyDZie+YxdazXJ/T9itVmzdn9e1bnp8aVLFzi8yzShaE4r4ZLtjXnTHey5nS3Y3t1Rdp0XD57zv76imG7hWwZbQV75ikmVwQ3pqlMGZ3MnYTCVPu1ZPpcs2eEiWmOr9JItjLKiAgZKG1fCKRujvmJ01wbShBisDibEJxI7KL1WzStoYB6wKxrqNSK3vj6VZ9DKTOhIuLMbR1mLlGYxcav1iycuY9Loq2b7KFkRSeFydc714tSlBCLtwOyz2xb33zipgB9QroaJJ4hZKaVWnxN3WZCosSBkgbKNJnRkqKxTy95/MEAKIvjeONbbi8teyfXDY42ISqQCQeS7IfunKWvV5zqWlLXWlyIKE+MHjGfs6XZHbfpBug42q9vc6fcBlQqXpBbzptBCYsJv2xEPf/GV9mbooefOSAeHJz4Ri0Hry9O1kat3LzJ29q8WIzmRrq2jFhjiwshVTYyiOfZF50D7SrQqc9GFy1Xtc1EPDAtWJkvA24WT9A2txYdsOyEmx3WAmidPtbiORUuNtck+dy/b6VALEh7v9sxDHumaTRFUXxMAtU5pwVKzmSd22ZppbLoq7nv1b/HbsvVMsucWm+uMVuECmLpfxUkqH1vvVOt7ER9nnrYCwZGPWhV8Eyq0H6Cr85VmK1evwLlmrEhIZprgSVAoblibZ4aQDAreO4h48e8bzRDCQufvrfWDYnDEarzWFk83/nv+hwrvK2bg8eT+X0p1Y/vei1aEK9LRHXlRqEPkXv3T5DwCv0qMgx7+i7y/odPeP+DZzx94sH0eREbB8314JPEWCAHLDU2J0+ZydcgLQaEJcVZqyRFZ58sNXipcdMKRbZ5X7/LAjQDxkZ2wV3SIVAwViZ4xeuUOmLqSF3nKclnrNZrVusVm3MDKxZcaixM1S+Zga79Uiqbebxu+votMbA6WbParIxp7DquL3quXySm661V8K27t/l0QM1tpXmiTJk8TtZ30YF+EUQzGgKq5rKofRLBatYspn1ZsCmKkL0PY/AMljruFStVoM6B+TObd3EWGabz/Grzitr+0tawOiebZ1k9A6kZDvO12/4U5rgR8+AIWoJl5qgZchLUwc5ihTvYMnwOOKDXGD22y12OHYuYc2nrvkpAZUAixkLx8scfEIBy98ani8FfB3ilhNWDqqq1Dw4+vAtnX/cCtBxR38EXB1V1cJIZ3cWzdCXd+VDubvrB8bJukYPAxju+7JAZODxvfq/ceG9xlo97+QzexE8+bru/4sW8Woq3p/LVjbIVeMwZYenfxia0yOzOsRfxj7ZNfs5CEcpE02uwjX8uznbbcXMBncdbCAGJ0ZVUheRlY1WVcdjZJjJObHd7rndbslp65enZKVcXl5RxJDqAqM9yKrmxQNY/uW2WxdMEl8GyhynZh7RqBTAipjoaXZXSWMdoi8oxDPF4hONnduy6OezX4JvinF3VAE4FgY02j4dzzUGdnVKBm1uNrjQbNC65LRArI0CMIEdFyeT2WfFZj+OA7puzaHGeVDcY7TPr9ZoUOzbrU1Jc89rrr/Peex/y29/6Nr/1tcLTp8+tum8p1LiWWoMptn4OzF4vJefCMBpAsbikWrA0NkCSUpqzTCoTFpSuszioLnX0nblEDDOqARSsWm8MQh9tzYuSCGKAI6ZE6hLr9YbOg1v7vrdsoX5F6ju69crcOh6LIm5o1PFwsDYXjtzvetCnMVo16JPNhtP1itNVz8WzDRerFZdPnjHudujkUvFTTStWBpdfnwarJo8IoROCmmttO43mfkoWiVbbWuJ0UKgUmLPZQmAaxnausUOduXu9EnRKoemukAtFiq+udb1yhgJj7R2pmNCZG0iCGbqNvVJlmZV2YKQ0drAWLBT7bmdkcnAjSbzOUNFWfiejUNTWrZypEZIN79Q4K88CEjcgBaBzg8a9DSLJajE1rKIGbF520+MPDECZj9minI8ZnMwbmnrUd9HZQg4yZ0MsgUhjiY8W3lhlybGHNY0T4zCw35ucvanGLkTZuB2P3G6T/z70xWc9/w4QNL+63ApeDpzMMR2f/r03YhNQc7eWOaBYpAYT2hlmP4eWUmxHqXP8YMObLzyPA+ib5VOw9MJmO/sGsRxTL9OnBYHYEVSIarEnq9XKrzmxGwf69Qn95pT16Skff/wRp2ennN+/x9n5fXa7PdO4twyfEJynciAmsbF58+Lt/ZAVjXrQyGqlmkF5VMk3mIsySGiLXimChJ5CZCpCmApdV6FB/Vg4+pkVkCvz0dx1bmni80ea1Vgp41oldgYxi8dIW3exxdGep/vpXfvC1sDQqPEiR3PqBoL4fmfbXTMYVAU5eq+oNgVVdSu4aLY4nxRYn1oa8oNXHvDm597giz/yOT739mO+9a3v8O733uedb7/L1cWWGCKpswyvOV6h3tYsgiYhESmIFk/RjXR9z/r8hPPTswYQauyMurDbuk+s1z2rvmO96Yi9b64iKJPVjcLiKfpVoovmIlqt1vR93zKAVuuNBd6mjpQ6utWKFJPX4akG3QyEl7pDBwVaHazkXOP5agaSjfuUTEhNVx2nXUeSwMlmw9n5Gc9PTrh+ccGw3TNeD+S96a6UaaTonj52iBa6oJycnvDo8SO69YpcJp5+9DF5GsijkkZ1liR4HEuaAUplm8Kc9VaquywXSsyWvhwjOnUEBU2JmJSigTJlpiDEUNdQB+EhoGXB/JbRDQYDiyLCVHkVVapMgIiYq60UV2BQcoiNBY2IzTPMjVPEahBJza4pNYPIApUb+5S1GRGyWMU1u0hbiDNREhwQuXJtpUoFYxRroUeVOUD/ZY4faIByvKFVlusGSFlY220iMFNW9VrHFuFBVgJz9kCzDHEkW1UYx9FcO0ttFfSQMV02WA8X0pv387KsyS2MSbXYFq9/0vWP7//276CBhE869/g4tIDMdhCH5ZWxOb5MzQRaunyKFosY9wCvmRFyVlN952sXoVUEvdmmOZgZLF5CxEq+230aoA2uQnd4jfodc9uqxoQyAweRYGmWKRK7hAhMk1k0/cpUOU9PT/no44/o+hWnZ/dsoV+tmIYd47C1mA6dwVej4oOQp0ytuD1vndLGf2vzLTTQkvVQ74+i1ra42oBTvSbnfvvn6t/LKt7LxazOnYO4osa+0QBkZVmW7a2AqaZhLoMMlbHdVi6lZSGBuRss6aDSWbOCqcCcbnwDpBz30XJuQM2QOujKJfCRmyClzsvqXlWH9dVqFoGUAqt1R0gndCso+Yds43z0iFW/4YN3P2JyccfSNmvFS8pQV7HSJ1as5u/2+Iiu79icn3Lv/MxqAUXbIMfR6oFRlFUXWa17+j6xXidCl1xuXijFdE6q4uvamZC+69msTyyuZLUyoLJak7rUgsFDTM2FarFS0saLqlr2jD9r8TpEKhbTEKUahp51p4f92srDCPR9h+ra0nZRYpfYX23Zxyt25Yo8DuQ8kodrT+33NTsGhutLNI9kzYz7ncWmlEIJ2eJkqlhbZZ9ChBBJydpfPDZHanFCD2J1fTRKEiQkigpRrV6RSiaIkMU5Ds/ECjES8sxOlwocxBmtMLvFiuosBxCCpSCX0oaxBc2HBlJmfsVYEwmBKlYnrsliDyJCCe4iDQ7+pYEQUTMYySZZH5z1FGqldXNHq3g8T5vzFrujNE/oSx0/8ABFnHpqG/ISnNSOsBW4Wc7g1k2zim9fUOdF+CZoCSGYnoSna7VqxQ5Uco2FWBq0R227C5zUJfROJuzGfnsX8LgJTm4DKbeBs/nQg6vXeJPaL3cT3Hcdy839kCqvf+tiQ1puWsXTKk0+fv6sAZRKRy+u7W67Y0atAsv6vKqlHyQ4ul/QpXfdRaNoDgEYShMCrP754IscgASTk06pM8uz780CDtH1HgKd++qHUizts8z3UKl7CcFdYPadIXjK32IeLNu6vBOZT2oLYd15JUb6zSllGtFiAmTWZ3LrWDFwcTRuZBH30fr8GEA793UMTuoTqoUDddHeEBGJ5FZQUShZiYuUZInhEKQefefxWG4PrY7jNqYPPrg4b/5b69w46msD3DU2RtpYrobpHCheLMgyiWW7rE+JMXF6YnWXUlyx6jdcXlyyvd5xfXVtfY2SYh0TPv5DIHWHwadFldQnNmen3L93Rt91VsQ0Z4ahc+2RTBcDq35F10e63uJWmmEgoGIBnV3XcbI5aS6ck5NT+q43DZ++szgXZ17q2Aoe1yTJtppwYEzNQLTOySLmhrD1eAYpc0kSN2bmoUZKEWXlSQsGpHZdT5JA2U9Mw56RQh52qAYPwjB3yWUUYmcZgPvrrbEDKJFpnrspEpMp6Ur9UVrQcabDC/SgagGxdeMvCBILhULSgupE07JByVpDv4QUIxrmeWTFHsWz2IztrOxJUdNvkSCEYu1scW8IKrFyLRbOUPsaaYHzRrdUo8LD3HOEHFGZK8HXUgAITcVYciFIpni2HiFQNca0aj2px2Up7TkrNKPqZY4faIBSj3mr879F2qKsi4FdPK2qHC1ANWXYSlsfLsR1A1xqnhwoXuqcubMfB/bj0FIPP+lBHC7fh69/0mc+tS8WFuKnnf/p4OTAQDz6XY/OeIk2LQDapzEvqur6D35erYlhby6yQJb6FvP3lU/qe2/HNI6ImPslxQRdz1B2B1b7Zzns9MI0FcZxbEGJQAOso9ccKXliHPZcvVCuL694sbqgX5+S+s7qm3Smnikh2K4Gnn1hC2UIEY26qPBrlPEyCHTZl3Oc1UGLbYstBYIpm24257zy+HUuLy/Z766ZthcWmH8E3A/UY29hUGq0nBBpKYqHHeWAIt6IT2nuvPaM5/OLYBY1CsUCaLuQCGSi7RoU8p3z6/f1OALW898+3nVmaW8AbiqYqYGWpgwq55GTk1NeffyYN15/k8ePH/Od3/0u3/3OdxnGPavYm96VF6iLDn5jl9hsNpbK62AgZ6PyYxc5Pz11tWtxTYy1WdzZ+jqlZOm03ral/EKKHX3fs95sODs7M0HBvme9Xtv3dampvgaJMzCpvRECJLvvOiqsT0L7LqP+7ftCWMQOqZJzaKC/lALZJO0LM7gw1VLrh96B1H69IRYlRkVkYrwojPuduy6EPOx58fSjloEWYySKZeCkWFoF3thFm5dd5xlKPaUrHneSmIoQM4SgFvokrswsgal4SrIKWY1djWLuzao94rmkaEwehiX+/CZwkBS7BDF4MVtjmTILd2vqW5eZ5tFEtskCcRFsrWq5fuIZaSE4kRntuYQCapmBKgrFAksq82i2vlrBzmI6P82NW6zStMu8WfyJC8KRJwvwxwQoX/b4gQYozbg+er2itcqazGqxyw/TahiI5+KHEJrP7cCd46qgNcis+cpLJueRaRoZpz3DtLeigGWk6ESLUNdKlxzblUtAsWgYn7y41glemSNZvLa8JsevB/tUtfpqYNRs+C6ZAD1oiSzb6p/xW6JFmehiE2ufm8HJ8qgsyY2AwwUwMJ+0TWATwvP3JIBODZkbEzb7Yyt7MdP8Rz0sM6Sdpomus/TarluRp5GSK/Nye+/fxayImHiW5mwMhBbLblAYhoHs6sLkid31JdM42j1ME8Nuz9XVFRtOXdjKfPfDfu+UtD3A6pKqwBu/T8ukPFIapMbRGOW77OsG4svc9pQ6VptTXnntLWL/jMsXT7kadwdj9gCI1J/jv0Wa9swB6A2H7p8qMFbAKWptHPBBwDO2uVsKbfZAQSUXZcqFk9AjTKhmsnq6823gss7DG7PrCGgczlB/WRcTRQ/ebufrfI4qLe3YnsFt45A2iWNMxK4j58HWopNEer3jevsWuQzshmuePn+KIsQIqz6aCqsDkq7vWXk6cdd3pJhsXnhm1brvD+eYzkaG4LF37qKsrs8Kqru+Z7Ves/n/k/cvobZtWVow+rXW+5hzrbX3iQgj04w0+fX++V+yYElBIREtKAqaVnxVEiyIgglCCmJBEBQxEQS1oGlBwYoKWlWwkiBasCKJ5sWSwn/F5IKQEZnG45yz915rjtF7a7fQHr2PMefae+0w1P94xjlzr/kYj/5s7Wvvhwe8fv0JlvMJZakJToIuhvYkfE1mIGojOJnbiJAORDq0oqYRGQ7lEZ4PuJO8mJMpEUFI0NHAWlCEskzDUir6+Yz78wK0DbUyloXB2wWfffu72J6e0NcV6Ip129DV/Dm0LNjccfd0YpTFtCe1VTM79QYuFb121C6QUkFlAZQcBHUwd++/OycLQCjoi6I3gVZkvhH20HhSc1LdmFEnDUrXniCJW0VZapov1f2ChOA5dGxBEbMJLlycDgpUt5yE5IM+pj20fa4FBZHlfzFrKmipWTZCCAlqDeRuFiLNFsVTxC0TrgTg7okyRSy8G5pA9KXHFxqgzERMd9+P32IyNDdC+J8gN9COsE6f50idOTFUHFHWu7upoLeeSH9qzeHtYPLH4306j1vS/BHUvO9eFAjCP4SaNNbk7rzZ3nvVjgFOxvgBUNr3iW73Zy9B7kHKzd+92UOj4qGxFCA0CN9eE4Ts7jWYmKXaWCOqcPV41PMZ3ycwOt5lAmTeYBh7VKhY4iiwWK6DLg5QNjMNbiuaWM6KpVYsi0luIopSx6R06aAOC0XkANsdFJWIiWDKYrN70432jj5ef5/5V91cwKXi7uE17tZuDt/VNTm41ixOU73/3gHq7hyilMKAcZ4BQd+XTqzHlA1mD1dVmyLNHCx762ibAzZPYQb1arjzWpiXA4Ix79fK85q9GZRcg9PEPMeDxpj1yYF73hPqpil7pDlIMlk22FKMIX/t173CD/3wV/HpZ1/DN7/5Co+PK2oB7u4L7u/NKXVZDKjEe3NUDdLuTL9UxJoVEdtLNFpEHhoOKpDe0FpHFFNdFnOCvbu7w93dGfV0QqnOvGvN4nkz3bzSxhLthm7+SG62ybnIAbL2cVT69DU69rVaklIm91khFPcRES5oRHj45DW6WF4XvVywXjZPpreZX4r0vK1EpXk1vxeBoqhzi2KRcFzEgIXCMs2WDkKBcs9oNYucMi0n1CPrpENrBcRiXgKgaO9eJ0dRuKCnudRc/VkcoKi7JKTgFe2Eh+YX95dRM8mImD8PWfLGSB+g09qPMfTs+0O2YaSjK9ViACSklA5E2DPEKm9DPO+RILUnOyA08eiJBb7o+N8CoOikoZgJXlYBdRv7LTX3Tm2dNs/DRstIhaG2FEeFffI7ab3tAEpmtAR2AtjxcDJ1/f1zF9y4wYfBjRN+2vf5llnHb5jgYByRpHivJQmk87LWzoSeElwkaJgfGUR9+nuI80CE6M3sh5k8+eFgdkGMASB8g5jZzotCkZm/g4YW7iY4ee4wSZkZbg8WaCeQ2loxQNtc9bkh6gW9eniNVw8PuL+/wyYDTIRTNwsZQCGgNUF49C/LAuaa5sSRy+Uw4tmXPUgZTHP4ZCmA090D7h4atssjHpczCNsOsF+tm8Pna1A7AMORQBlI8vZ5OD7P62rat4IRbtu7oG8d22VzkEBQNSdCqvT8nlDd5VoZDZ4J97H9fpL/DfPhjINvXRm0QyaaQ+k/Y/civ68ooa8EogrmcLZUvPrKHb7+w1/Fu3c/jG/+ytfx7W9/D0yCV6/u8OrVKzeznCxix4FKaFXUJfPicxea5N73DuhJ65jB1SNRJi1KrcVq6NzdmTn0tIDdfDlX9s0+06CVsd6YrzWSoXEkmHAQc9Gh6bNpazrAJ+W4kGtHt7y356oSmCmYGYWBh6+8gpCAK6MI8O7pgk06ni4X9MuTgVmfi64991IIcObMLOY75hWNWaygIherp1WUITS061QqClcDS31BUYX2Bb0VyMIoDlBIvTKwilezJvTw6SCPuu8VVCtYFHXeuw7GGQowoWlBWRTQCmLTcIAkHYmHdpxAAebhPn1wUOMENuoEoZgmNAE/TcKM87b0OVFyd5Mp6VvsK8IIL/b3Lz2+2ABlAhxj8Q/QMqsIr0w8wI6g5msixIA7JfLIEwEM+2wAk3VKZ39LG3Bt+/+fc3xoGdwGJ9///Xb3DQkVx2c4asfMQCapMoi2S3gBGMOHCIKDO8OxVXr4O/fT7+O1IUpZMty89275D1x6MfAfjOKF0EsCoBiLjYRbLLAqu2K1MAgEJgUXYOET7l7d46tf+QR3r1/jv37r19AXxmVdsbWG4lllWWxdrt1svOTp36uXqd82gRZNDdO+7zNQ24OJAIbpR3VZocSopzPq+Q6lnsDYdhLu+9bNrLEYM6IJRHffO1jQ6VqjjR7pAaOzPWz10z7qvWHdVjw9rWhNwCQgWHZX5mqE+yNSar/0eG4rD/I/DlGr+Gryyiz0lJ3mzsBVUnSINIhs2NoTiBpevT7h13/j6/hN/+f/ga9+7WvoW0OljtevXw8/kFrzb2hPxNO/A7ozm/Qu6bwa2UaLR4ZRAciTzqnTOFW1tXaqqAtQF7i/yh60Atdr46ixi8EiTKHF/r21iTD7OVu0j6S2dM7mCiKcS4FszWrKdEWXNoEMwunhjIeioKVgWzu+3n+D+9J8gsfPP0NfV2zbinfvnvD05q2Bbbasy9oEAobAtBHoriXpHaV1gBykrZtrTUx7stQTZFkgZQH6CU07SmtArdiwoIPAaj4a0hogpkUpSuiVPf8noS4VVJoXCRxCeGwx9khGhZW5ICXQQpYN2oG9LdgOVU7aRgSP/HFhJ0AJEdAxtCWhWYnqyz7mrAxoMZBGgITvW6oTfc6rCRgQAZplFVcioH9JfFCMy40kNTMwkcjmqVEYyc+HeRvHIHJoAxw2Fp7q7JR42dwxkGnAIQ2X3rD2hk1cNdgN1dK8EdUZ7Pv6sSP2t6XQZy/VXEvTrW4RiL1aPVdfqnrHoMbC9uHdgQxTo85Vb+0+aULDpPFIqfMWkKAb53gLYj4xElURKDVS5ufhe08tRFinfDa7vof/5dSPcjpB1YqLhduDbXJniB2QZplAw+t05HuTMS6uaQmmLDA1OhMsh4maFLO1dbrGmrSBUfiEV68/wXK+x7au2L73bayffxfLwx24rVi4YI0KqzAVMyINNhF6uwBSYtqS6CdDIiNcGpqvrMwMIxSqnmvE6gKdAvR88nW8Pr+Ftnf4VJ8g5eTinGmH4JFUEeqIWZMZq4g85FFNAmYVECIkcRysQFHTjMTlEtq10Px51lGopedXMpQqTbC9eQtcLsDJsmUCiuJlCswoyLnG/W757ygsP4HlVCt5tWLQ+C7VP2zjEOr/STuZ/QdcqiRYLZnIKhvJAw1QJd2CZdyEbrCMgR1V7B53ZcHrh3v86Dd+GA/3D2jbBhbB+XxOUDJrMnKv1ToYhOfGV1VzlJ3CYolgpgseGbNDBK7VMq0SeUSa70NWzaygpOoWAe/XUU0GmqKXrA12jjkGczJebw9so0TEiWDaAwIY1S5gAWpXdM9Yp9o9ysmXusAz3J5wd1bI63tQb1bI81RRX92jrxvauuHusuLd529webpge3rC+uZTq3yk6hXFA/wCrFGZ3viGaVMKCltoNaBJL6w2lKJDULTj1ItH4wCdFOHHKrGHto5CXsMLMBNPyBeRxdyBRtBbIaD4HDiGM4DpqfttXoOmEkDd0zJ4kJBroGw52voGFWgJ1zffI6qAdohrVyRq/VBELln4f/F2RGEJsAJL0AYB8ZckD8pO8g51kxoh1ykLYRA/zRCHPQO//YrInekc+DOkQ7uFYDb12j4yofxrIf526/ei7gevuWLyAU50XE6Hvh2voyS60zPjobt2zzLhSJIW6toyORZrH349OQZx6XUvRjtovI8HUyBxhAbDQEpwAN+X+3F+Bs7tgaFxKGt/QRR1jNsI5nVioLaEF3GMF8awJR9zkGJ5Q4whmsaiI9SoIVXYsIqXKPcx4AJV4HJ5Mmfrd2+woUHF6vCI+2WI2h3I70cwmznUsznG2o7h33FkTbNJALEAkqQK6QoukYuhoj58ArCgVgb6is4PnrvAnm1p7S0/SwDaEApKsQgbigdoABVObdSslCLVrH81ky2d2htrQf0+4v1TEbTHC/SyQUud8jkI4GDogBsQRsUYG8vXQPsn5yLjBL2025+xr2K83SSRPyV3svXAJfddRojl49xvxucFagX8zHkSIDHV/7ku+MpXXoO4oG8N1BWlWq2ZACbDBK3IVrgW2b61/EEmjHXfDwY6mT0snsKsbeuelSyhHoI55o6wsVIbb6OPsSayCWPN5RafkgVSemjv5CbGft8SOwj29cca/ig2TsqmZRGlzATOPp6hHcJScXd/tggSBqgy+HxGv2zoW8O2bqjnO7x7+w6Pb99A2xO6mo+WqjF7Dt6imo664VtVxGrsVFV08jknBpVumg4VkBKkWw6UMH9I7GmTvCzMmXyv0KBN7BNqeWXcrOVjm1FAvlqDfhF53aSgUT4bsTqIPAwaLmjpWMRKHGWpbJ0owFFakMi1JmHWg41pp5y5uJ9h3bF3LJnsBxjjdHzBAcrtIzUo/tf2uxOGSYLb5TQhQpR7cR1YeqOzX2MFB60YXWQ4nMPfjlLkD/K4qVIfIuHunOdUrDePG82dtTCh4YhNn2CNKetNXHtlG6W59exbKuD0kbnRZtuEAVICGOzPtwiA6+ekdmPXL7iUyOile1rtDhFG72z5BWKdFMKgrNcDNhwrYYhjyn1CHemrcL47AWC0tmFdNyP6LEDfcHn3FtvTI0QVrTdc3n2OfnmX1WPRN1fPMo5HAvKpWcxGwKiUoSnUMYeJ69RUrgxCh2BtHScQ6vke969e4d3jd02rs26QdkEhNWm6W5TC7OB81FwWsElNEjJbzGJ3whsMBtO8HhDgNN5hgvNQg5hNM22tDZfLBec7RiWT3Ybv0LiHujbL7hGwRR2k7IG9XU/TPeZMwgGYvLFq9ncDad4yT0pWygIudwBsjambfCyjrAW3JkMQoIlYEUcHda1ZNlV1AeT+fPIEYG7qTG1mgJNkUdYO41YelQZrp5LDrgGyKP7SWEhJJ3kAlJHzxsaS0B00e/0aBycx/mP0efh6ZJJFa2BoIm3t2vxqiZG2Rs3KKhUGFfbQerj5Q6CFUVSgxa4TNRDAsdQq4/Rwhw5COZ9wur/D/dOG7bKibQ1t3XB69YDzu3e4f/sKjwvj888/x3q5YNsuGa5saYFMK2G5UQr65QKtFdwLUMT2K7wMiixm0vCBbhp9Na6fPEME0jZQEwjIc/0UFCmWb0UELMVDxW2+a60If7Teu4GXKK0io6hjZDKKg2DmKRBZCHgXB0NjryZEjJwuvlf2QvwEUEhNy5rPCEEhJq8a8CbZ+XJ+6PjfDqAEehyJfdzWCaRaKzUB5P4lPFIwl0gc5Y6x5p3uNxdBE0Hr7hg7Re/8jwQn7zvIieuL/QOmI2yGN2AEZpJtfg2e7wIWaTDnvtArRDxkrGN7btVyyWsmAnk8Ynxf7jMT99mDtiNBNMkRLqGZ1iMcy0pc/p5pHXOuqLwARGhbx1JPIDJisV4aKpPZmsXakI7y0iBNfV11FADb5RFMwLJUkNffEcWo6Iyx1qzOk4swgK3bYmaNriMZYRwxMyZVdQdRhNYB4hNO51cgLvj0e5/iu//t27i8fYNXr09OQDtQ1U2Zvu5CUhKXAKkn8wMVJ3TBiGOteHZfsqRcFgJ9PX/BUOHhmAhC6OCqi+Dp6QlvPreqtst5gcJquTC7dE+UeV4CqO3XyHPrab9+dt/nHMBgOxnzTy7PC5blhLLco9QHqG7ofUVvqwszW45JigFcUMuCSgLpjL4BvV9wedrMD6QJCjHulgVSbSxnYUuh7nA6pVTwdU2+XiIZVzCi9FEgBvqEVArbvTxd60hH4GYpsRotWgpUGaIlc0jtN0z0zhxMAVzTSQXAI0v3cX/T/JfgxXrVI1PMDEye3p/V/kK7fWfQyOh+YfD5hDMXLP0OdyLYto6+bV6iZMPd4yOenp5weXzC5fUrlF/7Nt5+9inefvYp5OliZt/QoFTLnMrZLzFTc+QsgpnBmq8PM9tVCC82HhzCXfO9Y5ou6c0EamIQW5QfNQI3CzlutaAUTp8iS79AIBJLYUAE4m7+HkzQIh4BNNFzZjB1UJoeMSXQU6A4EFWjhWmyI3VHdgK7q4SlGLB1I6lyCXBSMrDBooq675NDjaz3HF9sgBIbyjdgZszz/6Ig4E5dSJOj0IQEc3OEdmAKK3aZyb28e2aNTe3JrLZ8T1OvvglaZ7d/9tyrTTt/PmhQbmlRbjnuzsRtdyiufqcEK0ezTPThqsXZi5tE51kNjw3Ic2MZ5pfr729rX/aP1Zx7lZA0gUzXQEj1O3SA22DEoXXIdl71V8HFbnTpgodPHkxLIx1vP/sMqh2k6iDDTTciKFxw2Z4sq63EhqfpMcexs++uAXFoICw/SJqekIahlEhT+hGT5kEVCgbXBae7OzAxLo+PeHr3FtK8NpGVQLX6KazJh6w8PeBittuu3LuDHBMI2zXdnPI0nk+eKG7SPthFLmxP853Ot4YGvP2WDfjp8YLWJp+X1GxE5Aftk8uG9iPX8q35fGaeKTDPnNOj+FYgmOa1gusZXBZwsTTn6H2SS3Nh+RojzyhbjPCL+b+0bpqt3iSzBoffl6a06oMlmuAtJkJjQsIUF9oL195kv0OCptCHmLOF5H6fYEI3p0iAwFStHaoQCS0fxfDnvCn22pWYWwQtlr1p1yqUx3D7CsmwHs+roRZuH0KFuc12q0gMW2dMapobp2BaC0J7p6qoi6JtFa111FMDLxXlbJlxixJWUctMrMC7/l3IuroZLmhIz8KMBCtH0BG001U3Duy0V/S2oCy2Ckw7P+aPPHIK0hHVwAxw+b7tnltEFSrWJo7QYfbQgsIuBHl+FYSv5Sj4B5CBOPb0/HAEIYFEwp3Btcyx7FUz7b7xSMB8ygaN11ySinDCmdMeaI/nfWkACuUmt3UzciVE9m6zt1Oeb2M8wuzShBMvd0Sy5Gweduw7KvIC9N4zpNgKD845Ka6Z6DNQ4L2/PWce2V97+/cZFNzSOiT4IGe9BzocJGmAkVttGIzkug3PA5T3aXiivYdvYAwZrh0jY3I6zjeJ0DfJjetnv6JBqINQ0AApGOsIrokjlAQzcU3cc99GZGRDU+D08AmWk1VJffPmDVpvKARLZ+0mC+JqpeLfPWJrVgn77u4ORZx5ENlmTgvannHugZn9FV+r7IQpQd9khUvthTNxKhaiW+qC0/kMBmG7PGF7ejJpObSRDlKgOqnYY38gpWHPvIYIDVXAvxsAyXOF52W5Nny/6mFxDY3L9FmB3joujxf0zQqA0uQMGqGoYxUhEAECbOzfj8Zczy/NdxmnBtiK9QgCsadDZy8wp+xM2tcWeYhnaI4c75nJTTzjqIUDNwcnEY7L8GKZPDv7OwNIoKc5BgFGYt3DNQzALFRJMq90LA5zEJskTgoHlsZ8yEVrIiOy6sDM9ikdCMPYl7lUlKblqbk3KUBJmUdaRiSLdPMBjJcaKHEvMu/LcA7VYuCPBEBnMA/aUYr5dJQuqKduAOW0oJwWQBmvXUMAUXOc9er0kRBRRDIIQqIOjo49oWJgCdq9LtFivqLSk+6Y07EzMWmAiNXpAQAV93uh9OPQA0BR0VF1uVs4tGUQdhOPay1zrfpii0rWERYZ+82AhwvtiCjGsUZVQ7hwmpd7gNIclOo7dWDj32UyxgwJ+vDxxQYofhzt4FCakxQOj2qKwaesXByMOHgBF0IpUxpvAFZYTjIU0zLHrpMG5cgU/+cdc5+QfdkDglkKneWhq3tN749LiHR/3/R9eOZOz2lznj9u3c0IcJjp4r48MSH3Y4eCndhdP2snhcPCOH3Hep9NGjIt3JhTFaCQZnGzOJNwG/g1sSqmdHeHhx/6Ybx6/RpMwKVf8O5734ZspuLvANYmQCXc3b/Cp28eIZuZcpbTPc5391YHp22oXC1fQ7/t+a5uxjhC11IqSqmQvqG3zbQfJibnWTaO5mvPzFhqxblWyOUR2J7AfcNCjHWzbJxwaZLEQxPdkTN8U4c07CYfjnELM9ouPhzQDs0om0ladz4jGc9DICqeRdPhrxJYC0gI69sLtscL+mVD5XJYvOJE9Qg43JH2eLxkqWK/r+a7BrjN6EEF2mbVqVu7QPqKcGoMZBcF6rraeK6XJ2zrhtZ8XRMyYoa95kv3MUE8jxSsxYvtwbQiu5aNFto1Hemgq0AWACGGdKT5FlGXx2vChIMx+1x2ERBXgAo6KVoMrYxnEgjElopdPVstEHvamKJIy4SYdQkaHYBoBD1Ib+iT9jpAdoCbUhkcUYViJpBIoW/+O5PpvyDzxYgozvd3ljZiXVGK5ZOxis0L+rbhMyie3grWpxXa3OzNDKKOju7CrkBaQ9+sEnm5PGFdrGI6l4rTunnm3RExVdwXrCCAqplxqCPXLpnazoBpRLUBGb1VJ42/sptTqis3mUESlgOFNkBYQRzCSWg1HTszZagz8bzOFURep2cC8uSSCrvDv+31HojGFXuSkYB4ET+w4wsNUKwmQUjWkuHEwcxSykYAkpBSgFBNheNXLBYunKFcYTvrvaFL8+Jymydl6yPHyqHuy1DRvx+4vNSf4r0mkmeY8i0NSqDdPAfBokeUzs1nIBZieE4gpTVVvabp0xe3NCYf50syrhHxDeYFuYLYRmr7OG/XlFSBmZPzeKxLxO6oJt3s2ZZgzWAPexhdd/SfbSGTM7MfvudEBFQWvPrk1wHLPaSewQX4yq/7OtrTO1ykYWsbQIsTC0KpBXf39wAzem84P9yDiawytnTTDExjgJSQp/Gd+8sFXBec78w5s61uCtF1aILE0oRHaKiS+V71tuLdZ9/Ff/0v/zc+/bVv4fL2c2dixQG/TqH7kkw6CyNOybnUx4xDmFKFKcDNodLaOlUhTvAU4DPuY5J7SL6h5g4GuJQFbTMzz9PjBXfLHepicyLiDnkuyUGcaIa/xF4hMtbLbowDZE9r0f9mOn0duU5AhNZX0EpgalBcIP2C3p4gfYX2DuLh/2EZcZv1bX2EiqK1juZ+bcwFyiV0dIhkdhRaiZDEYNpFK/JmpgcRd3gqbjaiGFOvE6bmGyISWmA3nbGH9zKDpWZRPIqClAp0InQ2LaA7XMAi2XJbWftjvLUbg3KB0aLnTcYncSGDw7k1Qtgt4oM0NCbqZsaWn8XvpzF3zGOvMqCi7tQN1yLOEZdjUms1J1tj+BWEYgnuyEyxl8d3lmMFisf1gr5eTPtCCmlWfdn2lIkwlsGV0Quj9ua+YZb/pkVJAN8ztRTzhST2UGWGoqBRQ5UIHWcUcsd38po8zKlcpd7QmoN9bjA/D7MEKBRSPEVA7D2KrNnlCjCESd8ACoakL4Zgwty65z2uVVUE9RyaFN/rcDM315fDji84QHGmEtoTGVJL8pOQymzEMexrxuxoCiO+VfY9InR6G9WKM3onnov5gc8fHwtIPui7MRHYWyAgvt+ZAm4978Yzw1/BVHuzmYQyqmlqjCHlHLeP6+9oxe0x3Icd0/DMdwn0GDVwuBpjoFwLk+2zn8x3qYNAZtsOfSZis82tnDUpNB7rxL8w4/7hFZQLmguqXOoOQEUiRVHBuq7ukR/SBXzN9Qxfh05aG71u0w50EqMUS9oFIJPS6dTOaMcAPrBCg63h8fPP8K3/+v/D2+99B+3yhEU9SgMG1kOSjbWQ72OeNPQImiM/M3zV4W9A+yYZ88r5BIZaWV2r7r5lHidNINRSTbN5sSRzp74AtQxFgao7NpLb0UdIMMHCpXe6ldg3uL2fYk9E+9LXI6eEoH2DkELICiWqNEjfANlsQTijVJ9nkc0SjYklG8u8TbC1I9kGICMnADd7EIL7cjZDzX7hM+EFWybzGQYYF/N9ELHEQkxkjqjulydqmhlz2vTMLeojRAQqZlYAV4DFc5bYSYwQCLyYXAIZNtClYZ51/woxQVGgnvbfabQ2Ny2KA5/Q/qQ+0/rnTDHM1hoT42BZiUBhzVK19x5dREwok0aNQdC2Ab1DWsOrd1/B0+M7bNuKt+/eoLcNCo/UIxjjhpti1MbPMqy6vw+zO9QSZCoLUIih1VLzSykOCgtECqDm41M8CRzCNYHNqVk8n4iSAZTw66JePNeIARYlGQkRCQAsBNqSyxXMRSIjvDm17UEkVYf8MJl3Uged+yxmZCel2pyQ+Ssxf0kAivhgBIiI6J1jIVtyFA9XIeY4J4q9kcbbJbA+1dppm3nUt96w9bYLL54BSjLm3SS/7HgxOAGe5emzhuI5H5Tnnjn67ziaZlWmjxPCD2Qs1D0KjxHet+l9z0+n1T27ACZpelw7nJeDDYbj6+7eBERa+2i7qqLETp2AaLQuanFejencIz28CYZLVvPk4eEBAsa6dZB09K1ZBEz3ekKuCep9xeeff4pSF4QdvrfNwnubmWZ2Xv4aa/swlhNoYfcFqPUEQLAxZ5h9JNczUUoCS0BUUJkhbcXbT7+Dp//y/wW9/TZqe8QdyAnLtM8yl8OU18El19SeQDwvjJOqqY3JSGatlDN7O9VJHwXe8b7D0mijB0CxSrtbf8LlcsHl8RH32xl1Gdk4E7yqRQsZlx+RLekjc1ibuzUwSYoqOtUUCia5FwBIZVRsTenTGaxMDqtem0n6ht6bZ0QFzABk9VwMjZtPilIAVd8nnj0Ucz8I6cxIRNBOxiijuGRoDroiquJGWvt59eeeFwGVmvRTVW34vctcFgcn5nMzXG8FNcfFfD9QGlAW888plKUVrFieFYFkMjO7sNEYgoClgVR2VMW7mGuE3NE4QDxC+xYaE9/vVExLpBJ0Y8w7ARm+e65mHo0otG17wro+ofWGt49v0bcVfWvoEiG6o/gluaO2UvhAjiKK0vuuNEAhhhwS7ZVi5iDIAuGSSeBq5KpxTRQxW2XkDrQViGI6xDUBCsG1pcRu7oE7yBaLxix1aD69r7kjiGze1f16PKorMlPvLAXTKwDsUAqM8bU18yUBKApN4tvDbyClhIlwBLKctANMZlLPKsbMA6T43QGkCru3hua5T1qLSp8h3Unu2I81Xfz3HgFwv69rMW34CZzE57EIDyCFQlb7cPTSx7fo9v2unzOf60wIk9nFLtppDEzlDzcVRVgkRur82Wz/fRwsQFFC5QVKiznDthVvPv0Ml8dHUBfc1RPevVtRlwpVwXe//at4/ZWvoXuYcbs8Yd0uKFxwfz6j3J/x+PkbbBcvo6B7LKjJcOPL0efRb1uj5PVTxtyGH4FpfooKZHvC+tl38JXacX+qWJTwtnWUCiw6ooe6+8SUUvJ9mnx8HxaIq/GBoWyKQQ47ugyC5ifO1ZFVMXy9oOhws1E3qbSWCm3Aetnw+LjidTNBhdwESCgJUigIqIjnyBi2fHMGvOG8p/t1ZTRHR1imI4ZUrDgaE9kckDRjGH6uwtL0i0cEatvM9NMatK2wYtWLmZ1LBVF1iRzug+BCj4T2JEJrGWZKMW2GaIOWatqbBvTOIGogIjTtkMLG1CX2UWTf3nJ+QOwaEpf8FWhdM20DgSFuTlBmKNjBi0LVokkIAqICOt1b2YS6gOoClCX7AgUKWeRNIUJdGLUQGJZonsWSnQV4YS7O9ExbuJs3mbQnYhodYs8zAzfLRVHKrgbgPNQ+NhaDsAB4fX9n1YULcFmf8PryBNGOvq3QKfMsiCCsKOTrmkwbRHCrlq8PIndyLiWFBWWG9oLOVpQvC9SWAjqdsJaCyhULV7QSKfULehF0FZS+gGvFgpNrbcjMvJ4csBOhCLtDL1kq+5MLAVF7zDPxRkJI88cDNNLcuqMwMOUwmcFuCBPp24c9eSbnNMWv/bIAFGlmjzOzjln/JHezS2r2xu2JzoD9pQxL31zYvarN5hiD36VB2uax8ps7rnX0bkQwsj0mWkTSp/H+I4/3aTxumXhM2sF1iof9TYGQnuf7hpqWAmtT8jfikmmjKdP/u9o3bxA5H11ySPVmjMFwfGSOvhkan9sAz+ZJiM4kPAwRGtE7ApzwBD0hRF0IA1LxQ9xB8znWLjfxKUARBOH91lSZ+5U6aYl2WjFvv7fTmigoywlUFyhXNFGUYuPWLo+WcE0aOgo6h5reUtJv68U+q9WdkS6opWJZTq4Gz6wVNl4yng9O3gTAlAvsv2/riratxiyLZb/0Wbfxdu1SIaCXggsRIILXr844LfeAS4tcNpBUQAqkqTnYAQArtPfIij7U7PD9OGPKWSGhCvFV5JclvSMiqIirgV1zoF4lnEy+b+LOjcwQUjAYfW1oTxeLuGgNQpbbqPgkERsNkGYTTwUoy4KtO/MVRurxZvARMH4CILEDZtCso3MIMKQuPdswu7ZFBaIN0hu0N8i2gvrma5pdW3ECeIFigXgEEEhBlcbSJg/d9VICSL8SdtBSkAkOuaTQRbD8HHYUAAZgmDoUbefwr2rMu2tDF6CJjX2fVNSC5vCGAJiUHmAbIpZjqhSgXHC+e4V6vkc9EcoSi9ZWd0GYmBSlcfqfMKxIXmVCKYRKjFOpnqvDfSh2lG9oZZQnjYYouGvikPBdMXNTmIpg2gkyEMt1QVXFnXS8ev0K7fERsq14evMOd598BZetQzc3j3Uzo6C4thLqNLNkaHLsGXSBhPbe6Q6zRwyVYkBUrICglgrhjs4d4A3CxbJP1wbF2RIjioCFgQZQgxUORLUcJwHzfD9oZqCd/Lx8DyDoi/u4CAglSm2IaeGsfIetKaUKYteIccHl8jlwWcFrA28NTEBnoIPQmFB6RWXGCS8/vtgApWv64uQLQVIi5olBNBzLMqbUGSqxoVlzlAWCKap6Rc/mXuNeuTjASaiec+Gl1H4NFAJ0fEi78j5txM3rxyMDXjx//XSf6994B16Mx3Oi/nx2IOHMxIndUykQTZp+ePdMu0eEZGevkf4ucTeK28iYz0OzNRwAASBzR+gkTPk2jDGNnAEBqcg3G8a4SiyguMNhPkavrUHxOX1kfBEpmVmF3YzR1xXaW0p0wpbAjNWcsnvbwGR24fClMjrAaFvPda2B/kKtP0Zvp3dSb1NrZjpQ6T68moQpwaia9kS5oJOFSNelgOsJCsYqj7jXbgxPyEwQ1jlALfSeJWzvYxMaUD9O2hhBdZDJFOGxk+RL5Kn0nTbKyN9BZEmnlNnMBDCNnraO5mnLubOhLjVtizEMmFJA3ZFTJgCrGODEV2H6GI0Jz9FNH4eUEOJ7P9wkZ/eZtUriYbLNXr1B+2baEwWEXGPCFaAKQYHXq3UBQxEmV0whyqlWH/aKIf26I6T521nirBLFUhzdchFAG6x2kLjzqWvKRLA2wdYVaxdsAht/m0TvajjHGnTrvWNtZgKvZTFtQCHcd8ZZGCctWNTjiN2MYwDFk6uJ+QuZqyiwMCC1YEEBV4ZScQEqai1NS4yHvxY0gKINFLs5RihhJ6IOTWCuFLJUQaWgaoUsC+7v7rA+3GN7uuD+1SvcvXrAu3eP4KcL+sUFVnYXG4T+3gW7KaIJ6chMHtFk7WNRSy6Y82fnUlFjTMX9pcjS6JsWkJJelF5MOhGLApLq5iEqEA6t4vCZjOeG2TjLUDhPjO2rOgqcaowPs2kFT/fg8yuU0xm8nICnM/qnbwE8gdqT5fU52YuKRVexENAe8dLjCw1QzO8gkvaEBIxkcAZSCGbPHanZAWS+kzRtTMwsHMdaM1+T9TmfkyOeeB5f/MCP58BOmi0OgOO5e9C0xYcJLEDJwADDBORPca54qxlHZ9ndsePyH/ohHCpvt3+vbZLBMLwNuR7iXLj0R5JRW3Ye7e5phO2Zphp39/vNDsicZiRoN2bSBW1dsbUVIt1NDLYWIVadWSamQjzARu8dl8sFT08rpPcBojyKY3btNHWsrcuyuC9L78MUKTFOM5gcoCe1iO4w2i4rtqbwvN5J8C1JoWkbRHg3tknsPPlcsA7L36aTo+c0mW6ygLc/2Qa7c2+e54DXNXg1StJ7CGYpBa1vuDxe8Nl3P8XX738YUSOm927R0QqIMJZlMSaqwOO7d1juzgnWckG7xjHXAtmIT4sg/wzZOyZiAqyZ6runD4omQOmIfDyawI0dFnm0nIfkpiOo77ugVWNOHWR5bhT1kNIMI3enTEyCBgGjEJ90dPJxR0NHh3ZF64rL1nDZGtat4bJ1rAKoFggUzf1CgvaaCdyS5122Fb2rgYhSUJcTXm2Mh2ZA5dQLuIprbwHyZGtECm72mdVMPOdawUSoJXwlbIwInGHC87qK8OU0y6lrVpk9qszCcG3teU6RHcJXcIRwQ1FlwfnuhLuHe7R1w+t37/D2k0+wXla03vBZ2yDd9jR5mjXLsSQgT3RIIXR1MzObydxAU/hCFnbA72aeTorqkWgighY0mBlFzKeqt45SGpSBejqhipjD72lxEFfAy2LZnFy2ibpjXQ3+MshNQ+6Am3RR0frFiisyofBiY10KaDnh7mtfxesf/hEsD69R7+/R3ik+/ZVv4d13v4vL9z7D6WtfwcOv+wTnr70GPdzj7edv8Pj5W7z7lW/hpcdHA5R/82/+Df7m3/yb+KVf+iX8yq/8Cv7ZP/tn+MN/+A9Pc6v4K3/lr+Af/IN/gO9973v4nb/zd+Lv/b2/h5/4iZ/Ic77zne/gz/7ZP4t/8S/+BZgZf+yP/TH8nb/zd/D69euPakt3W6iohYIOggkfZCAIHtGU26SYM2Hx9xRxxzDPbXOM7RkTv66rhX1uG7r0K0n7f+Uxk80jOPmQRoUOepdA7zuAgqPJyZ2kgNmScqXhGfT+0Ir5ot2Dsc/2CUzEZR+JpBMwmn0DECrtW0doIdTMTOIPLUSI6J6XHAqaFUi7Q6Sjtw19W3E6K1rf0NYnbOtq9WlgoGT2kUmVOnmo7RRFJmLl7uGMICRlBbJ+TLq3OZOwUgRAaw3ruqK1Zk6wVBDp2HN10JD7i4c6sgKXpyeAG4oC3ARcyez1ECs93DVrjsQcqBO8MB2R781dAUClKydMu2/UcxrtI54mWQQkHppKAEo1Qu/JFAsqtt6wXTq+++1P8bUf+jo6A613LMuCu4eT2e2lY101C65pZHSc1pk5BIYGZVpLc6a77E/MXU5nomn1ctvkoAQRieJ+bNqbZZd13zlBAagCsKy+Ou1QACNPhQtTFqrsfgWuuUgORDzyoDCD3UnT8o1Y+DCRO6ICUF3s9wYA3dwkpaGp4HHb8Pbdiqe14bJ2XLra/ck0WEyMrlYwdVtH+Y9tM21zhNfWE6GcO8pZUcSy1XInX7sG6jM9PSm0ryiqqGyOpEpkpioetWjMsXTZAZTc3xG6rF47yp2MzTnE07v3AayhE40xhA/fjijMOJ1OuL+/g7aG9fIVvH3zFpd2waWtePP5W8hqmaCbNBS/f1GjCUTG4A2MuebUl5SQKyPJcjCReGgzCwpbfS4r4kl+X/Y8KRZZWtj8cHSxXDIqZ3P0PW1WC6qas7LE2inF4xVjfQHVI7RQzMS0E1StE1nLrru/ExHhfD6hP9xBH07Yloqy3KMq8PDVr+J17/jkh76K+skDyqs70FJx9/YRlzfvgIeX8/mPBihv377Fb/ktvwV/6k/9KfzRP/pHr37/G3/jb+Dnf/7n8Y/+0T/Cj//4j+Mv/+W/jN//+38//uN//I+489wMf/yP/3H8yq/8Cv7lv/yX2LYNf/JP/kn8zM/8DP7pP/2nH9WWVIcjiIUP+izphx2ShlTB6VMxNn3czyKBBF16brZ4ZUr7eGVDskG7jzujS0jdz2g+gPdoRQ7f77Ujt397H0jZwRJndLNkFR7XhIko5n39DjRfP90DQ1uB6br4/qr9czvT2TPuMz1nut7ex/UxrqNde61PCLau9kaAJ/PgF68eCsxS2JBKdXrGse1H1U5GfW0XkDSgrZDtYtE7Id1O9xyNuR6fURCsoCtbldO5dbMmZ3Q429rbht6a9U/HmEIDkA931Sj8GA7RfWvoxeaiBCALAp+5vpG5LqIbYcpgEQgiFLTkWtAp0gQwx0XzGevT/o0B7wg1TzIRclMSmeZF82YG7kSAy7sLLm9XUFlQ7gBpnuPDnd+bNKcHRoilS64ZndZejlCC41s7KZhirljEOlIHJ2YTsxTmCM1J5vEIcAIIGKBipi1vUESeZC8nWkXutzU0K74R1RxlRd0/zM1NFrilid+1FNPoFAb1KMBnIa7UR3Vl06IILlvH49ZNs0amcmAZ9WJaF6wXyw9l9NPS0THMJBN5OUyTZXQ7fIoiKyw84VphA8Sg8OMYIbHzi6Zw3b0Wxc36vo9ExM17/luGycdys3ZlRmQ4IEzpy/hGrRX1tOB0PuF0f8Lpzl6lLlB6cq2E+WixkoWas/mEKSzXUCwTXykJgZN7qe0JEoIUysgmEkINYEZ5A8sd0zsK7lIDUtuGLg1dumlaQpAn15gT23si90+ZUmy4sy58P5P791EEgqiaGU1d0HBNtFkLFXxfsNQzTrXi/oe+Ar4/gc4LuDAWAk4MXD5/uLGXbh8fDVB+6qd+Cj/1Uz918zdVxd/+238bf+kv/SX8oT/0hwAA//gf/2N84xvfwD//5/8cP/3TP43/9J/+E37hF34B/+7f/Tv89t/+2wEAf/fv/l38wT/4B/G3/tbfwo/92I+9uC0OfK9MAMNs41q8BCOGRG3hRojxvv3qToqRzn7L6B3LSzEQ9/vbRtMrGGIQ3KsTgd33uXF22g26+Tf6e9X/w+cBog6E7tjeHLsJpOyeM2tQ/Fy189gX9qhuPIiA6rg+GnPl/JtjMGloDgN15RfiH3lOv5x/2duDRAUzCMnQTZqlY2tfSMO3QaMzzlm9DxjR7Q1tfQL6Ct0ukPViETRewE8ysdZ4lmmAvG9hwnEJcVlO0L6hd1/szxxWtNGbph2tKaQ1M++AcizGGFKCJdM5x3jb+hdVy4pLI6cIJiZwZOUxGWHmoRh3D+vMK5JIBr0bhT2T0cLnBcOHA6ouRXP6ncQYWh+Nwa6PK9599oh6Iix3J2jvViWWwrYe4MHaJU1A7GnRydaMmXzIp3mAk1y5BEyLdWJsmmYbA1bu2yEy+Zw0BypelkMMiCsxhKozct49M0EKjc/m2+DAGw6AEXlC2BKG2SL2lAmU1zN7JJMzJY/JdnOMfadk6dabAGsXXJoBldZN2ie2NOxEhK2bU+xlbQOwkjnZg83xt1SLtlFRaPfCk+yOvtLRxcaJSM13Qi1iB64h4FLAUcm3FJCHxx6TA8b6m783kGJaJ2iAk0h7H+YypGkMOkySvsJg1YsL6lJxOjtIuTvhdF5QT0vmiOl+Py9WDHHHUqUCJc3CGbGWgodlJuaJvhU1WmZzTUARFC0Aa6RMgnaCsKDzahrFwul71nv3HDcyfGygDk4iBDlAvzm+ojhIhq99d5KGmLMyq82fNotAo+7RWqoQWoHaUQrhfH/C6ZMTsFSgmktYPRecZMHjw3KkHM8eP1AflF/+5V/GN7/5Tfy+3/f78ruvfvWr+Mmf/En823/7b/HTP/3T+Lf/9t/ia1/7WoITAPh9v+/3gZnxi7/4i/gjf+SPXN33crngcrnk588++wxA0M2ZxU7Mjp3QBDBxdGk2a/tcknm6irp3iCdk2zznydY2q14st1ONxzHY7jXxDnpG2P9wJPB5vQ6JKT/THpS8rx0v/b04/JiBQrwvSSB1tB1Ic9hempsrmSKZzI6I54PnYu+4PmeHP47X3wYpc8eGJmXqSyEIpUuFMV2414oXSqPctHGzDyDQ+aEpSZv25OnNZzidzlifnrC+ewNoz2dGlMU8PkFAQ3sHIlTv47JUrE/m6Fl22htkH8ysQ6hLBaCePyXMQzpCA/1CG7/ukTSmJzGOKvk+ZtM0PwFM6fkFFmgnUt0HIO/dGZpntqSAvOaYHb4zx345QhxgzgGFGyVGmKaazwMxo3LFetnw377530D163j45IfAtODx7QVcG+7v73H3cGfJ0BxQwKXbdMpFT5qR2oxA9Tntx3nYa04MaBrY1G71WAKcSG+Q1szRVGxcNbUMHjIbJo2JfsVHhnGzACq7fechriEMUTiOK4O5e5uA3i1rK2Tskx3QVsqona0Da1esotjUa8RENuBu/Q5fJ1GYWSEcWEMyJ4C0YVvfgcg0JtLWrBSvgPsg2dqnUnEuQOGK07LgdLfgdDphWaxODteKUs0kmUqOaU4ifHyAExnJHUsAUAOmw4kWk4bQeHV60zJASjgtBXpasN2dcf/qHveP97h/94C7+zvUtws26ZDNAEjEFoma9kFAqLDxc88fzymFTHzJQGqfCcacgw9Y+y2lvUWfCiCb7QlSrPRkviVQUK04XS6eo6aAziegNywO7GJNgS2qp8fao4JONTM8G4BqCWgs5JshTxva04pHKrir97j/asfp9Ss8aQdaM+BZgb7dmymSCrgSWlG0otiescLfOn6gAOWb3/wmAOAb3/jG7vtvfOMb+ds3v/lN/MiP/Mi+EbXi61//ep5zPP76X//r+Kt/9a/e+CU2OHIDpyRA0+bmsN1FUrY43xZ1oMzeu4UTR1jxtmUOhjxCFXirNb7b9pDpusX7z850D9L4+47ntCeDaO3bdPU5CIde/w4gGeF1W73vPIMTQtTpudY27DUQ4bS60wJRwMwhJR4ByNEkJAemNmtmNHnJPAthuorf/VkaYelGvNjzss+pu/aSPVJzMp6rzsCHr8z29A7vPvsu2rpifXq09VV4B3nCm15UvHR6eNSbY2HUfbKIQ68TRFEEkPJ8ZIZVI3hNuqXtd/+G0IYBlOI/cRQ3M8kpUnCHlFl974TIPTJI7tsvImAlV5XAhALVNF0YgwXSHMEj82xqKLpVSCYyG3vs55nZDzOSpROX0qHVcm/A14uVjS841RMujys+/c5nqGfGj/0fP2bpAlTx9HRBOS220xQOolxa7M2K4oEw6p+MPoAimsYl7WmfR1QEfH0n6PJwUWg3rUF3wNLtPMsSUjJqx0w65rYIHGnYtKcclGoCp+JtDVOYjxt5WElRSPd9Tz0mEGCLBGEgU9ibm4zletq2jnXraKLoEr5+vgliFcaaooJaGUvUnYmkaeR7XC3x4AaYVqs31FpHoILvH2JGAcDLgqUyTkvF6bSgLgWlsgmX1ZKXRRIxjTY5/fXoec+74QQrtFoiyHTtO/qBFFasSwTTo9i8khqAKExYKuN8WnB3d8Ld/Rn392fU0wJuLatWS8Bwb08nAYm50EaGXe5WGJCd6pRIfukgxQQb6yYrgZSRwQAAKplnGxHQ+mbFEFvxZI8buK7gWq2UQmRZR6w7B+GgKaoptJvuNAuA1cKciaPUyAZVE+Qfv/tdkADv/tu3Ue/u0YlBtaLe3aF2hjx8FZZRhrEVgihjQ8G78nKE8oWI4vmLf/Ev4s//+T+fnz/77DP8xt/4G5EkwiVgAyeTVLDb4JMkEhqAZE7qUQ9u0nHtSZh1ZCKSAQJuSvGh+Th8/RLfko/1Tbkyjxyeu3N0CiKLCaDQkL2O97hlWrr1efg+PNfOW6DlRr8CruMIToaJaOffcrhn/jaBlAAMCVZIcWxKmKfyiX6dBvNRXE/m4RjNHerhtq5YH9+gbbaWSDEykBKN7s4MWHc3A2Cmsm3r7vDnY5MSPbKfAXZU1bOCGjfZjZWO6wdjtdtxREd4BAhKhIAOoKJE2f7Q/aiDEdNAuPTpXC53C0f+Gc+14A6EQB+Sc9RLmdC99SeKNjrzDyDg16l0AxW51i31/bY1PD2u+PS7n+PX/3pBWQoYao6022bRDdkOMiZnSA8BATUYG9TAFEdEDmXOoYBN0+LNcc7KwdH27qnlvTJxRuewSa9KZYgoRDn+AU5yHwSNyf0Qa9yBvoNVt5/la9AlNV8TN+0oDXNu9KF3i8hpXmG7dXOC7R45kjtNbc2MHESMyMod4H2OTLOsrlYE00ByRKyMbN6FTMdaC2GpBaelYqkGfkrhLOQ6NnPQNt8QlDjFQDGZP4oGzScD9EdBDj6msa7HGoz9GaZZzYiipVYsS8VyWlCXagX+iIZ/suNwa4s7kXvYOKkLFrG8ckDHkrJ5DlOn5YUxYYBBrm0qfg5LB7uprDfjX6U1cGspgMd+Td9wBSKTlZlScxWBApBzaPTY3KfJOsZsoOjy+WfYHp/A9Q1AC/h0wnJ/b8nl7j9BbQpuCpYFW+u4XFY8PW546fEDBSg/+qM/CgD41re+hd/wG35Dfv+tb30Lv/W3/tY851d/9Vd317XW8J3vfCevPx7n8xnn8/n6B0fvHI6wk1qRsQcqHEiUOde2OWi5Y2MAlIjYcTNPRu0gbPnkG37PnO2Gey3I+5jzh46bfiW3gMozzxlaimsgxOwhpYcuWODeUPk+1/rnolie68P8NyuYTgQmcP04jiAlrvdfp59TexIpmafrQ8VrjNKexLMfB5HnQUCeryFZKyGSjs2Hdf19gFPRtovlu3AtQyF2ydP6s2t3PndoQdid/8JMM4dNStrQyWmyphq5tQZpLqlnp+yZOe7T4AWzL6lBsSR6S2UrPOweepqVNpEzlXkyes+1oug2i+RjZFQVILVkcj4PwAD4KgMLmYZoMNIAKUFYEVofBqRvpupmY1rhx1JqQdUT1qcV3/m1T/Hpr/8cX/uhr6CcKlgVT48r6mlBrYvnA5mAT3cG73MztG06wpFc6uyY13CAF7tfd4fPAF9p6unda+6YFGt5MBYHKNVt/2N9TP6yA1xMeVDitxireV7t6wAo3XztSCHddjkLpw9KmmEcZEoX06A0y2eydTE/E2du5lMe5rmec7nUBbFCAlSTwgMVwgfLJr21zQC0A5RSzXxRCDgtjLtTxd15wf254nxiyy67MOriqdl97TMVB0s6+u0J3iL9WJCrTBbpmr7I9hhjFXlFiMJ520GyO/GKNEC6ASgmLIVxqgXn84LTqaJ65WeJRR2z6aBRAqRHe9QzmtPQqBHUI+GA1k14YLXx7g5ONLVGgJAlwyNpYCngXtDahrZdwNsC3hZs24alC7hbUjfp5rxLvqXIc+oEaMmaPrAkayGcCJkvDi0GGLE19LZi21aoAgUngCsupxO2i2l/77/2NZy/8hUsDw9Ytwsen57w7r99Dy89fqAA5cd//Mfxoz/6o/hX/+pfJSD57LPP8Iu/+Iv4M3/mzwAAfsfv+B343ve+h1/6pV/Cb/ttvw0A8K//9b+GiOAnf/InP+p5thxdXZTCRwCSEa4ZlTjDiTPyiYW0M9fc6VszyTfCjSfzznDLi+fvj6Bl/6uPYcLYfz9S1YfJY8/xnwNBH3zeQVMy3/cW0LqpffrYZ+7uY+sgmCRCD5TAxs6LSJosNhdOgkAy28jH8RwI+fAhEDGfpUKMSpaHoru2LghrLQUKzqiH6EqtVugvQMq6Nu+r/a7Qq7apCFobDoLhNDpOGOxLcQ1YhwZqCnvGACNRsTakQUvmhQxdjKo7xoRkZJYFALG9F5VOwyTlzdods9MjTfuua/d7eCsJFkbLAqqKelrw+PiI3jvO5R6nZQEpsOmG//x//2f8n//v/xd+3Q9/Da+/9gqfP70xLRMRSqnmp0Nm2oo1NUZHr8ZL57FUGYK8gxNbk57fxn0+TNuD8VLKHCQGyaqDFeC49gYIuTFg4yx7Bb3zdhIJlEwrpq7NImVzuJw0JyFJjyIfQRNbapJFojgqQbXv2zi1Or3R/P5LXaBk+VQMYPlal2JhtaygYtlhGRZFcn+ueLg/4eF+wd3dgrowloVNW7EsZgIVxa19ejT9xksPNC4A/jx95D4howDgpB1zrSQF4COLyqmlYFkKaq3gYkBP1aJ5rEo45f1zRTt4E1JUMKhbQyJfT5pwgLHp4jIRrwRtYLVwsQyvYqBSqQFtQ9k2YF2BsqCsK06XDURWLwlLBwkDQh72jAwjLrkGzT9IlMC1Whg0NTxenkCeP8VKNJlvDRGD2wWiK6Q94d1332F9+z0s53uczve4e3jtQpeCP//smXV8fXw0QHnz5g3+83/+z/n5l3/5l/Ef/sN/wNe//nX8pt/0m/Dn/tyfw1/7a38NP/ETP5Fhxj/2Yz+WuVJ+82/+zfgDf+AP4E//6T+Nv//3/z62bcPP/uzP4qd/+qc/KoIHCFWdO89NC88cgMYmrGy2w1AlhrpO1VWu3UL/emu49A3NcwBoENU4DKongTqysNmUsv8eE5WZ2n/YTLeO95l34v0VCLjRltCKhL2TKcZnaAQCtOWWmgDXiG7w5zuqTwkvz5ta4VLTrnk6m1pcqnfiORj4NdJL5kGmXhSZwY8pzK3hk+3bN45dr7mpedaDTHMQtTGS2UxK/L2bqXdvjJT9lYDMI42aqufvQGTfDCARTMX8KrTYlYICWu5Rl8WSNT1ecDyeMy9aSLE1LpxtlYwQKoDiobWhQubw5O8C9VTbVkhtzxgD4CXqcEWGKxZzXWgALXaoqGKFED1fh26rh4ZyMuTCCwovYIYV+fPoui4K6l5cjxmtN2OywkY8lS2KpXU0rLamvUIuBKi8gLni8fEt/ts3v4tt7RAB7l6dET4al/Wdg3Uj1mEGSFCSCjSbq2BXsxIu3pPGWvLQ4tT4WP4T8wEAuhC6WurxsdY8t4SD6ig7wSAPJc4VGsRk7G3/TPF9gCoHE5GzAtoAZzpMCuEO5gotApQNkSqfSkPhBUupWErBmRlb0FWoOYJ69BBRyVIfAaK7eEFMFwrdj9aVm7bPVShLVTAUhRQnJtxVxsOJ8fpEuF8IdwvjvDDOy8ky0nI4mpufXJh080uyCQmLjBEK271EkZvH96j754TPh+2r0AZZLpYeobWwHCVdBV01+1tLwWlZsCwLzqeK01JRC6NwZMC2/tOU0p/CTOKbS8J3yD4E1AQRocPKOzAoc6ew+vby/Snw9CXSre6TsOVjkobeN/S+WsmLtqK0Cm01E45yAuoxSWk6tY1vrbY6FlAtAPl+dngdJjyAILwgK3E3Qe8XYBN3qr2g1AUohG17OlKvZ4+PBij//t//e/ye3/N78nP4hvyJP/En8A//4T/EX/gLfwFv377Fz/zMz+B73/seftfv+l34hV/4hcyBAgD/5J/8E/zsz/4sfu/v/b2ZqO3nf/7nP7YpO8EhUfuNF5N6bQfb+IZP3H4u5mEvzerubGILMTJ87nnrJF3FM3co4OO78N7ufUCb8T4fllsagFnSGZ9x9dkO3X3K39L8Eeau6QQd18wmjGObg62P0fRQ1EkySCZ7uHZIQvMviaquemdq+rERh7rcr7QTQLCETKHaDR8OCz3dXzRI4h4ohC8JR/o0nRi5q9dCQyHBeJih2AAyp78OBvECrmfUGtEce0nvuORmjdWcFTfItwTzSodEOJCyz9K75cWAAgVTKvvpOSFUTuOatF0DoGgS1DBRcajKIdBm9UXMC9J8ICwE9QQiC0/k8DHortVwgNLJ14v7apDChAvyhGieaC7ngDxXhjzizadvoaKodcE3Tj/k4FzQZAOKJTKDegiyr5Fg8pSM0Ak1ITVAhxWY2WtVuhXzk8h/4iHFauG+4onYItEd+Q1m7WZqNHzCNYBIzOpumU9asABKE6HKyuQIjY2nv2ex6Kq62BhWBRUzfy3LgtNScbdUtOalQtQ0Yc37QrkYxxpVrxodsXpm7vJoGWiCW78hTFYHzoVwvzAeTgX3J8ZdZZwr47QULLVaqHHmERlCaYL1GMRBCBBO4EThX6Q5Akrhb5K7KsEIqYXTNhdiQyMWr9BhFmb3jylYKhs4KVZHKMoByKxFVlhtqImeSOxbqAOvETlmmslYKxNIVgBkGWPD36lKN98iL0Ip0uzlgndrG2rbIN2KmB7DsslT/quEX5mPkRq0smSAbFoYeBVtkjHsADoqUvjvAsAd9ltH65ulxK/VHHpfeHw0QPndv/t3v1dFT0T4uZ/7Ofzcz/3cs+d8/etf/+ikbLeOrD6cYGQQ6z1AGb9bpUbxtN0d4lkPt0PUzuwYG/fL98COeL/v+FiTyUvPP/Zz99sMLObzbtxnR8vec8wq0qOj6q3f5u+O/QrGeVRl+92wBzk3wNdBbZs3Ba7aBoTT7Lg206vTdKEfHJ5tTkg6nh+gGLuZAO178PwRpeZtMILwClQ9wVqxvBghxN/qVzxlHof0owkN2QxmaIxzqOD316lJ+7yHXiNaxMeIRuHJIJAq7NIgYKXcjcGqWEp0wKIYmAE25xGU0xl1uUMpJyhWs4sTWVhisTwYqkAR0+5oAaQpmjtaKllSslrOKEQgJos4Uat8TBDc39+jo+PpsuJb3/oWhBu+9vWv4uGTB9zfnbBuF3TP42CNnyRKYNR8IWelioxaOpIA43WK8EL04UzNiQihq5n2JLSLHlZM0+R8mAaMeSWeJhWhCRg+S4EiGTrn2DMGzwyqBbUvCTbrqWO5O+Ms3SsTF/DyhHVrWLeOp2ZOsyLquXk890e2zbUOQp7jxW5MsV5JrL9MqFRwKsD5RHh1V/Hq/oSH+zPu7+9xPi9YTgaUSik7On8Y8bFKnXsHfgyzhcZGIwKpFwNMbaw7qkY5CRdKQrMV0W0iYiHi3UoVwP1SVAUlfIUwM/1Z0z5MaQ0OE13YFbhWBLEnI3nbwWGXyPNkx33J5QL3BVOAPKFacefySDiqMPeFrTXwtoFbMzBPDC1m7lSYv7Y6fRRV03bFenaQO+mBspXGDy2njYYzsQKqHX0Qe8sATZTVz19yfCGieJ47Qo0IMpViABGOkGLiXISm6beBE5Es/retKy7rBeu2Yp0ASkQOXD1zHvAXgpT/mceQZyaQlt+Pz4AzvWdY6S0ieSuCZv4trpvPO14T4+cyyMQQwnl2RJS8xLw1h6HeandoUHb3CHOSOvO9AkRAlGifnQBfegzCdPsQ/zeFNw8lUii0b5B2gRRAi6IUoN24kbX6GgqZj8Rkewdg1YEt6w38O5OaipefF0hrZn4ZN9pJWcd6ReFLEe0WloyU066ZvTKKOqoSajmh1DPKckY53eH+K19BWUx1v7ULoM3mighQc+SGEkiaaYGamC38Iug+L9rNFAS2jDAMqwit5kqE4uGoIoLt8YLv/Op3sa0bXr17hU+++gmW82Kp1WFJwqDi0RWuTREZ+ULYzEpR/C1NgJkhz8ZN/JwIyxWx+kVWlE7Rd3llBkgB9oLVs8e8yacdrL6oCbG34czC/WGgprUgsiR8sHxHsgA1knQx4aFU8LLgdHePu/sLXl1WrFvHujU8rWtWdO9zdI9Hibh7F8KhOwU9R/MB6JcFWBZziL2/q/jk4YTXr064vz/h/v6Mu7s7nE8n1FodoJi5dgg2E/A47o0EJcdhY4TDKtxMfHUtFKoWBp1Zf3uzgo69AWJVyVUaoN3KOpCbS5ksEIPIzbpAeDorbHxY9iUgaJo15+sZOjy1OtMhxHcdMBDMACCWgl460BnFNSZcF1D3qNRt9eAIQrms6YxuPiTwJJPDF86S4THEHXZJza+Nyc3r7svHOgrxqpY97VOj4+rIrBfbx18egJJS4lFbgunvmGxTo5kKSzzLXttliu1pn0Ns8MPzMoJl+v1jtSTv7c8LznlOswAMcnUFTHbfEVIxsAvJudZUPPf5qCGZv7+lQdm1b/dVSOcjYuYIcG5pYwYQcoB/pZMZ95+vjzwiSRb82pAHQjNAsCaRTJ+tQeN+V2NGCTYwerM/J9biTvgjJ97WJu0bpDOkB37TlM5vAcBdbx31JDjR4egZam1oFPUbDsLqyaSM0LhUmf8Nom/nqtdYU2QNE53mC4I0hwT+JAK7Oac6QDndP5iPChN0A1TCMBCr1H0chFBUoGoqa2aLQgmBI/YzudRXMGWycQZSYJl229rw9vN3aM1AzKvXr1EWAhUxM7Ab+oNWSAJngMTaEwBFEGNCCM/gEDgp8oYgKlQbYbfU9uSRE65loljTQaumOSVKULFfVUOCHetnf4aG5iK0GKklcsoQyfMAC6Nm9szK5qxalwXLcsJ53bB5bbKnyzropYchB0DJ/olp1SQKYkYCQm8xu3Pp6VSwnAru7yoe7gruz4y7U4QW16wPNWv7Zm0lEUbgnq/rWybOHBdK4R6JbXI/uzln9sM4vCB9hIvHy7XxEslXNJfC2BOxL0PlOhrsNHgQhR5ih6rnp/G++KVKIdoQhnYI4JGF0gBK7yjSUXyeemvoZUPjgr6u6BwFCq2KOYk5K8M1kQGUzLwTvm3I8TWlqEwrUaEaJtZBAEXDsAage12kPk/a+48vNEABnOlkmJy9mMdmH5F7TlQ85C/BSXMbnW+6Ua14YtuzRBOrHnuiMLfnf8bxvudEdxOgTE0fLk3TsJCDmPz7PDB5DpA8d3zo96HWHufbX2slBZPDBDJ8voNxso7aaNcgyiYsABqHFkE9aZirJEO9e9T2JCiK+92QzPL86c0t2Wz8UQcyriDV2XNGIbKhNy/DoDoIXABjGtLWkZ9Fw4koq5bmuPikz05ygGtTQsAGMndH3Nr8J9Q1AQIhT/LHBmoG0HHTgzi4iRBuIpAySllQlpNrUM5YzvcotUIJKCTuOGyjQAJLTKXm4B4lKMw6ZL4q5Bl5tVuEiLJJfaY1oYx64DBnlILWG57eXrBemoVbboTTfUE9W8bhWou5AxFSZR2Jz8nLrEWUTAyTwhw/Vc1fQCK/l+XeRDjuqlrCszmlfgZWk2t5h7OPafpSTzOvs+N+SpY7MQcfG5UcpzjV6JmHlru2GSzmbcmKUirKsuDUOu7Og05G8dStR82pdQdQetdM0pef1X7bWk+BgsgcTJdasJwq7u4qXp0L7k8Fp5NVKK61oJaSFbazpwceT5iW/0Qn9n216wRIn64AbYGgY55Fu2lQxLUovaXGJELF1aOaYn1EKgDxcQ62naw7QL0qUnVxnMmkwzr66JtbQYjamY7BU0OmsZ7Q3RJD4N6wdQMnpXdzlm0bmjvB9/WC5v7WhS35PhUBi2tAiFAURp8oMrfIoEXi4yfTuoO6PdP6Sq5Ks5B670XvIGYcfQvfd3yxAcpOmzCYV9QxIZeICJrOPyKefGjedG3D5unsP6jOn4Wb/4Fd+36PYFqD1I+DFTcbPVzongcnH9LcvLdNs/knN+XMsEe7jiabm6pasirUgAGNHvZj+/FA0BRBCEb/Jxs+DTMRxcaf+xf3C2BAzzTqQ2MAZCrqvDq1LTwkJBhgVrVq3ZetuSp6jBrpCCKeHY2zvd7+ETJMuSdMqunDede9HQXdMRPvfLBU1YEOeWSvEXHLH2NZT/dzNgFEwMAXFXCt4HoGsdmhN1FcuqJ4VIMCQF3G2Hd2wOS5a0jQekNfXQghHX48EW3BHRaya+CPImmYiZ3QZtE9lliUcHlzwbfe/CrOdxV3ryxb6XKyhFu1kqXphrpWwdd+2OJjfGBAxKqsRHbTajZ69WJ5Du4yYoLg/jOe4yI0Grnk9vtwZsLDV+V6D6a/h3QbjmmthUYNuX7tHlGrjAugWlAWdj8LgXYFmmuVXai7hBm8d7TtkmA3cklpRiwZ4zZQZnMXlaMJ5l+0FMuncToveHV/wvlcsSwFp8pYCnnk5XCMdSpizC4XzcsO034TCnQyrxgIjUKO0lfre7cIGOlbOpqquBZiLoOybdg8n0uYBAVu3nSwSh55pZ6D5RpuOm2gXBq7l4hH7XjEETvwYQAtdBMKqDDctxxKjGXbUMoG5oraGtbtgtAKXso7qHbTaKiC+wIu1RzNxRymtXdoabZfPWKnQCHSrZhkAJCJAsW6gSjIfGSHdbF6Ggcyp/yXHl94gIIEJcMZ1goy6qTShw262MDHQsu09qGyvMF4rjQGGOj2Of+N567d3efwrP8ezcueqU4MeTZX3HjGACV7cPKcU+r829GM86G+plPajrjG9TPPd6kxNSmD8c0AdPYrifvqoe3Zb92b6zT8P7xq6gApHRZOR5nqORoYGpSdxHbs50RkdgcNGXdc67G8LmVEs0XEvffVHSmjeJxkjxJXYFx3k2GJOfzN2T3DgTKLqYmBEyY3r0g46an7S1hoZSHzVzDTjfugwBJSSXf3ObKiiAQLixQBeDFwUpcTiqcop2Jp6i2XRTcfkGkNUjqRDgmXPCqnFEZrSFU7YMwuBmY29aAQmCo81hqZfI8iENwWXr90XFSxLgW1NpRi9boivTwRgEjwqIe9SwDAoHJCZoP0FwWAc6ZtQqeCF8rU5Qbi9ivq6FM1g4wEKBRrAuMe4olWYn2FiifAuCEjjD/2Q3HVfFYfLgZOLATZonACiJTerGiqNEg7O3gRz2Bs1bNVzFweACV8/oDhr0BMqMU0KXWpOJ9PWJaa2hOj5/AoMJr2jk7rmKY0EJPAowP7R6RRmHHtO4OUtt8t2RycYSNrJrmvifufSOveRy+LogZ0PNWNmfMEXhbAwpIVmiHBGd3CtufG/Nr68dJILqhMggXClDhnNtJYutlXUPcIIbgTuTvFtg11vVg5DVe7Mr8z3xmPsityBlWr0yPdw+JLhRSP9vLUDAJBgTu8q4LUgIYmHfMyDqFBEXj4vnWfJvD60uN/C4BijIsyuiDtuX6aul3R1HbdKz3Ga47a8dv6P1d2z5tN+DCweInvxkvvOft4HP/O1+5AxfxZgSGLBEOgZ9s4g59b53zMkbZezIx113M8x/5nPyOi/blGr4P05cPGQ4J2BehJ4WuMSfyuDhxC9R6mn7mJ+ZSrpuru6+dm0fofJJd9TuwCc6w0xzKTNK2asWI/5grXCE3js3/GkNbUBynSxs8EIiJwlF36jgucEYsGnKP55jn86TA75ZRQtYgDmwJ235NlB1CsaFk2wsfLAERkspx5DsiYWok6HurhMfBIjNgDvpdD0yFMIy9HoWTknq3DwjoV6Bvs+6Zmn2dYmLNNuCX087UQIG/4wCm4ilVuZthzyDO2OlCzaFufk8KZ32RAzmtfK8ScXwkWDlKSQc9+FDEPOXJDxp1o4rinTaQNt01s3ovF/VQU7H4lLIsxXxEgwEofdHXQ2eYAxf1TmjlUhbBggqT5QNRq/i61FneITdI+RifXQhDpsWbG/lSEanBPnqYPmosbFqVj4MT8TKLi9OaZYyNgQiaQ6VqzAInxYnYQW0Be72jQ3dD22X4flMt9mMg0lJPvfp4TQc0UmuCrPYMB0tTGt3j0TvcQ495WtO2UvHLbLh7OrohUPNQLuBhIIwW0NC+HwCbsw7SdwvDAZwePIUgADk4dKHc1/70wY3OYuYZg8ZLjCw1QmBnFVdcctmnyRYHBBKQ3T17TsbXVaxXYq8vmNtSxMIAdq9sdoW24/dv3B1Zu/TaDjuORoCHVnhMwwWDkgMXVhyaFk0Ltn3Nsk+q+Au6HwMhLQNc4NwhPihaYCYjxuBl8zPc8MGEdhNkqcO4ByuywlcwTAAqPuQ5CmCDFiSAJ4HkV8+kHgHfzOGCsqzO9geF8CXeW1Hg4PJSPGFwX1OUVICtaX3f9zsfofq2keQfTvEDT8TtU8UspZi8GoOTusam0iEKAkkxVp2ePvrmWhNUdBglZoFAt0uDElsfidFpQSrVU5UsFnRarkaNGyKxKiTF1BU9WjAjHFNvftaIUQpuZ7Y6DqQNQu1/XDbQABMujId3qFSkR6rLgdH8PgacRF9jvcNX55A8yNFgOjBy0EDFKAfgk4KLmv7KwZeyEh+B2oHcdGUqLh3Q6kwxQkAz5oEG5WkJEmQE5wplBNPkEhM9J3CdUQQHkg4YdUwbsAQpQcguoh27ztJZKOse6T4a4tkEtm7J4Ve1IFa+qqSEgKBD1d0oBlcVy4JTijNbncgJuAeI1EL0Op9gA0wHOdOq+aox1TwYZDq6auUI2N/FslhOrb2nWCu3RSA3A4LKgLApeBFQXlHrCspytinkHiheEjKKJgDHowjXplnj4fc73TnOrHlaMJJo2GubX1f17QuRFNMCRJSikofUNvMX4XjLsmrR4Ij8DjSLqPLRAlsXylkRUrPtFkZehqEyZ9NT4bPE58bUYpsEunjfH9giRaYfh2raXHl94gDLq78xe8Psj0zVPfifhgxLe5yGlHdWt7ztmoPKDdI597l5H/wgdPxyucxNPMG2aidIeULwMVAwTzUuv+bgjuMARWXu7HXTGpvBGwSSQyWThRPp9wM4kUqQ0wb7DFdfx+TcB4wGAfL9HRMW4H6xXF/VbOyNeTve4/+QreLO+QTsklA36y06sjyBzZt6zT0D3dc8nq23FIJeSo59DIkvberxC7gtCnWhzQHtrh0mVqgIqBbyY0+WsrQtTHUtk9p2Eg9CAenp71gKggMRCYRcukFoh6KkuT8d2Jq/GPcZDevd6RQ1cFzd3WUjydrnASs07KZzCcYPwaki6zhTJsxgTi0mg1ZLHaSVPYAVfUwYWehP3z7AJL6LeLx8zPULv6+OoGU3G55ae3ZJXIHJ4OCrZ3eN4v6P/EIVYPvimS8xAUwEXdyzviqICkg7WDtIFujRoaiSWAU5ibwUok9msV9xBN+iTR1ISg0nSsVW9Mc6Ps68BYmwNjCg0hOZBYQy5yzCDiYOQZoBE+wbZNjdTtayyHTV4QpNFXFC4oqJioYp7KvihDRBlLHf3ON094JOn1R2GrU2tW5jvtm5YtylStPtyS30Kxpz5PAQsZusaIhdupKRXWFp9ptBpWO4mM6s1NGJsW0WtK5gIGxEKLmgeUh/D2LmicEERhTQz+YIIzH3alzDtYjHFgNHcAVBIXYvSDYhwgpMCVq/cLJ4g8YXHFxqghO8Be5n0CCm2+mQyGKsvzt7cNtft1T1ZW4R0zeiG8AxQmDe2n2kbxmZpp6CYicZ8Kx3tn2QD6OHUm9LT/Hv+pfw+f6fDd/msPZC5bvBQI17ZwidtxHMgZff9DUauCIlxMKJZ2gGykPxVzy29fZT9truljkC8Pogzz6z94mMBxBwFpzFCiAhjLABQ0HpPIbSwmVvmcVEYvR9EcOpoMHfn2TOA3PVHLZQT6lFlwYwJFn7qvlLSVizUUAuwlWJJl0LVh8mPBAFW3DGWAHJNRkjN6cCmmhlKQxuYzn0wJ7vuknLYz0X8d7ZIG+WCcALU1ACNnAnqtXmW8x3KcgbzCUTVzTqWyVTJslKCOoSsNgg3/7kMaRlsfhGyNpOWXbtnobDIbOak7n5ME/P1yBmIgFhtQiGWfgdk+VMUADYQ9bELaV68e1GccjmRMUOx+UIXgDosFdeGqH4sopZDQ7qNcPEIMrh/ENGUZyLY0fVL4f1mA09iaAwEsXFQhggjtHBDBTXpFXf7fqJ1HP1xppVI2fdWSvlq4C9/j3VkDtOkVl3aTIYF6AXCYpqL4uMbyby6Ts7HFItxCECem0YCkAREErLcH26nNfAweeP4GrG6hwEsFWHOSfDUG7St0Lb5a3UflA508egdK1lAYqNYuPgeZZSqWMBQVNy9LnjdFKgnlPM9Xl22BChWkfyCthpAeXx6RJsSg66raWrMGd1dTj3DbnVicqS0M/1PPuWaDvU8L0193KWBtWHRSIVf0DwlPoTBvdnLV5/05rldPJmeWoRf8gRm05wRewi4r1nfE+o1ixDRsGHFCI2cXGcIf9/xBQcog8kFsQ3HqpDwpBtMvQot9vC49HxH4tYbz6HjF8DE8GfQMv991jSyAyu6/0JnefQ97dBp1fh1cU4u3AABx7vN1x1MKCkQH5p+pb250trcAC43+q+73k2jHoRKY1MWKAY4UJc0Rml3SkmPyEwLMeeY7m7Os/4MT+cMRE4Iz0URmhklUAAUNdI8GJ/N+Z52Bxg6dOfWBOqAU/bZmIma9xgCWZMzPOkNfbuA+sVKNRTOytrBdnzghgoZyL7OWjUiGuHzPibQEfIZ021OsYoGQaHJUCBmYhHyiJQodQALf7QEZAauop/EwOl8Rq1ncyCdAIrCmbK73hm4YqDbPUw7YQwcnqAr4zMdIVhF2ljn6kwkxj0cfeEiKmHUtJlzYDqOIM3xSL6b68iYW2wM8mrTCleVGyd0u3uHOkgDe2I2AaR5Hg1nOIpqRfwo5jJ8M2Jtj7QJYzGNfRJMaCdUKRxseqRZmMl0XDsyJ7uJM64lwFG353gZACcwvUMqE/4i4ZmqAROy9Uxq2XKVGHCHc/Y1rsUT6wVA4cG8jkdUK86xz96q7RuMTWj1ciZa7GOpvnDFQaqKgBAAxf1M+ga0DegNaBZGjNAAhKZFzZ+JicGFLJpNGRVqa5oFHQteiYJPZyx3T9i27skKHaBcHrGtG7b1gnePb3B5umC9rHh8fAKpYgMySCNFLoqVGnGPmv1mcjGPTJxLYc2nWkgToEAZTQVNO1gFRc3VgcSjeOLljuPSvTQBi2n4Jt6YJm5xsYbU/bRi75UUgkxB4LSAFNQAhQkZX6pEbfnyaSSXVq2sec+QuD6Bk7QpfgSS+3/yobmIcQ1c6HnA8wN5dqhWEZLUh0MAn3PsvXHm9Hd/w9SOcdxvfB9XEJkqNKUyAVBGtsSJtuftSymp0XmuCzvC/hwIPV6DYCDWd+nuespO8IEkpoCid8HlcsGnn36Kvq37sdLbYzbifF52BJE7HvOcWrss34lJ/RaGbA597BEMxtjUgQKXAqoFxRN9lbqAa3Xg4ftUFNI2RIFBE4oJEvu5mFRoJqxuv9cCoYreNjAW6Lphe7qYH0MtKDDJUd3XIzEvEAgMSg1KxWeiokeWhnB8jczUOTDhEBtutUFnkBovApywA8TmNGpAh6HKXglXrJOluGRuv3Ut4LF7bx7xvJgbkCJ4ODng1mzry9bj7uaTwKCmShzLWk07YmCFp8YYEyIAmXVbw/QksLoF5uegkLTeBlBWDruU5hjvBLoE3cO8DACKDsuffti807WZbV0iOMJBkTT3KzEBVVtHbxaF1Ltp2SV8ehD1ighUOmrxek1UrF6WWTHQVVFPHVwLHtYV62VzYOIalN7Rtw3btmJdL3j75g0eH9/h6fEJ796+w6efforHd0+4rBsu68V0KG4ZiBBeCiEthJDIN+TdNxOPfXJFVGp4zS/M8bMImnSwdMtJQmZJ0G1DAVAKUAMUqWmqCiZ/RsCAzuzX2MXpGgbQV8lSXhRz6WHJLIK1txcvzy80QCkcaqZJ2vCFHRE74hkQj69Zorx1vM+E8VIfjPc5ut56Tvg43KhFdvN4TouRTlgu/vCOCL2o4VeM96gVuvXMnW0c1/04monmc99nNgrtyXj+xEDVmMf+2ukzh9nB0b7s52+wBpNcS7HsmmZmkaERORxMNAoJxgZ83xGqqYnRKIBSeDdnquohv0DvG968eWO1PjCN+9TVq/X1zDR/yK9pfn44u0kXdO6gwl6FF2iwInOh0GA9tt8d/QobMFmqg5MyafdMhS7rhlIKKp9Qa0HrZu5CCS3F8BdgJWwqWLWjqWA5LZlpFKJZR0uhKMuSc+qdHGMvRuYlc5AA4bBoqfUHPQmlS2Tv4ZQg1Rx2Q7b1gnhmxvEIMAKMvBdo66YnYjKVeCuAVPNlgfjSIXMYfg9tCcdRew1NX87ZLVpD0xqnkMeHNgbA0KwQ4LbODMOOPB4zYEvHdLLkZMTuGSE9GmTRVNJBUUBOGKKC4sAk/UzUXG+h/YpeRl0X07Q190UJoOL/RAjyDqDoLmItNDeSYdD2mv1ErGehNSIoVSiTf+ulG8kAClOxEgFKBlC6gGtB8zpFaovKntsFbVsNpKwXvHv7Cu/evcW7d4948/lblML4rL4Bv3uLLhvW1h10jLxNFgwtKNM8wsOOQwvnM+KaTNNLdlWQg5LeO5gLmBVS1UzZYBA3gItHwYVfXgHYa0cRuVbTwE5hs0+IDbSvJ0Pro0IP9vWMALuie1Xo9iUBKOl/QkFEgJCGdNKSRORCvI7g5EX+FB/x2/dz3sygP1rboUOG0pnZUKj94589SNhpPHD9+/vav5NqDtL2cGS9fd2t98927EMSfjAZGlqUMBeNtucouDlIk+jSdBNjTGz8zPNMs051NWQ/LgFOjL4PCedF83frJDWWYLWCNNfubAOeb2Dzeg0YX3rMjq/RgFw74ZEvvo5IXYsiEDLVuXimWHXenwAlvgBh1CIZrSZn8trdf6AAWsouiV3xxBDBJsGMQhWVFkg1jYrVIjHTRIBdhUdOIBuFXfVhE609XUjfAUdTmU9TE8CWhsYkQA5NqnXLC9ez7RprTwWKDm3eMyZQMeY90s064A5NQWbQi/HbTZhRfpV0Op0BpTr4GoM9aRpiHL0PO3M0jTMUyMy7WRE6CxsC3R1GTePUvbaMZ6v1PtuYh7nY2wzxshH2HrBQbg3Q5QntiLDXbM/0wockt77CwIuG1mP4nKgOE0uu6e7aLU9ZH5qVvD40REBalEAMKmZGIq4JUshNIqwA2MxXdRHPRRflDeyZvS9WD2c9oRYLlS/FNIptWy2KVAWX9YJNIvtz0LghIUnQQ42lQRPtGRpUez9yqEQm6C4CFrH8Q+QasG7mHuoWHt2FoKxgMd+8jmGlCH8pG3UOfDieOi3b8a2aE3fwJxH0L4uTbDrFOoqLWhMjeZDsTDsZzfMh7cmBe7xfAfv9HUeGcgUMsGfgL2ZATqQtF4QRClFPXIeIRKFcPGF2sGdO7qmpUn2m/fNvB9Bx0+/l0B/gAGZuPkRvjvwgUJqfR1ItU0UbXyT3mQudr2a/VZEp8zN4KHIrxEMp/Cw0w3ZT44AM3hztyn9ecFzxHiM+TObfEGMzytcHgabrtfHSR1LAeE1wkoRDB3HfmUBFEugKAR0dhQhSgK4E8QJhJjQ7aRS1MusJWJx3BZqBEUe0jk7eVy5o7mQJsf6SS4qAaWQqLaaT6IR2uUC0p5ausFW8VXbVuMZaPMyJJW0xVuw1Roz48q46eo7JNMYzcCEHKnCQMvaAq+XZtAIiDHWp2LPduXPunjmSjnnIHCmHiVXf05hy2WQ4bh8h4Xm+NzqSVWZyth04CaAVa4NAtaKWamHh5QTmwSZSU6UdCs+i6oleQhNifZvWqRKsKhEQTtVQMwdai9zsStaHIXyr07MBWIZwQoA7Z89a2J0GWbADKOgeVnzMbRLWJuLBcN0fzJ2s7OEc4KR6lAt7dA1BmVBtaQ+wLObP0qWibQ3ttMFqV1JmOm9ty+rbj5cnPG3NfZYm0OrzJwH4fF3wtCqnIHin88YD2O/RveQB9Y4qCq96CYiBTPNJsfVZugF/Su2Ja5XYqRCZ+Q5smqVoj0JHYlRMjstOb8NUJV8egEK7AbFF7YsiMsZulwwrfhk4idcRpMTfPfMdwgoBz9/2RcdOg3LQbLyvvfMREpQ6YjaJyCXZBCJz/4bSd25+SI3PHRF6CCSg3xEKmubmlnPt/Dk3wNTnj9UIUCQNICMQXKyBhthDVTzSJM3+S2BgV3Qsns9qReaUgN7RJuI3t3NeGzqFZ763vXBJRySJUJiYwh/CQIrNadf9s3ZjiOdBykTP8uwk4giJL8ZCQDQ0jkxsvgJkWVu69zcKwjEpOhRF1ev6eKRV71kZ1QBW4hILK6ZuTLErmBcwW3p5JQMYVAsKFWcc1ncoQ1ZjMg93n2CTAqEVyhWPj48o1QroaCE8XVbfPwZAYuUrAozs0aGBk5Khlcfpi8iswdCTIifz2iWfInJHTfEquJZ6Hp2hBZaltNddRlG71X7/7Odx8ttSIMm/7JlyytUf2D7X+8v7VQrq6YxlOaHWBUs9o5SKoBplW92Pr0FlnXKgiOc9MVCNKF4X42Jlfj3sl+z7QrbxpLukTTAnWI8ECUAblatjfPpEw72mUJ66Ayiu6ZvAwgwczMwzaVDi/pFkr5o/zah6zAM1hpaWgVOpqFgA8ozN4MnvxXLC9Ga+KGslVCYslT1cu4Pcpygymz8+XbBubQhiGJF3QkOw7ANSBqVNsNvjHHdgb91QtULAbUMRRRGH07Siq4CloWrdZZ6uE3CPvGNRFblyQQ8g4+Oy99MaczinQ9D+JQEoQGwblyp0gBPxegrvM+3cvt8Y7A+7rl1LOVdnfT/moxA5bx2H9u/AkprfCWNP0ARIQjEDgSPQmqXNTBX9Xg2H/408MlPfQvoken9Y2ez/cAQyxJrn3LpmhkgKuHo8mIhpUSSuD4BCtil19NrvGXcfoZ6cJozrtuV3IYGDIO8BJ2G3n98Pwogpnw9n/ZMdU4p+2w2m+0zfe59SU+b9Cu3MrCVRVY8IknyuitjEh+Zk0qSkE6uriJmGxUtgqmSKNSYW9t27WBFH9agatZmy56ppi4ghav1FcUgrCtm8/oszuq4muREVPG3htxEJs1wAcR+QjPARtTmJGQ0glloSmtSw4/0Mtsk1DHENMcciyrUT6zuv8YG3z5YkUr290skZrlfHDTu+wtYuF29sQqqxbvKJitD+IACLDhM3RisOB/n/N4QAgo0vexXhUlGLgUeLKrLxWjyfjQihdwV1C/kWdChb6vTMLBx7SRiWZ8Yjl1K74g6WZKKDx1ubSSCifebso87sDPz65wmgiI9F1pHamXhggUUa957MxDlsnGiUiN2UZ6Hd41wz+cZYk683hgOw2McSodfuf8PNcoh4RW6oFfFb7y64v5ywrXe4v7/D3fls++aQ0EwmkAJYpM4sVkoSb8r0+11N49ZEwD1FDGytQ4r7ikkBuvlIcfgNhZDHpjUJQMIOSALACHu16Yi0c+fZTJmpERXmaQtsW3x5NCizFiCQ8ShsZR7bve3ByUvNJke/jGca8P21+wNagpcoD97Xj1D07nxD8HHNDVlsJtT7Nl7fbW922GczudXeD4JF3QOfw68+Tk62j8CNzZeDAYgbu0nVvePn5w9/gsQ8SYt8k03alp06eZwyTdp8g/2xk5Lz36OkPAEIkWGGOlxLx7EbW2E37nOl5NGKuFeoneCROR76LMMHJdThM/ANZiA7sONOfVDLg9E1910mIsvxM0ajbBI0BTNC+DqQOZCqEUWq5jDLOIFE0S5PQLHaIrL1kYZeAthalAVTqMjVU5Mb6IzcN0iNiCdUmUFoaFkcoGRSyBmg6HHNjDWQEnlkLvXxVnEguPN/MJPItEoQYMInNOc4V4DOr0ELFaPdLzoOIGVIyiWl6J2EnOYJhWbCGs1xDwEhxtAYlxiQACGjolgn34TYW1NbVBG5NKICfexhCT8S2wg7rUlkMw7ziMwaEjlkx95LVWMQTJTJGlHZljw36EZcOhLhjXXluNeSHCEcbXWxrMrST2jbCY+nivPphPP5hLvzGaflhEvZUNiEa+TeQWpOoJExJ7TfBl7Ex8P8TSy8V1yD3Lr42HfzqSFbg9Q7wObAzNLRO4+s7MzmsE6UACUAiZlTC6SUXDNKbJrP0FK6FoxUcy2TKlS+JE6yAFLaEfV09t1seG1r2NpmzkmTeQe4zVxTfa77726eNxOyl7Txmfvc/M21JzfJi/92SwU8TrFzDLjKSOblzHmWyo99ObRwxzvfd/7Rf2Yn2R++v6W6ns+dz5HMdMg3r8l2YpCVOTlbMJUkLj7/zJyVfud+MZcEHgF40p6sU9SRS6uzlijGnSgc9m4c8/cpbY8oBAPRpnkYWqdJbp4Bp2slZp8JO3vYrOeH3jKtBWfNsRd1B1jZmXiELM28RMpqFYiyRwpYvgQWRpBwgqBRR/MkVEUsQmrnDwRjJhYBYN79RAWFCZXZEredz+BlwemTe8jCKKcFxIxf+6//FXR5wvrmM7z5/FO8Wqy+jwVdiDnYwhheJRoeDA5CEmRE2ncyhhzjMrDGcMLnUjwKhzJCQUNzqDNd2NMG0+BERAub1qR7zo0wz7gjsk/stXPTmHRoRHRpz4dElFrmPgmAcEVFrgHx8aDcN3A/rhDqNPAcImqOUBCJunbbmmDAmMjTljgDh/l1RLvs3ows++BzltE96hVwHZxEZJA5uDZPPT/mzcA09p9DKFXAwoR9XHbAfZo3T/pJfQBEJUHkiYFG9v+JTrUOMIFz703gEepAwt7XUnFeFg95PuHpfEK7u0PbOh7un3A+n3G5rFjXDWtzh2O/PqBrjK9pctyUIwp20NeLaUM6OsL/hygqpCu0bFmPjGiU/Yg5rJVRPKW98KAxhRl1Aq69FNRqGjeLumNIqQZkgnJLOFC7MAf98jjJ5gJTpMd2ENcIMZ7NOx/Me5Li8P/aI7V1t36YAAYwJKf5CJW+uGbBVGvX4OSo1Xgf8Hm+rbfHTA/E8EPakvnZ1+2TK+J/1Q57qElOYb8mc57EUs3s3ZppUTxKpvfIGxHgIlUVV+1nZhRVgBkdmKIorpt1HNvn+2q71rQN4vjTCEucMwPM+foBiPZjfMWSdKyH3fVO3PYM9eBkqMPEI7Coi/meR5MRXOPWm5ev3yy1Pi8dRX35OkghMYnbAyKxbRdotwyWDIJsQDmdsDzcAQ/30MrQ0xnLwx1+5Cf+L/zQV76Cz3/tV/Ff/sP/B/3tZ66lcR+HzXX5vjIsJNwZTmHAwyiDIlNUWA5pz8fCTDoOUkJKjDFCuG6GtsPnc9YCpMbA7ilqFWRFQ8KPkNu9b1NYOm4vHh+/3iaNAyUISHGbhvPrxx7kmo/QDMzESNOgJ/u18myY/R6IxyIwUB6ajMkxW4e5zArPufYisiiLMbjZKVhCE6OTU6w/Os36QRJy342or9ha4tfQ9KU+OxGjb6qmkNjLBfZADZDjAIugKIWx1AXn5YS70xnbuWHbGl7dn3F/d4fLZcXlsgKX9Wr6op9h1o2f1Zl/hBp39bFDB1MxvyFSlKKgZo7tkWnXUiu44EWK1h2MEIMhrjUx/5M2aUxqrTAfnYIqBVIWKIAipjEjfwZBUVVhqfUF/cuiQVGXvFQsLXEUd+q9oXXLmNflGd8T/5h7OGj4Dc3GTW1HfDffDHj/Nc/c93DlfPtDm/VKgxKb76bJxdms+IYLxgyMnAuJng/gRGlvotmBh12TNM3lR1wl86eZQUa9k2OvaX4OriTJQXCD8ANDhBwPMDOfWomZairpaEufkgSN7gahDYc+ey9dwL7RjLeV7EgXBzhkhLSWEYo5H7dwio07+3Od6AR/g3qyf+uahURHCzTHeT8f81rc+6lEGYgwgSbhTeLpjNNT7As8Ao4FQgphZx5ULDcDFELmrBd27kgKShJmIJOCL09POK0XLKeTp+EnqBCg1QqOlQVKxXKSWEoob6uVjFdpoN4g6wUiK9Z3n0FJ8LXXr0CVUbYLCgjNJUioYllO2NbV5iJCxn2yTXPCOZ6Rx4YImXRMXHsZ9XyYxuiGUByvnZsIAkRqakYg3RjXhA/TcbZt0L5ApSMToOVqnIC2Y5+w6SNywyAk/Am4T+YFxGqka6ffMO0d9zI57Oq9o5QOkeLp3e0sq1nmACv8aNSydNBI5Zc9QOpKXEM0bwbdnxeDSqqWBl/gZr7hgxJmR0ggXXhbkEAPOhxss3/53Ng/nvMDwx9G4nt/QWbhyzUgeriXjxoHQIz9ahvZ+u3h5ElbtINJUQqhLgWn04LlZGafu7sTHu5PuDwtuJwq6pPlVhENMzTlLFnhQRt5VkW3eGcHjgaYTBhQEDbDhZ6DpvTiEXkRpNQxomAV2s1ZXZlR0K0iuJtBzSfFQAqWk81BVc+/wkBRKJW09EUOaJnGToZrzQePLzZAiQgB6RlWLK1bcaYEKXIboGDQhJ2y7z0A5fj+6k60P+eWSeRjNRSHi3ftvrKj4rr9Qezs/N1thm+Anzfjgdnhc7RZd39mjcNBGJ9P2wOPfhQ0NM8tR4k+pXL3HTiQ07nzOn2jXXM9QC1NPGAZYkVaSqfDZGN30KhD4u97b6kyJxqbFAgZUoLmgeA5EZKRHMfsuP48d4FKSj9xDSeh9Kyo4V3mxDT50jR+uZY5u+Pfuz0YQbRHq4KZGEET0xYoJzOwRG2mOhY2ABuW7NALGEAxkMoYIa2iisvTBfeXC+TuDuSSlogDOa5QPmdIcIHl3QD8GdRgicA6dFsha8Pj59/F+u4zPPzIN/DYVlzevfP08h6loMDpXCDrGMdwJiREcTNO8E0BUCZmcxRS0rdDsdMY7AYy3sRvIcX3bmXnx+1tbJsVptPWRpTLNJeA5Zy5zn+jTt19X5D1cmr+tLqmFXhb2tlfkMirIzJwE3UwLalYHlo1T92vbYAUDeA0aSWvnjdAHMV7nUwgCVBc5nBXiQw3jogaj/axe/V8HmGAFAqwMo8DxvjG89nDnlkJ4j5QY2oneptfhqYrNJ4EyszE5mOUPlE+ntlPAkwbbIJDXWqCk9N5wd39Ga8ezrg8GUg51eoh3TaqhZxCet8SDxOyrwxCpqTx/EUEeBFNa4dIhSmAFaSCImxmOwd06hpHIYJws8gdB2FhCmcu0O4CsFikXQVBUcx3x9M8FLgzrhrohOqXB6BE5ECksu+uPTkmZnvJ8X5/jP9nHgQaMZQvOD5kwjHGtjcD5XVJBK+vv6Ul+PgjmOf0XDEp33xcnRGn/WsigmqhokaCjIC01pwJmbQCuCd8VJfDNB5JdAYTAuDZFCVzAYDVGZ1pZRb1JEiwWhqgWeI+9m4mkM9NmTENOZx7C/y95Ljy96H9c3VigDPYDZU9s7fanQVTIwfvM8wDQCem3xBARaF9w9PjO3CtKHXBcv8akR8DTtxFBdrMP4MFTtw5bduVALhvGauiKvDtX/1VfPrt76BtK969ewuGYmEAsMRXnmBj+J6kVmEWNKIezT7RfLRNXYs2mBCNFXfgv7leJKJOwv9BMvxYg0CzZqXcyGoaHsamlXDNRjC0GQDB14XOX02LIyWQ0dejeS9/H6qlfT9E3ZzSXJJuFokFdeCyWbI26RlNI15YL/OLZAbYueVTPw7Ptj1nnRWdTF+ISk17LVCs4+j+vM6ZHVgoYCn6h+DVZALzPi7i89Vh5gyZn3UDYw2cMtPSEFGw/+warZghIgbKYhmtuQDEOJ3vcd46uijaJnj9+h22zXJ2ffrugq13SESoZW4kHVMYgqTYmhWCCRTqfjMkaGRVhLPdekEtDVIKtFaPdBwrIdLbmwbECgkykaXxIQJxAZWKkwg6KUpvKL2ha0etCwpXoKhFNgU9U4/oUcG2fUl8UOBhhSKC1ht627Kc/AxQ3ucP8IPWcjzr/Hrju6P/gH2Jm/bn3ZVESXiyvPsLDsb+3lcmHB3fUBI/f54/g2faoof7HNudiqW9aBdABIrd3Aip29+dGLsOXQTgyYnRz46mZRsU6tWHByAgVogUP89IBbtWJBlJKhh0N39EUWTPN7CyWwgYpRJUi4XWpl+Bpb8mCq0FkqCE5LgfvvcjuyDCM/G4ZitxnwlMZk8P91M7Nxxsw49g5P+Y/SGsT10FRYfivsOZpwpYyIicA7XuCeWiWFuXDZend1aefakoywlgKxgYwoR6Hg3pUa3X0twTmwapa8dFO96tjyjrE0prVmitb4gomKbdI0sIW9tQS9jYZwfOMQchF4fWaw8EYm2l3nHggBh5vfYLms0KQXOigGWMh8C0KtzFCrQ5nWJppoAgAuARPapQ8jDc2OuTWVNFPQrKW3VTcIjOjdD5PG7QDAMbF5CrL4R7hrqqRm2zZuOqAtLRz3DwHpoYXzHx99guDdONwqJS3NypRmsEDkQIniCs+FzqLjokc8k4oGFn2jY3I/W6TUSfaI6BcHKCyDqSyYeoM4Cfa9wQtCxCox3wOD1JjRtHPmIy59kpRFp9rRBZxe96WnC6u0NXQuuKV598gk0ETQSv3jyZgHQBni6SayP7FEKDev9p8t1Lfylbqx1TyLACKgzpDO0FPepj6YhyDHN6cYBCsNIyFs3jpSic7pW6oCxmuhLpqKVCtaKgGH8SWM0esTV82dbrxffM8YUGKEYAKEOLjejtU9s/m9aenET9d2pOXhKh81FgRaNtN57lf4fkf1Ohkec8e/hG2ZlosCcj83u68X16qx/OPT5n5ytz4247idAjYMYGjN9kSJbPdFhc1pqFyNAEWAKyWZCmbNswhe1I0gAofh8FPM/HqH7MxYmVBgiZRiMeOIG+AAgAhstMEvNpTCYpbQjHt0d5AJeQDsMZcbRhjPG4h8azYUAlbeihFRJz6EwTnGuKWIeWKpT5ESAcTJhjLAjoW8O2rrg8PeHuYUWpClA16bW3XQhuFzENChRFOdPrN21oT49A21BaA9oG3VYHoITem0t2BO0NVPiwMl2iRpgBbMWQJ96KdZU+JDkPutc2EKynoR3IiUKCk3TSTGfNiUl71I90QW8d7FWOzVzCeY8wdySgCgAd9wrA6IN8a0dYX68g6o1VI+Mehuqg3bQmyrIDKAZSWraLceiryhBs8u8Yo9gjAdXjfeZkS+bvydqIAwv6OLh0Q+GbEmNj4zx8goazM03tiDGLUguTTgz7FRNQUL09QYpiPw4CbeYaN+m4YzHR8HMa4+3ACgSQWJQaCKUuqEvH0gSn8xl393e4X1dc1hWvXj2gtQ2i6kL3cLhG7HMf10nUNZ6ooyeqlEk7FZbEzULEKX83c7/vkNACE0z4IjcdkTnPCrNrZEygiHkti90v9oe6bxsEQLMCggRF374k1YxDQundtSatm+/JnDU2EPYHMMgOICRIGBc99358h7hox0TJiePxfsd7PSdNB0PdSwJ4Fpy8F5i859gx/4mRJlEwRDO+n3DFyEv+4fYEsBm2/HxgOs9mO0TztiP1u59/eGSPeXZVf/4btWFCKkgiN0DKEfjM3xGPiByRIYlGIiOzhcPssRPwMzo5mHswqwBCuLEsdRrTedyO7QvAQcAgJofrKNAYDTAyY8QBUHQALA9FsCJoHTQXAsRQuQdbE4SJK17hcGgEiokhvWO9XED8Fvf39zidH8BFAeopkTKRJVWzRQBVAZZiqbcF6E3RL0/gvkF6A0tHnRh46x1UC8i9d1RnAjg2jEJTTR6ScJZbiPvRBJo1ZwsmBsa68r/OHOK8rP0yhbeaYzIyRETFopyodZTWzGFWKlRLgmoV8ajWaR0nSpFBo6IR76Er+3G4sUaSbXFK0dqaOUuDAax5fRj2xhEOoPM4AFFheSyxMY4xLrZdw7UWYx+RWrI6VWP44lokr5JMopYETl2TJ4xZc6OA0Q3f83EedAgw4WPMJIORE/KH8FqyXrvTLA3QQoQsXJiRdplLh600AI25i3pRIAvjhyqYBehAXU6oTbCI4NwFd3dnbNs9Wmv46lc+8ay9irZtWKWNKCcoIMMcpXDS58U6QxgSAKRiGWXFZrnAnXvIUmgXHtr1BCjkEMidhQ2kwLLsllESgphG3qSzt0Qs/0sXMmurANoldGDY2pcEoIiXNY/ssVvfsPXVY+clfQ1uHcMr+vi9/532/bPvr+74nDwzrnsOJx2/pxf+9t9z/Pfc5zZZfObciSAO9e6NuXGJdTDkiam6FmWMr6anOBFy43KYYTwxUhwh6RCRrQ0EaImMsU71Y27FHNlQLLokJGMLh1TUWn2DDi91iyRBSndpioP79R26vNPsTeP6ojE9XHfruF7fx3EPTceUBwWWO+dYaNNCBuI300p1JTMBObgQVgcoJpESs2WUvTzhsW2olfHqdcPpfIe6nCzTJRkDqLWaUyl5hJCWnU29tA3YNjRPtd48GReIsCxsuVNchb25P9DQkPncaiAFi6KKVPiqSEZ1NQuzJ7nXGgqgkr8rMgxWp3Uy+/XYbQmqgtY2YCugtaBvDbV1aOkQbu6DnQ88vI+988zM+2ZIAOUg9XpNhc7r8N0kBanX0N0fEzIyVD7ej0aMU/23PejW/D0/urYs2q4MiwgJwMjdzYoKLRZinffTDtY6QJCY06759oSQYGNmPhEWnaawOS/u6C7uiJHRNp7txBTVDIFli1XXlDAVTwbJIF6AKKrIDKbqJhYbC568Qo1hWwZhUedfiNTyjNdTBNq69czi3FuD6iPaBgv8gK3iGNt0RYzhV3eedWAxBDwDG+hiYMOT61mmWrs8BA0CWd0owHxQmCDMIIlkfU5PIzz8QqAOUFE0zzIctY5IFd1N3+1D6T6m4wsOUBoIQHPHrS7N02PfSGV8PG7t78PXL3u/l7yP3x1/u3Xd7q43wU+cP7GlZ7Qnz9qip2fSJHXnXycOcflc4yi+PIKSJDzT73HPW4xz52yb95hlgIlRz5INZkns4HsSat6p7SHRmZmCLHMonLAUV3fKPF+YFCtO4EvKfLYRw68gJEBp6RcDWOr3MK+Y1LJffwRA5yl0vmf4YJ83ZfZHipHRaXyOYGZW8cb9+GC6tORqxz0RmgVA3UHQwg2d/IXfgXaQMEgJIrwfBzWCydFvRKQP+T0AlQbpG57evEFxqQ3wnAwwFTrj7NWNndE09rsouLjTX+vQvmHbVvdRIFCxJGsSadFpDFzMp8uCSO0DkaUvFwcbck0rwgRHU2bUZPgymUV81AN4p/kg1qCas2BK74qMNrSX0SzuHVI6WK0WkyqBhIEy+D/tNBHe/8Om3FkW5kV0dVxDXFWvmbJfTWNfxUqMjjzzlLFzdP8p8r/EFc7sR4Z5MzGAM0bWgYmzX9//6knTLOqkOLqw+8OLTaqlEnbzWQBFAtRmIxxpXbqZ7m+nyaxNcfCkDhzAVhKAHFRQqen0Ci4GUGisG2jJ4bSoJAMopB16EnfUtX10vr/LyNNXr+7x7p2ZeS6XC1pr1sxm2rrw0Rko1P4KmaaEolpkglQXlqK77kxeaIhy1tVBT9ixhPrcVIzox8wtRrY3e2s2Vx2gAkREfIBDdt+w/qUBKGLVTNN5y9P6frAg4Mygd6pzX1eHTf2hMOPnfE0+5vMtaXp3vnq7nqM30zEDlSvzxS1A5UyZ575PzBvPXD83eDfaeg1mpp927ZzvEb/f7qL9svdlmcbsYP6JiAkRr4uRO/CZudSgKcHY3dE1QZGVILeosFFtOI7I+7WXFqfDmUmmzvY+7LLNTF3Sua2q+zmdxmh2is3rXHuD6ZxIyrRjSzTWVBpxgglElWIIunTTTAmnej20A+JaF8uR4qUFCBaimNKrAbrt6RHrUmEZtBlYFGHiUWYLu3XHVxPgbay5WB+7mkNy6z3rngS6FLgGSF1zkzx0cOwhHRtTMvW0z7FMvxEwkWhfG8MXYU/uMRj21cvNguyhwK6lsjI8liE1ssoG07L+mznD1owhWfMTcCY6PeIGOTocR0B6/H6/Bwbg919zjcSz54e/76kBToYpDrm+4tmcOAUEj2SCMXTvrylR4noLH5ZY8Q6oLL+HZyzVMMl0Y5D+XPK1YAovgyhRsiD2E1syj2mfUEB2pwue5K+UZwBKMfBCFcfcNjm2bHWMokaP1oaynFBVsfSG0/ls5Vlaw/39HR4e7rBtK56ennC5rMbjVDxAxOePDnjxQER1nmtVc5B1VpIF/XyfkMLChKd7xa1mf7wQAocPUkffOkg2i3Yc0d9QJSh7MU+2IocvPb7YAKUZOg6fk/ir80Y6MKThJHtQhf6Ajpfe64PgZfeeYh1+8J57h7/pvr7Rj/eIMYk0Y8kEnfBjvh5Ibclu7znjTaZJ2C3s47F3Rnxffw7XHe+hAxSop1NmDEJADkxyM4lnndTb9yUfj8iUCNiYiTu9cZ/Sb4eGZoJsTE74XLMQ97N70wGc7CFW+vp4x2fgstOu4HpcjyN5HN1Z47EDrDRCIBOc0P5OAripR0Bspdlj7E066pDijo4woCHEaADQminK1dTH2/qIp7eASgMDqKczChfUUoBCJlF66K0A0L55IjOgeHEzJUAYKNXSa1MtTrBt3XUollKGJmMy80RqenWn6bn2S5gIcw9QpEWf/JRSAbODlQZCJNbX3rE414kGUBRIA2hjNA8nPfUGFY+Gkm5lBdTCPcVwiikGXEugIRkns58Fkv2+0d2Ced/quRaWiIK57SWQXI+O+vNKOu7toTXZL1JvvxcOtI1rG9WcsF1/62vMR9kBiDgANaEhHIozD4tu3nCGdvL072oAz9VRATYtFL579ItMtALm2xJO1G7SEQchXE6AgxLmYiYeMg0KcXWg4gw5xjIAqqr5VmmHkqDoCTVVGoLeWs7r680yyqoopHVsa0dXRRdgbRkWMBI7+nwXuMkybDYK1GgLDU0nJWDbrw4npSC4MdD5gH226wSeA6n7gLFAni5uqrTCkXaFm4GquqaMLQX/C48vNkDxGg27qJ3ILeDMmNVtcf8Djh8ksPlBHbecPmNhzkQiCPfMQK80RTtR6hYp8/t/RPveo9i6cRwavae2+ZVtnBCFKPOmKOA1sSzELUpTzMDh6onTuLDX8Yk2SC2msnemMwOK+EOh5dFJbtmZksg29seMwsEE9NJj9mAAZkkq2hSMZjojJeM9qFEdmsnQyJB7+HcndEJeRE4M1G3SwZUyPLG1FW01p0smRt02MLk2pT0YUTUxDQVqVV9F7J6lQApDKqOUkuptcoK7nBZQKZB1QwtnQGaUYiQutCeKCDUFkMm2xhxpaEwsz6aPWoCUMS67OVVcmc/mMSvFNTq+RsWl/cgZIp5DhKbxhe61dOY1ouEsAcBDXR0QpDPoR9Ok/Z6a19pxzUVbODVCN2413cPA4Pj+5hqexj6fTZznkpt/ApAYCGFY9Ilp1AjqZp9u41PCNFEssRvJiFsGvN5OABAbU04w6PNMUVTUHF+Fi2lJ2IFJPVk+EGYILHQ+i056KD0wzGOhliER9wEmEHeATqgwrRWp7ATsy+UJr18/QLvVlnv37oJ13dC2jsfLmpqIEa+l+ShQaDoogeMsfM7NAryvZOBmBix1olTqvJTcVEpiEXZCXqKiFFN+sVoeFAq/nAJWmx8T4b4kJp7uqY9bG/lOkgjH3qX9hHz42CcFMqH32rdjp405fL5luvlBg5khtVzf9yAEDyLhplzy644mnpnoBgs9WEEO72fp4AAmrlsy3Xv/7rlj2LyPLQh8P32dWoeIEEC2TVWh3QlV9w1H4x5GEBB43wkXp63WsqQOzcqcfGt6fGqilCOnCDI3wdzW46jMYzIk5WkUAuwcANF8/e7+FCY7cobotVJ0d9oesCJCJe1rAyBqmVA5BFSCHu4hLsVG4UB0NhUviQM5r+HjKnJRQds2XC5PJsUSeRF4I2jDd8Z9CmDah9Y7hATajRDCpeDQ9KnPUyGP9nCzkWWqHfcyJ0rvekj8fi8kJvc2xMTC2m5YwMGAZ8p0LrCfWA1NhwEucUcRy865B8GRy0O7AF5ZNtPxqzGfmPqxJBSAJXWzAoa+DsmpV3QOslvnxyP6HrOZhS7peN6gg7cWz6Try/sOkuN+WQFoYgx91dmm83HIvukYbx9XAgHhm+PjQp4FFiTDP8dLUwRftaguZ+BS7d6WmMOTmdn9lXX0kQiQCBcuUCpgWgx4cLFka5PfCYfpZ4rkydpI+6EayRJ9wZmTrSU+42VBaRuqLFik4XQ64/7+Dq01XC4X3N0vuHtacFkrlqWgtwjRJkSKOVs2tpAVlBqhcGAnuHaFTHhXytzPV0CSgF0W4pgDESMIkelYSbwQrfVV2dYgF7G+qRdxlOLw5EsCUFq3OP22OUCRtE4msRUgOPIH75fhobPEeouh0G0fluPnI4h5yfHs+Ttmgp1a7wpFEIYzKo3vuiP6+Qmzz0V8jlTr0BjGIKxxVSgXDQVGoMNRQEoyNKs6KQjLoVO3uhq6xvg2Jzd91ndzhtReCJQjfNFgPwEo3SUvHn0NcGKE2aQqyyMwhyja5i5ktSjUo1wCEAesMybrNJjJq61GLETufkRi7H1nc8mOcXRNxUz+CfvLaPo33jEIhSzqQHSkrc/xT23BfBMKlGUKWHGHSefrqVBAEFkPCyZjkB0w73zP6FtIh81aYyqtPb13rOsFXItLjqZVONUFpVhJd8NLY3A6wjFQwSqIygddFcVV/tIJhXzuyO3dIuDw7fCkesHtQ2qMJUVELvgSrDSCJvAMydpAh689nsYxJ07Hf/4cVeR6VK+izK5VMlOUeHbZDpQCuFlrloKHBiemTLLhw1nSf1MgonLIrz/8OE38AFcBTiZqEMvQAeB+v4aTZayGPDnunqprwrT8xym57qJpmmMI0MhrAu+P5+1we6KdlcnqzHfHvDN9HkjNJySIF4X7tvWQ2cOMyQER+5iqgVs48CCqAC8ZrYMSYMXOsdw99j58La5Rno8Tmw+S0ehwui0gVnDtKEtB1YoqFafzCXf397ZfLk+4v1/w+LTgsi04XQrWbnvLhmNE24z97SAFke3GNIsZseaAdl6v4eAfoDBN/QhaaeMoFP5ROopxip3D7D57xCDqIC0orr1mHck0X3J8sQFKa1MWQ1+xh9BiAvaU/SOPWRP+RTje181JWLp5XUawAIhKpuPzwbktJbWPGyOTrl44GTSAyEvuqxODQPgmqqehV/FoAECFkrnkow5ar7GmQtFrTMUqf47n5XPFiSFRSvDmDzOCNb8fM83z8u+Hj6wQ+xFe8/NhzHH0cQ49Bjxpk0imuTc+ZAnwA7a1UG17TwbGVbR1NUDi2WibWGE0YasNEsS27taiz2EwM2+XMQpT1Yd5JcxFXQTumTqtE7vj/Mfs5Z7fJsZA45/YA57CXocZQlT2awHTXBdzlkzJ2XnZKNQYJjNLGd97rE1jqsSTRDG1ZW8jPK4rHd1SQK9AyXRe0sYj1H3f/XEAOnr1NgSQGZB8ePm70+yMhg9QPGtfuORpxRV2DTt8dAQcG4nCMTp+o6QzTF5UlOC2jFkrQgZO2Cth+0TuffaiyXp7zvKLYTa2FlPWwSqlotaOZVlwdz5npNfl/h6fvHrAelnRtobHxwu2Bqyto/UQDJ6bP8o2xboL7GegRHdTWKZ9MfutxT5nJUT5D0HQOkrax4UhJCgw0w5xB4qJtVyK0YQXHl9ogBJaE0vK5mLaM52nw/tn8huNc0J9i4mx/w88XvSIaZ9Ngsdo53Q3ysrFyA4MHKGH8+M0mv7uWSP51YNcxCYbUmiYNfbn7dELYwCJ62OPoMjbfs3YJzv89NusmkxvfP/Z0iJIMtQwaYUzbPR7ZjDmF6DZDp7OTxDjyQBlkgr2fkC2LtXF0zm66qXHUau2v9aekeewSU0hpfRIWY9IPzWAZmbbJPJ6O+E066Yyi8+BaLW95XutdvueABSqFtbIzrRDDcSTH4IAnWSEsJJpDbbLCpxOu7DFwL5W44dC257p+Hfjlz4bJtWRXzPmp1u0jtOF47qjkA7JIehBmxhRSHwAH3Ek8FNkqOgOuMbTaNobOsC9AZMwp3X0zuDOEG42TF0tZHWaqznfjwGQCWRY6FpKDOF/sNtVk0ZudqA/0k299eEmkZLD+7Hvdq/dyrt1cLY1ikZaW0OTQgAcDMsU4eQN03lvBRhOGm5zrFwQWlnTZDg4cSwya4mIKjS0J1ShXIHC5uvi0ToWuhemoHmwwqRo7U4wDfeNVN0NN9GIZKu1WOK+uqCfFkirkLZguz/h3f09Lg8XtG3D4+MFl3XLMhHz/cLXKWiywMC1YbVhZoz9XlRtfHL0XLNHlCl/snClBnVXh5EzLW1gj+WrXsZblFzDZLPE2r9EAMUJ0CxNzUQkGEtIErvjI0HH0b/kfaabW7+95HGUi+RwzXvmc5c4bgIiz6Iq1d1vNL1RDI9tx/X58MyuqPPnWw25vVmum7H/cozZHGWiu9+unX1nlBm/7cMkY0MpHKR42Gc4sx4l3tkxMSRxS/OsySBDk2IkEztwsu9LdnZqL5Cw7VZ3MM/JdJ+bQG2Mgc6nE1KNKzLlP6Hx7PnKwTx0MFPMBM60T6qakSpEVu2U2GryKKxycKbCh+Z6Dj8QwIVPB7HSBVIaeh/gIOfDpT3jTZR8ZsyLGr13IB7Oy0QDMDsi2MFlgJwXOnMBBpOZxlQDOGCvKQuz3pzY7QhKwiyXfBXBpCdzXZAsB7jq/nSmEe6AGHNQcf+XxLqSa2FEsLiUG23Podqv7XktBbi5AivHpZXjeNzGOu3P5Ia78UuttpJjoABmc1P2oDDaF8+bf3EDxZQKn0ZfpqYmFQyzmDPmyJ8SWWCtsrXuHj0iiyZfkskviNhAuC0XyufsiaH5uWiCExhMSKASQk+MmfptjLbUwtDCqJWxVMapFpyXirvzgru7BfeXE+5OC06FsTGh0bweaT9RNLfK/hUHSex7OCIf49KIQGTFrtQApt98qJx60Nh3qmCPliTupmlRhYhrl8Hvy596dXyhAUpE7ETUzthQ/pcOCcfwkbiEYgm+H5x8yM9kBxw+/Mjb378PpGDe6FN7Du2SUNXpgUrAGG3B/thFKziu0TyfJ3L7YRPCAAJ4L+CaSdLA9OPfPOUIfMjPn8DaLvLCt1LvHYUHOLmOvNh/ZnUGG5uZyQmYj4nvaomU5gi6OcanEE1Sgw1AKLgCHMxAxQp27cf/uSELxh1zswdXwzSzuyalxLlNOyqd7wSwHB3sYbAeLRfjK2gQInQlFBF/b8wrTDMZneP3Zn+kuv+Y0ja1KUDKWMOqmpF49swAQuS+fVbbRGkwZwosnTkdaEQVYL9fgHCCjTEz3xZ1qdfmybU8wdQnULoDJuoOyT6q4hxZYGuxQ+FpOyDdwkd7twieCssuShYalf23WlJDODBOECHtmJheoBhvVyyqPSLwsZvuj3HOFW/TXAW4PuJBDpYmimDjpnlpFK2LuR1r1cGAtwXA3rI7LwUHPjFXwdThwlP46iQ8UwwtSnwdVc+VkCFCnrwnPcMIMEOHaUw0tCXhc1IiQmeAk6TwCYrJMdx4bwup4wBVY4CQ5kwu0FKt2kNh9KXg7rTg/m7Bq7sT2uWEh/sTzkvFtm1opFinPROm0ahCzGQrMdoZIFdgtClmL/I0RRgyHJwPf8eIjB3rbIy+9Z0d/Ih3jdWKE3bZQGRJC/tHhNV+oQGKdnHHKlwx3BlY/CCOH3QUzvfVhpecsyO8+4NT8sJOAowjFmfkrgCuQ5bzXt4ihe7U6tGG78ff4kaLcY06r1r94dskA7FwuN5lZ8I/jtmsVenivhBTIq84k8tkgxZx/0sbNwoRyYloZXdY9Zogab9WYyzvU35/v8cts8R8HM1vIFjUURAn8ugcmJmEomBc7+gTGBbPayJkKcHTNS+IXUQs+NqL+kFMbNXHe0OvFdIFrTbUWlFO5ixLpYBLKI4Lig9+VqLlMX4powSHC0aTfITccU93m4mdmLfW0uQyr+WQDi3zxNFUdHuvHeUlq1U05kV6hzSgbwvK2qGFgZNpTiyKc1qzHPVegqq5cxUprA4NUmKPJu3m9rAEBjh5D0256ch4XEvXeZUioVumptcgzeJ/Y63ferI7ZcLNEW4UfF6qGWtwD05mkw9bzHHW6iLMeSfIGXRmsbVN4D9yghAlGmYdYJiGZ8lx3tseimtdH6bAFGbiiDTxOsbSZphRmXBaCrQVtFPF/d0J6/0d2rbhk1d3ePtwQtQh0jWEBgZzQeUREcexTmKPeILTrBWGWKP2JmhjOPenlsRbOAzs06xoaGInjalYuQRblwuIApx9WQBK6knHIrnqetCi2LSaQH133DbLuGsf0c3zdu9vfPaTXtqd6+OwJ+nGX54WTjgqhcpND4+WyPoEpN1/9ziXSrqamnNi2ZM2Ip4dZGYQbGMLlAs6ma7PQWgzRudmaWcwhF17dr1/ZkD2nci75/WkHlIHl24txDAcXrPw1Wxi0KE2D8mZ4m+2k3Js2AEIDmNkfbJ7WMABeWju6Lup6h0UTON1dBGm/ajf6PwY13k8b811jN9+locMHIxifG9HOMpS99wRZFERAkHn7r4R9l/3tphifrjJBkgBW4Y3s6N3tLYZAFJzsKu1gqGoVIFavP80wr9p8hXdcV3jvKE9zbmiqHkSM6fmo+KE3fKiTP4DgNdbobE+9qElGOv4/cA8MZHTK+ndiiB6qnvtZMI1E9CD0MfoEVQtpb93zNsYs6fupD1QkfqaB9wE6cOCCcREttbBbWItHOgCZgb6zLqLDkZp4ujrNExj/0cbpg28M7GNkNU8T/dPnkHJKEcwgZOpREEkzDEwEpXNhw+GNcn3cg4O8l7jKwdfrDDn+eFXEzjFmH73Naq5eeLuKmq+U9E9N/Eh1p1aewluSnZzcq0FSy04LRXn8wn3d2c8PNx7gWSGLh0BwJkqaimDrqVjt7qA0awWTzjQ9xFkIj7e0XMfMdN+aAyETmMy5tc0pdZZCjOwOG2UnrT9Y1z2v9gAZU5sFCrQ4/4hZLga3dp/78MP8/45ABO68f2t855v/Hue+3wzrr4b25IwOyyZSeJwTYzRsyAgPlMSl51mOZ5LziDjnEOfUgJPkjY26u7EfP++Hs5t9M1xc1gn35crJjH5BKg6QbBfgnk/pyma2xAZQcmvS6L0zPnGCCNUdQw9Z3ccLCqsgFkSsj3gthEawO+Wh3cCq/j9AD6AAzRMDcj0Xcw9ATPIDK1BvkSg1M3k5U7Hlto+auCa5BsmRdAwW7EDZ6VYj+T1SczcoYr0YwEBhXysEan3aWTp3Y2SMzENHySa/rJHw1gOlfT0EvGssu7IR4xdtV6/ft4vMR9HQP0sONGYTwrlAjK76qboW4NsHXKy6BIVD3eVmCcTFiw3GifYHVFpexBgDTzuEU0GT0EIgzPPCwDAsAv5v3G/3eoJGnE8Bwhzz9hx02VjUI9DNI3lbegd8HanZ6AQyPZnDpISwFQdzExNYF+Eup/f8JcZqONIq3QaDx/XmAYXYixu3mlNnubt9zU6jDyagraqZsZZAFkxnYuBlFIrlqXivCy4vzvj1asHAKYxwdJB4AQoxQEKs+1icd8mVUFvm0UHRfZ13dLhPPZQajnh4xDjshts2r1VX+t7vYEHEAiBSY6r4oPHFxqgSOY9GU54V4Dh8Pf4/cceLzH1POcku5dWb0/TTez0nhklJD9KySCkZnclSwZzZMbvDz8dRGoPN4yZ7NqQBG/q4USwow7MDOqGmvx6ZvZ5H26NyMTAg6jFuUE0dfa3cWnU68iIU38i8pBZv6vu70tEgOcPMXOPpF1X/H0Qluw9jXtpECuEFsO1DzFZepupzQwwwfdhjI6LIj5ZVdJhlhjIzMZE/dFTU3Mu1P1mOjqKVxO2WjxGXCL0embK4fw2+76EcylUQGR5IYhtDUU+hgAJhWgfuu3SpZCiR72d7ON7gKQOQh9OvOn4yp7Nsnj9lElaVXgujGkvhHMvboEzPT5Wd2HJzx3DYdS0JgqxlOePjHJawAvQzr7umEbOma4jCoLMLGZPK7aGI1UQ2+xbKeDhHBpjA8y787CmdH5zYMgasPD4+0TBdKy+4Ewp50iMGSU9mgbFExnOX1I+YngPAeHQnGBv7hENHxT7OMBA3NOiWDSxvbr7icK0U0EL01Ah4UAbe1jGb6oA2hjjPmhOaJqyblLSSmufgtNHKUZUHHDytLhinZsWxULxl1pxPp8hXdE60JRxd3fBw+WC+4sizMbsFZUj1w6gXquuW926tmHbNvTWsF1WrPViQLl7AcvIxg6gUGgYbZxZx/4YNN2ISc8ehV+T86SgO/PaeOHxhQYoSdxv8Tn4Qj2qAD7yCI3E/8rjJU+PNvJBtgyzy+xkmNqA0LQcnSgnWDLJ7bBNZpt1d74y3nfMzOulx8vP3YOK1NY80wYApir3jzPTzc09m3xSMzcAgzjYM5vtYF4BCHZtt52JSJSQ5pYdMcXNNfqh9X09Arf7fQRicURSphmoCNSSnUHTTm3ATnLNzH9nPxeTvEZbM7usS3bkWV7D/ymypUwy8Rg/pUww13sHGoMqH/J/ZMN3gCIiFGxeCzL5iKWwM64O9ykRU2IrjvliNIHiKFU/NDvBnBIIghDZ4wz7kDMrye1iOEggTdC1Q5uA7gratqFsQG+KWoolnMzMiIpI6WKlFxwk8OjvABLAnNxuZvYxP0OYuAV8nzv08HfcItWIk9g8lCnv38MfWNbXB8GicWaATvs+7k4nBy0RZTRpVUyYGCC+wEySu1tNwD766FlDLJxW1TPvq5kK/QKdtBEEpIO0qmsPdWpfzt8EchB+uwTmguIalGVZcD47xCeCcsXd3YaHdcPdqjuAxlTTB8XWcPP9Klgvj6Y5cYByeXrCtq5o64btYn9D42JNmnaXa0L3yTltzq24O+9ndTYpxvlfHoDyMmvWlfwZEiDguRZmhk7PX3f8fpIk57+3rj1GE92SguPb7NXMoPxXdrRKOrUmRGLfCMOcMBZHOs2p5uZMIhpe8apHEuSXB0MNRnQ9Btc7e7wdox3nT9qNq3GZXbCOx351j+HWfZ+zgZN0RsGs/UJXYRod0RGlNFW8ZZ4ICMFD2r2V7oORfWMG2q08PJTE0XrOaXrIWQmAhGui/txept24j3mbAdSs2ZhB4tD4XDcVUHcmdnMMkAmaTP/BTqQZ4lolcv8bUSsdL11B7puibPV6IgEb5/2ArrBCbAhBIOZmImQOUpg7hC0CQFGmDKLuSuk1WiKKYDBsW7/keVzSt0YtNbip/zWBSDiHUoyqBMB31XUyt7E3BbNE774sXlm5q45Civ6MriMrbl8btncruBCWc0GtZFE+amuRgsUpLB0+50I6MFBbZLFeCeSaLNqD4VxfN/Yt4ZDULfb+RBcGmk2GSv53vMY6G9BGcL3iaLSfRrvDnLDX+EwgI8+HJ21zkcoLr+UcHV6Fqq9dp2MEYKclQUasKAfF9rWV2X2LzQd4YCSvCWfDcARpY9CCZqdhzvtO4egaVYrDBIhYw5YUcakLerW08U0Id1LAywl1ayibAyAN8hb+J3uAIiKoC1n0z7aZIzqZJnMjMgAsgtYcGCdNDf8UuAO07yufx3QmTjA2m9wjmEKhLOP7FxxfbICCKWcF5gW9J8iDQWOnMg4mFefPyxqH+833HIx/70Q7/6X5er1muUNLcatfExOeJjPuGVn8RrsctRI76Bg9UWeGxmz6dB/GsIMSIrpkRstIRhp0YU/cQuK9ar/OZ/mZznym4ExcXyzTb6Ol47PeGLJBnGMjEZMTxBlkTYAmNGtBgiYVJDkDM6ey/f3t3OHIxpgcbLnYNZEGfbr/yNRIyYBHpt55vezHbZ6PeVfPa2v4NdrvIpK9DtMJvJ2pxg7mERIWJsUExfrzKjtkY2mJ2Tw3B7HnRhF0sbBYEvNH4S7o5O6dZO6xgLrDbMESVV6JnEkbWwr9hgEj73z4pnSBsqBTg5JpXljHKBhcUgciI9TR9cvZBlOtjyijgFp7gNKnOXHDpoiVOKDBlCxMPMxKvkI8bJWpoOuWAAUzOPG8NB0uda4dK1YwM7bzCcuJUCoBxZlmFLYTgYqnws/x0cmhafwN5kCe74XmGgU7nh+RQeM75Wn96qBSO21eHtN+VR2RMqYqynMHRTEatV/tI/bDlh9bzp0JP9nWiXZNz4MiU9vneJj26cpnhQiFioHFyA2UDmUOjpxkEBG0hInI3Qik2VoiW202pwE81jEigvxed/TR9j55Zmp14EpTHi+Vbi8HYMNTxTQptS5YFkDBOGlBR0EVwakrTm2Y7/OJNMbYkpmaNnI5My6XC9parZAnu68XwcotqEXfQChlrgS3CUiNXrInUdwFN8x7zUkei0LJKgZ9aZxkP/p4gUpzBizzwcdr6QhfxnU3v39RAz/+uAmOjpIzBXKPzbq/h2Jv1/8YU8zHHkweOnhlJkpSmN9R5iwIxDN+H82N7/bjPgPUg9IRQz8/nT/9PDPyHL6UjDSppsA29HjWPjeG4DCONM2Td4JgQMJMLZGzJBxy1e32z4PZ4zHP42zGO/42txMIBjuD3rFuRMRCFTExclh0AJEVrQtzT5cGNAMWpRRYWXlnTEQQ/2vaYNovg4mg2r+aQnnv3U0c8BIGlBLoDDTTZOevBHme7VN9nM3PwGzzikkoSG2R+9KQjmya8c8Lt8eeDe/HXMVhXwe2bQM9EfCWwUsF8RkLVZRiwdVDdEICQ9IOcQdaUkuTDi+7GPNnQzMEgSH4jCQBOHx3fTzX2Rl9BGAYJlPV/aUBJ3chprP2Or/WxPGzuVbzDgBxHXtRDKQQ4LWBTPMJNc1KLeSp7XU8xvdhoYg4NlpQCG6CcQ0OzeBMMHQfIbw4YI1K2TkMlH/thwAs7sWisa6DlgzApZMmJfqihVFqxel0AuDFMrmD6xmbdHRRnHoZgkfSrdnEI2m2uawLTssJbd2wLiesy4KnumBZFhRiBy0GXuXSdvxAZMA+9c9MisKmVclElwVQ6QlehIBIgndtbH7++N8GoHyIfB9J/E2/EtqzueeY/617EFH6fxzvTEz7cHl9PmIkGGoucMKQBoGd9sQkd75qXzLMae8TOUChvWNm8N5IRjY1ZE+bgrm+ALw8N0bjiQBSg5PiJ3QisHZtMI25LsckMSYYnFhBIsyx4UlG35IoBNDBvl87cKIAleH9z5PgFk5kKVHEI6djB/SCEMbcu4ZlAF/N30gkuywi47mjwVejGYz4aMqZ18SRYIWEDAzDGmM/ZxESbRq2qGVj0mMkFTOiJJnADdo8eaKZf8BsTrJuCjJzmifuCnCRHfK5ZNuxqur+MxbdomzPKGWAL2Z3WnYtEXsRJhXJQmahRSFPqY5pfDRyUUzZCGOMLIswD940c95gpJPWMbRPYTqa19o8X7F20jfoQvj/k/evIdu2aV04/Nu2/Tiv+xmtGZtqnHwzsIJSsgiLnOLttRQdW3zI6YMgpSXFKzNCGRRKH15bDUUQFKTfpA9JELSAokIqlWpoIUS0MFACiRyVRKeZee7rOo99394P23Lfj+M87+t+HPN/6/E8132e57HYj325bb9tucsnGZfLJfxnLnTB9sDGB82/Z3QFTAMg2tBskQ8hkCxmvejbSnwAIncILdqVCSnKtE9nPL2gjkiY5wzW83nYLUOqudZZWlLiA2WIevcEJOTkwVPhJ1jTfu+2zYC9y7LARrRSWWtuOILNGREomDGnikHQvDqmHYABihQQ1PxCYFsDpnKRHqAGsT60JVLbbw4oobl2DYxD5AJWJJ5kMKnJltuGtul8fEED4I7NTIlPwwGKjxgFSAEQGpQxBtrGuLQN18sVl8uGS2vY2oanbUNz8GqaVdnVf01ss00dixxDjc7T9jafLaL4igno8Pws2i9EhH3Nf3HnePMBSuUBtJynaVqeHo7qz8BLlXbPJFFyAGEvD3Z50KIkk0MBG1MzKsJfxLTZdHQORiZpxDtjek2SmwNosIm8Mrja9qkth9rX1x6vrs9PxzQ4S68dyjrATOvKGzWybvRiYvGualBjJAInDoAMk8JBCjCdjIQ0lCDFJXWXS6NK8zBaHZKZTb5PtIDHgbCRT2nVz9opp6+a3reCxhjniF5IHrz2u7sGulZCc8KMINIOUCJHitNi5xfiUqO44SiTtgGhBEm3qmRMfkPvogm3mvm5mKTGrOYPFHCikrWBo5BOfa6kDxaFXwmU8cRahpljut7n5s9gsNmnLq1mX8t0n0xMuq5bxUMyRCOW9g68vOLp7Sdwa8ZnjbE2yj3rrH5kG16KMCCs4OBEuEotyvGgaFM5d8I8XIigKLBc8f3PbE7EdRu3BJ5evljkDgXAq+ZQbd9MCwnp46BmRn+Hs3HTZhpgqf3t7/CSxIQhnQOe8A4xH7JPbJ1KcgfBMCddycnqgMLbauDW/S4yLW6aBwvim8bieMkAjgmi3Bqa+USJBfQ3MXOKtKRd3gNV0BjN1k0HN3UiV+db9QHTjLNke9vtEKh/2XhS+tC7xTEZGIP11aA02EW/1LBk2LonpZ3qavALBaAECJmPwKznWCDvs4vhpHfScWfgpN7pi+eoTVlZuRzqm2g375FSxrFdDogWM45v3e6OXURmuy5lTYs03cicpLr06dfWTfS8Cff683D/nWtVuk8wxIfB1Pud2J+Bk1uHlumOnv5O/TJiAUVGVBQ67sxUBIQGGqbvKf0YjnaSAEKHV3KOLCCxRruAPVtIzilVMc+qdgJSUovfEtl7S29Y2uoEP7NqdkyOs601TRBW6uZvofJc1NlMPAowBoZJgyQ999mQZu8xODfEkoppGcMIvC8FD4F0EcG3NyFeiNhQ5gAewD7Qqcf+PSNAIqYdqjnCiR2gJLitoJ6Z0c0xUR0LrS9GV3OV3zdcQq/rV6bP9Qh1PdTjpdbN0xq63mLsHTIELz+1QQTY9469d7wYA9uF0TZGawJcGoRtx9lhWVKl2z6BBE/dmGZRxNxxilRmEtL3wyudjD2ZpfWf0atorvSY82r2KGvCNtmUEMhSC8pZcq6TuecCiAnUlwnseT14DjgYO/r1it6fVJJHh3StD9W3GOJ1MCRCIG625tV5mnmYk61g0DAtkoOTEjskAEtuRyGuRRVg8j+JcTAwHD1v9yyaLgdrHqk04MZIpSOqRRmaDt/2EQqneHCCJDrSbqftYwy0q22/sWkCOCbEruJ+L4yW9KvSGrnqxqN999YZ77T1EHvTRsSioEtALHT0NBudL5fT480GKDeOgp/z3IkG5FVlnJZbmLQzcS+vnS42Pw7w+eb3c6CU1ugKHnQ7dxdFcIhKes4RkqATsJNEYCsiB5Iwv+77zt6vX9bcqTfuOxzHZ9IHvzJru2/UZxJcqNA3M+fR3XufQzqf7OYujfmux69gWlH2sB2Gyc0UOrrKYxJIkEkcU0ivSafg+/2+9tcKUpgoNA9eZxFR0Gbmkdi92Yi2mh8ZEkmXyMw2uUdPaE5AcE8cMabgRJKaOeCaNqS1prERRBMQnBFefkrX+uzoaM0dY8lzZAEyIF19XQYIZNHFDmqifOkVJsQcEBFI18Rz1DvG2OFSMN9d57cOnR/MDMsHiw4GiUqrIoDsgsdPvo2nxyfwJxu2T13w2S8/C5d3XXB564IXb214QReVXneAHxToKOhraspkY22uHZi60Duw4WzNJGg5nkVdP6jOmKY1GaJ96WYG1yBMSGetC904X04ygXhD402T7LUNFzbxjwDGwHV/Qr9e0K+P6E+A0KPmMRlkriNiQsk1mTcZR21wRxR1kmVxdQzCf0dcg1q0YSRpBpJQd9r80X6sYks97lk4iCS0ZzTI6LsxeulotIG6jnNrI7q+cwtt4ESX4Gsv/ccuF8K1NVyvtq0EM67tCVtr4TLQtg20NWBXYYYbY0Cwjx5Oxi48enN0SwwX0KkEXknMRfmFBFAOQKSo42BoVJYb3eZ/y0+ilrd+r2jfB0H/p0njsWpUANgGTVrSPeYVZawAgbIO0zs41Z9Y6jc9L7Vsq9P6XvI3l34rN04gxSSjlJCee9ikPnmGCEtZKfne5/dJWPNpSYkpHrb7pMhDUvohmlZeJqq5GR4G6WDOp5n3dyuE2DUGBax43wXoGHlt8p2wLlAmyKh8xv0xvE3iaaWptno1WB5BV4AscvMVa4SI4zd3dNMfto5SgwJPdCcKTtjMPUM6hhCGkIYQi8D2dg9fhckMA4pcMnCpzUBMCymQwuzgeskwGVlkQDeGyeIAQssiYs1065lZjVfMU2yYlkP3UmJjOOLhnmX/IUv6raBgWeMSc6VoogwEDpMkBTMwFIgyUXt2iJp6Ru/AlcD7FYDgYX/Ai/0BJG8l/WLSsGPSuhN6Oh2zA2Zbo1FPN3cPn7xLpxSTjK/5VJcsGqOj70mYCx1AF94sVpe5Jv6iIujUxWj9pAxyA3MLkBK0lzRvT2iJR0cX3zNpALTZ200D54l6CABv6izhzwY98z2znGlM1Tw94rJ4a2dqK9bfVQzNa1VjBLgqV8h8v0wqNjccow0CTw/Bgkl7KA7svKc9zFdUuCBbv8zuUJxEsAt0+wXRCLT9s3Z368E+uu6b1XN8w49LkPuWiYskya/EaPjrwvo3GqDEUSbOLV7pDLfi2TO7/NnjbtQ5+KBUcLKUtUb9jBPtw6qGt5dNYGKqA9H0vgAmBaCs7YrnV8qzlF3fv36fTnnbS2mrueHVx/n9pQml9OeX7Y+nejuoY5RXoUqAkwnA2J3LueGLLgCBBAB24sY2wVTVKsYUK9EvPj7lvauDp8s+Ot6MQRLzJwGSgZToO7tu51ZT2hlICUDKKLZ1BJAAcxln9R1wHxKB5UsJkELBzPvIHVs9H4OULMZVE+Qqat9hVWGJmlqYEixHNK0TPO/nkarzLJsgTGiM3O3cHl0zm6djp9ZDk7d5PhRlvjIGpA8LiVYuweBY49WPQ9Z5Rj4m+VI18cDC2qmAZM0hs8uA7ACuO8CEbnsVMROa+aNQY2zclclGptNuuUA8fNjypkiCPf0bR3BS5ynKSogN8Oqa8PEzYBKfMpWTmoR0TFZki+mg5Zcz6wCZ5n/hAEW3K0jixFvUCtx3jLFrnYZt0RgaYdVdUUl7r7TLtKQgBSc+cAGj7PnIJ1NIRvRIaUxkK3Qw5GVRYCPHcHPTqRBWA4H+WxMIWd+k9qLWqXTcBEoLJDUBQDvMFFEaxm/j9jCA/uKF5Tjq2N91VVMSCZ76Fdf9CpA63aopDSGADeumSFHkPUipzXnd4+cHQEHFo8+48cazp4zY0PX8+wgWopwT7Yk/t5pEKtOYzCyTJHFS3wpOXtG2+TgBJ77aqjQoMgMsyntzHSxMby3zxsGnUQNzHXMyF5PPGZibGwInnGSSeH2WSnnkQAJ3u9mqk4Swhu2q9kpL8PTjrbWIwACcOWboa6g5bZwr4a9ai2mOUUrdnoCt3l+Boj973j1Hn5Q6V7k1ZfbF3DOBFDKGBAKNYUmXBOg6H7qBEQCQJhjC2KRlfZZ6EZHapUdhbpzRD2ROrupzZ14OY2iehugjAZnNO3Y3hoMXn9dqbyeTjJPx+ZQRAyiA9GvsZCy24zWJaHvHbgxG1NJDzrbKPPN+Iv/MGI5193CCRUBUwC8exUXofaCjY/8/n8bTU8PT48U2oxwY44VGSLAybXLmKQIRVrOAGEwSAuiSsyRoi5uGoYnC/GDLneOgw590cOFQy0GljPD1EenwZIYByGrulQIkHeyfHsZtFdw2MBVwwpv3VowBmIFt02iXPoCuaeili81bG3tRbYkmd2sAdWt7h9rMus3/AY4oMoQ/TVF2LWPuafjNm4oMDIlFgJFlMiYEuAcKjXfaMKwtVj7Bqu0TpEHnuGHnFj7ggkbFnwy2T5jnxULENQEQtMbwXb4BMx+rExfIfFlUw0fAEPDG4I0xdNMsPD4+4Xrd0bHHWFaAJqB52I1XOn18NdHN4+cNQLl1KKCtQOLVWG4146xmlZtmlBNNigoMqhyONVskaT9SKp7rcFan5cJy7iRqSXJOHECYgZO1TuF7IMn0V+3JreOm+cyIr66eGzvs3ijnrM/mm/O+5ZQXZtfnchsQmU2BJOriUqIBGidKwWhsbmi44uJL4n1lfefp2oeF+kE0mVcFDeung93otwDFx77IuiJ23j3bZ6kCYxEnVGX+GPOenR3TJKO9Mcz31TQ+xEbAZdIEAcAOFBMPYxiFF+sD2owA2hwMh1ciUGPTyJexGdBsvUBshCaivicuJYdDbh/hBCykia4sq1QZK2+2QKA+NL6zbC4aNSNFn2AGmnWS1XGoh2p6tDjmfEb73fZ6JjEVPoMVA2HfO8ZTxxB12OWNsW0MaoSHtzZc9o7RBpgGgB3qZK5aJWKYkzIrY/YBdhUSqblDwUb6tA3sKSzJ3AZ3PA0Q5+DN+2tkjhwAJfm0BPiadUm1bJqkbeIG8jFrnAKZkUgHJ4NM00YMog1t27BtD6okasMcNS1vjOyAaHo+MgcJd3vTaoqlhOCYbwL195Bh4CC0RxQN9HnoXnzDwr1Vc2SAyto1aITZLNMHkFXENJGkvyloBDSTcVfAQ6bRkAKA95474ZizFcJBm3KMHa6kH6OtOyEQdhBpKgDtX8HoTxjoEBbsfcf1ek18McRCkI32UKFV0GgrNjrZXBO2BAG86nizAYrzChwZ78RMy8R2DPAqmOJQhsr3GFLxRVFsqmVgnN5P9KsiSsx+DFWBEVLPrJMAQkJ1QqmElcSxcVr76lPzW8/a7PUtz9HMAI/fvX5OVI6g5ZYWKbS9hPAtkKQQa9Wmd2U5eYs/5i55ocEgSgJs4aT6bDNiWfvGIw6yVCUXc1WynlanSBZmbbGuIduBFFYmtaHcmgHsMMYpyNa7RGX1tGR2Ys6OFpyhbx0SKlTxtroqXWTuwqK1AS2jTzT5sLBFBWg4YJ8YrQMVMTs3DYJv8hbOsqShjBqaixBcNb28aj7UfVOZJouDnmp28+gFgIagk/kOWPIonw8iMBW0AGRRDc54TaL0/h1dQ6DRgNytWcsa1ufuoJIQxPxQJN+HIRYlRxOIOzvc30J8COocG2NybmbimGcEHX9iAoOxccNVdoxdsKPj6eWOx4cd2+WKp6cnPFwecLl0aIipvcvcLPS9BgxyIy6jAXMOmlpzVQCRzemcTu5X4PMszTn6UvU3GpZBdPHBIAA0jEEFDkYmPyu0Seang85O89fABQrt9+p5Ow3QUJi4BO6Pou/16Cp7NwHCrkG0wljnoc5BaB6eQZGjJ4BqEECj/8KWe0e1JwQOk0tEu0R/2rvFQKVIKOFis0IoKFHgYefY2jF8vo0YPx0bN/PleLumLXOIU/j4yAZ4/pa2bbiMjtEvuD48WPZj4MV1x9Pj1TStgrH7uDtAMZOc0RPnI56sjdk0qs/cogZ4wwGKKc7uM9OCvA/XTxh25dX+mGWcDh8DIs1E7eVNkm4BMpX0hl0ueacBmFT6uS0v02YhSkqiYmp2h00xObLidUFX4fi0xYd+cUAgy/n1IV/0uszppH9PD1OzEwqRn/HH1Op4X70+IRRbzUNCjRmaCVv43iZyooF9qrOrSYmSuQnEfA6NCIksPeO0Qm3axtnTA3/zQHMbu0agnTGYcH0aKsB6NqyiJh1iya+IMUTnDbMBJtJQXeOXWi9H3MXp1gk4pLCgwk9devLU19u2ad8Y41QGVMNG1YQDS02vjHoAwhDqluQPINqVkRMimZgSzm4pri1KCR7d41oZsnP66cBhSFfA2RTw+VIGSBNtQp1zmaEJpiJKqFu/MdBFJcAxwI01HJOH9purz51pecUt8dcw5KXKGUHTQk81X1U7NXxOktn+iRSahaaBNEeLadxGTCp9LxGhMYEvF/Snjt4FfQBPLzseLx1tu+LhLeBdL15g9AfINiKnioaeDtv/R+vPlhpEk53FwFjLfVY7XfMHC5EqR8wNXwk2T8Q0VlVx5zmcVWjupl2E/XYoCmQIstFCM++R9Svb3NT1W9YjkdJhm+tjFB8no5TaXvWDIXqA5knx8R7G47sHaGm7ohEGBCycOxQnYYoRA4YFKgWNMfqMAhRI4CYUMWHEP50eie0phUHq3G1l6/pkSyho64oU/EMEzCYoDNNqAaoJIgZkC5opAFiK9oxsN3GPQpKBbWOIbBB5wNPTg6YUAGP0gf1pD3zXrw6QdP6p060ClMbNFJaUgMUA6vgFlajtGUcyaUOx9RoWhu6sPDQwR7ONS1Gn75rem0SLJiugqqVDEgHSSdEKWf1Tbh23TB/nT8jdO7KYV02gObx69Sc5q0+aIO6FEr/Cz+Tn4EiSeDwmp08a6LornkoOXRcsmX2aN4bQhsEbGm0Ye27eNTmOWrmz46xLkQ2NCV16Jg8rDJKCGCfCToCGuK9+n3IfIOdTmHVKvWClp/8KAGi+EU/WhqG+JRDR3BVwZK4rq01T4wnNsnJGRmRJtXUIGDjO8yED0pOXtKZ5MrQ9FPUcUB8UBSbmewM+EoEiVrjp5cxPSjcB7AFSvN9XwHJ4rpTm7avjoFEphVEb82ptg4wdQxRMPj4+graB7VM7Hh5eAKaSv7zYgMYQagA3NLTp/eQACKaJLfPC9+iCzC0WA2hex2hfaEkG+r6j7x19H5rLJfqkZZQI8lk1HblmAClg2MGS4pc6KO+AXCLPzWqmXH8noNL+FDLHWAck1KxcLd/7PBSR5I7FDtwGiO1+ryjbdwev0QA7R5bnpgh9zk1SQoUCMQAg3epCgauCFKEB2lHADUPQY8QUSJVNBq1fSTypIjlEA9GAmP9N7DxPRjOEYs04/e1l+4633vUuMGsosoyB/bqHBQEDeCI20+gIocC1Jq0pOGlUQAsdQe+9440HKGe+GauvSCJbHxQc7/XvBZB4voPVFwAwJLowYt/sbNVTKOHNNO7+erUQ6ICFUpoktABLSw/trIcTRqajloRcgzA/cVPzpL9v2QpX8npyxz2AUhLJ3PK/qG8KtZP9m+fyns8EppnAZKm/vz4ZEmy8ZsI4xgBZ+F20h1VqaOnsoFJ9071DyPaXcTvuGUjRujWEgy+V3CRiZ43Iu71aFSizZH8OSOdxqOe9vYd6oUinEbvrGGSYJgnwjexYADRnTC7sVklXtRps5TQCxqCwVbvfgpiErBFHymB1rQl2yVwqIrqBWSbdG1E/6VDfH08Yx9k3ygecSM/jr9KoRFizvkNBVe05Z9vZXxI8aZ2iboZUeqTfuTBLE6fR2qa6piEYe8fT4xOIBZcXgpdvPWK7NLQGtG2g8VY0DOrkqH1ksMP8JiKfhyfVopwfh3qGjqWyRgXWfe/Y9x37taNfdwMoKoQwi0riTU0KxPNcytTn+SavRmgSRsfYCdR2tLaBhMC8RQ6Oea0YIA1QZXO4aOWYNsR+WQRk8jw1wQzATELWTyLK0EWgKpZYXAZOzCk2C9T3MasvSQiyhc6Krx2xLRkQAAMEFXAMZ4nNLxlQ3xUfQtNcueM6Q3crVroE0HDTWdHOAxAh1bjAHKuteiwECAObzpvt0qAwZ8PlejGTTsfD9QEv3noBV8/1XQHSvu8aZQYkOGHGZhsRkoGULUw8v4AACjADh/V32CL1B6qPCJBoPcBJ+V0TMt33yUi2XeFB3FdRtgPzQh+knF4E3trKrK1fV8pZOHe9UOvi5GVu+1T/A0Chw7k8ZvBS59utZzytOHkkBaauCKLs5wCE1BcPxIuWCe6q1iDO9z9pLaGOZ0SS5KsmwOIgZXq9PlDD9ZyAskl1mtlU7/e9YpQe2bMikQBpYvpARqjYGGvoJYW9PHw7Kgg9HYdzkHIGUM7a599H8R3Qk6YylmFO0IBHsHTq8Zzua7O+Q4wYNpWQh0UssUUeiBLWYbvAYjjpNT+Yoi2K9kDg+2Lp3iraV4MAGlZvC9vUXqmLzp4z5ibOeERibDS0uaCgKsWjMmIgkn3FpAvoiGD/lYYsQhU39dcZwuose+24NuDpJeHp8Yrr0xWXC2N7IPDmzNXzeHgE1jzmi9Ki1ObkEDEzos3J4eBkYL92XK879qcd/drRd3W0IhboptVuSiK0zbmuM/m1ErHq7br6ewg6uOsuvyjrxtcYYNFdFg4+bP3B6T5RmCiE6roSSKTMGzYVbFyhZkktx4E0lbojQEz2XHFCJS8XCA2Nt050vrmviAJ3GzNk+WT9Ptzvy6eovdYddvVvgM1kmgKSBMhVLbBFMIlHFCUtVfORrje29PdjMMZo2LYNvXe0XbPOPlwuGA8D0gXX69U0p4xOuwJR46PNBDNN9lh/O9B73vFGA5QpYgIzs43z5dyaAbKwfLjmhOPcXC7T8mwFHwQnBXM94CBBZobhTGH9hIOUWwN4otVQ9/J8T8xiLW01UfnCCcB2B9idgRYvY64i37jPqlhuJuwGSLLdupy07jM2MGJzqz8kr/viXN9ZP6MertA4q6cvIOc9ptqVIiulTDIDlzHSwW0njzQpfyiO1u6D4JK0a2FEJrMPAN2HxnJa6LikP8bu27X7JxaTA24wnpP213M+/m7OESOcsSuNqB+HEJkfTqbSNk6L3aVBlgBlDdkuVS1bOR5Z4QZuYQgrMSWow6zXa4yBZn2ggm0yv33fof4irJkxJZ1qWTS3A1tsns8XZkImWqngxPgouWmomOOgPkrqK5Es76htqtOkvkNCgxqCxMk8V7PVpmxoCPq+g54GHl8SXn76EQ8PDdtGaC8I7cHHwhLvARbmWgSXwogjH0gAqayC3ZYaBzt6H6o12Tuujx1PjwZQTJvieUu2TZn2tgk2CJqwhvYWUkHLp0jqaeDzRASjXzF6y260BB5iAyTD/F/2rvlqohEMj2gxRBNv1P1kFIgADHCfzO6+r5DIUB+V1jKfTgyl1iObREVMcP5TAIqTH5FpzsLCx8nWk6pMEHtJDRB4ENA8MEutAKOLOdKqNmUEyHHzL4fo4vSKPOQZUqmR/ltoVmu6bcXWGnprGFtDa7qZpZu7Pmuo78m1XbFfm2lu9GjE2MrOyK2RrVkCnczzW8frxfwA+P7v/378/t//+/F5n/d5ICL8g3/wD6br3/AN3zABBCLCBz/4wemen/zJn8TXfd3X4d3vfjc+53M+B9/4jd+IT37yk69bFbi6e31f/fMwpwpO1C5m58kdexgN6XFc7+WTcr3znIQe6rb8WJ+N+rnNzpkYJdqcUChxtKP+TWUC4eR9Vp9mAIy9XaUNLfokf9+6xiC08se1/ifjsZ5b2+/XUcbotB/PDp/srwAn8yP3F8hUf/WOtk8CNXP2gqqujfuZICMRejf2HkS7dw1h3XtHt9wo1XfE98G4XC7Ytm36y76pW6YnEW7MukU6cUDtQ3tudp08qy+yDvlcl4FdhmWcHOgyb+muybI69v2K67X+PWHfn2J31S4D+9Dnr73juu94enrC9XrFvu+47rtmsLQMofvwvsx+XU1Re9+tj7S+w7QZygtMA9JFI4wMWI6SCkQ8daaryY1x9bFjeISTS8AFrq59G999EE4HwplKjpVKoXpUesCAJsa7Ch4/fcWnP/WIT33yJT79qbfx9PIR+5P6gvSemovXPgLDlLkhEg6Sj28/4uWnn/DyU094+akrPv1/3san/s+n8clPfBqf+sQj3v7kE15++gmPbz9hXPcIrVfwr4nT5jnnoPTWPBSM/Yrr40s8Pb6Np8e30a9PGPtV89bY92FmBg8VT7Bj/WAfgyg1LFAfFeEG0AVCG4Q3gC8QXAD7Dn4B0AXcHkB80XPtAWj2nS/A9gLYXoC2F8D2oH/tAWhaBvEF1C76u12A7WL3XYBtAzX74wZQs3dbDhhqJtAwuJGZTQCPwlbfnAFmzd+i1wVsrumQ3f66+q2g27zz68P8V7SbnD9uzHhom/1d8OLygBcPD3jrxQM++60X+Ky33oXP+qzPwmfb34uHt/BwecDD9oBt23B5uOBysb/2gG274OFywcN2uTHWx+O1NSif+tSn8Jt+02/CH/2jfxRf8zVfc3rPBz/4QXzXd31X/H7x4sV0/eu+7uvwoz/6o/ie7/keXK9X/JE/8kfwx//4H8d3f/d3v1Zd7mpOkMS13u9aEmWG1c8ktSi03L+WG9fgGpJF4yB5D/xdvkgwCzQK7I3gwc0HZwzVdHunHeHvyPfy2iflvXM7av8txS7tzQplW+L9y1jMdS+3Ls+6zwczYaRLQ2kW5X1LmWfM9RYYeRUjPqu7lTBdV4laAYMzKhTtjTMzmGc72U6zYh7tMClp1ci5U2prmR8ltBeUElc1H5ARWSLLxRCaLTP7mFnEZCdvxHFMTtud14g0JHlw1ewYaBIzhIjvcpz+VCPs/aYJsvI6EZh31VwQq0bIpS9Tbdc6rgnyhr1fCJYrhTPhmUcoGW50p2WIWNIrk3FpmNpcgSdIk6ZFX5Cr+rPPm68zMvOaRblMWwMQTeOk58qfzalpCMq6XKVa1yaom2+DGFDt14Hr446nl1e8vDS8eKtryDF1EDdjXtZfIdOnfrgybX9fpRFaPTObDMvlsw/VmjxdcX3qeHo58PbbT7g+PmG/dowhuGwbtgeNCvOcPwdSEb+K/sinFAS+YSaFFmtA+m5mUNM4UNPK9hHZgnW7hg5PMufIkIB5TjlIAeC+JRHS64IDs0XMmUbPxrWQ8dKXGUaMMoKr+S5abWAAIqHhizuka7sHmabI1xerZkwJiWlXysSyPYSch1QtBVu0m9dKRjdzl/8xIObMDxVIDfmgN9VEjtawtYbLtumeTwPoD6q5Up+Thh3qSKvmXGAzx3V3lG3s0TzP16C8NkD56q/+anz1V3/13XtevHiB97///afX/tt/+2/4p//0n+Lf//t/j9/yW34LAOBv/I2/gd/ze34P/upf/av4vM/7vGfX5Qw83Pxe7y/MvGohKmO/V5b/Xs06/iZ/F8pnBRAgN8gUplu+m10hDmVOOdnv9Ye3lZe666dL7fWZ+vsYEXQAKUFIaiFZ6D1m5zevdyhIYdDSbrsIpwrpQ1Iinpa57sz9OUfVYqwaAv8dzY2y9aSUPotj6G8RC6wVRDImHUIFJ2I5PTxPwDpOdVNCEdH8DDKAPqZQSqLNhsLMHSiOrZAIRc459qqxmfvmCMizTxyXDVLTycBAj6gEghvNiQQDrEk8YWDDtCy9E9A2tfqHH6czJZn6AyZsWIQqulhorZlzfCK7s60zcrAmfAsgRSvgQdBoKmCFSPs1mJ2ZtTwXkQCKgJyxPQfkLbek5iVnGZO7tFIRdAyEEmN41FQfuD4NPL7UsOOXL3ZsL7qaKniAtxGJ6KROYherrI3BWJe54sDM/U36PtCvHU8vr3h8VIDy8tMdL99+wvXpCfvVdn5+UCa+bS2EihmgON2sDNKvibHjEmni5h6LFImMsNzg0Ujpg+JaMdUKhC8GEG8kByeSsD3xASdjp2T+SVPSkXfqSzTLMrvQThBOtwERM2iLhPIoXJEHQ9jML0wQaI4b4oHYwoBMs2vh6gNiWMVK8RxF4u10wKJ+SRrRk/2vvTDgsaaNSOc+K6hwc+ll23SfqKH17ltHv1zAxOjMaGJZaYeOoPueuHm7mcmHfq7zoHzv934v3ve+9+GX/JJfgt/9u383/sJf+Av4pb/0lwIAPvaxj+FzPudzApwAwFd8xVeAmfFv/+2/xR/4A3/gUN7j4yMeHx/j9yc+8Qn9QqkhOSPys/agmmYSkLTyvTIilO9nTKSCnAkELaCllhHn84ZyriLtWDaFUFPkt7kHItyT+ux9dUOp03pN5T6fmd0DJ7648xOVJiUQWBiiO1UCzg6CVEX9/LfE7wQcFXzU92fbngdijn3tj891tYpmfTwvif9ZyKubtNB4Mh1WM8o6Li7Z7fsI08iw8svOPRoKCHU57b2jGViJ8FaqxNgr/6xuMPCuYc9O4AW6oZjjSmI11zQ2IAZn9h4yTehjAL2jmvXUb4+AkRqfCHsGLCrC/ErYfBFiMzzger3Ct4TDpnvTjC5mdrLdjt2UCgZYjIgnrWCwL+BgVhoxYrsdiybXc58vITULESw/ihzB/YEBU/CL+S4BItGWRVgUgTfmx8YNYM2JAgH2x45HfrKEexsGbXjraeCtqzqAylvq59NYfVjIVP9UJPuplqL+EcPMaKNblM5jx37teHrq+PT/eYnHxx3Xx66mnrefdHO5MdRE2ZR5EUpUI5c57T4TsIiOqEc6XtdVqp/GXEW1KfvTbvOKQNQSlA9PbONmuAQU92WWilLzrDp1c5inENBxppOCi9acZvmt+hfVmUA26O6HR8PDhxmDPSdJB/gBlo8ZhAFpDIjtzz1IEyda3iGxxJC6/5C/Kd9IpnVVs86uQgNYARBca6V/TUyIJ0Yn0w4xY7QNo3XQRmAh3el9vEBvHX3bsPMWIcc0RMOKLdQYAmzcFKCcZLm+dXzGAcoHP/hBfM3XfA2+4Au+AD/8wz+Mb/u2b8NXf/VX42Mf+xhaa/j4xz+O973vfXMltg3vfe978fGPf/y0zI9+9KP49m//9sP5M+BQz68En1D8SWA+FQXIMJEmPnOmSecgowKdqT5yrAeAAEiH+p93IZpPc4X8RhiphEWWo5iwHJzM76iam2doSG7UMFXYwCoK6oI83nsGErD00aStmMIOnTAtAMa7pjIEKWNW3lmfm7UighUQ3eqTWvbUruVREbE02RQe+Gf1i/uHYBQNSpq6jo7fRAoGNlL78xhsYaeFAJF/2vstrHOYfRlClVz51ALReVr82pfeNmbdG8fTzfvoDJPO0D1SAAFQyABZZSKDKHItCJHtlaMsLQwcpa9d49HNr2SjMFLEPX10i+QnSLPwZiGcz0WTnIskN63t+O5O5ghaH5KvPa9NH2ieSG5h/mv5sLTpybIoAC3JUGfME67qzJh5qOlhKAh7fLmjC4D2CGqMvau/Dhqhjx2XFw948SJTjGv97O0+VtGPA9frFb3v6PuO3fyB9pc7rteBp8eBT/2fl3h62nF96nh8e8fVMosSEWTTUN7mjCgAkQG7bEz28TLfBITuOhSbYHWsYTtnR4qGgN/OlhdHZUnfiuJmVEcGgDuMulOzaxVMV0sS+oXZNGeh3O6zREuxUbPDqVjzmo1eoE7TDcRds9d6H7GaGkXIEsaZaYeavp+ga70jAouINAYphCMRA9la1w5CkXZjk78gV0gtlG7nwaFFGdsFLApQZOvAA8C7mng0DJxNSyoqTLCBVAE2c6CWwrNedXzGAcrXfu3Xxvcv/uIvxm/8jb8Rv+bX/Bp87/d+L778y7/8HZX5rd/6rfiWb/mW+P2JT3wCn//5n4+qHQFVjQZHmCEREL/InWAR+UIiCRYM6SN/i5fpxN/fpS+ZmX+cW5i+3zOdO36rv2g9EQzxhKHS/JXoeGl934ExV/Dhd0v8k1Uo99UyB5Z3GT9O6WFa1TPhLW/RRTtXybUn9XuSoiKZlDHy+tYfs2rXw+wqUJpaO3cPToAf1XojFn/hO/l6qG8GGWFQcGK+F6aOdVo0RAKHkhMcTq2fhhebhgDuMOsM2E1lZXTIUgRS3pPNrA6DZ6K9PSP5nYmBRhFuOszBNcaAmvWlAJHGXaVZTTAHTZcy1M7uzqkkAvf+YyOaI/K26ydbCOggTQA3jHMRlagbSKZ7Nw2LAgmOzLksDGFzcrYhc/mYnOH4a8t08F7qloJWhDV6anSIMw9vb5mP3h+xrxBloZXhqQ9RzsuJefs42bxhMHpXsLJjxyM/ghuZg7LnhAFkqAli27ZMyicKenXcKV02Rkd/esIe+U12PL5UP5fr08DTyx1vf/qKpyfNfXJ9qVEzKeBxJGfLOehtEaR91BhyTqwizKlcP4ESTAbwqVeO5lwrDwgTk6MwH4ugx5MwIyYg1cVbqVwzGlipREzAuCvpwsxDgjI5XQviofOeRod03XdpeHp9ZqAbMIKBIDhBaMBoNl/V+bfGEyligSOUXMeRcM58rFzYFPN1Q01KlzQnQIoFCmAIxrZBBtCJ0Q1YdSKMPgCWiNrRvEQUYcZrZNi942c9zPhX/+pfjV/2y34ZfuiHfghf/uVfjve///348R//8emefd/xkz/5kzf9Vl68eHFwtAUQ0SOr2aWafVytq5qTvKaJlpLxhJbFmMEakhw0B/MzB5Dh5ZxoFG6VA/h00KMmLdRnTpjHekS5dbGfQZrzeoVEYlTYHXcnLhzoYWRZVbIMEFeeA6rvGQCeAItILzd7v2aZznRg4CVyGYhLBgW8zZij/LYKiRbuYboZDrpGFvjD2UcH51uq5iptt2/jMQPXlOAIEvui6OaR4jzHeJuaQyjutl4hXdhMvtOsaRV4RJIkBwyELUCKz08yZi0neVoUF7it3PtWou5J2JXxt8a4mH+BZzYdXc1X0rR/DSqF4yEDaNbHZKYZshBJ3fdnh3CDtIbGDcIMpg27dLBIRAArjdU+UGLnAI5t52M2XxMDGIUZVC2R1sPWuiXL8lT8kW5GFKCoZkMUIJFKpt3WmOZ9sYggIkhroeVUVxVzdrQZP0yTJrFTrnijbE5xQUQSaykULkrcwNK0Py052d53HYMxcH264OlpB1GDdEJ/S3DdB9566y1cHja0bRTtnq4FdA0f7vuOfn2J67Xjeh3qCPv2jpdv73h63BWgvG0OsfvAeBoaPtospNQcIcN059oLMZ2dIUfd9RjqmwnY/jS5Tw9TJrX0z/DLcUwQYK6Oa3liljh0BIaUUiliWJ2WuBYyyJ7TRAcGEwmoTLYQnZINOPoXyRN0PM38KebAPHQzQ/QdVxmQ7juXiyY+JE1nOCwzrpACAC4h+SwbPAGfgrDMDuymL49YI3O29k0RmfRJEZ9rBohoA1O3SDLNyTJsuwdsAMYDCITeGX0nbF3BijvTsyQ/jM0CDYw99/hZByj/83/+T/zv//2/8St+xa8AAHzgAx/AT/3UT+EHfuAH8CVf8iUAgH/xL/4Fxhj4bb/tt71W2RUIrM6ubrLx4MuK6mNPCBgzWQHFyTnjJ8v5WVV1ZgY6M6mcyQK1pGbqRsBJ2yxL1GNm7cf3re8+rLPyfJUNDlm+Z5VEeSInOgWQuG0+uXdUqUukT2VUE49ADteiEbUNAUpeuyrHsksdb0UGbZtlaKyEcdEWHaqoNwUTZQAdHBqV4FLNiQkBDsytHwZzhljaO50YuIlkH+b3Yb/d7OTgxfup+tMEs671tX1qvOo16kgAfQ/UkwKwPRJJbfkbEXYnlCb9cmtgYbSGKWdKa66q1z7dRfQeb1PvGg3F+g6B7SPjMN14/7Ztk6nWgRUANUlYpBO5arqs4VDBWz8MwVRWPbzvGbZXDyTqACBC+500TyAwZsdxasTcKXlgYHkqtH5qNrteO66fehsvr4/YXjZce8fLl494eOsBD2+9wLve9YTLCwtd35oJajoj+65+J2Pv2K+6Y+31SfObvP3pK57evuJ6Hdj3gf3xitElVPYa4m5SdmmJasrSYftVBx364Z0v3IOicBKQ4uyN7889irYlBCvtUyWd5tAKNc05w1H+3mAwHWxaHnWYvYIw0NqGvjfsj5+yzK8KkhT0IyU4rYYBcTaE4fTJo9BqJ5T7gLgeCg0RqIOBGrTE3B10GwalM7JtIEsMx5uApKGTRubtXVMmjD7C6z2FVtKoHsrMLM85XhugfPKTn8QP/dAPxe//8T/+B/7jf/yPeO9734v3vve9+PZv/3Z86EMfwvvf/3788A//MP70n/7T+LW/9tfiq77qqwAAX/iFX4gPfvCD+GN/7I/hO7/zO3G9XvGRj3wEX/u1X/taETwAAoC4Wpgw5yzx7w1QYgxXP7qEicPnMEVyRsEU4CKIe9fFcwZMbmlRVl8VeGnTxEkiWV91kOQLc1nfcbtu85Jc66JqyVmpGuaBCBOeXjDdF0w8VCFyeF91WDXBZQI2RDPDCLsyAZ6GurYrQcParjx/jpluqRsLk7IVfAZODho423sHJ2McJYuqk6v2ySNCTAbSZ81LX7dWH5HczQkh88C2bRiUIbK9a7hvs7TSQ2TK5jpEnY/76DGc3mlnYNdnume81d2JKVTX27ZN+Vn6sKBWUtNBA+x+A69mz/e/RoJGG4A+ZdfM+qjauBEw0NGFIDIiMmAMA0lWcc8APoZuoKbrtUENB2UeE4CuzJ54mHPoHM7snSEGOqtPVDB4n+JQfx+NSK0AZV57TOnz4/PZP2kSE45zx4UqEEL7w2Az0ezoV9WmPF21ptfHKx7eesCLz3oXnl7ueHjrAdtlw3ZJLZsIqblwN6fYa8f1SQHK9WnH48urbVhoEWQdgDlRNtN4MXsupFjNSZe0oXA/CJlEsTTM5ZnUIObqqD1Tz8/9ROWdOdZlzOt7BNPvCkqNxJyAxAUYBPN1516tN5ObZOxarFsN4fUEhCDbhwoAMHS9A6BtA+0X7PtVAccQ+Iabqva3P6Y0Q3pvBlhxbZV3CAVScwd7+Htt3yEdsw6ghZ9VJqr0HcXVt2g0AvWhEUfWBt6gQFcd5WJ0qmWDidClzoH7x2sDlP/wH/4Dftfv+l3x231Dvv7rvx7f8R3fgf/0n/4T/tbf+lv4qZ/6KXze530evvIrvxJ//s//+clE87f/9t/GRz7yEXz5l385mBkf+tCH8Nf/+l9/3aqE6QYOSApA0R0wzQYm1klxzcIy4zdiAoEiz+QRZMh6Lhn++t0Bz3w+efsBoBQOOkndEzM//q6Chqu2ccKMJ2aej8z3xL9pAw5GjCKZyLJ4bdfN05A6q2SQE6m/HCzZO+N5I0o3yyvEZOkz75/7/fYqBD9BswJ6ZhB0BKO0nEuCvZYultxNvEClqCnNECLF+DBGC5PafGwCjLNKRdpG3W1UnRRNQgucKGAxc0x8lj6RbLuaMNZ563XOvtb3Z/+KRfmo4sH2vEEBrqw7gbufiHaS+abgKEeTQNdxJ5B0TVtuPiVC7vfAUxp6ElVbK5AhyxQLhPQYNkejD6aFENPOxGhXYD0tGgOJlIRdbPxqThQR8yly35QiDM1APmbaybuyP4gwpTxX2tUgDDUddqAPgfQO4FHDgp+uuO6C/Trw8HjF9rDhsl3K5ozqB6SOsRpKvF8VnOzXjqfrDtmtb0GmIeIIGW0OTgqYTRrhWrAq4OQ0y00DvVEVsXtjrb8DrvrY1N6pBGld27VMOb3laN49oxDe6f6zzlbE+vfV6dpqNSU5cDEfMg+RNoCiB8NtXNQbiBtoe7C+HJqYjhga8pbvybB888Py3CjioLr0lc3RSSARn+e+aklzsyCHhgSm0zeAQsBggbA6x8Z7NvctGxhmyjYDl33XPuht3sjy3vHaAOXLvuzLTgfUj3/2z/7ZK8t473vf+9pJ2c4OzXB6kkkWGZ2jGViTmK/+KZPEVIjt2T48gQYngHLUlBwZV6J3iuFaDkfuZ4ulSJWo9yxSQFbifr/N7Lec93qfLPaUao2YlAfJE4rFpbkCB0nkVDo8nqvRH/P1RatSnl/ByXrea3RwGK31nfpa35ff55YEsyrPBnGK0NZ5HgGILKZaF09qRQjDvGMWIxyjq4lDzHfOc4LUOe3v772beUhih9GtkYUoqx8FU8O1+54t2Zroe5l/O7DVZGzahyDXfmlKbWIueUj03y6qUWmkZprN6KAw1HfDiOkgbWkb5uVP6oiHZtFREDUvsToE8qa+KsJQXxCTGt04OiwXQwglrHuMONDyOTKG7hwrPe3i7Jua+VzwOaiYJpMgsjMKyXuRmzw64wCQuVqg5maAbVsAgiP/dOmsTNtXi4MbB2JWDquJjKSB6RpRPNe3O/bHjvZyx9PLgZdvXXF5uKBt6jBLmzoak6gWKvbXedLyIwNs17mcG8BddOdoABeUnba9tmI+O0NKvrS6cJxBDujOwoLYVyaAGdkkse/u82aamwmklHhsp1vef+VO611JQLBoDatGV2mYIKl1AkwFhsh7y5HCFuJZpQWFR3maAWKAWnAFnWPK8GUboG3D9vhZ6LDEhPsO9CcM7HCNHizJmy7HZhl03e/Jesqc99Xcpg1myRxJ2uyM9EOY6yneowDF5zybX5Goz1UfGnIsBFw2jN3WE0fLyk2qIC0AANwESURBVAzW9ThOaP2t4w3fi4dCbbQCgwQuOICYNecEs23JTeoE5Khv1aCcJT/z4wyYzPeUkMYzTHFgiii/kwCuzDpj/9/ZQXTr8Vumj5l4nl425mXr42d0HACGaKVX7cmZxsSv3Sv73vV3Us/D+TKPZiALJGNLh1Ul6lXqVP8GGBMZY0Tqcynz2EHKZdvQSHdIhgDg9J7vxOi2j41AQPsA965moGn/H4uUcgBS2ugAwKXjac1ZfYann0eahgS6U/E+NIEYC9BENT6drE5Wt8aMwYw2GG00BVFbA7eu6bwbQ/rAENvdSAB0wSaWJtz6d7D22b7vBnZneqF9r1E4Y/dG+n2OHVwaHeGASzSPa0ZI+WeH742k2XwvYbSddkAufTfJHHE496Gzi2V+MR54Q6OGvamZ59qvGDLQHwWfur5Ee/uKttk2DbZdgztfa4ZSaDtHg+tYiYzGmsZko2amQ/OpERfkiuBlWiwHdmQpfRXsDHPwHOq3RgPpVOogZUIAdo6tCwLBOPu/rThZ+4nITBuTSHay/iUErfngY72mX2dmCwOQ7BF7bJadzTIes23DIF5JayuBmLC9eBdYgC6AXHcMvDRkb1oUx3pCUA/1BGSQZvdquHD0m9EYB5MD0Lkaz3EphwD1xw1BjcQyL5EJBcS6zqAmn9FInXllxBgRIa0PKBmmn3G84QCFZ5NOINai/l4YRE6Wep7n50BH0IMjCPHjqDGZvyNKKOtsOUIqlfkmXSwSkshBGiGeFpNKbeerlco9pxeyQQYGJAS8/KRDGbWP9NpSoXcIUlZNSPqgnF2zRFchIJ1/ByyHGrnka+CAoMT1nVXVKxxtjbEP0XKeN0RJUMgJpQsxIpYx1qNuKoDROeC5R2Luk76IyXxWjPAxzNRDlLkV3MTZPKR34NpNig7HRu+elJCnIySwYr4jy0IpxREVngI/12ZuuuY2c1GFCQDQ0JBdT0rloMCkX2kc/enduveMWGhGX90vYkCgIZdSdjLmSGiVpgnbGNH2sfH+LIPrHRI2d2emZJfr/Ezzhjqggsz0NKAJtuwZ1UyZzC8j14645FnWvM0RcjHemZOVxeawqk53A90S48Uuv6ODuOv4c5prmDQ5GMHypZA7vVLs86RRZOaqKYUexlwwLmY+QK51cqDiv+HAVkyNZqGtbFoEXY/e76mBltIFh0k4/TJgVH+nniLKIhh4lrWUGQxG907r2oga1WcSOE3pKYK/+B9ibnn/hb9eWXcCgNsGaZsBmk3HDRxaEhVsDECDkA6wFspr88P93cKyObLqDliiJVMHS3afhfkrNRoxBzeOWKLQ0JCl3U/+OwOU7ecyD8r/zYOQ2pDVb6SClikZmwEUnyAaDUFBLAbXyJ8luycw3fsq085NqXrhgq4+9slabZu+yF2iXU09674GQ+SmL0hKv8u7/bt26tQGxUcyg5OF4cP7JX8kQz6tyWfuWLUSCVoQBLGeBxBM0SUlo6elXypz6s9vAyk4W/sm8FCp8zo/HKCAYH4MEqr37ElSTYoopxPYHGVN3MaRpj3NF651UvZjZThAb8qIuhG43baYV+2La1HWsS2/RNJ5lhDvn/0wnLkYsDK4ga427Jh0gkhwJ6QSNrFKggRKx2KodFkBiiZTEQNmvr60XzpGhPqGWl8k1jnMBOz1ZlKQMII2IEEdHCw5U7C61+6xwfY2A0iAAgFIGU0wT4Yxm3nTQICm3+H3A59jbKDNrgxlTIp9WDeeowGiAey6qwx8o0TyJHlm9mAEWIGZDzfS0FLmhua4FgpQHAAwubbF5u4wBlcASaag97631piErfSnBAU4SgdAxKUf0wtFpMCPVRhzWlkAtNfP+8v3v6nm6tq7WMEpxdKcBR9/xG9w4GgPxTq3viXbewp17VtfxjoyQK+0fQNRU2GGbGtWYdAg9EHmQFsASpiI3U/FCYqBnwEFoiPrT0IFsFCOE3mPB9cDxIryNUAMoqbhx1BTITE0k6yZSZ0n66yEAZSfRR+U/ycdvptuaElQnGQLKFn/3MYcHUeedhlm7541KFVSyHOI1PG3gMkZSPFygFxcKunCaKgvKDncIyfntLz83ex9VYnm97vtXFy1V+oe9/libK3Uw5E+dIKXMrWMecLF8nawUBa76jlmQky0ai6SAD33MAHk5PzRaTZl1sPdh9fSnbocTW9sGIKg/hDznjoTYSKKnBmA2XiF0uFxiIVvuh8OpnqMIUZcVAfrmWMdmOhNCgm6p8t2B1Ik2Qn1/YNgH+qX8rRfsXeTurUYZFzCPGemYEZDekwUDqfpFC0WqGQ5RNwMRQLfHA592Pwl7EQYPNC6bgAno4Et0dqGgSbN5ugGGh0bNwzWsCGdnwonNDmZZTYyoMqW8RdoENLMKo0GIDuuA2AeaJBITsUmAhK1XKPeMWQJPbxfiCZ/lhivPizD+wg6k102ytg6U5jnWc41HCe6/7SQVHVabeY8DFw2W/PGvDu6MT4HYYxmu+aymSTc+ZUIBlCcMUtJ3yDz6hDRRGPm1yJ9s7379K0hbDnd8rlLmnY96YTn83CgW2lUbfDSAYXJC3LN+Hjx8OgqS24YoIhKOTMwOTukdvl0PsHVMPCnUWyOebwtbBhOdQ8S+z0hNj4ctjWG4g8XuBsGNcD251Fw0ixfz659Pqy/DbzIcJCcPihVKhMz4USuHWtVOLcDqRGD5jZRNuDCAtvzAtkYwwWPIRFpl8DONCjPt/C82QBlAh0FsYZWZQEpgJmFzKs6wUdhHKVTDxoUmcEIF4ByC5icmoQCiOgRDnihxxw4Mj+avsdzQyZG5xIVI9+xmmCqanGCCsFIXRAoXN/VkDa5aXrOGEwBXgV3Hxfx4cysdXgdv5D13to3a7smsHj3FRXMnIC4kzqQSeDeEA0lzLDTavJxNbAzk/JaBREuCBHMBmxhjOIJx4r6nMz0MUmsSqnI1OdjmL9JbQc06yhEVcnUWKWeJhYAsANjoHePx5Gou4ZBo0jACILn/d1MqzOohNSe9Zk2SgGAPgxAM8kyd9OyWCZUt4ezZpGtvmJeBYYCrl6df/09JGhi4M6ea60p49537XQWEA800RBuMf8d2wZnmgtadwCUzqLaH7HSzM5vaxkDMnYwb2rGolvzKTxWpr4rngKAZHhnLYd8nIhBMow0NOyiuSuGCBpIM+m6DwrYhDTLBFvACLkcbekFPJyYCaEJJpEYfvXpUTOd++BUYLIuPN9rEdFLBA0LL4AsNCgT1QngW/sG5V1pYnKa6yYQiXcHrzwRJDVqZRmbuIpg2gEubIwh5ATYEiq65kbX1pAsJXIS1b7rnqG5x+agTpR9PCDpxOpVEJ8rpiGyAfGP6A+WLc5FH4vR6+I06JqoiUvki6AbWBpFN98qhgEkskyyWOgEpb/cc443G6DEX/kvNCkZxeOSjTKb9EEBCriwZ6WAnbDtx7OISaKnF/BDNF3356K2NIOEmQkiJql6UolTImU0YksyzhtrdxMPJdF34OFhqmuf+ec4UzuUOlpFl/NHZu1mBL/di5xMWVnN5SAsS8D6k4sEVQkwzS8JQkXZhyjMTpRo1LdQXYQT2HJCmOOzOvlWmZGLdJeL3UxKQywV+wgtiNKTWyY4ZzamgYASSGElODB8SARz9nPCr9UZLhnGbq5IsGRM2ZOMxet9Dpo/ABFhI4L4TrRdH+4jYWUFmA5ic2+aCgoRa0eFOO83iwayinGUx9ihydYEFHvpQEQVA7s+3QhAJ1CnGGduHllAGNYvbOAu9vzxsTezDdtaG9F+rbNHK4xu5ij15gXCLIxUflEulmkVEWl+FfGEV8mEAIEMDjOV3+8+aDmPqgNpMhdnPNHXASSQv6PYgJOaf0MYbFoWITZNizprZrqGhAL6vIM5KVoTirb4EUaFYSa1aLPPS4KH9aSg5Y0b6bfhE/Zsifhcmd6dYCM0W/a4OPgJAKA71MRQhM9GchJ/UKaEZv5emeZSIAOnQV4vN7XA5k0BCbP53uo8fO2IZQPUOSm9A32YRkTS39XMO/qHNN2YP0rkWAoHbzNrjaxy7avsL6978qUaJVUqnc+J01idhUIK8kXmEOMojxah7BXHGw1QfD9Gz9dQHVxTMjiaelC+17DjQ4r8k5Dk+nu9FmCpSsxQoufJmwtPS3RvYXYufY3BUw6KuE9/5DkAgj7/LkxiPbdq1ni5vx5uJpglfJrrnnen3b8AL69uLAgk8au1uFkHOq8fhXOdR0mQEhQlP4UVJlgRyveqTwJPoEWQACLaR7qx1gyelrpQXYAm3zjTM6mi9w6xdNVEhGES9wRgg2q6r4MEzZy7oEU0j0taKsnbHLKoLuYWzEsI2MXrR5GOXMzprQ/VlrTG2DbGdtnARLjujJcCDLlq6ypYrMDVgaBX1HdaZgZzw8BA7zZT7Tm3szMIjYGu+XPRibBBzbdiafKla6KwJoJNqaIyTLG4a9rCV/xqvXSB2u7FNhFkYcgGgDWqT4h0t+OuK1OE0JptiwEBupoqqLVgMLCsubSpCoEax3qWOoe4QZggo8NS5xZJ2RLuAVDTqPUrC7irr0jsbTRFO9i6cvNdzFUzo5V5mPPF3zMiWaV50No8o2AgNrLxPc2AABtodq2JavlyUrowxwAwejBT3Xeqq6mhk+5iOzpc/TWkCJOxElz6BzzXjMSVdKB1Wlnz7ECy/s4gvVWqx/JQLcA1EEoDFLzBI8JIk9cRpSbLmWtZsD7iQGvWbmsfEVgaSPd+wKANDPVrukiHhxerObbWfcBsYpq/6Lpj7B2ya5bfvg+NNtsJvJOC9gHdr6drGxTfqHk5gpY6QF0sGaG4nd14SiaWzDo4BeUEH/EPYnwQgCj73tdAgGQHZYVfXgvwftXxRgOUMxPNCkZO/2Jh6jPVlHPLd2Ut23/XTy6amXoeSMkskCic+U/sT4m2q8ACwBQVmdOnwiwEqTm5Z+KoAWTrsQIBl/ons0g9ynvYDf8n7Y4si0Xqu2fCuXdNGeENs1SewbGV7ikhWfflltp/0+dJafcPI3lLv4kR3jFco7KAHUevA4cxpAWk+BzNXAZS7j1RSxtaC+2OPecb/2Weh3xmY4Y0waVpmK9rUQ6Fxs+5l45tIHN0neeBRpeYoEkhu6uE393/wbZ8Hx3YbawI4LGBm3eC1skZyW5EtBnAcJDQu5XPEun4ax/2fVezDjM8ib5gw9baYUzP0gXEKY+Ksf4TZw4Q9L5bvpABaZvyxOdOsjKAE0VZn6/E4lwdcah5hSr6zd4T/ghS/Njq/B3W/awm5w7No7J33SPIUp/33i0PyLB7YUqMCYIUIcizyi6hyMj6uD/Z0QwhUUaaelILZbo3W0N2L1mrXaALQFIECTune4jZ68ZV56YzeMAAjoAaaaZkE4x3MGDO6IDjTa+vbgI6etd5uHeMXXeWHl0z/UrvsafWKNoTDeX2dmaETwI6pXlkbU8tco5n/qYyqUbMBZ2nEuvYJkeMi8jK845HwS7POt5wgMIgtAOoYMvUd0tLMgOOlCTSJGTSZsml4pKOXwNROLplWTNY8vMAyoBXqdmILTRqQvmmLwClAK66TB+GXIiOakPGCBSL9KYvNx8mhqS54cxHQEo/TdeKIBGSzHF0lk8kcVi0PJWZTd8NUilNHgFOFDz4wlFAMFx7Qkk8tTxftKlh0VDcfP9cvyPIOzBfq0O08NBPswmw7nviBNBpn5qrJ3SHdZ5MCosKVvkE/Bmxc1W0nh4xFZQgqh+BsJF/bsYMDHBanTcBehsYXXNW9EBE0WPzz6U/JuBkCZ5Q+jS1jsh1ZeWNAqa6mxdEQMbowBE/AtpzbQ5b04MJOwGR78vrVceWbXdmGzNNHUNgA5H65xYetpT6FPxPTIqMjSO9IdEpBIRJma3/B4aMSIRHUy6Q7M0jMLZ5aaktQpMClF5LmPEqVE0W9hxzNcoyiFiw/CTOhXpjLk/7Q005Y+g4jTGMsRJ613517R+PYeHeBoTCjS1bnsJHRvnEy+xuyZcjzCySn2Lh5BCBdHfR9zGUqbfVfK4tHZzfYYDYTVuqYEjwN7ADvgmmv0sGBukOv8QbCBS+Pz48AtM0QaB+h0NBiQGRcX3CuF4NpFzt/AiQ4skeRUQdgNOqphnrLf5XhudDMbDpuU4EcA22rn1bgb6wYkSs3SGw0TTnAsquAD7mST0v4bv5nOPNBig403akj0kFLgDm+/TEpOh0VSXK97vak/VaLPYFoISIpN+DHJVUzv7TzYfEiWInLcHEzJGLSE8m81rFbll2wShcLxdquY4yR1ctysRPaZL+KpNeqZhLka4evqXxyddk5IXXygEHgY2giNEvtwOb/di6RqQrU3EAI6IRJvX9YmRr0dC4aS3eU1p0BCWz85dPj5gzXOenzYWYQ7OENrH9k74lu6dquQJcsTV8ejbt5unLYEDH9wlxxmDPMLTOW9OkaSqYne36PNcv6ZpM92pOkiNh8jwk6iSbc8nBlftJEXk+FU0qh55SaHdBAhpB1ZqZBw2MNRtjGhTMKRQvzoDJkolB/dBEmjXDI6A0s6pHWBGZs60vMxakYcRZnu3cTQT3KxMgtgNgEJgGqAUUnZDJTNZtSR8u1HmZ4HYal+NQwVEvBcdFABNexkNpmszrvBYsWaQIwg9l9DE5fUr8iW1El3MyM9kBkIXmRW9l3bNNmZHZmWgAFu3smItSQJ36BpkQZjRUkGPo58lApvAIbcTUEfGeYNOA+FzS9jA/JRC/cLQoQJKb/8ZQk04AFAUn/il+rfahCDxrr8UAI8J/hs75qEi8tJjN3IfEwQuQuVAKSKnNjmEP2p/CbOkY1FlZwczh1jvHmw1QTsAJW4z1vTBjBx8+5WtSNwCRovzMzBMamBBpDcysoATJdqgSjRjdwnRLsiX1iKcynhTM88xsU00oq+R6UEnD17+c3neP+ZyGJXuhAtQ3eZ6ZU9BRiVKpQ22Tf/eJrcSMIW6mqRKSKEWdNmBDmhJCI1VMPH2h8qsWpX76rrvHdhzHO+p9ALVQJkSpzYutx+tccQy7AEYq3OCWKS7qMSTK8P7UU4U4SyZSi5KJQn2LnuG6GxijcfTecOJ7NlcWhjX1CTM2MPro07yLMF6YhOsEF6oIHxDd3XuMEPxGV78arnWRDoxuPmkDIg2jCRoEF5IAHDyAwRISsrCp4qFlscDS4ms/aaiupu5WM4+xMpHYyRmA+jVZWn4bGYTpw8C0/mfASiyB2+BIXOVxLGzjN+TQlUjR4WytSqzxlS2cHxUAkEn5pm12oU0bp2vcNdEyz/kADF0ZlQxSXwk38zSCdM3+KzwwuAONUXeY12J8HpfvcbVPbcn5V9Z9OJguf0Pn9Rjub5TkV6QFaNUXMkCse8kYTwEE6kQ4Q0atg/XSBMhFAcZAaFfkeoVsV/Bne5tV4+EaJYwBmClHesfYrxiPLxWYXK/A0w5cd8h+1b/rDumSben2JwQMUgd3Bycd8KSH4rQ6TD4UAlxOiSXayc6vgDkuLnwm+yXLzHkJbK+BUH5eABQAk1nnHjiJvCm+AF1rQr4g8z+efhUtif03aF6o1dULuCG5wOWBHLyJiJgEUZ/2oT4nNm6+qqXPn75u+MTQPUnfVTtTpEEAEc8vqADMypiSxd23PNYIswQnafqpACGU+A2WsExzs5AZdFDqvu5HU4GKnivaDVuOZ2YtLOenvWUqEFj6ENY/9VyaeGBhvGvCwDI3DXBZJguVpiawRqf1W+sQODgALBkR0qgoKX3Sx8AQYGuTkUmv9wQ0misFGI2A3tX5t9QvH0SY/w6A2vrnDMwxMYb0zKIrIxwxVZBVrRcLbI8d86mytPjSTTW+7boVQGvA5QK6XEBDFJBavu7WBDLMUZQ6NljILBS0SczTDhHdv4hF0Dvjuj9B2dmGjdTZ2dsgUGmVBObX42vW5j47RbH6Aip49N14n0b2pIZLSs/luIygBBOEXWbD8dn1uKtZhjJ01R4YIyMA0pO5mpAwkRQHyAMgT23fO8Yg9J0w9g3CzXaLlOyHUhdI+pM4cNZjzEJJvFOiLq6F8G0GxH+LA5huWEvbNMTNoE6fCAoTTYMC1qiUEF4TgfcyBjwscytSAPT1McbA9XpFZwa3Da138KY5Z8jnrveTaU1cgyKPLwEDI3h6gjypFgW9A7uBGtO+0G7kKSQJMrBiLTNflWivpEYsQIuO/MR5Wp1ni3Dq5mDlYZlbi4ksgm2Zc9PTzzveaICix22zzuEP6+8k/v4dlKx5Ai+0hB2TebWbhO7gZq6ZE2a7YpIx1QUI4NUDZhNqwbCzFHMkWTJ9T1S7Si0rw0W05dgeOUHM8/NrWXM568Z6qyZlZsLpO5HEM5dSbbEyRP++lrMydlkwoARzhcgENCZiGNdqe/J3SCG0AhQCYn6eAxRFaOZ1IyMymYq4jw/N9ZnoRkVG+WXWVhUQ6Knwvd8NDEyzsGhxvN6tpxlskMldFcD5FyKsa+HsiDGvflXWj+YpMJXjrEsAy52iZwkqXwtMgpehu9Gz5j/pBEB8j56yXokissjbIsgMvkCHZjN1B1sFZzzYss5S8Z2AOiqygNzvhWDMzn2pBMQtfAeUSQ5Adks6x8HgstDF5Bi9YOdszp73t56fMYSDEpR+yCV9LEWiHcssR2wwZ1UlJ0KDgFGZb0k+ZmYejGHaFoHQWDS0Eu8Jbc2k9hile7IvYcAgAMpI84mIqLMuAJHUonhCP9RUhATAtqIIEx05V7B3RTpWCafVoCu+LkR9cSAdgwjCV3SxKDluaO2iZXk4ce+Q61NoUfrjo5l2dtWY7Duwm/9JL+81LVFqjGzYIlonQYSbdLCacwp1rcDQBbQ6MUQct6rW1buF/b46Zkj040W8mjLk8UYDlGQAbSL66347U7gwZrBBSKARLHABJFXSI1vRk5kHRloq78TKmmdwksQ/6KyfublN36ybmIdZYnkVf4Pymypkqcwtzif5SXPXCXAhd4iaGeOZmcilrVtTsoKSqsnxIzzcYRoScf+aBpFuC8WfozIcswmighQAGmmwghCq9y7X6m9gAjBr27VvZAEonKDWfVF8rroE7hIp1IziWWjFJR3Jean1kEir7nUQpxzw+5KQqwnD+sr6R0N9S72DYxXQSNDsymJ1ZbZN85z5zeDCSgEwm5/GGBhLv3kdVJpbACqMEAblq+8RDTXHAAaZyc6cDEkAbGgWxt3bMOlfO5FAmozNaupQqJGDEgJx2SYAysQqQAG3ct2lbe03EdGQZp/2nADFtTgxZ8fQupOZtrbtoH90wOI0IWbySV/OvZ9+GkQL5XDS5fPU6k7LPQuhsCirLFulZE4eFMyKoGnYDZzsVZvSMUYDde2/GmcUQgYN+NYAvsbhIMTem+2eM9QGszY/jVEAy+jz3FLskpFjozhMp6lumBZl7mup+eI7wq9IxHL7+HqWUXa3JuxPHXK52I7SDyC06Cf0Dnl6hIyOvnf0l4+QvqsPz3UHrleg72o6G0O1nNZmWbVGNZQ4Jo/17yhzwx1j/bAUXE5llp1Uci4Yy0g+Vv0krQ+zx1C/Pj/I+A0HKMzblLa+gpNDZA/SAXYCJ5jDg2fTTmYLcG//TPw2D8GNr/PhA3vjniDsmIY06nVUmumR8OL+uSoVA6i54BaYkm07nZ8udsXv+ftkmz1cN8mkaG6OmhMcQItGmUh2oJssRAmQ5xzRI1Pv13DAPLeoict7D79dIjrpB48kqW10IlVBit7rUSGk16q5p2pAuvWhSX8hHY40ZQUhruve+ou4AkLXGqja2p8dFtnAJlVJ7+qn4vgkGK6DW98RXNPTXwD0QdiHbjzn7+8HJpnzIffsoWVcfWzL/dYOKbuajQLvG4COAYjuPTOkA103PWQy/ngFGjQCaew7mDUbLS6C0TZ0HmhNnV51ywxl5AJg9AQkrV3Qmmpjnp6ewGOgjY4xHrBtGkEI83vzMdUasuZCIcK6EoWLz4NJ9mJpckNftqQs8LmVHbucpFzL8wicMQQxJlSCAqJ3S8FRyPqyAupj7Gz+D8EgATrQr7vORxbwFRjbhsEdnXf1QQFALcWoANuWeG9ulP3JTCPG2CfGTILULARAGTHvB0oEj2EZQ5IYxdTTWO/1DfrUqcONzkWE9HJKYrpBZOtV88BU/7i+C9AaOjdcWbcWCNu5dOxPV/Te0XvHMIACAyMa4bNrfp0h5kynscbSzcgSGhSZQEo4NJ0QMqqfuUx13kSwRm1y0ub4xCyoRYFHRnaHQR6PNxqgAClVpsPhrPWIe8r5KVInwAhNjHd9pr6r/o56nNWtfPd9Squk6wM5SS4z7AGQUnsLia9elIht158uDxjzDLAg5fdcx5mtVKT1CkX90g/RnqI5OWpZ8p56f9Wk+JHOmL64ZgIZihGy9tOx5+RkQR61K+fX7ER00CGr7AlQS77j4gtC2xZak2bVrhoWLyOAYc4R3aZ+aQRRsSEXcEfrDLIOKqdaa3HvELF9d4YCY1Ytj9Ntb9HqXyVkrhauYicChxRb+mOdb2UNpXZF5nlt8yRkWHPSFNa2jAFsUKDH3cLHiUDCENL9fYwqq88DC6SNBHgQiLQksHCMy2ieTG9oqnvYe6STSfyCLp4ccVNH2TYUUEDL8M0eRViTLpKZBmUeByvEtCnQzKGsqeIcRNxcgEWTNg3KMvQTSPaTmM/H5TLex6OaRU3varRGw1NNQ0wJIjLMGOid9buZeWgMgAk8gE6wNsMArKcrtLqK/SNQk4JFAImUXbONVtCQCaBE5FAAc8DlnC5InxTbMsI7ULUt7J2Cut+YQEr+FAELReJBWJ/A3jt6h0cSAgDtA33XDTpdD8nEkTZy7HsAFDxdwxyGLqoxGWYOMsFMKm0MDVL+pgAnron1moxprpCNa3ij+Tgvc3AFJwNOR6pY6J0cpSMH8oRM3zneaIBCVBeaE74CLoxpVZNFfPd7A5xQosBCRF0qrYAFOC78OdTW2EIhzj7wFS7cgjd3x0+y/HKqEJbClCtzL2VLfTC47/waiuePjDnAzym0qdRu6aOFUR7h0dwqD8l1QuhEKtpLBIiZQk5h3RloWQBKaWdtUZ4YBQSVmpOppylBhU2goqGp4kidU7H+4Xl4ovkGWIQkwwgrVRVXfUuqbu3ZyGux9EXhK5ryGkVLJwJu7KJk0joHfT6qruWOVNp2InwXFzONOLNWLkAW0qkmLh2z1lowD2s6BNo/qYXL+SFWORF1c1BBXTTjrEBV/4Ms4mKHQMAswOaMnLDvu6bTZ1FTT+So8XZLZp+2rKDw/CiWvp6ENbTZpHYeDcQbuBnY8Tln4yW2JnVGJHiXoAS2ZodgaKY+sPkh5c7Hc29MwI/WrzSdz11ucu6CKNZ1VBcna92qO68LKX/eBgRocSDhuxhLF4tYkUjcxh6KHHOx0AbTdFB9XQE+kTUZY/Y5EQMkhjxkiDFz12b4fQjtiYeiC6lGrlICKukKqJp0vJ0GhNN0anU07QkMoEBG9A+Ga1xSg9NA5tOFTMg2BnDVZ30XargZqGhrgnZ51rbQlDgg8fGos+M4d5wG0Xx6BrfiNFdi0niYsZsI9VKhfdNkOinzFcebDVAODrH1d/qlqPp2BhUTMHFJ1oij75PRWjMXf5V+XYr0e53pVClbywaAkUi2nK3mDykLXU4mTf0ZGgYgF6q+pRB0ZHmT5FoJVJG8jTCeZrGMFPJznby9oSSBLd4ihqUmwcEcx7t1MvtzWe/63T+ZbYMAgfkcLIRZT+jn6Mtpuf2bMQGXQ5neEiKTlk9Ctg+aIYvmOyPlpe9WqbXOx+RdTgQsMqBEd6QD4IiBq8RnHJoyAxaa2q0E7fJwUQnXpNu9I3wodDdgaL4OHoZJdA6xMJqHINucHGNYdJCgbVuEAsMk3dZaCbUm9OuuO/1Gh2ivSaNQjWdLlCDXHbuvUM1PI3dVGQYoFMix+aU0UfX/LoC0pnNru+jW78zmf9DRmUBkkUCDINghY4B7x9YauDWwNIzxiL7vCiDaBe0BkAdgmEpclRmC5hu+lfkQSQNJ/zq6+vjoxs0QNjNB8Z07goTjeNZ15UfsNVTuZzOHOlAJQDWtzQKk18M3dSGb74Gvi2+Pz9VddPPdXdCvQ6OjGmFc9QluHlFla4NkIqeEpE8BTgzQigwzgZRw8yk3yJgTmrmT7LD9pURhiC9/KWAQdFn61taRFDDu3dGPETwOhkq6Z7gZlOw3xgB3mda2h0SzCMbe497w5xkj2+hABIj1BQeG9j1DwrUtamFWHnSLLkxHlYbJ9zQDPIW995hzo6kYKuzPTpDx0ucebzZAqeBi2cFYtyJxQHECTlYtiWtOpk5MoENI/5Mo9yQjngMImObFJ2ZNhuSHM/GxDiyOTPPWBFpNhKt9f7rXXupwKPH0mY9F1tcnpRyuri3yVt2S4c+BQK37/FuNWp5Ndy5yAQJ8Xv4Z+FhNPPcQfSOO3jkDJfO9CBJ92tIitbrHuwPeqX4G8MTGEpwOs2JMmog0h4cRqjTtHbrm9HCilSYJ0gRoZrKp9VJArg7iA4SN2HZbFXjsiQDpOMoMGmNeW3Z4/pf4DcLgEczJD2c47mckzjuLU1+sNSTYFihTJrPR0xD1LWBl/K2r5kYBCCCtZo1VfwNqCiCGbb44QNjMwDqgIaYXMxENbnqlE3gXY+qCMay8ts4HgudIKYjUeE2qz+FngxHeQgtn43oc59U0XXPw+Dmvu/5O0BzaZaSApesyGbOPgv+b96q2YO8dPDq4E2gnDRsHdHws82zUh8PgE/0R2oCqLZGB0a8LgzfNiTFyNbEo0+ZhEVrILRbC+0kYA+5nYr5XhtAItnnlJGQ62Jzp0wSipH7aazw8v4Co0HIMB1G2pveepiP3pynPep8ISrSNnNPLg/P1K2iZXbE5oNTfiwxTvZTx0Yky9c/9sp93/LwAKAdwEpoV62JOzUdqSgx0rFoYv99AykRkbSdUogw/DoZchRDys4WxDbv3kEXVQr/KMh8nEjtEMlqgfB/IaI5QMRIQwKOo45LK2/e6EFeuRvHPvRE4OXNk5ihVWI9pR2Crf948gki+CqDcOp4DUO4/X2zh06IG1vZHAtcFNJ7dMzHZlfkYQBBLya8EQKxcj2F1wgXrC59X5+1cD/L5Aks9bbujklhishM0SmholnE1tDzOXFEEBhFIq47KOZ9XRqkaCGfWtR0OyjwKQuJyzBjrB3JHTQOAlC+GwPfAcYfjApagDpYOTtrWbNdf7dthm2DWDLhMOmd7abcQAZ0hzEY7YP4yQ7dAJPfpqaNOUQuisl9M6W9drxJtrhdvMZgjQ0izojPboI2WJjZqRYAnJvP5Xf31En5rtVyrGVJ8TJTsm+4aHEuB72Ye9A7hZJzkc4RIc6jU+hdtAST3NNLvPUyhEVbsZh/3ARnO4O1P0rziWhQHJv5OqaZXFC1LXRcBPAoIEYRmEuJMvdw3Erh4HQNouEnKyhYDVxAk6PL3Tln8inbdXpfQFyUqx+bBosG4ByKmqRh8JAZtOk9l/K1Wp2X+gtnN+GjWmQFLLsQEKyolJWDB8uz0dwA8FOAkB9VQdkWNACAMKo5IxLofwnHICHxjIOshKJOlfK8/jF/kJ2ZGqetgjp65NTlP8cr6ba2UXfZogGAiDsLj+vzOrM9UPGBSu9f1bgWDwZ21RW7+fjVA8UYcF/Kh76zP13DaLOH5RzB86EJ39blwgsmwgzvxxvPbRkSW3dTLYTXhjIEIR0RhmjbPeZKg9bxYHVMAyLnmz4dj7nqwAJP5roIUKUClOxrw2gQwk2H1MSmOnBDHesh6jCFgy7vRi1QhgAK05qZNSb4Cwd4LA+VM1KVCgPabjA4eBBqudUuBRkxq8TKCfRAjdVCuITPG6JqDAKm6kKq0Wsfz7Lv+zk/yRakVK8UoWMlkFgvjofwMIuOmo0gHML/XUp7ZXFEGPLqgNwMRO0Uf81CfsxWrxxRBMvXhWgK4BmKElsRNOjBflN57mE5GH/AN9bQo9x0BpCamJAKoTUJIkQFibfgc9PJga2JYcrjYVK/QEHSZ2pJ+ZmIBOZm3pe61A4FqBX0NLbbcA/9BRqCmgFFBBOb774GGAziRnAd1nMrvmK8nB984f3a80QCF2TcKPOY8mfbhKUShakpCOrB022cmn6qV8XJPEaDNDyJf+wQTfwHx5JKerl1vTImJE40T4CrGekyq3yLlTXWhsuCKRFL9VVCvAYcyo6hlEq3kJwlnPFA+nHhxnrsxJ1+tajwBB1UrFM+eBFNG25Z3GoGQqlG6cWiy9NtAbj6vgOEMFqgO4Gh2W+t6Vq4gxy4JRQEkLlHdKOumj03dk4jtc4wphbwnGE8CKCBLg+8WTi8jzDJe54jCynp3kwpjTckIRudzemKaUf+LMSHUl1o/qFo/2L4BO8ZxTR/n9bCgEAIN0g0RI09KElkizbxLjdGcl7EvdvUjge3kR2PX+eh+DgQNRZ4AgZqPhQSar3NAvZicGTsNScKSRP84/597HMxItPbHog0BcjPEG4tFwWCCvfou1YCpf83Y1ccHu/Zs2wQyWKO/qIHMx2HSwoogvMtcQwKE6cM3Ea0+J+EDUjfV64K+98QCQ2IKaa1NTLRmMG0hJESrhuNGiXOTGcd/L1oSv9nnZ+69YyBYEsBNz027/xmQ8+lQ+38hY/7deZGec552vO/e4Th/PlmA0lRW3r3yk3d6vNEA5Zbm42Y2WRwJ1XEnZA5Aw2zpyT37Z8lNcAQp1WTjCBJJWIxfh2e4EYqwF9rkEREDM5VBOXipZhyyK7kA3LNkuiZZBwCT+UFK/VZtiiBvnMDJCSDRqBIE0UzNyoj2+sHTkinfzlbL0g+n8MWlzMUf6J526Cx07nBPADhPJhAXXr2wnRItEoXAckS4FFLEsojokBUKGttaX0pkkTF2sc3teBZIIQoTkhPbmivFE7I5AaW1TJrL9mfd/FjBiBOsmrxN156EJBy2eV9LZVooI6J8qUcdiUDQwwxAZQ6SIKKGVDngNMB2FybXkppfDOcYDEjsXqzkQPdowdaATekCLEOw522xmE4TODTXzBDRcFpfSzWtum9Sx6R7+YR2yM4HV8zzRv5RTVXet2fzfVrTVQCxZ2pCOhDg+4IFXSF763Fa2jS2fkfO5XiXmDlmDOzX3d6J0IKM0cCN0XbxVDIhS1aqETRSFCgr8AUgQ008rm3wEGMPLY7kcHp97AMiZHx/mNCQVCj7lDIRmx2Mabkmba31MzroO8mHecbBoAORAjp8TYWm5QBuyntqn8DBrvGcnBl6lQhEyYM0LsD5QynnGUBXgSKs8Z50zvvFAbO//zb4fZ13+vFGAxTgCFL0HOLzeL2ClbzuK8MJl3+f/VAy+6drQmMwuBIXmww20QK4rHX3f1abwOFn0agYoQisWgHD2bVSVqjenRnG54KSxe5ZGFDccwocfBHOjGUqNBaV/k7CeEMdGIT55FKWCKLjTRKL6uxhma4dtEeLVkeWe28d05VFAxIzQOTwfiMb8O3O12qvBLsWWsFWHc+VMZ3Vu0YXObORcr8SVHNQdWmuPJvgQebP5V313Q5aAAcogOe0mPLeYK0zA0LBQKtUCaQGsmqYdKv71I5GLBkRCEXwaAWgxD4XSF80E06YHYjovX49hAv4qrKsR8UpSXxTNg/Pjrrn5PU1W+cckTEqSv8aHSN3rHdwUsvKtXZPiD1oUkSiHdNMFERK/XgWZcyD2Cwvcw2K5fPreweR5T3x8kazrPK51ondSIzgfcnUU9OgGrWRn57QrIAV3VHZru/53BBPHliJBx3+9WNx9Yq1AqA4q4oPTvZL1a4AGl6NBC5UyqthwYDYlgmy1M5o3lLDulR8SvpDtBRwJhDeArITkznQwQRGzyoLhd8+83ijAUqCgTNNit2zgJRgen7OR7CCEiNAoUEpRCq+gwDffl7KJIjvuaDiQoEHk8p80aqINi6O1SRzZuqpv71vfM8VvwZL5e3ASpCaD19ubvaY4BRRxBzUw+tJwNTfuYSM7lQAUhZMxTmnczbG6ORSBWa3jhvXVtPOGQOv/X3r2lmdyjSAcwj/PkRM0UOAjOgA12BUhjPV18nUSv+jr7O9Yx65u5L1SNg7Hb7JmUqN7gPCS72yscf64gCSQvNYIpIcoLh5aVSbO8ax3oIEKNP5ZUdnbYRtOGhAAnTQerIlReOmf4CBkgbf1Da2JmgRHciWHZX1L+gKIGSb+VkSMn2ngIRVcgdMIcLZT4VJVvNLajjSib3Sr4EebXVAk5qq+Vyd7LfAuNeDDAyV2F6bx3UYjI6tjqATB0OYYxjA2AGijl5zZIjortlCegOMcriwZ1PMzSZeT9/1WvvTQ3rtc/dwYwMne/qn9D3nV86zo2mYcPSTGAE4ykkxACHzGkgNCiaAQnD/FEmBoJKiClai/QvtQQEghe+sa63OjRQEn0nHCsifGl0Jthg4qcSn9EmerXzk9HV3jzceoKwDceaDsv5NtmnMJiFUUNJ48kGpzwIAY/MVBFd9OTbR7xITVMHCyOtOdEChP7yJPAtRiQidFLEw+TY4aEE606WWp033rgDHz0Xty8LzmIxe6hl3cq6WuOJ9dIqYy2K6M2vvAQNfoO/kWIn0vaO5f9D9EmPthnZgkXsGLCTci+JWxkGmviaq4y9owtOiDzBpxU/9AsGUivtWjcn2hi7SnRsMSQSN57wzLnXWQ4HesW8E6SNwdqygWrtonFxP4uiM1otsDoBFULcziLkpZDkgkjmsEmCsaWohfChYaeCtRc4WBTms+6e4mTdAigPxZZ67ep4YwkPxKClDlj5irkzS/9LfCVYWAQXQCK/ShxXYrHRk3elbP7MPMM1VD4FGCi9Gp8KME+NKJZpkmQsCeJJD136Ijd/oyqi3vmmG3zZ0nYXAifkoZg9n8qmhoPQ/GUVbEmadHiDGs9rOGr/jVhgAHcyXoe1YhQQHTOWI/Wu8jtElpe9kgUa10f7cDQAR7ym8LwU9Ov08tPAVZd99r5YwdcXrlPY6977RAMX3SZg0JDgZnBWknACbKHI5XwnZ+vwkxYuV4wKHT+gKIH3TsDIBqUooIVicS+2xKGkGF5VArb9rm4apFtd7V5ACqBBIhfkFUKGjUo9KQ32xkI3PNA5+buqT+9P10A+TNFjOy/0FWQ8RZxDAJIac3oxnryg6vD8JB0NNOCCKcaiARaJBNhaUzHiQtdvnlUvb9gxR9ssg28DtVh1vtDWYpVV7jTdTR9KZQjuIcMAU80zk0GUHLUuZc8pEt5xrqMy6gunSjqqrkmNcAIFmc2Mty/5tnpPFHLO4Mdj212mtGfjXI/K3WDIv3TgxtSeAA8e6lnzMPHG7Mk9ijmRa2g8jepFLXzk4cYEk+od036GbNCKerSBODvcCmbsm+16Aqi91DQ5MOxRMNtutbUYACJ9DQX+k0DkMDA9PHmKAcGBQ01EjwLOSIotPminDshPbO4cuojD7RDIz16j00LCMcJJNoCD1HTFzrLUyty12bl6Bd0nUFkXJDPvOVt3K4Cknkp5bUHVd7zXXZNDcEz5WCsq5fCo0LnWz8SrGtqXmJ2Z5a3g9f6ZNuSeUrscbDVBcQ3Cm3joDID4JfMIk4MABxPjvoyaG4xmqM9KzpRIQmhEb3HWxuS05F+26PeAKAW6de73D23xmElqPQwI4JK8+ApSsYfY3xQWKjsFhrtNy7jB1o4/8+mrC8PPTEn/FkfV6hnLktY6pbuVbzJeFIpJddWIkJRpC60fT7PA6R5ccQLmHrJ5V7E5jKEM319oDVK5V6TPZlt0Vz04M0u+X2iMwJlPNPc70VGs1s5DjzCPvjOowCgcllKC11slOuMlHAQoAcV8UddysNCB9Uaww39XcCw9OoX+pvTT4FpomD+E2zQK8/aP0Zx2lwhzLZM20SQleEPVFziGr/zEj7wk1sRcLm68RzTQsaic5PwaogIcFvPqnSToD0Ay/4tsFkO2F0zQVvu2zZM04pwMORMJJFsAoAlZxkoVrphyguMmnlFWLnjtEcv552WVZhK9JKaBS+2nlmPCptDHBsQ1P/KogZn6+fEeOsc/pmJdxz/q9AHs6vms+nJDPJvnDEfSnXAxCbDVbhON3erzRAMU24ACKY2uhIvFHgDm2qjd9RgkaW5tMPHSa/ySie/wTgDOeIM0+8T20zDUIptd0lWmwJaooIFfAqZldBtwuf8uGfEuCKqXENf9cJdl6b/19i487IReiyenSuqXcp5/OziJBE2ZYMdU4UPzyzrmWcZLWm6TcURrgi2vqsxWNxb3PT8sMHBnBCfXDBqT/hxMN1xAQZvpJqs1y8Lc2dCz1bbEGlqMy0pPaxoyWeXz8kMVjJedNi1DkrMP8LmfCtfxS8GtgQGf0t4+Ye3LmXTDPtyq4uDZl1pqqD4pqVHRC6ebFrhmUoCPTu8vbRviXaX4VgsBTugBprrjJoPzfOkVpyTwtbvaZzdwgy0JSNJlZR1Fn5ukPxTWKIjEglTXouEgI2OtWC86Q/K9GA5EaUsauWXup6zYifQDCAmHGoJ6Cn8xj4w13c5h2nARech8Td5J10BROs+44W00xNY9I1TDZs9XwtdJLKs9NwtPZd6Jp7dZNNw/z8DCPJu7ixdlQLXNtXUdOOwu5COFccIjIAwh0Y20dPNVownenR23LLe3dc443GqAwH31Ezv7W4+b1Us5aXkoo+YwTwOr/4Z91EpMx8Drhw2GPEF76PvB1n4dSuRjs+lmPc1BSS8DN51eV8JnZ6NY7iG+bbepC9T6j5VoyldsT+VarTse3fK8SafD8mTZN15+/dE5rU97yzu9dzWq0qLNqmw+7oZ9sv1AenH66ue7cB2k9n3ocWa5zMEhkfRfCFOagA0CR1+iyI9hb6xzncDshFBXyTmSalLK2kwYgfget4ZnZ31pvh/MueevFlNDz8vPnXg7A8YIYGGIuk1vy/gpg/XfcS46FkgYwZmbuc9Oy8wII36SY0ZKgO6y/5ss1hmYu7tB9kjQ4y3eZ1sOFyTiGhNZi2pASHsZcBMMp8ZmYWUcsIVrpMwcxtQ8l++nMLHZL2+xtP8LT+drZPbfLOxHMAnA8d8HcOs6e/5lTv5+N440GKMAsFaxmnenP0eNCWCZV7q1njYCh7F8xIXyvi/9eQI+ncQ4GaefiFl6I+VKuEgunIbdBymq+qc8DVTJxhzUrFyWM2a4ZmpnKrO9bgV0w1cAjN6SJUr8DALkHrs7Kq8eyXYAXSnAV+EmfBkklb7U9Rmshr3dUQkbKKl2DQPX0UvAtEOiqXQDTHPLfshZVyz45Tw5qboCRY3NMc0H5W9brwKT50+Hw9iDAxfE1PzOAcgDLN0Ctzo6lT+1CwwxQ7oEUHFIPHOlPfi/96031vowLEvPlrBtoWpt+Lp85zDV/pZlWFP+ZxoWojIU1ngDyXCsiZf3iTPm3aHfnOlSwr1qWpGTS3delZFll/SMijLI1txCm7QWoJDQLkGsdmuYeBSRTWnx3nDWAkqlNrEdHmnEomiFR36mN0ZJK95auFBznIxxsnNOv29qTnKMTX4MczgMzGJ/eJWuZr3P8TIHQz/x4owHKLe3I+c3xz+FeKr9XglOJFZbzzt/IP70s5oPU4RtrHapUvq9mmlrPFZRULUe9596RKm932Vu/52+vN6xet7QzqV3S31Ik+AN4Ojm39sOtw236a7n1jucuv1t9OZUWoAp3gdNSMFZAo8TUCVSCoPPMLxZF44Ap3pvAeB1hh1irWZDodkKmem3V1pw3S5TZFICSNT4enjV3qiRUsv+ZCWkzc6elr9ff9VCYeCTssPPtTCjxMGgqUYG+u/nJ373D1/fhfMgFMwzJeXJ2TmaQshzVJ8XXhZCDEcn5TDo3BakBFSpropqBvDK+w3YRYg5t8XttOQhINRhWzBhD/XpMe+Jh4FHktIAsKsaAh/vtZIKzkurB+jAAjTvLhnbl0FEFOWI2e9zo2yQLC9MvDtnz7wQn63e/Xuna9PsUoJQ6LMDj1OxTlkQKZLU9z6VtSz848EyRaSV9N9/x7Hfi5wFAeS6BiGfOCzqVnvwdfs/8Tp9cvgozqgIiqXv3840zi6CbdIAidlAQsZorYq75bYY61RUzMTwDMatmxD9Xc06995YpwM0Kq1ZlZYL3RugevFgX9SHtOwCldjeeP6n/veNMinne4eHAARtmMlYktNtt1UOWk1Kvn0hpflTNhX6tFGqd00eNzL2jakoOPVnOZSTKwhEigqv4PeH5dVjnyF2tGrkEX09lXuNZ+mQ0D54Mdza9voIU16DktXu0J2s8mxKWu8QJvczXXfJZj1tmMZEAtq69IKJCi7zMCjhItRuetr8WTa5t0//qhuEzgD6p5gS8BLBdwf05Nen0c4Gw9pkEzkE1yXjW4cnc4XPKzTzmj+LmHSr3+dQIc/oCTk4ZbaVDJ1dW0HILnNTrt0og0GF++3o+meqnx/15+XztyClNesW7P1PHGw5QyqReHNx4tRX7BFkATR14/e2ElUCa4lDPWwrroLFUJqtJLAKd8OkzEEsrRndiGDeAhmaJLFKqmWKAVr77+Rlk3AMw8f54Nr+vpiHxnYThkQTnzJqo0L1yDrDw2FfM4CCXJ7P/sOytsFa7NDqj9Gs5zkHViDrX/sz3yjy+9dqdBq3e/WINJNOsJDQ5J4DBzLA05eydd8aXoigK4LAyUqGTc0v917atGWIruIjnrR16a3FTXcBCxugcs7bcnLv+dwOYrO0LYcEOd4r33nUhgyT37YnzXGkCZcp8yyR7Szia5pv9hQbK15K1Owm/wDUok2NvMc3WMu2h6Z68mPTIM/Tmb0oAQqnTI0+1D4p+83qDbm9mehCfbmKwwlStjrp3EvkgxHwWzJo/7Zp0dKfsQDuW2VN8UKaN+CT7cQLSwLzWcE7ngNtzzX/fm5erwLuCsvW5Mx6l37UFwbemvnh1PYP+PEMgSVo1m8CP99S1/5k93miA4scrJS9aptxCXG4z8/zTw6azr6m8M1cooYogJgQFOkn1q39G0Qnxo6ilWnrurK73nVife1StSjYkJ/Spirr2LeU5wPdSW0wNx6oXhrqULc5sC3Vb+yTqYdeLZJ62ZadMM/PQdk3DU9o11WRq77OOKrHRMi63ccD0bn9+VAJ/duN0aqlrASiYriHWQVbz6O+A5apVP+oXfLJcoDpe8fgMZ44q4vLEvfV41kacjIu1bfJ5qu+ONUzhXjMxhRKstwpAQT+Yp/qcM7vSQQtgmjsvme+hjJOwvtWNZX0ufRUkmEvNy5TfBTR0TySbFLNcdcucV5biKwKrblTShLoyfhpuL8f5NQpQm4oRHHJcL06yQNGWnFQr1yjlO+4s8ZsgZDlX53EKDSdakVcAGy8rz8/gpJqEbtV1LlPLuHtUmn5Y07jJB+5dr/e9Dn/6eQFQgCNjPjBqSi1KnUyV4By0LivHmn77i8p3X9zItR5+CYV5OkfWuWJM1C8T5bWpfbeYo0nnJ6abs2OdtNUPY5b+ZqfeVwKfE4nCI5UERWJ3DFf64iB1xsKkWIDTHYWBR9kBdDKJ2dQLB3CS39IbZ2bWei3nx+2m67W68doUbUAlPFxePUZruSDc3+DrpO/X70QUIcm13HvP1kMkJ7oAtRNDwpWT95a7gBPCKHQeDnxazroEl7l8S2qdypPj9QpQpmuUSczOaEP9y/m8EGrvt6AFtTvm33ySANjJyHzIHa1KURPYw2zCD02LwhmdtlPnuBeW0lHsK7TWg2qkzV24rdfdSdwqMbCOkfWj/6og/pZqRsS0zbSc036n8APU1Rz0aDGdz+3ylzyfiQb4qE/57/qZiNc+bs/X+tz0Lvt5yyn2WDcqcnVQzNPmVRCkH+fjeo8W3vKjrM+9Bj55swHKqgZbP6c/LJ/170aI8lqOLO8MPCFrvZZzNE+iMCs46JBzDcjzfCa0oFVaPPVBudGH3pb4W9Q3t/xSbpUzvZPS5KBEKdvtQGKtux8Rxo2ye3Rl2rVNJ/lKKrBysJCM9tUgLsp4xn2A+SgUcJTvJdS4hDOwd8u/h4jQiuOx+38cwLN/nSs4vUNzpKRSnF8jx4tQaleyz4/v8LYc524Sv2VpPLt/yeq/XjsTKAjnZLudMYfFhyo/t8knpaaMP/sNnIyjgwbHKvZz2rFe6o+SKh2ItTO1Re7N3uUo2sOD3wjpaEwhyeSv0Mgf3xnd6xGPikB3+cOdAax1kANGVaCb2gVdmYUeFRPXiu/m4iV5bmhO8uC1/z4DxymTXs9NfOKcXr72eyfR8d59y+9K9j7TnfGzeLzRAMVTUtd8KErQb/ugOCCZwgrrfTcAjp/zYyaGdqyM52CnKdqbmDAnjq8nQEO/z+13aQRYUmGfMMB7IOUUdKzJbU/Kuln+rX4yoKaYrFKqY7g0ASUT6ApOyDZjq8dxvxH/fnT2HUdGcqM9soDL+4RGKaGmtU+HYw9zdHS2Asg6XudzTMslIkt7f/LuGyDlRI6JVCnrWL3qOPTTawEUr818Tfn3fG+ug3oORSLQl08tXrY68Hnm1ZyrXda437EAn5vr58ant3v6Pc56f2mamSQI6U92pBjKgCtgv+URMB0GDOQkJZ+uQftutEh/17fM2q2ZnFlGXNwWpJI+OXgoAkwpVPepMtZr+1L5/bPJ9vAGlBG0RuSzQddjLpwJV2doL+t9bM9xjU7tPwEpcf8r5tSxbsd7deRP6NXZM8vZs1a9U6D0f+t4owEKbRt423LvDJuIbM5sDkgAm6wo2pKqNannakhx/OX10IYEE0UCDSZ1kgVh2s8iVnaVEfy8taXC24kQ2604n4SpxaRYxQfpvDwf5Vj9D9qRoNVkRCur4ve+ehFl/SeNCFkURVbiBMR5f8Cig8gfho9vZShxt2sDxLtiyfqoFFmZfMkoOVndmPI7kriJf3qzTuvrdS3ApzSVeN0N+PyoxMybai81kFLeWL7X/ngVySkw+fzuG6ciKqu+86Q+x40CZWZOExMfRyfZszqLvV/We+i8FaVLDj4IQevr5M7ztbxJE+PlUP3tE27OpSHGXD2tPUTM7IfQmPiutwncZubqlQ8flEmz8lwdSqotbrIrGQgn81gQMvWJ1MemIm7XwzWxMV9WM+vyqNRdz/2aSKnGOsrl/jOSIL6GkWN1cpyTs9s07p5As35/1e9bAnDWoOZrOtbqWJeytuKe+XfeRaddEuZk8jGreq3zY6VtK3C7xzfuHW80QMGLd4EeHtC2LcFGJShG2FkQ2SK3zXcwpdzBFGJYhEAvXkQZmaypgblNTnFKWyzpEETLgA48ywCE523BiU06sOXmcfmhenVGlqmpxcGOEbJ09kzyMswamTH8yyQwBieAJjLyfiFCTZ1PRLqRGaDZHQeg+TtcglmTh2Hu53sTkBhEDGbS7UicaAbNOuD6eC7KjTqfH2JjndL30NwzhSGoxCegnq/UvlsIoO9UC4A0jRdigHiuR6rxgWGamSEC0Kjx0ICQaVbMFu8bnnkZtTz/jJ1yy06va08d+mTONRLjvXy/dSQjug9E7xHkgT5tNqga+FNPBghxaHReBeDMVSJqqvXwSvv8dCk5ubz3cZTu8x25xg5z2cHqsPa5vBHlSpmTpd5lnYoM3boXzssdkKA4cyr90PV5A2zFGkQIROQbKto77/Ra7EQeFUH2o7eNvE2yTzcM++6MPueHzGXcPOQARiYQJmt7aXIKngB5ASR+nqn7a3LtTNmUR16/U8v1cDp/61o9qrY+6z3TxDNQsj63zv9c9bPW5EyT2eNawolqbq71Jp9nviYIhwi9A50oZC/mMoC6k7j3tdaPj/0RRU0z8u7xRgOUt956F148vJi3RYcOEMcGX4xLowgjZCY0yh0RuKhViQjULjmBiNA23YpdNxErQIiAUbYB17+hf6NDxgBvtvHWEIyySlmMJMWunAluxJlYTACTPo3BjsrYAFyQk6WG4NVkaz5BOXT7Tsxzooh0kKSUL7TsZ+ttpBMNzWKicMLvh65Vp6yqypasXhRff/sP3wsnyo1Ly+Sfto0f0OVt+WT6gO5OamYy2wwuQzDndyYVB3S3bIstb1Noh9+SC7/sdjrG7ivZrqWULMs7Dya2kgxMz/PSMfeOk0icG1qqw5N0ZNRzMc8PT6wSlK+Z1axld2ImofdBynOPIvzH+26bY/Jur1d1ePY2rBJhNePVZ8PEJSMcNTNUttKMqIyWeUOiXQ8Ht1jaeLsnjr99640JvPk6LaA7vgum+eA7c2uJFX0cDRBKNsrYw+HG0i4XVmYiEHfHOou195mZK+tB+pLza8v5ny0TCZV/FwJ14/syX0/K8zJjN2NlenFdgEP6ASnXdXwShCjf8lQcA7gBPBywvJPjjQYo7fKA7eFBAQrNfiWNlbEQEx62Bjf3ELmjHIVAnFIXgakhdixujK1tscNpa1smcavJj0Q0pbIBE4yO0XswJQLQY0dR8wEowEbKpxM2AEHEwsFzjNhcbJLSnNiFurgQRFDQGI4kLj5pJF5D0gwcaX9I7zOir+roFVx7fQtxWhmUFWLrYWVE+Xs2E/kzFLhhkjH9PAg1CRhkcaBhQk2FT9wAyhTY0+t8H5lYwP5nBJl98daFO6Mr/d2m8VVNS3AklLzbJ0TPTIlBSF4NUHKsGE5EDuN3wjzWcqe6GFNy4BztO5EKD0UKHaosJ981B8gRKLz6OGPmMn9daKIrL08ZKPzaCUiyKlqzJlTqfhNajqRw4Etxypiu8yEcZCtfB2DqxdPm5CkxJc7zmfPpnXXOxjr1ihRN67pmJ3CwEoLbADNeZ/8IEKY31OGPckqxi+aEYgxv0I2zI8b2eQfdKfNVJpuo6HLuVXU8mnheDUz8mciSXKFNAZpJl/Vu70gyX77TKMFyIQGKUwOLJIvwU+A49lOhWcPXcM5/owHKdrmgXRSgtAJQqvMsMeNh24KZBZazQWigYBZEBBZOJ9qtYWsXcGvg1tDM34WZASawTQsRAH1g9N229e6Qvkc9mQj7vuvkccZTgIWCDmeYPeL3AYSTybB9JcYCUsbYbbdkJ4zGFFHIPalzJXM7AhQjqNVfQ0SA/XoiEUqArjoZpaR5BjCVc+aAe7ZQzxb9RK+ofDrnMeBARBkjQx4FkYnzhnGY1BDpbwVxq8MsQ7iAAyhY0THnAChpSpJ5EVu71dfGdqqtqn1w0g1XwZ5oUFJT92qAMknxGEeAdovpUYIr8Y52ILMy82BMeTL7oDDlGJbCxePVEn02zaDn843DMT0qy4+x3lWYbSzc8mzML7IolfJoxidnkScMeTLjVIDiRQyqN9utrk+YCT2dONk6zrlN4o99fiu3jRBleniblLHqiKbvwNL+EyB3nwFnv1FxJtIuznl0r0WxJrCClOP7T2nMzxJAOTvndLeCk+c8d+/67e9z29JjJPt4eoaLAMRJW1bZZFr/kt/dVO7WAX24IQ1NpQBk+6N2/AvExEON848NhDAHmGitzeYfR5s+OMbqptT2AjPpaDnbtll5DdQuU3nNzUGAmnFkx+gOUDyHgmY+Hd0TJklQGVf3j95tUysFHxhFe+EMZAgwBnrv6L1Dhj3XHyNjYn1GKuExhsiXh9J7s0owGLeDlV33sRgiVqdSv6qeBiyBwxxXIPac8gEzfQEuoN0e02nhVYdlIMQnFAbODCFoqvKVQRn4YGO8WvcRmX5VjZ+AD0A6SdsiFpc2HJS2THWeXVkIgUB9eZityQJIz9U/aTqK5Opf6CSFOjfgLnEtQBAEcl8n6uU8jkmoDuMgM0gpVyLvwkIMz4o6ka2zfXZ9SErpMW9pNqP8TI9VQo+5t/DWSoRDnRL94Dfk+JEVToGa/X0V8Bjx9qa5eRGeNC1/e+lRVFle6149heTfaPT8k7HG5ZRD5PassjkQ34HskyitMsX53fHV55GPQXlMjbIz010VEPWzGnHX95wx6Pm+1wMn9wSCw/2vca/ffwuwZB0WwPNKoHJcN2elOz8IYBKBHwg+kc/qbFM+AqQ/j4WlO1IWS5gnLYWVOE62jXmN440GKCpZ2h+TEnJuGt1z2UDcQK2Bt5bIm80/xcEJclMwEMA9t1Zv9qxqUDaQAR4iD2tuM6ofF3BsTtUDQTMRGjUjMgMS24eL0bHdTERuytmDIKEPuL+KDFFw0rtqUvrA2B+KTdvuc1BTqJ7aFlshGE5gtSuVoaUUx7vXZ2Dvu5p8eu4OWgGJp/FWx//U7tAYRqRHtJuGvWdVhwPBoGNxVl8MbsEQhMwUZ9eZCNQWVG79MSTbQWKaqq6XmQYGdRBxEN5IZ25aDAcoxKpR012tDST5u1iCuckYus/IGLr7tTgQNanDiPxhsXrbC/FKcJagbD2mUGZJDcEYQzVGRYwn75fI+W0EyKdB4c2nzP0GkVTgXfKkFIl7rfOqLQpHcCvp1DfhFl2TWQkyPVPrviCmw2/kHj0VmFG9rQC9oOQ0J0zTYn1eI0ChlM/QpVt5XLRv3meBi9b2San78/BJClC1mAI4DvcXLDKBuOW3nptPnPXrrCnxb5n/iGDgN5ikr698ppotKj/2Mub3Hb9nfV8TpLziubsakTuAYgUn59qe0u6Te9dPEacRWfu6BqYfzKo9s20bfB4EEKla1XiHKDCxK+qrVPNKEdAlCUlMjaRf3icHWn3neKMBSjBgQ4IRJtwMmDTVftDWzElWHUUdoBAyugfk1xOg+PPcLIrHy2U2f44lwZuZZhSgDKua2ty2tsEp6hizj8Awjul+JmIaFBFRgOJmmyFoo2PsPUw94yk3FiQDMVIoZAUpGRVT14/5qFQNCgBuRWOyXzG61au7A68RWCJ09+QWgUjWnWRY/a0ssj2GRpncTr2BACCxqErIN/HS39wSTBDpOBMV0OOAbei27g5OhmBgzBs2YmSacQO7HrEVfcZzunN3MgxJU6BjzqwamUr8bYFK8Q852PBtnCZQEvNSCclEcOoicI4mZJKMao3E/EAkRCPX4CVjqbVwMkVB6FxqL/UqRxI1yn5YS41XyfThdHDmcUcuSN7G/IHbR16jG/+e/WZvw40n1qytcy/M77RuDoBB5Z5wAi3lTmWdgZHl/IGV2aQoy3lhzvczbE/MUXReVian9xzf7O3Ld96uI51+UsyzOL8w90OG37My1zl5h/EfYcD9452aeGo7zsDI8806OXumc5Wm+2+ZzUn+XJRCBbwUYLIwg5PKlC/TMiSU8C8AAuFhNKhoURyc+HejZc893miAYvAb1EzCNSbCjYvfyAW0WVgxKpOppp4kwtw4onbadklAwqzalAAw2XVEc1ZJAKn2twnZNr1fYKmn55tT6yGCse9wB04ZI0BKOMr2roBBBPvW9B5jkGqu0DcRzenN6+7CzImcYTWrkQbYVWtCYwBtA3oHzPxUGRyDgLGnhqCAK5EB4YEhHTLUaZj2AdXeIEHYOqy+iIsvhsQmbe4DVAApEahtATrj3TK0r0cJ/xUBaA9NEC1q7ny39o8HG7tZJwATcuGnyMvW7xZUNCwSqrGZZy26iLROMYfXdxdQFuDkJGupzxf3H1JgrO9hG/vIwxGzT9JuzDDAQghsSA5SUNrvwPtIiOO93g9++3QUpa/IwvBXdvoax/Lg+iwTTb+pUNhVwubJSxBzqOtqzlh3nSuVmfU/qvoO4GIQNR49bKiT2oZa6sxoYA7cc31n7rEwnLLG7pk6iDLT7tm1ucw0Hd2T9M/eG4A3KwzH0ATzC1ybhKTT9drZ+14HWDzneG55hzoUMHJ2793+IncNnsHGJMQg+2x6zzo3FsCExvE7AIQu5DyPMqNXNR4c7LSonUA1xjDT5dplNRrzF4wPyuEgAE2CAVffElDZmIqXQUUyQm7pCEusPihkErWafSyqh50Z2bIhmt63TsB22VK6L9f1mRLJA6B3MRNOR9+L1mKUSB7zD+HLZloXM2V018bonr1UJqhrjlDe68cEKmQArYXvCfYONj8ZBUaWSMT53LCt1E3jo/t3aH1H2xUkuDam2RbopklaQUqopANE2Xdj2AEcNo+oYoC3eYEb8BADTN5fvj9OA1I7BETfHcaNYnYYADQ/IsZxBVZpkhQ5K983IMQMEkp/FwKqB+Wk+l22XohEISfzqpp39LcRCdvKPsw4iwbD26NEyn6LhINwNB+FdtFRAj87qmp/eicw7bFyVoq3p/4+LegVxwp88vzx9+FcxSMyn/R8R8fjrG7pmzXjhgJETJhY3Ibn72TAx/mHBIQ8gJn4TnnvrWN+9sAK7x6GY08Z8KsY93rdQ1v1+wpsjnWN368BON4JOLn3zCvbvYCT13m/0sDj/a8sh4tml3IvNK9L1Uafl3Uc+4PG7bAw/KyZk6kKnt5+u2cBV8853nCA4vktfHHnIhZjUFN2Qvggz6BkRuYUf+FIVMCEhjPrn5jXcnnE/mwSlHTs3JS0uSmB7XqLxF8OEKAgq5ujJRGEh4UvCzAIPAgyGDQG6HIJ04X0gdE4fFmSoqn2REOoAZC9v/akWPSQOFMDeAzVoBBDwq+i69bsJR8Lc26EJ+4wayBhSIvwa5IBUA8/mZW5zmNUtQmw/myKLhuBWX2M2HyPuCQzU7BkSfKIABoAS/iiaAIt0/40JfZT3FMBdT43AihU7OL1tWcEHpWR88/bIzKm30qVeS4DPtdmgBLM6IQYHlX2MCLBAHoA1AAZdnheGCsErmEjDwKKenmhSXDq2K3j5qUffTPW7ycdeeOIcu/wTveDyXoTTncBJsT8zm47soPDkwVIxF45dHrn6RFNmHxZkODw1jX/ECxzbq6b48z4VxDr/lbHSUjC+pzgfraKWQgoIOhkXt4DJanNzfWU6+1WK9NEwdNz5/U7Y+SfSZBy611VIPbfz9GWvE49br5vBSJ2PrU5mPlaOW4JDeuYh7bYJu7EQwipZZ1oQ+0DwiHI4M7xRgOU4Uy9sBep50SdJBtaErA6f4IA0LRWXApWnne02TrfnIaH8jlmUiYauTlUrVXLZ2JwS61LaCAEpoXQ/1QTsitQoWG1tT0rOM0FMgSDO2iQJZAb8yQhq4Mz/GnRVOdVQDwZKRHADKauuGU4AIA6xno4NFHY10Ua1KfDukR2jM6hwYBcNQmciDprFc3RgejVRcesTtAO/toWGhXXpFSmLWDtgw4QsTovk2AMgsRYWCItM3Wk8yCiIlQIY16ch30VKmIumqbIQzm9XZkX5VASUq1LyPBiWe7CAg7OGdAMK6CAxOeYXwhJp9wp9al66PmKV7LstSXPOyawUt4R15cOlnrbVE7l5rEcz+u/kOPTnCI3KPYKDFYivd4tfr1MrZhmyxhOtbgBxuj0Bm/T3LbMAl1vLX27FHyGZWi6OJ9fAeH6ffq3Er+1KiveSLnqAFiq1ltvveNT84zjdcHB6XnKWtLSqEpnp7pX3lPLXPpx7sMb7STA0xeQCTgBSHy9xlYhNwDCmV0GSRmUNsvd2T7Va9Lqeh9kJvbnHm80QNlB2B0wAMHsyH0PRCMZBjrYIho8Jbp2ulLqQToVFFBY+C0Zp7YPsKrne9PtxzsAWEZaIkIjKAAoZgjxzKM8S8UASp4Wl5AlBnXrHcOeZxA6CMP+A82mEWYJh9k2lOHTGJkfRdJjHq0F0xdU/ifg0dS3Zdiy4AbppAnnzJwFonTzFAGapQWjTK9OQKbxHgKIJkVDpNFv1q9uainALMbEj+Ika2ApKt2snxsDtKkfEiH8McLMQ6RaoE6qYSKgX16gS8e4XlUrRAxiAbsGq1ah6eRKQOB1LcTJgRF0LIelmw+QYv2f8K6Efia30rkpHUbZgsumf0RZ/MU8VLVQAjXTwMLS4X43XSV/sRwUBFafHCQGIv9efN8i+3D1qXNGcYOJluhaK59iXA/S41il9oV4lYJGYb9y4+UHgj/zNyQ6m9/HJ+UdmHC0mae6nZHb5MeWsC+S561AIDO5eX5rHY6lE6cqz9qi/G19HPREKV1GKOHc5GM0gECzL8703Dnz8roVWecILCT+yTpKzqO57jPAmfgwLaAmnl3qdaahkBuT9cYzz83fVCpzeu9k5vHxfUWZhHIv5hl7MJPE8syI0moat4cMmJABlSLwlPdXP8hyg9EbAydTdWkaIM39JKd9p7/nOfCc440GKNI1Y2snQrgzEod/A1tEBUazFUHovauNH9qBGt2jHTZoYCtSeJTJyuSISDUVZBEqZWWOcCfUfXmYmpJTmyjhRGu/PfW9L86JbHoq9sjbwTHfZO+5PboI+piXvgRabhbqDOeQQCWBlahRVCzK8VPTxlEsMFuRmgJ8IlcfCUCZukA1PuJ5SCzaiC6ReTZMWk6cDompDEyRjmsQAst9w+HAfIEn23PGFZoZ1j5zx0IapAC2qwZqMIfDavqGlDZXAlOkEg9Nn4VgA41E6F2zGQuROg6X64Bq9g4+khOln7th/a7atZkQ1Dw4cXuZWMfenUODZ4Ky/n7+URnOK+99/q3v6DiX+c44/+u39VlPvIIxvlZZce+y3uo1mU9S+XnIg7Ocv+Wvcuu5Zx8/k2d/Do9ngZOgC89ZL4KZ98+70Pu51aTpviRy8h6n5w5MVhPTRL/sP09q6bSsNCXqWeucSpF5ghwASMnthIQ0OJmleO7xRgOUvmvIrcC36wMGEUbfMRqj9zJInNqRmkl2iBgf0snSew/GqboLR/o2yAZUCDAXAl29Nd315P9iTE1cqnCkQbNDU/gBWLnp1EihnoNAvzsjDTWIQIjDdCLIdwTKJQrbIyHNV1qumBbE74cBDC/HJuOwLKusEnzkTOBlIzZ4ew1IWUIHtSCZVsX7KiQ9OASP8Q3GO0kMZuLZfH8k/XPNACqT9u8tOTQTbCNEM5G5BmsgHfRs4UbIsfWJby7pgDN5awIPcbADWB9p5M4YPWCo5mQpxKoSCh+D5fD3rBL95FAagGORvssxE6X6bJahnxLAlsr9hGpG8NOzRmJ6hwGvhPv5aud7r6LrCcTKb7rdxnpM5pw7YGHyDzotBzanZkR1JsG/8rgHBOr7povnoGRlAGes4ATfHt99g5W86rnDfacagVffE+fleM9zfTbu3kevN1JngOP0vQtoeKcmpiOzn7Utq+bE11jworJOZw3L/DzF+rzdppWueI1CkFyATdwhNakbTN46649fKADlesXgDcNRoTGlQYS+c/oAEJQpmqllEKk6n8gVKwB8YHaL1lGSSlDFAfEJQCFPMlQSZYHivcm0bWgr/8tLMcEiXJN9glLue+e0sdGsQydKcFKYm2orOHI8rHlEjOIiSDMZo7YyxMGL72PjfQAL+QWFemVylbB2k4gBDh+XqO6pDf5c9ezOmFpfzxLOluuGS66b0XekqkDyr74QuYhEhjr3MpvLhYfJJaNiapb8T+eBJ+kjTg9514xo1twO4R5mIgFyWyUDKPqf50JJWBAg8GRBz0oaOdwymcgMrp9xwVSx5hypAGFaC3bnBCoI8G19yd97UluSJJZiE9fXUb0vp3A26FbYuT8Tzk1SS6j3pcakao/O1cszsLIKJFOw3xMMKL+PZbwasExPLlVZWVQwhJOqTjlIbl07e+k7OJ4LCM7OE2U7DlU6A11UwNIdxn8PENy897S250eYlo8XSl1nWPdqLUoKuvP9JsQeXpWhua4d8bQR9Xm3BPhi9jIrTakA5x5AWbU6c0TdifC4alWAeP4MZD4nCrAebzRAuX7603jsA7Jf0S8vQpoefWDfdzRLVY/xoDlRmIFtg/SuYasFTWan2V4+3CDbwGiXyCoLeVBZcDS0xiDa1ElzDAgz+i4Q82Vw5s9NgAb0feSEagQarrkJTBCHxSZhQNCh5oAhw/aUKfk8XFsTWht3/0jK7LvEn6WJRpk06ViMIP5+fqzPOkDx0FwuzMgIqwnO+Z7o3txEL5nCcWxJkPH6tgjYI56omaOs/oEAai3MOmp/snKHXfNyhtaHiRXA8QbIrrd3y/7LmpiPt4a2vYi4/ciBU4GEjYf6uVwt427H4N3y1XSMq4UZW0I48p1g69ybpKNqhb5/GHkrGjexrQ+837xzx+mzs0S2XC8g1t/0nKPeVTOp3rvveeVSaWv1R1neWcHRdJwDqtPaSDlLr1/X5xy0fL/1jgLP9Hdp8PT9M1w/4DYIea17V+BYPo+ag89cfd7JcTCRvPqJQsAJ9zbCq0DjtB3FB8Q1juv9Fe6tZp2p7lQAUPmszOaWlqqCKPd3vDu0UXdBgK0bQERP/QKJ4nn58lOAdIy+Y9uv4Kb77/T9yXY59t87WtlbZ7NoFmc07O4NNnCNGwY3yL5h2zpaaxitYQx1JmVmDG5oAvVjIEIjBvGAkF3bbF8CMQ2Mm1DINhksqHaVJjxvh4yBsXf0Xn7bd5/MkVE2krRZGK0xqjAxYWhIMzgmj6eor7lVNL9KZpF1s1d1gPL9eNw/ZUq7YytIljbFYdoQWRJirAxMyAFJMrkQ9z3/CVHu6RLvJ6gdyhgyA741vISGpGN+RLVC5I5m3EDc0C4XtO0hop+UICgRqouPrU9kJ4B3nTtd600jc6DoRpQbBjp8Z1Cp9cZCgE0DdFMidZAXWMkIRHz3e052N17aX6pwfg/0tYGrXJGxFEnryUUzkMzJQcSiHKDb+/FEOeHoW6Jk4ny9f+lLn5zzhFnqdQKmwuTrNy1g77y6WppLwX5Gbt9+Qs6nl5z14/H7PcZK08snunPQ4NwGA/e0FmeaDTq571Z5KjRmGfcAyT0TzNlzJ/oyXV/rd6KcwmevrxLlSV3v1bvSff9d57tr0fU/j7rMeRTzgJwOcQiI0+hXUBLpEYyeOsUuPG/9XjsqQchJf0yazFXbUm4uZOsXTKK26+OjMs4x0MceSdS2vmOMHgAFfYAbozFjbBtG20JNrwyp+JgQMKhhEENM2zJaQ2sbRh/grgnCemNskgh3UDPmpQBG+obRN7Q2IFsDt5wsJM0cnupCSkYzInOsbzzYI6us9AJABBijpL3vA5GVVjw6JienYGReGC67+Q5RHwlzykUBJw6GQmuDZHSZD6PQOVkpoB3OL6lelLh2FjwQgCS6qEgExTE33m8ExvQtQM3iaQvaQ7XzHRSmMY0EasWEtIG3LULE3VQW4BZlzVrfqZmsg0Vzr4AFwkOjyMTIC8FywSzNvSVVheSzXjt2V61T+qPI7YeWd1f8c1Z2NSX5+clZ95maklrXYztOCCUA9wHxkNpTelmn3wGI5Hy7VTMf1buM/iaAOh+/MlPzHRU/PuN4XTPLK2pVrj6/vHuAoP4+A9Rn4OFV5b3q/c955k5hN+r6zD6d7pmByc32wYENTb913TgRk3JVgQmV9T8BCvOhiwACm1QhHJZnJ7oboKxkF0fZk+tk/KLkqAfyXTGvTWhdzaBOl4OO/wLRoDw9vg2SjrE/oe0XTU/fNmzXB2zXpzDxyMMe6vlt23SHYlPVE2NSkzVmMBN2YvSnDX3brNyLqfyVYYEJl8vVmBVj48xsytTAlw3bprsft21De3GJVPzgkZOujOMU5mUq+nTaFct30nNTQdG0+FWDosTPNSmFuQlh2H4NYr91PxwDI5YpFpYQzsGJbxCIYvKpVDVNTCdtODuoXPM1taDtsFdOjJmiLTFe5ZqDPfcd14ggAjyjavnz5sNer46wHBILt03HbLtk6LhWLLMwckrGIqIRO6KOt9LN7GdtadCUfkSe8p8xeu7/c7OvrIKH9a4PTf0fjFAySVpuVHgcg9rXB8nvBkjJR1dGXyp7lx3Od55UZ3nXfMW9a5IhlGsBksr3okoWt/cd3qbaEM4bFwTxKhY/11DrkFosWeu6YMUK/A7DRMdrMeOfyZgXErNcuwXQnnfv2fV7IOWdlFuPM7PB7CPx+gBnPU8urDh9WH0sTgBINevc0qJ4ue7PF/RMEGuO7HQ8nz9KHpNSnu+pwwTEZrS1sp7moqwD8vquawvBGybo1ZA0f7oQHVTmsES27jpfQ6j0e362NCgf/ehH8ff+3t/DD/7gD+Jd73oXfvtv/+34y3/5L+PX/bpfF/e8fPkSf+pP/Sn8nb/zd/D4+Iiv+qqvwt/8m38Tn/u5nxv3/MiP/Ai+6Zu+Cf/yX/5L/KJf9Ivw9V//9fjoRz+q/iKvcTw+vQ0Zu4KOPX1F9nbB5bKhtU33qrnukXekbxt6M20HkyX6cuTLuBSb3xMRGjlAaeDLJVLepz8C24aDm/E/3TeFjcG1bcPWNjx81mdFWOzmG9tFFlkcJ5edG55TRERTx4/UbmAM9P0a+8p46nYAAI0M2zWJfydPCS8RDy9u4uk98qaICLonfxtDQ7OLP8NKFG4lBjyTTqY61ntPzq1alRvkZSpfoYYCM8V4jGpe04Vo3c4EGr7w1SlWnW5Vc8LbBt//B0ggm5tLlrETAbUNAIPBwEVNO4NYw+CZIyxeCe2eILIAUm3LbFeWEiV11gcHUuM+OEQgTzQYYLV4o3g/UP1hh0cvoZghTyswQQYcQMoZY75z3FfT2/YSBwm2AmWB7zI80dN4vh7FA71W8Jl1nepdP4tKsRLvu0qZO2UefryD+r05x88MsHymjxCWZHb8XIHIXc1JXHNt8+1nqrAsqd7wgooQQbElRtxU0ajTOwc6dYfo2wR7/vT1XxDyISy6PC5jVyGiatsPfULpW/iM47UQwfd93/fhwx/+MH7rb/2t2Pcd3/Zt34av/MqvxH/9r/8Vn/3Znw0A+JN/8k/iH//jf4y/+3f/Lt7znvfgIx/5CL7ma74G//pf/2sAQO8dv/f3/l68//3vx7/5N/8GP/qjP4o//If/MC6XC/7SX/pLr1Md9L6jM0DdQlvZsocKVN00BiAbrnjE6OY70neMbTOA4innjfEwgdolUB8BGNQV2DCD+26bByqYYZZwtmVqCGJO6u/SLpeQxq99Nyde3dnYd9/VeVtsngAqVXeHR58kAVBi751rSdxm0SFKJT2jGnR+amp+25pFwZkkQBHfBND+FJOMBCgQnEn6TIzWEtl7/VU4MMmA0s5ak4rViX4m25IRdRFNFe+5ZMYYaIbCQ+L3d0r6JpwdgeYNaKjPrI2/5Vah1gKIghtcvMnN+1z96lJyamIgGjklbYPz/gYFml4jBZQZZZYmOSNS5GrbBCgTwxPrrZHPhkmPisYlJDXvW9Mu+ZjAmDn5WKzggAoYOOYTidDcGPWpo3H4eTIkp4DrVPpMSS6IuxVc+3DE/LqlNpLy6bmL5qzLU52kPnMGms7bUv2B5rLy3lfhjIB6K1J5Jk++p7l4neM5modb59c6vMpM86qmpVn5Pjg5u3537KY6I+av2PjH+vC1EqD9HGica5JgTv2+rpT2+JC6Zta1JynLlUhLAybunpCgouUcdp7Cfg9PHRsajGVuZyWrQGI+i1aHFASzj6Kj2OsgSRsK6IlnXyPVPcld/fL94yd+4ifwvve9D9/3fd+H3/k7fyd++qd/Gr/8l/9yfPd3fzf+4B/8gwCAH/zBH8QXfuEX4mMf+xi+9Eu/FP/kn/wT/L7f9/vwv/7X/wqtynd+53fiz/yZP4Of+ImfwMPDwyvf+4lPfALvec978CW/4lfg4aIaiq1tKgEzY2sXbBf1P9nahm17ERoPNfu02P24GUDxzegetot2TAUblDsYsz2rOTG6gVYCoxVGae/aLgpKtg2XF59t0rmamVrbZjQMwCci1c1QwnYCY0IOUNwEswc4ERnzIiwTlklNPCDbcyPmkj0bPhQqfY6uTLU63051BIzJs/Znzmj739rGC0Mfx8nrk51c3el9b89GM4oE0WyDQL+nEkIpTEqGYPSrmsfc2Xi/YvQdvXf06x5Ep20buF3S/4RbZN914hHak+jidBymAdDwd+4YfVep4nrF2K+qPRnq1K27Ppddqgtw0yR/hUlzjhsAza3ioKRkixVRwKpgEyWTLIJwAIjN2dxJOogYCkuNNrKBixmM5BQ7Yz4LoFK0esp8Vp+laHfp43VOr9LnOg5npki7awHZ4meBcFw+PBLgrjKl9Qh4twgaWccz0AR4HPqt8OpMDXQDcJd71yvnwLF+HMHOWsyZeSuEgjLedf3n6VKHhSfdNIWA4MBxvXb2bLQkaO/xPi85siIv9833rjS5AnGnNfO7m2nPa+cmeFlpWpsAStIuE5o4f4+auFIQ5hl3FZjat5p4wj+FCiDQijGf8JfsiAT/3iSxPjhgfop2CxC7xoewLP7KSqOBT758G//v/9+fwk//9E/j3e9+N+4dPyMflJ/+6Z8GALz3ve8FAPzAD/wArtcrvuIrviLu+fW//tfjV/2qXxUA5WMf+xi++Iu/eDL5fNVXfRW+6Zu+Cf/lv/wX/Obf/JsP73l8fMTj42P8/sQnPgEAuO7itA8DgkZDc3JR19Tm0ERsnlXWfVB6NwBhmURba5obhRlv955mm2LuYWY0uoJ70baY+Y9BGKQLK1R1IIiZdFprGNer7YLcsBt4Usm9ITCnS4iSAABIyTE2AXSAAoHuLJwE7n4eiZNQU0rtRpiOAMj16YR5JpGNBcKMvm8gKsnCyU1YvndO5g+pSb4EJTkduYxOViekWsWqXzUvXboCQ2GTNuZ2q1TsZqpdwcnegT6w96fQQJE7tBPUcdjBANlmvzKsDVuAIQcLBFJAIkPbZynudV4oaJPh7SNQU21UaxsgqrGKHZVlZp4T8/U+Gz5TrH9sovg8EOj2AWzyjjiomWJR6y6nCRb1d/1S3w84/k7QUoiYa4JG1t3HdZLqnGBVuooaxeBA1gh7rL8W9RgGFPwv6uSm0K7JFWOjy9K3w8d5obT61k370jNEy1m/yHTiDHDNR33PmWkzURuBLJ28gcYFGqyz+6COWWpT2C0iI/by9lf9Xt9My2k5E4QjmU5Z60v97mky7h1nWrWojr/WgcDJvdVPaa2PzzGf1zVnz4hbG8qMS2GpXaby53Lne6nM3aAl8dlKliEC8UnkFqcWpYgcYIwyHgVAEqmQZaGqBN3TLcbGdylxIlyfiwuaGkGbl3REaeaW9w7olibSTUgadWAQmpzt/4KT7BgDf+JP/An8jt/xO/AbfsNvAAB8/OMfx8PDAz7ncz5nuvdzP/dz8fGPfzzuqeDEr/u1s+OjH/0ovv3bv/1YB1FfCXQLG6UkLE60pHE4+vjftm2qGTCQIiKRFp+GROiwAxMm0qieBbAQD0se7xs1zc5SW28BjNAlnGhDs0IUjN2ntgDAnpvtJXCx72WnYjW393xuYXJ56GSSJTxyXeSjlE37HuX55oO+GFxz4X2x2SQl9ygnTwrHoK0ps3ZTGq/vp2i8AjY/zzPSB0IiUCavIEhG5peJdsCjnNS3Bl21FmPXiKilt2FdlwDxmWpxIlh4sqbLp8ZlH6IRexj1xmBpsaiHBlvpuxofwIlXzcc+5XbXlCVNiOR8BjRjqwMx+uA8D6JjAqdFFHTMx2KVXue2kq2vZcOvIiURI1TrAWBmNIKqpkhwXNixEUhfK5XhSClukqLNtEVQ4Cxiod0Ec/C2tobtq1S8ngnzwTzGUTGv+xl2Obnt2Yc9k69yhurnZkZVKFxpSmG4S61itlNec8GulhNRHDfqWJnTVLB/JTISTKV8LbiGwnoZiRV9Dvul2wBm1YqcnT8zr/jvo1bmBETMD5mXUjHvFi2HZpvW9AUBypfn42/9HX9m9imMXIUvR/wIJWishSAAFqAQz+Z7U3vi7fJ8GrYmjJDEsihVzCziVLZCqACdQkvjYynmtyajatGWfgAhpMJnHO8YoHz4wx/Gf/7P/xn/6l/9q3daxLOPb/3Wb8W3fMu3xO9PfOIT+PzP/3x0GTqIw5GpMVdjYj5bOtUsngLqFIQMgA4SEP4kTqiYWQk9EZhUnR67D4tGu+gznpHTfUCMrLCAPXJnmJTNDN53S/SWE32Sia5pE3eGpOo7mYiniCf4l/jtvGg6fO2v674QrHje/nikA2eozU3NF1l1jeFKG6FdYF+wZhoj2SDcjWEYQAnmVVSPSCZJDtyMGUaTRr4zVP0OlAqBG5L+NGPswD4sadquyB7GayU1Rgp2uqpgxXZftiyzfm9sKScl22gAAvvtWX+D6BJIGNIy2RE5ox5JKAizBOagdCaWdTBRJG7veyoMm0pd/L0VLFQi4rOAkYR3njBOD/PeUifxMYGtBYqxpaURVWNDhFAsTO/1tVeYQoCgEyZW6XOs6zGUIDMQZq7b7LeAFGfeMq2jWNPlGVme1e8zl6fp2w3kUpn0ia7kWOuzdlD8e1dDUbDF6X13n6X7901A6YTY1O8n967A6tWHgdsFYPj3rGodhaKlQ0K/ZOAozDTnfDB5InNOBUKTWHjJ1KK1LlS0qScgxf1Rwqw6ci7pFJGcJgTUMXBw6UCx/hFnm51WpGZjmZMHQMWl4DLjC7BKep7lCVj9J2tfWNtuRlWcHO8IoHzkIx/BP/pH/wjf//3fj1/5K39lnH//+9+Pp6cn/NRP/dSkRfmxH/sxvP/97497/t2/+3dTeT/2Yz8W186OFy9e4MWLF4fz3RkprA9N7eV76ITqmTSZlv8BhGZSlh8imiK/lYkYEQGGWP0cEWEMimtMpklZFoXIAA0ygbZqX9pkPhJ/lz97tVBfVLOLgpNUU+u7WhHXXuVOdCoVL0cAlAJWRoQZu5Q5+wGMzSXWRO2+pQCNnuHXjrjhi7Qd6uNSc2ie7BilvtqHffI/qXlJpAAUDMvsav4nY+xmAsm21r5g7jnWEeWBCJ879JsD1OKg7andhQQyWDd/dEZNpHsu7uawigQnySQl6u/ndesANWURW4csTI1ASaBQNC8LIUqCieg/P7FGEMV53GLvdIiY8XKs46ZrKRSEXK8CHdex9Tp4mGQS+Khb9FPpBr/HRcIxQJSRY6nhVGA4rRcHdXDZgKKO2Y9c1RopEJTXT/5V03LMO47nzn9G1W5fOh43GPOrHzsy9nv3HmSgk/c+t6zn3vuq51ftyBGY1O+c7aA8H1cL7VEabeO/aDsCsETZx7qVSuQXBwGRdFLN/c7Ig5pRTUa4rgMKf7Kcq4Cum1KugX2AcvsRoICUQkW4ONcCAKsLAgXI97sptScBUgjAMFktnXaTJkH772crzFhE8M3f/M34+3//7+N7v/d78QVf8AXT9S/5ki/B5XLBP//n/xwf+tCHAAD//b//d/zIj/wIPvCBDwAAPvCBD+Av/sW/iB//8R/H+973PgDA93zP9+Dd7343vuiLvuh1qoNBgm5ak13M/2SopXAYgRARSFPSzTJwwYYdO4YwWBigDRCCDFHpHz0IJDOnr0NoTgpzZp+8+T6d+lonzZxepFrUhZTmjANweJIgfjI0xX3V9tRyRrFt31qceRyR6ySJFibcSzK4qmnQh0rafiJgXwhEZFtlUN+Xa7nAPaPhTGQ4mOQUckco96jJzbcPDzApngMkHXohA+glDFsG9rITc+yLQ4QmG4jVBwk0wGxx/QPQnDHdiBqBsM2Mo/AjBcukEhCTRbO6NkDBpzvfRr/WT+eSou8nZH4BtQUfgehphlIDILeOVFUv6bQDKJZ7CyiuY5bfKbVIMGJfcVzZXLLOM2FBCq5FLb2qvbXC9h5fC4Cb5PTVZW8h25tKw8x7gD2dE2RasOJzdewd+/TohazjpHUrzz+Pxc5gsR6mD7h5/f+pxzsFJ2fPv9P3vm55CXQzJ0ilP7ydMNFCw0IDslyfPm8ckd/JTeK1PMv2HSAGPs1t7i6akAAys7pP6WzjFMKn+rqmRibAPYGIqE9L7Uk849cRPjEO7gZDNSfxrDu58FKH5x2vBVA+/OEP47u/+7vxD//hP8Qv/sW/OHxG3vOe9+Bd73oX3vOe9+Abv/Eb8S3f8i1473vfi3e/+9345m/+ZnzgAx/Al37plwIAvvIrvxJf9EVfhD/0h/4Q/spf+Sv4+Mc/jj/7Z/8sPvzhD59qSe4dXURzg9AwRiAAC3Y7z6waFh5DNQKsAGQzGjcGNEEZgEaEwYKGBCEVjIwhoSUJTchCsMkmzLDJVBcKW2hoJXRO2A/Ef5eYFBplXBTjpESMfIKYU1+cK/U5CmisYMzV1+tc8XcZY0QBSSh1SGBljzXfawYTotafbTLDhBc7qQaFKJkZR+pmtcGKgxk47yN7N08+MKpZcO2Fab1CIyGmjfLMuB2u6PAGeb07Onh0YPjCdpe146I6hDFaO8R7SpC7I7tPCCSccGuklu+AHJ0LpL1XBCS+h48ocLQsuUvG/tKY6QuSsC1DbuOUhLnM70Ig56oFNStEnqL9yDNLr5n2oWiMFD+OkLBibIkQ5r8gwlqi3ysTSDGmXkGW0Uhf5xBNQiilL0SsH8XBxjh5p0TZOm4JTCqdOOv140Hlc2UqeV7gAMquFfBJ5elD6VbvVzHoWyDi0JaT63N1j8Dk3vf13bfL93vq9yOdfFVbpu8TAXUn92KisJxWOq85tCIxN+27kGlXnImv7yz0bDps/atGkUNLC0v6GZqFwuyzL5yGJUAR1ypauUzLnHCzjhgdrT1HbCTBwXURfutWHgTbHiQFOoyclzVNi79bQLF5bbzLy7a/8UwoD7wmQPmO7/gOAMCXfdmXTee/67u+C9/wDd8AAPhrf+2vgZnxoQ99aErU5kdrDf/oH/0jfNM3fRM+8IEP4LM/+7Px9V//9fhzf+7PvU5VABhAMYLdC2PqRghZBhiM1vtk9yKLrHAeRNCBcPOPWBSPwBxbpYAJG3jdFZeSrqAQiFC55yEyDvdOJL3yOt+YlzKVidizzvzFCaX7VDgDtx8rAbFaxMdRCrfJatfI1dehxh5RqQoqiOx6+Ick4VHJsxfmB6gak20tVLACSGhPTFvFniMgOs2ICYHK+w4ABaZ1QP7W9nrINE3SPkifYCEMGSDPxDvUnKX8QmIhznTyXNolGyNxRs9SwgEo1cIOnFcmJzmP3DsegOWvKVIY5fzwWTcluBNjeGZqmTJFFqIRIYlh4pkZwsKaYtzgAM7nJpyJ1icMjHiEjNVL5xgrcCPO91GVUGemhcO8zf6unyA2lzRlCDAtmNamoHMpTAUOD9Z35By1rizdewJSpnXn5d8+wlHYX+Cq9wrCztosXrekJ9aIwlQXyXr9XsZMlm+1FxZWXIalrvVj+d7TVN4XtOmsPks567gewVfO07UfVgHCaWb8Rp3zDkpSwEpMQ3N/hZ9dCqQpEC7tijIEkb3bQZDROAfkQqtmxrU77n8o0VYhjtdBxLYwqe+j3MKjzO2pzyTXgsT5dHyNttrTsIjGG5wj+r3WYaWPzseee/yM8qD8XB2eB+X/9Tmfg2aROBvpZyPN1OrmgUaMjdKnwdPf151pPSLEc6i0kgintbJRHI7x5xyLtTpOil2DMY9+JNoTMZeZQY0W4y3l/lPpo+QVQX1HZURxMZn12bBPocoRVobwxZnbWLVBZyaC0kcGDhUUWv6SwojmP3OupaMdWKOAKMoMQuKvMs1ZldQzz8TA8H2K0OD6r+TRBGobtssF3C5o2wXb9oC26caB1DwHTmpvmN3kkMwk+lag2hoZwNjDBKWOY8NAR47FWYhiHJbbRPdb2mMLAvQdsvfwrfF2JthMuWbqx2WcYn4zg21jxMM4DieAHB7+eT0JuwBgktmYGO328cj6jeHzqqjU4/0eyYO4X9Z+9kcwry+YtCoi2lcy0Lv1Ucnr42PF5R0B9w6gY46Ckz5O11GZtUjHy6IRmd41srrOjErbgj6sRzWnVYZeekHHQ074xpGBO6C+dRw0HsGQj+Wu34GkAbfeXT95KfjeM8zb6X3Hts1jqVoQTfugfhpJ54kIaDVtgoEevx5tUZAxipn4Vh/cDEFmi3IkM8mQgxc4NgFEUFNAxFoFUnitZQMqcKymKMp3R50cA/uabgbULMu6+pIAmrLBAwyMOTl/ClBIiM1qR7e0CJZ6wbRGIMIn334b/58//f/92c+D8nN9jCIpd+8jVqTIojbvnXSH4eZqMCGQpRv3/CjDIjaISN0DIjEbKzq2axuzOikCqhIEYffsrcG8kxD1SZJfFhl1HGmHhpGaZ0ZOHpupBIuSqTZwmugohiTBs1Jigiqhzkig1elzXkT5vU5kMf+TNH8BPbQ4R1ABIPJRgAa4dzhTryBD18dMJLIsso385muztBGVNWZqvgkiGAWYDXQwLsFQK1FhS2zGW+5lNOQCbgNNBoAL0BpIFLgOC3GGuBlhGghjNHcUmpWgrn1m18WkIwykw3XvlnfH+nUA3FuEXIcWLAizz8vb4CTz8pxt4c4HPxGv/8ogBkG3WPD5J0PBLRl4dPUyhr2rAOFD9xQmaP1suCPaNkVPSH3O1fg9/IEiBLmpqTOdZ5H7F8V8GqE1yyOlySzH2rWMK5FqWSGlzwg4gByxCBBC5Lk5X4/TC7Bqcn42jnsg4h5AWcHJPca93nuvDrfec1b+WR0kaLlpQJiR4cMAqM0+FTH3gOp0OjF/KPN9VZv8jPqxpZbS6xFJtcLshPwTBUPSTd3v88PvizWe1/zZW6Hjh7lV10xJrnk2xXS6eiI2R1HaR76Rrf6e+cs7Od5ogOKdGoMBX/5FiSvABvOpcEBi0pFGIFoCJyPu+75jMIMHozXGkKbRP6RIIIi6qL9KHKZ+o0IpqyZFU2ildA8YqBHEQIqh5QiNrM10MMMSDC1vc2LtVVnRup2PXZKP0+5MysimSfaqZBRPMMFSzuleO75IpqgIM6e4Ocf6qzLNMQoRkBollO92cDPV1X02YBoFgitJTdrpIdlWyU7BANu4EsS84UMPYWYZJ0g1VD0AStys9XCQEudO+r1+PyWsIKix0gCosEX1+PtZ2wxPS519QUFAjoCMilkH1q/hA0Q+Ura4fM6F0533QQu1rYI+IByBnYDF3C20ywEHCsic+sfXdmVGbh5ArCPKxp70LUKNr8ScJ8KqljUfs+w3LbOdjJv25eSjVhnZMobaxtI+UkbjY5P3iFN9+Fr2t/mDBxofpqnSn9qMvCXKnOt36zdF5966XsEppijIs3vvvbeeu8XA7gGkM3ByDwh5A0Oosfng8ywi9wqjnsvI56oWFUiNz6vaA+iYqMm1+Fp5uYuJZ6XJuU5o6vua3ybum+q91gGpeUn5xdYu25w+rsvC2uyUlDxL5WItL/pmueeZx5sNUKzzneVL/R6dqhNiGBEYDkgMxIR5xD50M7ehidnQ0CAq5RAXrUGZ6MhBTLzkxAfxhsiLETXUXwlQJC9ZSEZKdbb4oNIasYOeqpa1sFhxPinTxCEy8HAHoKD0W9WETKYfAOA55Dbm+AmDVcJbcoDAGbw3rATRLdFBQgkeSNLsRlLGotbd32covmaXUT8HMXDa4RqvIbGSJuIgMABKGpKuwFGBKUsz36Dsx9FtDlhnhKOxm5UmNUEdGx/blLKdeWfIqu771L2uhZiGtoDZ2lWIa4zZwuCij+27O+k5SKnbExTN36TxMlNcEv3yTm+oCETm+RAjVQmojz9qt5Q54nWertMyvtZ33s0kWDpZVdexy7WAKJPkia83qtosHVNxEGFDfp+hel9bu8p4ToyilDl1jpTrdswmXGS54l/n+pwUMT99Wv9a77VN+X0CKGUMc5jK/RPTPHllod/1trl+8zvWa9nn6/V5zkf3x3wtGpFYQ3V+lnfbPBRfHxOwOGna1Aflt6jPFZBAiEs5QhV4zAWLl1PJCJUv03ypK6rcX6onpnqfQXZ9YWrni+t/9o/PSnGfGgTymULtS0/UgOnnHm80QOlQOyKIdLEOBPMM/gfgJSwPyhBchu5J00j9VQgDGzc0tr0adg/xGBqhKkPzeaCqv9X8s1t3M80L1N9LVIHSiAVLlMmnA8X6IYDse1lMnrVDnx2WW0WINIhDyqKORotFRyy2y4Gb02ONShnD6z+mewCB9MXvZV4f0Y5YauWGDg4gog2fM8HWTykJNipwYdqm36Eu9ReXQ+uwaHXEfBEMXIXNlQg7Onjolgb9+hL8pD4pl8sFW39L01q3BtobbAtFeKiya7MCOJXxTk3KUj8OqmiObtruSYM1UBg9ZYeH674BHgZE1IRCfZhkVX0fEvE6MVTpj3UfKwcd5otSZ0vapFHeXwBkra8k4/etAHx/II8OU3PPUEWLMZbQ1vhw1TDzAGwSfQUpNTwTzARws2H4ADFy/yKYJ1J9NnyYAN3msWjiAFCZ+c4QOYj7rFE4RPeIOeyirBfT4AgNDLYIrTFK1s6iMpciQFQwO780vxLZTuuz1kbff1xv9bin8cg5q22OdRj3UABbq/ZSEGLNTFWPO7fy2+mnA5Hiy0LmI+HzMcDzSd2dilb/CiJQ881A9br7sefmCi4UGEEjUp7DuqmE9sGeoBwpOLjwFlprIpCbREW1Dx2SGhgmjOabVThv6LZhrJlKrVfUvYHMTGXPlzmjUX/WF40NsGtPqHBrviLioJudHOsbWMsP66WtNVUCeN18bPLf1EhStMxr7f5mQ45jf+t4owFKDD6p455HvDB08H3X+caWA4MVcHiW1CGifiXMZhLgyAklMO/sMuhMHH4HYc9GEqm62HX+56LViJC8bjlET+3IHmnhKvMqDFbVuF9zBFy1IHXTtAQoMpeD+ftMwIx2nkymlbic3eOTtqop9T0d1fHxnnp2lNT8eZ+CyhmcFKfZ5TgDKLHPhj8/OkCeOZinPDg0lNmP0TGGoDXfU4kj9FkbOzIqqbRH61Tbm+2pEUvZtzmeNXxW69pA7s9BNVRS6e0A4BsEyvrCRLLHgSINWxQDLrEhIhVtDLvph07/piJtzo1hSZvMzEFFW6X2KvNB8b5H8OtpzGtTksyWaBw5OqA6U/aEh6S6s7SkTODLyhNH1RTPeh1iBsX+AaV+ZAJMIdIr4I/HvcuRYyv2GR4upd81j4uBK7svoOoZM17WEBXgVG891s1/H7eOqPdPGs6T/DlGtaI4AWJfs7kflOkKjOlJla2PjM9CFPSbR3wRQzzp1w06MrWPKCJUtI4t1o8KKvPMoAkB5xHpG+Oa2y7zScS28dGBKsw4PScd/9SAFn2T0RVff0S2jvq5qThobBDtWo7Nx/htIErSghBzPzQq1vaK1c+6otIt1zAWf6ykH7ed2191vPkABY4mEaHBVf3uGfDYJBPfnTcJPNSJ0xZ+4+pZQtMIaQhqMl0fXPL56KABljelRAPBEC0IlqLcCdVJoyrjXXw6DipXSdCSkrpME65qUJIFBitMQh/lIp+/JZoC5UpBUBMAEnhW1TzHXpFsA+Y2+3k1yFRwo4uVcIw0uc0QSt3sGIWYOIEgC1UmaRicIFQ3hZSQNnrbY9dsJWg25qxScAWLaVNu+R59a2rdiE4mQdKZ4On1L/qL1QE4iKGTFhd3/F5MX2pvuI9G8LGQEmt9MWmZ/F3TbyS98txMWS5ZGDoQJhPgJLTZqzmPjxgAqeaVdbxPWRI5NwAq+/O1H2djjSJU3wAsYszMP8z2ndP06s/CAcr0cuvoINHHWhbEpWUZEw97kzvYxw1xr0OBaOfa9lI3Jj5cr8/NvkrVQbq8077nbrszOHGGiqVOMd8LAIUzReQ0FRoBHnO61rK5zJVqWuS4Ld5PSeHmYbeFGs+ST9T4DOBYFomgtiW/BM44zL4sW2IcslgVQNO0ktlgC+3wNRZlZbQi1TVbu0qS1ol3dqEDBWvEp/spDZgAEcDENYf5zhVYxD3LufW785ODq8AzjjcboFCyHwcq3nR2c4RA99Ah5J44YyiqFzWFuLqPRcDtMi94dywFgmGHRoNS0+HJ80gospl6JNCk/iwEiZaJTYBKfGHrt4lzRoAKAVivx2Tw3CBxQdtQAY2frwxfrP7+eaP3y0Qb8Zr0m0k9C9eWUsQ1xftmCazUa/UjgPfZ4gsEza9z1jdV2xP1LdIAESmj9P2cZEwaFMUhHWNwZBt2Mx9FWCAMjFYfDSOmzAB1Dd/lJI5OoibLblnQ/lvErNZEmR+XTNuBJFyCEm4NpIaujlglaCgEtuQ9IAdeQbjLmFTVfvktPirR72oeVYf0YXuKJEH1OauMMUOJA4gcp7sP1uF5P68M4ITwmaaGovxjZEIyByPSBVQ7UHcCrUnzKsO3cU7WVhy0AV8nLqRMbamaxUjAhzLvfRQNJNE8f3Oe39d4cLl2CuKjXhUQZD39XWTzI35Xf4llTcNBjJ1j03TMYfDuaKy+Sk69a1oCLc+j+9JvhKjWoYB9b1PQkKlToBFp6t9G07z3NlAAxKBTCxgQybla+yjfY8UcxqSAA8mbo/cCYNHUlqwG/f/b+9ZY266q/t+Ya59zWsT2gqUvpLU8hCCPKEq9GtGkDRSN4uMDIh/wEQgIiSZIBIyifsHExMQYwxcjfDES/4aHUTAqUBRTUEgrFLRSUq0aCgopFNt7z15rjv+H8ZxzrX3uKcK9vfeuAbdn77XXmmvOMecc4zfGHHNMG2Ad4NXx4rGMAamCv1EnyXDQGq/uddUz43yN38dWCzyWwEbvsfc2M9r7LxaAAlUursghk5gYGIFALswKZiTAlKdJ12Z1e2WtoGGQfTaDTUIdlBsJrOMaqdJtC2pJa6UxVDQQlyuGtBxU0qBrlCNi4Nl18fAkoRBQPUhBxewclCOQarGkdCaod3gddlEGJJmyk4fTB5MZTcJTbmNx8vLPDKiUpsS4N91v/8Zx7MqRSpXuWVsjzWXYAUdEBJoIVVNEC0BRoMmyzY+0L0spoEmEXCkFGAYBqaCInSAS4TpsUEoFlUFOsdat7U2g8Q63rcX9UKo/s5zizYgAT4YFpIbXq1c7zXc9JsDBiH72TSe+3VJ4w3qfABHALT8rO30WHgHTNDkAjHVyJKA8t+ytvXABnBWf/Qfat+TWnt+QfdLdabBWN+dnAuasgr1XRqQKy4IJmSm2Facxa/u7bH5pY5rJYUZO2yArq3i5RKG085lF9pcI7sldmjf2eel3+UiukHqF0fDSeqBb2iulzPjkAwLQGAxojJINqKTswyyXbehNlu0wSvJ23FJsOYZiW64ZAKkKMAA6Aw0UAin/0+yt/rzXMT8d84mhIQTCLKm3eR39WswRL8V44CkX0jspeUcyyNLyzFsfc8NuEBBLXNBPJVYgIyOMokBmTCWXq58bQIIAf95dvTndv28JsBjAjnvk2kUSg+KCx4UMINnxaiOmbVAVTXc9UEnWntw9ccXEFYfTJDlTSsFAQ7jiS0VhAlf7N3nZTYUQg2lS27JWSaXf3JkFrU8mEyTyOYSQtCseUWXBmOVgaFLUM7eDKnsOVHBYXEBzpDZRGo5tG91nlQdi/pTnD0y+JkQNjeVeAEgZOAU3lgBKFrg0K8uzK4MTewLdF0o+HRPgOimLxSMV8awxFTmEshQ9nbqAC/lZToULUAeYlQ0AVAsiZbT1gQY7M0u5mkuBuUpwdtuL3teWdwdgX5603Vi1SrZbW7p0a58FJFup1calG11h7bd9m2x2Fv7lfA/ep7k/KI3LLKMN9NjWOn+elCcygAUnRHxITxZ3ISw071NUhkmXTq19/ttCYRYqoIA/lHcEMeY+8HJ0nhhIoYG9wDwnZWxD7yXY6eZuNNg8ntdMSmhiIJQ3DrIUcOncjG33iGs2jmHyxZRNbBuX/wcwIo7gRWF1wFh7ppTglZelCj6FDAeoceVvdUggyd7M6onWLfINqDOPbNoGbJshIk+IvSPtNrT2mT5IY92xLoXXL4MsotJ6GB0s2TxRHi/0m8eioR9DSHqmKRgmSTN2y4VLTGXI04iB6jUOObh24yt5TZhTfyhVCwTnNO4dqNpcK/JWTzlgZnjWqz241etqNA2D7bZEY5BdNEs8NsAa4cIOFOHM9M/UMNTGxgR4ivztNKFCGOMn8BJAKIKcK0mc3MSYagyK2cBEAATJvTAHKM2gJRNvOqXYttGG8ziUKmI7q+V18Bcz3Kr0MoTc8Ova71VI+MKzf1A7oDKKXx5oPPvTc6b3GCx5ELwt6T3WlxYka8rAn6esJrQdadKEIpJaEeBK1KwGAzrFDpAsqhi4KJiVYD1xlGqWxZSXRf6xlFkYpFlVKwbNXcKQrSSiZMAFzCl+Qdtgw4WZfX2YeVJQYhH4YpEY8Kpp9wfrRGADoY0iCX5UjpOrPbiVGcXSwnu7Frr6COLuH0ypIXsGoi6chWPzMp0T2QJufqOs9dCM7pj8uSZRxhIg8a+k2cmV934tduJk5UdqMttWygB1Nh+jyWYozEe88MOBLjNq1d1sBs5tjOfszTbujE/Or7hGqc1NS5lhAcToDJoA/K0HJch2GML5E1Z4gIheQZK+y/snZ5tkA9IqnSyle9Hza3qAYsuDqd+iU+Q7+1d20GT3Wl85YPE65ui1dsw5r6j/ndpbtWJE5PHunJ+gfgzEoi84p8NogUD7RJKRxtNmvqeK5E8OUOyK9nVNBmlKCqrsSrKY451Wruqd+EcJ+1yMAAU60V3AJVLLjQHdDmoTU07/IEO7LJ0CYtBYMWLC3t4GEzYaWS0WhKTT16JrQZ0I46lDVGU8MWEoQ2h9m3Nar6kfMCqkTNXNljeSQFj6rS0rla3v5KoZTGt7P6X7vHydKX4f2zY7LaB5VaN2Fsk9Ny1WAWDu0QS2dhEB3KXxNyVmuxq8DJaJ7EJ/irbGBIxyxjpGWytmPJYdWiL4hmGDWguGQdbOCxcFFhKrk2WrdL/2KpFvaay1yrlQpQBFTtnN6aQjdXbb90a2m8zASXhRJjBPzfiXfD9pJ09l35mWE+VVsMZpVdi24PweWX4Jr5QLNSyPw12u6WZsmlSGxlR0XW4iuR8bSe81cWauD5rhP1cp5hXgNB4bgEDZExLtsanswYBaQOnrl/6XvZZc03ZMPXDTWdDVEYkftuQrerp6f0YgbgSdlgQe/FllWgYs3qbcUO2jnHCwpww0XNmndlsneKmUtv16zhCKeIwGJ1tW6SQvdFJJf+fEZRmYQHMk9cHV+grbqZOBqIKVpl2ek2RpTNsW4TTi1BCeiV+TsalzA7aF2el18J1lVqx5+eV8OTHAbP9hN39C46c+sDL0+iQC0DZouMymmDsZ0HBqt9TLouULGJHSoQUjFvKA5rp5Soh004F2rCXwZGZM09Ipp8t0fgOUTk82k6wTgBW27kwotv0YAA2MsU6+zLMZigT1TTqe9RrxAGwG3dUxyLZMltiHaZK96lw6RyBZ5y/XXcCThxiKamONKTRlnMszEKHNJCJNPOWvawcecxOj0gObXQpR+GUv5IVnl0CLkG3hbQVZmkg+aS2SX8EGUXwHfMfTEuN6JG5u+oU7VQl315NCb5aU0oS2YxCACaUwmAsqxVKhJIvTcUUVNBSUakJIt2pq4G0pEwrbcqGBF92qrLEuWgF5vIQKtCA3c8VbHJQpFzmdOWUINo8Kou/FkjHLlBWcwIEIkbZX+4o1RqaUFAejaz+ZX7timMS60q38Okmbu0zGmkBtDAwBTUDp+jemey4ricx2XPAECys28OXhmapIiADWE7V9ypJDzKZNtqxGaBWUmjC5afr+AqIJIAbV8PLlk6tbnhDi+Ae9xFXycjQeBojyGrqzY5pKdfPZC5y9NQBYRm/pt36JL/hrRp7fKe8ZsmdnmI+PlJTSEzECkBTwQM5tQlZ2ytpqbWFDNLl4U+Al8aOJUcll5HwqdkNeLpL/Sr/JZzt8z5Yt+ntDygUb3RhLz3j2gMxPioDWah6zDnx5PhST7RAABRC4TLF0A3ZPiPCtixn0eWfjfS4/vZuKLYsHyMxekj7EIP8WwDc8vMCObOM76DwHKK3npFk24JRLIIF3X583ocUAkoAvhTBpMrRSJ4iFScBQsSkqHLSj9vf3JWHbOGIcxSr3LcRZkIOaOINGGCeJq11pY6dVUmlw5PL7IFlbcrJtsUsALpeVlzVaIhml6Z54NvE5/QaOqTATvujabDf1SKb5rW1Aq8Ta9lhwdEPd8w+XWEEBcwUNkAR1zKgkO74krow1gE+BJWh2oKE0S55zdzkzmAcfwxlEUvoeykPBR4o1gSq85nvmVcdLz0nCnJZ+2nw5eaknAzlO/daPn6XPdQfveUd/zC1420WWxmn/fDO244PxIwMW+58rVFXqtnwVuiuWS2JihrDt1XtjQPg1qEKxoE54vK69KGEit7D7QzcB1ddcfWKRgsSysOyy/DcaNzNQ7K+NGxtHqaqkoDozet6DiZ+geGYJPJlQ4uwBZUDngpSRALs3Qcrh9Mpcrg1tZywxLN4EZL0S5SZEGk1oel0kcLCjh8YGEpZ8dnJ/MxeTYWnkcWLqnbBlavh4taqluZhAgfWZhS64zK8hU2yOz2qW5guh5S1V9mVFC57N4a6NbJjN27hHDCCePXNRLfHsXtdKA4LMYg9ha/+bTOjqxJsYavFUjJN4ZmshMAtAAfQkZAL29/aaE3ZdMGYt7WA4TSYy3dlaY2JxtoqYU96VeD6+F4bvtvABm9CtzdX8crOW5sCj4193grE9mwPpDB3nVzSJ0NIkFyxv77MJTkcAlcQHZ1L6lgRroVapp9r556wcgvEiePpn7TPzBKTAwAzqQAyiAYWlzS7QU58VIsN54n1jS4Rl7G29POJ5qWgUvwl0nvzIButfb2sGKTno0C0+EUqG+xpQSRao2wGUKstRbqWpkO3LTh2a+GaAiZux6TwO9NFetz7jSC5m+YfC+5Z6LD9jkw3Gn+qZQfv54/FlgOzECoQY48PmCpPzxMcPIHMTFM/Yb3YAYGEARVMZsHjU8nIK5TYYYMrZcwk5QzYQALiJC0EocJ/F/hshb/FoluwS+fixoxlAMZ4pZQTlGmmMIjFHAnv6PjvTyeZ3lpGAbFiwiqiXKcBjCThAFJMrMd/mo4sCr0e6TTGJgaa8cN1ZUPpetPLIAINV0/8bAMEMSqMINUzXzSCh2AEUki1VhRm23VwMGsS447SEY+CfAYdIlh2ZYw4HDln2eJssaM4UI4iRnZZkrI9q0hHuEWF/icu8ACEBa2q13a9okrmdic5rgNKDkka5pM2tBZLSO+dbMEEPbif74VQxMjAwUPcHbCDZ709PFacOT+PSfeBgfw+PuvQS8GbAsCkYeIO9/Q1OPfQQttstxmkbyLYQCNW3oJpVI27+ECh6IDBqrdgbKLw70LgCsyIQik3uBwALc8v7fTXWhn2eym6OHKybBlZp6gdMGDuLQspsl5hsLpcoTD9l0BRQgGLpKN/NaMvVemiGg3SvvFC7zV2lXje0lFSSt8Tkmgkwqx8jxJdNMMsabMs1tUZem2EYgFJBNKGyLucgjkEwK7cSYdKYl2z5DgOD6rTTGrZ+iXaLsrINF7ZewdPkbZc6T95yTuV4kkDI+JmmKRLRoeo4kqBgCbad9IiHAVMlYNgHhj0BDLojsaR0CQ2+1fgYE/LZw+Op5PuI7cR7IZu/omSnKoJ7tjU5AbTG48MVbQB5fpFrfQeLSF4v5HlC+VFd+Enzz8ZP7jvxagnAkHijQY6nKCxLx+gp4itqAh1gRp3yIAfKMPi4lay/eQlmaDuiAUBoxpbV3W81WTRVf6y9P+aOxIYzaj3UX6JfaBh0y7rGMJhXpauSXNBBXDkmX4gBTxkvDdcZbBZ527RUaHhv5LvwxE8o7qg29QnM494yDk4xMZgkOL6iOmApKIplyIetiuWQazYH41WdfJeJbQaMTLTcSAVphqR955XVA4031ee+8dKBhMMqv+dQ5ZDJiYkVTHPU3eLmhEcKRBBzjj3nVguG7JBdIAAU+CKJQWms2WPcmz+3wix+q9MklmkV5T4O5nJnVCoYhgFlKthOFfsoYJ7cDbZ/sI9hM2DcCFipk3TIMEjsiln/sg6dB2tMnqHZciqn73LaquntVSFJut+mXf6wdkFBirj0KwWQyGvsrL8XINaiSQWje1xUwSXrmQxcdOynZE138z95P+YCc9Zf3T1MuQ/TfbneHc3Wru1hb15YRBPnVegoP+rAzZjLliwAFE1Fb/Er+VgEEwBRHqE/FXqnu97BSbKmKjfWVbssM88+bNZ0flfvdu1BWfFYlKIIWuuidWIOdNKmjahd3YTndpq2jBlzaefxOnf/Zv5Ll82VbT+X567n3ePMfmfYWEht9JrlcsjBYJ4rM+Bkc1znkSvw0rUxbaWlMstHK/XQaUuJ93EStfVtgvOmjA3bzHiIBtQ2y1pD2w4rb8ZFRiRJs/853zSAVY+D8H1Peb6bAYeuL4HwQCqajjms//Fg77Y+dsWXSqyvunbMiOZfd2kUViXvMV1Y1kMujRPvGSkeKb3Xl1zyS1UmN3KtGhAQYOJLPcx+Mnfj5UtAJYwEKMia193nfTqMVY4mEd5N3KUc4Igxc+9Oz0fW3U5ZzkytfDqKzmuAArTgoqfGTb4AZJbWxEQXVwEnpCdssEVWA2Ot2Oq/yTpcg9v2hn1sasVQBkkcRpMqMtt7b0h4aXLBz+8Bp9/ZBoB9VAVlwn/W6nCd1vR8L25r8m1QuuZWRjdLSeWCX0pfCNSAFFoo22RLP4iPourCVZu0EDi7e4lvrsRapaN1bJTFLObLHpZn1e2ZPRvE3Aa5UoDIfD7QHHxMDlAMBCyBFAcT1kbr+5otF07jIjJ19m3vPTRL4MTcvRlg1Vohvq/JrdoMekRpJjamMUu6E4trO25tJwMcpBzdl9Jj1VRd259LACX7z3zwRT8bsILV3axE51E/syj9gwrdDkRKJWOXVmUFICz5WrSYsKohGU29r1NwtNdd6xg6V+7V5ROyfDtppjXjTMFgmkTeGgNlDQjp7rPGzuQMQXaz+dxP4KnjbcPPEDbOz3BWWUBpCWyXhxYZDslyz5RuFB79MKtyw9ujSHgnc8nlhQES9DpjocROtPh4dWCed0TZXEj32b2w6cH+u5+3lYD47F3WzjynTF+hrXvWj3neMwCod0X6ta+3Po8oe4lCbqln8Vg9IHTeA5RdNHNnLgi0bEU6VaibVQaCdbVErFcM0wSqEzbjiMNxK1lFQSibDfY3AwDG3t6EqVYcHh5qxHIB86hrb4RhaJVFndiFVCkFdRvwgYhQPaGV/lX07G7IfjbAJrtdFoFdevcAzP4JfoWASgLP/5sZGnwtJbm+819gtkyTS8nvdOTfWyLpelO/XBVOAWHUtscFfVOt9pMLtKTY+veCZakw19FOuPaxhPCKlM4dagAkhABgibyawwk7AJAPWWuEDDNQxwAqnIJpOwHqHp4dS0k973teF0vapNg3B/+iKwuw5LRJcNocm2JbYgQIzoX9Lu9IHudHga1oeDxH7cDrB6LuFBkW+aOtio+mkHM9bIBV8ZaQzntZD2HlHwMDIaI54fFrwWd4X8oSseWodQ5I+WXjvG/r29bdfCszXmbjJgEQV6Jd6+cqhUHYtEH6JDz0JR6iyLJKQypJAVOTGS3XZ35sRbN04EiD43tW1lo78xgasMk9mvMMLelLzvzxW6yxeSt+q0/8O0Wx3j/MEX9BlEWs3DtpXSl5wHId3ThJu/i43RzgYMAZ0a0UVJ55UDKvW8NKcvD0MimkZPtO6sq0/5qn3ep78WwzfpjUgxJHig38VEnTyCfplC0D2FZMGDHhNEDAwd4eDvb2sTdswKVgIDkX5rLN5Th9eovt4RaHh4fYnj6ET7JhwP5m3zt8HEPRAICluiYCiAUAsZ1tM4nrj9XtawezNXMsCZh8nE3lWF+WViXFj/hLRD6R8uRaUmoAwJbSfInnXe2Wtj03AnYXOEmfy8K7Ktds35pxFpOm0UnU8If9tarcdUIRWoVZuUpmVwMTE7dKH6o8kqCy37KXJG+z68GMnfNj2Ts9JsJqr7uKGFW8E1NthYzmjc38s7KtPtmzYwIJaAFMP1co5Yup3Cpn7gCAZTPxOqiApTzGkdbel4fOjExQz+YsWuXLWu6uYmcAhLJCTW5sLrPn9AVNOc28KArEqMAzszFAtNFAsFxvguX6aMaMjUHIMqINVs+CUjRTMfpU7xR/LQ5DFU1jcfMUcq55zq4kcM9tfaOpOie5JO1PskTkZ9xYRmWKdyDzkBMvlf9YWC4jRt52ntnn8Qwm5yrL9uUlQ2Z2ZU5z46h6X7QlLctC+17TLVmOyaaGtkJs3kSZVPBw8L4N/Y49FgUgY7/jTwdq2MARM1AWwLyS71bLY9L6PW33dpkIhLzkbl7WFohYjpSLBqAsMXiXoszPZAHXCzaaNKBKDyVh366cUuaQCInTw6iCYMQw6lbTQrIduQwYNrJNtUwVm71Nk8RGkKnVGeoC1roUAyYm6BmVJdqkVgYVQ8IAaU4M3yrCnVfI/0KeM5mkg46SsgHpchalNfk0WJcmovF8VwxIryZKB1CyYJ4/C7eOzNMDmGKbu51NJjT/THD6Z/1uAGTmVwmhma2Q4Fmr2DOAKWUAkblHS/BY2znV5BnR2AMDLC0wqKieQ8Xc6CYs0ho0I/Jq6NH1Bmd6nmaPTB8jg3R/vq+xxAnuMTKPAcPa0/Zz4wR2C1VATo5Bglq3oBas7hpn9qBbx03fiRKxOJ0WBIvnsZcN2esARN/Eb9TdZ+AnXW8EuY6pQqEoi7azKl9KW67l1nAFn7YUw8a5j2FTFLZDJrbysnYSGfd9B40qa5YATNasyDG44eC6Je23Xp5afVTR2nErUsUARURFQF/RumfQYR5hRsxrU+YKFpsaJYs/AJONK8t2quMhx6k1Hxi16BKtIzGLI4l4kqap7o2Y74IpJfbjMJuUltKZ05J8sE1kM5G2PdqRPQ5SLhT/6TixO32uGzDJHskJbpgyIlUBBzAwsEIWz9qDFDOktA9nhx2mXWs2Z1MrwCmg2zJdJ6bBs17XiwSgHEW9qzhf71FyVhDCSOhgYlQedEKpO54INBHKNGE7VZRRvAebrQAU3qgFnA62omHAXjlAnSbZZaHr8pUtpXxWJPDDtkzYRKpziICr1UGMTN6wumLC6T+dyAyg5KRuJOncZenKlnHkn4XS7uJh5p1/7n4LI6H7xXVSEuo7AEeN8W5zwoPM8r1i1UMBlt4bus9lbDMX24ak9rTAjtNnP/G4b2un2Ewp5u/975IgbL6k04A+AwreEpn4sSU06uzgNon2HqAsgZMWhLT1yEsOdq6gMdTACRzMBlcbizOPuY6nFruQ378EVGdtsXfw/PfYYt2MENXRcy/gYn+a2iR7tr2n2nMUPNAC4aOOSJVzkWUfM53V6yBFU7PEY8+KcyOAkPHGAbKf6muKn+ym5oBH2+4LEsDkWtRj9NkNEmtu1v/9hPRy40vgAwTg8rql04JjiYzDeUPRhWSfCVHn9Jqok4EGrb/npk5eY+Sh0YHlfE+Wj0vjTnfKcFcG+zh1SBrAgBJAmXGPASr+O6wOvRxtxhv7H1v6E/mevSlowAazJGLkdD0DFANRM2CmY853khFaw0PblwFKHiSxfTjVL/NNvV05WeGZ6IIDKP1aYE+9ELTtlu6iZ/gAmphAQ8o4CGDQQ+NknXHAdqqovBW7ji6FwwqeMI2yvXjYbPCog33UacK4HWUr8nbbdGJRl628S8ecyYJaDYeE1rWBMcBzJZjLr1Y5TdlAhtkAxZI9qRKb0Cqlkq7nZYelv7v463ze1T/ZKuXlcpt3WFkcimPQdxPm/WnKL+JieFZmIWomXrSFG+Wf22gCzZc5kjcs5xFYAhr5untbiBcByvK9HTdduQOWtyJk+BzoLdUnv6fWKqd653cmMENEGEqNzJ8JPOWy5vxM1GU8Jv+sVn+at2cqa9ccb72hmruF2ZMkuvJwjRrC3RVWhSoIe8beIYrXTkWXKy14DGVm3osqk47Id9QaUAhFlAAQs76jRpBt4pMAGl3WKQO8gqSyQ8FjKBGpM6GAy6QJiA0s1ATeEyjPILInBydWX0IqRIGqvnuQFOkGUpr+cuU+eTHxrLSNEYDYo2iYdcekeg+hfm0K/gPJqvdhVJsLjefNxkPaEePNNdSBGmUQARhkmaI75DOP28rtMo3LhXy6dQYPeo+dAN7LwHimIh+u6PycDHAkACdJtdp2Ou/n7c3t6OuQ+7n5ze8hL3bZgx+nr180Szy76CjLv1nOScrEPg8cg8unBkG34RLqVDHRhGkcsR0njGTjlLEpcjotYyMCzw92YxwcPEqUf604PHUKp0+dwjiOqNOEAsJAFH2tJ/cwSNOrFzBkZ1E1F4SMfgwmdEnlLTEsq2psAuvanoY8meIngm4kBYiw6azvo4BKx2B9x5yI0ST7WVKWzXVF6uzPy6dKhCEBHatzrpHFefR9DCBHaURN2TjDDYdM/TQ8ZPZzLvrdLvmdR7VPUuS3sR+7+NADFAPSAGPeDcsAxerXj3d7f19vuyd7XMz16wCltsrH66xKfxdRqmXZAUx2ji+lRkAvkMjmikIyJynlOzJAV0y/MoNqRaEBlWSJLQc1W32WlsyOrqcoM9icBYd70rxNCd8Y6IxkbmkrKQFlsBw7A7goAEigJHYhlcjtpJzmSiA/EXny2kldJh/gxzVA9OZm+gggSV6bIYItiWw5VGEFMTzGhxl50DIAKnmJIde9KK4x4JDqSBrM3XeB3W3jXi+b97z3QERFDAiE9Q+IZ72UAnDyJDpLVMYkgLI05zKPfYypB8O9NKkJLrHYEp7l+sqySe9BWQqelc9HA4R+nDfsTDLZ20MxxjIgqtX6h+MQQmbUcTzy/ZkuSIACBAA54yTrnkF2e+mBcCZMKzPqVFExYaKCw8NDDEPBUAgjAYfbrQ+mvY1YOAxgrHKwTykFZZBTbavmThlhiRLF8xL1tWWeEOgyFnQNvkj9RCGQu23tKxSwiAyRL7W2Ed9WPxPSRkTkOYJ65b6k8Dsmzi7Rjp+WrPq2blY7EyghWAxUsYKFDGTg7TFhJIxwBcBZsRsUnS/9WaX7ehPgblDniZh6i0q//yufGXYqM6x+pP2ckoRJG03NhFIRAdHWjYh8d8yZFLy1cRewyl4SBzbdb/l7rsMSOs214e573mViZZxxbJxxXqunQ1B7DKBUI3bFmKxOLMmNDGgDFC/VLINZQtqpkeZ13JyEvX3XewliFPn2ZHuvBlHDA5qtnAAnKGlHmFhXUobtLCLbYZTrJLVoUy4ut0/qNucLDBAlIOuA1gCZyjrW+ThbAqboLi/Tx4AcrSoxPnKzO8NUsS8gdnkH8+xdvRdi7qmzOIocJyJ8MvkdcVjkZdn4OZbm6bxWPn5SW8I4ql6X3kvRX6s1YlCa8bwExI6sXnuv9F18dlmAAChNXbTOvjLhwOV4dEEBlB757eoIc9nmqWjjYYIFUgG2Vca9YgBqnTzHJZcBe5sBvBmwIeD0oQ5QBjaa8bGCMY4Tpknc6EMpoL19d3MRs2bXBCzwSea+ABFtjAtSGwx2nYiAKoKqliKZCL1RIUgJAqLc4mH2GRELHvHfyVKyZ0WhQqVPMJaXQXpqcqfYe7OMhsYwZI+WTHs1bKJs1zFZkZu07CP/9SEyMCNvBxBbnymNAfb/yDWfz5a/I4p0vmQeFBiabAVVdFWr3G3ASXsXcqAkwGO9SKZAXCjPhYe0b275G9jo69a/t78350ZZakcfTJvrkbqhVSTIiola4NCNuZ1zGGif697L7mkMxdSAABX0/gzLsuhgXlC2NkbshD1uvRHXKeZTaqe3Mf3xWe1zOrcpAe/ED+j7bHlHlnjard4W++Gek6HEuGeCn6ZSAS4WOMJIASnBw05pNoM/ffTpYrOrCZIN0JSzuEqXiJxyxdvws32ReGVUxqG6l8gSwLnnWB/zcgxYIH1trpjCrD6Weq8cGbDJSp0EKFj7eoBidTbuLnnqvV0w+STyJsu7fA+8LNc8ekZYakttl32oJmDbZA9PAIFarh8buCgwdgNFZRVPwcfI1B7BssbHi36JB+iZHSeE5ssGSuIfwVyyFjw1Tey/A0jH2RNomsBgjKiohbBfCYfbLR7UpZ9v2L8ExAN4W/HlBw/xDdjgkv2C7XQa+wcH2NvbYNzfYDzcYnt4iGkUIUmeerigglBZksKNuo5XoDErBOwNsjtomqaIOyEWgDOxWt8FhAGbMoCp6uCedMcD4LrVslMab7LeUK9DUROrcEwAz7nEbSbWZtLq3zw0uw20APveFyks91Uqj0AYVQT4vVPKKWLK3YUVGiFSSZ9rsVJ6WXhboHEHJvCKSIoAVVr/CoTyANo0+UtgIHk6mBYAiip/d3N3oE7xaoAtLVP8Mq2Q83br8eciLI0/Mrinyk0daoksuDkjbk8OtBtwlepkfdcojqCKOC/H+yqNih7sLHnuAry2ZbsXS0GB9GmNrblUZamtVjkMg2S+oJLziBV0RnsGgERsTph8tx3rXGqqYNs6k/Vo/LB6p2Yb1AnFXhk8DKqIBaBwKZrBWMFTFk4OGgdYv7JyGYMmi6SqkzADw3h+4oKqi725ts5j6QR51BJLliJ1ZGAsBaVsUIaNgiQFxWBUTKGkUCWPD6Bn+pnsKc4zFBvLJGxHkch5JpDGoZACPeN/aw7lb3qeUK2opjSZwalOXNsxZ4Chsfh1DGUqm0F1iUOC+Edt3NMwDKlM2Vk1J5Vt3bNAN44cPKWWBtIx2KhAy/ovgbYFT8bS3LLxm68RYtw5sEo5meR6ndVd3nuRAJSjEF+LRGdycfHZOJY+Y/v5czbApmmE7D8nzTpbNRdKwTRN2I4jCrNkn50mjHXChA1K2ch7tLy9jcSsjGVEPV0xbUfp+8IyydVDAkDctBa7oMBC/Twaj0aoZRDg5InmyJUoQCrTCoiqD9rctlBgKpxMZgK6lh2bAoLBc46VPpUjkNLM2NbIZGVoHZe2LC+5/XsLm6gNMuutlazc7Lk+tTjbxG5ML1s/1XXsziK3aVoYviOyf2e2oBwE6t8Q4fK+AIm1AVlWXw/SZCiACaXmCdBSHVLrXJDOf9M7SPtb37e022cpZqZtZxo7nWXZLzE6Gp5dbpfIjiJXnEAzRmwsFPUYNJlyyHYfZU8RwNxuHRe+ph1NYMB4okB4YsQuux7yLomoo5qU+aVxDlbfODNMDyi1nDt5rJcEWkzwpZwnAogHtOehhMVPXYXNUMleqFBwDJg3hqzudke7jLQsqWXGm06VFApi/LDXXZ4mmJdKZK/n9MBcaS+/hzU7vM7nFGwa21/bsbwLGBgfjfISafyVf815QghAz2ZsLta7BShL7Zq1Of/uXl+73sq0BbHclNvMuQROwrOkS48dvvEzqMDSPxTeqfjDeq7W8eiCBSjHvW+utOYDcWmgMjN4qhq0WjCNIybzvxdgHCeMZQKxdMg4jhinCbVWbIbSIOcyDNjTgbzdbjGqmAhQARgSNiFSSE5gLSzLSIXESKoonoWSS7Is+iRtRCglXNOOgvVd2YHhYl2Bhbtr9QYyAWXXd/DadRGFGJtPCG6E9FHUP9v35aLnoqPWwZ0nY2pbAnB5fJD+7iBBT8E20NJktk3v4f67xpLsanV+X6WW/8JPSnwLVeKeg/zPbkXr7fI62QcVTNlr0ieYW+K1FebFzPqoa+fOhgfPzwRSenDSP+ceIKub3adWX2wSiZQDbenUzo1+3VKvc1bf7C87su67yIHewhjOyyforvlvUVLiUAvOYFYwt3XOnh6TD328k7W45aGNvxjP/TJX0740zvxnzXTKWjeqBSh6Hpm+T+qnoMLr2y3FRHO9tvK45g9BBijhiehlSO+tWCQPZO7Hqvm70xU3eBRszZS/c77x0ywb1Oz9gzQ+JZ44AlTBXd+Vo+dT+w4knkersuewr0/wau79AeBtPg6d1wAFOA5IkYG95Cqefw53WfxcXVjY97C+J5AeDT5iFIVfGFwYh9vRt7qOdUI5vcXB/ohxv2Jvs6fZA0VN0FAwaMT7ZrPBtowQlyhhmiomrnrmilh5AwEDMfbUevFcSENBpQqu6hodxD1v244HKqik8oQ0Zs4Etg/yWA9VlvhfswwcmAC6vtnFW8hdPsHMI5Ct58k9D0kIp8/ofjvqc39t6a9Z0ktAxbwoS2OJlO9BMfGGTrNymb/TeGaZYU0JlJLjSeYW2KwNJvRtqy8keLbA9FF42UjRpLjOLQYnQ0vp4IGKJIzjdA+XJh4oK+wekPS7f9r6zvtXrqNVVrMLgC/b9c8mb01+PPKadeXos7bs18RCeH3h+W0MkDVt0VN+/dBEOzfIVE/Sv5zkhv+2KGdIccG8jXPrfcEbSNB6JdAymIcn9LIpAvIaVfe6GUhhj7ObmrrmgylhFnHiOXQok3qeUCUfCRWD/Ny4WfsDLHuqqlgF1E8ed4LCwJSCjS03Sdq2anzrATTYSm5Bht9reTn82UgQtwRMlnQGEcmJ4vIl+sfqAG525FhrDUjMAYqCCv/v0TrO+ihvSa8KGjmfFp35smAR9GOwLR8NSAkPb3u/hUUwi76BXe3Kq2sMSqY8ZXfckYSBfNdvBHDnD6uSokCOQyCZuKRwYjwcMRXypRcGy3JPZWxPncL+wQEumarsqtcU5ZaoaWIGE7B/6SXY7F2C7ThiO24xHp7GuB198m1KwabI9mLLA2W5DTyg0WJQ3CIQiyEvCVW2ZyG7GREemjwd8tyw5Y/ZdLGMhtDBywE2GmXTFIxGwe8EKRlQJOtmqUebgN5UrinTHPDZuF11YvVlMjNKnxEx0ZQ4wQAGZl/WykaujZd8jVmS0hMl+cG7gIpDWZjPR9zDRZP4BSgxlzkRiZFIYv3OLHCtf0X1PgNE0OUt3EvLOUvblXvgl5cEPFi7F9R2ZHzT3RYkPc+xsmhFAouW3FJ9i80TpGWrWl1hLyaws40v1l5u+9za6J5KbUzVOxZCtxdptxIyQ0Z710ADM0pae81jN0OBdkkt3VgGFWKagTQZHalSQIpost/Yf9M6aWyTdERx5Vgxev08cJsDMKAQmAu41iR7WHc5StskzkviZzybcjIoTQHOl0BqgMnkaZimSb0oE3oPiu+Q5NhivmzIorlGRa9X9VkmDwX5jqm2d9py3VKclb1ESx6ewgFWRJzFtmPbQSPPAktnHe0cfz1vF3gNVrBFUQepxjwDLzPLIbvHpPMaoBzH/ftw7p0PclMmQFbLghUqJmrvlXeEYBzKgM1GDgvjibGdRolFmWR5SE7CHdTLIYN0f38fwyX72G63OHX6FE6PW31nVasdsLXnoSCsNgXGzCZTKaWEVTBVKA3W5Cmx9AGKrhkWhW1l1hCSSTDZw5Qml3tLzHNlplZUEVFAsjZyyn2bdN3kyZblzNMCq3/b12YV9xlUF70lbTc7IEPX/5wakeFSiHPbrsluaRRXvHJjUeVlYyyYshSzIr9WQvJeiZesJGur+LEM7J4Tu7dZ7jEe2kF09h4dQJMBDtE+M/CR6SiQYoDEIOricQjcjp30w9xbstBvZ1Igzb2QsVw0/wbrgW9unJuXJLerFJhVmNsDRK/b3A+9qf1c22Wx3MalMb1UX8C8Cklhsno0SsQwxAm0afdQqqfN+eRv8jfU9J31Xlajq+k3Rlu2zTNLLkdQQK/LUwYyINlJow4mWMk/Z9BR6+TByQIeWeeP3RHlLI+HHH8R11nPsapVQIqfVqyAyOdAMkyXvCfzjsqAiWBR34zwoqSbu7pqDyyCrAUZlXjlv7Oe/YM0PjiAkBnLMg7IFNhOedp7KPv3zfKraB3iY7vM07fpzKseQec1QDk+ycA5DmOOM0jsep2msCqo61gCDjcbURyloNYJ20n+jeMEniY9WJAwbaWsUmSJ5+DgEtBQMHH1qG9m2Z5ViSSSn1TpKXI1MVvVsyITXN2LKgu42KSTATtUdzbqScfkfOLukKxGADsPAHEb5wEdO2timsovpApWq4YpKVFAd/DklwylnQxY9pzkPllSpNYv/ZbZ6KskULh7hrt39mvxCVywow32A/Mc5FAK9IPwqTbgpKnxQlspXad0lwpWDgvU6piB4hKPSINwzc+1619+dmknTy53Ecw0pve8rbOBlW7OQG2XBcvps79yCcz460Ko2rszkG3aoGfXuJVtf4mcx2G5Kq9TUiqcoU4NmxoPVKo3kfd+VkDifeDGQF9ShQGgbGmB0XsPrB+s3r6EYv3Ay1axvEdNIivPdqiAIUvgeUzomAXUPrGxHPFwlSc1psiFhWxhtvawFpNlU/qXErhFXwcPPA6FBbCZbPMxDDExjg1+ueM6646pMz0HAxABto7SP8vjR+ouHpTwxBjIzKDS/ps9UUfJy/5760lZ/i0v8/TLevm349JFAlCOpqMY1gvHPIjHNAkqWgG93U7YbCYQDdhQwVSB09sRD506jb2hgMYRe0NBKZI2eaoTNmXAZrNpJ5GVX+Ucn2kiYCPnuAzDgK1nQgSADTxVe9ElAM2MmYWu6NEiBxkyUGr1rMjSTkKdrFCbvFXnYQI5JvGRhCsnxZbYGoZE9d8MqMSSg3lQ5JmhdlY1h3eqV2q+epwsAnu2pt0cU6eA3GvTdDqa8gnt702VODwcJtx7y0T6r32vLQ+RP5N5aMJd2llYlg1NwxJJdmH5xgI0iMAYQSmA08aqgDKA0gGViVUgAoaQ400MigmzfBJzD0TasdV6gOz3zMuWm7HrqJ2Hy4J5aa561EOnUOy52IEDoCp4tDqm9uRjL3wpUJODedvddwW3uMPD0IHXtNNkyRuU67mbFJyQtVUVGosXVnShBKaFxRrtFUUxJcUg48VPxWZJlWBbbymd8dLw0zmdAAJU6WjKAzGKJkX5Gh9XrH19r8d/rZ0B9ABMCoWK8lfLaVJ6wMCQykgNfm2BV7yQK7sn2pOe1ZruJSR38uJYWwQItTc0Jlk5U29MTzIWWhDV1tcF+uyd/dyyvrDa53KWwCQAoE7hXaX276y98pL5tQaIBJRd8pz083I6QzxSpvMaoBwfiYUVecY1t/xUJ1Ty52oTn6CnDIu3I6fInqYJo6b1ZQCnTh+iANgfCgpPqLWAWRLZy0m4BYfbLcBbHB4e4vTp09huDwEAw7DBMAzY3+xhGAaACKOeNxIKgwF38wPME0oBxrGzzMz6m0KAjz7YAK5y5lD1iVPdxVrTfe5tSYDBljZmxOad6HaCQK83Wl7ndeVGnfXLB23xsUS0pAyycu29AFaPJapQtw8nMIFIde+iQTS7H/RmXg3vHwMXJhhq+s36ztuVQQAwofhhiIC40S0yoMCWKcRSdf6R/lPlQ0TuZfM9HOaCJ3Gly0nT5HXP13sPydKyjn+WF8+2cAcf8rU2lX8Aizord9ec7bOfZmAUwEK5PxQJfLY+52iDeVCAtL2aK0g9KMMwAAqa/cRXawcErHYVmYFFa3OAw7nx4+0ssjTX+BlJ7iuTpDTwM6GaJZ4+qHuS9xlAqVXjf9QQ0kB6MLv7Pzx91o7WSyFgBrotXTy6Q5F4Ei5SjnsrqcC8UHksxKSyUFZ2wO1crYhdcokH1jQHGNaWHlhxanu1pXLzNMx38UjMyG55EOXGO4oHTqPzpJPEpVD/nPZDV5b1o/tCjwSuC3XhqAc4vF9G4rUiP3BVvu6eW325dr9Tn/eEOoC0AER4oV5H0QUNUMwNix0M6a3c3WW0AsQ+V7M4KprI5EIkaH2qGEmSHpUyYLsd8RAzDr/hEgxcgSoBWfubAUMZQCgYx1HAQa3qNamy46NsMAwF+5s9UUUsGWoFq1i6ruJKTISgTGwDSzIB5VoFoQwAVwUpNYk1y/tgwW4UzxHP17gb4JZ5N+O3KkfK3xeNDBDQ5hzpLPLeOl9aFFmq46LFIIxZfk7LpVx/v+6/uBXTCNJUI1MzoYTCuY3mie6aCzwDDQKaLKbEooN0j0YSrTTjymxLNZG3ByzPF8znAR8BUJaCju2t1mbqyvLasexmWpx56Z3A0XO9/2WX17MAjcfEe3YhuZ6XVdF5UADG5JlcvS3CUDTaKAaF1yfLpCW50/DS9VyMLzs7i1XBmqcidubMZh0iYZYCi9i+B3AobPdgzPi9DFC8eVwtUhkB1rUtVi543oedt4/tvT5Xgwc510izTZUj6ZktgfVGZSjaDAYwa1NbvaN1S9sW92tFGzLrZs8tB48KjyIon0t7z8woW+yrDIK6Ois/s8FxnPY1YLW96wx1+L/TeQ1QzkTBoxDTZ3LbNcLpiHsNCRpIceucSNdLK6apgtV62d8v2E4j6jTi9OEh9kwzc5G8KLoNdRwrhv1B9aW8aygDhqFgb38f+5s98DiijiO2tpVZoLEGPZoVC3AtGLiCB/Hu2CRnyJIBs8rUCgws6q6C5SyPKoZPrQVF0qeiVn0uqVaCFcQ+QZPTYUapWVqTUL75LquNo37XbGGFZ0vUvtPCxJt5XghN+mei/v3Nw8n/ls+NSQ1xRZIY4GPOLLOknLWeAOLgMS2Imb3vDcDJ++RL0SUlAnxphzySiHTpR5VhLNs35MJJ62QAx2rNHEGJdlRAfq5NWoa54LT6QnZqOXuyQnfFlMdJmqPHACfU9U3fxqatnAKYi8AwqnJCMyVgsitIttnCqsrN32/tmgGUvr55DOwO+HUvVGWZ0yG+wCxeM0BPO6aqlmsGpqkOpDEZHN4JSaJlIEOXSVRp5eyiyrYY6woGSCtimaiJihg4tbo8spbFPOkiITikSAN8EqMMmMtLZBKZ3HXOuRVftZ36piXecvu+fE8DXFI92w5ElK+3iCGlS0I0e+0coKT8JD1wYZ5iZxvgmW2dX/8HgBLPauwb0vzeZZx1/CHM57o1MIyS5pcFhjw88HKeA5Rd9vfDo55hR4GUVrCQbKVPCXqmWsEYxR08HaIwiZKnQeJNAHzui1/Cwf4eLt3fw6MP9gEaMY0V+8OA/c0G0zjJdmYacLC3DyLCMAzY298TgKKCYm8ccfr0KclkSaT5UUgncJWNfuqFyXV3rqkgqQTQIDsCKhO4ShpvZk2rr5OvFmCqGttSZaBPzCiTBdsGVS3bjQBGq0y4FX7F6xQBm4cIJeD8T//A2fGRrBJuU8Cb1QkIEMtHtEfmg9a7sjwZwwtRu/eT/ijPuTx1QBGxKtkHI8p/Sv1T/F59bgKgOyQMiuT2QAFEoaJGbI34lAmgQiiFXViEa11P+E3eBPPA2Cq8tWtKfCmluItYvhsf9DeTjfou2xGU+QrENea0gSz1n/3YGw+zuZlAT3M99Z+BO1beuaekFGCUnBtMBVzCy2F5RkrV3VEM8CTxXKIohxZ4kfmKch2NGQWmMwi2xTPfJ5otTusWhhANEi9QCoiLL/nIUuIEO5sl+CL1aJYGHAgy4swvdt5yrbqJZGqUNpXwMMky0KTbkq3A8BhApQ3UA0AcIBlVPMh2pFHvnQqBYOCOAUwS3N95IgLQJBCbwIh5d002sAsZKBDbOjipqa15SSJA0tDUN/ydSWn36rjTu77E0V0n/23B4+NxPgheo9U7y8DEjKEZRGjupTQ+3Gd+BF7I53oBAE3L8SMMAWq5PSbPm/uYcfyzjM9zgPIwgBiO7IVZucv39lZPWL4tUDIAYYqJmTGOI0rRs1Aqg1BBXCWGgPeAzQY8MMCEIXlk9vf3UYoExG6GQT0hIpiGgXDJJZdKltpxi9OHW+xpHIzk3ggJMAwDttutt0PqqUo0ZZQVqUQwz48H51XNTKHHpaPY0lAkXbOdJCnTQShyK9r41e2GcYWoQodEI2vQr9SpPwTPBJHoAG53/JAI8+IHJhqSIN8GaNav8aP46dARV9MclGfPd+PBk18pYjHFadZegBSE29rxRWvBWG4UuHWaYF3a9sMIkKDSQZVwnMVj/gXbidSO3w54w4BtCFprb14yYY5kZnbN5oGllvdnWU+2Ss+T8snAkbCCG09Mv8SRgUbPrygzZqC10cdUcl0YECbAl3vk3QI9xbvCQLXPFTV5JzJIaoAX2fLKEkDJbegz1ep9LEvCUknygSLn6hjAMGAFP/E38xXWX5S54UzRMVXB9h6VU6iWCyUpe5t/Nh9SPUMZNt2EqmeIOYJvgNJ8SSvn58jjslfaUUTc63VNcQ7xTKsozaNg8TpWnxk4aL7Hs0TUzIv2XUdT376YzYy8CSLen9vTltWP+yWA0r199jznvjxO/dG21RPqLd7bg615I3b17S46zwHK8Rt61Hrbwy3zTGU5Sq+siokxlRHVLFZN7lbAOE3SCUXnG5WCvST49vb2MJSiIMXWvQngAhTG3t5GFQRjHLeyrMRJ+ROBqIB5coUQ15NZyZD8EJyEswsCbZcuedeqyh/6nSHnWJiC64SXAwl9r6+pN3OqG8jpkonbasAll6tfqHLjXQ/XpSpDVeiTfs+Wd3ZzZtFOCGs7dW4LUuySts2s9UaYWX0p7s2tlWywu+Og0IEG7n5q9XlGF/3N3YOJcnxKTXV0ZZ541NdzMXZD2+uYquNHSd8Y8+BZLyOBlFCSZ2hRAog9WTv7f1aA97cBfCqadVkDa1nmk53ZdbQsYP8XS026PBOYKepsLXQ3mcQqVQNvRJEPxPo8AUUb7zxrGcv8UIWe/3IV4BPgxOoQS8UNeGkUUAL62obKrB42bsfq0th2rNABA1Oi/p928OQstz4qGoDTnuwrf+e7e3YDlCVl31X9qwQouSFLHpG2PkeXu8tb0pPLB3vPsWoepWagEQBv6d5dbe1vvEgAysOhhws8+vuzEOj/xjMmyOFo3QT3RId62q0J+QnMksStKKCYmIBBtoANg4CS/f19DLquSyqcCxXwQHIw4f4B9vYq9vb2ADBOP3QK43YEFQi4GTaoNGE8HPV0UWtPWGamgLhWWOJDppJAFgOTAoCquy4qHElX1SRVr2VBB7iIVo/FRq+x1kPv0NvzIew5KZklpMrWdVYNvYKzZI6TOtUdjCEsXvHQiGeGiJrtp9a24qnl5xa+WO6qNFjBmb9H8rpAQZEI0whu1d5U8NYqd6+Df7diSfoC5jFgt5jZg1UBynUGZrtwTP7OdsqEn6lJ456XvHqvAbB8eKBba0TqxeLmd8+Bw4mf1q4uPsh4F+S+CvnWzdUSDwNoAVSvkLxOGmtS7LA9rRdrLiHhm3mOZETPvSnBh/R6mC/HjIvYWt8C3VQxWCeJV0I9Kcyo2ajApHUq3g/+YhJOsL3fDpBjVg+KXrNdMDUF0nb9KFWqGlyba+yly5VaAT2AVMYh2cQJwGNtTTiztbq7z8nrQcYbDsDR92XeCt17UJotyXXJ84KYxxkY79Adx9EpzT3ctY7nde2BC6f5cdS7bblY/q/36+cMMAwZHwciiEw0XiQZzbGMlmtg/+VUPvl/4rbjvV3oogEox6GjLKLdoCQmtBnXeYDZJB/HEWUouiWP4dH3DLGSqKCWglL3sbeRM1IoLdfEpNatzTbxWQLTDg4OoIvJONxuMU0jpmqKWtazy45DomzCEhVwEVAyUNHtqcA0IeIYABQFMRKYwtgUAVdEsnupaLBgIyT0n23x9HejHef5cxbhOSZi6feZfaIPhKWat9ZpTIf2TYECFYuhMOVjShxZUbbKGfAVo6YSMbnTe7OitfGkbDQBMoCacSPP2TtbPjEJ+GiChvWBFgyZoMqCJdz8sUQS7Z70vpLeZ/zOO2GISM4iSd+dr1rhKfG+cCzveFu6uUWJn7uC+Bimh1voYi3rn7Ox2L4nPSlBX6G47OwkKMhSLyVRBNJmcCLX5FC7UOrRL7md8rkFu2YoGHnAbQEYsg1YvJpaJ1NcPAFkdVfwqoiWMHkfN16TBFjADK6RFj14VQNkpMYwx9lfWlOfXwBQedIt9OlcIwIwSCxKP1H92XRejC0fZ8AUXh40SzU5q7Mp91bh57wuS9uQ55+b/+4afw8XnERj029Ly0xz4HQcgMQQMB3zPAsL82xD5/vxDmDw+dJ4sDJ3WrK9VE0ZfZkPC56c5wDluG62XbRr4C25snd5TBoBQ+Rj0KxTuz5yRcGAwuHeFUOp4pAmDOOEMlRsxopH7e+hkiRDV1vNJ5mhX9uzIeDCBEzB/sElKBpvMo5xhs+w2WutBiCSus340m5ZtbNcoGf8+EfoThEOW20oan2yG2jBx8pymOJCt/WTQFpDUVdkm03ryRmgqDAzpQC1JEyg6tMZ1DS5PlKf+QGIEEVS0IGT9CwRgQyhUBILzJEBNIGR7EkIy5D8rylz3ymy8E5TlKyMMVAsHhv2tf3shXHQokKeksuJOSUzS4qSmAR8ZRDDbdr+8Aak77DznmzcULsLS3vMfTYU5TBHsCj5XSZwyTvP4mvy+Oj8EI1SXaJmrgOya0brmz+HR8dypTCAdlnLAP7S+zKQcf4quPLdNwogDGBkX5aN0ShDxnsDsvTw0QB3MaN8F48DkpAled9FVpoGggoFp61dfuQCOSxQBmpqgiKeWPdI6sF/3PRa208GPkBwxG/X2IJzmRWoWNJIbnBN1D0+B8hhDeK0+mblHv/p5bfVY8koPRPNvBzcv7dfEm8/H/mWORP1HXBQ4Yvus/oeU29m71FThtbNxkF7dVbzXZ7O49B5DVCOQ7uExVG/HZeRYQ3bn64TVYMQSaZZifsfEO5dwjjKicjDWAWgTBUTEyYWa36PLYZCJ4rJAooBOU2Tu7EPDvax2YjnZbvdqjAF9vY2Mtmz0Had3oGGZB2JMgtwIMpHJwCFwi9qbcnWuIpqSeNs4gVGQZ4gLk4WeG6ixUFGuEPinsR79xAgAFQ0KMBAqJvwMrg3Qm/3icfRr7bjJ86uQfPP6kHdm+XZtr2NtWw1bECF3Dn4N/a653sjpkLiJch44iBy/ix1fQBq+R8KP/jrz5LcIcqVfWyA4/fCAU4ysJSREc97eWmMWVleD+3yfK9XKAcxpR8NrCxZxH3ZwYbc6qA4+VsASLXTexePATwaCIW3NY0RS3bhZ8N0y2XVlpiKK3wDBn35toWKGw+VeEzCwAECDNncDyUeSyd6b4nMOM0Y0deFRUz+PBmCsclUDbIuK10D1CzaVYKADcg5eBGvj3l7zK6fqd4GoNTmu8eudG3pn+WlghffMQcvu+6z75wnVAIPbT98dcrcilWtc2Rbz1iOTjxzlvfl7JLXbhTk+uRrmQfHoAseoHy1dDwmtgOzXxcVqm7VmHEmO2wYJq7HccS4GbGdBmynEacOR1Rm7LEs7+xDt+GyR3KI8idG0ZT3Nkkkm+0GRANGOxF5mjDWKdC6gpY4GRVaZq675ee0ITrpBh6zawOoDHqicmVgT5d7Kmvq+sKokyjS6iLleNYIp3snbX9PNnkis6o924MGuEUhypRcQQlvVd/B4jgMGFQvc4KBlPn/AKTPAYYAARlTJ8jyEkReJnQApM+OrsytvuY7U36oFV3syGQUyOGv2k/Mmiafve65r91a5+wzC/71opeIZjEdbaxCxGwMjOZ3E1C2rGaeGyunF/YEATtWbr8sY14E6/cM7XbZn1mdQscDMevW7M7EYMkHU3X5b+LJY5Kcd6lO4mls41ByWfZM65lVr6YeOyFbbKHoicB6si4VyGF3JkQIiO3o+j6204PNM2Pj3VLdmyfC9KMpf1H6oiTVG1uFnznqxNWn9WGTkVmeRS3e/6T9m7cMN7wxsNTzyA/bM/nEqHWU9rsXuOp8LbPn+1089tt8+WfeP7AqpbFrv/d9dyYdsehB8c9xlEmuX4+Mdr2jnQctIAiEtQycsNQXffnps9WSF37j9HcRMC58X96ovEznNUD5apBhv2zzcMvLqLSQnnRqv+WzKmbvCFub7TRVjuRG0zTJv1EAylQZ4ySZPXmwHCcAiFFoUMVSmgDFWque61NRmXFwcCmGzR7GccTh4WEAhCKWSDTK6idfZo5YOWlQfiM9hZmKC3eDPgRWhQpXogzJ7UHFvEAml1zz7DRWDIy1StMUrFyb0t0gYGJVXBwt8tDgPDHVQivqPhdjT4U9w9vApL2q90y6Zbh4zAr5i0rKjGZLRWLoU3gGSFPKJ2+Qj5Cs7Lyt0MDqFgi5+1zrWrlK3JLkBlfgpZCMpJ1VeaCjpQEYsszF6R0tAJDVvVbJ9sCksfyNr6aoUsxFBjGmcLwsjmUtBxoUW8ytToVbvlUVyr4seAbB3tY/9p+5gC8BwACZWwWESuFhyLEokVG3Nu85LnkeIAk6ATw4lwEUTBN3QbDaDv3cABUCfC8yGAxLAKZ8qQyyJCRVtwdDlGY1b0vV2VcLqAxez5gLrHlhkqLUqemg0Xiix2ZkvrgnuLPy56DYQIWm5Oek4nipn5eDZxn5HJ4d4DU/V9v+P+r+o/p6NxhiBZm9V2dev6UyGiBP5Lxvl8ppdu9x6x+eniQPFvqqeWZHXftyLxoPylftuuqeP9PSTuueza7j2JyZJ4JpzxacyF81ekUxV0hAWLXzMCqmWnE4GZQg7BV4LAAToQwEKjLpUfrTTjSAzHYQlYIBG7XqCg4PD32AVHATIQ8QLE6BOVzQWSn6undSygChaOaTdgtnivcwgaUK1aCGT6ZdIMUsSe6u2WPNzQFaAvwoTzCfTPl590R01r7HizSvDyXuwaJ+V00+iGinf1IFHMnWjqaoX0DGVJpVKJrPslSXAZ244i2eJgfPseGlxKflVPep8aiclttg72uXtZYWP3b2Qec1WeKBVzEwXWDqrroe0iGF725LpmOUi3RJhkscAAnYEhDQLq8cRSbsow7NU7qGQgmkRH1J5v8RRTOJv0/mVnhOAnxEoGytVb2zPAMoAfqkgsGfOZMUyjkPXCbWmk5SD0PFnmKOp5nT3FBUXw2g6N/83nkXzz0ngHmHdntQ4t5d5R59/8O5h62RXX12LfEc6z3HuOhg/GEc1mfjknlepx5MHgegAMeflsB5ClD+L2trZyr3OKjYaFK3eFsPHXyJshCzvwTZ5VAKMNYqhwWWLfb29nCKT2McihzyNxVMG8JQCJsCDDRgs7+HgVlOoNWBM2lyt3GcmrVWU7ibvX2cPjxEVYFUq5xYzDV7U6rL5ipf5fepen4Vs0IqYqDVOvkhghWMSXMuTMzi0bB5x4AdRibGWxIcixzufDkcVrx8XZjEuS/YxLpc6z0pQJygbMsOub8AiT8o3VjwpZjOch2oNPf679aW7CHpAErch+Y+qW/1pQOC+VLCOiqmsDRzLJVkqZLwYATSs9oZRJJp1mx3is9ApzC9TpMflNhbceH9iR08mUd5GYa6nTD9vfZ+cRDMLUGfP2h/i+UOngnotjnUPOPeL3u+RFsIic/J2PB2eVtiyy819y5RbcYvARhiBIKxxFtb7iGUYYgHiZr35lLbJR6djJZOXZdM/LoBFARAKZBzwAjkIANlAAhpviRWe7XjVGhQehbwm7NVLtfZwmhSuaxiY2wUuN6eXwgTMnP9IG2a9Ly03T7bppgou9cFS3pnSV8cCTLMpGv1zq7v89fF2O2rm+7ysSv3Wobfqb+xKbMrQjsi5lOzQoDA88cBKMzAKU0Yehz9fV4ClAceeAAAsN2ePsc1WWmllVZaaaWVHi498MADuPzyy4+8h/hr7YY4C1RrxV133YWnP/3p+I//+A9cdtll57pKjwj68pe/jCc84QkrTxKtPGlp5cecVp7MaeXJnFaezOmr4Qkz44EHHsC1117bBVrP6bz0oJRS8PjHPx4AcNlll62DpaOVJ3NaedLSyo85rTyZ08qTOa08mdPD5cmZPCdGx0spt9JKK6200korrXQWaQUoK6200korrbTSI47OW4BycHCAN73pTXoGzUrAypMlWnnS0sqPOa08mdPKkzmtPJnT15sn52WQ7EorrbTSSiutdGHTeetBWWmllVZaaaWVLlxaAcpKK6200korrfSIoxWgrLTSSiuttNJKjzhaAcpKK6200korrfSIo/MSoPz+7/8+vuVbvgWXXHIJbrzxRvzDP/zDua7SWaNf//Vfb84sISI87WlP899PnTqFV7/61fimb/omPPrRj8ZP/MRP4HOf+9w5rPHXnv72b/8WP/zDP4xrr70WRIR3vetdze/MjF/7tV/DNddcg0svvRQ333wzPv3pTzf3fPGLX8RLX/pSXHbZZThx4gR+7ud+Dl/5ylfOYiu+tnQmnvz0T//0bNzccsstzT0XEk/e/OY347u+67vwjd/4jbjyyivxoz/6o7jrrruae44zV+6991780A/9EB71qEfhyiuvxOte9zqM43g2m/I1o+Pw5Ad+4Adm4+SVr3xlc8+FxJO3vOUteNaznuWJxk6ePIn3vve9/vvFNkaAM/PkrI4RPs/o7W9/O+/v7/Mf/uEf8ic/+Ul++ctfzidOnODPfe5z57pqZ4Xe9KY38bd927fxZz/7Wf/33//93/77K1/5Sn7CE57A73vf+/ijH/0of/d3fzd/z/d8zzms8dee3vOe9/Cv/Mqv8Dve8Q4GwO985zub33/rt36LL7/8cn7Xu97F//RP/8Q/8iM/wjfccAM/9NBDfs8tt9zCz372s/nDH/4w/93f/R0/+clP5pe85CVnuSVfOzoTT172spfxLbfc0oybL37xi809FxJPXvCCF/Bb3/pWvvPOO/mOO+7gH/zBH+TrrruOv/KVr/g9Z5or4zjyM57xDL755pv59ttv5/e85z18xRVX8Bve8IZz0aT/Mx2HJ9///d/PL3/5y5tx8qUvfcl/v9B48md/9mf8F3/xF/yv//qvfNddd/Eb3/hG3tvb4zvvvJOZL74xwnxmnpzNMXLeAZTnPve5/OpXv9q/T9PE1157Lb/5zW8+h7U6e/SmN72Jn/3sZy/+dv/99/Pe3h7/v//3//zaP//zPzMAvu22285SDc8u9cq41spXX301//Zv/7Zfu//++/ng4ID/+I//mJmZP/WpTzEA/sd//Ee/573vfS8TEf/Xf/3XWav714t2AZQXvehFO5+50Hny+c9/ngHwBz/4QWY+3lx5z3vew6UUvu+++/yet7zlLXzZZZfx6dOnz24Dvg7U84RZlM8v/MIv7HzmQucJM/NjHvMY/oM/+IN1jCQynjCf3TFyXi3xHB4e4mMf+xhuvvlmv1ZKwc0334zbbrvtHNbs7NKnP/1pXHvttXjiE5+Il770pbj33nsBAB/72Mew3W4b/jztaU/Dddddd9Hw55577sF9993X8ODyyy/HjTfe6Dy47bbbcOLECXznd36n33PzzTejlIKPfOQjZ73OZ4tuvfVWXHnllXjqU5+KV73qVfjCF77gv13oPPnSl74EAHjsYx8L4Hhz5bbbbsMzn/lMXHXVVX7PC17wAnz5y1/GJz/5ybNY+68P9Twx+qM/+iNcccUVeMYznoE3vOENePDBB/23C5kn0zTh7W9/O/73f/8XJ0+eXMcI5jwxOltj5Lw6LPB//ud/ME1T03AAuOqqq/Av//Iv56hWZ5duvPFGvO1tb8NTn/pUfPazn8Vv/MZv4Pu+7/tw55134r777sP+/j5OnDjRPHPVVVfhvvvuOzcVPstk7VwaI/bbfffdhyuvvLL5fbPZ4LGPfewFy6dbbrkFP/7jP44bbrgBn/nMZ/DGN74RL3zhC3HbbbdhGIYLmie1VvziL/4ivvd7vxfPeMYzAOBYc+W+++5bHEf22/lMSzwBgJ/6qZ/C9ddfj2uvvRYf//jH8cu//Mu466678I53vAPAhcmTT3ziEzh58iROnTqFRz/60XjnO9+Jpz/96bjjjjsu2jGyiyfA2R0j5xVAWQl44Qtf6J+f9axn4cYbb8T111+PP/mTP8Gll156Dmu20iOZfvInf9I/P/OZz8SznvUsPOlJT8Ktt96Km2666RzW7OtPr371q3HnnXfiQx/60LmuyiOGdvHkFa94hX9+5jOfiWuuuQY33XQTPvOZz+BJT3rS2a7mWaGnPvWpuOOOO/ClL30Jf/qnf4qXvexl+OAHP3iuq3VOaRdPnv70p5/VMXJeLfFcccUVGIZhFkX9uc99DldfffU5qtW5pRMnTuBbv/Vbcffdd+Pqq6/G4eEh7r///uaei4k/1s6jxsjVV1+Nz3/+883v4zjii1/84kXDpyc+8Ym44oorcPfddwO4cHnymte8Bn/+53+OD3zgA/jmb/5mv36cuXL11VcvjiP77XylXTxZohtvvBEAmnFyofFkf38fT37yk/Gc5zwHb37zm/HsZz8bv/u7v3tRj5FdPFmir+cYOa8Ayv7+Pp7znOfgfe97n1+rteJ973tfsz52MdFXvvIVfOYzn8E111yD5zznOdjb22v4c9ddd+Hee++9aPhzww034Oqrr2548OUvfxkf+chHnAcnT57E/fffj4997GN+z/vf/37UWn2yXej0n//5n/jCF76Aa665BsCFxxNmxmte8xq8853vxPvf/37ccMMNze/HmSsnT57EJz7xiQa4/fVf/zUuu+wyd3efT3QmnizRHXfcAQDNOLmQeLJEtVacPn36ohwju8h4skRf1zHyVQT0nlN6+9vfzgcHB/y2t72NP/WpT/ErXvEKPnHiRBMxfCHTa1/7Wr711lv5nnvu4b//+7/nm2++ma+44gr+/Oc/z8yyLe66667j97///fzRj36UT548ySdPnjzHtf7a0gMPPMC3334733777QyAf+d3fodvv/12/vd//3dmlm3GJ06c4He/+9388Y9/nF/0ohctbjP+9m//dv7IRz7CH/rQh/gpT3nKebullvlonjzwwAP8S7/0S3zbbbfxPffcw3/zN3/D3/Ed38FPecpT+NSpU17GhcSTV73qVXz55Zfzrbfe2myHfPDBB/2eM80V2y75/Oc/n++44w7+y7/8S37c4x533m4hPRNP7r77bv7N3/xN/uhHP8r33HMPv/vd7+YnPvGJ/LznPc/LuNB48vrXv54/+MEP8j333MMf//jH+fWvfz0TEf/VX/0VM198Y4T5aJ6c7TFy3gEUZubf+73f4+uuu4739/f5uc99Ln/4wx8+11U6a/TiF7+Yr7nmGt7f3+fHP/7x/OIXv5jvvvtu//2hhx7in//5n+fHPOYx/KhHPYp/7Md+jD/72c+ewxp/7ekDH/gAA5j9e9nLXsbMstX4V3/1V/mqq67ig4MDvummm/iuu+5qyvjCF77AL3nJS/jRj340X3bZZfwzP/Mz/MADD5yD1nxt6CiePPjgg/z85z+fH/e4x/He3h5ff/31/PKXv3wG6i8knizxAgC/9a1v9XuOM1f+7d/+jV/4whfypZdeyldccQW/9rWv5e12e5Zb87WhM/Hk3nvv5ec973n82Mc+lg8ODvjJT34yv+51r2tyXDBfWDz52Z/9Wb7++ut5f3+fH/e4x/FNN93k4IT54hsjzEfz5GyPEWJmfng+l5VWWmmllVZaaaWvL51XMSgrrbTSSiuttNLFQStAWWmllVZaaaWVHnG0ApSVVlpppZVWWukRRytAWWmllVZaaaWVHnG0ApSVVlpppZVWWukRRytAWWmllVZaaaWVHnG0ApSVVlpppZVWWukRRytAWWmllVZaaaWVHnG0ApSVVlpppZVWWukRRytAWWmllVZaaaWVHnG0ApSVVlpppZVWWukRRytAWWmllVZaaaWVHnH0/wFGq8ui4Tf7pQAAAABJRU5ErkJggg==\n" }, "metadata": {} } ], "source": [ "# read an image file and then using Matplotlib (plt) to display the image.\n", "\n", "img = cv2.imread('bad_05.jpg')\n", "plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "id": "AYX7SHsqxD8X", "colab": { "base_uri": "https://localhost:8080/", "height": 435 }, "outputId": "94d4ac9b-877d-418a-dbd3-6e9c1fafcc1c" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "# resize an image (img) to a new size (256x256)\n", "\n", "resize = tf.image.resize(img, (256,256))\n", "plt.imshow(resize.numpy().astype(int))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "id": "2z_O8gYT8Qia", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "1ec3da04-65d6-44fa-910d-51055705e3e6" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "TensorShape([256, 256, 3])" ] }, "metadata": {}, "execution_count": 76 } ], "source": [ "resize.shape" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "id": "FdwDS6cN8HKA", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "3a03324c-74a6-4828-a42f-62ae63361598" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(1, 256, 256, 3)" ] }, "metadata": {}, "execution_count": 77 } ], "source": [ "np.expand_dims(resize, 0).shape" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "id": "RiZ3XGH3z38t", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "67268c49-9096-4a2b-ee94-06b9eda24bfd" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 3s/step\n", "[[0.4502]]\n" ] } ], "source": [ "import numpy as np\n", "import tensorflow as tf\n", "\n", "# Assuming 'resize' is the image you want to predict on\n", "resize_to = 224 # the expected input size for the model\n", "\n", "# Resize the image to (224, 224)\n", "resized_image = tf.image.resize(resize, (resize_to, resize_to))\n", "\n", "# Normalize the image\n", "normalized_image = resized_image / 255.0\n", "\n", "# Expand dimensions to match the expected input shape for the model\n", "input_image = np.expand_dims(normalized_image, axis=0)\n", "\n", "# Obtain predictions from the trained model\n", "yhat = model.predict(input_image)\n", "\n", "# Output the predictions\n", "print(yhat)\n" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "id": "Ka9NgG7cz8WW", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4f7854ef-3c23-4703-d021-6dd403cc5b27" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([[0.4502]], dtype=float16)" ] }, "metadata": {}, "execution_count": 79 } ], "source": [ "yhat # Calculate the value of prediction" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "id": "z9kUtmvQz-Ow", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "8fd83368-04f6-404a-ffe8-10610edab717" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Predicted your Teeth are Bad & You need to visit doctor\n" ] } ], "source": [ "# If yhat is greater than 0.5, the model predicts that the teeth are good.\n", "# If yhat is 0.5 or less, the model predicts that the teeth are bad.\n", "\n", "if yhat > 0.5:\n", " print(f'Predicted your Teeth are Good & You dont need to visit doctor')\n", "else:\n", " print(f'Predicted your Teeth are Bad & You need to visit doctor')" ] }, { "cell_type": "markdown", "metadata": { "id": "U2dWSkeby32E" }, "source": [ "6. Save The Model" ] }, { "cell_type": "markdown", "metadata": { "id": "nfK_5Nf-y8CM" }, "source": [ "6.1 Save The Model" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "id": "Gvy3oOVLy-h2" }, "outputs": [], "source": [ "from tensorflow.keras.models import load_model" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "id": "ND0n7mHtdZp1", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "b52836c5-0054-4b9f-d135-229141c9bdaf" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n" ] } ], "source": [ "import os\n", "from tensorflow.keras.models import load_model\n", "\n", "# Create the 'models' directory if it doesn't exist\n", "if not os.path.exists('models'):\n", " os.makedirs('models')\n", "\n", "model.save(os.path.join('models', 'imageclassifier.h5')) # Save the model" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "id": "xxHYrBbczFT6", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "3337cdf9-6594-4c1b-ecc6-26434a529363" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "WARNING:absl:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n" ] } ], "source": [ "new_model = load_model(os.path.join('models','imageclassifier.h5'))" ] }, { "cell_type": "markdown", "metadata": { "id": "mHZGlltIybxq" }, "source": [ "7. Deploy Model" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "id": "cuUU-ryxyfSP", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "9f5a5442-a3bf-41c7-fd1c-e646d188d52e" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (4.41.2)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers) (3.14.0)\n", "Requirement already satisfied: huggingface-hub<1.0,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.23.2)\n", "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (1.25.2)\n", "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers) (24.0)\n", "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (6.0.1)\n", "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (2024.5.15)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers) (2.31.0)\n", "Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.19.1)\n", "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.4.3)\n", "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers) (4.66.4)\n", "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.23.0->transformers) (2023.6.0)\n", "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.23.0->transformers) (4.12.1)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.7)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2.0.7)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2024.6.2)\n" ] } ], "source": [ "!pip install transformers" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "id": "k1zQeuxKyh6e", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "f3d8dd05-81cd-4f85-8a3e-c4f61e99dbe2" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Collecting gradio\n", " Downloading gradio-4.36.1-py3-none-any.whl (12.3 MB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m12.3/12.3 MB\u001b[0m \u001b[31m63.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hCollecting aiofiles<24.0,>=22.0 (from gradio)\n", " Downloading aiofiles-23.2.1-py3-none-any.whl (15 kB)\n", "Requirement already satisfied: altair<6.0,>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (4.2.2)\n", "Collecting fastapi (from gradio)\n", " Downloading fastapi-0.111.0-py3-none-any.whl (91 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m92.0/92.0 kB\u001b[0m \u001b[31m13.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hCollecting ffmpy (from gradio)\n", " Downloading ffmpy-0.3.2.tar.gz (5.5 kB)\n", " Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", "Collecting gradio-client==1.0.1 (from gradio)\n", " Downloading gradio_client-1.0.1-py3-none-any.whl (318 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m318.1/318.1 kB\u001b[0m \u001b[31m35.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hCollecting httpx>=0.24.1 (from gradio)\n", " Downloading httpx-0.27.0-py3-none-any.whl (75 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m75.6/75.6 kB\u001b[0m \u001b[31m10.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: huggingface-hub>=0.19.3 in /usr/local/lib/python3.10/dist-packages (from gradio) (0.23.2)\n", "Requirement already satisfied: importlib-resources<7.0,>=1.3 in /usr/local/lib/python3.10/dist-packages (from gradio) (6.4.0)\n", "Requirement already satisfied: jinja2<4.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.1.4)\n", "Requirement already satisfied: markupsafe~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.1.5)\n", "Requirement already satisfied: matplotlib~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.7.1)\n", "Requirement already satisfied: numpy<3.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (1.25.2)\n", "Collecting orjson~=3.0 (from gradio)\n", " Downloading orjson-3.10.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (142 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m142.7/142.7 kB\u001b[0m \u001b[31m18.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from gradio) (24.0)\n", "Requirement already satisfied: pandas<3.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.0.3)\n", "Requirement already satisfied: pillow<11.0,>=8.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (9.4.0)\n", "Requirement already satisfied: pydantic>=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.7.3)\n", "Collecting pydub (from gradio)\n", " Downloading pydub-0.25.1-py2.py3-none-any.whl (32 kB)\n", "Collecting python-multipart>=0.0.9 (from gradio)\n", " Downloading python_multipart-0.0.9-py3-none-any.whl (22 kB)\n", "Requirement already satisfied: pyyaml<7.0,>=5.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (6.0.1)\n", "Collecting ruff>=0.2.2 (from gradio)\n", " Downloading ruff-0.4.8-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (8.8 MB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.8/8.8 MB\u001b[0m \u001b[31m65.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hCollecting semantic-version~=2.0 (from gradio)\n", " Downloading semantic_version-2.10.0-py2.py3-none-any.whl (15 kB)\n", "Collecting tomlkit==0.12.0 (from gradio)\n", " Downloading tomlkit-0.12.0-py3-none-any.whl (37 kB)\n", "Collecting typer<1.0,>=0.12 (from gradio)\n", " Downloading typer-0.12.3-py3-none-any.whl (47 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m47.2/47.2 kB\u001b[0m \u001b[31m5.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: typing-extensions~=4.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (4.12.1)\n", "Requirement already satisfied: urllib3~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.0.7)\n", "Collecting uvicorn>=0.14.0 (from gradio)\n", " Downloading uvicorn-0.30.1-py3-none-any.whl (62 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.4/62.4 kB\u001b[0m \u001b[31m7.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from gradio-client==1.0.1->gradio) (2023.6.0)\n", "Collecting websockets<12.0,>=10.0 (from gradio-client==1.0.1->gradio)\n", " Downloading websockets-11.0.3-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (129 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m129.9/129.9 kB\u001b[0m \u001b[31m16.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: entrypoints in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio) (0.4)\n", "Requirement already satisfied: jsonschema>=3.0 in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio) (4.19.2)\n", "Requirement already satisfied: toolz in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio) (0.12.1)\n", "Requirement already satisfied: anyio in /usr/local/lib/python3.10/dist-packages (from httpx>=0.24.1->gradio) (3.7.1)\n", "Requirement already satisfied: certifi in /usr/local/lib/python3.10/dist-packages (from httpx>=0.24.1->gradio) (2024.6.2)\n", "Collecting httpcore==1.* (from httpx>=0.24.1->gradio)\n", " Downloading httpcore-1.0.5-py3-none-any.whl (77 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m77.9/77.9 kB\u001b[0m \u001b[31m10.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: idna in /usr/local/lib/python3.10/dist-packages (from httpx>=0.24.1->gradio) (3.7)\n", "Requirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from httpx>=0.24.1->gradio) (1.3.1)\n", "Collecting h11<0.15,>=0.13 (from httpcore==1.*->httpx>=0.24.1->gradio)\n", " Downloading h11-0.14.0-py3-none-any.whl (58 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m58.3/58.3 kB\u001b[0m \u001b[31m8.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.19.3->gradio) (3.14.0)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.19.3->gradio) (2.31.0)\n", "Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.19.3->gradio) (4.66.4)\n", "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (1.2.1)\n", "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (4.53.0)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (1.4.5)\n", "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (3.1.2)\n", "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (2.8.2)\n", "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas<3.0,>=1.0->gradio) (2023.4)\n", "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas<3.0,>=1.0->gradio) (2024.1)\n", "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic>=2.0->gradio) (0.7.0)\n", "Requirement already satisfied: pydantic-core==2.18.4 in /usr/local/lib/python3.10/dist-packages (from pydantic>=2.0->gradio) (2.18.4)\n", "Requirement already satisfied: click>=8.0.0 in /usr/local/lib/python3.10/dist-packages (from typer<1.0,>=0.12->gradio) (8.1.7)\n", "Collecting shellingham>=1.3.0 (from typer<1.0,>=0.12->gradio)\n", " Downloading shellingham-1.5.4-py2.py3-none-any.whl (9.8 kB)\n", "Requirement already satisfied: rich>=10.11.0 in /usr/local/lib/python3.10/dist-packages (from typer<1.0,>=0.12->gradio) (13.7.1)\n", "Collecting starlette<0.38.0,>=0.37.2 (from fastapi->gradio)\n", " Downloading starlette-0.37.2-py3-none-any.whl (71 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m71.9/71.9 kB\u001b[0m \u001b[31m9.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hCollecting fastapi-cli>=0.0.2 (from fastapi->gradio)\n", " Downloading fastapi_cli-0.0.4-py3-none-any.whl (9.5 kB)\n", "Collecting ujson!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0,>=4.0.1 (from fastapi->gradio)\n", " Downloading ujson-5.10.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (53 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m53.6/53.6 kB\u001b[0m \u001b[31m7.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hCollecting email_validator>=2.0.0 (from fastapi->gradio)\n", " Downloading email_validator-2.1.1-py3-none-any.whl (30 kB)\n", "Collecting dnspython>=2.0.0 (from email_validator>=2.0.0->fastapi->gradio)\n", " Downloading dnspython-2.6.1-py3-none-any.whl (307 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m307.7/307.7 kB\u001b[0m \u001b[31m24.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: attrs>=22.2.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (23.2.0)\n", "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (2023.12.1)\n", "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.35.1)\n", "Requirement already satisfied: rpds-py>=0.7.1 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.18.1)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib~=3.0->gradio) (1.16.0)\n", "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (3.0.0)\n", "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (2.16.1)\n", "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio->httpx>=0.24.1->gradio) (1.2.1)\n", "Collecting httptools>=0.5.0 (from uvicorn>=0.14.0->gradio)\n", " Downloading httptools-0.6.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (341 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m341.4/341.4 kB\u001b[0m \u001b[31m21.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hCollecting python-dotenv>=0.13 (from uvicorn>=0.14.0->gradio)\n", " Downloading python_dotenv-1.0.1-py3-none-any.whl (19 kB)\n", "Collecting uvloop!=0.15.0,!=0.15.1,>=0.14.0 (from uvicorn>=0.14.0->gradio)\n", " Downloading uvloop-0.19.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.4 MB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.4/3.4 MB\u001b[0m \u001b[31m61.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hCollecting watchfiles>=0.13 (from uvicorn>=0.14.0->gradio)\n", " Downloading watchfiles-0.22.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.2 MB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.2/1.2 MB\u001b[0m \u001b[31m53.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.19.3->gradio) (3.3.2)\n", "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0,>=0.12->gradio) (0.1.2)\n", "Building wheels for collected packages: ffmpy\n", " Building wheel for ffmpy (setup.py) ... \u001b[?25l\u001b[?25hdone\n", " Created wheel for ffmpy: filename=ffmpy-0.3.2-py3-none-any.whl size=5584 sha256=206e5bf69d0f4fbc754191d5c5b13f46c99ee188ad3efc0229b3e6d51b858e4e\n", " Stored in directory: /root/.cache/pip/wheels/bd/65/9a/671fc6dcde07d4418df0c592f8df512b26d7a0029c2a23dd81\n", "Successfully built ffmpy\n", "Installing collected packages: pydub, ffmpy, websockets, uvloop, ujson, tomlkit, shellingham, semantic-version, ruff, python-multipart, python-dotenv, orjson, httptools, h11, dnspython, aiofiles, watchfiles, uvicorn, starlette, httpcore, email_validator, typer, httpx, gradio-client, fastapi-cli, fastapi, gradio\n", " Attempting uninstall: typer\n", " Found existing installation: typer 0.9.4\n", " Uninstalling typer-0.9.4:\n", " Successfully uninstalled typer-0.9.4\n", "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", "spacy 3.7.4 requires typer<0.10.0,>=0.3.0, but you have typer 0.12.3 which is incompatible.\n", "weasel 0.3.4 requires typer<0.10.0,>=0.3.0, but you have typer 0.12.3 which is incompatible.\u001b[0m\u001b[31m\n", "\u001b[0mSuccessfully installed aiofiles-23.2.1 dnspython-2.6.1 email_validator-2.1.1 fastapi-0.111.0 fastapi-cli-0.0.4 ffmpy-0.3.2 gradio-4.36.1 gradio-client-1.0.1 h11-0.14.0 httpcore-1.0.5 httptools-0.6.1 httpx-0.27.0 orjson-3.10.4 pydub-0.25.1 python-dotenv-1.0.1 python-multipart-0.0.9 ruff-0.4.8 semantic-version-2.10.0 shellingham-1.5.4 starlette-0.37.2 tomlkit-0.12.0 typer-0.12.3 ujson-5.10.0 uvicorn-0.30.1 uvloop-0.19.0 watchfiles-0.22.0 websockets-11.0.3\n" ] } ], "source": [ "pip install gradio" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "id": "dgdQeZs8yx6Z", "colab": { "base_uri": "https://localhost:8080/", "height": 680 }, "outputId": "8ff76aad-1c0e-4fcc-f2c3-9b1df0fa2ac8" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/keras/src/saving/saving_lib.py:415: UserWarning: Skipping variable loading for optimizer 'loss_scale_optimizer', because it has 10 variables whereas the saved optimizer has 14 variables. \n", " saveable.load_own_variables(weights_store.get(inner_path))\n", "/usr/local/lib/python3.10/dist-packages/keras/src/saving/saving_lib.py:415: UserWarning: Skipping variable loading for optimizer 'rmsprop', because it has 6 variables whereas the saved optimizer has 10 variables. \n", " saveable.load_own_variables(weights_store.get(inner_path))\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n", "Running on public URL: https://e66a7e4a1a763a5ba5.gradio.live\n", "\n", "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "
" ] }, "metadata": {} }, { "output_type": "execute_result", "data": { "text/plain": [] }, "metadata": {}, "execution_count": 89 } ], "source": [ "import subprocess\n", "\n", "# Define the list of libraries to install\n", "libraries = [\n", " 'gradio',\n", " 'tensorflow',\n", " 'numpy',\n", " 'Pillow',\n", " 'opencv-python-headless',\n", " 'Flask' # Add Flask here\n", "]\n", "\n", "# Install each library using pip\n", "for library in libraries:\n", " try:\n", " subprocess.check_call(['pip', 'install', library])\n", " except subprocess.CalledProcessError as e:\n", " print(f\"Error installing {library}: {e}\")\n", "\n", "import gradio as gr\n", "import tensorflow as tf\n", "import numpy as np\n", "from PIL import Image\n", "import io\n", "\n", "# Load the pre-trained TensorFlow model\n", "model = tf.keras.models.load_model(\"/content/models/imageclassifier.keras\")\n", "\n", "# Define the function to predict the teeth health\n", "def predict_teeth_health(image):\n", " # Convert the PIL image object to a file-like object\n", " image_bytes = io.BytesIO()\n", " image.save(image_bytes, format=\"JPEG\")\n", "\n", " # Load the image from the file-like object\n", " image = tf.keras.preprocessing.image.load_img(image_bytes, target_size=(224, 224)) # Adjust target_size if needed\n", " image = tf.keras.preprocessing.image.img_to_array(image)\n", " image = np.expand_dims(image, axis=0)\n", "\n", " # Make a prediction\n", " prediction = model.predict(image)\n", "\n", " # Get the probability of being 'Good'\n", " probability_good = prediction[0][0] # Assuming it's a binary classification\n", "\n", " # Define the prediction result\n", " result = {\n", " \"prediction\": \"Your Teeth are Good & You Don't Need To Visit Doctor\" if probability_good > 0.5 else \"Your Teeth are Bad & You Need To Visit Doctor\"\n", " }\n", "\n", " return result\n", "\n", "# Define the Gradio interface\n", "iface = gr.Interface(\n", " fn=predict_teeth_health,\n", " inputs=gr.Image(type=\"pil\"),\n", " outputs=\"json\",\n", " title=\"

Dentella

Please Enter Your Teeth Here...

\",\n", ")\n", "\n", "# Deploy the Gradio interface using Gradio's hosting service\n", "iface.launch(share=True)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "fFgAoM6JYcrK" }, "source": [ "# End...💕\n" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }