diff --git a/cpd5.2/notebooks/additional_samples/experiments/time_series_fine_tuning/Bike_Sharing_Finetuning_with_Exogenous.ipynb b/cpd5.2/notebooks/additional_samples/experiments/time_series_fine_tuning/Bike_Sharing_Finetuning_with_Exogenous.ipynb index dbc4671a..4def35f0 100644 --- a/cpd5.2/notebooks/additional_samples/experiments/time_series_fine_tuning/Bike_Sharing_Finetuning_with_Exogenous.ipynb +++ b/cpd5.2/notebooks/additional_samples/experiments/time_series_fine_tuning/Bike_Sharing_Finetuning_with_Exogenous.ipynb @@ -1,1019 +1 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "# Transportation Demand Forecasting with Granite Time Series - Zero-shot Inference and Fine-tuning with Exogenous Inputs\n", - "\n", - "TinyTimeMixers (TTMs) are compact pre-trained models for Multivariate Time-Series Forecasting, open-sourced by IBM Research. With less than 1 Million parameters, TTM introduces the notion of the first-ever \"tiny\" pre-trained models for Time-Series Forecasting. TTM outperforms several popular benchmarks demanding billions of parameters in zero-shot and few-shot forecasting and can easily be fine-tuned for multivariate forecasts.\n", - "\n", - "In this recipe, we cover zero-shot forecasting, as well as fine-tuning. This example makes use of the Kaggle bike sharing [dataset](https://www.kaggle.com/datasets/lakshmi25npathi/bike-sharing-dataset) which contains bikes rental demand with weather and seasonal information." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting Up" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Install the TSFM Library \n", - "\n", - "The [granite-tsfm library](https://github.com/ibm-granite/granite-tsfm) provides utilities for working with Time Series Foundation Models (TSFM). Here we retrieve and install a tested version of the library." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "# Install the tsfm library\n", - "! pip install \"granite-tsfm[notebooks]==0.3.1\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Import Packages\n", - "\n", - "From `tsfm_public`, we use the TinyTimeMixer model, forecasting pipeline, and plotting function. We also leverage a few components for the fine-tuning process.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "import math\n", - "import os\n", - "\n", - "import numpy as np\n", - "import pandas as pd\n", - "import torch\n", - "from torch.optim import AdamW\n", - "from torch.optim.lr_scheduler import OneCycleLR\n", - "from transformers import EarlyStoppingCallback, Trainer, TrainingArguments, set_seed\n", - "\n", - "from tsfm_public import (\n", - " TimeSeriesForecastingPipeline,\n", - " TimeSeriesPreprocessor,\n", - " TinyTimeMixerForPrediction,\n", - " TrackingCallback,\n", - " count_parameters,\n", - " get_datasets,\n", - ")\n", - "from tsfm_public.toolkit.time_series_preprocessor import prepare_data_splits\n", - "from tsfm_public.toolkit.visualization import plot_predictions\n", - "from tsfm_public.toolkit.service_util import save_deployment_package" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "### Specify configuration variables\n", - "\n", - "We provide the names of the timestamp column and the target column to be predicted. The context length (in time steps) is set to match the pretrained model." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# TTM model branch\n", - "# Use \"main\" for 512-96 model\n", - "# Use \"1024-96-r2\" for 1024-96 model\n", - "# Use \"512-96-ft-r2.1\" for 512-96 r2.1 model\n", - "TTM_MODEL_REVISION = \"512-96-ft-r2.1\"\n", - "context_length = 512 # the max context length for the 512-96 model\n", - "prediction_length = 96 # the max prediction length for the 512-96 model\n", - "\n", - "# Output directory for writing evaluation results.\n", - "OUT_DIR = \"/tmp/ttm_results\"\n", - "\n", - "# Set the device\n", - "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "## Preparing the Data" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "### Download the data\n", - "\n", - "We'll work with a [bike sharing datasety](https://archive.ics.uci.edu/dataset/275/bike+sharing+dataset) available from the UCI Machine learning repository. This dataset includes the count of rental bikes between the years 2011 and 2012 in the Capital bike share system with the corresponding weather and seasonal information.\n", - "\n", - "You can download the source code to a temporary directory by running the following commands. Later you can clean up any downloaded files by removing the `temp` folder." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "scrolled": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "%%bash\n", - "# curl https://archive.ics.uci.edu/static/public/275/$BIKE_SHARING -o $BIKE_SHARING && \\\n", - "BIKE_SHARING=bike+sharing+dataset.zip\n", - "test -d temp || ( \\\n", - " mkdir -p temp && \\\n", - " cd temp && \\\n", - " wget https://archive.ics.uci.edu/static/public/275/$BIKE_SHARING -O $BIKE_SHARING && \\\n", - " unzip -o $BIKE_SHARING && \\\n", - " rm -f $BIKE_SHARING && \\\n", - " cd - \\\n", - ") && ls -l temp/" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "DATA_FILE_PATH = \"temp/hour.csv\"" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "### Read in the data\n", - "\n", - "We parse the CSV into a pandas dataframe, filling in any null values, and create a single window containing `context_length` time points. We ensure the timestamp column is a UTC datetime." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "timestamp_column = \"dteday\"\n", - "target_columns = [\"casual\", \"registered\", \"cnt\"]\n", - "\n", - "# Read in the data from the downloaded file.\n", - "input_df = pd.read_csv(DATA_FILE_PATH, parse_dates=[timestamp_column])\n", - "\n", - "# Fix missing hours in original dataset date column\n", - "input_df[timestamp_column] = input_df[timestamp_column] + input_df.hr.apply(lambda x: pd.Timedelta(x, unit=\"hr\"))\n", - "\n", - "# Show the last few rows of the dataset.\n", - "input_df.tail()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "### Plot a segment of the target series\n", - "\n", - "Here we inspect a preview of the target time series." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "keep_output": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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IgpDJz1Yfxh1P74DH64v+YAXD7J/MJh2mjygGQHZa8SK9l0ahIeJXjKhvQWkPCF5nMMXI2Z5B6bUS8mE5ZmajsObo7neqbkqvL0TwOgBUSYoR9TV7CIIgCIIgcolAVYAa9ylE6ghWjLBsQYIIhhojWUYRKUYIgogBnufx3Naz2HCsC6e6BjJ9OHHj9fFSgbvQpMMMsTFCAezxwRQB5ytG1LfhCAxeZ5QVGCRlwFFSjcQMOz/GVhYAANxeXnXrDilfpGB4Y4SFr/c7PdQ0IwiCIAiCUDCB6081KpiJ1EGKEUIu1BjJMshKiyCIWBhye+ESlSI9KrRJYgy4/Asfs0mH6SOpMZIILK+FKQKyQjFi0g/7/pRaMwDKGYkH1mwqLzCgyORXjagJlpdTkj/8vCg06lAonveUM0IQBEEQBKFcAlUBPSrMvCNSR7CLjhr3sUR6oMZIlsEaI8GyMYIgiFAESkrVvFhgxW+DVgOjTovpdUJj5Ez3AE19x0Fg+DqgbsWIPYRiBKCckUQItCerMAtNsy67us4NphgpDbLSAoDqIuE1dVDOCEEQBEEQhGJh9q4A0KOyIR0itbD9SoFBC4CstIjwUGMky8gWxci/97bgS8/spJsbQaSYwGuFGovejP6gQn6l2YiaIhN4HjhMAewxY3cGh68LhWKbwwO3yrJopDyM4MZIrdA8O9xmT/sxqR02gWU26VBRKJwbalOM9IWx0gKAahbATooRgiAIgiAIxTJMMaLivSyRfNhw3KiyfABkpUWEhxojWYakGBlyw+dTVxBqIE9tPoN1RzvxwvamTB8KQWQ1gZMTapYfB2diAJAC2MlOK3b8KgvhnlKcp4eGE36mtkUley2B4euA30rrWLsNXhXfLzOBLcCerFJSjKitMRLaSguAlD9DAewEQRAEQRDKxTYsY0RdexQitbD9Sn250BghxQgRDmqMZBms8OPjgX6Xeu1jWMHi33tbwPNUsCKIVGEd8i8g1awYYQqHQFUAC2A/SI2RmGEKHJa1oNVwKBEth9R2ntgcoRUj9eUFyDdo4XD7cKZ7IBOHplpsAY2zSrUqRgYiWGkVs8YIKUYIgiAIgiCUis1BVlpEaNhw3GhRMaK2PSyRPqgxkmWY9FoYdMI/q1XFHVE2kXyqa4D835PE6v2tFDJMnEe2WWmxQj4AzBgpZEiQYiR2/IHl/veTWQ71qmwaixXxg8PXtRoOk2sE1QjdZ2LDnzGiQ0WhcF6orjEirjMiKUbaKWOEIAiCIAhCsQQqRshKiwiE7VdGlxcAUJ/rAZE+qDGShag9Z8Tj9UkXMQB4a19rBo8mOzjWbsd9L+7Bt1/em+lDIRTGMCutAXUVNgPxh4X7i5zMSutUVz8GKIA9JvqDMkYAoIwpRlS2qAx1bjCm1grNM2oaxwbbhBaZ9AEZI+o6L9i1L3TGiBi+bqfGCEEQBEEQhFIZbqWl3r0skVw8Xh8GXV4AQH0ZWWkRkaHGSBYi5Yw41PnBD27orN7Xpuq8FCVwrm9Q/N+hDB8JoTQs2aIYcYrWPgGKkSqzCdVFRiGAnQrfMSFZkxn9zQRJMaKy8yQwKDyYKWJj5HArnR+xYA+wJ1NrxkhvJCstljFCihGCIAiCIAjFMix8XWVDOkTqCBy0lqy0Bl1k00+EhBojWUhgALsaYYXafIMWhUYdWixD+KSpL8NHpW5YZku/0wOnx5vhoyGURODkhNoK3oGwxU9hUPGb5YwcOEd2WrEQKsy+rFCdjRG/7dP5ihEWwH68w57WY1I7toBA+woVZozwPC9d+0JaaYkZI512Jw1mEARBEARBKBTbkL8A3u/0wOGmWgfh3//l6bWoEIe4XB4fhuj8IEJAjZEsRO1WWhbRpqW80IArp9UAIDutROkLKGSShJAIJLCB2jfoVm0R0B4mYHs6BbDHRX+I97NMpeHrdmd4xciEKqEx0mZ1qFZlmQkCM2jYZqOnXz1TWIMuL1xeH4DQipHKQiM4DvD4eHSr2GKQIAiCIAgimwlev6s5Z4Tneaw52IY397Rgx5letFiG4BHXq0RssPPCbNKhwKCFQSuUvvuoFkaE4PwqAaF61N8YEac48wy4dnYdXvvkHN7Z34aHr5kKnZZ6efEQGDTV0++SbEIIwjLkPze8Ph7WITdKQ3juKx1JMWIcPv0tKUaoMRITUqMpK6y0WBH/fGVAcZ4e1UVGdNicONHRj7n1pek+PNXB87ykKCoy6SUljsvrg23Ig+IQCgylwe6JBp0G+QbteT/XaTWoKDSiy+5Ep82JKjPdMwmCIAiCIJRGsEtKT78TI0ryMnQ0ibHjTC/uef6TYd/TajjUFJkwsboQv7xxpqRqJiIT2BjhOA4l+Xp02p3oG3Cp9vwgUkdMVeZHHnkE8+fPh9lsRlVVFa6//nocO3Zs2GMcDgfuvfdelJeXo7CwEDfddBM6OjqGPaapqQlXX3018vPzUVVVhe9973vweCgYN1kUiVOxqm+M5OuxeHw5ygsM6Blw4eNTPRk+MvUS2BnvU1lwMpFaghVEap2y6Q+jCpgREMA+6KL7jBw8Xr/MeJiVlgobI8OL+KFnQSZVC6qRk51kpyWHAZcXTFhmNulh0mul97arXx2ZHH0DwjlRmq8Hx3EhH1MjDhC0U84IQRAEQRCEIrFJw3HCWlTNOSPNYh6s2aTD6LJ86LUcvD4eLZYhbDjWhdX7yUVFLsFWykwhTrUwIhQxNUY2btyIe++9F9u2bcMHH3wAt9uNK664AgMDA9Jjvv3tb+Ptt9/Gq6++io0bN6K1tRU33nij9HOv14urr74aLpcLW7ZswbPPPotnnnkGDz/8cPJeVY6jdsUIu1iV5Bug02pw1YxaAMBbe+lGEC+BVlpqKmoSqSf4OqHW8yOclVZVkQlVZiN8PAVsy6Xf6W8gFRrV3RgJLuKHYmIVyxnpT9dhqRo2mafXcjDphWVkhRTAro5zg60zQtloMZiyst1GjRGCIAiCIAil4fH6pH3L2IoCAOrKvAuG7csvnlSJTd+/FEd/ugrb/2c5PjN3JACgxTKUycNTFf7agNgYKRD+l6y0iFDE1BhZs2YN7rjjDkybNg2zZs3CM888g6amJuzevRsAYLVa8eSTT+LRRx/FZZddhrlz5+Lpp5/Gli1bsG3bNgDA+++/j8OHD+P555/H7NmzsWrVKvz0pz/F448/DpdLHRtqpVMkNUbUOR3Nbggl4uu4dnYdAOD9Q+0UphUngZ1xNRU1idRjHfRPTgNAr0r99NmiOFSOBNlpxQZbSBp1Ghh0/mWCGhsjTC0SWMQPZlJ1IQAKYJdL4EaDqS3UFsAurzEivKYOaowQBEEQBEEojsBhLtYYUav7AeAfPmKDzloNh+oik5SZ2UqNEdnYHcPdJNia30KKESIECQU2WK1CkamsrAwAsHv3brjdbqxYsUJ6TENDA0aPHo2tW7cCALZu3YoZM2agurpaesyVV14Jm82GQ4cOhfw7TqcTNptt2BcRHnYhDfZbVAv+goXwOuaOLkVdsQl2pwcbjnVm8tBUCzVGiFB4vD7YxQXluEqhOKzWxWS4jBEAaKgVFAGnukgRIIfgCRsGa4z0DaonZDtUET+YiaKV1glSjMjCFsKarLKQKUbU0RhhFoJseiwUzEqLGiMEQRAEQRDKg+UI5hu0UvZGj0qGdEJhDWqMMOrETIxWC61J5RKcMVmSr74BPyJ9xN0Y8fl8+Na3voXFixdj+vTpAID29nYYDAaUlJQMe2x1dTXa29ulxwQ2RdjP2c9C8cgjj6C4uFj6GjVqVLyHnROo3UqLFSyKxYuXRsPhU7ME1chb+8hOKx4CJYPZejNotQxhZ2Nvpg9DVTBPVgAYUy5M2fSq1Jc1nJUWANSLr+1sz2Baj0mthFPfsMaI28tLDTWlwwYEQp0XjAlVQlOw3eZQ7X0znfgnsPybtkqzuhQj7D5YEkkxUsystNTxmgiCIAiCIHIJ/7COHuXiPkXNGSPBihFGXYmwJiXFiHyCMybZ0HVwvipBAAk0Ru69914cPHgQL730UjKPJyQPPvggrFar9NXc3Jzyv6lm1K4YsQRZ+wCQGiMfHumULnKEPHieH54xkoXywfVHO3HFbzfhM3/eSnY4McCkpGajDlWibYxaFSMsfD0wE4PBpNVnugfO+xlxPsHSY4ZJr0W+QQtAPQ00KXgvTL4IINwzmTrgZCepRqIhTWDl+c+PikJhM6qWxoglSJkaCkkxQuHrBEEQBEEQioPVu4rydChntq4q3csC/sHmoqDGyMiSfADCPn3IRdbycggemgx0PiCIYOJqjNx3331YvXo11q9fj5EjR0rfr6mpgcvlgsViGfb4jo4O1NTUSI/p6Og47+fsZ6EwGo0oKioa9kWEp0jtipEhNsnpvyFMqyvCuMoCuDw+vH+oI9yvEiHod3rg8fltb/pUvFgIhud5/P2j07jz2Z3SlPtBypGQjSVg8VWuwvwIhtvrg8PtAxC6AF5fLiwmWy1DcHpoMRkN9lkK1WSSckZUsqi0hWnyBDNRzBk5QY3VqEiNswDbOn/GiDrOiz5pAIPC1wmCIAiCINTIMMVIIVOMqGNIJxTs9QQrRorydCgQh9NaraQakYMtSOHOVOIUvk6EIqbGCM/zuO+++/DGG29g3bp1GDt27LCfz507F3q9HmvXrpW+d+zYMTQ1NWHRokUAgEWLFuHAgQPo7PRnRXzwwQcoKirC1KlTE3kthEiglZZafOAD6RsQw9cDChYcx+FastOKC/Z+MtRY+A6Fy+PD/7xxAD975wh8vL+RRqoA+bDmaUm+XpXB2oz+AEuwAqP2vJ9XFhqRb9DCxwPn+mgxGY1ItmTSeaKSArhNhmIEACaJOSPHKWckKtJ7Okwxoq6METnh60wxYh1yY9ClDus4giAIgiCIXCFQYVFRILofqGSPEopwGSMcxwXkjNBeVg72oP0KU4ln05AwkTxiaozce++9eP755/Hiiy/CbDajvb0d7e3tGBoSPpzFxcW48847cf/992P9+vXYvXs3vvjFL2LRokVYuHAhAOCKK67A1KlTcdttt2Hfvn1477338NBDD+Hee++F0WhM/ivMQdiF1OPjMahCqZ1UrA26IVw1oxYAsO10jyobPpkiWC6oxsJ3MH0DLtz+1Hb8c0czOA546OopuO/SCQCA09QYkY118PzGiBqttNjCJ9+ghU57/m2N47iAnBE6P6IRKchebYqRcLZgwUxiipFOUoxEI3gCC1BfxojUGIkQvl4ccF081UnXDYIgCIIgCCXhD9jW+RUjA07V1oqkRk+IgS5qjMRGsMK9lKy0iAjE1Bh54oknYLVacckll6C2tlb6evnll6XH/Pa3v8U111yDm266CcuWLUNNTQ1ef/116edarRarV6+GVqvFokWL8F//9V+4/fbb8ZOf/CR5ryrHyTdoodNwAPwFDLXg9vokG5fgUNSRpcLNwOnxqbLhkyn6grzU+wZdql0sAECnzYEb/vQxtp3uRYFBiye/MA9fXjoO4yqFwvfpLipgyYX57Bfn6VEuTtn0DqijsBmIPUK+CGNshWCndaabAtijwfJaQipG8tWlLGIbJnMUxciEKqYYocZINPyb0AArLbN/Sk8N95dQytRQsIbZMTovCIIgCIIgFIVkpZXnH2Zxe3lJ3aw22Bo7WDEC+BsjLRayeJVDsAMCU4lT+DoRisgjlEHI2eyaTCY8/vjjePzxx8M+pr6+Hu+++24sf5qIAY7jUJynR8+AC9YhN2qL8zJ9SLIJvFAF3xDy9FoYdBq4PD70DbpQEKEISvhhjZHxlYXYdbYPbi8Pu9MT1VpGqbyyqxmNPYMYUZKHJ++Yh4YaIXNobIVQwGrsHoDPx0MjNgeJ8FilxZcBZYX+gjfP8+A49bx/ksIhgiqAFCPykWWlpZLGiN3hD2WMBMsY6bA5YR1yh9yQEAKhVDgso8jl9cE25EFxhFBzJcCawmVRGiOTq83YdrqXsmcIgiAIgiAUhi1AYWHSa2E26mB3etDT71TdWt7l8WHILQz/hjr2ESWCxSspRuQRrHBnQ8L9Tg9cHh8Murjitokshc6GLEXKGVFZR9QqBq8XmXTQBhW2OY6TihjBuRlEeNh7VVNsQr4Y2qVmb8VO0cP+hjkjpKYIICiKdBoOQ24vOuw0SSEHi/h5K8n3h6+zxpma6HdEVwWMEQPYG3tIMRKNfkeE8PVCdTVGbDLODUDYUNUWCxuOk2SnFRF/xoj/PTXptVKjpKtf2ddfp8eLAVF1GiljBAAmitkzpBghCIIgCCIZtFqG8Jv3j6muTqNEgnPvmJ1WtwpzRpiNFseFHk4bUUpWWrEQfG4UmfRg5UUL2WkRQVBjJEspCghgVxN94gKBeQAGU6oyf3slEBgyy4pAasyRYPQF5GIEotdqMLpMtEsiOy1ZsAV5cZ4wZcMaZ2oJ1mYwKy1zBBXZGFKMyCZSM0FtVlqSYiRKxgjgL4JTAHtkwuW2sJyRLruyzw2mTNWE2XgGMrlGPCfaqTFCEARBEETi/HXTaTy27iQe/eBYpg9F9diCMjnKC5m1q/qsoVndrtCoC+l8UVdMjRG5ONxeuDw+AP79rEbDSRa6fdSUJIKgxkiWotbGCCtYBAevM8rEoFQ1Kx7SjT9k1iDZ4Kj5/bMENHqCGVsh5oxQALssLEPDP29qDWDvj2D9xBgjnhvn+obg9vrSclxqhWWMhLImU5+VljzFCABMqhLstChnJDLBm1BGRaE6AtgDhwWiWS5OErNnWq0OqSFEEARBEAQRLx02QVn7weEOVeSyKZnAjBHAb+3arZJ9SiDstYSzAPOHrzvg89F5Ewl7QMZMoANCSUDmLkEEQo2RLKVYpY0RdpEKF4haqrJpZSXArLRK8/WqK2qGwiKpis5fNEiNEVKMyIJdH9gioVyl54ctgvUTo8pshEmvgdfH41wfTdpEIpsyRvxF/OiKkUmiYuQEKUYiEu78qFRJY4Sdu8Gqw1AU5+tRXSS8LlISEQRBEASRKKze0Wp14FCrLcNHo26Cw8qzQTESrjFSU2wCxwl5ft0D6nt96URStxuH2/OX5qt/SJhIDdQYyVKKRS89m8oaI9YwNkkMdjEjX0D5sMVXWYBiRC1FzVCw11Ocd37zbFylMPF9ppsKWHKwBL2X/vNDXYutfmd0VQDHcZKdViPZaUVEej9DZYyoTHVmD5GHEY4JYgD7CcoYiUi4ibYK0de5y67s64fUXI+SL8KYJFms0XlBEARBEERiBGalvn+oPYNHon4kxYi4B2Rr0R6V2UID4RXZDL1Wg2ozC2BXdp5fpgk3xFVKVlpEGKgxkqWwgoXNoa4Q5b4INkkAZYzEg3861p8xoub3z1/UCq8YOUNWWrIInkwpKxCmbHoH1LVYkMLCo6gCpJwROj8iEsl+qlw8R+xOD5web1qPKx5sYfIwQjFRtNLqsDlVp7ZMFy6PDw438+wNnTGidMVINGVqMJOpMUIQBEEQRJIItPF5/3BHBo9E/UjNBBa+LtlCK3stGopoihEAqCthjRFyP4hEuL1sKVlpEWGgxkiWolYrLUuUG0IZu5iprHCbSVgjoSzfgPJCdU17B+Py+KRp9lDNs3GVQuG7uW9ICtwiQsPz/HlWWizDR22KEbkB2/UV+QCAxp7BlB+TmonUaDKb/JJki8KnbTxeHwZdQvMm3PRVIGaTHnXFwobjBBXBQxKYsxFsXefPGFH2/UW6J4awYwwFKUYIgiAIgkgGPM8PK8oebbejuZf2JfHg8fowELTOrzCrYy0aCpusxggFsMsh3GAcG7Im9xkiGGqMZClqbYxEtdLKAiuodBK4+CrJ16s+o4WdzxwX2hqnymxEvkELr49Hcx8tMiMx6PLC7RWC2/yNEdGXVWXnB2uWRcoYAUBWWjJwerxweUMrAgBAo+Gk64jSZersvACiq4kYE6UiONnxhYJNYBUYtNBphy8h1RK+zu5/sq20aoRz4lg7nRMEQRAEQcRPv9Mj7b9mjSoBIISwE7ETGLDN9ixM2a7qjJEIGXgjSoXGSAs1RiIiDU0G1YtYzUNt7hhE6qHGSJbCuuZqa4xEs9KS/O2pyyuLIbcXTlE5kQ0ZI6y7X2TSDwvSYnAcRwHsMmHqLL2WQ55eC0D94euRMkYAoL5cUIycJcVIWAI3GQWG0M0Ev7JI2ecJC2TM02uh18pb7kyinJGI2MJsNAD/lJ7SM0ZitdJiFmvd/U7Fn/MEQRAEQSgXplo16TX41MxaAMD7hylnJB5YnStwWEfKGFHhes06FN0BYQQpRmQRLmOkjPKKiTBQYyRLUatihC0WwnXK1a54SDcsWMqg1SDfoFV9Y6QvQr4IgwLY5cHUWcV5BnCc0GRS6/khN2OENc2aewfh8ZLVWij6AxQBoZqPQMB5ovBFpb+IL08tAgATqwR1wAlSjIQk3EYD8GeM9PS7wPN8Wo8rFiLlVIWiwKjDSHFCj+y0CIIgCIKIl0DV6hVTawAAOxv7qFAbB6GGdcpF9bJl0A23yvZ6bKAropVWMSlG5MBsyYL3KyX5NGRNhIYaI1lKkWobI/LC1y2DbkUXXpRC34DfRovjONVMeodDzqQvBbDLwzLkPzcYZYXqsEgKxu6UF7BdbTbBqNPA4+NpQRmGSMHrDKkxonCZut9fVl4BHAAmiooRKoCHRgq5DPGeMsWZy+uTNndKRFKmFshTjAAUwE4QBEEQROL0BtQ6Rpfno6HGDK+Px7qjnRk+MvXB1pqBa9KSPD3YXJfaMlUlxYisjBFHWo5JrTA3ieD9ij98XV01UiL1UGMkS2GdZpvaGiMsDDps+Lq/8MLCtojwsAIQK2SyDAmbw6O6KQogsHEWQTFCVlqy8CtGAqZsVK4YMUfJGNFoOMlOiwLYQ8OaTJHUN37FiLLvL3ZpURyDYkQsgHfandJnhPATSTFi0mul73cpuGnWF2PGCODPGaHGCEEQBEEQ8WIJ2ptfPrUaAOWMxEMoZbhGw0n1DrUFsMtpjDArrd4BF4aoFhaWcIN+ZMtPhIMaI1kKs6JyenxwuNVx0XR6vBgUL/DhChZ5Bi1MeuG0VdsUQCboHRiuCijO04NjUxQqvCEwCxQ5ipHTpBiJiDVEE5ItFobcXtUstnielxY/cgK268UA9rMUwB6SSIVvBttw9A4ot/gNyFO/BFNo1EmbjuOUM3IekTJGAKCyUPk5I3IsGYNh2TPHKYCdIAiCIIg4YaHPbG/OGiMbj3eppmajFMKpmP05I8pdi4ZCCl+P0BgpytOhwCBkg7Zayf0gHHZHZCst65AbXh+5zxB+qDGSpRQadJKMUC2qETadq+GiFOUoZ0Q2rJHACt5aDSc1nfoG1HFeBNI3OHwxGYqxlULhu8vulG6KxPkwdVZgnk+hUQeDGF6nlsWk0+ODR1zYyCmAs8ZZYzcpRkIh5bVEUN+UMRmywq8h4fxlo8HstChn5HxsURpnLIC9W6GKEY/XJzV3YrHSmiQqiY512MnGkyAIgiCIuAhWjMwYUYyaIhMGXV5sOdWdyUNTHeGGdcpVag3NXk+kxgjHcQF2WtQYCYctbGNEeG95Xj010kAcbi9cHvW5vqgBaoxkKRoNJxUJ1ZIz0hdg7aMJE/oL+Du9Sg/+VQJ+xYi/AMSmZNXYWIqWQQMIUyMV4tQyFb/DYwlhpSXk0Kir8cgWPhwH5Ou1UR/vt9IixUgoWDMxVIYEo0z8fCm9eSZZaUXYYIRiYhXljIQjUsYI4FeMKLUxYh1yg/U1wll2hmJ8ZSE0nPD7SlbDEARBEAShXHqD7Dw5jiM7rTjxZ4wML36XFyh7LRoKr8/vgBCpMQIAI0qpMRKNcHtAvVYjWW+rrZbo9fG46vcfYcWjG1Vpia90qDGSxRSrLIDdIiNYG/BPWFhUdjHLBNJUSsB7qrbCdyB9MjJGgICckW6a+A6HlYWv5w3/vLHzo0cl50egwiFSQ5UxRrTSosZIaPqdchQj6riGhJNRR4PljJwgK63ziGZPxuwLlNo8YAMYZpMOOq38JbBJr5WuHceoYUYQBEEQRByE2sv6GyOd8JG9j2zCKSwkxYjC9ymBBLpcRBpOA/wB7C0UwB6WSDmTpSqtJfYOuHC6ewBNvYM41GrL9OFkHdQYyWJU1xiR4asI+C9mvQq3cVECoayn/MHJ6roZAPIyRgC/XdIZyhkJi5Qxkh96MdmrEvkxK+RHC15njBHPjebeQfIWDYHdKSdjRB3XYJsM9UsomG3ScbLSOo9QQZeBVChcMSJHdRgOyU6rnRojBEEQBEHEDrOhDbTzXDiuHGajDt39TuxptmToyNSHLUxYubQWVeiQTiiY+iVPr4VBF7lEO4KstKLiH447fw9YqhJL6GACBxJ3NfZm8EiyE2qMZDGqa4zIVAP4/e3VUbjNJH1BPqaB/62WwncgFhkZI4A/Z+R0FzVGwhHKSgtQn6Io1oDt2iITDDoN3F6eFpQhkBNkz86RvkGXoifbIk0LRYJZaXXZnaqbJko1kTYaAFApZYwo831jDZtY8kUYkyh7hiAIgiCIBAi1NzfoNLh4ciUAstOKBZu0zg8a8lOZ+wEgL3idUVdiAgC09NE+NhQ8z0fMRFSrLX9PwNDZrsa+DB5JdkKNkSyGXVjVEiwkVw1QqmLFQ7rpCzEdK4Wvq/D9C/V6QkGKkehIjZH80I0RtSwm5RTyA9FoOIwuo5yRcMgKXxfPEa+PlxQESsQWpYgfjgKjTprGOtFJRfBAwvk5M5SuGGEqoPFi8zwWJtX4A9gJgiAIgiBiJThjhOG302pP+zGpFb9iJChjhGUhKnQtGoqYGiPFomLESo2RUAy5vZIrRCjXALXa8gfWZnad7QXPK3c4UY1QYySLKZIUI54MH4k8Qtk+hUIq7KukcJtJmEQwpJWWyt4/nudlK0ZY0etM9wDdNMIgWWkF+7JK54c6FpPx5EiMkQLYB1NyTGpGTvi6QaeRCuNKLYADgcF7sSlGAL864FCLNanHpHbszsjNpgpRMaLUjBFmg9UgNjliYTLLnumw032FIAiCIIiYCNzLBitXL22ogk7D4VTXAJp7aX8ih3CWucwWWqnq5VBYwzR5QsEyRtosDkUr9zMF2/9pNRzyDdrzfs7qSKz2qBYCa3fd/S6cpTpGUqHGSBbDLqxqsdIKFwYdTGmBehUP6SailZbKGiNDbi9cXh+A6IqRUWX50HBC/kSXggu3mSTcZEpZgVDYVMv5IScsPBgWonyWFEXnIb2fURpN/gK4cs+TWG3WApk/tgwAsPlkT1KPSe0wxUhx2IwRUXHW71Jk8+BIuxBW2FBTFPPvjqkogF7LYcDlRQvZ8BEEQRAEEQMDrsC97PC1aZFJL2WZHWmjYGU5WMNljIh72Z4BpyLXoqEIFyQfippiEzQc4PL60K2SQcZ0wpREhUYdOI477+esjqRmxQgA7KSckaRCjZEsRm0ZI/4wsmgZI0wxoo7XlSkcbi8GXV4Aw+3J1NoYYV19vTZ09z8Qo06LkaWCKuAM5Yych9vrkwrgwdZ1arXSiqX4XS9arZFi5HzsETxZA1G6ZRLgXxjHoiZiLJsoeD1vPdUNl8eX1ONSKzzPR80YYeeFy+uTmihKweH2olFshsajGNFrNRhXISiJjpOdFkEQBEEQMcDcLow6DfL05+9l2dqEqVuJyPjtXUMrRhxun1QLUTrhmjyh0Gs1qC4SckZaLY6UHpcasUVxDGBNSbXVwpibh04jNHt2n6WckWRCjZEsRm2NEYuoGInWKWeNE8oYiQyT6mo13DA/+DKVKm7YYrIk3xCy+x8Myxk5TaqA8wjMHQrOCmCLSbUsFliDJz4rLTo3grHLyBgBgEqFN0aEIn7oDZMcptYWoaLQgAGXlxaeIgMuL5hiP9x7atJrpc+i0tR6Jzr64eOFeyALiY8VKWeknbJnCIIgCIKQT6CTQ6i9bEOtsMY4So2RqLg8Pgy5haZHcAG8wKiTGk89KrHTkhojMvcszE6rlRTM5yENcRlDv5d+9xl11EgZ7FxeNL4cALCL9qdJJebGyKZNm/CpT30KdXV14DgOb7755rCf33HHHeA4btjXypUrhz2mt7cXt956K4qKilBSUoI777wT/f20yUw2ag1fj2aTJBX2B5Rp1aEU/OFu+mGLL/b+9qjs/fOfH/IWDBTAHh5LwCS9Tjv8NiApilSykPQvfmK30mrqGZTC2QiBaIoARoXk36us4jfD6fFJdgXxKEY0Gg5LRdXIphNdST02tcLODZ2Gg0kffvnImmZKyxk5KtpoTa42y2quh2JSlaAYOUGKEYIgCIIgYqA3YMgvFJNFm09m+0mEh61JgdDDXFLOiEqspmwxhK8D1BiJRDT3A7VbaV0xtRoAcLKznzKXk0jMjZGBgQHMmjULjz/+eNjHrFy5Em1tbdLXP//5z2E/v/XWW3Ho0CF88MEHWL16NTZt2oS777479qMnIiI1RhzqaozIDV/3+HjYncqy6lAS7GIf3GhiCwWXRz3yUsCvKAq3mAyGBbCfJiut82CftVCLLxa+bnd64PQo//yQFA4xFL/rSvKg13JweX1ot5EEmcHzvGwFjmSlpdCMEXbf03BAgSH2xggAXDxJaIxsPEaNESDAsiBPH7GxwPJnOu3K+myxCUw2kRkPkmKEGiMEQRAEQcQA23+VhbENnyKuMRq7B+BwK38PlklsAQr34CE/ACgX9ylqU4zIb4wIVlqUeXc+tihDfiWSlZY6aqQM1lgdX1ko1bnI1SB5xNwYWbVqFX72s5/hhhtuCPsYo9GImpoa6au0tFT62ZEjR7BmzRr8/e9/x4IFC7BkyRI89thjeOmll9Da2hrfqyBColYrrWjh6ya9VpJHUpc0PH1hFDh5ei2MOuGjrxa7JCDw9chVjAiTvWe6SY0WDJtKCdWELDLpoRW9K9WQ4yPX+ikQrYbDqDLRTosURRKDAVZJURsjZmVbaQWeFxpNfOqAJRMrAACH22yKUz9kAr+aKPK5UVssbNY6FNZ0ZJ7d8eSLMCaLwagnO/tJbUYQBEEQhGz8bg6hax2VZiPKCgzw8YL9JxEem2Q9FXpNWsEyMxW6Twkm1sbICFEx0tJHjZFg7FEyRpg7hmVQXe4p7PpRVmjA/DFlAICdZymAPVmkJGNkw4YNqKqqwuTJk/HVr34VPT090s+2bt2KkpISzJs3T/reihUroNFosH379pDP53Q6YbPZhn0R0WEehWpojDjcXjjcgu1JSZTwdSAwJ0P5ry1TsAyW4DB7juMkVYCaGiOWAXmNM8ZYsZPe1DsIj5fCkwOJ1ITUaLgAuzXlLyb9CofYciSYnRbljPhh76VWw4UMhQxE6eHr/uD12PNFGBWFRkwfIdgafER2WtIEVjT/4xqxMdJmVVZjhFlpNYhWFfEwqiwfRp0GTo8PTb2DyTo0giAIgiCynL4wbg4MjuOkAYyjZKcVEWlNGqaRwBwyelRS67DFEL4OAHXFopWWlRojwdij7FcC3Wf6VeI+4/Xx0vWjvMCIufWC8GB3IylGkkXSGyMrV67Ec889h7Vr1+JXv/oVNm7ciFWrVsHrFeSA7e3tqKqqGvY7Op0OZWVlaG9vD/mcjzzyCIqLi6WvUaNGJfuwsxLWcR50eeFWeGE4MChcTlYAK/aTYiQ8lghTKSx0Sk0B9qwJJqdxBgC1RSYYdRq4vTzO0TTFMCJZaQFQVeOsP4qPaDjqxQD2sz1U3GQEqiyiZTD4M0aUeY74p4Xib4wAAXZax6kxEs2zl1FbJDRG2hXUGOmyO9Hd7wLHAZOq41eMaDUcJlYLasRjFI5KEARBEIRMpMZIQfghPwpgl0egvWsoyhU+wBUMswaTrRgpZRkjyllrKwV2boTbr5j0Wikr0aKSIWtB3SL8d2m+XlKM7D9nJdu9JJH0xsjNN9+Ma6+9FjNmzMD111+P1atXY+fOndiwYUPcz/nggw/CarVKX83Nzck74Cwm8EahdNUIWyiURPEuZ7BivxoKt5mCNT1CZXKoLWAbCJ+ZEg6NhqMA9jBIct0wtmRlKmqMyLX3CYadG2Sl5Ye9l3JsyZhipKvfqUgZsi3O8yKYZWIA+0cnuuHLceskv21BNMWIsFlTkmKENTHGlBcgzxBZDRUN1lg5TjkjBEEQBEHIhFkUR7KFZnafNHwRmWgq5nLJSkv5e1kgnowRYa3dO+DCkIoyY9NBNMUIoL5aIlM+leTrodNqUF+ej4pCA1xeHw62WDN8dNlBSqy0Ahk3bhwqKipw8uRJAEBNTQ06OzuHPcbj8aC3txc1NTUhn8NoNKKoqGjYFxGdQPWF0hsj0gS7zPwIv5WWOi5mmSBSwJsa3z/LUGwZI4C/+H2ait/DYOdGSZjFV1mhehaTdmfsGSMAUE9WWuchN3gdEHyQAcDl8Un/BkpCUowkYKUFABfUl6LQqEPvgAuHWnPb1sAmUzHCAiHbFCTv99toxa8WYbDGCBUtCIIgCIKQC9t3l0VSjIh2n2SlFRm/9VSYjBEWvq4CW2ie56VaXbjXE0yRSSftfclOazhyFO6sMaKWWhirybBrB8dxmFcv5oyQnVZSSHlj5Ny5c+jp6UFtbS0AYNGiRbBYLNi9e7f0mHXr1sHn82HBggWpPpyco0glAeyxqgHU1uXNBL0D4RUjanz/2I2rWGbGCACMq2SKEQqwCyTaVEqZSs4PX4A3aOwZI34rrVxXAjDkWiUBggyZLci7FRhM7p8WSkwxotdqcNH4cgDAxuOdUR6d3UTzc2awjJFOu1MxNp7MkmJyEhoj0+qEosXBVprQIgiCIAhCHtHC1wFh+ILjBKvaLgWur5VCVMWIiob8Bl1eeMW9qFzFCMdx0iBSq4UaI4H497MRFCPi4LBarLTYtaM8oKk6b4yYM0IB7Ekh5sZIf38/9u7di7179wIAzpw5g71796KpqQn9/f343ve+h23btqGxsRFr167FddddhwkTJuDKK68EAEyZMgUrV67EXXfdhR07duDjjz/Gfffdh5tvvhl1dXVJfXGE/+JqU3pjZCjyBHsw/i6vsl9XJmHNprJIVloKL3wHwm5csSlGBC94stIajmXQL8cMBTs/lB5YN+j2Sn6bsVomjSjJg07Dwenx0aSNSL8jNvWNknNGovnLxsIyMWdk0/HuhJ9LzchtnFUUGKHTcOB5KGZTn4zgdcaMEcUAhKaqldYgBEEQBEHIIFr4OgDkGbQYI6raSZkanqgZIwUsY0R5e5Rg2MCiXsshTy/f7pXZaVFjZDhy7JRLVKYY6RWVT+y8BiAFsO8620dDnkkg5sbIrl27MGfOHMyZMwcAcP/992POnDl4+OGHodVqsX//flx77bWYNGkS7rzzTsydOxcfffQRjEb/P+ILL7yAhoYGLF++HFdddRWWLFmCv/71r8l7VYREsUoUI30R8jBCUUbh61HplQLewltpqakxIiewLhimGDnRQYqRQPyKkdDvJZuy6VW4/JipAvRaDkZdbLcznVYjBRx+0mRJ9qGpEv9CUl7zsULBwYZ2meoGObAA9k+a+qT3KBeRmzGi0XCoLmJ2WpnPGfF4fdI9IBlWWiX5BowuExRnB8jXlyAIgiCIKPA8Lw10htqbBzK5mgWwk51WOCTrqTDF74qAvazSi8aBTg5ysnYZrDHS0keNkUAkO+UIe0A2OKyWWiIbVmV25wAwra4YJr0GlkE3TpM7SsLEPEp5ySWXRAxafe+996I+R1lZGV588cVY/zQRB8ynUOmKETZ1GW6CPRhWHO9VSZc3E1ikgDf1K0Z8Pr/3ptxzBBAWlhwnWLp09zulQm6uY4lmpaWS8yNQ4RDLQpIxf0wZDrbYsPNML66dRYpFZktWKFNloeTGiNw8DDmMKsvHuIoCnO4ewJaTPVg5PXQeWrYjZ6PBqC02ocUyhHYFNEYaewbh9PiQp9dKDY1EmTmyGE29g9h3zoIlEyuS8pwEQRAEQWQngy4vXB7BXjRSxggANNSaseZQu2QDSpxPNHtXVivy8cJwZbmCawBWmYNHwYxgjRFL5tfaSkKOYoQ5kKjFfYZZwgVaaRl0GswaWYLtZ3qxs7EPE6oSH/7KZVKeMUJkFrUoRqKFQQejti5vunF7/YHIERsjKmks2RxuyTKpJIaMkQKjDmNFOfLhHA9ODiRaI1ItVlo2GR6ikVgwloWWkTcnEFvGCABUmEUrLYXYJQVij1H9Eg3JTutEV1KeT43I2WgwWM6IEgLYmRXFpBozNJrYG6ihmDlSsNM6cI4UIwRBEARBRIYNmxl0mqh2SUzdSlZa4YmmYtZrNdI+V/H72aH4VO4jyErrPIbnj2aTldbw8HXG/DFCLWMXBbAnDDVGshy1NEYkKy2ZNklqu5ilG/a+aLjQN1l2UVVLY4l18wsMWhhitEyaKgblHqLGCABByh1NfcP8KxWvGHHGlokRzDxxMXGsw05ZAfArcMyyM0aE86RLwYqRWKevwrFskqAK2HS8K6JqNpuxx/CeMnm/EhQjzIpiShJstBgzRpQAICstgiAIgiCiw4ZAy/INUVXuLA/teIddCuUmhiOt8/PC71nYdL0Sle2BWKM4OYRDyhhRwBCSUuh3eaRh2kj7FWZnp5ZaYo9obx7cGJk7huWM0JBnolBjJMtRS2Mk1vB1qbA/6M7ZIlUk2OKrOE8PbYgJWaYisQy5VbHgijWDJhB/Y4QKWAAw4PLCI/6bR7PSsgy64fH60nZssWKPYYI9FBWFRoyrLADP04ICAOzO+DJGuuzKW1Sy6atkWGkBwMJx5TBoNTjXN4TT3QNJeU61Ect7WqOgjBFmRTE5iY2R6SOE+0qLZUjxG26CIAiCIDJLr7SXjb7GHl2Wjzy9Fk6PD409ubnmjIac3Dtmn9Wj8AD2+Bsj4lrb4lB8jkq6YENcBq0mYv5oqeQ+o+waKYMNqwaGrwPABaNLwXHA2Z5BdCnQwUFNUGMky2EXWNuQJ8NHEhkLC9aWWfhmiwqvj5cmBgg/7OIZ7v1kvoo873/vlYxVZlhdKKbVCZYnh9tIMQL4/70N2vBS7tKARbuSvTf7k5AjcaGoGtlxhhojdkdsChwlZ4zEkochh3yDDvPHClM5m47npp0We0/lbNxqFWSlxRQjbAIzGZhNeoyrFGwaSTVCEARBEEQk2P4rWr4IAGg0HCaJwxxH28hOKxTM3jXSmpQFsPcocJ8SiN9KK7b9bE2RCfkGLVxeH9U5RAKHJiMps6QhYRXUwYCAxkjh8OtHcZ4ek6uFa8VuGvJMCGqMZDlFalGMxBi+btJrUWAQirpqsYNKJ1KjKcziS6fVSAsJNUgI+2JsnAUytVYohp3pHsCAk5po0lRKvj7sgkEX4Muq5PMjUSstwO/NuYNyRmIOX680K1eiHksehlyWTRRzRnKwMeL2+jDk9gKILWMk2VZalkEXnB6v7Mf3Oz1o7hWaMw1JVIwAwKyRJQCA/c3UGCEIgiAIIjzS0KJM2/AGsdjJhjsIP06PFw634GgQaQCKDXApPmMkhsGjQHRaDZZMEKx+1x7pTPpxqRE2DB5trxKYp6p09xmfjw9QjJx//ZhbLwzu7aSckYSgxkiWo4bGCM/zMTdGAP/CQi0B4umkV5QFlkZ4P9mFVenyUsCvWoh1wQAAlWYjqsxG8DwtLgG/+ibae1mmgvMj0fB1ALhQDGA/cM6KIZf8gms2EnP4eoBiREmLSrnBe7Fy8WShMbL1dA86bJm3iEon9gBlppxGZG2x4HvcYXcmxa7ROuTGj946hAt++gE+95dtcMu0+GPBpdVFRtnFCLnMGCEGsLdYkvq8BEEQBEFkF32Sm4O8PUtDLWuMkGIkGLYm5bjIuYjMdqhbwXtZIH4rLQBYPqUKALD2aEdSj0mtMMVINMeASrNwbjg9PtgVPjhrGXKDbaVC7WWkAPaz1BhJBGqMZDlqyBgZcnvhEoscsWRI+L0BlX2zywRyFBalBeoJsI/Vai2YaWLOyGEKYJed58MaZ0oOYGdWWnIVDqEYWZqHmiITPD4ee5pze0HhD1+PLWPE4fZhQEFNpQGZwXuxMrnajFkji+Fw+/C9f+1XVDMo1TCZf4FBC502+tKx0myEVsPB6+MTUhT5fDz+tfsclv9mA57Z0ggfD+xttuCvm07L+n3WDJ+cRBstxsyRQmNk/zlSjBAEQRAEEZ6+gPB1ObBcNBrqOx+2Ji006qAJkaXKYLZDSlS2B2KVkZcSjksbhMbI/nNWdObY0FYo5A75mfRaFImPUfr71isGrxeZdNCH2IMtnViBp784H8996cJ0H1pWQY2RLMefMaLcxghbKOi1nGSPJYdSFRRuM0WfDLkuazL0qiB0iimK5E7ZBOMPYKfFJVt8RVNnlUmfL+UuJhMNXwcAjuMwX1SN7DyT242RWN/PAqNOyqnpVlDgmy0geM8UJkcnHjiOw28+OwtGnQabjnfhH9vOJu25lU6smS1aDYcqcRor3gD2Q61WfOYvW/HdV/ehu9+FcZUFuHvZOADA79eewKmu/qjPwRQjU5JsowUI9xUNB3TanTmnICIIgiAIQj69UWyug2G5aM29Q5IKmhBg6/xojQS2Du1U0B4lFLYEFCNVZhNmiYM6646SnZZkpSxjyK+qSLD97bQp+/xg7h3lhcaQPy8vNOLSyVVxnT+EH2qMZDnsA2J3epJiZ5EKmBqgOM8QMSQpmDKxsGtRcDh0puiTGgnhF1/lKih8M5iqJRZFUSAUwO6HfV6iFTjLCpTvyyrZJSWQMQIAF45h3py5mzPi9fGS6iMWBU6FAnNG/DLq5NloMSZUmfHgqgYAwC/ePYKTndGL89lAPJkttVLOSOwB7M9uacSnHtuM3Wf7kG/Q4r9XNWDNN5fhwVUNWDapEi6PDw++dgC+KOsaFlo6OQWNkXyDDpNED3BSjRAEQRAEEY5Y3Q/KCgxSYf8Y2WkNwx9WHnkvWy0VvpU9vJKIlRYALJ9SDQBYS42RmGyhq4uEz1eHXdnnR6R8ESJ5UGMkywm8wCpVNWKNI18EoIyRSPgXX+HfU7/iRpnnRSDxZNAEwqy0jrbbZXvTZyuWIbHJlBf55qoGKy17EjJGAEiKkd1n+3L2/AicRoul+B2YM6IU/MF7qZmcuX3RGCydWAGH24f7X9mbE+eM1GyK4T1lOSOtltg2HDzP47cfHoePB66aUYO137kY91w8HgadBhzH4efXT0e+QYsdjb34586miM/DLCgaUmClBQTkjJyzpOT5CYIgCIJQP1L+ZwzFzYZaYe1CjZHh+K2nIu9XqsTCd5fdGXWQJpNYZTZ6wnGZaKe1+UQ3HG7lWBtnApvMjBFAUNsAKlCMiLWYMmqMpBRqjGQ5eq0G+aI9FbtQKI2+OG2SyihjJCxy5LplBcL7rSbFSLwZI6NK81Fo1MHl8cmyX8lm5DYipfB1BX++WFianDDoSEyqMqM4T48htzdn7dZYY8Sg1cCok28/xRojXQoKNkyGxVokNBoO/+/Ts1Ccp8f+c1Y8tvZESv6OkvA3m+S/pzVMMRLjpF6r1QHLoBs6DYfffm621GBhjCrLx3evmAwA+OW7R9EexqqrzeqAzeGBTsNhfFVBTMcgF5Yzso8UIwShWHw+HgNkRUMQRAZh9Qq5GSMA0EA5IyGRW/yuKDSC4wCPj1f0IG2iipFpdUWoKTJhyO3F1tM9yTw01RGLYoQ1zjqU3hiRrLSoMZJKqDGSA7AJT6VaTrEJ9uIoE+zBlKhgoj1TWGRYaTGrpF6FnheBJKoY0Wg4TK2lAHZAfsYIu/n2KEgJEEyyCuAaDYd59aKd1pnctNOK972UFCMK8u+1y/QeToSaYhN+fsN0AMAf15/EJ03ZnU8TywQWg1lpxZoxcqhFaDJMqCoM26T7wkVjMHtUCexODx568yB4/vxJQDZhOa6yIKZmXyzMGFkCADjQYg15DARBpB+Xx4fdZ/vw542ncOczOzH7J+9jxo/ew6bjXZk+NIIgchCe5wNsoeWvo/yNEVKMBMKGdaKt8/VaDcoLWPFbmXZJDrcXTo+gPI9XMcJxHC6bIqhG1h3JbTst5pAjxzVAUowo3kpL2GOTYiS1UGMkB1CiB3wg8QZrS4oRBU8AZArWLIr0njLFiBoUN7H6soaCAtgF2Oct2lQKWywoeYqiXyyAx5KJEY4LRTutHTmaMxLve1lZqLz7Szx5GPFwzcw6XD+7Dj4euP/lvVk9kWyLYQKLURNnxgjLgmLX7FBoNRx+/emZ0Gs5fHikA+8eaD/vMUdSbKMlPLcZOg2H3gEXWiyxZ6kQBJE8rINufPHpHZj54/dw0xNb8Mv/HMXao52wOTzw8cBvPjhODUyCINLOUEDxO5biJstHO9pmo2tXALYYsgRZjoRS7ZLYa+G4xDIzl4t2WmuPdOT0ueIfjpOhGDEr+9xg+K20QoevE8mBGiM5QE2RYEMR69RmurDEMUEBAKWssK8CxUM68Xh90k02spWWqBhReGPE5fFJodDJaYzktuWJRaZcd2SpcN1o6RtSrC9rMpUBLGdkV2OvYl9vKolFehxIhVl5GSPpUIwwfnzddNQVm9DYM4g/rMteS634MkbiVIyIzetpdcURHzep2oyvXjIBAPC/bx3EB4c7cLjVBuugGzzPS4qRVASvM0x6LRpqhec/QHZaBJFR3trfivXHuuBw+1Car8cVU6vx0NVT8MKXF8Co02BfswXbTufm8ANBEJmD7bUNARbncphQVQithoPN4YnZljSbkcLXZaxJWQC7UhUjksLBqINGw8X9PIsnVMCk16DV6shphZHfAUH+uaF8xYhw/aggK62UktpxSkIR+IsTypxm7JNskmL7sLOJCzUoHtKJdcgNNihQEqH4zRQ3Sm+MsMaZhktsApwFsB9uFaZuOC7+xYeasQ3J+7zVFpug1XBweX3o6ndKiwel4PH6MCQGzCWaMQIA0+uKYdJr0DfoxqmufkysTl0xVYl0iY2NWJuP/vB15VxH0qUYAYQG4/dWTsa3X96Hbaey19c3nkD7GjEbpMPmgM/Hy97wHZYaI9GVHvdeOh7vHmjDyc5+3PXcLun7hUYdXF5hOnNKbWo/yzNGlOBgiw37W6xYNaM2pX+LIIjwbD4hWGXde+l4fPeKycPWeZ+ZNxLPb2vCnzeewqLx5Zk6RIIgchDJHaNAH9P+06jTYnxlAY539ONom/28zLVchamY5QVsKztHwiqur4vjtAtnmPRaLB5fgbVHO7H2SAem1KZOLa1kbPEoRuxORdeGeil8PS2QYiQHqC2Jb2ozXcSbHxFopZWLE97hYI2mIpMOOm34jzhT3Ay5vRgSFRlKpC/A+imRSYqJVWbotcLUzbk+ZTYJ0wFrNEVTjOi0GtSIzZBzfYMpP65YGXD6z9lkWGkZdBrMGSXkjOSinRYLsK6LcdPlb4woZ8NxoqMfAFBpTo/keMYIQdlworM/a+Xr9hhsCxhVZiM0HOD28pIMPBqWQb8llZxNnVGnxd9un4drZ9VhxohilIubhn6nBy6PDwadBjNGlMg+5nhgAeykGCGIzOHx+rBFbE5fPrXmvALH3UvHQ8MBG4935XzWHEEQ6cVvcR17YXOyaAeayyqAYPyKETkB28pWBdgSDF4PZPmUagDA2qO5mzMSi2KEha8PurzoV7Adcg81RtICNUZygFrJ51uZNwTJSivW8HVxceHj/RPCREAeR5SLZ6FRB4PYOOlVcE5LMvJFAKHwPbFKmBzO1ZwRt9dvSxZJTcRgdlpKbCSxz7xJr4E+QgMwFpid1o4cDGBnikLWSJcLk/UqJXy93+nB5hPdAIBLRb/dVFNfXgCdhsOgy4tWhd5nE8UWw0aDoddqpOaUXMUqK1iOKsuTvUkcW1GAP9wyB29/fQl2//ByHPnJSnx4/8V49ksX4u37lqS8QcYaY/vPWbK2MUYQSmd/ixV2hwfFeXrpMxnI6PJ8XCUquv6y6VS6D48giBymL4G9LAtgP9KWm3vXULA1qZx1IssYUa5iJHmNkcvEfc/eZouiBtbSiWSnLGOQK9+gk3JdOhWyjw3G5+Olxmo5ZYykFGqM5AAsY0SxjZGh+MLXDTqNZKGjdDuodCJ3KoXjOH9Oi4Lfv744FUWhkOy0cnRxyRZfgDz58cjSfADKbIywyY5CY/JyJC4cIzRGduZgY6TVItwfWCNdLixjZMClDOXZuqOdcHl9GFdRgIlVhWn5m3qtBmMrCgAAJzqyc6IvljDDQJidllzFqpQvUhs5XyQSeQYtJlQV4uJJlSnNF2FMrjHDoNPA5vDgbI/y1HUEkQuwhvhF48uhDaMuvufi8QCA1fvb0NxLn1WCINJDXwIT37NGlgAA3jvUnrVrzFiRFCNyGiNmZStGrDHkpUSjptiEaXVF4HlgfQ6qRjxeHwbFvajcQa4qqXGmzPPD5nDDKzrjsLodkRqoMZIDBAagKnGakVlpxeOt6A9gV25hP91IPqYy3k8WwC7X5iQTSIqiBBUjgD+A/XCOBrCzc8Ns0oUtHATiV4wor4AQb6E2EnNGl0Cr4dBqdSjyNacS1jiP1b/YbNTBoBOWEkqYTnrvYDsAYOX0861UUskEsQlzsrM/bX8zncSjGAGA2qLYFKusaT1VRr6IUtBrNZgq2n7tb8nNewtBZBrWGFkysSLsY6aPKMbSiRXw+ng8uflMug6NIIgcpzcgYyRWFk8ox7JJlXB6fPjWy3vh8viSfXiqw58jId8uSbGF7yQqRgC/nda6HGyMsNoAID9nskpsnHUpVDHCanRmkw5GnTbDR5PdUGMkB6gRGyNDbq8UoKoUeJ5PyCpJyhkZICstRm8M72dZzilGhCnkXPWXtg6xJpO891LJVlr9TuG8SEa+CKPAqMN0sSC7M8dyRlqZlVaMihGO41Ap5ox0Zbgx4nB7sf6YsBFYOb0mrX97YpY3RthmoziGjBHAv/6QrxgRGgtygteVhD9nxJLZAyGIHKTf6cEnTX0AgKUTKiM+9ivLBNXISzubSG1OEERaSKTWwXEc/t+nZ6IkX49DrTb8fu3xZB+e6vArRqKvSauL/IVvrwIzaZNppQUAy0U7rU3Hu+D0ZF7Jn07YXiUWm+1qhTfO/DZalC+SaqgxkgOY9FpJPdBmU1aBc8DlhUe8ScVT+GY5GkrOyEg3fTIzRgD/Ak3Jm0PLUHIyRgBgSq1gq9JqdSi6GZQq2OJLbp6Pkq202OJH7kSIXOaPYTkjfUl9XiXT7/RI72dtSWyKESC5OSNddid+9NYhNHYPxPy7m453YdDlxYiSvJAe86lkQrVwbTmRhY0RnucDPm8xKkakjLPo1xCH24tTXcK/O2tiqwV/zggpRggi3Ww/3QOPj8fosnyMLs+P+NjFE8oxfUQRHG4fnt3SmJ4DJAgip0kkfB0QivuP3DADAPDEhlPYlWPDW4E43F44RdWMHCut8gIDNJyQSdszoDxVgDUGWzA5zBhRjEqzEQMub85lZjJ1eyy2ZFVi46xToRk0Pf0UvJ4uqDGSIzB7lDaLsrqhrDht0GmQp49dHuZXjORekTscfdLiK/pNoUKc9FZq4BQAWAbiy6AJhdmkR724ac7FAHbJtk7m4ospRlr6huBT2JQNK9SynKFksXBcOQBg3dEOeLy5IVdnRWuzURfX+8muI939iV+Hf73mKJ7Z0og/rj8Z8++uOSTYaF05Lb02WoBfMXKiw65Iy8pEsA75/W1jnWiLRTFyrN0Or49HWYFBmuBSCzNFD/CDLVZFTiQSRDbzkQwbLQbHcVLWyLNbGzHoUpaSniCI0LRYhrDokbX42gu7FT3QFwr/0GL8e9lVM2px4wUj4OOBb7+yV8pazDVY8ZvjgEJD9D2LTqvx1zsUWPyWivlJaoxoNBwumyyoRj443JGU51QLfttf+XvZKjErs0OhtTDWzCuj4PWUQ42RHKE2RjuLdOGfYNfHVchiuROkGPHTJ/mYRu8sjyoTmgRNvbFPZ6eLviRmjACBAey5N9kba55PbbEJWg0Hl9eniPyIQOKdYI/GskmVKC8woMPmxPpjXUl9bqXC7gu1JbHZaDH8jZHEzpEBpwfvHGgDELvywu314UNxA5BuGy0AGFtRAA0n+B4r1ac2XligeJXZCFOMAwx1ogKpXYZEXQperytKe2MrUcZXFiBPr8WAy4sz3dmnGiIIJbP5pNAYWTohemMEAFZNr0V9eT4sg268vLM5lYdGEESS2HKyG21WB9490I6Vv9uEj8XPvRrok4b8EtvL/ujaaRhRkofm3iH89O3DyTg01cFs4c1GHTQy8jIBZeeMJNtKCwBWzRD2Qa9/0iI9fy4QT23ArxhR3rkBAL39ZKWVLmJujGzatAmf+tSnUFdXB47j8Oabbw77Oc/zePjhh1FbW4u8vDysWLECJ06cGPaY3t5e3HrrrSgqKkJJSQnuvPNO9PfTRjKV1MRgZ5FO+hLw3ATUkZGRbvpikOvWi40RVvhSIpYkZowAfouWXFSMBDYi5aDTalAjLhiaFWanJWWMJFkxYtBpcNPckQCAf+5oSupzKxWmJKyJMXidUWEWrbQSbIy8e6ANgy7BD/d0Z39Myottp3tgc3hQUWjA3PrShI4jHkx6LerLCwBkn53W2V7h/jBGfH2xwK4fbVZH1H9P1qxWU/A6Q6fVSE33AxTAnhE6bA6c7squzx4RnTbrEE529kPDAReNl9cY0Wo43LV0HADg0feP4+v/3IN/bG3E0Xab4tSxBEEIBNr6dtqd+K8nt+ORd4+oIoyc1TsStcMpMunxm8/OAscBL+9qxnuiUjqXiEdhUS0GbHcoUDFiHWIZfslrjCybWIlJ1YXod3rwwvazSXtepcMaI7GdG8p2T2Hh6+WF1BhJNTE3RgYGBjBr1iw8/vjjIX/+61//Gn/4wx/w5z//Gdu3b0dBQQGuvPJKOBz+Ltytt96KQ4cO4YMPPsDq1auxadMm3H333fG/CiIqSlWMxDrBHgxTRTCVBOFXz8hpJDBbqaaeQcXavyTaPAtmaq1QvMrFxggL/4tl8eUPYFdW80xa/CQ5YwQAbp4/CgCw4VgnWizKagilAnZfqIsxeJ2RLMXIq7vOSf9td3piWqT+56CwObxiWg20MifIks2EADutbOKsmPcSzbs/FCz00uXxRbW+YNdkdo1WG6wxcqgl9+4tmcbt9eHGP23B5b/dlJOFolxms2ijNWNkSUx7iU/PHYmGGjPsTg/e3teKH/77EFb+7iPM+ekH+PKzO3G0nT7HBKEkWGPkvksn4NYFo8HzwF82ncZNT2xRfFM8mXvZhePKcbfY2H3w9QNZp1KOhhS8Ho8qwK6sOhgQ+HqSt5/VaDh8ZZlgGfnU5kY43LkRwt7c61e4y0XxipEByhhJFzE3RlatWoWf/exnuOGGG877Gc/z+N3vfoeHHnoI1113HWbOnInnnnsOra2tkrLkyJEjWLNmDf7+979jwYIFWLJkCR577DG89NJLaG1tTfgFEaFhk8By7CzSSbNYbK0sjM83jzJGhsPzPDrEIieb1I0Es9KyOz2KbS5ZhpKtGBGKV6e7+jHkyo2FAoN9/qtlnBsMpQaw97OMkRQ0RsZVFmLhuDL4eOCVHLDZaBOVhDWJNkbs8V+HG7sHsKOxFxrOv/g7JVN54fXxeP+QaKM1Lf02WgwpZyTLFCONPUwxEntjxKDzeztHGszw+ngcbRMaSmoLXmew4z7cRgXVdLP+qNDE9vp4fP3FPdiiIosVIjFitdFimPRavHnvYrx41wJ8e8UkLJlQgTy9FtYhNz480okvP7srZ4pJxPn8/aPTWPm7TWjNgeEYtcAGtCZWF+LnN8zAX26bi5J8PQ60WHHNY5txslOZQylDLi8cbkHVIsfmWg73XzEJDTVm9A648MyWM0l5TrVgk1QB8vd/1ZKVlvKaSLYUWGkBwLWz61BXbEJ3vxOvf9KS1OdWKmygoaHGLPt3WBNlwOVVZG5PLylG0kZSM0bOnDmD9vZ2rFixQvpecXExFixYgK1btwIAtm7dipKSEsybN096zIoVK6DRaLB9+/aQz+t0OmGz2YZ9EbGRqGLkvUPt+OumU3B6krtJYP6g88bEZ33CFhiUMSJgc3gwIBb7a2XY4pj0WqmBcrZHeTkjPM9LKodkKUYqzUZUFBrg45FzE4FM/TCiRL5lkl8xoqzNoS1FGSOMWy4cDQB4ZVdz1oew+xUjcVppJUEx8q/dglpk6cRKXDC6BABwSuYE4CdNfejud6LIpMPCceVxH0OiTKzOzsYIy6Cqj8NKC/CvP9ojrD/OdA9gyO1Fnl6LsRXx/Z1MwyzADrXaFKvAzFZeFa8fRSYdXF4f7npuF/Y1WzJ7UETK8fl4aR8hJ3g9GJNei4vGV+CbKybi+S8vwP4fXYE3712MumITzvUN4U8bTiX7kAkV4Pb68Ni6kzjabs8ZS1U1wPYhbF9y5bQarPnmMkyrK8Kgy4v/HFCmWpDVKAxaDQoMseW0hcOo0+K+yyYAAF7b3QJvDlkAxqMYqVaoKsDr42F3Jt9KCwD0Wg3uFJVFf910KifOkSPigFUsyvMCo06y5Vba+QH4rbQofD31JLUx0t4u3JCqq6uHfb+6ulr6WXt7O6qqqob9XKfToaysTHpMMI888giKi4ulr1GjRiXzsHMCNgncZhmKecPu8/G4/+W9+MW7R3H941uSNpHhcHuxs7EPALA0jg0N4C+Wk2JEgE02lebrkSdz8cXsUZp6lWWVBAjde7dXOF+TpRjhOA5TczRnpFXMkqiLqzGirPMjVRkjjCun1aA0X482qwMbj2d3CHuiipFKMWOkK87GiNfH47VPhMLmZ+aNxPhKocFwUmaDgW2GV0ythkGX1GVNTEysEiaU5B63WmCKkfo4FCNAwPojwobjUKuQy9FQa86YFVqiTKwuhE7DwTrkRqvCbEuzmS67E+uOdgIAXrxrIRZPKMeAy4s7nt6RdbZ2xHCOttvR3e9CvkGLC0Ynni2l12owe1QJHrpmKgDgzxtPKXJoiEgt2073SJl87+xvo0a3AvB4fZLqnSnZAWF9sWq6oBQ+o9DPKqtRlOTrwXHJW9+smFKN4jw92m0OSTmXC7CMkVgaCUwV0KEwKy1bQDB6LLkYcrl5/igU5+nR2DOI97PcZrTf6ZFqWQ0xWvJWKVhR1CPurSl8PfVkroIQAw8++CCsVqv01dyc/dYmyYZNbA64vFJnWi5tNoekQjjSZsM1j23GC9vPJrxQ3HGmFy6PDzVFJqkQFiulYvi6ZcidE53waLACZyyFbyUHsLPFpEGnQZ4+OVM2ADBjhHDD3H/OkrTnVDpDLq8kx4xNMSKcHy0KU4wwuas5BVZagDBJetMFLIQ9u+85kmKkJDErLbvDE5f1yOaT3WizOlCcp8eKKdXS/eBUV/RNLs/zUqZAJm20AGB8ZSE4TpA99ySYt6IUBpweyb+6viw+JUedpBgJfw05LDapp6kweJ1h1GkxsVpojh2iAPa08eYeYVp29qgSTB9RjL/cNg+zRpWgb9CN257cIXlOE9nH5pPC0MKCsWVJbYqvml6DJRMq4PL48JO3DyfteQl1wDLLAOB09wCOtlODNdO0WR3w+ngYtJrz7LfHVghrxjPdCm2MJCl4PRiTXovrZ9cBAF7dld37lEBsQ3EEbBcpM3ydNWDzDVrotckvyxYYdbh9UT0AodGfzU3eY6ILSHWRMebPWpUUwK6sxhnP89L1g6y0Uk9SP4E1NUJRoqOjY9j3Ozo6pJ/V1NSgs7Nz2M89Hg96e3ulxwRjNBpRVFQ07IuIjXyDTuqsR7KzCMUZsTg1oiQPSydWwOH24QdvHMRX/rE7IaXG5gD5e7wTFEwxwvPDu+65ClMEyLHRYrApYCU2RtiCoTTJUzZssnD32b6kPafSaRWLkgUGbUy+rJJixDIEn0Kajx02B051Ctel8hRKS28W7bTWHe2I+bqpFvqdHinIviZOK63iPD30WuHz2RPHPYFt6K6bXQeTXovxVawxEl15cbDFhhbLEPINWiybVBnz304meQat9HnJFjstNn1Vmq+PKdg4EHZeRbLyZLkcU2vVmS/CYPL9XFMjZgqe5/HqbuH68Zl5QiO70KjDM3fMx8SqQrTbHLjtye05F06bK3x0gu0jknvt5zgOP7p2KnQaDmuPdmLtkY7ov0RkBYGZZSyX4J39bZk8JAJ+G60RpXnQBKlKx1QI+9hGhTZGegMUI8nmM/MEF5X3D3dI1tPZDlOMxBa+LnyWe/qdirJHjkf9EitfuGgMjDoN9p2zYuvpnpT9nUzDbLQaamKvE1eZhcaZ0taKNodHck6h8PXUk9TGyNixY1FTU4O1a9dK37PZbNi+fTsWLVoEAFi0aBEsFgt2794tPWbdunXw+XxYsGBBMg+HCCLenJHT3UKBZ0ptEZ794oV46Oop0Gs5vH+4Ayt/vynu4jLb0MRrowUIsnc2MU45I34rrVgmv0eLvvHMR15J9CU5X4QxR2yMnOoayBkbNv+5kRdTk6mm2AQNB7g8voQyJJLJz985giG3FxeMLknphPmEqkJcOFYMYc/SaSw2xW826eK2JeM4TmpQdce4qLQOuvH+YaEI8VlxgzdBVIy0WR1Rg/D+c1AoWFw6uQqmJKrK4oXZaWVLY4TZyIyOM18ECFh7WEKvPXielxoJalaMAP7jpwD29LD/nBXHO/ph1GnwqVl10vdLCwz4x50LMKIkD409g/jcX7YqdpqYiA+H24sdZ3oBJLaPCMeEKjPuXDIWAPDjtw9TEHuOEJhZ9r0rGwAA7xwgO61Mw+x82fBJIGPE9UnfoFuRezrLoFD8TkVhc1pdERpqzHB5fHhrX2vSn1+JsKHJWBwDyguM0Go4+Pj4BrhShTVFweuBVBQapf3VnzeeTtnfyTRHxHX3lBhttAB/E7xDYRkjrKlaaNTBqMv8Hjfbibkx0t/fj71792Lv3r0AhMD1vXv3oqmpCRzH4Vvf+hZ+9rOf4a233sKBAwdw++23o66uDtdffz0AYMqUKVi5ciXuuusu7NixAx9//DHuu+8+3Hzzzairqwv/h4mEqZFhZxGK06JiZFxlATQaDl9eOg5vfG0xxlcWoMPmxNdf/AQuT2zd9y67U7qALZ6Q2IaGLTSUuBhKN35LHPmT32MUrBjpG0zNgqGswIBxlcJCek9zbqhGAhsjsaDXaiQFUrMC7LS2nurBW/tawXHAT66bft7kWLL5vKgaeXlnc1ba9Um5M3GqRRgVYs5IrM2zt/a1wOXxoaHGLBWVi/P1kj3X6QiqEZ7nsUa0vLhyemZttBgTRbXLySzJNmD5ImPizBcBAtYeYTYc7TYHegdc0Go4TK4xx/13lIDUGCHFSFpgapGV02vOmx6tKTbhhS8vQF2xCae7B3D94x9jy6n4fNhbLUNwK2jKlBAUv06PD9VFRum6m2y+vnwiqouMaOodxF83ZW9BifATmFm2cnoNjDoNznQPSNPIRGYIDl4PpMCokwqbSswZYcXNZA/5AcJgElONvLrrXNKfX4mwcyGWIVCthkOFaEWkpOK3NY4g+Xi4a+k4aDhg0/EuKdMv22CWh1NqY99HMMVIp8IUI70DwvGQWiQ9xNwY2bVrF+bMmYM5c+YAAO6//37MmTMHDz/8MADg+9//Pr7+9a/j7rvvxvz589Hf3481a9bAZPJfvF544QU0NDRg+fLluOqqq7BkyRL89a9/TdJLIsIRr2KETdmNrfBPjE4fUYy37luCKrMRrVYHXv8ktpsx25xOqS2SCmDxUiIuNHqpMSIVv2tjCFFmvvGddicGXbHlz6QaS4oUIwAwN8fstFriCF5njFBIALvb68P/vnUQAHDrgtGYPiL1tjsrp9egOE+PFssQNp3IvhB2ZhEWb/A6g13HY22MvLKLha6PGqZkGi82LiMFmZ/qGsDp7gEYtBpcOjmzNlqMCWKBLnsUIyx4PQmKEetQyKlb1kQYX1mgCNVPIkwRGyMtlqGcsbXIFA63F//eK0zIsmnIYMZUFODN+xZjzugSWIfcuP3JHXhxe1NMf+epzWdw0S/X4WerKWtCSTDV+eIJ8dvxRqPQqMMPrhaC2B9ff5LyarKc4MyyQqMOl4hri3cO5MY0vlLxN0ZCD2mwGoUS7bRSuZcFgOtn10Gv5XCgxYqj7dk/lMH+jcdUxLYuVWLOSDx5KfEwujwfV88UBtCzscnv8/E4moBipEqhipHu/tTkExGhibkxcskll4Dn+fO+nnnmGQBC5/onP/kJ2tvb4XA48OGHH2LSpEnDnqOsrAwvvvgi7HY7rFYrnnrqKRQWpmbah/BTUyQUN2POGBFvQOOCbkAFRh2+cvF4AMDjG07GNE3HNjTLkiB/LxM9O/uoCCHlSMRS/C7O10uKjCaFbfqY/Li0IPkLhrn1udUYYU2zUNNW0ZByRjKsGHl2SyOOd/SjNF+P714xOS1/c1gIe4wFNTXgv2YkqzEi/zp8tN2GAy1W6DScFCDJkJMzsv2M4JU7b0wpzCmetpILC9/OnsaIcP+vL4tfMcI2ow63T5qOC8Rvo6XufBFAmPobLb5X0VQj3f1OsmdJgPcOtcPu8GBESR4WjSsP+7gqswn/vGshrptdB4+Px/+8cQA/efuwLAXg+qOd+Nk7QkPktU9ayE5JQbDg9VTYaAXyqZm1WDSuHE6PDz9ZfZg+s1lMqMwyVkx8Zz/ZaWWSSFZagLID2HulvWxqipvlhUYsb6gGkP2qkb4Bl7SOZIOdcmGqACUVv9NhpcX4yrJxAIDV+9uyrsl/rm8IAy4vDFrNsEFuuShXMSIGr1NjJC0kNWOEUDa1YuGrNYbGiNPjlRYjYyvPv9B8/sLRqCg0oLl3CG/uaZH1nDzPY/MJf/B6orCFRu9Aboev+3y81PSKVRWg1AB21uwqSYViRGyM7Gu2KiqILVW0xCE9ZrAJrUw2RjrtDvzuwxMAgAdWNqTknAjHLRcK08hrj3YqakGdDCTFSFGCVlpiYySW4Dq2gVs+pQrlQcpBljNyqjP8Jnd3o9DUnDemLKZjTSVMMdJld2aFYoDdE1i4aTyY9Fpp2imUYvVwluSLMOQEsL+1rxXzfvYh/v7RmXQdVtbxr93C9eOmuSOjWiqa9Fr87nOz8d0rhEGtpz4+gzuf3RmyUcc43mHH1/+5B6x/0u/0YP3RzuQcPJEQh1qtONhig1bDYcmE1KoFOY7Dj6+bBq2GwweHO3DBTz/AXc/twt82nca+ZktOrB9zhVCZZcsbqmDUadDYM0jZURkkkpUWAIwV1yhKbIwwq++yFAz5MT4zTxjgemNPS8z25mqCWaXVFJmQZ4hNYczs1pRU/E5nY2T6iGIsGlcOr4/HuwfaUv730gm7Nk+sLoReG3t5Wzo3FKQmAgIaI4XUGEkH1BjJIWrjyBhp6hmEjxfk5JUhLK/yDFrcLXagH19/UtYG4VRXP9ptDhh0GsxPQkGrTCyQ5rpipHvACbeXh4YDqs2x2ZOxCdcmhTVGJMVIfvIXDOMrC1Fk0mHI7ZV8KbMZSRkQR5bESAVYaf3y3aPod3owa2RxWNuUVDGx2ox59aXw+njZDWC1wBrltQkrRmLLGHF6vNJ7GerfkylGTkZQjOw8KwTvzhObnEqg0KhDnXivjWQDpgacHq903UjESgsIXH+c3xg51Cb4HU+NQ/6uROQEsL+0Q1CfvbQz+1Ro6aDFMoTNJ4UBm8/MHSnrdziOw32XTcSfbr0AJr0GG4514arffyQFeAfS0+/Enc/uRL/Tg4XjyqQQ7lwJt1U6T21uBACsml6DyhjXu/EwqdqMH149BSa9Bn2DbnxwuAM/f/cIrnv8Y8z88fv41ZqjKT8GIrWEyywrMOpw6eQqAIJqhEg/Hq9PyigbURLOSku5ipFUDvkxLp5UiUqzEb0DLqzL4ga+30Yr9mEdpl7uVNCAm5Qxkic/SD4RrpwmKIs2HMsua2hmIddQE98+oko8N/qdHgw4Y7OVtw654fSkRk3cI1lppX6dQ1BjJKeIJ2PkdEC+SDgP31sX1KM0X4/GnkG8vT/6ppHZaF04piwpfuKjxKL+9tM9CT+XmmEhylVmE3QxdsslxUivshaU0mIyL/mLSY2Gw5wcyRnx+Xi0JZAxwhojLZbMKEZ2Nvbi9T0taQtcD8V1otXTGtF/OltoiyOXKBSsOCW3MfKPrWfRM+BCTZEJF086f+KXZYyc7RkIadPYYXOguXcIGg6YM7ok/gNPAROyxE6ruXcIPA8UGLQJy7jDrT+sQ2409wrn4NQsUYxMG8EUI6EDLi2DLmwXi/GnugYi2sURoXlt9znwPLBoXLm0BpTLVTNq8a97LsKY8ny0WIZw81+34tH3j0mDPU6PF/c8vxvNvUOoL8/HE7fOxY0XjAAgqAZtjtxWJ2eaTrsDb4sNKtawSgd3LB6L/f97JV7/2kV4cFUDVkypQpFJh0GXF09sOIVNx7Or0JRrnOzsD5tZdvXMWgDAOwfITisTtNsc8Pp46LUcqsI0QplipLF7QHH/RpJiJIWNEZ1WgxvnCPepf+1uTtnfyTSNIXJv5cLOHSUp/9l6Ih2KEQC4RGzy7mzshT2L1jJHpHyR2IPXAWGorUBUIMWiKDrSZsOiR9bi83/bnhL1KAtfJyut9ECNkRyiRpwUtzs86JfZDQ0VvB5MgVGHLy8VVCOPrTsZ1bc5mTZagLBg1Ws57DtnxcGW0IWIXEAqcMYx+c18OpVmpcUUIyUpUIwAuZMz0j3ghMvrA8fFF7I9SrTSaukLHZ6cSjxeH374phC4fvP8UZg1qiStf59xxTRhgnBPkyXmnCYlw15LbRxKokBiyRjpG3DhD2sFW7T7L58UspFbV5yHPL0Wbi8f0gt3l2ij1VBTpJh8EcZEpnZReWNEyhcpDz8YIZeagAD2QNhmZkRJXlrt8VLJ1FohK+VU10DITIr1xzqHrZM+ONyRtmPLBnw+XrLRYvYhsTJ9RDFWf2MpPj13JHw88Id1J/HZv2xFU88gHnrjIHY29sFs0uHJL8xHaYEBU2uLML6yAC6PD+8fon+vTPL8tia4vD5cMLpEGm5JFwadBheMLsVXLh6Pv39hPvY+fAW+sKgeAPCLd4/Iyq0hlMl/RLXIkokV560pLhPttM72DEa0SCRSA7PRGlGSF3YwalRZPjQcMODyxmTpmg56B9MToMzuh+uPdaHTnj37lEDOMHvXOFTMygxfT29jZExFAcZWFMDj4/GxqLrNBpjzRzzB64yqGBVFPM/j4X8fxKDLi91n+/D3zcm3xu0ZSM+1gxCgxkgOUWjUwWwUpHpyC3tnusTg9RD5IoHcvqgexXl6nO4awDsRfAvdXh+2icqOJROS0xipKDRKRctctqVojTNfBABGi4oR5YWvCzeEVAXW5UpjhKmJqs2muLw3a4pN0HCA0+NDl0xFQLJ4aWczjrbbUZKvx/eubEjr3w6kusgknS/vH84O1Yjd4YZdbJInqhjxN0ainx+PrTsJm8ODhhozbgpjg6PRcNJ9J1SDYZdoozV/jHJstBgsZ0TtihHWKGeKwkRgjTemGOF5HhuPd+GRd48AyB61CCB4FZcXGOD18TgWwqaRNUKY5Ro1RmJj2+keNPUOotCow6rptXE/T6FRh//7zCz84ZY5MJt0+KTJghWPbsSru89Bq+Hw+OcvkD7LHMfh2lnCNC7ZaWUOh9uLF7adBQB8KY1qkXBoNBy+ffkkFJl0ONpuz+pJ7WyH2WitDLDRYhQYdbisQbTTyjJvfjXgzxcJvxYx6rQYIarblWSnNeTywuEWJslTNeTHmFBlxpzRJfD6eLzxSXbZ/jLYwM6YeBQjCs4YKUrjgNcloiJu/dHsUDn2Oz3SfqWhJj7FCBCgKJJ5fry5twU7G/vAerW//eB40q89kpUWZYykBWqM5Bg1EXy+QyFHMQIAZpNekrT/cd0J+MJMTe1psmDA5UW5OIGXLD5/4WgAwJt7WjHois0bMFtotbAMiTgUI+V+RYCSgiT7UpgxAgCzRpVAwwkWUUqS1iYb6dyIM0dCr9VIhc1kBLC/vLMJ33xpD3qiFNGdHi8eX38SAPDN5RMzPjGxUmzAsg202mH3gSKTDgXGxPxtWcaIZdAd0vqK0dg9gH9sawQA/ODqKdBGsEVjRclTXecvNJliZK6CgtcZkmKkQ93ZRYGKkUSpESexWi1DWHOwDdf+8WN84akd2HfOCr2WkywgsgGO46RGT/B0scPtlbydf3TtNADAJ019iptwVSJOjxd/2nASdz67CwDwqVm1MYevhuLaWXV49xtLMa++FC7x2vXwNVOxLMji71rRTvHjk91R711Eanhrbyt6BlwYUZIn3Y8zTUm+Ad9YPhEA8Jv3j8fsT05kniYxWF2r4bBiSnXIx1w1Q2jCvkt2WmmH5RuGC15nKDFnhFlC67UcChNcZ8vhM3OFzL7nt5/NOhcNnudl16VCwRQjPQPOiPuUdCIpRlLcNAuEZSZtON6ZFdcyNoBUZTaiPEQeslxiUYzYHW784l0hW+w7V0zGkgkVcHp8ePD1/Ul9T1n4egVljKQFaozkGLWimqBVZgD76W5h4nWcuNiIxBcuGgOzSYfjHf14L4wP/+YTQkHgogkVSc0JWDSuHPXl+eh3erB6X25O8zCLkngscarNJhh0Gnh8vKQuyDReHx/gvZmagnihUScFdX2SxaoR1hgZEWHaKhojShNvjPA8j999eBwPvHYA/97bil+vORbx8a/tbkGb1YEqsxG3iM3PTHKlWIjZfqZXWqyomdYk2WgBQGm+QWpy9ESw0/rlf47C7eVxyeRKLJ14frZIIOMrWWNkuPJiwOmRgq2VFLzOYA2dVqtD1R6+Z3uZZUEyFCPChmPLqR7c8/wnONBiRZ5eizuXjMVH378Mq2bEP/mvRKZKAezDCxNbT/Vg0OVFTZEJl0+txowRxeB5YO0RUo1EYtPxLqz63Uf49ZpjGHJ7MX9MKe6/fHLSnn9UWT5eunshfnrdNPzyxhm4XbRHCmRsRQFmjiyG18fjXZoaTzs8z+OpjwWrii9cVB9zll4quW1RPUaX5aPT7sRfN53O9OEQMbLmkPB5XjC2LOwAzmUNVTDpyU4rE/gVI1EaI+Ja5UyPchojbJK9JN+QsCWpHK6ZVYvSfD2ae4dwzWOb8YWndmCHmGmmdnoHXLA7POA4YHSM2WKAkPGi03Dgefl5iJE43dWPDcfiD7rneV4aAE2XlRYAXDi2DHl6LTpsThxpU/cAFxCYL5LYwHW1Wb6i6HcfnkCX3YmxFQX48tKx+MUNM5Cn12Lb6V68vDM5ylGe56VaAylG0oNyVpVEWqgtkq8YsQ65Jb/4MRXRb0DFeXp8cbGgGvn92tCqkY9EP8OlSbLRYmg0HG6eLxROX9yRm3ZarQmEa2s0nLTIUEIAu8PtxVv7WsCa7qmUH19QXwIgu+202KYiXsUI4N+QsMmtWOF5Hr/8z1H87sMT0vde2d0sLWiCcXt9+NMGQS1yz8XjYdInPhmcKKPL8zG1tgheH48Ps8D+pt0afy5RMBoNJxUUwm04djb2Ys2hdmg44H+umhL1OVljJNhKa2+zBV4fjxEleXFd71JNSb5BCqMPpXZRC2xDPzoJjZFACwyzSYf7Lp2AzQ9cih9eMzWu3COlM61OyBkJLqC9L143VkytAsdxuGKqMJ1MdlqhabEM4Z5/7MbtT+3A6e4BVBQa8ehnZ+GVryySPmPJQqfV4LZFY3DzhaPDFrCunSWoRshOK/18fLIHR9vtyDdo8bn5mR+UCMSo0+K/VwlWn3/ddDqrFcjZSCQbLUaBUSdNWq/eT43RdOJXjEReizAVwRmFrLscbi9+/PYhAMIAZzooMunx2lcvwvWz66DhgI3Hu/DZv2zFZ/+8FRuPd6laIdAoNrxqi0xx7Qk1Gk5aNySaM+L18fjC0ztwx9M7se5ofOu3Q602WIfcMOk1UpZnOjDptbhovHA+rk+gsaMUjrYL6+yGOIPXGZLVWpT797F2O57Z0ghAUH4bdVqMLs/Hd66YBAD4+btHkrIG6Hd6JBUzha+nB2qM5Bj+ANToH9hGUa5YaTbKDrf90uIxKDBocbTdjgdfP4C+gKlq65Ab+5otAJIXvB7Ip+eOhE7DYW+zJWyxNZtJ1C6pnjVGMhTA7vPx2HKqG9//1z7M/9mH+PbL+wAIYXvx5GLIRcoZacrexoikGEmgiMw2JPEoRnw+Hv/71iH8RZyk/OE1U3H1jFrwvBBYGmqh/saeFpzrG0JFoTLUIoxV4sZ5TRhVnJpgzdRE80UYLGckVA6Nz8fjZ+8IeRKfmz8ak6qjL2D9Vlr9w84RyUZLgWoRBrPTOqFSOy2P1yeF3scTchnM6PJ8PLiqAT+4ago+/u/L8N0rJyckeVc6zCr0aJtdCmT2+Xh8KCpDrpgqXEcunyY0Rjaf7M5ZG9BQnOsbxMP/PojL/m8D1hxqh1bD4UuLx2Lddy/GjReMTMvkbSiumVkHjgN2NvahxZK4rSQhH6YW+czckWmdrpXLquk1mFtfiiG3F795P7IallAOHTYHPmmyAPCrgsNx9Uyy08oEchUjLHeiUSGKkUc/OI6j7XaUFxjw8Kempu3vjqssxO9unoP1370Et1w4GgatBjsae/GFp3bgtwHDaWrjTLe4Jo3DRotRJQWwJ1a43nKqG829wnn5+w9PxHU9YA3WyxqqkmILGguXiJlJiShelAJTvSRq0c+s1iIpRljgutfH48pp1bg4wHL1jovGYObIYtgdHjz874MJHQvgt9HKN2gVMRyaC1BjJMeolTJGom/omI/juBhuQCX5Bnz7cqFj+vKuZlz2mw34544m+Hw8tp7qgY8XgtxTMeVbaTbiCrHI8FKOqUZcAaHY8driZCqA3e314W+bTmPxr9bh83/bjld2nYPd6UFdsQlfvWQ8Xrp7YUr//tzRQkbBwRYrHG5vSv9WpmDWeXUJWCaNjNNKy+vj8f3X9uO5rWfBccAvbpiBO5eMxQMrG6DXcvjoRDc2Hh8eAOfx+qRska8sG5f2BWMk2ETh5hPdqrZJAvzKwWRYaQGQJrG6QywqVx9ow75mCwoMWtwv3iOiUV+eDw0H2B2eYc0WJQevM6ScEZUGsLdZHfD4eBh0GikfJFG+cvF43LVsXFpDJjPF2IoC5Om1GHJ7pbXU3nMWdNmdMBt1WChOj06uNmNUWR6cHh82He/O5CErglNd/fjuq/twyf/bgOe2noXT48OCsWV45xtL8PCnpmb83KkpNuFCMdfobVKNpI1TXf1Yd7QTHAfcsTjzoeuh4DgOP7haUEK+uvscDpPdkuJxuL144LX9AIALRpdIhbFwXNZQBYNOg6beQZxQ6b1dbXi8PmmYM5pihNl+N/YMhs06TRdbT/Xgbx8Jw2C/ummmNDiUTurLC/DIjTOw6fuX4gYxx41ZmqsRNrCbSGMkFrukSLyy65z03/vOWc/bx0aD5/2WnFfPqEvoWOLhErGgv/tsH6yD6t3L+ny8lDHCrNHjxa8mCt80e2tfK7af6YVJr8EPrxne7NRpNfjVTTOh03B471AH1hxMTFnIXHsyna+aS1BjJMeIRTFymjVGKmO7AX156Ti8fPdCNNSY0TfoxoOvH8ANf/oY/xSbFcm20QqETZa/vqcFQ67sLHKHosPmAM8DBp0mbrkdmwo+m8ZJm49PdmPV7z/Cz989gjarA2aTDrdcOAov370Qmx+4DA+sbMCoOHxEY2FUWR4qCo1we/msC6pjJGKzxojHSsvt9eGbL+3Bv3afg1bD4dHPzsLnFwif0dHl+fjCojEABNWIJyAI7619rTjbM4iyAgNuXagctQggqBjGVRbA5fVh3VF1T9qwhlmyrIxYAHt3UMaIw+3Fr/4jhNR99ZLxsi1wTHqt9PlnDQavj8cecbpzbr3ygtcZE0RFjFqLJ2zicnRZflLzwHIFrYbDFFHWf6hVuK8wu6yLJ1fCoBOW3xzH4fIpNcN+nos09w7i3hc+wYpHN+Jfu8/B4+OxeEI5XrxrAV66e2HCG95kct1socD01l5qjKSLp0W1yPKGqrhCd9PFBaNLcc3MyGpYQhkMOD344tM7seFYF0x6DR5Y2RD1d/INOsmCZu0Rda//1EK7zQGvj4dey6EqytpxRGke9FoOLo9PdpZqKrA53PjOK3vB88AtF47CCtEyM1PUFJtw5xKhodyYIVeIZMCyY8YmoGKujiFgOxzWQbeUpbtUdED5/drYVCMHW2xo6h2ESa/BpQ2R8xZTwaiyfEysKoSPBz46qd5m2bm+IfQ7PTBoNTHXK4OpMkdWjPQ7PfjFu4Lzwb2XTAjZqJ1SW4R7Lh4PAPjhvw8Nc86JFaYYyWZ1vdKgxkiOwSaD22XcEE6LgbfxbEIWjCvH6q8vwcPXTIXZqBvWTV8SJXA3ERaPr8CosjzYHR68k0PhmMwqqbbYFHcRiylG0mGl1WYdwr0vfIJb/74dJzv7UV5gwK9umoGdP1iBR26ciQXjytNWjOM4DnOzOGdkyOWVbq6JWGkx/9OWviHZi7/H1p7A6v1t0Gs5/PGWObhhzshhP//6ZRNRkq/H8Y5+afrG6+Pxx3WCWuTLS8ci36CL+5hTAcdxkp3Weyq302KKkUSURIFUiou34x12bDjWiRe2n8X/e+8o7npuF1osQ6gpMuHOJeNies4JUgC7sCE62m5Dv9MDs1GHyTWJ+cmmEslKq1OdVlps85yM4PVcxR/ALkyOs8bH5UFFEqZ0XXu0Y1iDOJe45/ndeOdAG3geWDGlGm987SK88OWFuGh8RcZss8KxanoNdBoOh9tsqlWEqQnLoAuv7W4BAHxpiTLVIoE8sLIBBq0Gm092Y0OMU8REerAOuXHbk9ux9XQPCgxaPPvFC7FAZgbEctGCZu2R3G1kpxOmUh9Rkhd1X6gNyMtkSs1M8KN/H0Kr1YHRZfl46Or0WWhFgqksegdcsA6pUyGQDMVIlQxVQDTe2t8Kl8eHhhozfvPZWTDqNNjTZMHHJ3tkP8fqA8JgxfKG6oztcy+ZLNTj1h9V733qiJgvMqGqMGHb9WoxY8Tu8IQcrn5s3Ql02JyoL8/HXcvC72Xvu2wCxlUWoMvuxJW/24Q397TENSTROyA0aChfJH1QYyTHYCG7lkF3VEUFW1SMFaWpsaLTavClJWOx9rsX40ZRwllk0mHhuNRN+QaGsP8zh+y02iRLnPgnv1nGSFPvYNKn3NyiX/220z14bO0JLP/NRrxzoA0aTvBkXPfdS/C5+aMz5qHIsgo+ycKcETY1VWDQoigv/sVXTbEJGg5wBti2ReJouw1/2nAKAPB/n5mFVTNqz3tMcb4e37hsIgDBi7ff6cHq/a043T2Aknw9bhcVJUpj5TThtaw/2qVq+zXpupGE8HXAnzHyxp4W3PH0TvzgjYN4fP0pfHRCsAj6/srJMduijWc5I2IBkuWLzKkvhVbBSgbWGDnXN6TK7IgmcTKvPgn5IrkKC2A/3GrD6a5+nOzsh17L4VKxsMaYV1+Kknw9LINu7MrC5nw0Ou0OHGq1geOA1V9fgr9/YR7mjFauTV5pgQHLRBsKCmFPPS/tbMaQ24uGGnPaAowTYVRZPm5bVA8AeHlHc4aPJjf588ZTmPSD/+COp3fg33tbht2DewdcuPXv2/BJkwVFJh1euGuh7KYIAFw2RWhkf9LUJw0dEanDny8ib0iD1SwaM9QYeWd/G17f0wINB/z2c7NRYFTGcFehUSeptTP13iQCz/PS4ObYivgHdqqljJH4rbT+tUu4rn967khUmU2SE8Lv1x6XVT8JtNG6KsTeOF1cOllYi2483plx67l4YZnCUxLMFwGEz0ieWIfqtA9vnA04PfjH1rMAgB9ePTVivcqk1+KPt1yAMeX56LQ78a2X9+Jzf90mhcTLpWeArLTSjTKu1kTaMBt1KDBoMeDyos06hHGVoZsePM8HNEYSl6Y9+rnZ+Ool46HTamQHucfLZ+aOxKMfHMfus3041m5X9FRxspAyJBIM19ZwwKDLi65+pyQpjBWe5/FJUx/e2tuKg602tFqG0GFzIPieO6++FD++bppUPMokF4hFmN1nLeB5XnETqokgBa+X5iX0uvRaIWug1erAub6hiOeH18fjv187AI+Px+VTq3HtrPD+qf+1sB7PbW1EY88gnthwEu8fEqbw7lw8FoUK2VAEM31EEUaU5KHFMoSNx7uiBnYqEbvDjX6nUCxIVvj64gkVMJuEf7MRJXnCV2ke6kryMLnaLE0nxYJfMSI2RsTC8TwFB68DgvS5rMCA3gEXTncNYPqIzF/nYoEpRupJMRI3LAjyUKtNUossHFd+Xk6GTqvBZQ1VeP2TFnxwuEPKH8kVWLNzcrVZNZ+Ta2fVYd3RTry1twXfXjExq9YMSoLneby8UyhCfXHxGNW8z1fPrMWTm89g6+keeH28opv42YZ10I3H1p6Ay+vDhmNd2HCsC/kGLVZOq8GV02vwm/eP4XiHoFT/x50LJGWfXEaU5KGhxoyj7XZsPN55nhKaSC7Mvjda8DqDFc1PZ6D432514H/eOAAAuPfSCdLQnVIYWy5MsTf2DGDWqJJMH05MdPe70O/0QMMhIYvtqqLEFCPH2u3Yd84KnYaTclvuuXg8XtjehJ2Nfdh2uheLxkdewx1osaK5dwh5em1GbLQY88aUocCgRXe/CwdbrZg5siRjxxIvR8XgdWZdmwgcx6G6yIjGnkFRGeKvf75zoA2DLi/GVRRg+ZSqCM8iMLWuCGu+tQx//+g0/rj+JHac6cXVf9iMLywag29dPlFWXl6vaEtNipH0QYqRHIPjOMlPvj1Czkin3YlBl3eYLDVRJlab0+INXFVkwgrxopUrqhFW/E7EEseg00hWa01x2Gmd6urHo+8fw8X/bwNuemIrnt16FrvP9qHNKjRFDFoNxpTnY8mECjz62Vl49Z5FimiKAMD0EcXQazl09zvR3Js5X9pUIJ0bCTTNGGxiK1oA+7NbGrG32QKzUYefXjc9YjHDoNPgv1cJ3s6Prz+FE539MJt0+MLiMQkfb6rgOE5qhrx3UJ12WkwtUpynT5qMe2pdEfY9fAUO/OhKrPnWMjx5x3z85LrpuOfi8bi0oSquotb4KuGe4VeMCMHr8xQcvM6YLOaMqFGJdpYUIwkzucYMrYZD74ALL4prkWAbLcYV4vc/ONyRc7kEO84In+kLxyo3MyiYy6dWw6TXoLFnMCstOJXC7rN9ONM9gDy9FlfPTH9AbbzMHFEMs1EH65Bbmmgl0sM/tjViwOXFpOpCfGP5RIwuy8egy4vX97TgK//YjeMd/aguMuLlryyMuSnCWCGqRj6knJGUE2ilJQemGMmEldZDbx6AdciNGSOK8Y3lE9P+96MxRmwaNXarL2eE5d7VleTBqIvfXYIpRrriDF9/VVSLLJ9SJWU/VBeZ8Ll5owAIdkvRYFbvlzVUZdQu2qDTYImYkaJWOy1mpZUMxQgQmDMyvEb6L9Hu+6a5I2XvZU16Le67bCI+vP9iXDmtGl4fj6c+PoMrf7spap4vz/M4KQ4EkmIkfVBjJAdhxe9IAexsOndUaZ4UEqompBD2T86p2upGLm2W5Fji1MeRM3KwxYrr/rgZy3+zEX9YdxJNvYPIN2hx4wUj8Ngtc/DmvYux4wfLcfSnK7Hhe5fi+S8vwI0XyL+xpAOTXitNqu5u6s3w0SSXlr5kNkbyhj1nKJp7B/H/3jsGAPjvqxpkBXtfOa0G8wMK3V9aPFbWNEUmWTVDaIx8eKQDLo/6cgGSYb8XimRnA40XFSOtVgdOdNjRZnVAq+EwWwXTbsxuZ91RdRVPfD4eTb2UMZIoJr1WUjyxeyorqAWzbFIljDoNmnoHcaxDnbk08bJTbHbOH6OexkiBUYdPiYX6H/77ENw5mg2Tal4VixFXz6xVrII0FDqtBgtE2+CPT3Zn+GhyB4fbi6c/bgQAfO2SCbj/8knY+L1L8NpXL8JtC+tRmq/H2IoCvPKVRZhQFf+E8WXi8N2mY1302U8xkmKkTN4exl/8T29j5GCLFR8e6YRWw+HRz85KOO8gFbBsjsYoRVklwhpdYxIc1mEZIz0Drpj3bm6vD2/uFfKuPjN31LCf3XPJeOi1HLac6pHWNKHgeR7v7BcaI1fPzJyNFoPZaW04rq59CiDYW7G1dUOS3GH8iiJ/4+xM9wB2NPZCwwE3XRC7QnBkaT7+cts8PPulCzG6LB9tVgf+68ntEVVLv/3wBDYc6wLHCcoeIj0o76pNpBxJMRLhA5ksG61MsXRiJUaU5MHm8GBTDoQftrIQ5QSL31JjpFdeY4Tnedz/yl7sO2eFVsPh0smV+P3Ns7HroRV49LOz8alZdZg9qgRV5vhD4dPFXMlOK7umP1vEplkiwesM1hhhG5VgeJ7HD948iCG3FxeOLcMtYt5PNDiOww+ungqOA8wmHb60WPkBqxeMLkVFoRE2hwdbT8sP3FMKbaKSKNmNkWRTkm9ARaEwLcMsVabXFWV0ykouTG695VSPqnJGOu1OONw+aDVcUhqquUzgRPKMEcVh3898gw5LJgiTex8cyp1QX5vDLYXTq0kxAgAPrGpASb4eR9ps+Oum05k+nKxj0CVkjgGCRa7aWDRe+Dx/fEp96wO18uruc+gZcGFESR6uEYuOHMdhbn0pfnr9dHzyw8ux9v6LE1ZCzh5ZgvICA+xOD3aeiT5M5XB7seNML/647gRuf2oHZv/kfXznlX0JHUOuEGvGyDhRMdLcN5TWptVfxHvA1TNqMbFamRbeY8XzPpPB9PHiD15PbFinNN8AvVaoR8jJywxk/dFOdPe7UFFoPM8aeERJHj4tNkv+sDa8amT/OSvO9Yk2WpOjWzKlmovF17G32aK6zKSj7cIQUZXZKKl3EiWUYuRfu4W959KJlbKGPcNx8aRK/Ouri1Bfno/m3iHc9uR2WAbPf8+f2nxGOod+fO00xVnyZTPUGMlBWCGszRp+6vtMV2LB65lGq+FwmRhwuulE9jdG2L9lIlZaADC6TFg0NcmcJtl8shvHO/qRb9Di4wcuw9NfvBDXzR6hiqJlMOzGs/usJbMHkmT8VlqJF8CjWWm9sacFm453waDT4Jc3zoipGTZ7VAn+dc9FeONrF6E4X9lqEUC4xlwxTZj+XqNCOy2mGKlJ8JqRDlgW1ut7hEmtufXqKKBOrCrEqLI8uDw+bD6hnqlhNk04sjRPkVOPamJaQGMknI1W8M8/OJI7jZHdZ/vA88JQBrO4UAsVhUY8fM1UAMDv157AaVFpTSSHdw+0Y8DlRX15vuqaZgCweILgM7/zTK8qVaVqw+P14W9icfqupWOhC3Hv4jguKUNaGg2HS8U95toIitB1RzvwmT9vwcwfvY/P/mUr/u/949h0vAuWQTde++RcTgzuJYLH65Nsv+VmjFQXGZGn18Lr49Esc8gvUZp6BvGO2MT9ysXj0vI340HNihF2zIkqRjQaTip+x5oz8oqoYLzxghEhry9fu2Q8dBoOH53oDmuhy0LXL5tShTxD/JZgyaK2WMhM4nmo7nrEwswbkmSjBQjXDwDoFBUjXh+P13aLKqF5iQ9oVJlNeP7OBagyG3G8ox93PL0TA07/4Nxru8/hJ6sPAwC+c/kk3L5oTMJ/k5AP7XhzEDkZI5JipFKdihFA6MwCwKbj6ilIxcOgywPLoBtAEq20ZC4mn9x8BgDw2XmjEuqiK4ELxMbIsXYbbA53ho8mebQmqWkGRFaMdPc7pZv5N5dPlIrZsTC3vjQhe4N0s1LMGfngcDu8PnXlAvibqcr/3E6oEs4lNs2khnwRQCjCLG8Qit1qstNqkoLX1Xv/VwpTa+U3RpZPqQbHCROFkdZn2QSbtlaTjVYgN8wZgaUTK+Dy+PDfrx+AT2X3ASXDvNw/rTDrVblMrjajotCAIbcXe1SYM6U2/nOwHU29gyjN1+Oz80dF/4UEWS42RsLd25t6BnHP859gZ2MfXF4fKgqNuGpGDf73U1PxaVEB9Yt3j6hu7ZhOOuxOeHw89Fp/MTsaHMdJDYB0KSP+9tFp+HjBElMp2ZmhYHt8y6A75KS6kjkj5qIkw8mkKqj4LYcuuxPrjwmf9XAKxlFl+bjxAiGQ/aerD59XS+B5HqtFG61rZmTeRovBmrzs9akFlt+VjOB1hnRuiIqRzSe70W5zoCRfH3UNL5dRZfl4/ssLUJKvx95mC77yj91werx4/1A7vv/afgDAnUvG4r7LJiTl7xHyocZIDsIKpK2W6I2R8Sq10gKARePLoddyaOodTLvXaDph/45moy7hXIbRZcKiSU74+snOfsn/8I6LxiT0d5VAdZEJE6oK4eOBf+9tzfThJAWfj5fyZ5Idvh4YENw34MJ/v3YAlkE3ptQW4e5lyp2YSiaLxpfDbNShu9+Fgy3WTB9OTPgVI8pvjIwParLNU5GsmNlprT3aqZqiKZvMqy+jfJFEmT26BKPK8rBgbFlUD+RKsxEzxayr7Wdyw36HeXFfqNLGCMdx+MUNM5Cn12LHmV68JNr9EYlxtmcA28/0guOEsFM1wnEc2WmlCZ7n8eeNpwAAX7hoTFpU60snVUKv5XCme0DK5QzkJ6sPw+Xx4cKxZVj/3Uuw8wfL8adb5+KLi8fioaunoDhPj6PtdsmmhTifc+KQXl1JHrQxKH3GinZL6WiMdPc78YrYxL1HwWoRQLDsZBPxarLT4nleCqsek4S6VHWYgO1IvLmnBV4fj9mjSiJapd136UTkG7TY02TBjX/aMixke/85K1osgo3WJQqw0WJIOSPHulSlbjzaJlhpTU2mYkRSEwlNM/bZvm5WHYy65Cl8JlWb8fQd85Fv0GLzyW7c/uQO3PfPPfD6eNx0wUj84KopqhwIUTvUGMlBomWMuL0+KXhVzYqRAqNOskfaqDJ5YCywye9E1SKAf5qkZ8CFfmdkT/ynPxbUIssbqpOyUFECn79QyMT4x9bGYYV/tdI94ITL64OGS04BvKbYBA0HOD0+dPe70Glz4OfvHMbiX63Dh0c6oOGAX900I2fsd/RaDS4S7TLUdo1pS1IuUToYH3AfGl2WjyoVWe5cOLYMBQYtuuxOHGxVR/PsrKQYocZIouQbdNj0vUvxz7sWytrkzBGzrvY0WVJ8ZJnH4fZiX7PwmZivQqskxqiyfHz3yskAgEfePZIzap9U8q/dgmXJkgkVqrhHhWPxeGF9sIUC2FPK5pPdONRqg0mvSZv1SKFRh4XjhH/fdUeGT1qvP9qJD490QKfh8PPrp2NsRcGw639JvgFfF6eB/+/948OsVAg//nyR2K4BY9OoGHl2SyOcHh9mjSzGIvF8UDLMikpNdlpddicGXV5oOGCUzKyZSPgDtuXdq3mex6tiAzOandLo8ny88pVFqCky4WRnP65//GNsF3Mo3xFttJYrxEaLccHoElSZjbAOubHuqDqsXHmelzJGGmqS1xjxq4kcsAy6pMy/z8xLvgpxzuhS/PW2eTBoNdguWm5ePrUav7opNityInnkRvWKGAbLGOkdcMHh9p738+beQXh8PPL0WqlzqlYuniTmjKisaBkLrVKIcuKbR7NJj7ICIej4bIRFU9+AC699Imxc71yi/KBsudw0dyTy9Foc7+jHdhmBikqHqYmqi0xJaVYYdBrUiEXpB17bjyW/Wo+/fXQGgy4vptYW4ak75mPmyJKE/46aUOM1hud5KXxdDYoRZqUFqMdGi2HUabF0omDruPaIOmTqZ3tFxQhZaSWFWHztmaVjLljv7D9nlSxmxqi8CXfHRWMwe1QJ7E4Pfvjvg1kxWJEpBE9vYX2ZimJEOlk8QVCM7G22UPFbJuf6BvGb94/F1GBkapGb54+W9jDpYLmUM+IvJjrcXvzo7UMAgC8uHhN2uvz2RWNQX56PLrtTCu4mhiM1Rkpiuz+wfNRUF/8HnB48t/UsAOCei8erYsLb3zRKT/5KMmANrpGl+TDoEt/LsjyzDhlWWm6vD69/0oLjHf0w6jT41Ky6qL8zfUQx/n3fYswcWYy+QTf+68nteGVnM95hNlozlWOjBQA6rQY3XiA0fF4Vc1SUTpvVgX6nBzoNh3FJHOJmg3c2hwev7GqGy+tDQ415WF5gMlkysQK/v3k2THoNLp5UicdumRMyv4ZID/TO5yDFeXqY9MI/fahuObsBjakoUH3HctkkYVOy9XQPnJ7zm0DZQGsSrZIAeXZa/9zZBIfbh6m1RVg4Tr2TnsEU5+lx/RzBH/Qf4mJXzfiD15M3ccnstNYd7YTL68O8+lI8/cX5eOcbSxQlDU4X7Bqzp9kC65A6smnsTg8GXML1sFYFjZG64jzpnjVPJcHrgfjttJQ/icXzPM6KG2a1F6vVyJxRJQCAQ622kIMr2YRkozW2VBUFpUhoNRx+ddNM6DQcPjjcgf8cbM/0IamWLae60Wp1oMikwxVJ8vTOFKPK8jGyNA8eH48djeoftkkHj609icfWncQXntoRVbkOAAfOWfHxyR5oNVzaB7WWTxHOz52NfbCKWY9/23QaZ3sGUWU24psrJoX9XYNOgwdWNgAA/rrpFCnNQsDyDGNXjIhWWl2pbYy8tLMZ1iE3xlYU4Aoxc1DpMIeHSMOPSqMxiTZaAFBljqwY4Xkeu8/24eF/H8SCX6zFd17dBwC4ekatbMvy6iITXr57Ea6eWQu3l8f3X9uPFssQ8g3KstFiMCXM+mOd6IwxlD4TnBY/26PL8pPqUmE26qT95t8+EpxRPjNvVErXqKtm1GLPD6/AM1+cD5NeOUqiXCTpjZEf/ehH4Dhu2FdDQ4P0c4fDgXvvvRfl5eUoLCzETTfdhI4O5RcLsgmO4yR1QVuIhRhrjIzLAnukKTVFqCg0YtDlxe7G7JzATHaI8pgoAexurw/PbRGaBl9aMlb1BY1gbl9UDwB471C7bJmtUmnpS35jZIHYCFs6sQIv3b0Qr96zCJdOrsq680AuI0vzMa6yAF4frxq7DJY7U5ynT4sXd6JoNEKIeZFJh0sbKjN9ODFzaUMVOA442GJTfPGjd8AFu9MDjhOKekR6GVmah4pCIzw+XnW5RbGyXeXB68FMrjHja5eMBwD871uHMOgihUA8sInVa2fXZUWRYLGYM6KW9UGm2dMs7NWOddjxTdFzPRJMLfKpmbVpv2eNKsvHpOpCeH08Np7owrm+QTy+4SQA4AdXT0GhMfL6atX0GsyrL4XD7cNv3j+WjkNWFZJipCzWxoigGGm1OlI2YOD2+vDkR4LS566l42LKQMkkkpWWijJGziR5WIcpRrrswxUjbq8Pf9pwEpf83wbc9MQWPLf1LHoHXKgoNOLOJWPx4+umxfR38gxa/PGWOfjm8onS95ZPqVbkfW18ZSEuGF0CHw+8vqcl04cTldPdQq5TMtUigFAjDTw/9FoO18+OrhJKlDyDNmfrKEoiJYqRadOmoa2tTfravHmz9LNvf/vbePvtt/Hqq69i48aNaG1txY033piKwyAiwOxwQhVpTrPGiIrzRRgaDSdNdG88oR6rm1hgipHaZClGytk0SejGyLsH2tBuc6Ci0IhPzVKWHDQZTKktwvwxpfD4eLy4vSnTh5MQLZJiJHmqgPsvn4RPfng5/nHnAiwcV043cgAXTxKK9ZtUco2RcolUoBZh/OGWOdjxgxVJsQxMNxWFRswWlQDrjirbTos1xGuKTIrcvGU7HMfhgtElALI7Z8Tr4/HJWaEAmi2NEQC497IJGFWWhy67E89uUb/qNN1YB91Yc0hQ23xW5TZaDJZD9vFJCmCPRr/TgxOdQsHLoNVg7dFO/GrN0bCP33CsE/85KNjTfOXi8Wk5xmAuaxBUI2uPdOBnq4/A4fZhwdgyXCvDcofjOPzg6ikAgH99cg6HW20pPVa1cc7CFCOxFcRL8/UoMglNqXjttDxeH/69twWffmILPveXrXh+21n0Dbikn7+1txWtVmEvfOMFI+L6G5kgMH9FLZaPrIkzJkn2rqEyRhq7B/DpJ7bg12uO4WzPIPL0WtwwZwSe/dKF2PbgZfjhNVNhlqkWCYTjOHz78kl4/PMXYNG4ctxz8bikvIZUwKwrX93VrPhzgylGxlUWRnlk7DBFESDk6JYXGiM8msgmUtIY0el0qKmpkb4qKoTCtNVqxZNPPolHH30Ul112GebOnYunn34aW7ZswbZt28I+n9PphM1mG/ZFJAYL6g6lGDndJSxKx2aBYgQIKFoez85prVZrcovf9cxKq/f8xSTP83hysyAtvH1RPYy67Cyc3SaGN/5zRxPcXl9mDyYBmJXWiCQqRjiOS6uHsxpYFnCNUfpiEvBf99XUGNFqOFUX6pkXudKDDZm9AgWvZw4pgL05O1WuAHCkzYZ+pwdmow5TalPj3ZwJjDotvi3a5/x54ynV2Csqhbf2t8Ll8WFytRkzRhRn+nCSwkWiYuRwmw29AYVV4nwOtljB84IC/v8+OwsA8NdNp/HKzuZhj3N6vPjZ6sO44+md8PHAldOqM3YdYVaZ/znQjjWH2qHVcPjJddNlDw3NGV2Ka2bWgueBX7x7RBVryHTg8fokdXOsVlocx2GsWDCNVRnh9Hjxzx1NWP7oRnzzpb3YdbYP28/04qE3D+LCX3yIu57bhXcPtOEvmwSl0peWjFHV2pSt7WwOD/oG1XF/Ys2tZNWlWH5u36AbTo8X/9p9Dlf94SPsO2dFcZ4ev7ppBnY9tAK//dxsXDypMimZD1fPrMU/716IaXXKva9dM7MWJr0Gp7oGsKfZkunDicjpFLrbVAXkKzOLMSI3SElj5MSJE6irq8O4ceNw6623oqlJmLrevXs33G43VqxYIT22oaEBo0ePxtatW8M+3yOPPILi4mLpa9So7JgiyiSsIMYmhwNhVlrZ0hhZMqECHCdsxNXgmxgLQoiymDGSpElqtmhqDBHMtvtsH/afs8Kg0+DzC0Yn5e8pkZXTalBRaESn3Yn3DqnXK1xqmqlwyl5NLBxbDoNOgxbLEE6JjWUlIzVGktgwIyLDvMg3n+xWdHYEUwomazKPiJ05omLkk7OWjB5HKtkh2mjNHVOqGgsSuVw3ewQmVhXCOuSWrFYIefxrl1AA/8y8kVmjRq00GzFZDODeeopUI5HYJxbjZo0qwbWz6vAN0YLmB28ewPbTwnt3srMfNzy+BX8Xh7RuW1iP3988JyPHCwAXjC5FSb4eLnGI6guLxmByTejA9XA8sLIBBq0Gm092Y+NxdSiPU02H3QmPj4deyw0rVMplrLiXPS2zMTLk8uKpzWdw8a834MHXD+BszyBK8/X4zuWT8NDVUzCtrghuL48PDnfgay98guMd/Sg06nDrgvqYjy2TmPRaqQZ0RgV2Wj4fn/SMkZJ8PQxis+PLz+7Cd1/dh0GXFwvHleE/31yKz80fjYIoNnjZiNmkx1XTBSeQV3c1R3l0ZmFD3ClRjIiKokqzURquJnKDpDdGFixYgGeeeQZr1qzBE088gTNnzmDp0qWw2+1ob2+HwWBASUnJsN+prq5Ge3v44uODDz4Iq9UqfTU3K/vDqgZqwmSMDDg96LAJnovZ0hgpLzRKk2ebTmSXasQy6MaQWGSrSdL092hxMdlmHcIrO5vx8cluNHYPwOnxSmqRG2aPQEUWSwsNOg0+f6HQgH1OxSHszGZtRIzTVkRs5Bm0WDBWsIPZqAJlWpslublERHQaasyoKzbB4fZhyynlniNsunI0KUYyxsyRxdBqOLTbHCGHV7IBFryeTTZaDK2Gw3euEFQjf998Bt39zii/QQDAyU479p2zQqfhcP0c9VjTyEGy01LwtV8J7D8n5CrNHFkCAPjW8om4eoYQXnzP87vxpw0ncc1jH+Fwmw2l+Xr87fZ5+On10zM6sa/VcLhUDFOuKDTiW5dPjPIb5zOqLF/KN/wbNVMBAOdEW8+6kry4mucsZySaYoTneaw52IYVj27ET1YfRrvNgeoiIx66ego+/u/L8PXlE/HlpePwzjeW4v1vL8PXLhkvqfDvWjoOxXmx2ytlGjXljHTYHXC4fdBquJiVQ+HgOE4qfn90ohtaDYfvXTkZL3x5YVIzOdXIp0WFxNv72jDkUuYQl8PtlazCU2H7f6G4Lv3S4rFJUQsR6iHp7dBVq1ZJ/z1z5kwsWLAA9fX1eOWVV5CXF9/Fxmg0wmjM3iJsJqgVM0b2n7Pg3QNtuKyhCia9VpoeKCswoCQ/e+xylk2sxP5zVmw63oVPz80eWRxTBJQXGJK2MagsNKI4Tw/rkBvff21/yMd8acnYpPwtJXPLgtF4fMMp7DjTi6PtNjTUqMvuY8jllWwbcn2hlw6WTazERye6sel4F+5U+OejXVTO1ZCSKG1wHIfLplTh+W1NWHukU/IlVxqH2wSr0klVsU28Eskj36BDQ40Zh1pt2NNkQe2M7Pqc8jwvNUYuHJt9jREAuHJaDWaMKMaBFiue2HAKP7xmaqYPSfG8e0AYkFs6sSLrBm8uGl+Bpz9uTJlihOd5tFiGUGU2waBTbyFn3zkLAGDWKGGYTaPh8H+fmYWm3kEcaLHi12uEgPIlEyrwm8/OkkJyM81dS8fhTPcAvn35JBTFkUMAAHcsHoOnPj6Dj0/24GRnPyZUJX8SWk2w4PV4rYDHVAjDHZFUEae6+vGjtw7hI3FockRJHr526Xh8eu7IkFbRk6rN+P7KBnz3islotQ4l1aY4nYypKMDW0z1x56+kE+ZeMao0D/okFqlHlebjXN8QRpfl4/c3z5YsTHOdhWPLMbI0D+f6hrDmUBtumKO8mlljzwB4Higy6VCeAmvvldNrsOuhFSl5bkLZpHz1VFJSgkmTJuHkyZOoqamBy+WCxWIZ9piOjg7U1NSk+lCIABpqzdBpOHTYnPjaC59g/s8/xAP/2o+397cCSI1nXyZhGQAfneiC13e+f2un3YGnPz4Du0MdfpsMyUYryRkSf/z8HNxy4SgsnViB8ZUFMOn9l4oVU6pilomrkdriPFwu2t/8Q4WqEdY0KzTqpBBCInWwa8y20z2KtkoC/NkzpBhJL8xOa93RTkX6iA+6PDgpBt/OGKlcH+RcwG+nlX05I2e6B9Dd74JBp8HMLD3POE6YQAWAf2w7m7XKn2Sy5qDQGFklWnlkEwvGlUHDCec+u/8mgtvrw95mC/626TTuem4XLvjpB1jyq/X46vO7FXlvkUNPvxPn+obAcRiWL5Nn0OJvt89DXbEJei2HH1w1Bc996ULFNEUAYGpdEd68d3FCtisjS/OlgYnnt6lvz5FsWGMkXpXAOFExcryjH//e24LdZ3vRZh2C18djwOnBL/9zFCt/twkfneiGQafBNy6bgA/vvxi3Loien6nRcBhZmq9au7+xMppGSiHZNlqM/712Kh66egre/eZSaooEoNFw+MxcFsJ+LsNHE5rA4PVUfAY5jkNFoVG1n28iflJeLevv78epU6dw2223Ye7cudDr9Vi7di1uuukmAMCxY8fQ1NSERYsWpfpQiABGlubjvW8vw792n8O/97Sg1erAywF+gtlio8WYM7oEhUYd+gbdONhixaxRJdLPuvud+NxftuFM9wDarA78z1VTMnegMcKK38kOUV46sRJLJ/oX+DzPo3fAhU67M+vOjUjcvqgeaw614409LXhgVUPck2CZQCp+l5jo5p4GJlUXoqbIhHabAzvO9EqNEqXh9vokCTJljKSXRePKkafXos3qwOE2m+JCGI+02eDjBV9dJRWdcpELRpfi+W1Nig/AjAeWLzJ7ZEnUApSaWTqxAheOLcOOM734w9qTeOTGGbJ/1zrkhkmvyer3J5CmnkEcbrNBq+GwYqoy1XSJUGTSY+bIEuxttuDjk934zLz4sjIPtljxxMZTWH+0E4MhbE7WHu3EhuNdkrWTmmA2WuMrC2EOWmvXFJvw/v0Xw+n2ojzL1ESB3L6oHh8e6cBru8/he1dOzsmcA8a5PkEpMLI0PlvPMRX50Go4WIfc+OZLe6Xv6zQcjDoNBsTPz6WTK/G/n5qW9MK7kpGstFShGBEbI0nOvWuoKVKdE0S6uGnuCPxu7XFsOdWD5t5BjCpTlrWuP18kdz6zRHpIumLku9/9LjZu3IjGxkZs2bIFN9xwA7RaLW655RYUFxfjzjvvxP3334/169dj9+7d+OIXv4hFixZh4cKFyT4UIgrjKwvxwMoGbH7gMrx090LcPH8UzOJk+aLx5Rk+uuSi12qwWPT43RQQbGdzuHH7kzukqYnV+1pVNW3VmgLFSCg4jkN5oRFTaosy6uWbbhaNL8eEqkIMurx4fbcyJyfC0dLHGiNU/E4HHMdh2aQKAMOvMUpj/zkLHG4fygoMqFfYYjfbMem1WDJROEfWHunM8NGczwGxMBU4rUtkBjbBeKDFCpfHl+GjSS47WL7I2Oye0gxUjbyyq1m2n/vBFisWPbIWtz+5Q1Xr0URYc6gNALBgbBnKstS+gu1BtsRhp7WzsRdfeGoHrnlsM97Z34ZBlxfFeXqsmFKFB1c14PWvXYQvLRYsPH/xzhF4vOq7ZuwVm8DhVGSFRl1WN0UAwSJsbEUB7E4P3tjTkunDySiJKkbMJj1+97nZuGHOCFw4tgwjxKwSj4/HgMuLkaV5+Nvt8/DUHfNzqikC+Idfz3YPKv4ew+ozuTSUmWlGlubjIrEO+C8F1j6YYmR8CoLXidwm6aMI586dwy233IKenh5UVlZiyZIl2LZtGyorhenZ3/72t9BoNLjpppvgdDpx5ZVX4k9/+lOyD4OIAY2Gw8Jx5Vg4rhw/unYa2qwOjMnC4NVlkyrx3qEObDzeha8vn4ghlxdffmYXDrfZUFFowJDLi1arA3uaLbhAJbJKZs9QV0LTvamA4zjctrAe//vWITy/vQlfuGiMatQXfsUINUbSxbJJlXhl1zlsPN6FhzJ9MGFgHucLx5VBE0egJZEYyxuq8MHhDqw90oFvLI89pDWVHGgR8kWmU2Mk44wpz0dpvh59g24cbrNhdoDKVe1kc/B6MPPHlOHSyZVYf6wLv/vwOH5385yIj/d4fXjgtf0YdHmx/UwvNhzrwqUN6pv+jxVmo7VyevbaKi8eX4HH15/Cxye7wfN81LUkz/PYdKIbj687KTUTtRoO186qw5cWj8W0uqJh9/DxFYV4fc85nOjsx8u7mnHr/2/vvsOjqrY2gL9nWnohvZAQSAKhhhAIvXcQRFQUQYqiKHIR77VeP1G5dqUIwrUBKoJgoXhFpRepgRASIBBSSAjphfQy9ftjMgNIzZCZM8m8v+fJI07dk8ysOWevvdfq2cqsr6exJRr6i9Q3XrdFEomAqb1a4T+/JWHtkUxM6RncZM45Gtvl0nvbMQIA4yIDMC4ywPj/Gq0O+eW1KKlSIszH2aYW+l0ryMMRggBU1KlRXKW06p5Ohl0trZrhvJQ1ezg6CIdSi/Fz3GU8PzTcqs4X0+qTZc2t7D+Jr9F3jGzYsAE5OTmoq6vD5cuXsWHDBoSGhhqvt7e3x4oVK1BSUoKqqips2rSJ/UWsiL1citZeTs3yQGxAfWmo+KxSlFQpMWddHGIzSuBiL8O3T8QYt+9vS8wVc5gNYpj89mcTZbN5oFsgHORSpBZUIq4J1XvPrt9N1FSbAzZF/cK8IBGAlILKRqkjbg5H0g2Jkea1K7CpGBLhA4kAJFwuQ0p+hdjDuc6ZbO4YsRaCIBh3jcRfajrfO3eSV1aLrJIaSAQgulXTWIByr/41Qr9rZGtCDs7nld/2tl8fvIizOVdv8+nuFKtf0Xuv8strcfJSKQBgRIfmez7YrVUL2MkkKKiow77k2+8q1el0WLD1LKavjkVsRgkUUgkmxwRj778GYckjXdG5pdsNE1VujnI8X59sX7LzAirr1GZ7LY1Np9MhoX7HYmQzSgKb4qHolnCQS5GcX2EsO2hrympUxl3vhibqjUEqERDg7oBOgW42mxQB9HM9AfXzBne7k1EMWq0OmcX6BBl3jFjWqE5+cLGXIbu0BkfTG77L0Vx0Ot01pbS4Y4Qal9mbrxNZiyAPR7TxdoJGq8OkL45gb3Ih7OUSrJ7RAx0D3DCms77h4x+nc6G9SYN2a3S1lBZ3jJiLq70c4yL17431sZdEHs3dM0zMMzFiOe6OCuNJ/V8p1ldOq06twYkM/SRrbyZGROHjao9h9U3Y11pRg9UapQYpBfpEDRMj1iGqPpbE108aNzXVSjVOXy7Dn2dysergRSz8XxKe3xAPQN+s+O99BJqrToFuGNvZHzod8I/18bhSpbzp7TKKqrBk5wUAwCujImAnk+BUVin+Simy5HAtbvtZ/W6RbsHu8GvkfnnWxF4uxQNRgQCA59afvG3C85MdyVh7NBOCAMzsG4IDLw/G+xM7I/gOq6an9GyFEE9HFFUq8fm+tEYdvzldvlKDkiol5FIB7f1dxB6OqNwc5JgQpd/l8J0VHSNYUuzFEmh1+hXhPi7NNyaIKaQJNGDPLa9FnVoLmUTguayF2culxt1Wm6yorF9RpRIVtWoIAncRUeNjYoRsimHXSGpBJWQSAf+dGm0s5zCwrTecFFJjOS1rZ9gSDLBckrlNjgkGoN9NVFatEnk0dyenjKW0xGCIMfutsM/IqUulqFNr4eVshzAfrrQRy7TeIQCATSezrWZVb1J943UvZzv4ulpvWQVbYtgxcrIJ7hi5UqVE/w/3YtxnB/HM9yfxn9+SsPrQRRyrXwE9sK23yCO0rNfHtoefqz1SCiox45vjN3zudTodXtt0GnVqLfqFeeGZgW2MpZCa+64RWyijZfD2/R3RP9wL1UoNZqw5juS8G3cNfnkgDSv26pMa707ojDfHdbzrhJFCJsGro9sDAL76K91qd67+XUJ9Ga32/q6wk9nuSn6Dx3uFAAC2n8lDQf15ni0xlnxtZv1OrUlTaMB+sb6XRLCHI2RSTlla2n1d9ItC95wvgMZKFgwbdosEujvY9K4vMo9G7zFiTTQaDVSqpjGJSXdHLpdDKjU9EA5s541vDmdAEIDFj3TF4HZXazfby6UY1sEXW0/l4PfTuVZf5qGwog5qrQ5SicAVNWbWNcgdEX4uOJ9Xgc3xlzGjvsmltdJqdcjlbiJRDGznjU93p+BgShHUGq1VHcwfTddPSvZq49EsyyU2FX3DPNHG2wnphVXYfPIyHq9PlIjpahktV743rERkkBsEQb+auqCitkl9z288kYXiKiWcFFKE+7ogsIUDWro7IMDdAcGejugb6iX2EC0qwN0Ba5+MwaQvjiAhqxRPf3cCq2f0MJ7YbzyehSPpxXCQS/HeA50hCAJmD2yD749lIi7zCo6kFaNPWPP7nZVUKY3JslEd/UUejfnZyaT4fGo0pq46hvhLpXh81TH88mwfBHnoV75uPH4J7/1+HoB+19BjPYMb/BwjO/oiJsQDsRkl+GRHMhZP6tqYL8EsEuvLaN2q8bqt6RDgiu6tWuBE5hWsj72E+cPa3nAbrVYHQUCz/L42lHzlzmbzMZSmyiiqFnkkt3YoTb9bsjPjgihiQjzg5iBHSZUScZlXENNa/L5w6Yb+IiyjRWbQLBMjOp0OeXl5KC0tFXsoZAbu7u7w8/Mz6WBwYLg3XhjWFu39XTCi442r08Z29jcmRl4f096qmk39nWFHgK+LHaRWPM7mQBAEPNYzGAu2nsUPsVlW34S9qKoOSo0WEgHwdW06k2nNQWRLd7g5yFFWo0LC5TKrSrAeSdefZPTmKjxRCYKAx3u1wtv/S8J3RzIxtVcr0ePJafYXsTou9nK09XFBcn4FTl0qvekxizXSaHX4vr4EzJvjOmJSjyCRR2Qdwn1d8M3MGDz21VEcTivGvB/isXJKN5RUKfHu7+cAAP8a0dZYLsnX1R6TewTh2yOZWLYnpVkmRnady4dGq0MHf9c7lolqLpzsZFgzowce+eIokvMrMHXVMfz0TG+czLyC1zadBgDMHtgGzw4KvcMj3ZwgCHh9bHvcv+IQNp3MxhN9W6OTlcf1U/W79G258frfPd67lT4xcuwSnhscBnn9Ipu0wkr8d18atsRnY3JMMP4zoZPII21cV6qUOJer77PEXnjmY9gxYs2ltPacKwCg781HlieTSjAkwgeb47Ox42yedSRGDP1F2HOGzKBZJkYMSREfHx84OjqKPuFAjUOn06G6uhoFBfovSn//hq8uk0gEPD8s/JbXD2jrDWc7GXLry2lZ06Tm313dEcBSSZZwf9dAvPf7OSTnV+DkJet+b6TXbz/2dbU3nkyRZUglAvqFe2FbYi72JxdYzfukVqUxNrjlyab4HoxuiY+3JyOloBJH00tET1YZdoxY+wSarYkKdjd+5zSVxMi+5AJcvlIDNwe5sUY16UUGueOr6d0xY81x7EjKx6ubTqOyVo2KWjW6tHTDjD4h193+mUGh+CE2C0fTS3AsvRg9m1nstqUyWtdyd1Rg7ZMxeOjzI8gsrsYjXxxF9pUaaHXAoz2C8OqoiHt6/Mggd9zfNQBbT+XgnW1J+OGpXlZ7LqzR6ozfP7beeP1aozv54z/O51BQUYcdZ/PRytMR/92Xht/P5MJQWe+H2EuYPywcns7Np/ylYQdZuI8zvF2az+uyNiFeV0tp6XQ6q4sPWSXVSM6vgFQiYFBbJkbEMryDLzbHZ2PnuXy8Pra96O8Tw/xGqDcTI9T4ml1iRKPRGJMinp7N6wSCAAcHfRKgoKAAPj4+91RW62bs5VIMa++DLadysC3RustpZZfqt7/6MzFiEW4OcoztHIBfTl7GD7GXrPq9see8PnloDas7bNGQdj7YlpiL9bFZmD0wFE524n/Vnrx0BUq1Fj4udlxpYwVc7eWYEBWI9ccuYe3RDFETI7UqDVIK9KuwWLLAukQFu2PD8azbNmq2Nt8d0e8WmdS9JRwUrAH9d31CvbB8chSe/T4OP8ddBgDIJAI+fLDLDaUX/d0c8HD3llh37BKW70ltVomRiloVDtY3lre1xAgA+Lja4/sne+Khzw8bV22P7eyPd+tLqd2rl0a2wx9n8nA0vQT7kgsx2EpXXacWVKJaqYGTQopQlkcxUsgkmBwThOV7UvHqpkRU1F7tSzS8gy8uFlUhtaASW07l4Ml+1l3etyGO1pfR4gIe8wr2cIREAKqVGhRW1MHHyqoLGM5ju7dqATdHucijsV0D2npDIZUgs7gaKQWVaOvrIup4LrKUFplRs1tKbOgp4uhoG1uybZHhb2uu/jFju+hXOP5+OhdaK2k2dTMHU/UHjxF+4n5J2ZLHeupLgvyWmIPyWuvsX6TT6bAzKR8AMKKD7U02WINxkQFo5emIoso6fLE/TezhAACO1jez7B3qKfqKH9J7vJe+ufL2s/nIF7HBalJuOTRaHbycFfCzspNjW9etvgF74uUyqDVakUdzZxlFVdh/oRCCAEytf3/TjUZ29MOHD3Yx/v8zA0PR3t/1prd9dlAoZBIBB1OLEJdZYqkhmt3e5EIoNVq08XJCuI9tTnIEezpi7ZM9EeLpiLFd/LH4kchGK43bsoUjpvfWfwa/PJDeKI9pDobG650C3VgW+G8e6xkMqURARa0aEgG4v2sA/pzfH19N62782/50Igs6nfWeqzbUkWuOVcl8FDIJAlvoF1ZaYzmtXef057FD21tnQtdWONvJ0DdM/1k0zC2IRaXR4lKJflFwG+4YITNodokRA078NF/m/tv2D/eCs50MeeW1iM+yzlWaZTUqHE613ZV2YukW3AJtfZ1Rq9Jia3y22MO5qbTCSlwsqoJCKsHAdt5iD8cmKWQSYymML/9KR16ZeJPeBmxmaX3a+7uiR0gLaLQ6rD92SbRxXFtGi8dO1iXU2xkudjLUqDQ4n1ch9nDuyNBbZGBbb7Ty5Inr7TzcPQj/ndIN84aEYe6QsFvermULRzwU3RIAsGx3qqWGZ3bbrymjZctxp52fC/a+OAgrHusGO1nj7rCa2bc1pBIBR9KLkZRT3qiP3VgS6vuLdGUZrRv4uzng44e6YPaANtjzr0H49NEoRPjpE6jjIwOhkElwPq8CZ7Kt82/bUMWVdUjO13/PcceI+Rn6jGQWW1cD9so6NY6l6xcBDG3vK/JoaHj9IssdIidGLpVUQ63VwVEh5SIuMotmmxghMpW9XIrhHfRfxL8l5oo8mpvbcz4faq0O4T7O3HpuQYIgYHJMMABg3bFLVrlKa/tZ/YFL71BPOFtBCSdbNaqTH7q3aoFalRaf7EgWdSw1So2xuSlX4VmXx3uHANDXCleJtCPg9GU2XrdWEomArsHuAID4+s+wtapRavDjiSwAwLTe3C1yN0Z39sc/R7SDvfz2E+JzBoVBKhGw/0IhTjahsmq3UqvSYG+yvlQKF/eYb8FXgLsDRtf/flcfumiW57hXifXfP13YeP2mJnZridfGtDf2hDBwc5RjRP256k9xWWIMrdEdrZ8Mj/BzgYeTQuTRNH/GBuzF1rVj5GBKEZQaLUI8HVn61woMq9+1k5BVKurudkN/kdZeTja9mILMh4kRopsY01nf2P2P03lWWU7L0LByNE8oLe6BqEDY1a/SSqg/obMmhq2uhuQeiUMQBLw+tj0A4JeTl3E2R7z3SlzmFag0OgS42SPYg2Umrcmojn7wcrZDQUUdtp/NE2UMp9l43apF1ZfTOpJWBKXaestp/ZqQjfJaNYI8HDCQzVIbVbCnIx6ICgQAvPhTAirr1He4h3U7cKEQ1UoNAtzsmZA1M0P/iV9P5aCwok7k0VyvVqXBuVz9bofIIL4PGurh7vryvltP5aBWpRF5NPfuSLq+EgJ3i1iGsQG7lZXS2m0so+XLCXAr4ONqb9zRJ2Y5rfRCfS9E9hchc2FixAaEhIRg6dKlYg/jrlnDePuHe8GlvpyWta3Oq1aqsf9CIQBgJBMjFufuqMDY+sTZDyKWv7mZgvJa484AJkbEFxXcAuMiA6DTAe9uOyfaDqNrTzZ5kmFdFDIJHovRT24YmlZb0nWN1zlBaZWi6neM/H46D13e3o5HvzyCxTuScTClCFVWMkGu0+mM79+pPVuxV4AZvDY6An6u9kgvrMJrm05b5Y7Vu/VnfRJ4pI2X0bKEqOAWiAp2h1KjNZa6sxbncsuh1urg6aRAoLuD2MNpcvqFecHfzR5lNSrR6/83BsOOEe5stozWXvqFUtbUY0Sr1Rl3Ew6N4AILazGio35OQdzESH3jde4iIjNhYsQGHD9+HE8//fRd3dYakhLWwF4uxbD6ieVtp62rnNb+5ELUqrQI8nBAh1s06yTzmtxTX07r14QcVFhRE/Zd5/QHk5FB7vBl/U2r8PLIdlBIJTicVmw82Lc0QzPLXjzZtEqP1U8kx14swfk8y9YKP59XAU39xJS/G2OGNeob6oUHu7VEC0c5alVaHE0vwbI9qZi66hiiFu7EVwfSRZ8kP3mpFGdzymEnk2BS/Spmalyeznb47LEoSCUC/peQg++tbGHG3aqoVRn7i4zu5C/yaGyDYdfI90czrWpngaG/SGSQOxNkJpBKBDzYTd9/6Ke4yyKP5t4UVNQitaASggD0bO0h9nBswrU9RsQ+hjBIuFyKokolXOxk6MH3gdUwlO07klYs2o7V9CLDjhEmRsg8mBixYkqlslEex9vbG46Oli2f0lhjF5NhV8Dvp3Ot6kTCsNJudCd/nkiIpHurFgjzcUaNSoOHPz+C4xklYg8JALAzSf/eGMHdIlYjyMMRM/uGAADe+/081BbuI1FVpzbW8Gbjdevk52Zv/Mwu32PZ5sqn2Xjd6ilkEiyaFImTbwzHzhcG4N0HOmFC1wAEuNlDqdHi3d/P4ZVfEkUts7X2SAYAYFxkAFqwNrzZdA/xwKujIgAA//lfkrE/UFOyOT4bVUoNQr2d0COkhdjDsQmjOvohwM0exVVK/JqQI/ZwjK72F+FuRVM9FK1PjPyVUojcshqRR2M6w26R9n6ucHfkd4glBHk4QioRUKPSIL/cOsrs7TmvX0A2oJ035FJOU1qLUG9ntPZyglKjxf7kQlHGYNgxwt66ZC42EXF0Oh2qlWqL/zQ0+z5o0CDMnTsX8+fPh5eXF0aOHIkzZ85g9OjRcHZ2hq+vLx5//HEUFRUZ71NRUYEpU6bAyckJ/v7+WLJkCQYNGoT58+cbb3PtLhCdToe33noLwcHBsLOzQ0BAAObNm2d8/szMTLzwwgsQBOG6SZKDBw+if//+cHBwQFBQEObNm4eqqqrrnuM///kPpk2bBldXV+MOlTvdr6CgAOPGjYODgwNat26NdevWNeh3Zk7923rB3VGO/PI6TPn6GIoqxT9oqFNrsKd+V8DIjiyjJRZBEPD2+I5wc5DjfF4FHv78CP658RQKKsRrSlZZp8ahVP3OAJbRsi5zBoehhaMcqQWV2HDcsk0yj2eUQK3VoWULBwSxv4jVem5wGCQCsC0x11hf2RLOsPF6kyEIAsJ9XTClZyssfTQKh14dggX3dYBEAH48cRlTVx1DSZXlF6UUVdbh99P6pDybrpvfrP6tMbyDL5QaLeasj0NZzd3vWq2qU+NUVqloq4OvLbn2eK9WTMZaiEwqwfQ+IQCA1QcvWs3q8FOXSwHod4yQaUK8nBAT4gGdDth0Mlvs4ZjMsLOZZbQsRy6VoGULfQk7S+9WvhVD5QOW0bIugiAY5xYMizAtqaxaheL649sQltIiM5GJPQBLqFFp0GHBdos/b9LCkXBUNOxX/O233+LZZ5/FoUOHUFpaiiFDhmDWrFlYsmQJampq8Morr2DSpEnYs2cPAOCf//wnDh06hF9//RW+vr5YsGABTp48ia5du9708X/55RcsWbIEGzZsQMeOHZGXl4eEhAQAwKZNmxAZGYmnn34aTz31lPE+aWlpGDVqFN555x2sXr0ahYWFmDt3LubOnYs1a9YYb/fJJ59gwYIFePPNN+/6fjNmzEBOTg727t0LuVyOefPmoaBAnHIzf2cnk2LllG54Zm0c4jKv4P7PDmHVjO6I8BOvfNXh1GJU1Knh42KHKJ5IiKpvmBf2vjgIH28/jw3Hs7ApPhs7k/Ixf3hbTO/dCjILr3Q5cKEQSo0WIZ6OCPfhagpr4uYgx/NDw/HW/5KwZOcFjO8aAFd7uUWe+0h6/ckmd4tYtU6BbpjVvw2+PJCO/9tyBjGtPeBigfcIG683XYIg4Il+rdHa2wn/WB+P2IslmLDiEFZN745wXxeLjWPj8SwoNVpEBrmjS0t3iz2vrRIEAZ88FIn7PvsLWSU1eOmnBHzxePQdkwxxmVfw/IZ4XL5Sg4eiW+LDB7tYvBfMkfRipBZUwlEhxcT6le5kGY/2CManu1NwPq8CR9KK0SfMS9TxlNeqjCuAIxk37snD3VsiNqMEP53IwpxBoU0y4XiUx6qiiAnxQGZxNd7//Tx6tfGEvVwq2lhySmtwLrccEgEY1I6JEWszvIMvvjyQjj3nC6DSaC26oyetvoyWr6sdnO1sYvqaRGATO0aakvDwcHz00Udo164ddu7ciaioKLz33nuIiIhAVFQUVq9ejb179+LChQuoqKjAt99+i08++QRDhw5Fp06dsGbNGmg0ty77dOnSJfj5+WHYsGEIDg5GTEyMMQni4eEBqVQKFxcX+Pn5wc9PvyPh/fffx5QpUzB//nyEh4ejT58+WLZsGb777jvU1l5dIT9kyBD861//QmhoKEJDQ+94vwsXLuCPP/7AV199hV69eiE6OhqrVq1CTY31bAXuE+qFzc/1RWsvJ2SX1uDBlYctupr37/6sr8s8sqMfJGxuKjoPJwXen9gFm+f0RZeWbqioU+M/vyVh3GeHcCG/wqJjMTREG97Bt0meFDV3U3q1QhsvJxRXKTF/wylotJZZsXmUq/CajBeGtUUrT0fkltXioz+Tzf58tSqNMU51ZimTJmtwOx9smtMHQR4OuFRSjYkrD2OfhfoZFVTU4ssD6QCAab24W8RS3BzlWPlYNBRSCXYk5eOL2/SZ0Wh1WLY7BZO+OILLV/TH1z/HXcbzG+KhsnBpx7X1u0UeiAq02OIA0nNzlBvLLq06eFHUseh0OrzzWxIAoLWXEzxYfu+ejOnsD0eFFBnF1TiecUXs4TRYXlktLhZVQSIAMW3YV8KSXh0dAS9nBZLzK7Boh/mPO2/HUEarW3ALxgQr1C24BTydFCivVSP2omVLiF9tvM6Fn2Q+NpFyc5BLkbRwpCjP21DR0dHGfyckJGDv3r1wdr4xCKSlpaGmpgYqlQoxMTHGy93c3NCuXbtbPv7DDz+MpUuXok2bNhg1ahTGjBmDcePGQSa79VshISEBiYmJ15W50ul00Gq1uHjxItq3bw8A6N69e4Pud+HCBchksutec0REBNzd3W85FjGEejtj85w+mLPuJA6nFWPWdyfw79HtMat/a4tOQKs1WuysT8qM7sQyWtaka5A7Ns/pi43Hs/DR9vM4l1uOccsP4v/u64CpPYPN/j5RabTGA8rhHfjesEZyqQRLHumKSV8cwZ7zBfjgj3N4fWwHsz5nRa3KuCOgF1fhWT0HhRTvP9AZj319DGuPZuL+rgHoHmK+SYLkvAqotTp4OCkQwMbrTVpbXxdsfa4fnlkbh9iMEjzxzXEsuK8DpvcJMev3z9u/JqGsRoVOga64v2uA2Z6HbtS5pRveGNcBb2w5gw/+OI8fT2Thga6BuL9rIII99WUTs0trMH9DvHGydELXAPQP98armxLxW2IualVafPZYlEVWCeeW1WBH/QKOab1DzP58dKOZfVvjuyOZ2H2+AOmFlWgjUq32VQcv4scTlyERgAXjzHscZAuc7GQY29kfP8Vdxk8nshDTxJpWG3aLdAp0Y8LUwjyd7fDhg13w5Lcn8PXBixgc4YM+oeLsJjMsPB3anuWgrZFUImBoex/8eOIydiblo68Fdx2mF7LxOpmfTewYEQQBjgqZxX9MORl1crr6ga+srMS4ceNw6tSp635SUlIwYMAAk34XQUFBSE5OxsqVK+Hg4IA5c+ZgwIABUKluXaO4srISs2fPvm4MCQkJSElJQWho6E3H3pD7NQXujgp8+0QMJscEQ6cD3v39HF795bRFm50ez7iCkiol3B3lTe6g1xZIJQIe6xmMHS8MwIC23qhTa/HGljN46rs4s9d9P36xBGU1Kng4KRDdis1MrVVkkDsWTYoEAHz110X8aOZ+I8czSqDVAa08HRHg7mDW56LG0SfMC5O661f1vvJLImpVt94Beq/YeL158XBSYO2sGDwc3RJaHfDW/5LwxtYzZtsVsONsHradzoVUIuCDiV0sXj6SgKk9g/HsoFDYyyVIL6zCop0XMODjvXjwv4exaEcyRi09gOMZV+BsJ8OSRyKx9NEoPBjdEl8+3h12Mgl2ncvHU9+dQI3SfHHG4Idjl6DR6hDT2gPt/CxX6o2uau3lZKzd/83hDFHGsPtcPt79/RwA4P/GdsBglsxpFA93DwIAbDudi6o6tcijaRhjfxEu4BHF0Pa+xvmNF39MaFDfqsZSrVTjUP37YGh7xgRrZVh8uTMp36K9qow7Rth4ncyIZzFWrFu3bjh79ixCQkIQFhZ23Y+TkxPatGkDuVyO48ePG+9TVlaGCxcu3PZxHRwcMG7cOCxbtgz79u3DkSNHcPr0aQCAQqG4oRRXt27dkJSUdMMYwsLCoFDceqvjne4XEREBtVqNuLg4432Sk5NRWlpqwm/L/ORSCd57oJOx2enGE1kWbXb655lcAMDw9r6cgLBiPi72+GZGD7xxXwcopPqJh1FLD+BQapHZntOwCnNohI/Fa4ZTw9zXJQDzh4UDAF7fchrH6lfKNTatVocfYvWJF55sNi2vj+kAbxc7pBVWYeXeVLM9z5lsQ+N18fpmUeOyk0nx0UNd8NroCAgC8P3RS5ixJhZl1Y070VFeq8IbW88AAJ7q34Y9akQiCAJeGRWBE/83HIsejkT/cC9IBH0/keV7UlFRq0bXIHf8Pq8/Hoi62tNjcIQP1szoAUeFFH+lFGH66lhU1JpvMkyp1mJ9/ffRtN4suSamJ/u1BqDvDXQwxXzHpTeTnFeBeT/EQ6cDJscEY2bfEIs+f3PWI6QFQjwdUa3UYOmu288DWBtDLzzubBbP/41tjxBPR+SU1eKtX89a/PkPpRZDqdaiZQsH9sm0Yv3CvGAvlyC7tAaPfnkUf6UUWiRBcrHIkBjhjhEyH86uWrHnnnsOJSUlmDx5Mo4fP460tDRs374dM2fOhEajgYuLC6ZPn46XXnoJe/fuxdmzZ/Hkk09CIpHccvXnN998g1WrVuHMmTNIT0/H999/DwcHB7RqpT9RCQkJwYEDB5CdnY2iIv0B8yuvvILDhw9j7ty5xh0rW7duxdy5c287/jvdr127dhg1ahRmz56NY8eOIS4uDrNmzYKDg/WubDY0O101owec7WTGZqcpZu4nodXqsP1sfRmtziyVZO0kEgFP9muNzc/1Qai3Ewoq6jB11TG8+FOCcTtoY9HpdNf1FyHr9/zQcNzXxR8qjQ7PfB+HS8XVjf4cn+5Owc6kfMilAh6NCW70xyfzcXOUY+H4jgCAlfvScD6v3CzPY9wxEsBJ7eZEEATMHhiKLx/vDkeFFIdSi/HAykPGE8vG8OEf55FfXocQT0djopfE42wnw4PRLbH2yZ448tpQ/N/Y9ohp7YH5w8Lx0zO9jaW1rtUnzAtrn4yBi50MsRklmLoqFqXV5lno8+fZPBRV1sHHxQ4jO/IYVky9Qz0xrL0P6tRaPPHtcew5b5m+iUWVdXjy2+OoUmrQq40HFt7fkTsVG5EgCHhheFsA+h3Jn+9PE3lEdye7tAaXSqohlQjowWoIonGyk2HxI10hEYDN8dn4LTHHos9viEPD2rNPpjVzUEjxyqgIyKUCjl0sweOrYjFhxSFsP5sHrZl6Z2q0Olws1h+/hrLHCJkREyNWLCAgAIcOHYJGo8GIESPQuXNnzJ8/H+7u7pBI9H+6xYsXo3fv3rjvvvswbNgw9O3bF+3bt4e9/c3rhbu7u+Orr75C37590aVLF+zatQv/+9//4OmpX6WxcOFCZGRkIDQ0FN7e3gCALl26YP/+/bhw4QL69++PqKgoLFiwAAEBt68nfTf3W7NmDQICAjBw4EBMnDgRTz/9NHx8rH8L5c2ane6/UGi250u4XIq88lo428lEq/1JDdcxwA2//aM/Huup36L8c9xlDF28H8+tP4mknMaZ7DyXW4Hs0hrYyyXoH+7dKI9J5iUIAj55OBKRLd1wpVqFJ789jvJGXK37a0IOPt2dAgB4Z0IndA1yb7THJssY1ckPIzr4Qq3V4V8/JmBfckGjruiuU19tvM7V/s3T8A6++OXZPgh0d0B6URUmrDiE30/n3vPJ67H0Yqw7dgkA8P7ELhbpT0F3z9fVHrP6t8GPs3tj/rC2kN9mh3F0Kw/88HQvtHCUIyGrFI9+eRRFlXWNPqa1RzIA6HcJ3G48ZH6CIGDFlG4Y0cEXSrUWT38Xh22JuWZ9zjq1Bs+sjcPlKzUI8XTEf6dE831gBvd3DcSroyMAAB/8cR4/xF4SeURX6XQ6lNeqcLGoCicySvDnmTysO5aJT7brG353DnSDs51NtL61Wt2CW2Du4DAAwOubzyCvrNasz1dZp8bPcZcx9etj2FhfWnhIhPXPAdm6mX1bY/9LgzGjTwjs5RIkXC7D7LVxGPXpAWyIvdTopdhySmugVGuhkEkQ2MJ6F09T0yfoLFkgrpGUl5fDzc0NZWVlcHW9vgREbW0tLl68iNatW98yOdCcVVVVITAwEIsWLcKTTz4p9nDMwpr+xsWVdXjm+zgcz7gCiQC8cV8HTO8dAkkjlzN6/49z+GJ/OsZFBmD55KhGfWyyjJOXrmDl3lTsOldgvGxIhA+eGxx2T31BPt2VgiW7LmBYe198Pb17YwyVLCS/vBb3f3YIeeW1CPNxxtAIH/QI8UD3kBZwd7x1mcLbOZVVike+OII6tRZP9W9t9gbvZD755bUYtmg/KurrhUsEoEOAK3qEeCAmxAMyqQQ5pTXILq1B9hX9f6uVakzqHoTpfUJuOfGk0+mw8XgWXt10Gu6OcsS/MZwr9Jqxwoo6zF57AicvlQIA2vm6YM7gUIzt7N/gspy1Kg3GfPoX0ouqMDkmCO9P7GKGEZOlJedVYMrXx1BUWYdQbyesm9ULfm6Nc3x9Lrccoz/9CzKJgEOvDoGvq+2dm1kjlUaLf/2YgF8TciARgI8fisSD0S3vfMcGOn25DB9tP4+/UorgYi/D5jl9EcZSOWb1wR/n8fn+NAgC8Nnkbhjbxd8sz1Or0qCosg7FlUqUVCn1/65Sorj+sqJr/l1SpYTyNv2u5g4Ow4sj25llnHT3VBotHvzvYSReLkNrLyeM6OB7z+clf3/8AxcKseVUDnYm5aFWdfU9MaidN76a1p1J0yakqLIOaw5dxHeHM43nKgqZBMPa+2BC10AMaucDheze/p77kgswY81xtPV1xo4XBjbGsMmG3C5v8HeiJkZWrFiBjz/+GHl5eYiMjMTy5csRExNzx/sxMXJVfHw8zp8/j5iYGJSVlWHhwoXYt28fUlNT4eXVPHcWWNvfuE6tweubz+DnuMsAgJYtHDChayAmRAUgzOfeG0zmltVg0hdHkFVSg5VTumFMZ/Mc4JJlnMstx8p9adiWmAPDwt1ebTwwd3A4+oZ53vUEZXFlHVYfuohvD2eisk6Njx7qgkn1zRep6TiTXYZHvzyKyr81y2zn64KY1h4Y2dEPvUM976p3TG5ZDcZ/dgiFFXUYEuGDr6Z1Z8+ZJu705TJ8czgDxzNKcKnk7kuutfN1wdv3d7yhZndqQSXe+vUsDtb3PHoouiU+eTiyUcdM1qdWpcFne1Lx7eEM48lrK09HPDMwFBO7BcJOdne7Pj7efh4r9qbBx8UOO/85EG4OcnMOmyzoYlEVpnx1FDlltQj2cMS6WT0R5HFjCa6Gem3TafwQewljO/tjxZRujTBSaiwarQ7/3nQaG0/oV2u/M6ETpvZqnB4wsRdL8NneVByo300vkwhYPaMHBrTlzmZz0+l0+Pfm0/ghNgtyqYBV0+/u967WaFFSrURxZf1PVR2KKpUoqapPdNRfpr++DlVKzR0f8++c7WTwdFbA00kBT2c7eDopEODugOm9Q+DmyO8Ta5BWWIkJKw6hovbez0sA/fsxPqsUW+Kz8Vti7nW9Wdt4O2FiVCDu7xrYKN83JI6yGhV+iL2EX+IuI6Xgaslwd0c5xnT2x4BwL3QP8YCXs12DH3v1wYtY+FsSRnX0w+ePRzfmsMkGNInEyMaNGzFt2jR8/vnn6NmzJ5YuXYqffvoJycnJdyylxMTIVfHx8Zg1axaSk5OhUCgQHR2NxYsXo3PnzmIPzWys8W+s0+nw9V8X8enulOsmODsHuuH+rgHoH+4NNwc5XOxlcFRI7zj5XV6rwp9n8rAlPhtH0ouh0wEOcilO/N8wOHGrcbNwsagKn+9Lw6b4y1Bp9GE4Msgdzw0KxbD2vrfcdZRbVoMvD6Tjh9hLxpU2kUHuWDerJ7ehN1EFFbX460IRjmeUIDajBOmF1/cC8HGxw/1dAzAhKhAd/F1vGj+qlWo8/PkRnM0pRztfF/z8bG+42PMksznJK6tFbEYJjl8swclLVyARBAS6OyDA3QGBLRwQ6O6Awso6LN6RjCv1zbbv7xqAf49pD2c7GZbvScWqg+lQaXRQyCR4ZkAbzBkcxlJINqSsRoW1RzKw+lCGcXLCzUF+1wmO7NIaaLQ6fD41GqM6sVdEc3P5SjUe++oYLpVUw9/NHutm9UQbb9NW9+t0OuSV12LIJ/tRo9Jgw9O92FzZCmm1Oiz8LQnfHM4AAAR5OEDA9ccYznYyjOjoiwldAxHidevmtyqNFgdTi7BybyqOZ1wBAEglAsZHBmDOoFCE+977YjG6OxqtDvN+iMe207lwkEvx4UNdIJcI1+3iuJr40F9mOG5oCIVUok90OCvg6WQHT2cFvJzt4OGkT354OdvVX69PgvB4o2korKjDgQuFJp+XVCvVyCiqxvazedhyKhuZ1/RS9HK2w/jIADwQFYhOgTc/p6GmSafTISm3HFvis7H1VA4KKq4vzdnG2wkxIR7oEeKBEC9HVNSqjT/ltSpU1Kr0/65RGS9PL6pCUWUd5gwKxcujIkR6ZdRUNYnESM+ePdGjRw989tlnAACtVougoCD84x//wKuvvnrb+zIxYtus+W9co9Rg17l8bInPxv4LhVDfpJa3VCLAxV6m/7GTw9VBBhd7fdLE1V6Ogopa7DpXAKX66vbSmBAPzB8ezv4izVBOqT7RseH41URHO18XDG3vA8nfDhZzymrwv4QcYyKlS0s3PDc4DMNvk0ihpqewog4nMkpwIKUIv5/Ova5ea7iPMwZH+EDxt63mcZlXcCS9GJ5OCmx5ri9XXtmw0molPt6ejPWxl6DTAU4KKZztZcgv15+gDInwwZvjOqCV560nuKh5q1aq8UNsFr46kI688obVER/bxR8rHuPK/+Yqv7wWU74+htSCSng52+GRHi1vmCi/GR10KKlSGcv75ZTWoLp+RXlbX2dsnz+AE2BWSqfT4aPtyfjvvjs37I4KdscDUYEY29kfjgoZ4rOu4PjFK4jNKMbJzFLUqPR/c4VUgoe7t8TsAaEI9uTxiBiUai2e/PY4/kopuuv7CALg4XhjosO4w+Pa3R7OCrjYyfi5tgF3Oi+Jae2Bwoo6Y+z/e5LNQS7FqE5+mBAViL6hng0u40lNj0arw5G0Ymw/m4fjGSU4n1dxT4+3ZmYPDG7HHjTUMFafGFEqlXB0dMTPP/+MCRMmGC+fPn06SktLsXXr1utuX1dXh7q6qxnH8vJyBAUFMTFio5rK37ikSoltiTnYeioHaYWVKK9VQ9OApqdhPs54ICoQ4yMDOMlpA4oq67D64EWsPXK1TuetmFJ6i5qmOrUG+5MLseVU9g0J079TSCVY91RP9AjxsOAIyVqdvlyGN7aewamsUgD6lcBv3tcRwzr4ijswshp1ag2S8ypuuojjZmQSAe39XVkDvJkrrqzD1FWxOJdbfs+P5etqh3cndGbcaQIyiqpQUq286eVbTuXgYEqhsQSsTCJAEGBcqGPg7ijHQ91a4qkBbdhPxgpUK9X496bTOJVVaty14elsB6+/JTgMuzxaOCpYgpVu627PS1zsZOjWqgUeiArE8A6+rHhh40qrlTiRccW4C6mwog6u9QuDXezlcLWXwdVBfnXxsL3ceH2AuwN7U5FJrD4xkpOTg8DAQBw+fBi9e/c2Xv7yyy9j//79OHbs2HW3f+utt/D222/f8Di3S4yEhITAwcHBPC+ARFVTU4OMjAyrT4z8nU6nQ41KY9wiWF6rRkXt1f8aLpdJBIzo6IeOAdxeaovKalT46UQWLl+pueE6uVTAqE5+iG7FiW9bVFajwp9ncnEu98ZVN4IAjO3sj+5MitA1tFod/peYg+JKJR7rGcwyFkR0V8qqVfjuSAaKq26cKL8VVwc5Wl5T3s/fzZ4xpxkpqKjF/xJysSU+G6ezywAAfq726NHaAzEhLRDT2hPhPs7cwUxkIwznJRnF+vKLgfWxP8DdAa4s50tEImt2iZGG7BjRaDS4cOECfHx84OnJWrbNUXFxMQoKCtC2bVtIpTzhIiIiIiIisoRLxdUQBKBlCwcu4iIiIiKr05DEiCh72ry8vCCVSpGfn3/d5fn5+fDzu7GZo52dHezs7O7qsaVSKdzd3VFQUAAAcHR05AFbM6HT6VBdXY2CggK4u7szKUJERERERGRB7BtCREREzYUoiRGFQoHo6Gjs3r3b2GNEq9Vi9+7dmDt37j0/viG5YkiOUPPi7u5+0wQaEREREREREREREdGdiNYF6Z///CemT5+O7t27IyYmBkuXLkVVVRVmzpx5z48tCAL8/f3h4+MDlUrVCKMlayGXy7lThIiIiIiIiIiIiIhMJlpi5JFHHkFhYSEWLFiAvLw8dO3aFX/++Sd8fX0b7TmkUikn0YmIiIiIiIiIiIiIyEiU5uv3qiFNVIiIiIiIiIiIiIiIqHlrSN5AYqExERERERERERERERERiU60Ulr3wrDJpby8XOSREBERERERERERERGR2Az5grspktUkEyMVFRUAgKCgIJFHQkRERERERERERERE1qKiogJubm63vU2T7DGi1WqRk5MDFxcXCIIg9nDIBpWXlyMoKAhZWVnsc0NEd4Vxg4hMwdhBRA3FuEFEpmDsIKKGssa4odPpUFFRgYCAAEgkt+8i0iR3jEgkErRs2VLsYRDB1dXVaj74RNQ0MG4QkSkYO4iooRg3iMgUjB1E1FDWFjfutFPEgM3XiYiIiIiIiIiIiIjIZjAxQkRERERERERERERENoOJESIT2NnZ4c0334SdnZ3YQyGiJoJxg4hMwdhBRA3FuEFEpmDsIKKGaupxo0k2XyciIiIiIiIiIiIiIjIFd4wQEREREREREREREZHNYGKEiIiIiIiIiIiIiIhsBhMjRERERERERERERERkM5gYISIiIiIiIiIiIiIim8HECBERERERERERERER2QwmRohuoqKiQuwhEFETExsbi9LSUgCATqcTdzBERERERERERPdIrVaLPQSzYWKE6Bo5OTno3bs3XnzxRSiVSrGHQ0RNQHZ2NiZNmoRevXrho48+AgAIgiDyqIjI2uXn5+Obb77BwYMHceXKFQBMqhLR7ZWXlyM/Px8AoNVqRR4NETUVBQUFWL9+PQ4dOmQ85iAiupOcnBzExMRgwYIFYg/FbJgYIar34osvolWrVvD29sabb74JhUIh9pCIyMr961//QnBwMOrq6hAREQEHBwexh0RETcDbb7+NNm3a4Pvvv8cjjzyCSZMm4fjx40yqEtEtvfPOOwgLC8Nnn30GAJBIeCpPRHf26quvIiwsDF988QVGjRqFefPmISMjQ+xhEZGVe+GFFxASEgI/Pz/MnTtX7OGYDY+myOYVFRUhICAA69atw759+/Drr78iICBA7GERkRU7ePAgXFxcsHv3buzbtw9bt25F9+7dsWfPHgBc9U1Et7Zr1y78/vvv2Lx5M3bt2oXNmzfD09MTkydPRl5entjDIyIrU1lZiTlz5mDLli0ICQnBiRMncOjQIQA83iCiW8vOzsaoUaOwd+9e/Pbbb9i5cydWrlyJU6dO4cyZM2IPj4is1KVLlxAYGIhff/0VBw8ebPZzpEyMkM3z8vJCVFQUOnXqhL59+yI+Ph5z587F66+/jvXr16OgoEDsIRKRlamqqsJ3332HU6dOoX///tBqtejUqROKioqQn5/PVd9EdEs//fQTJBIJRowYAa1Wi5iYGAwZMgTp6elYsmQJampqxB4iEYns2oSHnZ0dgoOD8eKLL2L58uUoKirC5s2bUVNTA0EQmBwhIqNr44FKpcKYMWOwatUqDBgwAAqFAg8++CAEQUDbtm1FHCURWZtrY4dMJkNgYCBiYmIQExODkydP4uWXX8bixYuxa9cu1NbWijjSxicTewBElqbT6SAIAtRqNWQy/Udg0aJF6Ny5M3r37o3s7Gz07t0bZ8+exXfffYeOHTvi999/53Z1IhtmiBsqlQpyuRwjR440XqfVaiGRSODs7IyysjJIpVIRR0pE1sQQOzQaDaRSKTQaDVxcXBAQEIDKyko4OzsDAGpraxEdHY1ly5Zh5syZiIiIEHnkRCQWpVIJiURiPE+RyWSYM2cOXF1dAQCjR4/Gzp078eeff+KBBx7gYgwiAnBj7AgICMDjjz+OFi1aAABKS0sxbdo01NXV4YMPPsC4ceMwYcIExhAiG/f32OHv74+FCxdizJgxKCkpwfnz5xEZGYk///wT+fn5mDhxIlauXNlsYgdnesmmLFq0CLNmzQIA44ceACIiIvD666+jsrISP/30E77//nvs3bsXK1euxMWLF/H222+LNWQiEtm1cUMul99wveGAYNiwYcjNzUVqaioAlrcgsnXXxg6pVAqtVgupVIp27dohOzsbzz33HNLT0/HGG2/gtddewxtvvIFWrVrhyy+/BMAYQmSL3nnnHYwaNQr3338/li9fjpKSEgiCABcXF2NMmDt3Luzs7LB161bk5OQAYLwgsnU3ix0KhcKYFMnKykKrVq1QXV2Nf//736iqqsLrr7+O1157TeSRE5GY/h47iouLIQgCevfujdmzZ6OkpAQ///wzNm7ciMTERLz++us4cuQIPv/8c7GH3miYGCGbkJSUhPHjx+PNN9/Etm3b8PPPPwMANBqN8TYvvPACVq5ciejoaOOK72HDhmHgwIGIi4trdtvFiOj27iZuAFcTI4YG7Iaavc1lBQURNcydYscTTzyB6dOn4+TJk+jfvz9++eUXbN26FePHj0e/fv1QXl5u3GlCRLbh5MmT6NGjBzZs2ICpU6fCxcUFa9aswTvvvANAf0whCAK0Wi18fHwwdepUnD59Gr/++qvxeiZHiGzPnWIHoE+cBgUFYf/+/di1axemT5+OjRs34qGHHsKOHTtQXl4u4isgIjHcKXa4ubnhhRdewPLlyxEdHQ07OzsAwNSpU+Hn54ekpKQb5kWaKiZGyCYcPnwYgiBg9erVGDlyJD799FMolUrjCk5A/8Hv378/ZDIZJBIJtFotHBwccO7cOSgUCmMgICLbcLu4cbPJhw4dOqC0tBSlpaUAbkygEJFtuFXskMvlUKvVkEqlePbZZ3Ho0CHs3r0bSUlJGDZsGADg6NGjcHNzY1KEyIZUVlbihx9+QEREBA4dOoQnnngCGzZswNixY5Gammo8rgCuLrqYNWsWWrVqhe3btyM+Ph6//PILFixYINIrICIxNCR2AEDXrl0BXN1hlpqaCldXV8jlciZWiWzI7WJHWloarly5AgAIDw9Hr169IJFIjHOkHh4eyMjIMM6LNAdMjFCzZviCf+SRR/Diiy9i0qRJeOCBB1BRUYHFixff9r4SiQSHDx+GWq3GzJkzOUlBZCPuJm78/eTBUCJn4MCB2L17NwA0mwMFIro7dxM7ru1X5urqel0vke3bt8PZ2RmPP/64ZQdORKLS6XRo3bo1nn32Wbi5uUGtVgPQL9pKTk429hYBYNw1AgBz5szBmTNnMHz4cEyePBkKhUKU8ROROO42dvx9HkMQBJw8eRK5ubmYNm0aHBwcONdBZEPuFDvc3NwA3Bg7JBIJdu/eDVdXV0yfPt3i4zYXJkaoWTN8kF1cXNC/f38AQP/+/TF06FCsW7cOmZmZkEgk163sTk1NxR9//IG5c+di9OjR6NatG0aMGCHK+InI8kyJG4bJzoqKCiiVSuMqCyKyHabEjqqqKqxfvx5z5szBxIkT0bt3b3Tq1EmU8ROROFxcXDB79mz06dMHwNVjirKyMnTt2vW6hKrh+szMTPz0009IS0vD+PHjkZeXhzfeeMPiYyci8TQ0diQnJ+Ovv/7C/PnzMXjwYLRr1w6TJ0+2+LiJSFwNjR3nzp3D/v378fzzz+Phhx9Gv3790KNHD4uP21xkd74JUfOh0+ng6emJ8ePHIzY2Fu+//z4+//zz61Z2X7x4EatXr0ZRURF27tyJmJgYEUdMRGK7m7ih0WgglUrx3HPPwd/f39jokIhs193EDicnJ+Tm5iIlJQV79uxBz549RRwxEYlBp9NdFxcMSdaTJ09iwIABxttcu3Jz7dq12Lx5M44dO9asJieI6O41NHacOXMGa9euRXl5Oec5iGxYQ2NHYmIiVq1ahZqaGvzxxx/N7nxF0LGYIDVxJSUlUKvVcHd3h0KhME5QAoBarYZMdjX/Z/h/lUqFxYsXY82aNfj666/Rr18/HD58GH369IFSqUR+fj6CgoLEeklEZGaNFTeOHj2KXr16ifUyiMjCGjN29OzZE4IgQKVSQS6Xi/WSiMjMGhI3tFotJBIJysrKEBoaik2bNhknKbKysnh+QmRDGit2ZGZmolWrVqiurkZeXh7atGkjyushIsto7NhRVVWFnJwchIeHi/J6zI2ltKjJ0ul0eP7559GnTx+MGTMGQ4cORVZW1nUN1WUyGXQ6HZYsWXLd/8vlcowdOxYdO3bEa6+9hjFjxqBfv35ISkqCQqHgSQdRM9XYcaNPnz44d+6cmC+JiCzAHLHj/PnzAMCkCFEzZUrcMJSv2L17N9zd3TFgwABkZ2dj0qRJiI6ORmFhoWivh4gso7FjR48ePVBQUABHR0cmRYiaMXPFDicnp2abFAGYGKEmKi4uDj179kRsbCxWrFiBZ599FnV1dcYGQIYP99dffw1/f3/8+OOPyMnJAXB1m5i3tzfy8/Nx6NAhODg4ICMjAx06dBDnBRGR2ZkrbrRv316cF0REFsHYQUQNdS9xAwDOnz+PqKgovPfeewgPD0dpaSni4uLg7e0tyushIsswV+zw8fER5fUQkWUwdtwDHVET9NZbb+nGjRunKyoqMl527NgxnZOTky4tLU2n0+l0v/76qy4qKkr39ddf69Rq9XX3T0hI0IWHh+vCwsJ0Bw8etOjYiUgcjBtEZArGDiJqqHuNGzExMTpBEHTt27fXbd++3aJjJyLxMHYQkSkYO0zH5uvUJPy9Dt59992H3r17w9PT03hZWVkZ/Pz8YGdnBwAYN24chgwZAicnpxseLzw8HJ988gnGjx9v/sETkSgYN4jIFIwdRNRQjRk3qqqqMGzYMMybNw9TpkyxzAsgIlEwdhCRKRg7Gg8TI2T1FixYgDNnziAwMBBz5sxBeHg4oqOjjdcbAkJBQQFkMtl1geBmExQ6nQ4ODg6coCBqxhg3iMgUjB1E1FCNHTecnJzw7rvvWmTsRCQexg4iMgVjR+NijxGyWoWFhejXrx+2bNmCyMhI7NixA5MnT8by5csB6CcbgKu18vbs2YO+ffvC3t7e2FjoZgz1vomo+WHcICJTMHYQUUOZK24QUfPG2EFEpmDsMA8mRshqHT16FCUlJdi2bRvefPNNJCYmYvDgwVi+fDkOHz4MQRCg0WggkUig0+lw/PhxjBw5EoA+ECQkJKC0tFTcF0FEFsW4QUSmYOwgooZi3CAiUzB2EJEpGDvMg4kRsloFBQWorKyEr68vAMDOzg7PPPMMOnXqhBdffBEAIJVKAQDx8fEoLS3FgAEDcO7cOQwZMgS9e/dGXl6eaOMnIstj3CAiUzB2EFFDMW4QkSkYO4jIFIwd5sHECFktpVIJX19fJCQkGC9r164dZs6ciezsbPz444/GyxMTE+Ho6Ij3338fnTt3hr+/P/Lz8xERESHG0IlIJIwbRGQKxg4iaijGDSIyBWMHEZmCscM8mBghq2Ooizd27Fikp6fj8OHDUKlUxuujo6PRtWtX7N6923jbHTt24MKFC0hMTERsbCzWrVsHFxcXUcZPRJbHuEFEpmDsIKKGYtwgIlMwdhCRKRg7zIuJERKF4cN6swZAGo0GABAcHIzJkydjyZIlOHv2rPH64OBgyGQylJeXG5uaPvPMM9i0aRP27t2Lbt26WeAVEJGlMW4QkSkYO4iooRg3iMgUjB1EZArGDvEwMUIWpVKp8NZbb+G///0vAH0DIANDAJDJZKitrUV8fDw+/fRTaDQafPbZZ8jMzLzusdzd3Y3/HjBgACZMmGD28ROR5TFuEJEpGDuIqKEYN4jIFIwdRGQKxg7xMTFCFrNjxw707NkT//nPf7Bx40akpKQAuPphNwSAZcuWwcfHB+vXr4dUKsXSpUtx+vRp3HfffVi1ahXmz5+PAwcO4KGHHhLttRCRZTBuEJEpGDuIqKEYN4jIFIwdRGQKxg7rIOgM+3WIzOwf//gHampq0KNHD6xfvx69e/fGBx98cN1tXnnlFXz99ddYtmwZJk+ebAwEiYmJ+Oijj1BUVITy8nIsXrwYvXr1EuNlEJEFMW4QkSkYO4iooRg3iMgUjB1EZArGDuvAxAiZnU6ngyAIOHv2LHQ6HTp16oSXX34Zhw4dwnvvvYeBAwdCo9FAKpWisLAQdnZ2cHV1ve6+BuXl5cbriKj5YtwgIlMwdhBRQzFuEJEpGDuIyBSMHdaFpbTILGJjYwHot4AZPrQdO3ZEp06dAACTJk2Ck5MT1qxZA61WC6lUCp1OB29v7+s+1Nd+4AHwA0/UjDFuEJEpGDuIqKEYN4jIFIwdRGQKxg7rxcQINaotW7YgMDAQo0ePRkZGBiQSibE+3rW6d++O4cOH4/z58/jhhx9EGCkRWQvGDSIyBWMHETUU4wYRmYKxg4hMwdhh/ZgYoUazbt06vPfeexgwYAA6dOhgrI1nqIFnYAgCjzzyCFq2bImNGzfiypUrAIDTp08DADQajQVHTkRiYdwgIlMwdhBRQzFuEJEpGDuIyBSMHU0DEyN0zwwf0LCwMAwdOhQffvghxo8fj3379mHfvn3X3Qa4GgSCg4MxYcIEXLlyBS+++CK6du2KYcOGQa1WQyqVWvx1EJHlMG4QkSkYO4iooRg3iMgUjB1EZArGjqaFzdfJZCkpKQgLC7uuxp1arYZMJsPZs2fx73//G2q1Gtu2bQNwfZMgw79PnjyJESNGoKSkBM888wyWLFkCOzs7UV4PEZkf4wYRmYKxg4gainGDiEzB2EFEpmDsaJq4Y4Qa7Mcff0Tr1q0xbtw49OrVC6tXrzZeZ8hiduzYERMmTEBGRgbWrFkDQP9BNxAEAevXr0dMTAy6dOmC1NRUrFy5kh94omaKcYOITMHYQUQNxbhBRKZg7CAiUzB2NG3cMUINsnPnTjz99NN46aWXEBoaih07dmD58uVYsWIFpk6dCgcHB2NGNDs7G2+++SYSExOxZ88eODs7Q6VSQS6XAwDOnz+P1NRU3HfffSK/KiIyJ8YNIjIFYwcRNRTjBhGZgrGDiEzB2NH0cccI3RVD/uzIkSPw9PTEU089hZEjR2LRokV46qmn8OWXX+LPP/8EAMhkMgBAYGAgHnjgAeh0OnzyySdITEzExIkTkZWVBQCIiIjgB56oGWPcICJTMHYQUUMxbhCRKRg7iMgUjB3NBxMjdFcMde+SkpIQGhoKuVwOlUoFAHjnnXdgb2+PrVu3Ii8vD8DVRkKDBw9GTEwMFi5ciOjoaKhUKvj4+IjzIojIohg3iMgUjB1E1FCMG0RkCsYOIjIFY0fzwcQI3dTOnTsxb948LF26FLGxscbLhw4dij/++AMajcb4wW/RogWmTZuGI0eOIDk5GYC+jl5VVRW+/PJLfPHFFxg4cCBOnjyJP//8kzXyiJopxg0iMgVjBxE1FOMGEZmCsYOITMHY0XwxMULXyc3Nxbhx4zB16lSUlJRg9erVGDFihPGDP3DgQLi6uuLtt98GcHX72FNPPYXy8nLEx8cbHyszMxMbNmzAmjVrsHfvXnTu3NnyL4iIzI5xg4hMwdhBRA3FuEFEpmDsICJTMHY0f2y+TkbV1dWYM2cOamtr8f7776N169YAgJ49e6JDhw5Ys2YNKioqsGzZMrz77rtITk5GUFAQdDodBEHAoEGDEB4ejq+++krkV0JElsK4QUSmYOwgooZi3CAiUzB2EJEpGDtsA3eMkJGjoyPs7OwwY8YMtG7dGmq1GgAwZswYnDt3DjqdDi4uLnjsscfQrVs3TJo0CZmZmRAEAZcuXUJBQQEmTJgg7osgIoti3CAiUzB2EFFDMW4QkSkYO4jIFIwdtoE7Rug6KpUKcrkcAKDVaiGRSDBlyhQ4OTnhyy+/NN4uOzsbgwYNglqtRvfu3XH48GFERERg/fr18PX1FWv4RCQCxg0iMgVjBxE1FOMGEZmCsYOITMHY0fwxMUJ31K9fPzz11FOYPn06tFotAEAikSA1NRVxcXE4duwYIiMjMX36dJFHSkTWgnGDiEzB2EFEDcW4QUSmYOwgIlMwdjQvTIzQbaWnp6NPnz7Ytm0boqOjAQBKpRIKhULkkRGRtWLcICJTMHYQUUMxbhCRKRg7iMgUjB3ND3uM0E0Z8mUHDx6Es7Oz8QP/9ttv4/nnn0dBQYGYwyMiK8S4QUSmYOwgooZi3CAiUzB2EJEpGDuaL5nYAyDrJAgCACA2NhYPPvggdu7ciaeffhrV1dVYu3YtfHx8RB4hEVkbxg0iMgVjBxE1FOMGEZmCsYOITMHY0XyxlBbdUm1tLTp37oy0tDQoFAq8/fbbeOWVV8QeFhFZMcYNIjIFYwcRNRTjBhGZgrGDiEzB2NE8MTFCtzV8+HCEh4dj8eLFsLe3F3s4RNQEMG4QkSkYO4iooRg3iMgUjB1EZArGjuaHiRG6LY1GA6lUKvYwiKgJYdwgIlMwdhBRQzFuEJEpGDuIyBSMHc0PEyNERERERERERERERGQzJGIPgIiIiIiIiIiIiIiIyFKYGCEiIiIiIiIiIiIiIpvBxAgREREREREREREREdkMJkaIiIiIiIiIiIiIiMhmMDFCREREREREREREREQ2g4kRIiIiIiIiIiIiIiKyGUyMEBERERERERERERGRzWBihIiIiIiIRDNo0CDMnz+/0R83JCQES5cubfTHJSIiIiKipo+JESIiIiIisgpMZhARERERkSUwMUJERERERERERERERDaDiREiIiIiIrKIqqoqTJs2Dc7OzvD398eiRYuM1w0aNAiZmZl44YUXIAgCBEEwXnfw4EH0798fDg4OCAoKwrx581BVVWW8vqCgAOPGjYODgwNat26NdevW3fDcixcvRufOneHk5ISgoCDMmTMHlZWVxnG5urri559/vu4+W7ZsgZOTEyoqKhr7V0FERERERCJiYoSIiIiIiCzipZdewv79+7F161bs2LED+/btw8mTJwEAmzZtQsuWLbFw4ULk5uYiNzcXAJCWloZRo0bhwQcfRGJiIjZu3IiDBw9i7ty5xsedMWMGsrKysHfvXvz8889YuXIlCgoKrntuiUSCZcuW4ezZs/j222+xZ88evPzyywAAJycnPProo1izZs1191mzZg0eeughuLi4mPPXQkREREREFibodDqd2IMgIiIiIqLmrbKyEp6envj+++/x8MMPAwBKSkrQsmVLPP3001i6dClCQkIwf/7865qxz5o1C1KpFF988YXxsoMHD2LgwIGoqqrCpUuX0K5dO8TGxqJHjx4AgPPnz6N9+/ZYsmTJLRu7//zzz3jmmWdQVFQEAIiNjUWfPn2QlZUFf39/FBQUIDAwELt27cLAgQPN80shIiIiIiJRcMcIERERERGZXVpaGpRKJXr27Gm8zMPDA+3atbvt/RISEvDNN9/A2dnZ+DNy5EhotVpcvHgR586dg0wmQ3R0tPE+ERERcHd3v+5xdu3ahaFDhyIwMBAuLi54/PHHUVxcjOrqagBATEwMOnbsiG+//RYA8P3336NVq1YYMGBAI/0GiIiIiIjIWjAxQkREREREVquyshKzZ8/GqVOnjD8JCQlISUlBaGjoXT1GRkYG7rvvPnTp0gW//PIL4uLisGLFCgCAUqk03m7WrFn45ptvAOjLaM2cOfO6XidERERERNQ8MDFCRERERERmFxoaCrlcjmPHjhkvu3LlCi5cuGD8f4VCAY1Gc939unXrhqSkJISFhd3wo1AoEBERAbVajbi4OON9kpOTUVpaavz/uLg4aLVaLFq0CL169ULbtm2Rk5NzwxinTp2KzMxMLFu2DElJSZg+fXoj/gaIiIiIiMhaMDFCRERERERm5+zsjCeffBIvvfQS9uzZgzNnzmDGjBmQSK6ekoSEhODAgQPIzs429v545ZVXcPjwYcydOxenTp1CSkoKtm7damy+3q5dO4waNQqzZ8/GsWPHEBcXh1mzZsHBwcH4uGFhYVCpVFi+fDnS09Oxdu1afP755zeMsUWLFpg4cSJeeukljBgxAi1btjTzb4WIiIiIiMTAxAgREREREVnExx9/jP79+2PcuHEYNmwY+vXrd11vkIULFyIjIwOhoaHw9vYGAHTp0gX79+/HhQsX0L9/f0RFRWHBggUICAgw3m/NmjUICAjAwIEDMXHiRDz99NPw8fExXh8ZGYnFixfjww8/RKdOnbBu3Tq8//77Nx3jk08+CaVSiSeeeMJMvwUiIiIiIhKboNPpdGIPgoiIiIiIyBqsXbsWL7zwAnJycqBQKMQeDhERERERmYFM7AEQERERERGJrbq6Grm5ufjggw8we/ZsJkWIiIiIiJoxltIiIiIiIiKb99FHHyEiIgJ+fn547bXXxB4OERERERGZEUtpERERERERERERERGRzeCOESIiIiIiIiIiIiIishlMjBARERERERERERERkc1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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "for target_column in target_columns:\n", - " input_df.iloc[1000 : 1000 + 24 * 10].plot(x=timestamp_column, y=target_column, figsize=(20, 3))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "## Fine-tuning the model\n", - "\n", - "In this part of this notebook, we focus on fine-tuning the pretrained model. We use the same data splits we defined above, but now include extra columns during the fine-tuning process." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "### Configure columns and preprocessor for fine-tuning\n", - "\n", - "We define the control columns or features whose values will be known into the future, and set up the time series preprocessor." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "SEED = 42\n", - "set_seed(SEED)\n", - "\n", - "control_columns = [\n", - " \"season\",\n", - " \"yr\",\n", - " \"mnth\",\n", - " \"holiday\",\n", - " \"weekday\",\n", - " \"workingday\",\n", - " \"weathersit\",\n", - " \"temp\",\n", - " \"atemp\",\n", - " \"hum\",\n", - " \"windspeed\",\n", - "]\n", - "\n", - "tsp = TimeSeriesPreprocessor(\n", - " timestamp_column=timestamp_column,\n", - " target_columns=target_columns,\n", - " control_columns=control_columns,\n", - " context_length=context_length,\n", - " prediction_length=prediction_length,\n", - " scaling=True,\n", - " encode_categorical=False,\n", - " scaler_type=\"standard\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Load the model for fine-tuning\n", - "Similar to the zero-shot case, we load the TTM model available on [HuggingFace](https://huggingface.co/ibm-granite/granite-timeseries-ttm-v1). We have three target channels and several exogenous channels in this example and set configuration appropriately take this into accounts. Note that we also enable channel mixing in the decoder and forecast channel mising. This allows the decoder to be tuned to capture interactions between the channels as well as adjust the forecasts based on interactions with the exogenous." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "finetune_forecast_model = TinyTimeMixerForPrediction.from_pretrained(\n", - " \"ibm-granite/granite-timeseries-ttm-r2\",\n", - " revision=TTM_MODEL_REVISION,\n", - " num_input_channels=tsp.num_input_channels,\n", - " decoder_mode=\"mix_channel\", # exog: set to mix_channel for mixing channels in history\n", - " prediction_channel_indices=tsp.prediction_channel_indices,\n", - " exogenous_channel_indices=tsp.exogenous_channel_indices,\n", - " fcm_context_length=1, # exog: indicates lag length to use in the exog fusion. for Ex. if today sales can get affected by discount on +/- 2 days, mention 2\n", - " fcm_use_mixer=True, # exog: Try true (1st option) or false\n", - " fcm_mix_layers=2, # exog: Number of layers for exog mixing\n", - " enable_forecast_channel_mixing=True, # exog: set true for exog mixing\n", - " fcm_prepend_past=True, # exog: set true to include lag from history during exog infusion.\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Freeze the TTM Backbone\n", - "\n", - "During fine-tuning we freeze the backbone and focus on tuning only the parameters in the decoder. This reduces the overall number of parameters being tuned and maintains what the encoder learned during pretraining." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "keep_output": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of params before freezing backbone 867631\n", - "Number of params after freezing the backbone 314693\n" - ] - } - ], - "source": [ - "print(\n", - " \"Number of params before freezing backbone\",\n", - " count_parameters(finetune_forecast_model),\n", - ")\n", - "\n", - "# Freeze the backbone of the model\n", - "for param in finetune_forecast_model.backbone.parameters():\n", - " param.requires_grad = False\n", - "\n", - "# Count params\n", - "print(\n", - " \"Number of params after freezing the backbone\",\n", - " count_parameters(finetune_forecast_model),\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Get the datasets for fine tuning\n", - "\n", - "We use the `get_datasets` function in conjunction with the time series preprocessor. We split the data into training, validation, and test sets. The training set is used to train the model, while the test set is used to evaluate its performance. Note that we inspect the `resolution_prefix_tuning` attribute of the model config to enable the frequency token if needed." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "split_config = {\"train\": 0.5, \"test\": 0.25}\n", - "train_df, valid_df, test_df = prepare_data_splits(input_df, context_length=context_length, split_config=split_config)\n", - "\n", - "train_dataset, valid_dataset, test_dataset = get_datasets(\n", - " tsp, input_df, split_config, use_frequency_token=finetune_forecast_model.config.resolution_prefix_tuning\n", - ")\n", - "print(f\"Data lengths: train = {len(train_dataset)}, val = {len(valid_dataset)}, test = {len(test_dataset)}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Set up a Trainer for Fine-tuning\n", - "\n", - "Configure a Trainer for use in fine-tuning and evaluating the model. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Important parameters\n", - "learning_rate = 0.000298 # 0.000298364724028334\n", - "num_epochs = 50 # Ideally, we need more epochs (try offline preferably in a gpu for faster computation)\n", - "batch_size = 64\n", - "\n", - "print(f\"Using learning rate = {learning_rate}\")\n", - "finetune_forecast_args = TrainingArguments(\n", - " output_dir=os.path.join(OUT_DIR, \"output\"),\n", - " overwrite_output_dir=True,\n", - " learning_rate=learning_rate,\n", - " num_train_epochs=num_epochs,\n", - " do_eval=True,\n", - " eval_strategy=\"epoch\",\n", - " per_device_train_batch_size=batch_size,\n", - " per_device_eval_batch_size=batch_size,\n", - " dataloader_num_workers=4,\n", - " report_to=None,\n", - " save_strategy=\"epoch\",\n", - " logging_strategy=\"epoch\",\n", - " save_total_limit=1,\n", - " logging_dir=os.path.join(OUT_DIR, \"logs\"), # Make sure to specify a logging directory\n", - " load_best_model_at_end=True, # Load the best model when training ends\n", - " metric_for_best_model=\"eval_loss\", # Metric to monitor for early stopping\n", - " greater_is_better=False, # For loss\n", - " use_cpu=device != \"cuda\", # Remove when GPU is available\n", - ")\n", - "\n", - "# Create the early stopping callback\n", - "early_stopping_callback = EarlyStoppingCallback(\n", - " early_stopping_patience=10, # Number of epochs with no improvement after which to stop\n", - " early_stopping_threshold=0.0, # Minimum improvement required to consider as improvement\n", - ")\n", - "tracking_callback = TrackingCallback()\n", - "\n", - "# Optimizer and scheduler\n", - "optimizer = AdamW(finetune_forecast_model.parameters(), lr=learning_rate)\n", - "scheduler = OneCycleLR(\n", - " optimizer,\n", - " learning_rate,\n", - " epochs=num_epochs,\n", - " steps_per_epoch=math.ceil(len(train_dataset) / (batch_size)),\n", - ")\n", - "\n", - "finetune_forecast_trainer = Trainer(\n", - " model=finetune_forecast_model,\n", - " args=finetune_forecast_args,\n", - " train_dataset=train_dataset,\n", - " eval_dataset=valid_dataset,\n", - " callbacks=[early_stopping_callback, tracking_callback],\n", - " optimizers=(optimizer, scheduler),\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Train the Model\n", - "\n", - "Here we train the model on the training data. This tunes only the weights in the decoder and output layers, as the other weights have been frozen, taking into account the interactions between all the channels.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "keep_output": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "
\n", - " \n", - " \n", - " [4572/6350 04:32 < 01:45, 16.79 it/s, Epoch 36/50]\n", - "
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EpochTraining LossValidation Loss
10.9597001.081669
20.7044000.882756
30.5942000.836249
40.5339000.780089
50.4856000.715594
60.4316000.662372
70.3853000.657402
80.3475000.665389
90.3197000.657450
100.2963000.667714
110.2779000.686896
120.2626000.704382
130.2503000.705684
140.2393000.702992
150.2298000.699064
160.2209000.699117
170.2138000.641456
180.2059000.621048
190.2001000.594794
200.1944000.590558
210.1893000.595722
220.1849000.595461
230.1811000.607944
240.1770000.600225
250.1746000.561324
260.1712000.556573
270.1679000.565443
280.1657000.561737
290.1625000.566481
300.1607000.567410
310.1591000.572285
320.1571000.576323
330.1559000.569100
340.1540000.568182
350.1524000.561131
360.1517000.559110

" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[TrackingCallback] Mean Epoch Time = 5.854495922724406 seconds, Total Train Time = 275.3840432167053\n" - ] - }, - { - "data": { - "text/plain": [ - "TrainOutput(global_step=4572, training_loss=0.2782885437979577, metrics={'train_runtime': 275.3871, 'train_samples_per_second': 1467.389, 'train_steps_per_second': 23.058, 'total_flos': 1.0848886935699456e+16, 'train_loss': 0.2782885437979577, 'epoch': 36.0})" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Fine tune\n", - "finetune_forecast_trainer.train()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Evaluate the Model\n", - "\n", - "Evaluate the fine-tuned model on the test dataset." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Define some standard metrics.\n", - "def custom_metric(actual, prediction, column_header=\"results\"):\n", - " \"\"\"Simple function to compute MSE\"\"\"\n", - " a = np.asarray(actual.tolist())\n", - " p = np.asarray(prediction.tolist())\n", - "\n", - " mask = ~np.any(np.isnan(a), axis=1)\n", - "\n", - " mse = np.mean(np.square(a[mask, :] - p[mask, :]))\n", - " mae = np.mean(np.abs(a[mask, :] - p[mask, :]))\n", - " return pd.DataFrame(\n", - " {\n", - " column_header: {\n", - " \"mean_squared_error\": mse,\n", - " \"root_mean_squared_error\": np.sqrt(mse),\n", - " \"mean_absolute_error\": mae,\n", - " }\n", - " }\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# generate forecasts using the finetuned model\n", - "pipeline = TimeSeriesForecastingPipeline(\n", - " finetune_forecast_model,\n", - " device=device, # Specify your local GPU or CPU.\n", - " feature_extractor=tsp,\n", - " batch_size=batch_size,\n", - ")\n", - "\n", - "# Make a forecast on the target column given the input data.\n", - "finetune_forecast = pipeline(test_df)\n", - "finetune_forecast.head()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "keep_output": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "

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fine-tune forecast
mean_squared_error10316.919508
root_mean_squared_error101.572238
mean_absolute_error70.599840
\n", - "
" - ], - "text/plain": [ - " fine-tune forecast\n", - "mean_squared_error 10316.919508\n", - "root_mean_squared_error 101.572238\n", - "mean_absolute_error 70.599840" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "custom_metric(finetune_forecast[\"cnt\"], finetune_forecast[\"cnt_prediction\"], \"fine-tune forecast\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot the Predictions vs. Actuals\n", - "\n", - "Plot the predictions vs. actuals for some random samples of time intervals in test dataset." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "keep_output": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot\n", - "plot_predictions(\n", - " input_df=test_df,\n", - " predictions_df=finetune_forecast,\n", - " freq=\"h\",\n", - " timestamp_column=timestamp_column,\n", - " channel=target_columns[2],\n", - " indices=[3532, 3526, 2497],\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Prepare for Deployment\n", - "\n", - "In order to prepare for deployment on [watsonx.ai](https://www.ibm.com/docs/en/software-hub/5.1.x?topic=setup-deploying-custom-foundation-models), we need to save the model weights and configuration files, as well as preprocessor configuration, and [time series runtime](https://github.com/ibm-granite/granite-tsfm/tree/main/services/inference) configuration.\n", - "\n", - "All the needed content will be saved to the folder specified by `deployment_folder`." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "deployment_folder = \"./ttm_deployment\"\n", - "save_deployment_package(deployment_folder, finetune_forecast_model, ts_processor=tsp)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Links\n", - "* Library: [Granite TSFM on Github](https://github.com/ibm-granite/granite-tsfm)\n", - "* Model: [TinyTimeMixer on HuggingFace](https://huggingface.co/ibm-granite/granite-timeseries-ttm-v1)\n", - "* Dataset: [Bike Sharing Dataset on Kaggle](https://www.kaggle.com/datasets/lakshmi25npathi/bike-sharing-dataset)\n", - "* IBM Cloud support: pretrained and finetuned model inference on [watsonx.ai](https://www.ibm.com/products/watsonx-ai)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} +{"metadata": {"kernelspec": {"name": "python3", "display_name": "Python 3.11", "language": "python"}, "language_info": {"name": "python", "version": "3.11.13", "mimetype": "text/x-python", "codemirror_mode": {"name": "ipython", "version": 3}, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py"}}, "nbformat_minor": 4, "nbformat": 4, "cells": [{"cell_type": "markdown", "source": "# Transportation Demand Forecasting with Granite Time Series - Zero-shot Inference and Fine-tuning with Exogenous Inputs\n\nTinyTimeMixers (TTMs) are compact pre-trained models for Multivariate Time-Series Forecasting, open-sourced by IBM Research. With less than 1 Million parameters, TTM introduces the notion of the first-ever \"tiny\" pre-trained models for Time-Series Forecasting. TTM outperforms several popular benchmarks demanding billions of parameters in zero-shot and few-shot forecasting and can easily be fine-tuned for multivariate forecasts.\n\nIn this recipe, we cover zero-shot forecasting, as well as fine-tuning. This example makes use of the Kaggle bike sharing [dataset](https://www.kaggle.com/datasets/lakshmi25npathi/bike-sharing-dataset) which contains bikes rental demand with weather and seasonal information.", "metadata": {"editable": true, "slideshow": {"slide_type": ""}, "tags": []}}, {"cell_type": "markdown", "source": "## Setting Up", "metadata": {}}, {"cell_type": "markdown", "source": "### Install the TSFM Library \n\nThe [granite-tsfm library](https://github.com/ibm-granite/granite-tsfm) provides utilities for working with Time Series Foundation Models (TSFM). Here we retrieve and install a tested version of the library.", "metadata": {}}, {"cell_type": "code", "source": "# Install the tsfm library\n! pip install \"granite-tsfm[notebooks]==0.3.1\"", "metadata": {"scrolled": true, "id": "0dec27e0-34c8-411a-864e-5d34d21c654b"}, "outputs": [], "execution_count": null}, {"cell_type": "markdown", "source": "### Import Packages\n\nFrom `tsfm_public`, we use the TinyTimeMixer model, forecasting pipeline, and plotting function. We also leverage a few components for the fine-tuning process.\n", "metadata": {}}, {"cell_type": "code", "source": "import math\nimport os\n\nimport numpy as np\nimport pandas as pd\nimport torch\nfrom torch.optim import AdamW\nfrom torch.optim.lr_scheduler import OneCycleLR\nfrom transformers import EarlyStoppingCallback, Trainer, TrainingArguments, set_seed\n\nfrom tsfm_public import (\n TimeSeriesForecastingPipeline,\n TimeSeriesPreprocessor,\n TinyTimeMixerForPrediction,\n TrackingCallback,\n count_parameters,\n get_datasets,\n)\nfrom tsfm_public.toolkit.time_series_preprocessor import prepare_data_splits\nfrom tsfm_public.toolkit.visualization import plot_predictions\nfrom tsfm_public.toolkit.service_util import save_deployment_package", "metadata": {"editable": true, "slideshow": {"slide_type": ""}, "tags": [], "id": "b2af7b05-f874-41a3-a353-e2081eb3e690"}, "outputs": [], "execution_count": null}, {"cell_type": "markdown", "source": "### Specify configuration variables\n\nWe provide the names of the timestamp column and the target column to be predicted. The context length (in time steps) is set to match the pretrained model.", "metadata": {"editable": true, "slideshow": {"slide_type": ""}, "tags": []}}, {"cell_type": "code", "source": "# TTM model branch\n# Use \"main\" for 512-96 model\n# Use \"1024-96-r2\" for 1024-96 model\n# Use \"512-96-ft-r2.1\" for 512-96 r2.1 model\nTTM_MODEL_REVISION = \"512-96-ft-r2.1\"\ncontext_length = 512 # the max context length for the 512-96 model\nprediction_length = 96 # the max prediction length for the 512-96 model\n\n# Output directory for writing evaluation results.\nOUT_DIR = \"/tmp/ttm_results\"\n\n# Set the device\ndevice = \"cuda\" if torch.cuda.is_available() else \"cpu\"", "metadata": {"editable": true, "slideshow": {"slide_type": ""}, "tags": [], "id": "b6cce549-433a-4b90-8426-0f2fa38f5cca"}, "outputs": [], "execution_count": null}, {"cell_type": "markdown", "source": "## Preparing the Data", "metadata": {"editable": true, "slideshow": {"slide_type": ""}, "tags": []}}, {"cell_type": "markdown", "source": "### Download the data\n\nWe'll work with a [bike sharing datasety](https://archive.ics.uci.edu/dataset/275/bike+sharing+dataset) available from the UCI Machine learning repository. This dataset includes the count of rental bikes between the years 2011 and 2012 in the Capital bike share system with the corresponding weather and seasonal information.\n\nYou can download the source code to a temporary directory by running the following commands. Later you can clean up any downloaded files by removing the `temp` folder.", "metadata": {"editable": true, "slideshow": {"slide_type": ""}, "tags": []}}, {"cell_type": "code", "source": "%%bash\n# curl https://archive.ics.uci.edu/static/public/275/$BIKE_SHARING -o $BIKE_SHARING && \\\nBIKE_SHARING=bike+sharing+dataset.zip\ntest -d temp || ( \\\n mkdir -p temp && \\\n cd temp && \\\n wget https://archive.ics.uci.edu/static/public/275/$BIKE_SHARING -O $BIKE_SHARING && \\\n unzip -o $BIKE_SHARING && \\\n rm -f $BIKE_SHARING && \\\n cd - \\\n) && ls -l temp/", "metadata": {"editable": true, "scrolled": true, "slideshow": {"slide_type": ""}, "tags": [], "id": "03bce469-9cf9-42b8-9d6b-f77713283003"}, "outputs": [], "execution_count": null}, {"cell_type": "code", "source": "DATA_FILE_PATH = \"temp/hour.csv\"", "metadata": {"editable": true, "slideshow": {"slide_type": ""}, "tags": [], "id": "483de06a-c6ac-4420-b144-d9cb3ba288a7"}, "outputs": [], "execution_count": null}, {"cell_type": "markdown", "source": "### Read in the data\n\nWe parse the CSV into a pandas dataframe, filling in any null values, and create a single window containing `context_length` time points. We ensure the timestamp column is a UTC datetime.", "metadata": {"editable": true, "slideshow": {"slide_type": ""}, "tags": []}}, {"cell_type": "code", "source": "timestamp_column = \"dteday\"\ntarget_columns = [\"casual\", \"registered\", \"cnt\"]\n\n# Read in the data from the downloaded file.\ninput_df = pd.read_csv(DATA_FILE_PATH, parse_dates=[timestamp_column])\n\n# Fix missing hours in original dataset date column\ninput_df[timestamp_column] = input_df[timestamp_column] + input_df.hr.apply(lambda x: pd.Timedelta(x, unit=\"hr\"))\n\n# Show the last few rows of the dataset.\ninput_df.tail()", "metadata": {"editable": true, "slideshow": {"slide_type": ""}, "tags": [], "id": "11106f9b-f30b-4686-ae11-48f94b6b4f46"}, "outputs": [], "execution_count": null}, {"cell_type": "markdown", "source": "### Plot a segment of the target series\n\nHere we inspect a preview of the target time series.", "metadata": {"editable": true, "slideshow": {"slide_type": ""}, "tags": []}}, {"cell_type": "code", "source": "for target_column in target_columns:\n input_df.iloc[1000 : 1000 + 24 * 10].plot(x=timestamp_column, y=target_column, figsize=(20, 3))", "metadata": {"editable": true, "keep_output": true, "slideshow": {"slide_type": ""}, "tags": [], "id": "da222afa-9b9b-469e-b498-221c866ced47"}, "outputs": [{"data": {"image/png": 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wQkREREREfuP4jhEAGJYod4zUemRN5FmlcvB6s3wRoHnHiK3X10REREREnsXCCBERERER+Q2T2Q6gZWFkqKtjhKO0AlNpbduFkegQ6XuEGSNEREREgYeFESIiIiIi8humNjpGhroyRoqNZtRwbFLAKTXKhRF9i89HuUZpVfF7goiIiCjgsDBCRERERER+o61RWmEGLVKigwBwnFYgkjNGWnWMuEZpsWOEiIiIKPCwMEJERERERH5BFMVm4euaFrcNTeA4rUDVNEqLHSNEREREJGFhhIiIiIiI/EK91QGHUwTQsmMEADKYMxKw2u0YCWHHCBEREVGgYmGEiIiIiIj8gtwtolULCNKqW9w2LFHKGTlQwlFagabU1Hb4epRrlFZNo00pqBERERFRYGBhhIiIiIiI/ELz4HVBEFrcJo/SOlhaC7vD2etrI8+w2B2ocnWEHF8YiQyWuopEsamoRkRERESBgYURIiIiIiLyC035ItpWt/WLDkaITg2r3YmcivreXhp5SHmtNEZLp1YhKrjl94VWrUK4QcqiqeI4LSIiIqKAwsIIERERERH5BaUwYmhdGFGpBAxJkMZpZXGcVsCQ80XiwvWtuoiAZjkjDGAnIiIiCigsjBARERERkV8wNhul1ZbUmBAAQImxsdfWRJ7VXr6ILMpVGGHHCBEREVFgYWGEiIiIiIj8gqmTwoj8+eoG5kkEiqbCiL7N26NdAezVLIwQERERBRQWRoiIiIiIyC90VhiJcm2C13BsUsCQR2l12jHC7wkiIiKigOL2wojD4cATTzyB9PR0BAUFYcCAAXj66achiqJyH1EU8eSTTyIxMRFBQUGYPXs2Dh8+7O6lEBERERFRAOlslFZUiPT5GnaMBIyyTkZpKRkj7BghIiIiCihuL4w8//zzWLhwId544w1kZWXh+eefx/z58/H6668r95k/fz5ee+01vP3229i0aRNCQkJw1llnwWw2u3s5REREREQUIDorjEQGM2g70JR0MkpL7iKqqmexjIiIiCiQaNz9hOvXr8cFF1yAc845BwCQlpaGL774Aps3bwYgdYssWLAAjz/+OC644AIAwKJFixAfH4/vvvsOV155pbuXREREREREAUAujIQHtf02JzKIHSOBRskYCWuvY0TOnWGxjIiIiCiQuL1jZOrUqVi5ciUOHToEANi1axf+/PNPzJkzBwCQk5ODkpISzJ49W3lMREQEJk2ahA0bNrT5nBaLBSaTqcUHERERERFRc52O0lIyRlgYCRRlcsZIRDsZI0rHCAsjRERERIHE7R0jDz/8MEwmE4YOHQq1Wg2Hw4Fnn30W8+bNAwCUlJQAAOLj41s8Lj4+XrnteM899xz+9a9/uXupRERERETkR0xmOwAgvN1RWuwOCCT1FjtqLdL3RKcZI/yeICIiIgoobu8Y+d///ofPPvsMn3/+ObZv346PP/4YL774Ij7++OMTfs5HHnkERqNR+cjPz3fjiomIiIiIyB90njEifd5id6LR6ui1dZFnyGO0QnRqhOrbPhMYFcKOESIiIqJA5PaOkX/84x94+OGHlayQkSNHIjc3F8899xyuv/56JCQkAABKS0uRmJioPK60tBRjxoxp8zn1ej30+rbD8oiIiIiIiIDOCyOheg00KgF2p4iaRiuCdEG9uTzqZaXyGK12ukUAINo1SqvWbIfN4YRW7fazg0RERETkhdx+1dfQ0ACVquXTqtVqOJ1OAEB6ejoSEhKwcuVK5XaTyYRNmzZhypQp7l4OEREREREFALPNAatdes/R3igtQRAQ6doIr65nzoi/K6t1Ba93UBgJD9JCJUj/zXFaRERERIHD7R0j5513Hp599ln069cPw4cPx44dO/Dyyy/jr3/9KwDpzci9996LZ555BoMGDUJ6ejqeeOIJJCUl4cILL3T3coiIiIiIKADI3SIqAQjVtf82JzJYi4o6C2q4Ce73SoxyYaT96QNqlVQsq6q3orrehriw9osoREREROQ/3F4Yef311/HEE0/gjjvuQFlZGZKSknDrrbfiySefVO7z4IMPor6+Hrfccgtqamowffp0LFu2DAYDL0KJiIiIiKj75MJIeJAWKrkFoA1RrpyRmkZ2jPi7rozSAqTviap6K3NGiIiIiAKI2wsjYWFhWLBgARYsWNDufQRBwFNPPYWnnnrK3V+eiIiIiIgCkKmTfBGZMkqLHSN+r6imEQAQ10lhJDpEh+zyen5PEBEREQUQJssREREREZHP6yx4XRbpur2mgR0j/kwURezIrwYADEsM7/C+Ua5iGTtGiIiIiAIHCyNEREREROTzlFFaho4LI1Eh0iY4M0b8W0F1I0pNFmjVAsakRHZ432jX90Q1CyNEREREAYOFESIiIiIi8nld7hhxZYxUs2PEr23NrQIAjEiOQJBO3eF95WJZFYtlRERERAGDhREiIiIi8kmiKKLEaIYoip5eCnmB5uHrHYkMYsdIINhyTBqjNSEtutP7RgezY4SIiIgo0LAwQkREREQ+6YM/czD5uZVYvL3Q00shL2BqtAPovGMkKpgZI4Fg6zGpY2R8alSn923qGOH3BBEREVGgYGGEiIiIiHzS9jzpRPifRyo8vBLyBl0fpeXqDmDHiE/aW2jEuk5+5msarDhUWgcAGNeFwkh0iGu8GjtGiIiIiAIGCyNERERE5JMKa8wAgKxik4dXQt6guxkj7BjxTTcv2oprPtiEQ6W17d5nW65UNB3QJwQxofpOnzPKVSyrYmGEiIiIKGCwMEJEREREPqmophEAcKSsDla708OrIU8zKRkjmg7vJ2+C1zTamE/jY8w2B4qNZogi8PPu4nbv1518EQCIDmEXEREREVGgYWGEiIiIiHyOxe5Aea0FAGB3ijhSVufhFZGndbdjxOEUUWux9/i6yH0qm3V0LN3bfmFEyRfpYmFEzhhpsDpgtjlOYoVERERE5CtYGCEiIiIin1NiNLf4M8dpkcnctcKIQauGQSu9Daqp5zgtX1JZZ1H++1BpHY6UtR6nZbY5sLvACACYkNZ5vggAhOk10KgEAOwaISIiIgoULIwQERERkc8pdI3RkrEwQl3tGAGaj9PiJrgvqWhWGAGApXtKWt1nT6ERVocTfcL06Bcd3KXnFQRB6RphzggRERFRYGBhhIiIiIh8TlFNy46RAyXtBzGT/7M5nGiwSiOQulIYiQyWMyXYMeJLKuqkooWruQO/7G1dGNniGqM1IS0KgiB0+bmj5e8JdhERERERBQQWRoiIiIjI58jB60MTwgBIHSMdBWk7nCLe/iMbe1wjdsi/yN0iABBm6EJhxFU8qeHYJJ9S6SqMzBgSB7VKQFaxCTkV9S3us9UVvD4+tWv5IrKoEOl7oorfE0REREQBgYURIiIiIvI5cmFkxpA4qAQplFkOY2/Lj7uK8J+lB/Dokj29tUTqRXJhJEyvgVrVeZeAvAlew44RnyJnjAyKC8XUATEAWoawO52iErw+oYvB67LoELljhIURIiIiokDAwggRERER+Rw5Y2RAnxCkxYYAALI6GKe1PrsCALC/2ASzzdHzC6ReJRdGwrswRgtoPkqLm+C+pNJVtIgJ1WHOiEQALXNGDpfVwWS2I1inRkZiWLeeW86dqWRhhIiIiCggsDBCRERERD5H7hhJjgxCRmI4gI4D2DccrQQgjdTaz6B2v2PqRvA60HyUFjtGfIkcvh4ToseZw+OhEqSw9fyqBgBN+SJj+0VBo+7eW90YdowQERERBRQWRoiIiIjIp4iiqISvJ0UGYVgnhZGC6gbkVzUqf96dX9Pja6TeZexmYUTuDmDGiG+RM0ZiQnWIDdVjUnrLcVryGK3xaVHdfu4oV2Gk2NjYyT2JiIiIyB+wMEJEREREPqWmwYZG1zishAiDMjLnQHHbo7Q2Hq1q8efdhQxg9zcmZZSWpkv3jwyWCijV7BjxKZX1UsdIbKgeADB3ZAIA4BfXOK0truD17uaLAMC4VKmYsvpgudKRRkRERET+i4URIiIiIvIpcr5IbKgeBq0aQxOkjpHs8jpY7K3zQzZkS2O0hiZIBZTdBSyM+JvudoxEsmPE54ii2KJjBADOGp4AQQB25tdgW24VCmsaoVYJGJMS2e3nH9U3ElP6x8DuFPH+2hx3Lp2IiIiIvBALI0RERETkU5ryRQwAgMQIAyKCtLA7RRwurWt1/42ufJGbT+kPQCqg1FnsvbRa6g3dH6XlyhhpZMeIrzA22mB3igCAaNfYq7hwAyakSt0hT/+UBQAYnhSOEH3XOoeOd/uMAQCALzbnMWuEiIiIyM+xMEJEREREPkUujCRFBgEABEFoGqdV0nKcVn5VAwprGqFRCTh7RAKSIgwQRWAvx2n5FVOjVOjqbscIN799R4WrWyTMoIFeo1Y+P8c1TmunKztofGr3x2jJThkUi+FJ4Wi0OfDxhmMn/DxERERE5P1YGCEiIiIin1JkbApel8njtI4PYJfHaI1OiUSIXoNRfSMBALsLanp+odRruj9KS7qfyWyH3eHssXWR+1TWtcwXkZ09IqHFnyecQPC6TBAEpWvko/XH0GBlZxkRERGRv2JhhIiIiIh8SuFxHSMAMCyx7cKIPEZrcn/pFPnIvhEAmDPib4xK+HoXCyPN7mcyc/PbF1S6untiXfkissSIICU4HQDGnURhBADmjEhEakwwahps+HJz/kk9FxERERF5rx4pjBQWFuKaa65BTEwMgoKCMHLkSGzdulW5XRRFPPnkk0hMTERQUBBmz56Nw4cP98RSiIiIiMjPHJ8xAgAZzQojoijlEIiiiA2uwsiU/rEAgNFKxwgLI/6ku4URjVqFMIOUQ1HNAHafIHeMxIToW902x9U1khoTjLgwQ6vbu0OtEnDrqVLXyPtrj8JqZ0cRERERkT9ye2Gkuroa06ZNg1arxdKlS7F//3689NJLiIpqOrkzf/58vPbaa3j77bexadMmhISE4KyzzoLZbHb3coiIiIjIzxyfMQIAg+JDoRKA6gYbymqlDdS8qgYUG83QqgXlRPnI5AjlthpuiPuN7o7SAprGafH7wDfIGSMxx3WMAMAVE1Jw8dhkPDo3wy1f6+KxyegTpkeR0YwfdhW55TmJiIiIyLu4vTDy/PPPIyUlBR9++CEmTpyI9PR0nHnmmRgwQDp1I4oiFixYgMcffxwXXHABRo0ahUWLFqGoqAjfffedu5dDRERERH7EancqhY/mhRGDVo3+fUIBAPtd47TkfJExKZEI0klhzRHBWqTFBANg14g/MZm7XxiJUgLYbT2yJnKvynpXx0ho646RMIMWL18+BmcNT2h124kwaNW4cXo6AODtP7LhdIpueV4iIiIi8h5uL4z88MMPGD9+PC677DLExcUhMzMT7733nnJ7Tk4OSkpKMHv2bOVzERERmDRpEjZs2NDmc1osFphMphYfRERERBR4Sk1miCKg06gQE9Ly5HjGcTkjTWO0Ylrcb6RrnNaeQhZG/IHDKaLWlRPSvY4R6funppGFEV9QWdd2xkhPmTepH8IMGhwpq8OKrFIA0iG/fUVGvLriMC57ez1e+u1gr6yFiIiIiNzP7YWRo0ePYuHChRg0aBB+/fVX3H777bj77rvx8ccfAwBKSkoAAPHx8S0eFx8fr9x2vOeeew4RERHKR0pKiruXTURERERewOEUYbY52r29UMkXCYIgCC1uy0gMAwAcKK6FKIpNwesDWhZGRrsC2Hfl17hr2eRBteamwka4oTsdIxyl5UvkwkhbGSM9IcygxbWTUwEAr6w4jP/7fi+mP/87znntT7yy4hC2HKvGW6uzYXcwg4SIiIjIF7m9MOJ0OjF27Fj8+9//RmZmJm655RbcfPPNePvtt0/4OR955BEYjUblIz8/340rJiIiIiJvcfeXOzDx2RVKjsjxmvJFWgcsZyQ0dYzkVNSj1GSBTq3C2H5RLe4n54ywY8Q/yPkiQVo1dJquv72JdHWXMHzdN1Qoo7R6p2MEAP4yLR06jQpZxSZ8vCEXhTWNMGhVOGNYPNQqAQ6nqGSfEBEREZFvcXthJDExEcOGDWvxuYyMDOTl5QEAEhKkua+lpaUt7lNaWqrcdjy9Xo/w8PAWH0RERETkf9YcKofJbMfvB8vavF0pjEQEtbpNHqV1tKIefxwqBwBk9ouEQatucb8RyREQBKDYaEZZrdmdyycPOJHgdaDZKK0GjtLyBRWubKHeGqUFAH3C9HjgzMHoHxuCqyam4IPrx2Pnk2fivevGIyFcKs4WG9su4hIRERGRd3N7YWTatGk4eLDlrNVDhw4hNVVqQ05PT0dCQgJWrlyp3G4ymbBp0yZMmTLF3cshIiIiIh9hMtuUrIitx6rbvE9hjVTIaB68LosP1yMqWAuHU8QnG3MBAFOOG6MFACF6DQa6gtr3MIDd551oYaRplBYLI97OanfC5Hpt6K1RWrJbTh2AVQ/MwHMXj8KsjHil0JoQIRVGSowsrhIRERH5IrcXRu677z5s3LgR//73v3HkyBF8/vnnePfdd3HnnXcCAARBwL333otnnnkGP/zwA/bs2YPrrrsOSUlJuPDCC929HCIiIiLyEcU1TRuMW45VtXmfomYZI8cTBKGpa6S8HgAwuX/rwggAjHIFsO9iYcTnmRq7H7wONHWMcJSW96uql/6NNCqh2//OPUUujBSzMEJERETkk9xeGJkwYQKWLFmCL774AiNGjMDTTz+NBQsWYN68ecp9HnzwQfztb3/DLbfcggkTJqCurg7Lli2DwdB6VjQRERERBYbmuSIF1Y1tjqhpyhhpXRgBgKEJTSNX9RoVMvtFtnm/Ua4A9j0FNSe4WvIWcsdIeLcLI+wY8RUVddIYregQHVQqwcOrkSS6RmmVmFgYISIiIvJFmp540nPPPRfnnntuu7cLgoCnnnoKTz31VE98eSIiIiLyQYXHBa5vPVaN80Y3FUBEUewwfB0AMhLDlP8elxoFvUbd5v3kwsjuAiNEUYQgeMdmK3VfU2Gke29topSMEXaMeLtKV8dITGjvjtHqCDtGiIiIiHyb2ztGiIiIiIhORFGrwkjLcVqmRjvqrQ4A7XeMyKO0gPbHaMn306gEVNZbUcSNTZ924uHr0v2r2THi9Srrej94vTOJEdJrUAnD14mIiIh8EgsjREREROQV5MKI3M2x5bgAdrmjJCZEpwQgH29QfCg0rlE7bQWvywxaNYYkSN0lu/NrTmrd5FknXhiRNtkbbQ6YbQ63r4vcp7LO1TES4j2FEXaMEBEREfk2FkaIiIiIyCsUucLXzx+dBAA4UGJCrdnW7PaO80UAQK9R45G5GbhhahrG9ovq8OvJBRgGsPs2k/nECiPhBg3UriKaXFwh71RRL3WMeNMorURXYaTUZIbTKXp4NURERETUXSyMEBEREZFXkDtCMvtFol90MJwisCOvRrm9yNhxvojsxunp+Of5w5VN7/aM6hsJANhTWNPh/ci7mU6wY0QQBOUx1cwZ8WpKx4gXjdLqE6aHSgBsDlHJQCEiIiIi38HCCBERERF5nMMposQkdYwkRQZhfJrU7dE8Z6SwCx0j3TEyuSmAnSe+fZcSvm7oXmEEaMoZqWHOiFerkDNGQrynY0SrVqFPmLSeEo7TIiIiIvI5LIwQERERkceV1ZrhcIpQqwTEhRkwIS0aQMucEXnUVrKbCiNDEsKg06hQa7Yjt6rBLc9JvU/JGAnufmEkypUzUsOOEa/mjR0jAJDgCmAvZgA7ERERkc9hYYSIiIiIPE7OD0kIN0CtEjDB1TGyI78aNoezxX3c1TGiVaswLDEcALC7oMYtz0m9T+726O4oLQCIVEZpsWPEm1XKHSNelDECAInh0lg/uduNiIiIiHwHCyNERERE5HGFx3WDDOgTiqhgLcw2J/YVmQC4vzACABmJYQCA7LI6tz0n9Z7CmkYYG21Qq4QT6iSKVDpGWBjxVqIooqLeWztGpMJIMUdpEREREfkcFkaIiIiIyOOaih7SRqMgCBiXKo3T2nqsCjaHE6VKBknH4evdkRYTAgA4VslRWr5IzqAZnhSOEL2m24+PUjJGOErLW9VZ7LDapa6xGC/KGAGARFdhhBkjRERERL6HhREiIiIi8ri2ukHkcVpbjlWh1GSGUwR0apVbA5hTlcJIvduek3rPVlcGzXhXEa275PD1ahZGvJacLxKiUyNIp/bwalpq6hhhxggRERGRr2FhhIiIiIg8rq3CyPg0uWOkGoXV0u2JkQaoVILbvm56rFQYyamohyiKbnte6h1bXB0jchGtuzhKy/tV1kv5IjFeli8CAImu8HV2jBARERH5HhZGiIiIiMjjjs8YAYARyeHQa1SorLdiXXYlACApwn35IgCQGhMMAKg12xnA7WOMjTYcLK0FAIw7wcJIFAsjXq+izjvzRYCmUVrFRjMLq0REREQ+hoURIiIiIvK4tjpG9Bo1RqdEAgC+31nY6nZ3MGjVyuZmTgXHafmS7XnVEEUgLSYYcWEnljvDUVreTx6l5W35IgAQFy6tyWJ3srhGRERE5GNYGCEiIiIij6qz2GFslDYVjw9Wl0ck5brC0ZPdGLwukwPYc5kz4lPk4HV55NqJkAsjNY3c1PZWlXXSKK1YL+wY0WvUyrqKOU6LiIiIyKewMEJEREREHlXs6hYJM2gQZtC2uO34TW93d4wAQFqsNE7rGDtGvMY32wqwK7+mw/tscQWvn2i+CNB8lJaVo5C8VEWdnDHifYURoCmAvcTEAHYiIiIiX8LCCBERERF5VKGrMJLcRtFjbL8oCM2y1nukMOLqGDnm6kohz9qcU4UHvt6Fv360BTaHs837WOwOpXDijo4Rm0NEvdVxws9DPaeiXhqlFeuF4esAkBAuvSaxY4SIiIjIt7AwQkREREQeVeQKXm+r6BERpMWQ+DDlzz1RGElVCiPsGPEGfx6pAABU1lvxx8HyNu+zt9AIi92J6BAd+seGnPDXCtKqodNIb4lqmDPilSqVjhHvLIzIGUUlLIwQERER+RQWRoiIiIjIo5qC19vOD5nQrCOgvfucjHTXxnpORT3HKXmBjdmVyn8v2VHY5n3kMVrjU6MgNG8p6iZBEBAl54wwPNsryeHrsSHePUqLHSNEREREvoWFESIiIiLyqKbCSNvdIONdGRJRwVoE6zRu//r9oqWMkVqzHdXcHPeoRqsDO/KrlT8vzyqFsY1gdDl4fcJJjNGSRQZJG+7V7BjxSpWuUVrsGCEiIiIid2JhhIiIiIg8qqOMEQA4fWgcxvaLxLxJqT3y9YN0amVzk+O0PGt7XjVsDhGJEQYMjg+F1e7EL3uKW9zH6RSxNdfVMXISweuySHaMeC27w6kUrLw9fL3YyPB1IiIiIl/CwggREREReVSRseOOkXCDFovvmIYHzhrSY2tIjZG6Ro5VsDDiSRtcY7Sm9I/BRZl9AQBLtrccp5VdXoeaBhsMWhWGJ0Wc9NeMCpY23Jkx4n2qG2wQRUAQmv6dvE1iRFP4OkfxEREREfkOFkaIiIiIyGMcTlEZQdMTwepdJeeMHKts8NgaCNhwVCqMTB4QgwszkyAIwOZjVcivavp3kfNFxqREKsHpJ0PuGOEYNe9TWS8Fr0cH66BWnXiWTE9KCJc6RhqsDtRa7B5eDRERERF1FQsjREREROQxFXUW2Bwi1CoB8WGeyxBIjXEVRtgx4jENVjt25dcAkDpGEiOCMHVADICWIezuzBcBgEilY4SFEW8jB6976xgtQBrFJxfXmDNCRERE5DtYGCEiIiIij5HzRRLCDdCoPXdpmuYqjOQyY8Rjth6rht0pIjkyCCnR0mgzZZzWjkJlTNGWXKkwMt5NhZEoJWOEo7S8TUWd1DESE+KdwesyuWukmIURIiIiIp/R4+8+//Of/0AQBNx7773K58xmM+68807ExMQgNDQUl1xyCUpLS3t6KURERETkZYpq5HwRg0fXIY/SyqmoZ06Ah8hjtKa4ukQA4OwRCQjSqpFTUY+d+TUoMZqRX9UIlQCM7Rfplq/bNEqLhRFvU+HqGIn1YDdZVyS6AthLGMBORERE5DN6tDCyZcsWvPPOOxg1alSLz99333348ccf8fXXX+OPP/5AUVERLr744p5cChERERF5oabCiOfyRQCgn6tDwWS2M2vCQzbK+SL9mwojoXoNzhoeDwBYvL0QW13dIkMTwhFm0Lrl6yqjtBr57+5tKpWOEe8dpQUACc0C2ImIiIjIN/RYYaSurg7z5s3De++9h6ioKOXzRqMRH3zwAV5++WXMnDkT48aNw4cffoj169dj48aNPbUcIiIiIvJCRTWeD14HpJwA+dT3MY7T6nV1Fjt2FxgBtOwYAYCLx0rjtH7cXYT12VLxZEJaFNwlihkjXkvOGIn14owRoHnHCAsjRERERL6ixwojd955J8455xzMnj27xee3bdsGm83W4vNDhw5Fv379sGHDhjafy2KxwGQytfggIiIiIt9X6CUdIwCQGiN1jTCAvfdtOVYFh1NEv+hgJB/3vTBtYCziwvSoabDhm60FANyXLwJwlJY3q6x3dYyEevcorYQIZowQERER+ZoeKYx8+eWX2L59O5577rlWt5WUlECn0yEyMrLF5+Pj41FSUtLm8z333HOIiIhQPlJSUnpi2URERETUy+RRWskezhgBmnJGjlU2eHglgadpjFbrgodaJeCCMUkAAKvDCQAY78aOEbkwYmy0ocFqd9vz0smTM0a8fZQWO0aIiIiIfI/bCyP5+fm455578Nlnn8FgcM8b3EceeQRGo1H5yM/Pd8vzEhEREZFneUvGCACkxrgKI+wY6XUbs1sHrzcnj9MCgL5RQUiMcN/3S3SwDrGheogiMO/9Tahh54jX8JWOkUSlY4Th60RERES+wu2FkW3btqGsrAxjx46FRqOBRqPBH3/8gddeew0ajQbx8fGwWq2oqalp8bjS0lIkJCS0+Zx6vR7h4eEtPoiIiIjItzVYm4LOvaEwkuYqjOQyY6RXmcw27CmU8kWaB683l5EYjqEJYQCACW4cowUAGrUK71w7DhFBWuzIq8Flb2/gBreX8JWMETl83WS2o97CriMiIiIiX+D2wsisWbOwZ88e7Ny5U/kYP3485s2bp/y3VqvFypUrlcccPHgQeXl5mDJliruXQ0REREReSg5eD9NrEG7Qeng1QFqslDGSU1EPURQ9vJrAsfVYFZwikBYT3GEnyH1nDEZCuAFXTnD/WN1xqVH4+rYpSAg34HBZHS55az2OlNW5/etQ1zVY7WiwOgB4f8dIqF6DML0GAFBi4jgtIiIiIl+gcfcThoWFYcSIES0+FxISgpiYGOXzN954I+6//35ER0cjPDwcf/vb3zBlyhRMnjzZ3cshIiIiIi/lTWO0ACA1WuoYMZntqGmwIcrLcw38xYZOxmjJzhqegLOGt91h7g6D48Pw7R1Tce0Hm3C0vB6Xvb0eH/5lIsakRPbY16T2yd0ieo0KITq1h1fTuYQIA2rL6lBiNGNAn1BPL4eIiIiIOtEj4eudeeWVV3DuuefikksuwamnnoqEhAQsXrzYE0shIiIiIg9pKox4PngdAIJ0aiSES2vJ4TitXrNBCV7vuDDSG5Ijg/DNbVMxum8EqhtsuPq9jdh6rMrTywpIFXVSvkhsqB6CIHh4NZ1LcOWMyK9rREREROTdeqUwsnr1aixYsED5s8FgwJtvvomqqirU19dj8eLF7eaLEBEREZF/8raOEaBpnBZzRnqHsdGGfUUmAMAULyiMAEB0iA6f3zwZpwyKRYPVgQUrDnt6SQHJV/JFZHIAe4mRo7SIiIiIfIFHOkaIiIi6YndBDWa9tBqrDpR6eilE1AMKXRkjXlUYcQWw51Q0eHglgWFzThVEEejfJwRx4d7ROQQAIXoNHp2bAQDYmV8Dh5OZM72tsl7qGPH2fBGZHMBezIwRIiIiIp/AwggREXmtr7cWILu8Hi/+esjTSyGiHiB3jCR7U2EkViqMsGOkd8j5It4wRut4g+PDEKxTo85iZxC7B1S4OkZifCTrhx0jRERERL6FhREiIvJaWcXSeJX9xSYcLKn18GqIyN2KjF44SsvVMXKsgoWR3rApxxW87oWFEbVKwOi+kQCAHXnVnl1MAJIzRqJ9ZJSWnDFSzMIIERERkU9gYYSIiLyS0yniQLNiyOIdBR5cDRG5m9MpolgZpeU9I5TkjJFjlRyl1dMarQ7ldX58WpSHV9O2zH6RAIAdeTUeXUcgkl8fEr1oxFpHmjpGGL5ORERE5AtYGCEiIq9UWNOIOotd+fN3Owo5453Ij1TUW2B1OKESgHgv2vhMjZY6RoyNNlTXWz28Gv+2v9gEh1NEnzA9Erzoe6C5zH5SwWZHPjtGeluhPGovKtjDK+maxHCp8626wQazzeHh1RARERFRZ1gYISIir7TfNUZrUFwoIoK0KDVZlFn0ROT7ilynwePDDdCqveeSNEinVjbpc5gz0qN2F9QAAEYlR0AQBM8uph1jUiIBAIfL6mAy2zy7mABT6IUZRB0JD9IgSKsGwJwRIiIiIl/gPe9CiYiImpHzRUb1jcQ5oxIBcJwWkT+Rg9e9KV9EJo/TYgB7z9pTYAQgvc57qz5heqREB0EUgd35Rk8vJ2A0WO2ocnVsJUd532tEWwRBUMZpMWeEiIiIyPuxMEJERF7pQLE0dz4jMQyXjE0GACzbW4IGq72jhxGRjyis9uLCiCuAPaeCOSM9aZfcMdI3wrML6URmimucFgPYe41cOA3TaxARpPXwarpODmAvMTFnhIiIiMjbsTBCREReKatE6hgZlhiOsf2ikBoTjAarA7/uK/HwyojIHfYWSafvB/QJ8fBKWkuLldbEjpGeU2u24WiF9P93pLcXRuQA9vwaj64jkBRUy/ki3lc47UgCO0aIiIiIfAYLI0RE5HXqLHbkVkontYcmhkMQBFyUKXWNLN5e6MmlEZGbbD0mnb6fkBbt4ZW0lhYjjdI6VsHCSE/ZW2iCKEr5EbGhek8vp0NKAHteNURR9PBqAoOcL9LXxwojyiitGhZGiIiIiLwdCyNEROR1Drq6ReLD9YgO0QGAUhhZd6QCpSZuOFDbCmsa8dwvWcpsevJOhTWNKKxphFolKOHW3kTuGDlWyVFaPWVPYQ0A7x+jBUidizqNCtUNNqVoTz1LHrXnK8HrMnk0oDwKjHqG3eHEghWHsJ3j7YiIiOgksDBCREReJ0vJFwlXPpcaE4JxqVFwisD3O9k1Qm176beDeGfNUSxYccjTS6EObD1WBQAYnhSOEL3Gw6tpLTU6BCoBMDbaUGzkBmdP2OUKXvf2MVoAoNOoMCJJ+n20I58bsb3BV0dpyYWcQhZGetSyfSVYsOIw7v5iB5xOdnERERHRiWFhhIiIvE5WsdQxMjQhvMXnLx7LcVrUsc050ob7yqwyjrzxYvIYrfGp3jdGCwCCdGqMSJY27DcerfTwavzTHldhZHTfSM8upIuaxmnVeHYhAUIuLCRHBnt4Jd0jj/6SO16oZ+wtlK4TC6obsTW3+8VKh1PEpxtzMeul1fh6a767l0dEREQ+goUR6pIGqx278mtafewtNMLmcHp6eUTkZ+TCSEZiWIvPnzsyCTq1CgdKarG/yOSJpZEXKzY2KqeMC2sacbC01sMrovZscXWMTEiL8vBK2je5fwwAYGN2lYdX4n+q663Iq5JGUskFKG+nBLCzMNIrCn20Y0QepVVrscPYaPPwavzXgZKma8DF2wu69dg9BUZc/NY6PP7dXmSX1+O/6465eXVERETkK7xvdgF5pYvfWo8DJW1vMJ07KhFvXD22l1dERP7K6RRx0PV6MyyxZcdIRLAWM4fGYdm+EizeXoBhScM8sUTyUnIXgmxlVlmrriPyPGOjTSlajfPiwsiU/jF4d81RbGDHiNvtKZS6RdJjQxARpPXwarpG7hjJKjah0epAkE7t4RX5L6vdidJaKUvM1zJGgnUaRIfoUFVvRUF1AyKCfKPw52vkAzQA8POeYvzz/OEwaDv+mTQ22vDSbwfxycZciCIQpteg1mJHVrEJ1fVWRLky7YiIiChwsGOEOlVmMitFkeTIIOUjMcIAQNp4YtcIEblLfnUD6q0O6DQqpLsCkJuTx2l9v6sIdr72BIRDpbVYtrek0/vJuRVRwdJG66oDZT26rkDmcIr4dlsBylybl92xPa8aogikxQQjLszQA6tzj/FpUVCrBORVNTAvwM12F9QAAEb6SLcIACRFGBAXpofdKWJvkdHTy/FrJUYzRBHQa1SIDfW9zWolZ4TjtHpEVb0VpSYLACAuTI9asx0rsko7fMzSPcWY9dJqLNogFUUuykzGygdOw8C4UADAphx2BhIREQUiFkaoU/tc42oGxoVi3cMzmz4emomoYC0abQ7lDS4R0cmSTwEOjg+FRt3619SMIXGIDNaivNaC7Rxp4vdEUcRNH2/FbZ9uw6ZOTu5vcXWM3Hn6QADSBnxlnaXH1xiIFm8vwN+/3oVHF+/p9mPlAtb4NO/MF5GFGbRNOSPZ7Bpxp92ufJFRPhC8LhMEodk4LQaw96SCGmnMWnJkEARB8PBquo8B7D3rgOs6sV90MC4b3xcAsKSD7LlDpbW48/PtqKizYkCfEHx+8yS8csUYxIUZMEUemcjOQCIiooDEwgh1ap/rVNzwpJbjSFQqQZm/vcHNGwa/7SvB/V/tRL3F7tbnJSLvl1Usdai1NwJJp1Fhcrr02rOdm1N+L6u4Vski+HVf+ydCTWabMnP8vNFJGJYYDlEEVh8s75V1Bpod+TUAgDWHK9Bg7d7varmA5c35IjJ504zjtNyrqTAS6dmFdBMD2HuHr+aLyBjA3rP2N8uhuyhTKoz8cagcFe0chHh+6QE4RWDW0DgsvedUTB0Qq9w2mYURIiKigMbCCHVqb6F08TkiqfWpvikD5ItJ97Uf2x1OPLpkLxbvKMR3O9s//UNE/qkpeL39bAie2g0cqw40FUNWHiiFKIpt3m9HXg2conSCND7cgFkZccpjyP3kE7tWuxN/Hq7o8uMsdgd2uYoq3t4xAjRd57j7AEggKzOZUWIyQyW0PnTj7TJTIgGwMNLT5E6Lvj5aGJELOuwY6RnyAZqMxHAMjAvF6L4RsDtF/LirqNV9N2RXYuWBMmhUAh47JwM6Tcvtj8n9pd9DB0pq2WFKREQUgFgYoU7tK267YwRoOmWzNbcKFrvDLV/vzyMVyomf44N0icj/ZZU0nQRsj3xqd3teTbsb5eQfVmQ15YTkVjYgu7y+zfs1jWeSvjdmZcQDANYcqoDVziwad3I6RSV7DJCyxrpqb6ERFrsT0SE69G8jQ8jbjE+NgkYloLCmEfmuziU6OXK3yMC4UIToNR5eTfeM7BsBtUpAicmMYiM3vXtKgdwx4mPB6zKO0upZcneo3Fl8UaaUPbdkR8sDdU6niOeWZgEArp7UD/37hLZ6rphQPYbES9ebzBkhIiIKPCyMUIeMDTbkV0kX9cPb6BgZFBeK2FAdzDYnduW7J4iy+UXtlmO8QCUKJLXmptecjHZGaQFSYK9aJaC81oIiY/fDn8k3lNdasMuVYSV3EK1qpwNE/n0xwdWFMCo5ArGhOtRZ7Pxd4mZ5VQ1osDYdhlh1sAxOZ9cKlPIYrfGpUT6RHRCi1yg5GByn5R67C31zjBYABOs0GJogbaKya6Tn+PoorWSO0uoxNocTh0vrAADDXNcF541OgkYlYHeBEUfKmor2P+8pxu4CI0J0atw9a1C7zyl3jXCcFhERUeBhYYQ6JHeL9I0KQkSwttXtgiBgkhtns9ZZ7Ph1X4ny54LqRp7IIwogB12n0BPCDYgK0bV7vyCdWuko4Tgt/7X6YBlEUSqEXeEKWG2rO8Fqd2KnazyTnFuhUgk4fYg0TmtFFsdpuZN8WndIfBhCdGqU11qwt6hrhyO2HlfA8gWcQe9eu13FztE+FLzeHEc59jy50yI5MtjDKzkxfV3rrqy3otHqno56khwtr4fV4USoXqOMWosJ1WPGkD4AgMWuEHaL3YH5vx4AANx22gDEhurbfU6OTCQiIgpcLIxQh/YXSZsfHc2AdmcA+9I9xTDbnOjfJ0T5mhynRRQ4soo7H6MlG8sQXL8nF0FmDo1TRmNtza2GscHW4n77ioww25yICtZiQLNRGfJjVmaVceSaG+13zXcf1TcCpw6WNqNWdGGcltMpYmuuq2PEB4LXZUqeWnYlv49OkiiK2OMapTXSBztGACAzhb97epLTKSqHony1YyQ8SINQ15i4whqO4HMnpTCfEAaVqqnrUA5h/35nEZxOEZ9uzEN+VSPiwvS48ZT0Dp9zUrr0Gn+4rA7ltcwZISIiCiRuL4w899xzmDBhAsLCwhAXF4cLL7wQBw8ebHEfs9mMO++8EzExMQgNDcUll1yC0lKe5vRGe13jDtoKXpdNcRVGtuVVw2w7uVNR8imfizOTldOkWzkChShgyBuuQzsIXpfx1K5/s9gdWHu4HAAwOyMeKdHBGBwfCodTxOpDLTfh5QL6uNToFuOZpg+KhU6tQl5V+9kk1H1NBcxwzBwqdeW0N+KsuezyOtQ02GDQqtocz+mtxqVGQasWUGQ0I485IyelsKYRlfVWaNVClwrg3mhsqlQY2VNoZH5RDyirtcDmEKFWCYgPa/+UvzcTBEHJGSngOC232t/OAZpZGXEIM2hQWNOI5VmleH3VYQDA/WcMRrCu4yyjqBCdMiJvUw67RoiIiAKJ2wsjf/zxB+68805s3LgRy5cvh81mw5lnnon6+qYNifvuuw8//vgjvv76a/zxxx8oKirCxRdf7O6lkBvskztGktvfpBzQJwR9wvQtRpmciKKaRmx0XYxeMKapMLKFHSMByWp34qaPt+LRJXt4QjeAHChp2nDtjHxqd2+RCRY7R1X4m805Vai3OhAXplc6CGcOlTpAVh1oWRhpyhdp2YUQqtdgkmt2+EqO03Kb5j+npw+NgyAAewtNKOkk70f+fZ6ZEgWdxnealoN1Gox2dTdwnNbJkYPXhySEQa9Re3g1JyYtJhiRwVpY7E6lSEjuI3dYJIQboFH7zuvE8ZScEQawu1WW6wDN8deJBq0a545KBADc/9VO1DTYMCguFJeO69ul5+U4LSIiosDk9qvNZcuW4YYbbsDw4cMxevRofPTRR8jLy8O2bdsAAEajER988AFefvllzJw5E+PGjcOHH36I9evXY+PGje5eDp2ERqsD2eVSuF1HHSOCILhlnNZ3OwshisCk9GikRAcrYzYOlJhgMts6eTT5mzWHyrEiqxSfb8prtQlK/snpFJWMkWFdOEmcGhOMqGAtrHan8ka5LaIoorLOwgKbj2k+RkselzE7Q+pOWH2wHHaHdFJbFJuPZ2qdWzFbHqfF1xG3qDXbkF8lbfRlJIYhNlSPMSmRAFoXrI63tZ0Cli/gppl7yIURXwxelwmCoHzPy3kp5D4FPh68LpM7RhjA7l4HXMXIoQmtD9DI47TqXbkuD88Z2uXi2hRmSREREQWkHj+GYzRKb4Cio6XNim3btsFms2H27NnKfYYOHYp+/fphw4YNbT6HxWKByWRq8UE9L6vEBKcIxIbqERdu6PC+8sXkhhO8mBRFsWmM1thkAEB8uAH9ooPhFDnHORD9srdY+e//LD2gbIKS/8qtakCD1QGdRoW0mJBO7y8IAjKVnJH2O8s++DMH455ZgWs/2IyjrmIveTdRFLHSNZpJzgkBgMx+UYgM1sLYaMM2VzHkaEU9quqt0GtUGNFGd6M86mlbbjVqGqy9sHr/dsBVvEyMMCAyWAcAmNXFcVpbcqXCSFsFLG/X/DqHRdYTJxcSRiX7zii1tsjr3+Uq9JD7yB0WfX28MNKXHSNuV1lnQVmtBYIAZfRVc+NTo5T/75PSo5Xf/10xKT0GggBkl9ejzNRx9yMRERH5jx4tjDidTtx7772YNm0aRowYAQAoKSmBTqdDZGRki/vGx8ejpKSkzed57rnnEBERoXykpKT05LLJRR6j1dZG0/Emu0aV7MyraTdnZFtuFTa1UzjZW2jCkbI66DUqzBmZqHxe7hphzkhgsdqdWL5f2mDTqVU4XFaHb7YVeHhV1NPkU4BD4sO6fMIv03Vqt73iqdMp4r9/5gAA/jxSgbMXrMVLvx086Twk6hqL3YE/DpXj220F3SpuHi6rQ35VI3QaFaYNjFE+r1YJOH2IvAkvdSfIvx9Gp0S2OZqneTbJH4fKT+avQ2iZLyKTi1d/Hqlo92erxGhGflUjVEJTPpAvGZsaBZ1ahVKTBccqW+eM5FTU49ttBXA6Oy+aNFjt+HJzHirqAivk1+kUsafQ9ztGgKb172FhxO3kjpG+kb5dGFFGabFjxG3k7uDU6GCE6FvnhqhUAh48eyhG9Y3AUxeMaJE51pmIYC2GuX6vnehBPyIiIvI9PVoYufPOO7F37158+eWXJ/U8jzzyCIxGo/KRn5/vphVSR/a53rzKs907kh4bgvhwPawOJ7bntj65vSu/Bpe9vQFXvLsRb/5+pNVpy2+3S5veZwyLR7hBq3y+KWeEhZFAsi67ArVmO+LC9Hjw7CEAgJeXH0KD1e7hlVFPymonULMjSsdIftsdIxtzKlFkNCPMoMGMIX1gdTjx+qojOOOVP7oUFk3dV1VvxbfbCnD7p9sw9qnluP6/m/H3r3fhmZ+zuvwc8hitqQNiWoWmznKN01rhygyRcys6Gs8kb9zLz0snTt6Yan5ad2hCGJIiDDDbnFifXdHm47a6ukUyEsMR1uz3vK8waNUY4yroHD9Oa+PRSpz/+p/4+9e7sGRHYafP9eqKw3h48R5c+OY65FTUd3p/f3Gssh61Zjv0GhUGxYd6ejknZVRfqWPkcFktr03crNDfRmmxY8RtupJDd/7oJPxw13QMaaOjpDNN47T4vpOIiChQ9Fhh5K677sJPP/2E33//HX37NoWeJSQkwGq1oqampsX9S0tLkZCQ0OZz6fV6hIeHt/ignqcEr3eQLyITBKHdcVoWuwP/+GYX5EOUL/x6EE//lKWcqrQ5nPhxVxGApjFaMnmja2d+Dax2jlIKFEv3SGO0zh6RgOumpKFfdDDKai34YG2Oh1dGPWm/suHa9df4USkREAQgv6oR5bWtT18vcY3oO2dkIj68YQLevmYsEiMMyK9qxF8/2oq7v9gBRxdOeAeq7XnVuP+rne12+zW3OacKV7yzAeOfWY6/f70LS/eWoN7qQJ8wPQDgo/XH8NWWvC593VVtjNGSnTq4DzQqAdnl9ThWUa90jHQ0nkke9bT6YBlsHMt3UtrqGBEEATNdBav2ik9blQKW743RkrU1g/7XfSW47r+bUWuRNscXbczt8DnMNge+2iod8CmobsSlC9djb2FgdB3saXbgRuvDodoAEBduQEK4AU6x6XqZ3EMuJCRHBnt4JSdHLuyUmMx8D+Mm+zvIF3GHyW7MGfl+ZyH+7/u9HAVMFKCcThG7C2rw8m8HcdPHW7Ezv8bTSyKidrj9XYkoirjrrruwZMkSrFq1Cunp6S1uHzduHLRaLVauXKl87uDBg8jLy8OUKVPcvRw6QTaHUwlB7ih4vbn2Libf/D0bh0rrEBOiw32zBwMA/rsuB/f/bydsDifWHi5HZb0VsaE6nDKoT4vHDugTiqhgLcw2J/YVBcbGQaCzOZz4zTVGa86IROg0KvzjLKlr5O0/sgNu9EggaWvDtTPhBi0GxUknj4+/4Gy0OrB0rzSi8eKxfSEIAs4ekYgV95+GW0/tD41KwA+7ipTOA2rtqR/3Y/GOQlzx7kbc/9XONotPFXUW/P1/u3D5OxuwKacKTlH6N7x75kD8cNc0bHpklvLa//h3ezsdjVhdb1XyQ9qaDx5u0GJiurS5/tXWfByrbIAgAGP7td8xktkvCrGhOpjMduV7grrP4RSVa4Pjf07lItaqA2VtZnBsUQpYvhe8Lpt8XM7Il5vzcPun22C1OzFjSB9o1QJ25dd0WOj4eXcxahpsSIowYERyOCrrrbjy3Y1Yf6TtTht/svqgNMpuTIrvfg80N9LVNbKLmx1uI4qi33SMxIboodOoIIrSKMHuYpZRa3LHYnc6i7tjYv9oqARpNOKJ/JvJzDYHHl28Bx9vyMWawxzhSRQozDYHfj9QhkeX7MGU/6zE+W+sw2urjmBFVimuencjR/oSeSm3F0buvPNOfPrpp/j8888RFhaGkpISlJSUoLFRusiNiIjAjTfeiPvvvx+///47tm3bhr/85S+YMmUKJk+e7O7l0Ak6XFoHq8OJMIMGKdFde2MyZYC0YbAzvwaNVmnG+P4iE976/QgA4KkLRuCe2YPwyhWjoVEJ+G5nEW5etBWfb5JOEJ83OqnVCUJBEDAuVdoAk0+bkn/beLQSNQ02xITolM3Pc0YmYnTfCNRbHXht5WEPr5B6QkF1g3JKtLtveDNT2g5g/21/CeosdvSNCsL41KaNuBC9Bo/MzcCN06XC/aednPAOVOW1FuxyBSULArB4RyFmvrQan2w4BodThMMp4pONuZj54mp8u70AggBcPakf/nzodCy95xTcf+YQjOobCZVKwN9mDsTckQmwOUTc9um2DkeLrD5UBqcojWdKbmfGvFww+XCd1EU2JD4MEUHtj2dSqwRcOzkNALBwdTY3nE5QXlUDGm0O6DUqpMW0PM09pX8MgrRqFBvNyqleQNrc+25HoVL4HJ/qux0jmf0iodOoUF5rwWPf7cXDi/fAKQJXjE/B+9eNx5wRUkZaR68pn26Sbps3ORVf3DwZUwfEoM5ixw0fblG6Jf1RvcWOZa6i5LmjEzu5t28Y7SqM7AmQjp/eUN1gQ6MrpygxwuDh1ZwclUpQfocV1LTOJerIF5vzMOqfv3ETrRmbw4kjZW0X5t0l3KDFiGTp5/pkukbWHq5Aveu98G7mEBEFhDKTGbNf/gN/+WgLPt+Uh1KTBSE6NeaMSMCU/jFotDlw40db8P3OzkeuElHvcnthZOHChTAajZgxYwYSExOVj6+++kq5zyuvvIJzzz0Xl1xyCU499VQkJCRg8eLF7l4KnQS5O2N4UniXg+v6RQcjKcIAm0PE1twq2BxO/OObXbA7RZw9PAFzR0qj0i7K7Iv3rh8Pg1aF1QfLscI1duPizL5tPq88Tos5I4Hhlz3SxslZIxKgVknfeyqVgIfnZAAAPt+Uh6PldR5bH7lfo9WBWz/ZBgAY2y8SkcG6bj1eDnI+PoBdnvV/UWYyVKrWr2NXT+oHQHoDeyyA5vx31e8HyyCKwMjkCCy5YxpGJIej1mzHE9/vw4VvrsPFb63DE9/thclsx/CkcCy+fSr+fdFI9I1qPf5EpRLw4mWjMSwxHBV1Vtz88dZ25/LLo5hmtzFGSybfZrZJIyq6Mp7puimpCNapkVVs4mbTCZKLG0MSwqA57iCDQavG9EGxAIBVrn/DI2W1uPq9Tbj3q51wisApg2KR4MObnQatGmNdrzfyoY47ZgzAfy4ZCY1ahWsmpwIAvt9ZBJPZ1urx+4qM2JFXA61awOXjUxBm0OLDv0zA3JEJsDqcuOPz7fhsk38WapftLUGjzYH02BBkpkR6ejluMdIVwM6NT/eRu0X6hOlh0Ko9vJqTp+SMdCOA/Wh5Hf75wz7UWuz431bmasqyy+tgc4gI02vQtwe7iZTOwOwTL4w0L3Lz9YHINxwtr0Op6cQ7xT7dmIuC6kZEh+hw7eRUfPzXidj+5BlYeM04fPzXiTh/dBLsThH3fLlTOdhF/sfhFLEtt5qjun1Mj4zSauvjhhtuUO5jMBjw5ptvoqqqCvX19Vi8eHG7+SLkGd3JF5EJgtBinNa7a45iX5EJkcFaPHXh8BYFltOHxOGzmyYrJ3wHxYViRHLbp3/kufFbc6t5ytfP2R1O/LZPKozMHdHyROmUATGYNTQOdqeI+csOemJ51ANEUcQD3+zCviITYkJ0eO2qzG4/hxzAvqugRrkIKas1Y+1haTTNRZnJbT4uNSYEpw6Wxvd9vrlr2ReBZGWWnPMRhzEpkfj+zul46oLhCDNosKfQiF0FRoTpNfjX+cPxw13TlX+H9gTrNHjv+vGICdFhf7EJ//h6d6vXdJvDqRQt5MyKtqTFhqB/nxDlz10ZzxQVosNVE6Vi2MLV2Z3en1pTxt21M99dznJZtq8E85cdwJxX12LD0UroNSo8cOZgvH/9+F5ba0+Z0j9W+e8nzh2GB88eqlzfTEiLwuD4UDTaHFi8raDVYz/dKL3OnDU8Qcne0WvUeP2qsbh6Uj+IIvDYkr1+mTkiF6ovHJPc5QM33m6U62R5TkU9jI2tC2HUfYWuzor2ugV9TXcD2J1OEQ99uxsWVybJJtfYPmr6/TM0MaxHX0OULKmcEyuMWOwOLN/fNKJ1d4GR/4ZEXq7MZMbc19Zizqtr2xwb3Bmbw4kvt0iF7H+dPxxPXzgCpw3uA71GKvDrNCosuGIMbpiaJt3nx/146beDfG3wQ//3w15csnC93x508lcaTy+AvJPcMdJesaI9kwfEYPGOQvy4q1iZzfp/5w1DXFjrE6LjUqPw9W1T8MryQ7hqYr92L3JHJIdDr1Ghqt6KoxX1GNAntJt/G/IVm49VobLeiqhgLSb1b30C/KE5Q/H7wTIs21eCTzYcw3mjk7rdXUDe5c3fj+Dn3cXQqAQsvGZcm90GnRkYF4pQvQZ1FjsOldYiIzEcP+wsgsMpYkxKJPp38JpxzaR+WHOoHF9vzcf9Zwz2ixOq7mCxO5TC0qyhUneGWiXguilpmDMiEQtWHIII4N7Zg9p8fW9PcmQQ3r52HK5+byN+3lMMyyIH+jR7vKnRhlqzHTEhOox2ncZuz6yhcThaLp246mqg902npGPRhmPYlFOFbbnVGJfaeUGFmnQ2310ecbavyKQcsJg1NA7/PH84UqJ9O0hZdtWkFGQVm3De6CScM6plAV8QBFwzORVPfr8Pn27Kw/VT05Rrm1qzTRmfIHeWyNQqAc9eOALltRYs31+KH3cVKeNc/EGJ0Yx12R0Xqn1RVIgOKdFByK9qxN5CI6YNjO38QdShAj/JF5HJnQ1d7Rj5ZGMuthyrRrBODYdTREWdFUfK6jAovmcyNXzJgeKeHaMlG58WBbVKQG6lNOK1u0W6dUcqUGuxIzZUj5oGKyrqLCg2mpHkJ8U+In+0+lA5zDYnzDYr/u+HvXhr3rhuPX75/lKU1VoQG6rHWcPbPvCtUgn4v/OGITZUhxd/O4TXVx3BnkIjEiNavjaoBODScX07PXBG3udQaa3SUb7qQBmum5Lm2QVRl7m9Y4R8n9MpYv8JdIwATads8qoaYHU4MXNoHC4c0/6b4MHxYVh4zTjl1HZb9Bo1RrvGLnQW2ku+7RdX6/mZwxJa5c0A0vfL5eNTAABPfL8P455ZgSve2YD31x7lKCQf9Nu+Erz42yEAwNMXjlAyZbpLrRIwOkV6rZLHacmnky8e2/Em3MyhcUiKMKC6waZ8/xGw6WgVGqwOxIfrWxXI+4Tp8exFI/Hvi0Z2qygim5AWjWcuHAEAWJFVhi825ykfP7v+DWZnxCuj9Nojv/FIiwnu8oZDYkSQsjH79h/sGumuphO7bW9MxYUblFFTyZFBeO+68fjghgl+UxQBgLgwA96+dlyroojsosxkBOvUOFJWh005TdcsS3YUosHqwKC4UExq47VOEARc7Pre/GVvsV+dIvxuZyFEUeqo6RfjP98LADCK47TcSi6M9OSopN4kF3i60jGSX9WA55cdAAA8Mmeo0gm54SSyLvyJnF01tJ2ORXcJM2iV/KBnftoPZzfHocgjgc8ZmYDBroIWXx+IvJt8GAyQfoa7+55Qzpa7YkJf6DTtb7EKgoC7Zg7Cvy8aCZUArD5Y3uJ90Beb8/DZpjw8/O2eE/uLkEc9v/QA5F8ZHKflW9gxQq0cq6xHvVUKV+0fG9L5A5pJiQ5GcmQQCmsaEabX4NmLRril3XlCWhQ251Rhy7FqXDGh30k/H/UsURTx9693wWJz4qXLR3fpFL7DKWLZXqn1fM7I9kfr/fP84YgPN+DXfSU4UFKLTTlV2JRThWd+zsKovhH49KZJCDe0H8JMJ2fZ3mK8tzYH8y8d1Wn31tHyOtz31U4kRwVhdkY8Th8Sh6gQqcPnQIkJ9361EwBw/ZRUZcTRicpMicK6I5XYkSd1AewrMkGrFnDuqKQOH6dRq3DVxH54afkhfLoxFxePbTvrKNDIY7RmDo3rkZEVV0zoh7hwA/a2sVmg16pwSRf+HcanReP968Z3e6P1llMH4OttBVi+vxSHS2vbPIn70boc/LK3BP++aAQGxvGkLgAYG23K5l57o7QA4LWrMrEttxpnDItHsC7wLjPDDFpcMCYZX2zOw6cbczG5fwxEUcQnG1yh65Pa75CdMSQOQVo18qsasa/I5BddI6IoYvF2aayYP76+jkqOwM+7i7G7oMbTS/EL8mtMXz85Xa+Er3fSMSKKIh5evBsNVgcmpkdj3qRU1DTYsO5IJTZkV/LUKTrvWHSnx87JwJXvbsTSvSV4fdUR3DN7UJceZ7U3jQSeMzIRVocT+4tN2F1Qg7NHcGw4kTdyOkX8eVga43vKoFisPVyBJ7/fiyn9Y5T3rR3JLq/D+uxKCAK6/H726kn9MCQhFOuPtCx8O0VgwcpDOFhaixKj2adz+QLNhuxKrDxQBo1KgEYtoNbcNMmCvF/gvWOlTsnjLzISw1uFq3bFuaMS8e7ao/i/84e3ag08UVLOSDY7RnzE+uxKLN4undjXa1R46fLRnW6ubj1WhYo6C8INGkwd0P44CoNWjfvOGIz7zhiM/KoGrMwqxYqsMmw8WondBUb8urcEl7m6Ssj9Xl91BPuKTHhh2UG8fW3HbcYv/nYQuwqkLIpf9pRAJQDjU6MxMyMOn27MRYPVgakDYvD4ucNOel1KAHt+DRbvkDbhZgyJQ3QXLmivmJiCV1cexva8GuwvMmFYUmBfwIiiiJUHpPDsmUPbD0A/WacPicPpQ9rPEemK2cO6v76BcaE4a1gClu0rwdt/HMVLl49WbnM6RTy3NAvvrZVGdD3+3V58cfNkv8lEOBkHS6RNqeTIIEQEt1987hsVfEIj8fzJNZP74YvNefh1XwnKay04Wl6Hw2V1CNKqcfG49osDQTo1Th/aRzmt6A+FkX1FJhwqrYNOo8LckW132fgydoy4V6GfjdKS/x7FxkY4nSJU7XRCfrUlH+uOVMKgVWH+JaOgUgmYMiAGWA5syqnq8LGBoLzWgoo6CwQBGJLQ84WRcanRePbCkXjw2914ZcUhDEkIxdkjOn/92nC0EiazHbGhOkxIi8bR8np8gXzs8cPcKCJ/sa/IhOoGG0L1Grxz7Thc8MY6HC6rw1M/7ccrV4zp9PGfufLjZg6J69b177jUaIxLbd1BvOpgGXbl12Dt4XLuafgI+f0jIBW9cirqsfZwBbYeq2JhxEdwlBa1steVLzL8BDcHHzx7KDY9MguXdvDmv7vG9ouCIADHKhtQVmt22/NSz5DbSQFg8Y5CvLf2aKePWbpXOmF1xrCEDltQm0uJDsYN09Lx6U2TcOfpAwEAK7PKTmDF1BUVdRalcPrr/hIcKatr975Hy+uUf9O/TktHRmI4nKKUI/OfpQdQUN2IftHBePPqsW2OTeuuMa5xe0fK6vCtK/T44i7Oso8LMyhjmT5lUBoOl9WhoLoReo0K0/10Zv5tMwYAAL7fWaicULY5nHjgm11KUUSjErDxaBVWHyz32Dq9iTJGqxc2pXzd8KQIZPaLhM0h4n9b8/Gpa97wBWOSOu1onOPafPtlj3+M05LHGs7OiENEkP91c45IDocgSJ0OlXXdD2ylluTX4+RI/yiuJoQboFYJsDlElLUT6FtsbMSzP0sbKg+cOQRprm79UX0jEaRVo6reikNltb22Zm90oET6/ZMWE9JrnYiXT0jBX6alAQDu+2qXMma6I0td43fOGp4AtUrAKNdILgawE3mvNa5ukSkDYhCs02D+paOgEqTrF7mDvj2NVge+2SaFrh+fH3eiTh0kvfdqPt6LvNvPe4qxu8CIEJ0ad88ahPGugteWY9UeXhl1FQsj1Ip84XeiJxXVKgFx4e5t+4sI0mKIa9zJtmYvMKIo4kCJCf/bmg+T2ebWr0knptRkxm/7pYuI66ZIFwjPLT2A3w+0X7BwOkUs3Su9mZjbwRitjszKkE6erz1cDovdcULPQR1bd6TpAk0UgXc6yGh4d81RiKK0GfbkecOw9J5T8OdDp+Nf5w/H9IGxGJoQhvevH9+lFuWuiAnVI9U1UqmizopwgwYzM7rejTBvstT6/N2OQtR247VkR141tuf510XPCtebgKkDYhCk888w+jEpkZg6IAZ2p4j31x5Fo9WBWz/ZhsXbC6FWCXjxstG4cXo6AOC5pVk9PiPWanfi+53d+97rbXJhhCefuuaaSdLvv0UbjmGZ6/dbV940nz40DnqNCscqG3CgxLc3Q+0OJ77fWQQAuDjT/8ZoAdLoNHns7G6eCj8pdRY7jI3Sa6C/dIxo1CokuN4TFdY0tLpdFEU8ungPai12jEmJxF+mpSu36TQqJWdkY3Zg54w0/f7p3cL8Y3MzMH1gLBptDty8aGuHxU+7w4lfXWO05O64IQlh0GlUMDbakFvZ+t+fiDxvraswIhckMvtF4aZT+gMAHl2yR/m91JYfdxfBZLYjJTqow8zc7jhlkPQ8fx6p6HbGEfU+i92B+b9K+WC3nTYAsaF6THD97ua0G9/Bwgi1IIoi9haeXMdIT5mQJlVe12dXYt2RCvzzh304Zf7vOHvBWjz4zW48tmSvh1dIAPDl5nw4nCImpEXhX+cPx1UTUyCKwN1f7Gi3w2BHfjVKTRaE6jWYPujETqiPSIpAXJge9VYHNufwl1BPWHNIKoxM6R8DQArULWojULTEaMa3rpnyt7tO5gPSiJ3rp6bh05smYdm9pyqhlO6S6eoaAYBzRydBr+n6pv6U/jEY0CcEDVYHvnOdcO5MQXUDLn9nA658dyMq/Oik8CpX19WsjJ4bo+UN5O/NLzfn4+r3N2LVgTLoNSq8e+04XDquL+6YMRARQVocKm3qQuopC1Ycwj1f7sR/lh7o0a9zMrJK5Pnu3nVt4K3OGZWIyGAtSk0W2BwiRqdEdunASaheg9Ncb66XdjP809usPVKBijoLokN0OG2IezYMvJEyTiufhZGTIY/RigjSIlTvP9OeO8oZ2ZRThd8PlkOnVuGFS0dBfdy4rMmu661AD2A/IOeL9HDw+vE0ahXeuDoTaTHBKKxpxO2fbYfV7mzzvptyqlDdYENUsBaT0qX3rFq1CsNcvzNZOCXyPvUWO7blSgfc5IIEANx/xmCkx4ag1GTBc79ktfv4z1xTMq6emNrq9ftEZfaLRIhO6hbcX9x5pxp51mcb85Bf1Yi4MD1uPEU63DCmXyTUKgFFRrPSCUvejYURaqHYaEZ1gw1qleD2TcuTJZ+a+mRjLua9vwkfrT+mjHsBgJ93F+FYRb0nl+jXTGYbHvxml3LytS12hxNfbJZGhlwzORWCIOBf54/AhLQo1FrsuHnRVhgbbC3uvzmnCq+uPAJA6i7ozmZ2cyqVgJlDpQ4BjtNyP1EUlRM1d80ciMn9o2FziPjgz5xW9/3vuhzYHCImprU9O7WnZPaLUv67q2O0ZIIgYJ7rhPenG/O6NPLg/bXS31MK2+y41dpXVNVblQ4Y+efJX00fGIsRyeFotDmwI68G4QYNPr1pklIQigjW4m8zpRF9Ly0/iEZrz3SimW0O5XXz132lXnk6zOEUcdA1ymRoL5/Y9VUGrRqXNRspes2krgVyAk2njX9xjSP0VUtcWWPnjUp0y8hEbyWPy9lTWOPZhfg4uaMi2U+C12Vy90tbmyPK6M+xyRjUxvuuKQOkwoicMxKo5M3BoR4ozEcG6/D+9eMRqtdgc04VHv9uT5v/Fr80G6PVPKNTGaeVX9Mr6yWirtuUUwmbQ0RKdJAyeQCQruGev2QUAODLLfn4ZltBq/eGe1w5mjq1CpePd19XrFatwhRX3qo85ou8k7HRhtdXHQYgFdPkUY/BOg1GuA6Zs2vEN/jvuxQ6IXJ+wKC4UBi03jVCZUr/GKUIEhuqw+Xj++Lda8dhx5Nn4PQhfeAUgXe7kGVBJ2bB8sP439YC3PPlTuS0U4BaeaAMJSYzYkJ0OHuENBJLp1Fh4TXjkBwZhJyKetz1xXYs3VOM+/+3ExOeXYHL39mANYekX/rnjU46qTXKG5orD5Rylq+bHSqtQ1mtBQatCuNSo3D7DGnD+IvNeaiutyr3MzbYlNMzt58+oM3n6inTBsa4irqhGJca1fkDjnPJuL4waFU4WFqLrbkdj8eqrLPgyy15yp+XdlAw9CWrD5bBKUpdAUl+tjl1PEEQcJcrmyguTI//3TZF6UyUXTslFX2jglBqsuC/61oXAd1h6d5iVLsKxhV1Fq8MaT1WWQ+zzQmDVoW0mBBPL8dnzJuUCp1ahdhQfbd+v83MiINOrcKRsjocLvXNcVq1Zht+2y8Vdi4e659jtGTyxucu5gicFH8LXpfJhZ7C4zpGGq0OJYutvZ+RkckRCNapUdNg8/nReifqk425OFBSC5XQ9LPW2wbGheH1qzIhCMD/thbgvv/tbNE54nCKyhitOSNbhrQrHWVe+LudKNDJ0xBOGdQHgtCy42NiejRumJoGAHjg61247r+bW+yByJmqc0YmICZU79Z1nTrYlTNyiDkj3mzh6mxUN9gwKC60Vb7y+DQ5Z4SFEV/AwghBFEUcKavFwtXZmL9MGuMxPMkzF54diQs34Me/TceSO6Zi86OzMf/S0ThzeAKCdRplk/abrQUoMzGc/XjltRbMfGk1Hv529wk9Pq+yAZ9sPAYAsNideOjb3W2elpIvEC4bn9Ki8yM2VI93rxuHIK0aaw9X4PbPtmPx9kJUN9gQEaTFRZnJePfacSd9Qn3awBjoNCrkVzXicAfB4NR9crfIpPQYGLRqnDooFsMSw9FgdWDRhqbA8k82HkO91YGhCWGY4aZZq101MC4MP9w1DZ/eOKnVxW1XRARpcb5r8/K/bXTCNPfx+mMw25xIiZY2PNZnV7YoEPmqla4soNndyGfxZWePSMQXN0/GL/ecgqFtjOjQa9T4x1lDAEgXvz0RrvzpRqnApnOdMF3ZQR6Tp8hjTIYkhLttVEAgSIsNUa5bunPYJNygxSmusZK/7Gm7a+Tj9ccw6p+/YtUB7+xWW7q3BGabE/37hHhsM7O3DEuMgFoloLzWglKT/4xV7G3yqCl/6xjp207HyPKsUtRZ7OgbFYTx7Rzm0KpVSsE+EMdpbciuxL9+2AcAeOCsIYh3c4Zld5w+NA4LrhgDjUrA9zuLcNOirWiw2gFIG18VdVZEBGkx1dXlI5Nf//YWGns8r4yIuuf4fJHjPXZOBu6ZNQg6jQprD1fgrFfW4OXlh1BWa8b3u6SuWHeFrjcnj/XamlulvM6Q93A6RXy1JU85NPfwnKEtOgUBNMsZ8a8sUn/FwkiAsjuc2Hi0Es/8tB+nv7gas19eg+eXHcDhsjqoBODM4d45W35wfBgy+0VBddzGzIS0KIxLjYLV4cR/1x3zzOK82Kcbc3G0vB5fbsnH0fLuFwxe+O0gbA4RY1IiEaxTY3NOFT7dlNviPjkV9Vh7uAKCAMxrY2TI8KQIvHLFaOjUKqTFBOPmU9Lx5S2Tse3x2XjlijE4c3jCCW1mNxes0yhvSDhOy73WHJZP1EgXjoIgKBkNH63PQYPVjkarAx+6fv5unzHgpP89T8TwpAjEncQb5xumpkMQpE299jYc6yx2fOwqBj06JwPDEsPhcIpYvt87Nyi7ymp3Ys1B6Q2Cv4/Ram7KgBjEdnDS67xRSRiZHIE6ix2vrzri1q+dVWzCttxqaFQC7jtjMABgZZb3fR8pwbcJHKPVXUMSwpASHdz5HY8jnzpuqxvt9wNl+OeP+2Ay2/GfpQe8csSOPEbrkrF9PfK7oDcF6dQYFBcKANhVUNPqdqdTxLbcatgcbWcTeFqxsRHFRs/PwC5wFQ76+lvHSFTbGSOLXVlsF2cmt3pf05ySM9JBAPuh0toWo2r9QX5VA+74bBvsThHnj07C7af1bhdyWy4Yk4z3rx+PIK0aaw6V4+r3NqG63qrkQZ0xLL7V2MABfUIRrFOjweo4ofdg5F1EUcTO/BqvfT2nJo1WB7Yeq4LZ1vYo3MKaRmSX10MlQBlddTytWoX7zhiMX+89FacMioXV4cRrKw/j9BdWw2xzYkh8WLuF7ZORFhOMvlFBsDlEbDrKjgNvsr/IhEvfXo+Hvt0Dq92J04f0afN9szxO/KAbfz8XVDcgv6rBLc9FLbEwEkBqzTb8vLsY9321E+OeWYEr392I9//MwbHKBujUKswY0gfPXDgC6x6eibOGJ3h6ud0iCIJywfzZxlyYzP715uBk2BzOFiN/PtuU18G9W9uVX4MfdxVBEIBnLxqBh+cMBQD8Z+mBFi/Mn7sKJacN7tPuJtDZIxKx76mz8PsDM/DYOcMwuX9Mq+r6yZLHaXnrKVpfZLY5sMl1UvHUZl0gc0YkIDUmGNUNNny1JR9fb8tHZb0VKdFBOOe4UQK+YlhSOG6cJgWnPbp4b5uvJV9uzoOx0Yb+sSE4c3gC5o6UXi9/8fFxWluPVaHWYkdsqA6jXaMfSMovemSu9Lr36cZct2ZZyV12Zw1PwOXj+0IQpJGWJUbv6nxUCiMMXu81Z2TEQ6MScKCkFtnNNtOOlNXi7i92QJ7YdKi0Dr8f9K6DAP/bmq+cbr9gzMmNyPQV8mvmnoKW43JEUcTj3+/FJQvX4+Fv93hgZR2rNdtwzmt/Yu6raz1+7SyPmvK7wkizUVryqLWyWjPWug6cXNTJqDk5Z2RzTmWbHQc/7CrCma+swakv/I7PN+V5ZaG0u+osdtz08VZUN9gwMjkC8y8d5TUF1hlD4vDZzZMQGazFzvwaXPr2evzs6uyTrwebU6sEjEhqGrdHvu2NVUdw4Zvr8O8OArnJc8pqzfhqSx5u+ngrMp/+DZe+vQG3frKtzTGXf7q6RcakRCIiSNvh86bHhmDRXyfirXljkRBuQL0rd/Cayf165LVJEASla4Q5I96h1mzDUz/ux7mvr8X2vBqE6NR4/JwMvHvd+Da/B/qE6ZEeGwJRhJLfeTLyqxpw9oK1OPOVNdjL0Yxux8KInyusacSiDcdw7QebMPbp5bjz8+1YsqMQxkYbooK1uGRsX7x9zVhsf/IMfPSXibhmcioSI3zzDcnMoXEYHB+KWotd2Ww6ntXuxHtrjmL9kcCZ17gyqxSlJgs0rtNo32wraPfkxPFEUVQu/C7KTMbwpAhcMykVE9Oi0WB14JHFeyCKIsw2B752BUheM6njdlKtWtWjb27kiv223Gq/GG3kDbYeq4bF7kR8uF45FQsAGrUKt5zaHwDw3pqjeHeNlPFzy6kD3F7w6k1/P3MI0mKCUWIy47nj3vhY7A6858oyuvW0/lCrBOVk97ojFT59YlMe4XT6kLgOT68GoqkDYnH6kD6wO0X8Z+mBLuUI7Mirxntrjrb7eltnseO7HdKp+nmT+yEmVI/MlEgAUk6SN5Fn27Mw0nsigrWYNlA6wbjMlUNgbLDhpo+3otZix8S0aNw4XSrivrU62yuyLURRxNt/ZOPBb6SxnddNSUXfqO53y/iikUrOSE2Lz3+yMRefuw6kfLu9wOsObSzdW4KqeiuqG2zKqXdPkUdNJUf61/eMnNfVaHMoeVI/7CyCwyl1YqfHdpzbNCIpHKF6DUxmu1KklpXXWvDk93sBSCGwjy7Zg4sWrvfpTROnU8T9X+3EwdJa9AnT473rxntd7uXYflH4+tYpSIwwILu8HhV1FoTpNcpr9vHkcVp72ugoI99RZjLjrdXZAKSDhuW13R+daDLb8NPuIry28nCLQw90cr7fWYgL31yHic+uxEPf7sGKrFKYbVJXzx+HypV9iuaapiF0bfSzIAiYOzIRK/5+Gu48fQCuGJ+CS8eluO8vcRx5vJdcRKcTs7fQiIWrs9Fo7Xz/q6LOgpd/O4gnv9/b4uOJ7/Zi1kt/4L/rcuAUgXNc3wc3ndK/VZdgc3I30cnmjIiiiIcX70adxY5GmwM3L9p6Qq8/1D7f3bmiNomiiD0FRry8/BDmvroW0/6zCk9+vw9rD1fA5hDRv08Ibj21P76+bQq2Pn4GXrp8NM4ekYhQvcbTSz9pKpWA21xdI//9M6fVZlS9xY4bP96CZ3/Jwq2fbPP4ybjeIs+vv/GUdCRHBsHYaMOPu4q69NjfD5ZhU04VdBoV/n6mNGdfpRLw/KWjoNeo8OeRCvxvaz5+3l2MmgYbkiODcLqHR/AkRwYhIzEcThFYfci7TtH6Knn+alvBdJeM7YvYUD2KjGYUVDciNlSHy8b5dtBukE6N5y8ZBQD4YnM+/mx2Qfr9jiKUmiyID9fjwsxkANKYhCHxYbA5RKzwwjFIXSGKojLCaVaA5It018NzMqASgGX7SvDk9/s6nBX+0+4iXP7OBjz7SxYe+HpXm5vWS3YUot7qwIA+IZjiGpWidLx50SjAnfk1KKxphEqQxkJR71G60fYUw+5w4q4vtuNYZQOSI4Ow8JqxuPXU/tBpVNiWW40tHp5h7HRKByn+s1TKqrv1tP741/nDPbqm3qR0jBQ2BbCvP1KBf/24HwAw1PWz014noqfI45wA4FvX+DNPMNscypt8fwtfN2jVyrhGuStmyQ551Fxyp4/XqFXKrPKNx+WM/POHfahpsGFYYjieOHcYQvUa7Mqvwflv/Il//rDPq77XuuqVFYfw2/5S6DQqvHvtOCREeC5XpCOD4sPwze1TMaCPVNg6Y3h8i3zF5poKp75bsCLglRWH0ejaX7DanfhwXcd5hLKC6gZ8vF46qDru6eW46/MdeHn5IZy9YA1e/PVglzZsqX0782twz5c7sTO/BgAwum8E/n7GYCy95xQ84pp08fRP+1HaLIfW4RSxznVQVg4676pQvQb/OGsonr90FIJ0PVe0nTogFioBOFJWh6Iaz4+79EVOp4g7P9+O55cdwD++afv9mMxsc+AvH27Ba6uOYNGG3BYfn2zMRVmtBWkxwVj014l4c97YLh0mn+CmAPavtuRj3ZFKGLTSSPpioxm3fboNFjtfO9yFhRE/8t8/czDluVU4740/8drKw9hfbIJKACamRePRuUOx8u+nYdXfZ+CRuRmYkBbtlwGq541OQnJkECrqrC1OBlTVW3H1+5uUinutxa6c4OuuUpMZV7+3sd2uFG+SU1GPP49IuR/XTErF1a7sj0+78He3O5x47hdpg+Mv09JahGGmx4bgAVeh5JmfspROgasn9fOK76tZruLMCi/aXPRlx+eLNGfQqpVTywDwl2npXney70RM6h+D66ZI3U8PL96NeosdDqeIt9dIJ8Vumt6/xRvgOa4NzLbyAHzBgZJaZazi9C6enAo0QxLC8NQFIyAI0inwu7/c0eYF6Scbc/G3L3bA5pAuvn/aXaycMJSJoojPXL9D5k1KVQqOclHqzyMVXvFGWRRFpWvqosy+nY4aIPc6Y1gC1CoB+4pMuOfLnVh7uAJBWjXeu248YkL1iAs34FJXIXrhavfm33SHzeHEA9/swntrpU2iR+cOxSNzMrxm9E1vGJIQBp1ahZoGG/KrGpFbWY87Pt8Oh1PExZnJWHLHNKTHhrTZiegpBdUN2OiaXS4IwOacKo/Nrpa7RYK0akQF+9/rTLISwN6AgyW12FdkglYt4NxRXRs1J4/Tap4zsnRPMX7eUwyNSsALl43CjdPTsfLvp+G80UlwisBH649h1kt/4ECJqb2n9To/7ipSsryeu2gkMvu5f3a/OyVHBuHb26fi6QuG49G5Ge3eTy6c7i82MZviBJXVmnHdfzfjqR/3w9h4YgW/o+V1OPf1tTh1/u+tPq56d2OHo1KPlNXiK9doarlb/pMNHY/vrmmw4vJ3NmD687/j/35oOqg6oE8IJqZHw+YQ8cbvR3DGK394Zb6cL2h+nXrW8HhsenQWvr9rOv42axAyEsNx0yn9MTolErVmOx5bskfZGN9baERNgw1heo3Xjg+OCNZitKuT/E92jZyQtUcqkFspXde09X5MJooi/vHNbuwpNCIqWIu7Zw7E3bMGtfh49qIRWHbvqS3GindmvOtQw658Y5cnthyv2NiIZ3+WvscfOHMI/nvDBIQZNNiWW43Hl+z1io5xf8DCiB9xiiJKTGYE69SYMyIBL102GlsfPwP/u20Kbjl1AAb0Ce38SXycttlon3fXZMPucKKwphGXvb0eu/JrEBmsxV+mpQEAPmijq6Qrnl92AOuzK/Hsz1mo8vJRTfLG2wxX7scVE1KgVQvYlV/TaZv9N9sKcLisDpHBWtwxY2Cr2/86PV260LDYcbC0Flq1gMvH91w7aXfMdG0urjlYzjcgXdBodaDOYm/ztrJaszK6YXo7IwLmTe6HuDA9+oTpcc3kjkep+ZIHzx6K5MggFFQ34oVfD2L5/hIcLa9HRJAWV7mKjLK5rnFaaw5VoNbHTmjWmm24+4sdAKQMGX/oIOwp10xOxetXZUKrFvDz7mLc+NFW5WdHFEUsWHEIT3y3F6IozR1++sIRAIAXfj2I3/aVKM+zNbcaB0pqYdCqcEmzDqsh8WFIjgyCxe7E+mzPvwladaB51+BgTy8n4ESH6JRuop9dY45evnw0hiU1jTS75ZT+UAnA7wfLW43Z6Q2NVgdu/WQbFm8vhFol4MXLRuOWUz0fktzbdBoVMhKlrpD12RW46eOtqGmwYXRKJP598cgOOxE95fudUvfw5P7RmOraeP9+p2e6Rt50bYYPSwr3y4Ja38imAPbFO6SDWzOGxCEqRNelx0/pL11/bc6pgt3hRHW9FU+4RmjdPmMAhrsyLOLDDXj9qkx8dtMk9I8NQXmtBfd/tcsnroX3Fhrxj292AZA2ni/xke7jyGAdrp2SpnQFtSU1JhjhBg2sdicOukZTUve89Xs21hwqx3/X5WDWS3/gux2F3d4QfGn5IewtNCGvqqHVx4ajlbhp0dZ2r+H/s/QgnCJw5rB4PHz2UAyMC+30oOVTP+7H5pwq6aBqejQem5uBVX8/DSv/PgNf3TIZb18zDkkRBhRUN+LGj7fi5kVbUVDNYOXuaH6d+n/nDUd8eMsOM7VKwAuXjoJWLWBFVhl+cE3NkKchTB3o/rxTd+osZ8TmcJ7whnsgkA8yy6PAj38/JntrdTZ+3FUEjUrAwmvG4f4zh+D+Mwa3+Jg3KbXbhz/TY0MQE6KD1eE8oRGXoiji0cV7UGuxI7NfJP4yLR39+4TijavHQiUAX28rwIfrjnX7eak1730VoG47b3QSPvzLBGx/4gwsvGYcLhnXF9FdvOD2J5ePT0F0iA75VY14fdURXLpwPbLL65EYYcA3t03BI3MykBhhQHmtBYu7OTZgX5FRaX9vtDnw8fpjPfA3cI8WuR+uzerYUD3OHiFt4HbU8dJgtePl5YcAAHedPrDNU8LyhYbOdTFx1vAE9Alr/01BbxrTNxIxITrUWuwn3bror0qMZny2KRd/+XAzRj/1G6Y+t7LNN2tym/GI5HDEtPOmL9ygxW/3nYrl953qVyfKQ/Ua/OeSkQCkk5dP/ySd1rh+Smqr4sGguFAM6BMCq8OJVQd8p1PJ6RRx31c7cbisDnFhejx70QhPL8nrnTsqCR/eMBHBOjX+PFKBq9/biLJaM578fh8WrDgMALh39iA8fcEIXDs5Vek8uu+rncrPmPz6e/7opBY/M4IgKF0jKz38fWR3OJWxSH+dlq7MyafeNadZmO+9swcpmUaytNgQpTD79h9tn4TrKcYGG675YBNWHSiD3jX25lIf2czsCfK4nP/7YR8Ol9UhPlyPd68dp7yRnpgejetdrwcPfSt1InqKKIrKGK2LM/viokzp323x9u5vNp6sVQdKsXhHIVQC8Pg57Z+692Vyx0h+VQO+3yFtzHVljJZsWFI4wgwa1Frs2F9swlM/7UdFnRWD4kJx18zWh5emDYzFV7dOQWSwFvuLTXinl18buqu81oKbF22F2ebEaYP74KGzh3p6SW4lCAJGNRu3R91TWWfBl65ujYRwAyrqLLj3q5246r2NOFLWtUJTTkW9kqO0cN5YfHv7VOXj85snIT5cjyNldbjny52tRqVuOlqJFVmlUKsEPHj20Bbju9s7aNn8de3r26bif7dOwc2n9kd/10FVQRBw9ogELL//NNx6Wn9oVAKW7y/F7Jf/wFurj8Bq9/5ipqd19Tp1cHwY7p45CID0+7m81tLtfBFPkXNG/jxS0er7cm+hEdP+swozX1zNglobimoalU6st+aNbfP9GAAs31+KF387CAD41wXDMdl1IMkdBEFQukZOZOTtkh2F+P1gOXRqFV64dJQymeW0wX2ULsVnft6PNYfaLpxR17Ew4kfiww04fUicX4yxORlBOjX+MjUNAPDqysMoNpoxoE8Ivr19KgbGhUGnUeGmU6SuknfWZHc4J/54Uugu0C9aCob8eMMxj76x7chPu4thbJRyP2YMacoMuMZ10v37nUXttv9+sDYHZbUWpEQH4dop7XcADI4Pwz/PH47+sSFtvjHzFJVKULJOVnZjnNbughpsOm5+sz8xmW14feVhnP/Gn5j83Eo8tmQvfj9YDqvdCZPZjpsWbWkVWL/2UNcuHCODdYgM9r9C7CmD+uAKVydUYU0jDFoVrne9vjQnB/IBUh6Ar3hp+UGsyCqTZnlfN77VSStq2/RBsfji5smIDtFhd4ERp81fjU825kIQgKcvGI57Zw9WTj0/ce4wTOkfg3qrAzct2oIjZXVYukc6rdRWh9VM12vXqqwyj7ZHN+8avH1G4HUAeItzRyVhdEok5k3qp7yxP568QfPjriLkVfbOm+MSoxmXv7MB23KrEW7Q4LObJikZOYFK3vi02J2ufITWr6lyJ2JhTSPmLzvQI+uw2p1YtrcYJUZzu/fZU2hEdnk99BoV5oxMwNkjEhCkVeNoRX2v5iCYzDY8uljqfLjplP5ePzrpRPV1FUZ+2l2MEpMZEUHabmXyqVUCJqVLs8rnLzuIJa4N1/mXjmo316JPmB7/PE/K+Xlt5REcKvXOTgWL3YHbPt2GYqMZ/fuE4LWrMr1iLK+7yYXT3Qxg77aP1x+D2ebEyOQI/PHgDPzjrCHQa1TYeLQKc15di+eXHei0K+rdNUfhFKVrrDkjEzEuNUr5mDogFu9eOx56jQqrDpQpm6SAVET+t2vz/coJKRjoOnl+/ugkJLVz0LL569qN09MxLrX917UQvQaPzMnAL/ecgonp0TDbnJi/7CDmvLrGKzqHvVl3rlNvmzEAwxLDUdNgw0Pf7sb2XGmT+lQvL4yMTolEmF6DmgYb9hU1/W5ef6QCV767EWW1FhQZzbhl0TY0WL1zT8pTvtycB6cITEqPxqD4sFbvx6rrrThUWot7v9wBUQSunZyKeZPcP/lCzhnZ2sZhXYdTxE+7i7DpaCXsx72GldWalZy6e2YPwsC4ljmPN05Px6Xj+sIpAnd9vh05HYwCpM6xMEJ+6bopaQhxhWGNSYnEN7dNbXGK4MoJKYgM1iK3sqHLmQBrDpVj7eEKaNUCFv11ItJiglHTYMOXW/J75O9wsuQTycfnfkxMj8bg+FA02hxY3CyHRfb9zkK8ulI69fyPs4a2+4ZLdvWkflj1wAwMTQjv8H69Tc4Z6crpfWnUwE6c/8Y6XPHuRr+sulvsUqDYS8sPYXeBEYIAZPaLxD/OGoJvb5+KlOgg5Fc14o7PtitvLkRRVE7UePuFY0969JwMxIdL3TJXTujXbufMHFc31uqD5V5bMG3u+52FePN36RTp85eMxBjXHFvqmtEpkfj6tilIjgxCo80BrVrA61dl4topaS3up1Wr8Na8scrP2EVvrYPV4cSovhHKRmpzk/vHIFinRonJjH1FnpkN37xr8G8zB/lVJ5iviQjS4vs7p+HZi0ZC1c5m4YjkCJw6uA+cIvDe2qM9vqaj5XW4ZOF6HCytRXy4Hl/fNhXjXW/8Alnz19D5l4xSZoM3F6LXKCO1Pt6Qi8057u1q3ZBdibmvrcVtn27H5e9saHejRN7IO3N4AsIMWoTqNThreLzrttbXhj3luV+yUGIyIz02BPef4b/j+uScvkrX4ZNzRyV2en19PPkU65+uTt6uFJIuGJOEWUPjYHU48Y9vdrfaePE0URTx+JK92JZbjTCDBu9fN95vf9+MVgoj7BjpjjqLHR9vkN7T3jFjAPQaNe48fSBW3H8aZmfEweYQsXB1Nl749WC7z1FmMuNb13ve9jbQR6dEYv6l0mvzwtXZyljBX/aUYFd+DYJ1atwzu+lwQkcHLZu/rv3dlcnZmcHxYfjqlsl4+fLRiA3VIbu8Hle/twn3frkDZbXtF7kDVXevU7VqFeZfOgoalYBVB8pgd4pIjQlGv5jg3ljuCdOqVUrGlJyVu3RPMW74cAvqLHZMTI9GbKgO+4tNeODrjsPFA4nN4VT26ORDaMe/H7v102246eOtqLc6MLl/NJ48b1iPrEW+Pt6aWw1ns9cJi92Bu7/Ygbs+34Er3t2I8c+uwP1f7cQve4pRZ7Hjie/2wthow4jkcCUqoDlBEPDsRSMwtl8kTGY7bvtkm9f9jvclLIyQX4oI1mLBlZm4fcYAfHbTpFYzfEP0Glzv2rxauDq7018iDqeI51ynRa6bkoa02BDc6jqh+f7ao17X7rq30Iid+TXQqgVcMaFl7ocgCMoviE835bX4u3+4Lgf3fLkTdqeIC8Yk4dzjRnb4klMG94FWLSCnoh7Z5XVt3sfhFLFowzHMfGk1Fu9oOu3zyOI97WZu+KLj33j+5+KR2PToLCy5YxruPH0gxqVG4f3rJiBEp8aGo5V4ynU64UBJLSrqLAjWqTE2NdKzfwkPigjS4v3rJuCGqWm4b3b7GzcZiWFIiwmGxe7947R2F9TgwW92AwBuPa2/MkaFumdAn1B8e/tU3DQ9HZ/dNLndIN2oEJ3yM1Zrll5brmnnVJJBq1byfDz1fdS8a/Cayf06fwB53O2ua5L/bc1Hea2lx77O7oIaXPr2BhTWNCI9NgTf3DYVQxLCOn9gABgcH4bH5mbghUtH4cLM9sckTR8Uiytd12YPfrOrS4Hny/eX4oGvd+H9tUeRW9n6VGBZrRn3KaNlpGuevKoGvPjroVb3tTmc+NE1Z/3iZuOcLhor/R74cVdRr1zX/nm4Al9sljYunr9klF93vMujtGQXd2OMlqz5eI+uFpKkjZORCDNosCu/Bv9dl9Ptr9uTPlx3DF9vK4BKAN64eqwyZsgfjXQdhDhYUstMgG74cnMejI029I8NwZnDm0ZLpkQH4/3rJ+DFy0YDkN6P78yvafM5PliXA6vDifGpUcrp7bZcMCZZKZw8+M1ubMutwvxfpff/t546AHFhLTsAr5zY+qDlybyuCYKAi8f2xcr7Z+DayakQBOC7nUWY9eIfeH7ZAWzPa7mxGsjeP4Hr1BHJES0KY6cMajs709uc4gr7XnOoHJ9tysUdn2+H1eHEnBEJWPTXiVh4zTho1QJ+2VOC11Ye8fBqvcPy/aUoq7UgNlSPs5q9bjR/P7Y5pwp5VQ1IiQ7CW/PGQdtDWTPDk8Jh0KpgbLThiGtPqs5ix18/2oKf9xRDqxYQGaxFTYMNi3cU4o7PtiPzqd/w675SaFQC5l8yut216TVqvH3tOAxNCMNj52R4dV6Ot+P/OfJbZwyLx0NnD0VIO0HCN0xNQ5BWjX1FJqUC357vdhQiq9iEMIMGd50ujYy6eGwy4sL0KDaaPRZW2Z7PNkkna84ekdhmGOBFmckI1qlxpKwOm3KqIIoiXvrtoNKud/2UVLxy+Zh2T6f6glC9RnkTuaqNcVq78mtw4Zvr8OT3+1BrtmNkcgS+uHky+kb17IgLT/hvszeeb149FldO7Nfq4n5IQhgWXJkJQQA+2ZiLTzfmKsF0k/vHdPtko78Z2TcC/zx/OCKC2z+RJAiCMv+/q51onlBmklquLXYnTh/SBw+e5V+zvHtbQoQBj587DBPTOz4x3/xnLDpEh/NGt11EAdCUM+KajdubKuosSlZFV7oGyTtM7h+N0SmRsNid+Gh9z2x+rjtSgave3YiqeitGJkfg69umICXau09b9rabT+2Py8andHq/R8/JQEK4AccqGzD75T/wxqrDsNhbb5bmVzXgpo+34OZFW/HNtgI883MWTnthNc54Wdoo25ZbjUUbjmHWS39gyY5CCII0DuK1qzIBAB+uz8G23JZdKWsOlaOy3orYUD1OGdi0MTRtQAz6hOlR3WDDHz3cOVtvsePhxVJx/vopqZ2+fvq65GZd66kxwRh7AiPDhiWGIyHcAEHo3oZrQoQBT5wjnYR96bdDONrOYaHetuZQOZ75WXrf8ejcDJw22L87k5MiDIgN1cHuFJFV7JluUF9jsTuULshbT+vf5oi1S8f1xYVjkuAUpULz8a+jxkYbPtso5ZN0ZSzoA2cOwayhcbDYnbjy3Y3IrWxAnzA9bjolvdV9g3Ua3OAar7twdbbbXtcigrV4+sIR+P7OaRjVNwK1FjsWrs7GxW+tx8R/r8BD3+zG8v2laLQGZoGtvNai5CZ19zr1rpkDMTheKsCeMSyhk3t7BzlnZPOxKjy2ZC9EUZrY8cbVY2HQqjEhLRrPXChlRL6y4hCWefF70N4iT065YkJf6DQtt7ybvx8L1qnx3nXjezSXWatWITNFzhmpQmWdBVe9uxHrjlQiRKfGhzdMxNbHZuOrWybj5lPSkRYTDJtDKoDecfpADEvqeCpLXJgBv9x9Ck7189+hPa3tHWOiABAVosNVE/vhv+tysHB1drsvJmabAy+5Zo3eefpApftEr1HjxunpeG7pAbz9RzYuGdvXKwoJJrMN37mCHeU8keOFGbS4YEwyvtich0UbjuH7nUX4YrN00fj3MwbjrpkDlfn4vmzW0DisPVyBZ3/Jwr+XZrW4TW6UCTNo8OBZQ3D1pFSoVQKev2QU5r2/CYs25OKckYmY5MYALk9Yc6gcz7reeD52zrAOf2meMSweD5w5BC/8ehD//GGfcsLRV07UeIO5IxKxcHU2fj9QjgarHcG6k/8163CK2JlfjeX7y7Aiq7TNDigBUgHr/84b3uHp7R151Xjo290oMUnZS6/66Sxvb3XGsHj8cOd0hBo0CNK1/0budFcu1K4CI8pqza0KmT3ptZWHUW91YFTfCJ/uGgw0giDg9tMG4LZPt2HR+lxclJncah7xyfh5dzHu+2onrA4npg2MwTvXjkdoOwdPqHPhBi2+uGUyHl28BxuOVuLF3w5h8fZCPHXBCEwfFAuL3YH31+bg9VWHYbY5oVEJuGx8X+RVNWDT0SocLqvD4bI6LFzdFKo9qm8EnrlwhDKib82hcnyzrQD/+GY3frn7FGUjXR6jdf7opBanCzVqFS4ck4T31uZg8fYCnDGs5zJjXvj1IAqqG5EcGYQH/Sxouy1hBi3CDRqYzHZclJl8QtfYKpWAr26djFqzHSOSI7r12MvG98WPu4uw9nAFHvp2N766ZYpH3rPUmm1Yc6gCK7JK8eu+EjhFaWP7xumtN539jSAIGJkcgd8PlmN3gdFv83Tc6fsdRSg1WRAfru+wC+//zhuOP49U4FBpHd5YdaTF+KpPN+aizmLHkPgw5dqqI2qVgAVXjsFFb61Xuu/umz243YOW109Jwzt/HMW+IhOu/WCTW1/XRvWNxJI7pmHp3mL8uq8Uqw+UoaLOiq+25uOrrfnQa1Q4ZVAsZmfEY2ZGXLeuFfOrGvD0T/uxp9CI+ZeO8voQ8uZO5jpVr1Hjq1umIKvYhKkDfeP9bWpMCPpFByPP1V1698yBuO+MwS1+j1wxoR+yimvx0fpjuO+rXegXHdLphrq/yi6vw/rsSqgE4KqJbe+FnTEsHr/cfQrCg7QtDi70lAlpUdhwtBK/7CnGB2tzcLSiHtEhOnz0lwnKNduk/jGY1D8Gj87NQHZ5PfKrGrp8YMAb9iB9Hd/RUEC76ZR0LNpwDBuOVmJHXnWbF6kfrT+GIqMZSREG5VSI7OpJ/fDG70eQXV6P5VmlLVr1PGXJ9kI02hwYHB/a4UmVayb3wxeb8/CLKwRYJQBPXziiR0KnPGXOyES8suIwjI02tDUt7aLMZDw6NwN9wpq6aqYNjMVVE1PwxeZ8PPTtbiy959QONzC92dHyOtz1+XY4ReCycX3x12lpnT7mjhkDcKCkFj/uKkKuK8TXly6WPW1Ecjj6RgWhoLoRqw6UtTtaqTN2hxO/HyzH8v0lWOV6I9QREcB612z5G6en455Zg1q8iatpsGL+rwfxxeY8iKLUsfD+9RMQbvDPWd7eTA5g7UhcuAGj+0ZgV4ERqw+U4/JmIxEdThF7C42oabS1elyQVo2x/SJPuJX6cGktPt8kFckfnjOUF9o+5sxh8RiZHIE9hUZc+vYGfHjDBLdsvn2yMRdPfi+dUpw7MgGvXDGGnURukB4bgs9vnoQfdhXh6Z+ycLSiHtd8sAlzRiTgYGktjpZLI7Mm94/G0xeMwKB4qdBlbLBh9aEyrMgqw+oDZVCrBfz9zCG4emLLTLknzhmGPw6V42h5PV5deRgPnT0UxkYblrs60doa53RRZl+8tzYHK7PKYGywddgleaI251Tho/XHAEidD+1tOPqbs4Yn4PeD5bi8Cx1F7UmNCTmhxwmCgOcuHomzXlmDLceq8d91ObhxenqnBZqyWjOKa8wYlhR+wmNGCmsasTKrFMv3l2Lj0UrlJCwgfW8/e9EIvziM1RWj+kbi94Pl2MUA9k45nCLeXiMVfm+a3r/D3zlRITo8dcEI3PHZdry1OhtnDU/AiOQImG0OfOgaH3fbjP5dvqYJM2jx/nXjccW7G5AQEYTLx7c/brb5QcvteTUA3Pu6plYJOHdUEs4dlQSr3Yktx6qwfL/081RY04gVWdLvAkDKuTpjWDxmZ8RjcHxomz9XFrsD7605itdXHYHFNTLxrx9twcuXj+mwk9lbZJfX4fPNJ3edGhWi85miiOzy8X3x2sojeHTuUNwwre1C8uPnZOBIWR3+PFKBmxdtxTMXjmj1/ydUr8aovpE9NjbKG8gdYjOHxqFvVPtdzRmJvVc4knNG1h2pBCB1kX5y48Q2x0cKgoCBcaEYGOe/oyW9kSB6MKHnzTffxAsvvICSkhKMHj0ar7/+OiZOnNjp40wmEyIiImA0GhEeHpiVUHKfB77ehW+2FeCs4fF459rxLW6rrrfi1Bd+R63ZjpcuG41LxrW+MHrh1wN48/dsjE6JxHd3TPXYxb3d4cQnG3Px0m+HUGex41/nD8f1xxVyjnfRW+uwI68GOrUKr145RhkD5E/MNocy0785vVbV7qawyWzDmS+vQYnJjJump+Pxc3smjKsnmcw2XPjmOhwtr8fYfpH44pbJXd7IarQ6cPk7G7Cn0IikCAPWPTwzYN60usO/f8nCu2uOQiUA41KjMDsjHrOHxWNAF2dnb8+rxuNL9mJ/s1ELYQYNTh8Sh9nD4jEhLQoaVcsLWmOjFS/8ehC/7pM2vBIjDHjy3GE4a3gCvt1egOeWHkCVK/T14rHJeGROy4IgeZ9XVxzGKysO4cxh8Vhw5RisPVyBFftLsepAmRLg25aMxHA8c+EIjEvt2oZ4TkU9VuwvxfKsUmw9VgWnKL2Z+O8NE9z1V6FeVFVvxV8+2oJd+TUI0kqzh090RI0oinh15WEsWHEYADBvUj88dcEIdpn1AGOjDa8sP4RFG45BHiEfG6rHE+dm4PzRSe3+DnY4RagEtHv7b/tKcMsn26BWCVhyx1TsKzLhkcV7MDg+FL/ee2qbjzt7wRocKKnFvy8aiavb6Tw+EfJ16su/HUKtxY4rJ6TgP64g+kDhdIoeLTh/suEYnvh+HwCgb1QQZmfE44xh8ZiYHg2tWgVRFHGotA4rXIUMObOh+TXIaYP7dBh07HSK2FtkdP1eKWs1Nqp/nxCckRGPWRnxGJcaFVCvJyuzSnHjx1sRrFPjgTOH4LopqZwJ345le4tx26fbEW7QYP0js7rUoXj7p9uwdG8JhiWG4/u7puHLLfl44ru9SI4Mwup/zOj2ZrDN4YRaEDr9mS02NuLU+b/D5hB77XVNFEUcLK1Vfs52HZevkhLt+vnOiMcE18/3n4cr8OT3e3G0Qiq6Tx0Qg3CDFsv2lUAQgH+dPxzXuTJYvY0oivh1Xwn+9f/t3Xd0lGX+/vFrJo2QQg819EBoggQCwVCECIiAiC4uuwiiKMgiyi629SeI69pWyoKy6FdFpSiCBXZZEQjFDShRWoQQIEBiTCCFkE7qzO+PmIFQAvOYZFLer3NyDpnG/Qw81zxzf+7y70idTc+tldep+YWWq5aFulJaTr7ufnuPbXDjtdiT59XNxfwi9XtluzJyC7Vyat+bmiVWGTJzC9RzwVZZrFKnpp76+KF+alav8lYDqK3sqRs4rDCybt06TZ48WStWrFC/fv20ZMkSrV+/XsePH5ePT9n/gSmMoDxFJ2UqZNG3klR8gXpZh2PUuQztPXVeXZp76z+PB1/z4j05M0/Br+9QXqFFnzzSX0EdLi29dDo5SzuikpSVV6h2jT3UoYmn2jX2KPfRcVd2pAa0aaBVDwfecBmfH2JStTT0pGYO6Viq3ZB2RCXqoQ9/lMkkff7YAEPrQTuCxWLVT/Hp+sc3xxUWnaLm9epo46zb7F6K52z6Rc3feFR33dJcd/eyf5PQ2iwuNUd/WntAEb+kl7q9fWMPhfw6kutanQEXsvP1xjdRtk0bves4696AVqW+1NzIjqhEzd90VHGpFyVJzbzr6FxGriTJz8dTfxvXvdQGrqi6jsSna/SyMDmbi7+UX74ZslcdZ/leYxRUXGqOMvOKC8G/7+urZ0b625Z/LFFkserAzxe0PTLx16XZSm/k3LNVPb31h97sHVGNZecVasbq/frfyRS5OJn05u962p3jRRarXtx0VKt+Xaf5iWF+ejLEjyJ5BTsSn67F206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"text/plain": "
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IgpDJz1Yfxh1P74DH64v+YAXD7J/MJh2mjygGQHZa8SK9l0ahIeJXjKhvQWkPCF5nMMXI2Z5B6bUS8mE5ZmajsObo7neqbkqvL0TwOgBUSYoR9TV7CIIgCIIgcolAVYAa9ylE6ghWjLBsQYIIhhojWUYRKUYIgogBnufx3Naz2HCsC6e6BjJ9OHHj9fFSgbvQpMMMsTFCAezxwRQB5ytG1LfhCAxeZ5QVGCRlwFFSjcQMOz/GVhYAANxeXnXrDilfpGB4Y4SFr/c7PdQ0IwiCIAiCUDCB6081KpiJ1EGKEUIu1BjJMshKiyCIWBhye+ESlSI9KrRJYgy4/Asfs0mH6SOpMZIILK+FKQKyQjFi0g/7/pRaMwDKGYkH1mwqLzCgyORXjagJlpdTkj/8vCg06lAonveUM0IQBEEQBKFcAlUBPSrMvCNSR7CLjhr3sUR6oMZIlsEaI8GyMYIgiFAESkrVvFhgxW+DVgOjTovpdUJj5Ez3AE19x0Fg+DqgbsWIPYRiBKCckUQItCerMAtNsy67us4NphgpDbLSAoDqIuE1dVDOCEEQBEEQhGJh9q4A0KOyIR0itbD9SoFBC4CstIjwUGMky8gWxci/97bgS8/spJsbQaSYwGuFGovejP6gQn6l2YiaIhN4HjhMAewxY3cGh68LhWKbwwO3yrJopDyM4MZIrdA8O9xmT/sxqR02gWU26VBRKJwbalOM9IWx0gKAahbATooRgiAIgiAIxTJMMaLivSyRfNhw3KiyfABkpUWEhxojWYakGBlyw+dTVxBqIE9tPoN1RzvxwvamTB8KQWQ1gZMTapYfB2diAJAC2MlOK3b8KgvhnlKcp4eGE36mtkUley2B4euA30rrWLsNXhXfLzOBLcCerFJSjKitMRLaSguAlD9DAewEQRAEQRDKxTYsY0RdexQitbD9Sn250BghxQgRDmqMZBms8OPjgX6Xeu1jWMHi33tbwPNUsCKIVGEd8i8g1awYYQqHQFUAC2A/SI2RmGEKHJa1oNVwKBEth9R2ntgcoRUj9eUFyDdo4XD7cKZ7IBOHplpsAY2zSrUqRgYiWGkVs8YIKUYIgiAIgiCUis1BVlpEaNhw3GhRMaK2PSyRPqgxkmWY9FoYdMI/q1XFHVE2kXyqa4D835PE6v2tFDJMnEe2WWmxQj4AzBgpZEiQYiR2/IHl/veTWQ71qmwaixXxg8PXtRoOk2sE1QjdZ2LDnzGiQ0WhcF6orjEirjMiKUbaKWOEIAiCIAhCsQQqRshKiwiE7VdGlxcAUJ/rAZE+qDGShag9Z8Tj9UkXMQB4a19rBo8mOzjWbsd9L+7Bt1/em+lDIRTGMCutAXUVNgPxh4X7i5zMSutUVz8GKIA9JvqDMkYAoIwpRlS2qAx1bjCm1grNM2oaxwbbhBaZ9AEZI+o6L9i1L3TGiBi+bqfGCEEQBEEQhFIZbqWl3r0skVw8Xh8GXV4AQH0ZWWkRkaHGSBYi5Yw41PnBD27orN7Xpuq8FCVwrm9Q/N+hDB8JoTQs2aIYcYrWPgGKkSqzCdVFRiGAnQrfMSFZkxn9zQRJMaKy8yQwKDyYKWJj5HArnR+xYA+wJ1NrxkhvJCstljFCihGCIAiCIAjFMix8XWVDOkTqCBy0lqy0Bl1k00+EhBojWUhgALsaYYXafIMWhUYdWixD+KSpL8NHpW5YZku/0wOnx5vhoyGURODkhNoK3oGwxU9hUPGb5YwcOEd2WrEQKsy+rFCdjRG/7dP5ihEWwH68w57WY1I7toBA+woVZozwPC9d+0JaaYkZI512Jw1mEARBEARBKBTbkL8A3u/0wOGmWgfh3//l6bWoEIe4XB4fhuj8IEJAjZEsRO1WWhbRpqW80IArp9UAIDutROkLKGSShJAIJLCB2jfoVm0R0B4mYHs6BbDHRX+I97NMpeHrdmd4xciEKqEx0mZ1qFZlmQkCM2jYZqOnXz1TWIMuL1xeH4DQipHKQiM4DvD4eHSr2GKQIAiCIAgimwlev6s5Z4Tneaw52IY397Rgx5letFiG4BHXq0RssPPCbNKhwKCFQSuUvvuoFkaE4PwqAaF61N8YEac48wy4dnYdXvvkHN7Z34aHr5kKnZZ6efEQGDTV0++SbEIIwjLkPze8Ph7WITdKQ3juKx1JMWIcPv0tKUaoMRITUqMpK6y0WBH/fGVAcZ4e1UVGdNicONHRj7n1pek+PNXB87ykKCoy6SUljsvrg23Ig+IQCgylwe6JBp0G+QbteT/XaTWoKDSiy+5Ep82JKjPdMwmCIAiCIJRGsEtKT78TI0ryMnQ0ibHjTC/uef6TYd/TajjUFJkwsboQv7xxpqRqJiIT2BjhOA4l+Xp02p3oG3Cp9vwgUkdMVeZHHnkE8+fPh9lsRlVVFa6//nocO3Zs2GMcDgfuvfdelJeXo7CwEDfddBM6OjqGPaapqQlXX3018vPzUVVVhe9973vweCgYN1kUiVOxqm+M5OuxeHw5ygsM6Blw4eNTPRk+MvUS2BnvU1lwMpFaghVEap2y6Q+jCpgREMA+6KL7jBw8Xr/MeJiVlgobI8OL+KFnQSZVC6qRk51kpyWHAZcXTFhmNulh0mul97arXx2ZHH0DwjlRmq8Hx3EhH1MjDhC0U84IQRAEQRCEIrFJw3HCWlTNOSPNYh6s2aTD6LJ86LUcvD4eLZYhbDjWhdX7yUVFLsFWykwhTrUwIhQxNUY2btyIe++9F9u2bcMHH3wAt9uNK664AgMDA9Jjvv3tb+Ptt9/Gq6++io0bN6K1tRU33nij9HOv14urr74aLpcLW7ZswbPPPotnnnkGDz/8cPJeVY6jdsUIu1iV5Bug02pw1YxaAMBbe+lGEC+BVlpqKmoSqSf4OqHW8yOclVZVkQlVZiN8PAVsy6Xf6W8gFRrV3RgJLuKHYmIVyxnpT9dhqRo2mafXcjDphWVkhRTAro5zg60zQtloMZiyst1GjRGCIAiCIAil4fH6pH3L2IoCAOrKvAuG7csvnlSJTd+/FEd/ugrb/2c5PjN3JACgxTKUycNTFf7agNgYKRD+l6y0iFDE1BhZs2YN7rjjDkybNg2zZs3CM888g6amJuzevRsAYLVa8eSTT+LRRx/FZZddhrlz5+Lpp5/Gli1bsG3bNgDA+++/j8OHD+P555/H7NmzsWrVKvz0pz/F448/DpdLHRtqpVMkNUbUOR3Nbggl4uu4dnYdAOD9Q+0UphUngZ1xNRU1idRjHfRPTgNAr0r99NmiOFSOBNlpxQZbSBp1Ghh0/mWCGhsjTC0SWMQPZlJ1IQAKYJdL4EaDqS3UFsAurzEivKYOaowQBEEQBEEojsBhLtYYUav7AeAfPmKDzloNh+oik5SZ2UqNEdnYHcPdJNia30KKESIECQU2WK1CkamsrAwAsHv3brjdbqxYsUJ6TENDA0aPHo2tW7cCALZu3YoZM2agurpaesyVV14Jm82GQ4cOhfw7TqcTNptt2BcRHnYhDfZbVAv+goXwOuaOLkVdsQl2pwcbjnVm8tBUCzVGiFB4vD7YxQXluEqhOKzWxWS4jBEAaKgVFAGnukgRIIfgCRsGa4z0DaonZDtUET+YiaKV1glSjMjCFsKarLKQKUbU0RhhFoJseiwUzEqLGiMEQRAEQRDKg+UI5hu0UvZGj0qGdEJhDWqMMOrETIxWC61J5RKcMVmSr74BPyJ9xN0Y8fl8+Na3voXFixdj+vTpAID29nYYDAaUlJQMe2x1dTXa29ulxwQ2RdjP2c9C8cgjj6C4uFj6GjVqVLyHnROo3UqLFSyKxYuXRsPhU7ME1chb+8hOKx4CJYPZejNotQxhZ2Nvpg9DVTBPVgAYUy5M2fSq1Jc1nJUWANSLr+1sz2Baj0mthFPfsMaI28tLDTWlwwYEQp0XjAlVQlOw3eZQ7X0znfgnsPybtkqzuhQj7D5YEkkxUsystNTxmgiCIAiCIHIJ/7COHuXiPkXNGSPBihFGXYmwJiXFiHyCMybZ0HVwvipBAAk0Ru69914cPHgQL730UjKPJyQPPvggrFar9NXc3Jzyv6lm1K4YsQRZ+wCQGiMfHumULnKEPHieH54xkoXywfVHO3HFbzfhM3/eSnY4McCkpGajDlWibYxaFSMsfD0wE4PBpNVnugfO+xlxPsHSY4ZJr0W+QQtAPQ00KXgvTL4IINwzmTrgZCepRqIhTWDl+c+PikJhM6qWxoglSJkaCkkxQuHrBEEQBEEQioPVu4rydChntq4q3csC/sHmoqDGyMiSfADCPn3IRdbycggemgx0PiCIYOJqjNx3331YvXo11q9fj5EjR0rfr6mpgcvlgsViGfb4jo4O1NTUSI/p6Og47+fsZ6EwGo0oKioa9kWEp0jtipEhNsnpvyFMqyvCuMoCuDw+vH+oI9yvEiHod3rg8fltb/pUvFgIhud5/P2j07jz2Z3SlPtBypGQjSVg8VWuwvwIhtvrg8PtAxC6AF5fLiwmWy1DcHpoMRkN9lkK1WSSckZUsqi0hWnyBDNRzBk5QY3VqEiNswDbOn/GiDrOiz5pAIPC1wmCIAiCINTIMMVIIVOMqGNIJxTs9QQrRorydCgQh9NaraQakYMtSOHOVOIUvk6EIqbGCM/zuO+++/DGG29g3bp1GDt27LCfz507F3q9HmvXrpW+d+zYMTQ1NWHRokUAgEWLFuHAgQPo7PRnRXzwwQcoKirC1KlTE3kthEiglZZafOAD6RsQw9cDChYcx+FastOKC/Z+MtRY+A6Fy+PD/7xxAD975wh8vL+RRqoA+bDmaUm+XpXB2oz+AEuwAqP2vJ9XFhqRb9DCxwPn+mgxGY1ItmTSeaKSArhNhmIEACaJOSPHKWckKtJ7Okwxoq6METnh60wxYh1yY9ClDus4giAIgiCIXCFQYVFRILofqGSPEopwGSMcxwXkjNBeVg72oP0KU4ln05AwkTxiaozce++9eP755/Hiiy/CbDajvb0d7e3tGBoSPpzFxcW48847cf/992P9+vXYvXs3vvjFL2LRokVYuHAhAOCKK67A1KlTcdttt2Hfvn1477338NBDD+Hee++F0WhM/ivMQdiF1OPjMahCqZ1UrA26IVw1oxYAsO10jyobPpkiWC6oxsJ3MH0DLtz+1Hb8c0czOA546OopuO/SCQCA09QYkY118PzGiBqttNjCJ9+ghU57/m2N47iAnBE6P6IRKchebYqRcLZgwUxiipFOUoxEI3gCC1BfxojUGIkQvl4ccF081UnXDYIgCIIgCCXhD9jW+RUjA07V1oqkRk+IgS5qjMRGsMK9lKy0iAjE1Bh54oknYLVacckll6C2tlb6evnll6XH/Pa3v8U111yDm266CcuWLUNNTQ1ef/116edarRarV6+GVqvFokWL8F//9V+4/fbb8ZOf/CR5ryrHyTdoodNwAPwFDLXg9vokG5fgUNSRpcLNwOnxqbLhkyn6grzU+wZdql0sAECnzYEb/vQxtp3uRYFBiye/MA9fXjoO4yqFwvfpLipgyYX57Bfn6VEuTtn0DqijsBmIPUK+CGNshWCndaabAtijwfJaQipG8tWlLGIbJnMUxciEKqYYocZINPyb0AArLbN/Sk8N95dQytRQsIbZMTovCIIgCIIgFIVkpZXnH2Zxe3lJ3aw22Bo7WDEC+BsjLRayeJVDsAMCU4lT+DoRisgjlEHI2eyaTCY8/vjjePzxx8M+pr6+Hu+++24sf5qIAY7jUJynR8+AC9YhN2qL8zJ9SLIJvFAF3xDy9FoYdBq4PD70DbpQEKEISvhhjZHxlYXYdbYPbi8Pu9MT1VpGqbyyqxmNPYMYUZKHJ++Yh4YaIXNobIVQwGrsHoDPx0MjNgeJ8FilxZcBZYX+gjfP8+A49bx/ksIhgiqAFCPykWWlpZLGiN3hD2WMBMsY6bA5YR1yh9yQEAKhVDgso8jl9cE25EFxhFBzJcCawmVRGiOTq83YdrqXsmcIgiAIgiAUhi1AYWHSa2E26mB3etDT71TdWt7l8WHILQz/hjr2ESWCxSspRuQRrHBnQ8L9Tg9cHh8Murjitokshc6GLEXKGVFZR9QqBq8XmXTQBhW2OY6TihjBuRlEeNh7VVNsQr4Y2qVmb8VO0cP+hjkjpKYIICiKdBoOQ24vOuw0SSEHi/h5K8n3h6+zxpma6HdEVwWMEQPYG3tIMRKNfkeE8PVCdTVGbDLODUDYUNUWCxuOk2SnFRF/xoj/PTXptVKjpKtf2ddfp8eLAVF1GiljBAAmitkzpBghCIIgCCIZtFqG8Jv3j6muTqNEgnPvmJ1WtwpzRpiNFseFHk4bUUpWWrEQfG4UmfRg5UUL2WkRQVBjJEspCghgVxN94gKBeQAGU6oyf3slEBgyy4pAasyRYPQF5GIEotdqMLpMtEsiOy1ZsAV5cZ4wZcMaZ2oJ1mYwKy1zBBXZGFKMyCZSM0FtVlqSYiRKxgjgL4JTAHtkwuW2sJyRLruyzw2mTNWE2XgGMrlGPCfaqTFCEARBEETi/HXTaTy27iQe/eBYpg9F9diCMjnKC5m1q/qsoVndrtCoC+l8UVdMjRG5ONxeuDw+AP79rEbDSRa6fdSUJIKgxkiWotbGCCtYBAevM8rEoFQ1Kx7SjT9k1iDZ4Kj5/bMENHqCGVsh5oxQALssLEPDP29qDWDvj2D9xBgjnhvn+obg9vrSclxqhWWMhLImU5+VljzFCABMqhLstChnJDLBm1BGRaE6AtgDhwWiWS5OErNnWq0OqSFEEARBEAQRLx02QVn7weEOVeSyKZnAjBHAb+3arZJ9SiDstYSzAPOHrzvg89F5Ewl7QMZMoANCSUDmLkEEQo2RLKVYpY0RdpEKF4haqrJpZSXArLRK8/WqK2qGwiKpis5fNEiNEVKMyIJdH9gioVyl54ctgvUTo8pshEmvgdfH41wfTdpEIpsyRvxF/OiKkUmiYuQEKUYiEu78qFRJY4Sdu8Gqw1AU5+tRXSS8LlISEQRBEASRKKze0Wp14FCrLcNHo26Cw8qzQTESrjFSU2wCxwl5ft0D6nt96URStxuH2/OX5qt/SJhIDdQYyVKKRS89m8oaI9YwNkkMdjEjX0D5sMVXWYBiRC1FzVCw11Ocd37zbFylMPF9ppsKWHKwBL2X/vNDXYutfmd0VQDHcZKdViPZaUVEej9DZYyoTHVmD5GHEY4JYgD7CcoYiUi4ibYK0de5y67s64fUXI+SL8KYJFms0XlBEARBEERiBGalvn+oPYNHon4kxYi4B2Rr0R6V2UID4RXZDL1Wg2ozC2BXdp5fpgk3xFVKVlpEGKgxkqWwgoXNoa4Q5b4INkkAZYzEg3861p8xoub3z1/UCq8YOUNWWrIInkwpKxCmbHoH1LVYkMLCo6gCpJwROj8iEsl+qlw8R+xOD5web1qPKx5sYfIwQjFRtNLqsDlVp7ZMFy6PDw438+wNnTGidMVINGVqMJOpMUIQBEEQRJIItPF5/3BHBo9E/UjNBBa+LtlCK3stGopoihEAqCthjRFyP4hEuL1sKVlpEWGgxkiWolYrLUuUG0IZu5iprHCbSVgjoSzfgPJCdU17B+Py+KRp9lDNs3GVQuG7uW9ICtwiQsPz/HlWWizDR22KEbkB2/UV+QCAxp7BlB+TmonUaDKb/JJki8KnbTxeHwZdQvMm3PRVIGaTHnXFwobjBBXBQxKYsxFsXefPGFH2/UW6J4awYwwFKUYIgiAIgkgGPM8PK8oebbejuZf2JfHg8fowELTOrzCrYy0aCpusxggFsMsh3GAcG7Im9xkiGGqMZClqbYxEtdLKAiuodBK4+CrJ16s+o4WdzxwX2hqnymxEvkELr49Hcx8tMiMx6PLC7RWC2/yNEdGXVWXnB2uWRcoYAUBWWjJwerxweUMrAgBAo+Gk64jSZersvACiq4kYE6UiONnxhYJNYBUYtNBphy8h1RK+zu5/sq20aoRz4lg7nRMEQRAEQcRPv9Mj7b9mjSoBIISwE7ETGLDN9ixM2a7qjJEIGXgjSoXGSAs1RiIiDU0G1YtYzUNt7hhE6qHGSJbCuuZqa4xEs9KS/O2pyyuLIbcXTlE5kQ0ZI6y7X2TSDwvSYnAcRwHsMmHqLL2WQ55eC0D94euRMkYAoL5cUIycJcVIWAI3GQWG0M0Ev7JI2ecJC2TM02uh18pb7kyinJGI2MJsNAD/lJ7SM0ZitdJiFmvd/U7Fn/MEQRAEQSgXplo16TX41MxaAMD7hylnJB5YnStwWEfKGFHhes06FN0BYQQpRmQRLmOkjPKKiTBQYyRLUatihC0WwnXK1a54SDcsWMqg1SDfoFV9Y6QvQr4IgwLY5cHUWcV5BnCc0GRS6/khN2OENc2aewfh8ZLVWij6AxQBoZqPQMB5ovBFpb+IL08tAgATqwR1wAlSjIQk3EYD8GeM9PS7wPN8Wo8rFiLlVIWiwKjDSHFCj+y0CIIgCIKIl0DV6hVTawAAOxv7qFAbB6GGdcpF9bJl0A23yvZ6bKAropVWMSlG5MBsyYL3KyX5NGRNhIYaI1lKkWobI/LC1y2DbkUXXpRC34DfRovjONVMeodDzqQvBbDLwzLkPzcYZYXqsEgKxu6UF7BdbTbBqNPA4+NpQRmGSMHrDKkxonCZut9fVl4BHAAmiooRKoCHRgq5DPGeMsWZy+uTNndKRFKmFshTjAAUwE4QBEEQROL0BtQ6Rpfno6HGDK+Px7qjnRk+MvXB1pqBa9KSPD3YXJfaMlUlxYisjBFHWo5JrTA3ieD9ij98XV01UiL1UGMkS2GdZpvaGiMsDDps+Lq/8MLCtojwsAIQK2SyDAmbw6O6KQogsHEWQTFCVlqy8CtGAqZsVK4YMUfJGNFoOMlOiwLYQ8OaTJHUN37FiLLvL3ZpURyDYkQsgHfandJnhPATSTFi0mul73cpuGnWF2PGCODPGaHGCEEQBEEQ8WIJ2ptfPrUaAOWMxEMoZbhGw0n1DrUFsMtpjDArrd4BF4aoFhaWcIN+ZMtPhIMaI1kKs6JyenxwuNVx0XR6vBgUL/DhChZ5Bi1MeuG0VdsUQCboHRiuCijO04NjUxQqvCEwCxQ5ipHTpBiJiDVEE5ItFobcXtUstnielxY/cgK268UA9rMUwB6SSIVvBttw9A4ot/gNyFO/BFNo1EmbjuOUM3IekTJGAKCyUPk5I3IsGYNh2TPHKYCdIAiCIIg4YaHPbG/OGiMbj3eppmajFMKpmP05I8pdi4ZCCl+P0BgpytOhwCBkg7Zayf0gHHZHZCst65AbXh+5zxB+qDGSpRQadJKMUC2qETadq+GiFOUoZ0Q2rJHACt5aDSc1nfoG1HFeBNI3OHwxGYqxlULhu8vulG6KxPkwdVZgnk+hUQeDGF6nlsWk0+ODR1zYyCmAs8ZZYzcpRkIh5bVEUN+UMRmywq8h4fxlo8HstChn5HxsURpnLIC9W6GKEY/XJzV3YrHSmiQqiY512MnGkyAIgiCIuAhWjMwYUYyaIhMGXV5sOdWdyUNTHeGGdcpVag3NXk+kxgjHcQF2WtQYCYctbGNEeG95Xj010kAcbi9cHvW5vqgBaoxkKRoNJxUJ1ZIz0hdg7aMJE/oL+Du9Sg/+VQJ+xYi/AMSmZNXYWIqWQQMIUyMV4tQyFb/DYwlhpSXk0Kir8cgWPhwH5Ou1UR/vt9IixUgoWDMxVIYEo0z8fCm9eSZZaUXYYIRiYhXljIQjUsYI4FeMKLUxYh1yg/U1wll2hmJ8ZSE0nPD7SlbDEARBEAShXHqD7Dw5jiM7rTjxZ4wML36XFyh7LRoKr8/vgBCpMQIAI0qpMRKNcHtAvVYjWW+rrZbo9fG46vcfYcWjG1Vpia90qDGSxRSrLIDdIiNYG/BPWFhUdjHLBNJUSsB7qrbCdyB9MjJGgICckW6a+A6HlYWv5w3/vLHzo0cl50egwiFSQ5UxRrTSosZIaPqdchQj6riGhJNRR4PljJwgK63ziGZPxuwLlNo8YAMYZpMOOq38JbBJr5WuHceoYUYQBEEQRByE2sv6GyOd8JG9j2zCKSwkxYjC9ymBBLpcRBpOA/wB7C0UwB6WSDmTpSqtJfYOuHC6ewBNvYM41GrL9OFkHdQYyWJU1xiR4asI+C9mvQq3cVECoayn/MHJ6roZAPIyRgC/XdIZyhkJi5Qxkh96MdmrEvkxK+RHC15njBHPjebeQfIWDYHdKSdjRB3XYJsM9UsomG3ScbLSOo9QQZeBVChcMSJHdRgOyU6rnRojBEEQBEHEDrOhDbTzXDiuHGajDt39TuxptmToyNSHLUxYubQWVeiQTiiY+iVPr4VBF7lEO4KstKLiH447fw9YqhJL6GACBxJ3NfZm8EiyE2qMZDGqa4zIVAP4/e3VUbjNJH1BPqaB/62WwncgFhkZI4A/Z+R0FzVGwhHKSgtQn6Io1oDt2iITDDoN3F6eFpQhkBNkz86RvkGXoifbIk0LRYJZaXXZnaqbJko1kTYaAFApZYwo831jDZtY8kUYkyh7hiAIgiCIBAi1NzfoNLh4ciUAstOKBZu0zg8a8lOZ+wEgL3idUVdiAgC09NE+NhQ8z0fMRFSrLX9PwNDZrsa+DB5JdkKNkSyGXVjVEiwkVw1QqmLFQ7rpCzEdK4Wvq/D9C/V6QkGKkehIjZH80I0RtSwm5RTyA9FoOIwuo5yRcMgKXxfPEa+PlxQESsQWpYgfjgKjTprGOtFJRfBAwvk5M5SuGGEqoPFi8zwWJtX4A9gJgiAIgiBiJThjhOG302pP+zGpFb9iJChjhGUhKnQtGoqYGiPFomLESo2RUAy5vZIrRCjXALXa8gfWZnad7QXPK3c4UY1QYySLKZIUI54MH4k8Qtk+hUIq7KukcJtJmEQwpJWWyt4/nudlK0ZY0etM9wDdNMIgWWkF+7JK54c6FpPx5EiMkQLYB1NyTGpGTvi6QaeRCuNKLYADgcF7sSlGAL864FCLNanHpHbszsjNpgpRMaLUjBFmg9UgNjliYTLLnumw032FIAiCIIiYCNzLBitXL22ogk7D4VTXAJp7aX8ih3CWucwWWqnq5VBYwzR5QsEyRtosDkUr9zMF2/9pNRzyDdrzfs7qSKz2qBYCa3fd/S6cpTpGUqHGSBbDLqxqsdIKFwYdTGmBehUP6SailZbKGiNDbi9cXh+A6IqRUWX50HBC/kSXggu3mSTcZEpZgVDYVMv5IScsPBgWonyWFEXnIb2fURpN/gK4cs+TWG3WApk/tgwAsPlkT1KPSe0wxUhx2IwRUXHW71Jk8+BIuxBW2FBTFPPvjqkogF7LYcDlRQvZ8BEEQRAEEQMDrsC97PC1aZFJL2WZHWmjYGU5WMNljIh72Z4BpyLXoqEIFyQfippiEzQc4PL60K2SQcZ0wpREhUYdOI477+esjqRmxQgA7KSckaRCjZEsRm0ZI/4wsmgZI0wxoo7XlSkcbi8GXV4Aw+3J1NoYYV19vTZ09z8Qo06LkaWCKuAM5Yych9vrkwrgwdZ1arXSiqX4XS9arZFi5HzsETxZA1G6ZRLgXxjHoiZiLJsoeD1vPdUNl8eX1ONSKzzPR80YYeeFy+uTmihKweH2olFshsajGNFrNRhXISiJjpOdFkEQBEEQMcDcLow6DfL05+9l2dqEqVuJyPjtXUMrRhxun1QLUTrhmjyh0Gs1qC4SckZaLY6UHpcasUVxDGBNSbXVwpibh04jNHt2n6WckWRCjZEsRm2NEYuoGInWKWeNE8oYiQyT6mo13DA/+DKVKm7YYrIk3xCy+x8Myxk5TaqA8wjMHQrOCmCLSbUsFliDJz4rLTo3grHLyBgBgEqFN0aEIn7oDZMcptYWoaLQgAGXlxaeIgMuL5hiP9x7atJrpc+i0tR6Jzr64eOFeyALiY8VKWeknbJnCIIgCIKQT6CTQ6i9bEOtsMY4So2RqLg8Pgy5haZHcAG8wKiTGk89KrHTkhojMvcszE6rlRTM5yENcRlDv5d+9xl11EgZ7FxeNL4cALCL9qdJJebGyKZNm/CpT30KdXV14DgOb7755rCf33HHHeA4btjXypUrhz2mt7cXt956K4qKilBSUoI777wT/f20yUw2ag1fj2aTJBX2B5Rp1aEU/OFu+mGLL/b+9qjs/fOfH/IWDBTAHh5LwCS9Tjv8NiApilSykPQvfmK30mrqGZTC2QiBaIoARoXk36us4jfD6fFJdgXxKEY0Gg5LRdXIphNdST02tcLODZ2Gg0kffvnImmZKyxk5KtpoTa42y2quh2JSlaAYOUGKEYIgCIIgYqA3YMgvFJNFm09m+0mEh61JgdDDXFLOiEqspmwxhK8D1BiJRDT3A7VbaV0xtRoAcLKznzKXk0jMjZGBgQHMmjULjz/+eNjHrFy5Em1tbdLXP//5z2E/v/XWW3Ho0CF88MEHWL16NTZt2oS777479qMnIiI1RhzqaozIDV/3+HjYncqy6lAS7GIf3GhiCwWXRz3yUsCvKAq3mAyGBbCfJiut82CftVCLLxa+bnd64PQo//yQFA4xFL/rSvKg13JweX1ot5EEmcHzvGwFjmSlpdCMEXbf03BAgSH2xggAXDxJaIxsPEaNESDAsiBPH7GxwPJnOu3K+myxCUw2kRkPkmKEGiMEQRAEQcQA23+VhbENnyKuMRq7B+BwK38PlklsAQr34CE/ACgX9ylqU4zIb4wIVlqUeXc+tihDfiWSlZY6aqQM1lgdX1ko1bnI1SB5xNwYWbVqFX72s5/hhhtuCPsYo9GImpoa6au0tFT62ZEjR7BmzRr8/e9/x4IFC7BkyRI89thjeOmll9Da2hrfqyBColYrrWjh6ya9VpJHUpc0PH1hFDh5ei2MOuGjrxa7JCDw9chVjAiTvWe6SY0WDJtKCdWELDLpoRW9K9WQ4yPX+ikQrYbDqDLRTosURRKDAVZJURsjZmVbaQWeFxpNfOqAJRMrAACH22yKUz9kAr+aKPK5UVssbNY6FNZ0ZJ7d8eSLMCaLwagnO/tJbUYQBEEQhGz8bg6hax2VZiPKCgzw8YL9JxEem2Q9FXpNWsEyMxW6Twkm1sbICFEx0tJHjZFg7FEyRpg7hmVQXe4p7PpRVmjA/DFlAICdZymAPVmkJGNkw4YNqKqqwuTJk/HVr34VPT090s+2bt2KkpISzJs3T/reihUroNFosH379pDP53Q6YbPZhn0R0WEehWpojDjcXjjcgu1JSZTwdSAwJ0P5ry1TsAyW4DB7juMkVYCaGiOWAXmNM8ZYsZPe1DsIj5fCkwOJ1ITUaLgAuzXlLyb9CofYciSYnRbljPhh76VWw4UMhQxE6eHr/uD12PNFGBWFRkwfIdgafER2WtIEVjT/4xqxMdJmVVZjhFlpNYhWFfEwqiwfRp0GTo8PTb2DyTo0giAIgiCynL4wbg4MjuOkAYyjZKcVEWlNGqaRwBwyelRS67DFEL4OAHXFopWWlRojwdij7FcC3Wf6VeI+4/Xx0vWjvMCIufWC8GB3IylGkkXSGyMrV67Ec889h7Vr1+JXv/oVNm7ciFWrVsHrFeSA7e3tqKqqGvY7Op0OZWVlaG9vD/mcjzzyCIqLi6WvUaNGJfuwsxLWcR50eeFWeGE4MChcTlYAK/aTYiQ8lghTKSx0Sk0B9qwJJqdxBgC1RSYYdRq4vTzO0TTFMCJZaQFQVeOsP4qPaDjqxQD2sz1U3GQEqiyiZTD4M0aUeY74p4Xib4wAAXZax6kxEs2zl1FbJDRG2hXUGOmyO9Hd7wLHAZOq41eMaDUcJlYLasRjFI5KEARBEIRMpMZIQfghPwpgl0egvWsoyhU+wBUMswaTrRgpZRkjyllrKwV2boTbr5j0Wikr0aKSIWtB3SL8d2m+XlKM7D9nJdu9JJH0xsjNN9+Ma6+9FjNmzMD111+P1atXY+fOndiwYUPcz/nggw/CarVKX83Nzck74Cwm8EahdNUIWyiURPEuZ7BivxoKt5mCNT1CZXKoLWAbCJ+ZEg6NhqMA9jBIct0wtmRlKmqMyLX3CYadG2Sl5Ye9l3JsyZhipKvfqUgZsi3O8yKYZWIA+0cnuuHLceskv21BNMWIsFlTkmKENTHGlBcgzxBZDRUN1lg5TjkjBEEQBEHIhFkUR7KFZnafNHwRmWgq5nLJSkv5e1kgnowRYa3dO+DCkIoyY9NBNMUIoL5aIlM+leTrodNqUF+ej4pCA1xeHw62WDN8dNlBSqy0Ahk3bhwqKipw8uRJAEBNTQ06OzuHPcbj8aC3txc1NTUhn8NoNKKoqGjYFxGdQPWF0hsj0gS7zPwIv5WWOi5mmSBSwJsa3z/LUGwZI4C/+H2ait/DYOdGSZjFV1mhehaTdmfsGSMAUE9WWuchN3gdEHyQAcDl8Un/BkpCUowkYKUFABfUl6LQqEPvgAuHWnPb1sAmUzHCAiHbFCTv99toxa8WYbDGCBUtCIIgCIKQC9t3l0VSjIh2n2SlFRm/9VSYjBEWvq4CW2ie56VaXbjXE0yRSSftfclOazhyFO6sMaKWWhirybBrB8dxmFcv5oyQnVZSSHlj5Ny5c+jp6UFtbS0AYNGiRbBYLNi9e7f0mHXr1sHn82HBggWpPpyco0glAeyxqgHU1uXNBL0D4RUjanz/2I2rWGbGCACMq2SKEQqwCyTaVEqZSs4PX4A3aOwZI34rrVxXAjDkWiUBggyZLci7FRhM7p8WSkwxotdqcNH4cgDAxuOdUR6d3UTzc2awjJFOu1MxNp7MkmJyEhoj0+qEosXBVprQIgiCIAhCHtHC1wFh+ILjBKvaLgWur5VCVMWIiob8Bl1eeMW9qFzFCMdx0iBSq4UaI4H497MRFCPi4LBarLTYtaM8oKk6b4yYM0IB7Ekh5sZIf38/9u7di7179wIAzpw5g71796KpqQn9/f343ve+h23btqGxsRFr167FddddhwkTJuDKK68EAEyZMgUrV67EXXfdhR07duDjjz/Gfffdh5tvvhl1dXVJfXGE/+JqU3pjZCjyBHsw/i6vsl9XJmHNprJIVloKL3wHwm5csSlGBC94stIajmXQL8cMBTs/lB5YN+j2Sn6bsVomjSjJg07Dwenx0aSNSL8jNvWNknNGovnLxsIyMWdk0/HuhJ9LzchtnFUUGKHTcOB5KGZTn4zgdcaMEcUAhKaqldYgBEEQBEHIIFr4OgDkGbQYI6raSZkanqgZIwUsY0R5e5Rg2MCiXsshTy/f7pXZaVFjZDhy7JRLVKYY6RWVT+y8BiAFsO8620dDnkkg5sbIrl27MGfOHMyZMwcAcP/992POnDl4+OGHodVqsX//flx77bWYNGkS7rzzTsydOxcfffQRjEb/P+ILL7yAhoYGLF++HFdddRWWLFmCv/71r8l7VYREsUoUI30R8jBCUUbh61HplQLewltpqakxIiewLhimGDnRQYqRQPyKkdDvJZuy6VW4/JipAvRaDkZdbLcznVYjBRx+0mRJ9qGpEv9CUl7zsULBwYZ2meoGObAA9k+a+qT3KBeRmzGi0XCoLmJ2WpnPGfF4fdI9IBlWWiX5BowuExRnB8jXlyAIgiCIKPA8Lw10htqbBzK5mgWwk51WOCTrqTDF74qAvazSi8aBTg5ysnYZrDHS0keNkUAkO+UIe0A2OKyWWiIbVmV25wAwra4YJr0GlkE3TpM7SsLEPEp5ySWXRAxafe+996I+R1lZGV588cVY/zQRB8ynUOmKETZ1GW6CPRhWHO9VSZc3E1ikgDf1K0Z8Pr/3ptxzBBAWlhwnWLp09zulQm6uY4lmpaWS8yNQ4RDLQpIxf0wZDrbYsPNML66dRYpFZktWKFNloeTGiNw8DDmMKsvHuIoCnO4ewJaTPVg5PXQeWrYjZ6PBqC02ocUyhHYFNEYaewbh9PiQp9dKDY1EmTmyGE29g9h3zoIlEyuS8pwEQRAEQWQngy4vXB7BXjRSxggANNSaseZQu2QDSpxPNHtXVivy8cJwZbmCawBWmYNHwYxgjRFL5tfaSkKOYoQ5kKjFfYZZwgVaaRl0GswaWYLtZ3qxs7EPE6oSH/7KZVKeMUJkFrUoRqKFQQejti5vunF7/YHIERsjKmks2RxuyTKpJIaMkQKjDmNFOfLhHA9ODiRaI1ItVlo2GR6ikVgwloWWkTcnEFvGCABUmEUrLYXYJQVij1H9Eg3JTutEV1KeT43I2WgwWM6IEgLYmRXFpBozNJrYG6ihmDlSsNM6cI4UIwRBEARBRIYNmxl0mqh2SUzdSlZa4YmmYtZrNdI+V/H72aH4VO4jyErrPIbnj2aTldbw8HXG/DFCLWMXBbAnDDVGshy1NEYkKy2ZNklqu5ilG/a+aLjQN1l2UVVLY4l18wsMWhhitEyaKgblHqLGCABByh1NfcP8KxWvGHHGlokRzDxxMXGsw05ZAfArcMyyM0aE86RLwYqRWKevwrFskqAK2HS8K6JqNpuxx/CeMnm/EhQjzIpiShJstBgzRpQAICstgiAIgiCiw4ZAy/INUVXuLA/teIddCuUmhiOt8/PC71nYdL0Sle2BWKM4OYRDyhhRwBCSUuh3eaRh2kj7FWZnp5ZaYo9obx7cGJk7huWM0JBnolBjJMtRS2Mk1vB1qbA/6M7ZIlUk2OKrOE8PbYgJWaYisQy5VbHgijWDJhB/Y4QKWAAw4PLCI/6bR7PSsgy64fH60nZssWKPYYI9FBWFRoyrLADP04ICAOzO+DJGuuzKW1Sy6atkWGkBwMJx5TBoNTjXN4TT3QNJeU61Ect7WqOgjBFmRTE5iY2R6SOE+0qLZUjxG26CIAiCIDJLr7SXjb7GHl2Wjzy9Fk6PD409ubnmjIac3Dtmn9Wj8AD2+Bsj4lrb4lB8jkq6YENcBq0mYv5oqeQ+o+waKYMNqwaGrwPABaNLwXHA2Z5BdCnQwUFNUGMky2EXWNuQJ8NHEhkLC9aWWfhmiwqvj5cmBgg/7OIZ7v1kvoo873/vlYxVZlhdKKbVCZYnh9tIMQL4/70N2vBS7tKARbuSvTf7k5AjcaGoGtlxhhojdkdsChwlZ4zEkochh3yDDvPHClM5m47npp0We0/lbNxqFWSlxRQjbAIzGZhNeoyrFGwaSTVCEARBEEQk2P4rWr4IAGg0HCaJwxxH28hOKxTM3jXSmpQFsPcocJ8SiN9KK7b9bE2RCfkGLVxeH9U5RAKHJiMps6QhYRXUwYCAxkjh8OtHcZ4ek6uFa8VuGvJMCGqMZDlFalGMxBi+btJrUWAQirpqsYNKJ1KjKcziS6fVSAsJNUgI+2JsnAUytVYohp3pHsCAk5po0lRKvj7sgkEX4Muq5PMjUSstwO/NuYNyRmIOX680K1eiHksehlyWTRRzRnKwMeL2+jDk9gKILWMk2VZalkEXnB6v7Mf3Oz1o7hWaMw1JVIwAwKyRJQCA/c3UGCEIgiAIIjzS0KJM2/AGsdjJhjsIP06PFw634GgQaQCKDXApPmMkhsGjQHRaDZZMEKx+1x7pTPpxqRE2DB5trxKYp6p09xmfjw9QjJx//ZhbLwzu7aSckYSgxkiWo4bGCM/zMTdGAP/CQi0B4umkV5QFlkZ4P9mFVenyUsCvWoh1wQAAlWYjqsxG8DwtLgG/+ibae1mmgvMj0fB1ALhQDGA/cM6KIZf8gms2EnP4eoBiREmLSrnBe7Fy8WShMbL1dA86bJm3iEon9gBlppxGZG2x4HvcYXcmxa7ROuTGj946hAt++gE+95dtcMu0+GPBpdVFRtnFCLnMGCEGsLdYkvq8BEEQBEFkF32Sm4O8PUtDLWuMkGIkGLYm5bjIuYjMdqhbwXtZIH4rLQBYPqUKALD2aEdSj0mtMMVINMeASrNwbjg9PtgVPjhrGXKDbaVC7WWkAPaz1BhJBGqMZDlqyBgZcnvhEoscsWRI+L0BlX2zywRyFBalBeoJsI/Vai2YaWLOyGEKYJed58MaZ0oOYGdWWnIVDqEYWZqHmiITPD4ee5pze0HhD1+PLWPE4fZhQEFNpQGZwXuxMrnajFkji+Fw+/C9f+1XVDMo1TCZf4FBC502+tKx0myEVsPB6+MTUhT5fDz+tfsclv9mA57Z0ggfD+xttuCvm07L+n3WDJ+cRBstxsyRQmNk/zlSjBAEQRAEEZ6+gPB1ObBcNBrqOx+2Ji006qAJkaXKYLZDSlS2B2KVkZcSjksbhMbI/nNWdObY0FYo5A75mfRaFImPUfr71isGrxeZdNCH2IMtnViBp784H8996cJ0H1pWQY2RLMefMaLcxghbKOi1nGSPJYdSFRRuM0WfDLkuazL0qiB0iimK5E7ZBOMPYKfFJVt8RVNnlUmfL+UuJhMNXwcAjuMwX1SN7DyT242RWN/PAqNOyqnpVlDgmy0geM8UJkcnHjiOw28+OwtGnQabjnfhH9vOJu25lU6smS1aDYcqcRor3gD2Q61WfOYvW/HdV/ehu9+FcZUFuHvZOADA79eewKmu/qjPwRQjU5JsowUI9xUNB3TanTmnICIIgiAIQj69UWyug2G5aM29Q5IKmhBg6/xojQS2Du1U0B4lFLYEFCNVZhNmiYM6646SnZZkpSxjyK+qSLD97bQp+/xg7h3lhcaQPy8vNOLSyVVxnT+EH2qMZDnsA2J3epJiZ5EKmBqgOM8QMSQpmDKxsGtRcDh0puiTGgnhF1/lKih8M5iqJRZFUSAUwO6HfV6iFTjLCpTvyyrZJSWQMQIAF45h3py5mzPi9fGS6iMWBU6FAnNG/DLq5NloMSZUmfHgqgYAwC/ePYKTndGL89lAPJkttVLOSOwB7M9uacSnHtuM3Wf7kG/Q4r9XNWDNN5fhwVUNWDapEi6PDw++dgC+KOsaFlo6OQWNkXyDDpNED3BSjRAEQRAEEY5Y3Q/KCgxSYf8Y2WkNwx9WHnkvWy0VvpU9vJKIlRYALJ9SDQBYS42RmGyhq4uEz1eHXdnnR6R8ESJ5UGMkywm8wCpVNWKNI18EoIyRSPgXX+HfU7/iRpnnRSDxZNAEwqy0jrbbZXvTZyuWIbHJlBf55qoGKy17EjJGAEiKkd1n+3L2/AicRoul+B2YM6IU/MF7qZmcuX3RGCydWAGH24f7X9mbE+eM1GyK4T1lOSOtltg2HDzP47cfHoePB66aUYO137kY91w8HgadBhzH4efXT0e+QYsdjb34586miM/DLCgaUmClBQTkjJyzpOT5CYIgCIJQP1L+ZwzFzYZaYe1CjZHh+K2nIu9XqsTCd5fdGXWQJpNYZTZ6wnGZaKe1+UQ3HG7lWBtnApvMjBFAUNsAKlCMiLWYMmqMpBRqjGQ5eq0G+aI9FbtQKI2+OG2SyihjJCxy5LplBcL7rSbFSLwZI6NK81Fo1MHl8cmyX8lm5DYipfB1BX++WFianDDoSEyqMqM4T48htzdn7dZYY8Sg1cCok28/xRojXQoKNkyGxVokNBoO/+/Ts1Ccp8f+c1Y8tvZESv6OkvA3m+S/pzVMMRLjpF6r1QHLoBs6DYfffm621GBhjCrLx3evmAwA+OW7R9EexqqrzeqAzeGBTsNhfFVBTMcgF5Yzso8UIwShWHw+HgNkRUMQRAZh9Qq5GSMA0EA5IyGRW/yuKDSC4wCPj1f0IG2iipFpdUWoKTJhyO3F1tM9yTw01RGLYoQ1zjqU3hiRrLSoMZJKqDGSA7AJT6VaTrEJ9uIoE+zBlKhgoj1TWGRYaTGrpF6FnheBJKoY0Wg4TK2lAHZAfsYIu/n2KEgJEEyyCuAaDYd59aKd1pnctNOK972UFCMK8u+1y/QeToSaYhN+fsN0AMAf15/EJ03ZnU8TywQWg1lpxZoxcqhFaDJMqCoM26T7wkVjMHtUCexODx568yB4/vxJQDZhOa6yIKZmXyzMGFkCADjQYg15DARBpB+Xx4fdZ/vw542ncOczOzH7J+9jxo/ew6bjXZk+NIIgchCe5wNsoeWvo/yNEVKMBMKGdaKt8/VaDcoLWPFbmXZJDrcXTo+gPI9XMcJxHC6bIqhG1h3JbTst5pAjxzVAUowo3kpL2GOTYiS1UGMkB1CiB3wg8QZrS4oRBU8AZArWLIr0njLFiBoUN7H6soaCAtgF2Oct2lQKWywoeYqiXyyAx5KJEY4LRTutHTmaMxLve1lZqLz7Szx5GPFwzcw6XD+7Dj4euP/lvVk9kWyLYQKLURNnxgjLgmLX7FBoNRx+/emZ0Gs5fHikA+8eaD/vMUdSbKMlPLcZOg2H3gEXWiyxZ6kQBJE8rINufPHpHZj54/dw0xNb8Mv/HMXao52wOTzw8cBvPjhODUyCINLOUEDxO5biJstHO9pmo2tXALYYsgRZjoRS7ZLYa+G4xDIzl4t2WmuPdOT0ueIfjpOhGDEr+9xg+K20QoevE8mBGiM5QE2RYEMR69RmurDEMUEBAKWssK8CxUM68Xh90k02spWWqBhReGPE5fFJodDJaYzktuWJRaZcd2SpcN1o6RtSrC9rMpUBLGdkV2OvYl9vKolFehxIhVl5GSPpUIwwfnzddNQVm9DYM4g/rMteS634MkbiVIyIzetpdcURHzep2oyvXjIBAPC/bx3EB4c7cLjVBuugGzzPS4qRVASvM0x6LRpqhec/QHZaBJFR3trfivXHuuBw+1Car8cVU6vx0NVT8MKXF8Co02BfswXbTufm8ANBEJmD7bUNARbncphQVQithoPN4YnZljSbkcLXZaxJWQC7UhUjksLBqINGw8X9PIsnVMCk16DV6shphZHfAUH+uaF8xYhw/aggK62UktpxSkIR+IsTypxm7JNskmL7sLOJCzUoHtKJdcgNNihQEqH4zRQ3Sm+MsMaZhktsApwFsB9uFaZuOC7+xYeasQ3J+7zVFpug1XBweX3o6ndKiwel4PH6MCQGzCWaMQIA0+uKYdJr0DfoxqmufkysTl0xVYl0iY2NWJuP/vB15VxH0qUYAYQG4/dWTsa3X96Hbaey19c3nkD7GjEbpMPmgM/Hy97wHZYaI9GVHvdeOh7vHmjDyc5+3PXcLun7hUYdXF5hOnNKbWo/yzNGlOBgiw37W6xYNaM2pX+LIIjwbD4hWGXde+l4fPeKycPWeZ+ZNxLPb2vCnzeewqLx5Zk6RIIgchDJHaNAH9P+06jTYnxlAY539ONom/28zLVchamY5QVsKztHwiqur4vjtAtnmPRaLB5fgbVHO7H2SAem1KZOLa1kbPEoRuxORdeGeil8PS2QYiQHqC2Jb2ozXcSbHxFopZWLE97hYI2mIpMOOm34jzhT3Ay5vRgSFRlKpC/A+imRSYqJVWbotcLUzbk+ZTYJ0wFrNEVTjOi0GtSIzZBzfYMpP65YGXD6z9lkWGkZdBrMGSXkjOSinRYLsK6LcdPlb4woZ8NxoqMfAFBpTo/keMYIQdlworM/a+Xr9hhsCxhVZiM0HOD28pIMPBqWQb8llZxNnVGnxd9un4drZ9VhxohilIubhn6nBy6PDwadBjNGlMg+5nhgAeykGCGIzOHx+rBFbE5fPrXmvALH3UvHQ8MBG4935XzWHEEQ6cVvcR17YXOyaAeayyqAYPyKETkB28pWBdgSDF4PZPmUagDA2qO5mzMSi2KEha8PurzoV7Adcg81RtICNUZygFrJ51uZNwTJSivW8HVxceHj/RPCREAeR5SLZ6FRB4PYOOlVcE5LMvJFAKHwPbFKmBzO1ZwRt9dvSxZJTcRgdlpKbCSxz7xJr4E+QgMwFpid1o4cDGBnikLWSJcLk/UqJXy93+nB5hPdAIBLRb/dVFNfXgCdhsOgy4tWhd5nE8UWw0aDoddqpOaUXMUqK1iOKsuTvUkcW1GAP9wyB29/fQl2//ByHPnJSnx4/8V49ksX4u37lqS8QcYaY/vPWbK2MUYQSmd/ixV2hwfFeXrpMxnI6PJ8XCUquv6y6VS6D48giBymL4G9LAtgP9KWm3vXULA1qZx1IssYUa5iJHmNkcvEfc/eZouiBtbSiWSnLGOQK9+gk3JdOhWyjw3G5+Olxmo5ZYykFGqM5AAsY0SxjZGh+MLXDTqNZKGjdDuodCJ3KoXjOH9Oi4Lfv744FUWhkOy0cnRxyRZfgDz58cjSfADKbIywyY5CY/JyJC4cIzRGduZgY6TVItwfWCNdLixjZMClDOXZuqOdcHl9GFdRgIlVhWn5m3qtBmMrCgAAJzqyc6IvljDDQJidllzFqpQvUhs5XyQSeQYtJlQV4uJJlSnNF2FMrjHDoNPA5vDgbI/y1HUEkQuwhvhF48uhDaMuvufi8QCA1fvb0NxLn1WCINJDXwIT37NGlgAA3jvUnrVrzFiRFCNyGiNmZStGrDHkpUSjptiEaXVF4HlgfQ6qRjxeHwbFvajcQa4qqXGmzPPD5nDDKzrjsLodkRqoMZIDBAagKnGakVlpxeOt6A9gV25hP91IPqYy3k8WwC7X5iQTSIqiBBUjgD+A/XCOBrCzc8Ns0oUtHATiV4wor4AQb6E2EnNGl0Cr4dBqdSjyNacS1jiP1b/YbNTBoBOWEkqYTnrvYDsAYOX0861UUskEsQlzsrM/bX8zncSjGAGA2qLYFKusaT1VRr6IUtBrNZgq2n7tb8nNewtBZBrWGFkysSLsY6aPKMbSiRXw+ng8uflMug6NIIgcpzcgYyRWFk8ox7JJlXB6fPjWy3vh8viSfXiqw58jId8uSbGF7yQqRgC/nda6HGyMsNoAID9nskpsnHUpVDHCanRmkw5GnTbDR5PdUGMkB6gRGyNDbq8UoKoUeJ5PyCpJyhkZICstRm8M72dZzilGhCnkXPWXtg6xJpO891LJVlr9TuG8SEa+CKPAqMN0sSC7M8dyRlqZlVaMihGO41Ap5ox0Zbgx4nB7sf6YsBFYOb0mrX97YpY3RthmoziGjBHAv/6QrxgRGgtygteVhD9nxJLZAyGIHKTf6cEnTX0AgKUTKiM+9ivLBNXISzubSG1OEERaSKTWwXEc/t+nZ6IkX49DrTb8fu3xZB+e6vArRqKvSauL/IVvrwIzaZNppQUAy0U7rU3Hu+D0ZF7Jn07YXiUWm+1qhTfO/DZalC+SaqgxkgOY9FpJPdBmU1aBc8DlhUe8ScVT+GY5GkrOyEg3fTIzRgD/Ak3Jm0PLUHIyRgBgSq1gq9JqdSi6GZQq2OJLbp6Pkq202OJH7kSIXOaPYTkjfUl9XiXT7/RI72dtSWyKESC5OSNddid+9NYhNHYPxPy7m453YdDlxYiSvJAe86lkQrVwbTmRhY0RnucDPm8xKkakjLPo1xCH24tTXcK/O2tiqwV/zggpRggi3Ww/3QOPj8fosnyMLs+P+NjFE8oxfUQRHG4fnt3SmJ4DJAgip0kkfB0QivuP3DADAPDEhlPYlWPDW4E43F44RdWMHCut8gIDNJyQSdszoDxVgDUGWzA5zBhRjEqzEQMub85lZjJ1eyy2ZFVi46xToRk0Pf0UvJ4uqDGSIzB7lDaLsrqhrDht0GmQp49dHuZXjORekTscfdLiK/pNoUKc9FZq4BQAWAbiy6AJhdmkR724ac7FAHbJtk7m4ospRlr6huBT2JQNK9SynKFksXBcOQBg3dEOeLy5IVdnRWuzURfX+8muI939iV+Hf73mKJ7Z0og/rj8Z8++uOSTYaF05Lb02WoBfMXKiw65Iy8pEsA75/W1jnWiLRTFyrN0Or49HWYFBmuBSCzNFD/CDLVZFTiQSRDbzkQwbLQbHcVLWyLNbGzHoUpaSniCI0LRYhrDokbX42gu7FT3QFwr/0GL8e9lVM2px4wUj4OOBb7+yV8pazDVY8ZvjgEJD9D2LTqvx1zsUWPyWivlJaoxoNBwumyyoRj443JGU51QLfttf+XvZKjErs0OhtTDWzCuj4PWUQ42RHKE2RjuLdOGfYNfHVchiuROkGPHTJ/mYRu8sjyoTmgRNvbFPZ6eLviRmjACBAey5N9kba55PbbEJWg0Hl9eniPyIQOKdYI/GskmVKC8woMPmxPpjXUl9bqXC7gu1JbHZaDH8jZHEzpEBpwfvHGgDELvywu314UNxA5BuGy0AGFtRAA0n+B4r1ac2XligeJXZCFOMAwx1ogKpXYZEXQperytKe2MrUcZXFiBPr8WAy4sz3dmnGiIIJbP5pNAYWTohemMEAFZNr0V9eT4sg268vLM5lYdGEESS2HKyG21WB9490I6Vv9uEj8XPvRrok4b8EtvL/ujaaRhRkofm3iH89O3DyTg01cFs4c1GHTQy8jIBZeeMJNtKCwBWzRD2Qa9/0iI9fy4QT23ArxhR3rkBAL39ZKWVLmJujGzatAmf+tSnUFdXB47j8Oabbw77Oc/zePjhh1FbW4u8vDysWLECJ06cGPaY3t5e3HrrrSgqKkJJSQnuvPNO9PfTRjKV1MRgZ5FO+hLw3ATUkZGRbvpikOvWi40RVvhSIpYkZowAfouWXFSMBDYi5aDTalAjLhiaFWanJWWMJFkxYtBpcNPckQCAf+5oSupzKxWmJKyJMXidUWEWrbQSbIy8e6ANgy7BD/d0Z39Myottp3tgc3hQUWjA3PrShI4jHkx6LerLCwBkn53W2V7h/jBGfH2xwK4fbVZH1H9P1qxWU/A6Q6fVSE33AxTAnhE6bA6c7squzx4RnTbrEE529kPDAReNl9cY0Wo43LV0HADg0feP4+v/3IN/bG3E0Xab4tSxBEEIBNr6dtqd+K8nt+ORd4+oIoyc1TsStcMpMunxm8/OAscBL+9qxnuiUjqXiEdhUS0GbHcoUDFiHWIZfslrjCybWIlJ1YXod3rwwvazSXtepcMaI7GdG8p2T2Hh6+WF1BhJNTE3RgYGBjBr1iw8/vjjIX/+61//Gn/4wx/w5z//Gdu3b0dBQQGuvPJKOBz+Ltytt96KQ4cO4YMPPsDq1auxadMm3H333fG/CiIqSlWMxDrBHgxTRTCVBOFXz8hpJDBbqaaeQcXavyTaPAtmaq1QvMrFxggL/4tl8eUPYFdW80xa/CQ5YwQAbp4/CgCw4VgnWizKagilAnZfqIsxeJ2RLMXIq7vOSf9td3piWqT+56CwObxiWg20MifIks2EADutbOKsmPcSzbs/FCz00uXxRbW+YNdkdo1WG6wxcqgl9+4tmcbt9eHGP23B5b/dlJOFolxms2ijNWNkSUx7iU/PHYmGGjPsTg/e3teKH/77EFb+7iPM+ekH+PKzO3G0nT7HBKEkWGPkvksn4NYFo8HzwF82ncZNT2xRfFM8mXvZhePKcbfY2H3w9QNZp1KOhhS8Ho8qwK6sOhgQ+HqSt5/VaDh8ZZlgGfnU5kY43LkRwt7c61e4y0XxipEByhhJFzE3RlatWoWf/exnuOGGG877Gc/z+N3vfoeHHnoI1113HWbOnInnnnsOra2tkrLkyJEjWLNmDf7+979jwYIFWLJkCR577DG89NJLaG1tTfgFEaFhk8By7CzSSbNYbK0sjM83jzJGhsPzPDrEIieb1I0Es9KyOz2KbS5ZhpKtGBGKV6e7+jHkyo2FAoN9/qtlnBsMpQaw97OMkRQ0RsZVFmLhuDL4eOCVHLDZaBOVhDWJNkbs8V+HG7sHsKOxFxrOv/g7JVN54fXxeP+QaKM1Lf02WgwpZyTLFCONPUwxEntjxKDzeztHGszw+ngcbRMaSmoLXmew4z7cRgXVdLP+qNDE9vp4fP3FPdiiIosVIjFitdFimPRavHnvYrx41wJ8e8UkLJlQgTy9FtYhNz480okvP7srZ4pJxPn8/aPTWPm7TWjNgeEYtcAGtCZWF+LnN8zAX26bi5J8PQ60WHHNY5txslOZQylDLi8cbkHVIsfmWg73XzEJDTVm9A648MyWM0l5TrVgk1QB8vd/1ZKVlvKaSLYUWGkBwLWz61BXbEJ3vxOvf9KS1OdWKmygoaHGLPt3WBNlwOVVZG5PLylG0kZSM0bOnDmD9vZ2rFixQvpecXExFixYgK1btwIAtm7dipKSEsybN096zIoVK6DRaLB9+/aQz+t0OmGz2YZ9EbGRqGLkvUPt+OumU3B6krtJYP6g88bEZ33CFhiUMSJgc3gwIBb7a2XY4pj0WqmBcrZHeTkjPM9LKodkKUYqzUZUFBrg45FzE4FM/TCiRL5lkl8xoqzNoS1FGSOMWy4cDQB4ZVdz1oew+xUjcVppJUEx8q/dglpk6cRKXDC6BABwSuYE4CdNfejud6LIpMPCceVxH0OiTKzOzsYIy6Cqj8NKC/CvP9ojrD/OdA9gyO1Fnl6LsRXx/Z1MwyzADrXaFKvAzFZeFa8fRSYdXF4f7npuF/Y1WzJ7UETK8fl4aR8hJ3g9GJNei4vGV+CbKybi+S8vwP4fXYE3712MumITzvUN4U8bTiX7kAkV4Pb68Ni6kzjabs8ZS1U1wPYhbF9y5bQarPnmMkyrK8Kgy4v/HFCmWpDVKAxaDQoMseW0hcOo0+K+yyYAAF7b3QJvDlkAxqMYqVaoKsDr42F3Jt9KCwD0Wg3uFJVFf910KifOkSPigFUsyvMCo06y5Vba+QH4rbQofD31JLUx0t4u3JCqq6uHfb+6ulr6WXt7O6qqqob9XKfToaysTHpMMI888giKi4ulr1GjRiXzsHMCNgncZhmKecPu8/G4/+W9+MW7R3H941uSNpHhcHuxs7EPALA0jg0N4C+Wk2JEgE02lebrkSdz8cXsUZp6lWWVBAjde7dXOF+TpRjhOA5TczRnpFXMkqiLqzGirPMjVRkjjCun1aA0X482qwMbj2d3CHuiipFKMWOkK87GiNfH47VPhMLmZ+aNxPhKocFwUmaDgW2GV0ythkGX1GVNTEysEiaU5B63WmCKkfo4FCNAwPojwobjUKuQy9FQa86YFVqiTKwuhE7DwTrkRqvCbEuzmS67E+uOdgIAXrxrIRZPKMeAy4s7nt6RdbZ2xHCOttvR3e9CvkGLC0Ynni2l12owe1QJHrpmKgDgzxtPKXJoiEgt2073SJl87+xvo0a3AvB4fZLqnSnZAWF9sWq6oBQ+o9DPKqtRlOTrwXHJW9+smFKN4jw92m0OSTmXC7CMkVgaCUwV0KEwKy1bQDB6LLkYcrl5/igU5+nR2DOI97PcZrTf6ZFqWQ0xWvJWKVhR1CPurSl8PfVkroIQAw8++CCsVqv01dyc/dYmyYZNbA64vFJnWi5tNoekQjjSZsM1j23GC9vPJrxQ3HGmFy6PDzVFJqkQFiulYvi6ZcidE53waLACZyyFbyUHsLPFpEGnQZ4+OVM2ADBjhHDD3H/OkrTnVDpDLq8kx4xNMSKcHy0KU4wwuas5BVZagDBJetMFLIQ9u+85kmKkJDErLbvDE5f1yOaT3WizOlCcp8eKKdXS/eBUV/RNLs/zUqZAJm20AGB8ZSE4TpA99ySYt6IUBpweyb+6viw+JUedpBgJfw05LDapp6kweJ1h1GkxsVpojh2iAPa08eYeYVp29qgSTB9RjL/cNg+zRpWgb9CN257cIXlOE9nH5pPC0MKCsWVJbYqvml6DJRMq4PL48JO3DyfteQl1wDLLAOB09wCOtlODNdO0WR3w+ngYtJrz7LfHVghrxjPdCm2MJCl4PRiTXovrZ9cBAF7dld37lEBsQ3EEbBcpM3ydNWDzDVrotckvyxYYdbh9UT0AodGfzU3eY6ILSHWRMebPWpUUwK6sxhnP89L1g6y0Uk9SP4E1NUJRoqOjY9j3Ozo6pJ/V1NSgs7Nz2M89Hg96e3ulxwRjNBpRVFQ07IuIjXyDTuqsR7KzCMUZsTg1oiQPSydWwOH24QdvHMRX/rE7IaXG5gD5e7wTFEwxwvPDu+65ClMEyLHRYrApYCU2RtiCoTTJUzZssnD32b6kPafSaRWLkgUGbUy+rJJixDIEn0Kajx02B051Ctel8hRKS28W7bTWHe2I+bqpFvqdHinIviZOK63iPD30WuHz2RPHPYFt6K6bXQeTXovxVawxEl15cbDFhhbLEPINWiybVBnz304meQat9HnJFjstNn1Vmq+PKdg4EHZeRbLyZLkcU2vVmS/CYPL9XFMjZgqe5/HqbuH68Zl5QiO70KjDM3fMx8SqQrTbHLjtye05F06bK3x0gu0jknvt5zgOP7p2KnQaDmuPdmLtkY7ov0RkBYGZZSyX4J39bZk8JAJ+G60RpXnQBKlKx1QI+9hGhTZGegMUI8nmM/MEF5X3D3dI1tPZDlOMxBa+LnyWe/qdirJHjkf9EitfuGgMjDoN9p2zYuvpnpT9nUzDbLQaamKvE1eZhcaZ0taKNodHck6h8PXUk9TGyNixY1FTU4O1a9dK37PZbNi+fTsWLVoEAFi0aBEsFgt2794tPWbdunXw+XxYsGBBMg+HCCLenJHT3UKBZ0ptEZ794oV46Oop0Gs5vH+4Ayt/vynu4jLb0MRrowUIsnc2MU45I34rrVgmv0eLvvHMR15J9CU5X4QxR2yMnOoayBkbNv+5kRdTk6mm2AQNB7g8voQyJJLJz985giG3FxeMLknphPmEqkJcOFYMYc/SaSw2xW826eK2JeM4TmpQdce4qLQOuvH+YaEI8VlxgzdBVIy0WR1Rg/D+c1AoWFw6uQqmJKrK4oXZaWVLY4TZyIyOM18ECFh7WEKvPXielxoJalaMAP7jpwD29LD/nBXHO/ph1GnwqVl10vdLCwz4x50LMKIkD409g/jcX7YqdpqYiA+H24sdZ3oBJLaPCMeEKjPuXDIWAPDjtw9TEHuOEJhZ9r0rGwAA7xwgO61Mw+x82fBJIGPE9UnfoFuRezrLoFD8TkVhc1pdERpqzHB5fHhrX2vSn1+JsKHJWBwDyguM0Go4+Pj4BrhShTVFweuBVBQapf3VnzeeTtnfyTRHxHX3lBhttAB/E7xDYRkjrKlaaNTBqMv8Hjfbibkx0t/fj71792Lv3r0AhMD1vXv3oqmpCRzH4Vvf+hZ+9rOf4a233sKBAwdw++23o66uDtdffz0AYMqUKVi5ciXuuusu7NixAx9//DHuu+8+3Hzzzairqwv/h4mEqZFhZxGK06JiZFxlATQaDl9eOg5vfG0xxlcWoMPmxNdf/AQuT2zd9y67U7qALZ6Q2IaGLTSUuBhKN35LHPmT32MUrBjpG0zNgqGswIBxlcJCek9zbqhGAhsjsaDXaiQFUrMC7LS2nurBW/tawXHAT66bft7kWLL5vKgaeXlnc1ba9Um5M3GqRRgVYs5IrM2zt/a1wOXxoaHGLBWVi/P1kj3X6QiqEZ7nsUa0vLhyemZttBgTRbXLySzJNmD5ImPizBcBAtYeYTYc7TYHegdc0Go4TK4xx/13lIDUGCHFSFpgapGV02vOmx6tKTbhhS8vQF2xCae7B3D94x9jy6n4fNhbLUNwK2jKlBAUv06PD9VFRum6m2y+vnwiqouMaOodxF83ZW9BifATmFm2cnoNjDoNznQPSNPIRGYIDl4PpMCokwqbSswZYcXNZA/5AcJgElONvLrrXNKfX4mwcyGWIVCthkOFaEWkpOK3NY4g+Xi4a+k4aDhg0/EuKdMv22CWh1NqY99HMMVIp8IUI70DwvGQWiQ9xNwY2bVrF+bMmYM5c+YAAO6//37MmTMHDz/8MADg+9//Pr7+9a/j7rvvxvz589Hf3481a9bAZPJfvF544QU0NDRg+fLluOqqq7BkyRL89a9/TdJLIsIRr2KETdmNrfBPjE4fUYy37luCKrMRrVYHXv8ktpsx25xOqS2SCmDxUiIuNHqpMSIVv2tjCFFmvvGddicGXbHlz6QaS4oUIwAwN8fstFriCF5njFBIALvb68P/vnUQAHDrgtGYPiL1tjsrp9egOE+PFssQNp3IvhB2ZhEWb/A6g13HY22MvLKLha6PGqZkGi82LiMFmZ/qGsDp7gEYtBpcOjmzNlqMCWKBLnsUIyx4PQmKEetQyKlb1kQYX1mgCNVPIkwRGyMtlqGcsbXIFA63F//eK0zIsmnIYMZUFODN+xZjzugSWIfcuP3JHXhxe1NMf+epzWdw0S/X4WerKWtCSTDV+eIJ8dvxRqPQqMMPrhaC2B9ff5LyarKc4MyyQqMOl4hri3cO5MY0vlLxN0ZCD2mwGoUS7bRSuZcFgOtn10Gv5XCgxYqj7dk/lMH+jcdUxLYuVWLOSDx5KfEwujwfV88UBtCzscnv8/E4moBipEqhipHu/tTkExGhibkxcskll4Dn+fO+nnnmGQBC5/onP/kJ2tvb4XA48OGHH2LSpEnDnqOsrAwvvvgi7HY7rFYrnnrqKRQWpmbah/BTUyQUN2POGBFvQOOCbkAFRh2+cvF4AMDjG07GNE3HNjTLkiB/LxM9O/uoCCHlSMRS/C7O10uKjCaFbfqY/Li0IPkLhrn1udUYYU2zUNNW0ZByRjKsGHl2SyOOd/SjNF+P714xOS1/c1gIe4wFNTXgv2YkqzEi/zp8tN2GAy1W6DScFCDJkJMzsv2M4JU7b0wpzCmetpILC9/OnsaIcP+vL4tfMcI2ow63T5qOC8Rvo6XufBFAmPobLb5X0VQj3f1OsmdJgPcOtcPu8GBESR4WjSsP+7gqswn/vGshrptdB4+Px/+8cQA/efuwLAXg+qOd+Nk7QkPktU9ayE5JQbDg9VTYaAXyqZm1WDSuHE6PDz9ZfZg+s1lMqMwyVkx8Zz/ZaWWSSFZagLID2HulvWxqipvlhUYsb6gGkP2qkb4Bl7SOZIOdcmGqACUVv9NhpcX4yrJxAIDV+9uyrsl/rm8IAy4vDFrNsEFuuShXMSIGr1NjJC0kNWOEUDa1YuGrNYbGiNPjlRYjYyvPv9B8/sLRqCg0oLl3CG/uaZH1nDzPY/MJf/B6orCFRu9Aboev+3y81PSKVRWg1AB21uwqSYViRGyM7Gu2KiqILVW0xCE9ZrAJrUw2RjrtDvzuwxMAgAdWNqTknAjHLRcK08hrj3YqakGdDCTFSFGCVlpiYySW4Dq2gVs+pQrlQcpBljNyqjP8Jnd3o9DUnDemLKZjTSVMMdJld2aFYoDdE1i4aTyY9Fpp2imUYvVwluSLMOQEsL+1rxXzfvYh/v7RmXQdVtbxr93C9eOmuSOjWiqa9Fr87nOz8d0rhEGtpz4+gzuf3RmyUcc43mHH1/+5B6x/0u/0YP3RzuQcPJEQh1qtONhig1bDYcmE1KoFOY7Dj6+bBq2GwweHO3DBTz/AXc/twt82nca+ZktOrB9zhVCZZcsbqmDUadDYM0jZURkkkpUWAIwV1yhKbIwwq++yFAz5MT4zTxjgemNPS8z25mqCWaXVFJmQZ4hNYczs1pRU/E5nY2T6iGIsGlcOr4/HuwfaUv730gm7Nk+sLoReG3t5Wzo3FKQmAgIaI4XUGEkH1BjJIWrjyBhp6hmEjxfk5JUhLK/yDFrcLXagH19/UtYG4VRXP9ptDhh0GsxPQkGrTCyQ5rpipHvACbeXh4YDqs2x2ZOxCdcmhTVGJMVIfvIXDOMrC1Fk0mHI7ZV8KbMZSRkQR5bESAVYaf3y3aPod3owa2RxWNuUVDGx2ox59aXw+njZDWC1wBrltQkrRmLLGHF6vNJ7GerfkylGTkZQjOw8KwTvzhObnEqg0KhDnXivjWQDpgacHq903UjESgsIXH+c3xg51Cb4HU+NQ/6uROQEsL+0Q1CfvbQz+1Ro6aDFMoTNJ4UBm8/MHSnrdziOw32XTcSfbr0AJr0GG4514arffyQFeAfS0+/Enc/uRL/Tg4XjyqQQ7lwJt1U6T21uBACsml6DyhjXu/EwqdqMH149BSa9Bn2DbnxwuAM/f/cIrnv8Y8z88fv41ZqjKT8GIrWEyywrMOpw6eQqAIJqhEg/Hq9PyigbURLOSku5ipFUDvkxLp5UiUqzEb0DLqzL4ga+30Yr9mEdpl7uVNCAm5Qxkic/SD4RrpwmKIs2HMsua2hmIddQE98+oko8N/qdHgw4Y7OVtw654fSkRk3cI1lppX6dQ1BjJKeIJ2PkdEC+SDgP31sX1KM0X4/GnkG8vT/6ppHZaF04piwpfuKjxKL+9tM9CT+XmmEhylVmE3QxdsslxUivshaU0mIyL/mLSY2Gw5wcyRnx+Xi0JZAxwhojLZbMKEZ2Nvbi9T0taQtcD8V1otXTGtF/OltoiyOXKBSsOCW3MfKPrWfRM+BCTZEJF086f+KXZYyc7RkIadPYYXOguXcIGg6YM7ok/gNPAROyxE6ruXcIPA8UGLQJy7jDrT+sQ2409wrn4NQsUYxMG8EUI6EDLi2DLmwXi/GnugYi2sURoXlt9znwPLBoXLm0BpTLVTNq8a97LsKY8ny0WIZw81+34tH3j0mDPU6PF/c8vxvNvUOoL8/HE7fOxY0XjAAgqAZtjtxWJ2eaTrsDb4sNKtawSgd3LB6L/f97JV7/2kV4cFUDVkypQpFJh0GXF09sOIVNx7Or0JRrnOzsD5tZdvXMWgDAOwfITisTtNsc8Pp46LUcqsI0QplipLF7QHH/RpJiJIWNEZ1WgxvnCPepf+1uTtnfyTSNIXJv5cLOHSUp/9l6Ih2KEQC4RGzy7mzshT2L1jJHpHyR2IPXAWGorUBUIMWiKDrSZsOiR9bi83/bnhL1KAtfJyut9ECNkRyiRpwUtzs86JfZDQ0VvB5MgVGHLy8VVCOPrTsZ1bc5mTZagLBg1Ws57DtnxcGW0IWIXEAqcMYx+c18OpVmpcUUIyUpUIwAuZMz0j3ghMvrA8fFF7I9SrTSaukLHZ6cSjxeH374phC4fvP8UZg1qiStf59xxTRhgnBPkyXmnCYlw15LbRxKokBiyRjpG3DhD2sFW7T7L58UspFbV5yHPL0Wbi8f0gt3l2ij1VBTpJh8EcZEpnZReWNEyhcpDz8YIZeagAD2QNhmZkRJXlrt8VLJ1FohK+VU10DITIr1xzqHrZM+ONyRtmPLBnw+XrLRYvYhsTJ9RDFWf2MpPj13JHw88Id1J/HZv2xFU88gHnrjIHY29sFs0uHJL8xHaYEBU2uLML6yAC6PD+8fon+vTPL8tia4vD5cMLpEGm5JFwadBheMLsVXLh6Pv39hPvY+fAW+sKgeAPCLd4/Iyq0hlMl/RLXIkokV560pLhPttM72DEa0SCRSA7PRGlGSF3YwalRZPjQcMODyxmTpmg56B9MToMzuh+uPdaHTnj37lEDOMHvXOFTMygxfT29jZExFAcZWFMDj4/GxqLrNBpjzRzzB64yqGBVFPM/j4X8fxKDLi91n+/D3zcm3xu0ZSM+1gxCgxkgOUWjUwWwUpHpyC3tnusTg9RD5IoHcvqgexXl6nO4awDsRfAvdXh+2icqOJROS0xipKDRKRctctqVojTNfBABGi4oR5YWvCzeEVAXW5UpjhKmJqs2muLw3a4pN0HCA0+NDl0xFQLJ4aWczjrbbUZKvx/eubEjr3w6kusgknS/vH84O1Yjd4YZdbJInqhjxN0ainx+PrTsJm8ODhhozbgpjg6PRcNJ9J1SDYZdoozV/jHJstBgsZ0TtihHWKGeKwkRgjTemGOF5HhuPd+GRd48AyB61CCB4FZcXGOD18TgWwqaRNUKY5Ro1RmJj2+keNPUOotCow6rptXE/T6FRh//7zCz84ZY5MJt0+KTJghWPbsSru89Bq+Hw+OcvkD7LHMfh2lnCNC7ZaWUOh9uLF7adBQB8KY1qkXBoNBy+ffkkFJl0ONpuz+pJ7WyH2WitDLDRYhQYdbisQbTTyjJvfjXgzxcJvxYx6rQYIarblWSnNeTywuEWJslTNeTHmFBlxpzRJfD6eLzxSXbZ/jLYwM6YeBQjCs4YKUrjgNcloiJu/dHsUDn2Oz3SfqWhJj7FCBCgKJJ5fry5twU7G/vAerW//eB40q89kpUWZYykBWqM5Bg1EXy+QyFHMQIAZpNekrT/cd0J+MJMTe1psmDA5UW5OIGXLD5/4WgAwJt7WjHois0bMFtotbAMiTgUI+V+RYCSgiT7UpgxAgCzRpVAwwkWUUqS1iYb6dyIM0dCr9VIhc1kBLC/vLMJ33xpD3qiFNGdHi8eX38SAPDN5RMzPjGxUmzAsg202mH3gSKTDgXGxPxtWcaIZdAd0vqK0dg9gH9sawQA/ODqKdBGsEVjRclTXecvNJliZK6CgtcZkmKkQ93ZRYGKkUSpESexWi1DWHOwDdf+8WN84akd2HfOCr2WkywgsgGO46RGT/B0scPtlbydf3TtNADAJ019iptwVSJOjxd/2nASdz67CwDwqVm1MYevhuLaWXV49xtLMa++FC7x2vXwNVOxLMji71rRTvHjk91R711Eanhrbyt6BlwYUZIn3Y8zTUm+Ad9YPhEA8Jv3j8fsT05kniYxWF2r4bBiSnXIx1w1Q2jCvkt2WmmH5RuGC15nKDFnhFlC67UcChNcZ8vhM3OFzL7nt5/NOhcNnudl16VCwRQjPQPOiPuUdCIpRlLcNAuEZSZtON6ZFdcyNoBUZTaiPEQeslxiUYzYHW784l0hW+w7V0zGkgkVcHp8ePD1/Ul9T1n4egVljKQFaozkGLWimqBVZgD76W5h4nWcuNiIxBcuGgOzSYfjHf14L4wP/+YTQkHgogkVSc0JWDSuHPXl+eh3erB6X25O8zCLkngscarNJhh0Gnh8vKQuyDReHx/gvZmagnihUScFdX2SxaoR1hgZEWHaKhojShNvjPA8j999eBwPvHYA/97bil+vORbx8a/tbkGb1YEqsxG3iM3PTHKlWIjZfqZXWqyomdYk2WgBQGm+QWpy9ESw0/rlf47C7eVxyeRKLJ14frZIIOMrWWNkuPJiwOmRgq2VFLzOYA2dVqtD1R6+Z3uZZUEyFCPChmPLqR7c8/wnONBiRZ5eizuXjMVH378Mq2bEP/mvRKZKAezDCxNbT/Vg0OVFTZEJl0+txowRxeB5YO0RUo1EYtPxLqz63Uf49ZpjGHJ7MX9MKe6/fHLSnn9UWT5eunshfnrdNPzyxhm4XbRHCmRsRQFmjiyG18fjXZoaTzs8z+OpjwWrii9cVB9zll4quW1RPUaX5aPT7sRfN53O9OEQMbLmkPB5XjC2LOwAzmUNVTDpyU4rE/gVI1EaI+Ja5UyPchojbJK9JN+QsCWpHK6ZVYvSfD2ae4dwzWOb8YWndmCHmGmmdnoHXLA7POA4YHSM2WKAkPGi03Dgefl5iJE43dWPDcfiD7rneV4aAE2XlRYAXDi2DHl6LTpsThxpU/cAFxCYL5LYwHW1Wb6i6HcfnkCX3YmxFQX48tKx+MUNM5Cn12Lb6V68vDM5ylGe56VaAylG0oNyVpVEWqgtkq8YsQ65Jb/4MRXRb0DFeXp8cbGgGvn92tCqkY9EP8OlSbLRYmg0HG6eLxROX9yRm3ZarQmEa2s0nLTIUEIAu8PtxVv7WsCa7qmUH19QXwIgu+202KYiXsUI4N+QsMmtWOF5Hr/8z1H87sMT0vde2d0sLWiCcXt9+NMGQS1yz8XjYdInPhmcKKPL8zG1tgheH48Ps8D+pt0afy5RMBoNJxUUwm04djb2Ys2hdmg44H+umhL1OVljJNhKa2+zBV4fjxEleXFd71JNSb5BCqMPpXZRC2xDPzoJjZFACwyzSYf7Lp2AzQ9cih9eMzWu3COlM61OyBkJLqC9L143VkytAsdxuGKqMJ1MdlqhabEM4Z5/7MbtT+3A6e4BVBQa8ehnZ+GVryySPmPJQqfV4LZFY3DzhaPDFrCunSWoRshOK/18fLIHR9vtyDdo8bn5mR+UCMSo0+K/VwlWn3/ddDqrFcjZSCQbLUaBUSdNWq/eT43RdOJXjEReizAVwRmFrLscbi9+/PYhAMIAZzooMunx2lcvwvWz66DhgI3Hu/DZv2zFZ/+8FRuPd6laIdAoNrxqi0xx7Qk1Gk5aNySaM+L18fjC0ztwx9M7se5ofOu3Q602WIfcMOk1UpZnOjDptbhovHA+rk+gsaMUjrYL6+yGOIPXGZLVWpT797F2O57Z0ghAUH4bdVqMLs/Hd66YBAD4+btHkrIG6Hd6JBUzha+nB2qM5Bj+ANToH9hGUa5YaTbKDrf90uIxKDBocbTdjgdfP4C+gKlq65Ab+5otAJIXvB7Ip+eOhE7DYW+zJWyxNZtJ1C6pnjVGMhTA7vPx2HKqG9//1z7M/9mH+PbL+wAIYXvx5GLIRcoZacrexoikGEmgiMw2JPEoRnw+Hv/71iH8RZyk/OE1U3H1jFrwvBBYGmqh/saeFpzrG0JFoTLUIoxV4sZ5TRhVnJpgzdRE80UYLGckVA6Nz8fjZ+8IeRKfmz8ak6qjL2D9Vlr9w84RyUZLgWoRBrPTOqFSOy2P1yeF3scTchnM6PJ8PLiqAT+4ago+/u/L8N0rJyckeVc6zCr0aJtdCmT2+Xh8KCpDrpgqXEcunyY0Rjaf7M5ZG9BQnOsbxMP/PojL/m8D1hxqh1bD4UuLx2Lddy/GjReMTMvkbSiumVkHjgN2NvahxZK4rSQhH6YW+czckWmdrpXLquk1mFtfiiG3F795P7IallAOHTYHPmmyAPCrgsNx9Uyy08oEchUjLHeiUSGKkUc/OI6j7XaUFxjw8Kempu3vjqssxO9unoP1370Et1w4GgatBjsae/GFp3bgtwHDaWrjTLe4Jo3DRotRJQWwJ1a43nKqG829wnn5+w9PxHU9YA3WyxqqkmILGguXiJlJiShelAJTvSRq0c+s1iIpRljgutfH48pp1bg4wHL1jovGYObIYtgdHjz874MJHQvgt9HKN2gVMRyaC1BjJMeolTJGom/omI/juBhuQCX5Bnz7cqFj+vKuZlz2mw34544m+Hw8tp7qgY8XgtxTMeVbaTbiCrHI8FKOqUZcAaHY8driZCqA3e314W+bTmPxr9bh83/bjld2nYPd6UFdsQlfvWQ8Xrp7YUr//tzRQkbBwRYrHG5vSv9WpmDWeXUJWCaNjNNKy+vj8f3X9uO5rWfBccAvbpiBO5eMxQMrG6DXcvjoRDc2Hh8eAOfx+qRska8sG5f2BWMk2ETh5hPdqrZJAvzKwWRYaQGQJrG6QywqVx9ow75mCwoMWtwv3iOiUV+eDw0H2B2eYc0WJQevM6ScEZUGsLdZHfD4eBh0GikfJFG+cvF43LVsXFpDJjPF2IoC5Om1GHJ7pbXU3nMWdNmdMBt1WChOj06uNmNUWR6cHh82He/O5CErglNd/fjuq/twyf/bgOe2noXT48OCsWV45xtL8PCnpmb83KkpNuFCMdfobVKNpI1TXf1Yd7QTHAfcsTjzoeuh4DgOP7haUEK+uvscDpPdkuJxuL144LX9AIALRpdIhbFwXNZQBYNOg6beQZxQ6b1dbXi8PmmYM5pihNl+N/YMhs06TRdbT/Xgbx8Jw2C/ummmNDiUTurLC/DIjTOw6fuX4gYxx41ZmqsRNrCbSGMkFrukSLyy65z03/vOWc/bx0aD5/2WnFfPqEvoWOLhErGgv/tsH6yD6t3L+ny8lDHCrNHjxa8mCt80e2tfK7af6YVJr8EPrxne7NRpNfjVTTOh03B471AH1hxMTFnIXHsyna+aS1BjJMeIRTFymjVGKmO7AX156Ti8fPdCNNSY0TfoxoOvH8ANf/oY/xSbFcm20QqETZa/vqcFQ67sLHKHosPmAM8DBp0mbrkdmwo+m8ZJm49PdmPV7z/Cz989gjarA2aTDrdcOAov370Qmx+4DA+sbMCoOHxEY2FUWR4qCo1we/msC6pjJGKzxojHSsvt9eGbL+3Bv3afg1bD4dHPzsLnFwif0dHl+fjCojEABNWIJyAI7619rTjbM4iyAgNuXagctQggqBjGVRbA5fVh3VF1T9qwhlmyrIxYAHt3UMaIw+3Fr/4jhNR99ZLxsi1wTHqt9PlnDQavj8cecbpzbr3ygtcZE0RFjFqLJ2zicnRZflLzwHIFrYbDFFHWf6hVuK8wu6yLJ1fCoBOW3xzH4fIpNcN+nos09w7i3hc+wYpHN+Jfu8/B4+OxeEI5XrxrAV66e2HCG95kct1socD01l5qjKSLp0W1yPKGqrhCd9PFBaNLcc3MyGpYQhkMOD344tM7seFYF0x6DR5Y2RD1d/INOsmCZu0Rda//1EK7zQGvj4dey6EqytpxRGke9FoOLo9PdpZqKrA53PjOK3vB88AtF47CCtEyM1PUFJtw5xKhodyYIVeIZMCyY8YmoGKujiFgOxzWQbeUpbtUdED5/drYVCMHW2xo6h2ESa/BpQ2R8xZTwaiyfEysKoSPBz46qd5m2bm+IfQ7PTBoNTHXK4OpMkdWjPQ7PfjFu4Lzwb2XTAjZqJ1SW4R7Lh4PAPjhvw8Nc86JFaYYyWZ1vdKgxkiOwSaD22XcEE6LgbfxbEIWjCvH6q8vwcPXTIXZqBvWTV8SJXA3ERaPr8CosjzYHR68k0PhmMwqqbbYFHcRiylG0mGl1WYdwr0vfIJb/74dJzv7UV5gwK9umoGdP1iBR26ciQXjytNWjOM4DnOzOGdkyOWVbq6JWGkx/9OWviHZi7/H1p7A6v1t0Gs5/PGWObhhzshhP//6ZRNRkq/H8Y5+afrG6+Pxx3WCWuTLS8ci36CL+5hTAcdxkp3Weyq302KKkUSURIFUiou34x12bDjWiRe2n8X/e+8o7npuF1osQ6gpMuHOJeNies4JUgC7sCE62m5Dv9MDs1GHyTWJ+cmmEslKq1OdVlps85yM4PVcxR/ALkyOs8bH5UFFEqZ0XXu0Y1iDOJe45/ndeOdAG3geWDGlGm987SK88OWFuGh8RcZss8KxanoNdBoOh9tsqlWEqQnLoAuv7W4BAHxpiTLVIoE8sLIBBq0Gm092Y0OMU8REerAOuXHbk9ux9XQPCgxaPPvFC7FAZgbEctGCZu2R3G1kpxOmUh9Rkhd1X6gNyMtkSs1M8KN/H0Kr1YHRZfl46Or0WWhFgqksegdcsA6pUyGQDMVIlQxVQDTe2t8Kl8eHhhozfvPZWTDqNNjTZMHHJ3tkP8fqA8JgxfKG6oztcy+ZLNTj1h9V733qiJgvMqGqMGHb9WoxY8Tu8IQcrn5s3Ql02JyoL8/HXcvC72Xvu2wCxlUWoMvuxJW/24Q397TENSTROyA0aChfJH1QYyTHYCG7lkF3VEUFW1SMFaWpsaLTavClJWOx9rsX40ZRwllk0mHhuNRN+QaGsP8zh+y02iRLnPgnv1nGSFPvYNKn3NyiX/220z14bO0JLP/NRrxzoA0aTvBkXPfdS/C5+aMz5qHIsgo+ycKcETY1VWDQoigv/sVXTbEJGg5wBti2ReJouw1/2nAKAPB/n5mFVTNqz3tMcb4e37hsIgDBi7ff6cHq/a043T2Aknw9bhcVJUpj5TThtaw/2qVq+zXpupGE8HXAnzHyxp4W3PH0TvzgjYN4fP0pfHRCsAj6/srJMduijWc5I2IBkuWLzKkvhVbBSgbWGDnXN6TK7IgmcTKvPgn5IrkKC2A/3GrD6a5+nOzsh17L4VKxsMaYV1+Kknw9LINu7MrC5nw0Ou0OHGq1geOA1V9fgr9/YR7mjFauTV5pgQHLRBsKCmFPPS/tbMaQ24uGGnPaAowTYVRZPm5bVA8AeHlHc4aPJjf588ZTmPSD/+COp3fg33tbht2DewdcuPXv2/BJkwVFJh1euGuh7KYIAFw2RWhkf9LUJw0dEanDny8ib0iD1SwaM9QYeWd/G17f0wINB/z2c7NRYFTGcFehUSeptTP13iQCz/PS4ObYivgHdqqljJH4rbT+tUu4rn967khUmU2SE8Lv1x6XVT8JtNG6KsTeOF1cOllYi2483plx67l4YZnCUxLMFwGEz0ieWIfqtA9vnA04PfjH1rMAgB9ePTVivcqk1+KPt1yAMeX56LQ78a2X9+Jzf90mhcTLpWeArLTSjTKu1kTaMBt1KDBoMeDyos06hHGVoZsePM8HNEYSl6Y9+rnZ+Ool46HTamQHucfLZ+aOxKMfHMfus3041m5X9FRxspAyJBIM19ZwwKDLi65+pyQpjBWe5/FJUx/e2tuKg602tFqG0GFzIPieO6++FD++bppUPMokF4hFmN1nLeB5XnETqokgBa+X5iX0uvRaIWug1erAub6hiOeH18fjv187AI+Px+VTq3HtrPD+qf+1sB7PbW1EY88gnthwEu8fEqbw7lw8FoUK2VAEM31EEUaU5KHFMoSNx7uiBnYqEbvDjX6nUCxIVvj64gkVMJuEf7MRJXnCV2ke6kryMLnaLE0nxYJfMSI2RsTC8TwFB68DgvS5rMCA3gEXTncNYPqIzF/nYoEpRupJMRI3LAjyUKtNUossHFd+Xk6GTqvBZQ1VeP2TFnxwuEPKH8kVWLNzcrVZNZ+Ta2fVYd3RTry1twXfXjExq9YMSoLneby8UyhCfXHxGNW8z1fPrMWTm89g6+keeH28opv42YZ10I3H1p6Ay+vDhmNd2HCsC/kGLVZOq8GV02vwm/eP4XiHoFT/x50LJGWfXEaU5KGhxoyj7XZsPN55nhKaSC7Mvjda8DqDFc1PZ6D432514H/eOAAAuPfSCdLQnVIYWy5MsTf2DGDWqJJMH05MdPe70O/0QMMhIYvtqqLEFCPH2u3Yd84KnYaTclvuuXg8XtjehJ2Nfdh2uheLxkdewx1osaK5dwh5em1GbLQY88aUocCgRXe/CwdbrZg5siRjxxIvR8XgdWZdmwgcx6G6yIjGnkFRGeKvf75zoA2DLi/GVRRg+ZSqCM8iMLWuCGu+tQx//+g0/rj+JHac6cXVf9iMLywag29dPlFWXl6vaEtNipH0QYqRHIPjOMlPvj1Czkin3YlBl3eYLDVRJlab0+INXFVkwgrxopUrqhFW/E7EEseg00hWa01x2Gmd6urHo+8fw8X/bwNuemIrnt16FrvP9qHNKjRFDFoNxpTnY8mECjz62Vl49Z5FimiKAMD0EcXQazl09zvR3Js5X9pUIJ0bCTTNGGxiK1oA+7NbGrG32QKzUYefXjc9YjHDoNPgv1cJ3s6Prz+FE539MJt0+MLiMQkfb6rgOE5qhrx3UJ12WkwtUpynT5qMe2pdEfY9fAUO/OhKrPnWMjx5x3z85LrpuOfi8bi0oSquotb4KuGe4VeMCMHr8xQcvM6YLOaMqFGJdpYUIwkzucYMrYZD74ALL4prkWAbLcYV4vc/ONyRc7kEO84In+kLxyo3MyiYy6dWw6TXoLFnMCstOJXC7rN9ONM9gDy9FlfPTH9AbbzMHFEMs1EH65Bbmmgl0sM/tjViwOXFpOpCfGP5RIwuy8egy4vX97TgK//YjeMd/aguMuLlryyMuSnCWCGqRj6knJGUE2ilJQemGMmEldZDbx6AdciNGSOK8Y3lE9P+96MxRmwaNXarL2eE5d7VleTBqIvfXYIpRrriDF9/VVSLLJ9SJWU/VBeZ8Ll5owAIdkvRYFbvlzVUZdQu2qDTYImYkaJWOy1mpZUMxQgQmDMyvEb6L9Hu+6a5I2XvZU16Le67bCI+vP9iXDmtGl4fj6c+PoMrf7spap4vz/M4KQ4EkmIkfVBjJAdhxe9IAexsOndUaZ4UEqompBD2T86p2upGLm2W5Fji1MeRM3KwxYrr/rgZy3+zEX9YdxJNvYPIN2hx4wUj8Ngtc/DmvYux4wfLcfSnK7Hhe5fi+S8vwI0XyL+xpAOTXitNqu5u6s3w0SSXlr5kNkbyhj1nKJp7B/H/3jsGAPjvqxpkBXtfOa0G8wMK3V9aPFbWNEUmWTVDaIx8eKQDLo/6cgGSYb8XimRnA40XFSOtVgdOdNjRZnVAq+EwWwXTbsxuZ91RdRVPfD4eTb2UMZIoJr1WUjyxeyorqAWzbFIljDoNmnoHcaxDnbk08bJTbHbOH6OexkiBUYdPiYX6H/77ENw5mg2Tal4VixFXz6xVrII0FDqtBgtE2+CPT3Zn+GhyB4fbi6c/bgQAfO2SCbj/8knY+L1L8NpXL8JtC+tRmq/H2IoCvPKVRZhQFf+E8WXi8N2mY1302U8xkmKkTN4exl/8T29j5GCLFR8e6YRWw+HRz85KOO8gFbBsjsYoRVklwhpdYxIc1mEZIz0Drpj3bm6vD2/uFfKuPjN31LCf3XPJeOi1HLac6pHWNKHgeR7v7BcaI1fPzJyNFoPZaW04rq59CiDYW7G1dUOS3GH8iiJ/4+xM9wB2NPZCwwE3XRC7QnBkaT7+cts8PPulCzG6LB9tVgf+68ntEVVLv/3wBDYc6wLHCcoeIj0o76pNpBxJMRLhA5ksG61MsXRiJUaU5MHm8GBTDoQftrIQ5QSL31JjpFdeY4Tnedz/yl7sO2eFVsPh0smV+P3Ns7HroRV49LOz8alZdZg9qgRV5vhD4dPFXMlOK7umP1vEplkiwesM1hhhG5VgeJ7HD948iCG3FxeOLcMtYt5PNDiOww+ungqOA8wmHb60WPkBqxeMLkVFoRE2hwdbT8sP3FMKbaKSKNmNkWRTkm9ARaEwLcMsVabXFWV0ykouTG695VSPqnJGOu1OONw+aDVcUhqquUzgRPKMEcVh3898gw5LJgiTex8cyp1QX5vDLYXTq0kxAgAPrGpASb4eR9ps+Oum05k+nKxj0CVkjgGCRa7aWDRe+Dx/fEp96wO18uruc+gZcGFESR6uEYuOHMdhbn0pfnr9dHzyw8ux9v6LE1ZCzh5ZgvICA+xOD3aeiT5M5XB7seNML/647gRuf2oHZv/kfXznlX0JHUOuEGvGyDhRMdLcN5TWptVfxHvA1TNqMbFamRbeY8XzPpPB9PHiD15PbFinNN8AvVaoR8jJywxk/dFOdPe7UFFoPM8aeERJHj4tNkv+sDa8amT/OSvO9Yk2WpOjWzKlmovF17G32aK6zKSj7cIQUZXZKKl3EiWUYuRfu4W959KJlbKGPcNx8aRK/Ouri1Bfno/m3iHc9uR2WAbPf8+f2nxGOod+fO00xVnyZTPUGMlBWCGszRp+6vtMV2LB65lGq+FwmRhwuulE9jdG2L9lIlZaADC6TFg0NcmcJtl8shvHO/qRb9Di4wcuw9NfvBDXzR6hiqJlMOzGs/usJbMHkmT8VlqJF8CjWWm9sacFm453waDT4Jc3zoipGTZ7VAn+dc9FeONrF6E4X9lqEUC4xlwxTZj+XqNCOy2mGKlJ8JqRDlgW1ut7hEmtufXqKKBOrCrEqLI8uDw+bD6hnqlhNk04sjRPkVOPamJaQGMknI1W8M8/OJI7jZHdZ/vA88JQBrO4UAsVhUY8fM1UAMDv157AaVFpTSSHdw+0Y8DlRX15vuqaZgCweILgM7/zTK8qVaVqw+P14W9icfqupWOhC3Hv4jguKUNaGg2HS8U95toIitB1RzvwmT9vwcwfvY/P/mUr/u/949h0vAuWQTde++RcTgzuJYLH65Nsv+VmjFQXGZGn18Lr49Esc8gvUZp6BvGO2MT9ysXj0vI340HNihF2zIkqRjQaTip+x5oz8oqoYLzxghEhry9fu2Q8dBoOH53oDmuhy0LXL5tShTxD/JZgyaK2WMhM4nmo7nrEwswbkmSjBQjXDwDoFBUjXh+P13aLKqF5iQ9oVJlNeP7OBagyG3G8ox93PL0TA07/4Nxru8/hJ6sPAwC+c/kk3L5oTMJ/k5AP7XhzEDkZI5JipFKdihFA6MwCwKbj6ilIxcOgywPLoBtAEq20ZC4mn9x8BgDw2XmjEuqiK4ELxMbIsXYbbA53ho8mebQmqWkGRFaMdPc7pZv5N5dPlIrZsTC3vjQhe4N0s1LMGfngcDu8PnXlAvibqcr/3E6oEs4lNs2khnwRQCjCLG8Qit1qstNqkoLX1Xv/VwpTa+U3RpZPqQbHCROFkdZn2QSbtlaTjVYgN8wZgaUTK+Dy+PDfrx+AT2X3ASXDvNw/rTDrVblMrjajotCAIbcXe1SYM6U2/nOwHU29gyjN1+Oz80dF/4UEWS42RsLd25t6BnHP859gZ2MfXF4fKgqNuGpGDf73U1PxaVEB9Yt3j6hu7ZhOOuxOeHw89Fp/MTsaHMdJDYB0KSP+9tFp+HjBElMp2ZmhYHt8y6A75KS6kjkj5qIkw8mkKqj4LYcuuxPrjwmf9XAKxlFl+bjxAiGQ/aerD59XS+B5HqtFG61rZmTeRovBmrzs9akFlt+VjOB1hnRuiIqRzSe70W5zoCRfH3UNL5dRZfl4/ssLUJKvx95mC77yj91werx4/1A7vv/afgDAnUvG4r7LJiTl7xHyocZIDsIKpK2W6I2R8Sq10gKARePLoddyaOodTLvXaDph/45moy7hXIbRZcKiSU74+snOfsn/8I6LxiT0d5VAdZEJE6oK4eOBf+9tzfThJAWfj5fyZ5Idvh4YENw34MJ/v3YAlkE3ptQW4e5lyp2YSiaLxpfDbNShu9+Fgy3WTB9OTPgVI8pvjIwParLNU5GsmNlprT3aqZqiKZvMqy+jfJFEmT26BKPK8rBgbFlUD+RKsxEzxayr7Wdyw36HeXFfqNLGCMdx+MUNM5Cn12LHmV68JNr9EYlxtmcA28/0guOEsFM1wnEc2WmlCZ7n8eeNpwAAX7hoTFpU60snVUKv5XCme0DK5QzkJ6sPw+Xx4cKxZVj/3Uuw8wfL8adb5+KLi8fioaunoDhPj6PtdsmmhTifc+KQXl1JHrQxKH3GinZL6WiMdPc78YrYxL1HwWoRQLDsZBPxarLT4nleCqsek4S6VHWYgO1IvLmnBV4fj9mjSiJapd136UTkG7TY02TBjX/aMixke/85K1osgo3WJQqw0WJIOSPHulSlbjzaJlhpTU2mYkRSEwlNM/bZvm5WHYy65Cl8JlWb8fQd85Fv0GLzyW7c/uQO3PfPPfD6eNx0wUj84KopqhwIUTvUGMlBomWMuL0+KXhVzYqRAqNOskfaqDJ5YCywye9E1SKAf5qkZ8CFfmdkT/ynPxbUIssbqpOyUFECn79QyMT4x9bGYYV/tdI94ITL64OGS04BvKbYBA0HOD0+dPe70Glz4OfvHMbiX63Dh0c6oOGAX900I2fsd/RaDS4S7TLUdo1pS1IuUToYH3AfGl2WjyoVWe5cOLYMBQYtuuxOHGxVR/PsrKQYocZIouQbdNj0vUvxz7sWytrkzBGzrvY0WVJ8ZJnH4fZiX7PwmZivQqskxqiyfHz3yskAgEfePZIzap9U8q/dgmXJkgkVqrhHhWPxeGF9sIUC2FPK5pPdONRqg0mvSZv1SKFRh4XjhH/fdUeGT1qvP9qJD490QKfh8PPrp2NsRcGw639JvgFfF6eB/+/948OsVAg//nyR2K4BY9OoGHl2SyOcHh9mjSzGIvF8UDLMikpNdlpddicGXV5oOGCUzKyZSPgDtuXdq3mex6tiAzOandLo8ny88pVFqCky4WRnP65//GNsF3Mo3xFttJYrxEaLccHoElSZjbAOubHuqDqsXHmelzJGGmqS1xjxq4kcsAy6pMy/z8xLvgpxzuhS/PW2eTBoNdguWm5ePrUav7opNityInnkRvWKGAbLGOkdcMHh9p738+beQXh8PPL0WqlzqlYuniTmjKisaBkLrVKIcuKbR7NJj7ICIej4bIRFU9+AC699Imxc71yi/KBsudw0dyTy9Foc7+jHdhmBikqHqYmqi0xJaVYYdBrUiEXpB17bjyW/Wo+/fXQGgy4vptYW4ak75mPmyJKE/46aUOM1hud5KXxdDYoRZqUFqMdGi2HUabF0omDruPaIOmTqZ3tFxQhZaSWFWHztmaVjLljv7D9nlSxmxqi8CXfHRWMwe1QJ7E4Pfvjvg1kxWJEpBE9vYX2ZimJEOlk8QVCM7G22UPFbJuf6BvGb94/F1GBkapGb54+W9jDpYLmUM+IvJjrcXvzo7UMAgC8uHhN2uvz2RWNQX56PLrtTCu4mhiM1Rkpiuz+wfNRUF/8HnB48t/UsAOCei8erYsLb3zRKT/5KMmANrpGl+TDoEt/LsjyzDhlWWm6vD69/0oLjHf0w6jT41Ky6qL8zfUQx/n3fYswcWYy+QTf+68nteGVnM95hNlozlWOjBQA6rQY3XiA0fF4Vc1SUTpvVgX6nBzoNh3FJHOJmg3c2hwev7GqGy+tDQ415WF5gMlkysQK/v3k2THoNLp5UicdumRMyv4ZID/TO5yDFeXqY9MI/fahuObsBjakoUH3HctkkYVOy9XQPnJ7zm0DZQGsSrZIAeXZa/9zZBIfbh6m1RVg4Tr2TnsEU5+lx/RzBH/Qf4mJXzfiD15M3ccnstNYd7YTL68O8+lI8/cX5eOcbSxQlDU4X7Bqzp9kC65A6smnsTg8GXML1sFYFjZG64jzpnjVPJcHrgfjttJQ/icXzPM6KG2a1F6vVyJxRJQCAQ622kIMr2YRkozW2VBUFpUhoNRx+ddNM6DQcPjjcgf8cbM/0IamWLae60Wp1oMikwxVJ8vTOFKPK8jGyNA8eH48djeoftkkHj609icfWncQXntoRVbkOAAfOWfHxyR5oNVzaB7WWTxHOz52NfbCKWY9/23QaZ3sGUWU24psrJoX9XYNOgwdWNgAA/rrpFCnNQsDyDGNXjIhWWl2pbYy8tLMZ1iE3xlYU4Aoxc1DpMIeHSMOPSqMxiTZaAFBljqwY4Xkeu8/24eF/H8SCX6zFd17dBwC4ekatbMvy6iITXr57Ea6eWQu3l8f3X9uPFssQ8g3KstFiMCXM+mOd6IwxlD4TnBY/26PL8pPqUmE26qT95t8+EpxRPjNvVErXqKtm1GLPD6/AM1+cD5NeOUqiXCTpjZEf/ehH4Dhu2FdDQ4P0c4fDgXvvvRfl5eUoLCzETTfdhI4O5RcLsgmO4yR1QVuIhRhrjIzLAnukKTVFqCg0YtDlxe7G7JzATHaI8pgoAexurw/PbRGaBl9aMlb1BY1gbl9UDwB471C7bJmtUmnpS35jZIHYCFs6sQIv3b0Qr96zCJdOrsq680AuI0vzMa6yAF4frxq7DJY7U5ynT4sXd6JoNEKIeZFJh0sbKjN9ODFzaUMVOA442GJTfPGjd8AFu9MDjhOKekR6GVmah4pCIzw+XnW5RbGyXeXB68FMrjHja5eMBwD871uHMOgihUA8sInVa2fXZUWRYLGYM6KW9UGm2dMs7NWOddjxTdFzPRJMLfKpmbVpv2eNKsvHpOpCeH08Np7owrm+QTy+4SQA4AdXT0GhMfL6atX0GsyrL4XD7cNv3j+WjkNWFZJipCzWxoigGGm1OlI2YOD2+vDkR4LS566l42LKQMkkkpWWijJGziR5WIcpRrrswxUjbq8Pf9pwEpf83wbc9MQWPLf1LHoHXKgoNOLOJWPx4+umxfR38gxa/PGWOfjm8onS95ZPqVbkfW18ZSEuGF0CHw+8vqcl04cTldPdQq5TMtUigFAjDTw/9FoO18+OrhJKlDyDNmfrKEoiJYqRadOmoa2tTfravHmz9LNvf/vbePvtt/Hqq69i48aNaG1txY033piKwyAiwOxwQhVpTrPGiIrzRRgaDSdNdG88oR6rm1hgipHaZClGytk0SejGyLsH2tBuc6Ci0IhPzVKWHDQZTKktwvwxpfD4eLy4vSnTh5MQLZJiJHmqgPsvn4RPfng5/nHnAiwcV043cgAXTxKK9ZtUco2RcolUoBZh/OGWOdjxgxVJsQxMNxWFRswWlQDrjirbTos1xGuKTIrcvGU7HMfhgtElALI7Z8Tr4/HJWaEAmi2NEQC497IJGFWWhy67E89uUb/qNN1YB91Yc0hQ23xW5TZaDJZD9vFJCmCPRr/TgxOdQsHLoNVg7dFO/GrN0bCP33CsE/85KNjTfOXi8Wk5xmAuaxBUI2uPdOBnq4/A4fZhwdgyXCvDcofjOPzg6ikAgH99cg6HW20pPVa1cc7CFCOxFcRL8/UoMglNqXjttDxeH/69twWffmILPveXrXh+21n0Dbikn7+1txWtVmEvfOMFI+L6G5kgMH9FLZaPrIkzJkn2rqEyRhq7B/DpJ7bg12uO4WzPIPL0WtwwZwSe/dKF2PbgZfjhNVNhlqkWCYTjOHz78kl4/PMXYNG4ctxz8bikvIZUwKwrX93VrPhzgylGxlUWRnlk7DBFESDk6JYXGiM8msgmUtIY0el0qKmpkb4qKoTCtNVqxZNPPolHH30Ul112GebOnYunn34aW7ZswbZt28I+n9PphM1mG/ZFJAYL6g6lGDndJSxKx2aBYgQIKFoez85prVZrcovf9cxKq/f8xSTP83hysyAtvH1RPYy67Cyc3SaGN/5zRxPcXl9mDyYBmJXWiCQqRjiOS6uHsxpYFnCNUfpiEvBf99XUGNFqOFUX6pkXudKDDZm9AgWvZw4pgL05O1WuAHCkzYZ+pwdmow5TalPj3ZwJjDotvi3a5/x54ynV2Csqhbf2t8Ll8WFytRkzRhRn+nCSwkWiYuRwmw29AYVV4nwOtljB84IC/v8+OwsA8NdNp/HKzuZhj3N6vPjZ6sO44+md8PHAldOqM3YdYVaZ/znQjjWH2qHVcPjJddNlDw3NGV2Ka2bWgueBX7x7RBVryHTg8fokdXOsVlocx2GsWDCNVRnh9Hjxzx1NWP7oRnzzpb3YdbYP28/04qE3D+LCX3yIu57bhXcPtOEvmwSl0peWjFHV2pSt7WwOD/oG1XF/Ys2tZNWlWH5u36AbTo8X/9p9Dlf94SPsO2dFcZ4ev7ppBnY9tAK//dxsXDypMimZD1fPrMU/716IaXXKva9dM7MWJr0Gp7oGsKfZkunDicjpFLrbVAXkKzOLMSI3SElj5MSJE6irq8O4ceNw6623oqlJmLrevXs33G43VqxYIT22oaEBo0ePxtatW8M+3yOPPILi4mLpa9So7JgiyiSsIMYmhwNhVlrZ0hhZMqECHCdsxNXgmxgLQoiymDGSpElqtmhqDBHMtvtsH/afs8Kg0+DzC0Yn5e8pkZXTalBRaESn3Yn3DqnXK1xqmqlwyl5NLBxbDoNOgxbLEE6JjWUlIzVGktgwIyLDvMg3n+xWdHYEUwomazKPiJ05omLkk7OWjB5HKtkh2mjNHVOqGgsSuVw3ewQmVhXCOuSWrFYIefxrl1AA/8y8kVmjRq00GzFZDODeeopUI5HYJxbjZo0qwbWz6vAN0YLmB28ewPbTwnt3srMfNzy+BX8Xh7RuW1iP3988JyPHCwAXjC5FSb4eLnGI6guLxmByTejA9XA8sLIBBq0Gm092Y+NxdSiPU02H3QmPj4deyw0rVMplrLiXPS2zMTLk8uKpzWdw8a834MHXD+BszyBK8/X4zuWT8NDVUzCtrghuL48PDnfgay98guMd/Sg06nDrgvqYjy2TmPRaqQZ0RgV2Wj4fn/SMkZJ8PQxis+PLz+7Cd1/dh0GXFwvHleE/31yKz80fjYIoNnjZiNmkx1XTBSeQV3c1R3l0ZmFD3ClRjIiKokqzURquJnKDpDdGFixYgGeeeQZr1qzBE088gTNnzmDp0qWw2+1ob2+HwWBASUnJsN+prq5Ge3v44uODDz4Iq9UqfTU3K/vDqgZqwmSMDDg96LAJnovZ0hgpLzRKk2ebTmSXasQy6MaQWGSrSdL092hxMdlmHcIrO5vx8cluNHYPwOnxSmqRG2aPQEUWSwsNOg0+f6HQgH1OxSHszGZtRIzTVkRs5Bm0WDBWsIPZqAJlWpslublERHQaasyoKzbB4fZhyynlniNsunI0KUYyxsyRxdBqOLTbHCGHV7IBFryeTTZaDK2Gw3euEFQjf998Bt39zii/QQDAyU479p2zQqfhcP0c9VjTyEGy01LwtV8J7D8n5CrNHFkCAPjW8om4eoYQXnzP87vxpw0ncc1jH+Fwmw2l+Xr87fZ5+On10zM6sa/VcLhUDFOuKDTiW5dPjPIb5zOqLF/KN/wbNVMBAOdEW8+6kry4mucsZySaYoTneaw52IYVj27ET1YfRrvNgeoiIx66ego+/u/L8PXlE/HlpePwzjeW4v1vL8PXLhkvqfDvWjoOxXmx2ytlGjXljHTYHXC4fdBquJiVQ+HgOE4qfn90ohtaDYfvXTkZL3x5YVIzOdXIp0WFxNv72jDkUuYQl8PtlazCU2H7f6G4Lv3S4rFJUQsR6iHp7dBVq1ZJ/z1z5kwsWLAA9fX1eOWVV5CXF9/Fxmg0wmjM3iJsJqgVM0b2n7Pg3QNtuKyhCia9VpoeKCswoCQ/e+xylk2sxP5zVmw63oVPz80eWRxTBJQXGJK2MagsNKI4Tw/rkBvff21/yMd8acnYpPwtJXPLgtF4fMMp7DjTi6PtNjTUqMvuY8jllWwbcn2hlw6WTazERye6sel4F+5U+OejXVTO1ZCSKG1wHIfLplTh+W1NWHukU/IlVxqH2wSr0klVsU28Eskj36BDQ40Zh1pt2NNkQe2M7Pqc8jwvNUYuHJt9jREAuHJaDWaMKMaBFiue2HAKP7xmaqYPSfG8e0AYkFs6sSLrBm8uGl+Bpz9uTJlihOd5tFiGUGU2waBTbyFn3zkLAGDWKGGYTaPh8H+fmYWm3kEcaLHi12uEgPIlEyrwm8/OkkJyM81dS8fhTPcAvn35JBTFkUMAAHcsHoOnPj6Dj0/24GRnPyZUJX8SWk2w4PV4rYDHVAjDHZFUEae6+vGjtw7hI3FockRJHr526Xh8eu7IkFbRk6rN+P7KBnz3islotQ4l1aY4nYypKMDW0z1x56+kE+ZeMao0D/okFqlHlebjXN8QRpfl4/c3z5YsTHOdhWPLMbI0D+f6hrDmUBtumKO8mlljzwB4Higy6VCeAmvvldNrsOuhFSl5bkLZpHz1VFJSgkmTJuHkyZOoqamBy+WCxWIZ9piOjg7U1NSk+lCIABpqzdBpOHTYnPjaC59g/s8/xAP/2o+397cCSI1nXyZhGQAfneiC13e+f2un3YGnPz4Du0MdfpsMyUYryRkSf/z8HNxy4SgsnViB8ZUFMOn9l4oVU6pilomrkdriPFwu2t/8Q4WqEdY0KzTqpBBCInWwa8y20z2KtkoC/NkzpBhJL8xOa93RTkX6iA+6PDgpBt/OGKlcH+RcwG+nlX05I2e6B9Dd74JBp8HMLD3POE6YQAWAf2w7m7XKn2Sy5qDQGFklWnlkEwvGlUHDCec+u/8mgtvrw95mC/626TTuem4XLvjpB1jyq/X46vO7FXlvkUNPvxPn+obAcRiWL5Nn0OJvt89DXbEJei2HH1w1Bc996ULFNEUAYGpdEd68d3FCtisjS/OlgYnnt6lvz5FsWGMkXpXAOFExcryjH//e24LdZ3vRZh2C18djwOnBL/9zFCt/twkfneiGQafBNy6bgA/vvxi3Loien6nRcBhZmq9au7+xMppGSiHZNlqM/712Kh66egre/eZSaooEoNFw+MxcFsJ+LsNHE5rA4PVUfAY5jkNFoVG1n28iflJeLevv78epU6dw2223Ye7cudDr9Vi7di1uuukmAMCxY8fQ1NSERYsWpfpQiABGlubjvW8vw792n8O/97Sg1erAywF+gtlio8WYM7oEhUYd+gbdONhixaxRJdLPuvud+NxftuFM9wDarA78z1VTMnegMcKK38kOUV46sRJLJ/oX+DzPo3fAhU67M+vOjUjcvqgeaw614409LXhgVUPck2CZQCp+l5jo5p4GJlUXoqbIhHabAzvO9EqNEqXh9vokCTJljKSXRePKkafXos3qwOE2m+JCGI+02eDjBV9dJRWdcpELRpfi+W1Nig/AjAeWLzJ7ZEnUApSaWTqxAheOLcOOM734w9qTeOTGGbJ/1zrkhkmvyer3J5CmnkEcbrNBq+GwYqoy1XSJUGTSY+bIEuxttuDjk934zLz4sjIPtljxxMZTWH+0E4MhbE7WHu3EhuNdkrWTmmA2WuMrC2EOWmvXFJvw/v0Xw+n2ojzL1ESB3L6oHh8e6cBru8/he1dOzsmcA8a5PkEpMLI0PlvPMRX50Go4WIfc+OZLe6Xv6zQcjDoNBsTPz6WTK/G/n5qW9MK7kpGstFShGBEbI0nOvWuoKVKdE0S6uGnuCPxu7XFsOdWD5t5BjCpTlrWuP18kdz6zRHpIumLku9/9LjZu3IjGxkZs2bIFN9xwA7RaLW655RYUFxfjzjvvxP3334/169dj9+7d+OIXv4hFixZh4cKFyT4UIgrjKwvxwMoGbH7gMrx090LcPH8UzOJk+aLx5Rk+uuSi12qwWPT43RQQbGdzuHH7kzukqYnV+1pVNW3VmgLFSCg4jkN5oRFTaosy6uWbbhaNL8eEqkIMurx4fbcyJyfC0dLHGiNU/E4HHMdh2aQKAMOvMUpj/zkLHG4fygoMqFfYYjfbMem1WDJROEfWHunM8NGczwGxMBU4rUtkBjbBeKDFCpfHl+GjSS47WL7I2Oye0gxUjbyyq1m2n/vBFisWPbIWtz+5Q1Xr0URYc6gNALBgbBnKstS+gu1BtsRhp7WzsRdfeGoHrnlsM97Z34ZBlxfFeXqsmFKFB1c14PWvXYQvLRYsPH/xzhF4vOq7ZuwVm8DhVGSFRl1WN0UAwSJsbEUB7E4P3tjTkunDySiJKkbMJj1+97nZuGHOCFw4tgwjxKwSj4/HgMuLkaV5+Nvt8/DUHfNzqikC+Idfz3YPKv4ew+ozuTSUmWlGlubjIrEO+C8F1j6YYmR8CoLXidwm6aMI586dwy233IKenh5UVlZiyZIl2LZtGyorhenZ3/72t9BoNLjpppvgdDpx5ZVX4k9/+lOyD4OIAY2Gw8Jx5Vg4rhw/unYa2qwOjMnC4NVlkyrx3qEObDzeha8vn4ghlxdffmYXDrfZUFFowJDLi1arA3uaLbhAJbJKZs9QV0LTvamA4zjctrAe//vWITy/vQlfuGiMatQXfsUINUbSxbJJlXhl1zlsPN6FhzJ9MGFgHucLx5VBE0egJZEYyxuq8MHhDqw90oFvLI89pDWVHGgR8kWmU2Mk44wpz0dpvh59g24cbrNhdoDKVe1kc/B6MPPHlOHSyZVYf6wLv/vwOH5385yIj/d4fXjgtf0YdHmx/UwvNhzrwqUN6pv+jxVmo7VyevbaKi8eX4HH15/Cxye7wfN81LUkz/PYdKIbj687KTUTtRoO186qw5cWj8W0uqJh9/DxFYV4fc85nOjsx8u7mnHr/2/vvsOjqrY2gL9nWnohvZAQSAKhhhAIvXcQRFQUQYqiKHIR77VeP1G5dqUIwrUBKoJgoXhFpRepgRASIBBSSAjphfQy9ftjMgNIzZCZM8m8v+fJI07dk8ysOWevvdfq2cqsr6exJRr6i9Q3XrdFEomAqb1a4T+/JWHtkUxM6RncZM45Gtvl0nvbMQIA4yIDMC4ywPj/Gq0O+eW1KKlSIszH2aYW+l0ryMMRggBU1KlRXKW06p5Ohl0trZrhvJQ1ezg6CIdSi/Fz3GU8PzTcqs4X0+qTZc2t7D+Jr9F3jGzYsAE5OTmoq6vD5cuXsWHDBoSGhhqvt7e3x4oVK1BSUoKqqips2rSJ/UWsiL1citZeTs3yQGxAfWmo+KxSlFQpMWddHGIzSuBiL8O3T8QYt+9vS8wVc5gNYpj89mcTZbN5oFsgHORSpBZUIq4J1XvPrt9N1FSbAzZF/cK8IBGAlILKRqkjbg5H0g2Jkea1K7CpGBLhA4kAJFwuQ0p+hdjDuc6ZbO4YsRaCIBh3jcRfajrfO3eSV1aLrJIaSAQgulXTWIByr/41Qr9rZGtCDs7nld/2tl8fvIizOVdv8+nuFKtf0Xuv8strcfJSKQBgRIfmez7YrVUL2MkkKKiow77k2+8q1el0WLD1LKavjkVsRgkUUgkmxwRj778GYckjXdG5pdsNE1VujnI8X59sX7LzAirr1GZ7LY1Np9MhoX7HYmQzSgKb4qHolnCQS5GcX2EsO2hrympUxl3vhibqjUEqERDg7oBOgW42mxQB9HM9AfXzBne7k1EMWq0OmcX6BBl3jFjWqE5+cLGXIbu0BkfTG77L0Vx0Ot01pbS4Y4Qal9mbrxNZiyAPR7TxdoJGq8OkL45gb3Ih7OUSrJ7RAx0D3DCms77h4x+nc6G9SYN2a3S1lBZ3jJiLq70c4yL17431sZdEHs3dM0zMMzFiOe6OCuNJ/V8p1ldOq06twYkM/SRrbyZGROHjao9h9U3Y11pRg9UapQYpBfpEDRMj1iGqPpbE108aNzXVSjVOXy7Dn2dysergRSz8XxKe3xAPQN+s+O99BJqrToFuGNvZHzod8I/18bhSpbzp7TKKqrBk5wUAwCujImAnk+BUVin+Simy5HAtbvtZ/W6RbsHu8GvkfnnWxF4uxQNRgQCA59afvG3C85MdyVh7NBOCAMzsG4IDLw/G+xM7I/gOq6an9GyFEE9HFFUq8fm+tEYdvzldvlKDkiol5FIB7f1dxB6OqNwc5JgQpd/l8J0VHSNYUuzFEmh1+hXhPi7NNyaIKaQJNGDPLa9FnVoLmUTguayF2culxt1Wm6yorF9RpRIVtWoIAncRUeNjYoRsimHXSGpBJWQSAf+dGm0s5zCwrTecFFJjOS1rZ9gSDLBckrlNjgkGoN9NVFatEnk0dyenjKW0xGCIMfutsM/IqUulqFNr4eVshzAfrrQRy7TeIQCATSezrWZVb1J943UvZzv4ulpvWQVbYtgxcrIJ7hi5UqVE/w/3YtxnB/HM9yfxn9+SsPrQRRyrXwE9sK23yCO0rNfHtoefqz1SCiox45vjN3zudTodXtt0GnVqLfqFeeGZgW2MpZCa+64RWyijZfD2/R3RP9wL1UoNZqw5juS8G3cNfnkgDSv26pMa707ojDfHdbzrhJFCJsGro9sDAL76K91qd67+XUJ9Ga32/q6wk9nuSn6Dx3uFAAC2n8lDQf15ni0xlnxtZv1OrUlTaMB+sb6XRLCHI2RSTlla2n1d9ItC95wvgMZKFgwbdosEujvY9K4vMo9G7zFiTTQaDVSqpjGJSXdHLpdDKjU9EA5s541vDmdAEIDFj3TF4HZXazfby6UY1sEXW0/l4PfTuVZf5qGwog5qrQ5SicAVNWbWNcgdEX4uOJ9Xgc3xlzGjvsmltdJqdcjlbiJRDGznjU93p+BgShHUGq1VHcwfTddPSvZq49EsyyU2FX3DPNHG2wnphVXYfPIyHq9PlIjpahktV743rERkkBsEQb+auqCitkl9z288kYXiKiWcFFKE+7ogsIUDWro7IMDdAcGejugb6iX2EC0qwN0Ba5+MwaQvjiAhqxRPf3cCq2f0MJ7YbzyehSPpxXCQS/HeA50hCAJmD2yD749lIi7zCo6kFaNPWPP7nZVUKY3JslEd/UUejfnZyaT4fGo0pq46hvhLpXh81TH88mwfBHnoV75uPH4J7/1+HoB+19BjPYMb/BwjO/oiJsQDsRkl+GRHMhZP6tqYL8EsEuvLaN2q8bqt6RDgiu6tWuBE5hWsj72E+cPa3nAbrVYHQUCz/L42lHzlzmbzMZSmyiiqFnkkt3YoTb9bsjPjgihiQjzg5iBHSZUScZlXENNa/L5w6Yb+IiyjRWbQLBMjOp0OeXl5KC0tFXsoZAbu7u7w8/Mz6WBwYLg3XhjWFu39XTCi442r08Z29jcmRl4f096qmk39nWFHgK+LHaRWPM7mQBAEPNYzGAu2nsUPsVlW34S9qKoOSo0WEgHwdW06k2nNQWRLd7g5yFFWo0LC5TKrSrAeSdefZPTmKjxRCYKAx3u1wtv/S8J3RzIxtVcr0ePJafYXsTou9nK09XFBcn4FTl0qvekxizXSaHX4vr4EzJvjOmJSjyCRR2Qdwn1d8M3MGDz21VEcTivGvB/isXJKN5RUKfHu7+cAAP8a0dZYLsnX1R6TewTh2yOZWLYnpVkmRnady4dGq0MHf9c7lolqLpzsZFgzowce+eIokvMrMHXVMfz0TG+czLyC1zadBgDMHtgGzw4KvcMj3ZwgCHh9bHvcv+IQNp3MxhN9W6OTlcf1U/W79G258frfPd67lT4xcuwSnhscBnn9Ipu0wkr8d18atsRnY3JMMP4zoZPII21cV6qUOJer77PEXnjmY9gxYs2ltPacKwCg781HlieTSjAkwgeb47Ox42yedSRGDP1F2HOGzKBZJkYMSREfHx84OjqKPuFAjUOn06G6uhoFBfovSn//hq8uk0gEPD8s/JbXD2jrDWc7GXLry2lZ06Tm313dEcBSSZZwf9dAvPf7OSTnV+DkJet+b6TXbz/2dbU3nkyRZUglAvqFe2FbYi72JxdYzfukVqUxNrjlyab4HoxuiY+3JyOloBJH00tET1YZdoxY+wSarYkKdjd+5zSVxMi+5AJcvlIDNwe5sUY16UUGueOr6d0xY81x7EjKx6ubTqOyVo2KWjW6tHTDjD4h193+mUGh+CE2C0fTS3AsvRg9m1nstqUyWtdyd1Rg7ZMxeOjzI8gsrsYjXxxF9pUaaHXAoz2C8OqoiHt6/Mggd9zfNQBbT+XgnW1J+OGpXlZ7LqzR6ozfP7beeP1aozv54z/O51BQUYcdZ/PRytMR/92Xht/P5MJQWe+H2EuYPywcns7Np/ylYQdZuI8zvF2az+uyNiFeV0tp6XQ6q4sPWSXVSM6vgFQiYFBbJkbEMryDLzbHZ2PnuXy8Pra96O8Tw/xGqDcTI9T4ml1iRKPRGJMinp7N6wSCAAcHfRKgoKAAPj4+91RW62bs5VIMa++DLadysC3RustpZZfqt7/6MzFiEW4OcoztHIBfTl7GD7GXrPq9see8PnloDas7bNGQdj7YlpiL9bFZmD0wFE524n/Vnrx0BUq1Fj4udlxpYwVc7eWYEBWI9ccuYe3RDFETI7UqDVIK9KuwWLLAukQFu2PD8azbNmq2Nt8d0e8WmdS9JRwUrAH9d31CvbB8chSe/T4OP8ddBgDIJAI+fLDLDaUX/d0c8HD3llh37BKW70ltVomRiloVDtY3lre1xAgA+Lja4/sne+Khzw8bV22P7eyPd+tLqd2rl0a2wx9n8nA0vQT7kgsx2EpXXacWVKJaqYGTQopQlkcxUsgkmBwThOV7UvHqpkRU1F7tSzS8gy8uFlUhtaASW07l4Ml+1l3etyGO1pfR4gIe8wr2cIREAKqVGhRW1MHHyqoLGM5ju7dqATdHucijsV0D2npDIZUgs7gaKQWVaOvrIup4LrKUFplRs1tKbOgp4uhoG1uybZHhb2uu/jFju+hXOP5+OhdaK2k2dTMHU/UHjxF+4n5J2ZLHeupLgvyWmIPyWuvsX6TT6bAzKR8AMKKD7U02WINxkQFo5emIoso6fLE/TezhAACO1jez7B3qKfqKH9J7vJe+ufL2s/nIF7HBalJuOTRaHbycFfCzspNjW9etvgF74uUyqDVakUdzZxlFVdh/oRCCAEytf3/TjUZ29MOHD3Yx/v8zA0PR3t/1prd9dlAoZBIBB1OLEJdZYqkhmt3e5EIoNVq08XJCuI9tTnIEezpi7ZM9EeLpiLFd/LH4kchGK43bsoUjpvfWfwa/PJDeKI9pDobG650C3VgW+G8e6xkMqURARa0aEgG4v2sA/pzfH19N62782/50Igs6nfWeqzbUkWuOVcl8FDIJAlvoF1ZaYzmtXef057FD21tnQtdWONvJ0DdM/1k0zC2IRaXR4lKJflFwG+4YITNodokRA078NF/m/tv2D/eCs50MeeW1iM+yzlWaZTUqHE613ZV2YukW3AJtfZ1Rq9Jia3y22MO5qbTCSlwsqoJCKsHAdt5iD8cmKWQSYymML/9KR16ZeJPeBmxmaX3a+7uiR0gLaLQ6rD92SbRxXFtGi8dO1iXU2xkudjLUqDQ4n1ch9nDuyNBbZGBbb7Ty5Inr7TzcPQj/ndIN84aEYe6QsFvermULRzwU3RIAsGx3qqWGZ3bbrymjZctxp52fC/a+OAgrHusGO1nj7rCa2bc1pBIBR9KLkZRT3qiP3VgS6vuLdGUZrRv4uzng44e6YPaANtjzr0H49NEoRPjpE6jjIwOhkElwPq8CZ7Kt82/bUMWVdUjO13/PcceI+Rn6jGQWW1cD9so6NY6l6xcBDG3vK/JoaHj9IssdIidGLpVUQ63VwVEh5SIuMotmmxghMpW9XIrhHfRfxL8l5oo8mpvbcz4faq0O4T7O3HpuQYIgYHJMMABg3bFLVrlKa/tZ/YFL71BPOFtBCSdbNaqTH7q3aoFalRaf7EgWdSw1So2xuSlX4VmXx3uHANDXCleJtCPg9GU2XrdWEomArsHuAID4+s+wtapRavDjiSwAwLTe3C1yN0Z39sc/R7SDvfz2E+JzBoVBKhGw/0IhTjahsmq3UqvSYG+yvlQKF/eYb8FXgLsDRtf/flcfumiW57hXifXfP13YeP2mJnZridfGtDf2hDBwc5RjRP256k9xWWIMrdEdrZ8Mj/BzgYeTQuTRNH/GBuzF1rVj5GBKEZQaLUI8HVn61woMq9+1k5BVKurudkN/kdZeTja9mILMh4kRopsY01nf2P2P03lWWU7L0LByNE8oLe6BqEDY1a/SSqg/obMmhq2uhuQeiUMQBLw+tj0A4JeTl3E2R7z3SlzmFag0OgS42SPYg2Umrcmojn7wcrZDQUUdtp/NE2UMp9l43apF1ZfTOpJWBKXaestp/ZqQjfJaNYI8HDCQzVIbVbCnIx6ICgQAvPhTAirr1He4h3U7cKEQ1UoNAtzsmZA1M0P/iV9P5aCwok7k0VyvVqXBuVz9bofIIL4PGurh7vryvltP5aBWpRF5NPfuSLq+EgJ3i1iGsQG7lZXS2m0so+XLCXAr4ONqb9zRJ2Y5rfRCfS9E9hchc2FixAaEhIRg6dKlYg/jrlnDePuHe8GlvpyWta3Oq1aqsf9CIQBgJBMjFufuqMDY+sTZDyKWv7mZgvJa484AJkbEFxXcAuMiA6DTAe9uOyfaDqNrTzZ5kmFdFDIJHovRT24YmlZb0nWN1zlBaZWi6neM/H46D13e3o5HvzyCxTuScTClCFVWMkGu0+mM79+pPVuxV4AZvDY6An6u9kgvrMJrm05b5Y7Vu/VnfRJ4pI2X0bKEqOAWiAp2h1KjNZa6sxbncsuh1urg6aRAoLuD2MNpcvqFecHfzR5lNSrR6/83BsOOEe5stozWXvqFUtbUY0Sr1Rl3Ew6N4AILazGio35OQdzESH3jde4iIjNhYsQGHD9+HE8//fRd3dYakhLWwF4uxbD6ieVtp62rnNb+5ELUqrQI8nBAh1s06yTzmtxTX07r14QcVFhRE/Zd5/QHk5FB7vBl/U2r8PLIdlBIJTicVmw82Lc0QzPLXjzZtEqP1U8kx14swfk8y9YKP59XAU39xJS/G2OGNeob6oUHu7VEC0c5alVaHE0vwbI9qZi66hiiFu7EVwfSRZ8kP3mpFGdzymEnk2BS/Spmalyeznb47LEoSCUC/peQg++tbGHG3aqoVRn7i4zu5C/yaGyDYdfI90czrWpngaG/SGSQOxNkJpBKBDzYTd9/6Ke4yyKP5t4UVNQitaASggD0bO0h9nBswrU9RsQ+hjBIuFyKokolXOxk6MH3gdUwlO07klYs2o7V9CLDjhEmRsg8mBixYkqlslEex9vbG46Oli2f0lhjF5NhV8Dvp3Ot6kTCsNJudCd/nkiIpHurFgjzcUaNSoOHPz+C4xklYg8JALAzSf/eGMHdIlYjyMMRM/uGAADe+/081BbuI1FVpzbW8Gbjdevk52Zv/Mwu32PZ5sqn2Xjd6ilkEiyaFImTbwzHzhcG4N0HOmFC1wAEuNlDqdHi3d/P4ZVfEkUts7X2SAYAYFxkAFqwNrzZdA/xwKujIgAA//lfkrE/UFOyOT4bVUoNQr2d0COkhdjDsQmjOvohwM0exVVK/JqQI/ZwjK72F+FuRVM9FK1PjPyVUojcshqRR2M6w26R9n6ucHfkd4glBHk4QioRUKPSIL/cOsrs7TmvX0A2oJ035FJOU1qLUG9ntPZyglKjxf7kQlHGYNgxwt66ZC42EXF0Oh2qlWqL/zQ0+z5o0CDMnTsX8+fPh5eXF0aOHIkzZ85g9OjRcHZ2hq+vLx5//HEUFRUZ71NRUYEpU6bAyckJ/v7+WLJkCQYNGoT58+cbb3PtLhCdToe33noLwcHBsLOzQ0BAAObNm2d8/szMTLzwwgsQBOG6SZKDBw+if//+cHBwQFBQEObNm4eqqqrrnuM///kPpk2bBldXV+MOlTvdr6CgAOPGjYODgwNat26NdevWNeh3Zk7923rB3VGO/PI6TPn6GIoqxT9oqFNrsKd+V8DIjiyjJRZBEPD2+I5wc5DjfF4FHv78CP658RQKKsRrSlZZp8ahVP3OAJbRsi5zBoehhaMcqQWV2HDcsk0yj2eUQK3VoWULBwSxv4jVem5wGCQCsC0x11hf2RLOsPF6kyEIAsJ9XTClZyssfTQKh14dggX3dYBEAH48cRlTVx1DSZXlF6UUVdbh99P6pDybrpvfrP6tMbyDL5QaLeasj0NZzd3vWq2qU+NUVqloq4OvLbn2eK9WTMZaiEwqwfQ+IQCA1QcvWs3q8FOXSwHod4yQaUK8nBAT4gGdDth0Mlvs4ZjMsLOZZbQsRy6VoGULfQk7S+9WvhVD5QOW0bIugiAY5xYMizAtqaxaheL649sQltIiM5GJPQBLqFFp0GHBdos/b9LCkXBUNOxX/O233+LZZ5/FoUOHUFpaiiFDhmDWrFlYsmQJampq8Morr2DSpEnYs2cPAOCf//wnDh06hF9//RW+vr5YsGABTp48ia5du9708X/55RcsWbIEGzZsQMeOHZGXl4eEhAQAwKZNmxAZGYmnn34aTz31lPE+aWlpGDVqFN555x2sXr0ahYWFmDt3LubOnYs1a9YYb/fJJ59gwYIFePPNN+/6fjNmzEBOTg727t0LuVyOefPmoaBAnHIzf2cnk2LllG54Zm0c4jKv4P7PDmHVjO6I8BOvfNXh1GJU1Knh42KHKJ5IiKpvmBf2vjgIH28/jw3Hs7ApPhs7k/Ixf3hbTO/dCjILr3Q5cKEQSo0WIZ6OCPfhagpr4uYgx/NDw/HW/5KwZOcFjO8aAFd7uUWe+0h6/ckmd4tYtU6BbpjVvw2+PJCO/9tyBjGtPeBigfcIG683XYIg4Il+rdHa2wn/WB+P2IslmLDiEFZN745wXxeLjWPj8SwoNVpEBrmjS0t3iz2vrRIEAZ88FIn7PvsLWSU1eOmnBHzxePQdkwxxmVfw/IZ4XL5Sg4eiW+LDB7tYvBfMkfRipBZUwlEhxcT6le5kGY/2CManu1NwPq8CR9KK0SfMS9TxlNeqjCuAIxk37snD3VsiNqMEP53IwpxBoU0y4XiUx6qiiAnxQGZxNd7//Tx6tfGEvVwq2lhySmtwLrccEgEY1I6JEWszvIMvvjyQjj3nC6DSaC26oyetvoyWr6sdnO1sYvqaRGATO0aakvDwcHz00Udo164ddu7ciaioKLz33nuIiIhAVFQUVq9ejb179+LChQuoqKjAt99+i08++QRDhw5Fp06dsGbNGmg0ty77dOnSJfj5+WHYsGEIDg5GTEyMMQni4eEBqVQKFxcX+Pn5wc9PvyPh/fffx5QpUzB//nyEh4ejT58+WLZsGb777jvU1l5dIT9kyBD861//QmhoKEJDQ+94vwsXLuCPP/7AV199hV69eiE6OhqrVq1CTY31bAXuE+qFzc/1RWsvJ2SX1uDBlYctupr37/6sr8s8sqMfJGxuKjoPJwXen9gFm+f0RZeWbqioU+M/vyVh3GeHcCG/wqJjMTREG97Bt0meFDV3U3q1QhsvJxRXKTF/wylotJZZsXmUq/CajBeGtUUrT0fkltXioz+Tzf58tSqNMU51ZimTJmtwOx9smtMHQR4OuFRSjYkrD2OfhfoZFVTU4ssD6QCAab24W8RS3BzlWPlYNBRSCXYk5eOL2/SZ0Wh1WLY7BZO+OILLV/TH1z/HXcbzG+KhsnBpx7X1u0UeiAq02OIA0nNzlBvLLq06eFHUseh0OrzzWxIAoLWXEzxYfu+ejOnsD0eFFBnF1TiecUXs4TRYXlktLhZVQSIAMW3YV8KSXh0dAS9nBZLzK7Boh/mPO2/HUEarW3ALxgQr1C24BTydFCivVSP2omVLiF9tvM6Fn2Q+NpFyc5BLkbRwpCjP21DR0dHGfyckJGDv3r1wdr4xCKSlpaGmpgYqlQoxMTHGy93c3NCuXbtbPv7DDz+MpUuXok2bNhg1ahTGjBmDcePGQSa79VshISEBiYmJ15W50ul00Gq1uHjxItq3bw8A6N69e4Pud+HCBchksutec0REBNzd3W85FjGEejtj85w+mLPuJA6nFWPWdyfw79HtMat/a4tOQKs1WuysT8qM7sQyWtaka5A7Ns/pi43Hs/DR9vM4l1uOccsP4v/u64CpPYPN/j5RabTGA8rhHfjesEZyqQRLHumKSV8cwZ7zBfjgj3N4fWwHsz5nRa3KuCOgF1fhWT0HhRTvP9AZj319DGuPZuL+rgHoHmK+SYLkvAqotTp4OCkQwMbrTVpbXxdsfa4fnlkbh9iMEjzxzXEsuK8DpvcJMev3z9u/JqGsRoVOga64v2uA2Z6HbtS5pRveGNcBb2w5gw/+OI8fT2Thga6BuL9rIII99WUTs0trMH9DvHGydELXAPQP98armxLxW2IualVafPZYlEVWCeeW1WBH/QKOab1DzP58dKOZfVvjuyOZ2H2+AOmFlWgjUq32VQcv4scTlyERgAXjzHscZAuc7GQY29kfP8Vdxk8nshDTxJpWG3aLdAp0Y8LUwjyd7fDhg13w5Lcn8PXBixgc4YM+oeLsJjMsPB3anuWgrZFUImBoex/8eOIydiblo68Fdx2mF7LxOpmfTewYEQQBjgqZxX9MORl1crr6ga+srMS4ceNw6tSp635SUlIwYMAAk34XQUFBSE5OxsqVK+Hg4IA5c+ZgwIABUKluXaO4srISs2fPvm4MCQkJSElJQWho6E3H3pD7NQXujgp8+0QMJscEQ6cD3v39HF795bRFm50ez7iCkiol3B3lTe6g1xZIJQIe6xmMHS8MwIC23qhTa/HGljN46rs4s9d9P36xBGU1Kng4KRDdis1MrVVkkDsWTYoEAHz110X8aOZ+I8czSqDVAa08HRHg7mDW56LG0SfMC5O661f1vvJLImpVt94Beq/YeL158XBSYO2sGDwc3RJaHfDW/5LwxtYzZtsVsONsHradzoVUIuCDiV0sXj6SgKk9g/HsoFDYyyVIL6zCop0XMODjvXjwv4exaEcyRi09gOMZV+BsJ8OSRyKx9NEoPBjdEl8+3h12Mgl2ncvHU9+dQI3SfHHG4Idjl6DR6hDT2gPt/CxX6o2uau3lZKzd/83hDFHGsPtcPt79/RwA4P/GdsBglsxpFA93DwIAbDudi6o6tcijaRhjfxEu4BHF0Pa+xvmNF39MaFDfqsZSrVTjUP37YGh7xgRrZVh8uTMp36K9qow7Rth4ncyIZzFWrFu3bjh79ixCQkIQFhZ23Y+TkxPatGkDuVyO48ePG+9TVlaGCxcu3PZxHRwcMG7cOCxbtgz79u3DkSNHcPr0aQCAQqG4oRRXt27dkJSUdMMYwsLCoFDceqvjne4XEREBtVqNuLg4432Sk5NRWlpqwm/L/ORSCd57oJOx2enGE1kWbXb655lcAMDw9r6cgLBiPi72+GZGD7xxXwcopPqJh1FLD+BQapHZntOwCnNohI/Fa4ZTw9zXJQDzh4UDAF7fchrH6lfKNTatVocfYvWJF55sNi2vj+kAbxc7pBVWYeXeVLM9z5lsQ+N18fpmUeOyk0nx0UNd8NroCAgC8P3RS5ixJhZl1Y070VFeq8IbW88AAJ7q34Y9akQiCAJeGRWBE/83HIsejkT/cC9IBH0/keV7UlFRq0bXIHf8Pq8/Hoi62tNjcIQP1szoAUeFFH+lFGH66lhU1JpvMkyp1mJ9/ffRtN4suSamJ/u1BqDvDXQwxXzHpTeTnFeBeT/EQ6cDJscEY2bfEIs+f3PWI6QFQjwdUa3UYOmu288DWBtDLzzubBbP/41tjxBPR+SU1eKtX89a/PkPpRZDqdaiZQsH9sm0Yv3CvGAvlyC7tAaPfnkUf6UUWiRBcrHIkBjhjhEyH86uWrHnnnsOJSUlmDx5Mo4fP460tDRs374dM2fOhEajgYuLC6ZPn46XXnoJe/fuxdmzZ/Hkk09CIpHccvXnN998g1WrVuHMmTNIT0/H999/DwcHB7RqpT9RCQkJwYEDB5CdnY2iIv0B8yuvvILDhw9j7ty5xh0rW7duxdy5c287/jvdr127dhg1ahRmz56NY8eOIS4uDrNmzYKDg/WubDY0O101owec7WTGZqcpZu4nodXqsP1sfRmtziyVZO0kEgFP9muNzc/1Qai3Ewoq6jB11TG8+FOCcTtoY9HpdNf1FyHr9/zQcNzXxR8qjQ7PfB+HS8XVjf4cn+5Owc6kfMilAh6NCW70xyfzcXOUY+H4jgCAlfvScD6v3CzPY9wxEsBJ7eZEEATMHhiKLx/vDkeFFIdSi/HAykPGE8vG8OEf55FfXocQT0djopfE42wnw4PRLbH2yZ448tpQ/N/Y9ohp7YH5w8Lx0zO9jaW1rtUnzAtrn4yBi50MsRklmLoqFqXV5lno8+fZPBRV1sHHxQ4jO/IYVky9Qz0xrL0P6tRaPPHtcew5b5m+iUWVdXjy2+OoUmrQq40HFt7fkTsVG5EgCHhheFsA+h3Jn+9PE3lEdye7tAaXSqohlQjowWoIonGyk2HxI10hEYDN8dn4LTHHos9viEPD2rNPpjVzUEjxyqgIyKUCjl0sweOrYjFhxSFsP5sHrZl6Z2q0Olws1h+/hrLHCJkREyNWLCAgAIcOHYJGo8GIESPQuXNnzJ8/H+7u7pBI9H+6xYsXo3fv3rjvvvswbNgw9O3bF+3bt4e9/c3rhbu7u+Orr75C37590aVLF+zatQv/+9//4OmpX6WxcOFCZGRkIDQ0FN7e3gCALl26YP/+/bhw4QL69++PqKgoLFiwAAEBt68nfTf3W7NmDQICAjBw4EBMnDgRTz/9NHx8rH8L5c2ane6/UGi250u4XIq88lo428lEq/1JDdcxwA2//aM/Huup36L8c9xlDF28H8+tP4mknMaZ7DyXW4Hs0hrYyyXoH+7dKI9J5iUIAj55OBKRLd1wpVqFJ789jvJGXK37a0IOPt2dAgB4Z0IndA1yb7THJssY1ckPIzr4Qq3V4V8/JmBfckGjruiuU19tvM7V/s3T8A6++OXZPgh0d0B6URUmrDiE30/n3vPJ67H0Yqw7dgkA8P7ELhbpT0F3z9fVHrP6t8GPs3tj/rC2kN9mh3F0Kw/88HQvtHCUIyGrFI9+eRRFlXWNPqa1RzIA6HcJ3G48ZH6CIGDFlG4Y0cEXSrUWT38Xh22JuWZ9zjq1Bs+sjcPlKzUI8XTEf6dE831gBvd3DcSroyMAAB/8cR4/xF4SeURX6XQ6lNeqcLGoCicySvDnmTysO5aJT7brG353DnSDs51NtL61Wt2CW2Du4DAAwOubzyCvrNasz1dZp8bPcZcx9etj2FhfWnhIhPXPAdm6mX1bY/9LgzGjTwjs5RIkXC7D7LVxGPXpAWyIvdTopdhySmugVGuhkEkQ2MJ6F09T0yfoLFkgrpGUl5fDzc0NZWVlcHW9vgREbW0tLl68iNatW98yOdCcVVVVITAwEIsWLcKTTz4p9nDMwpr+xsWVdXjm+zgcz7gCiQC8cV8HTO8dAkkjlzN6/49z+GJ/OsZFBmD55KhGfWyyjJOXrmDl3lTsOldgvGxIhA+eGxx2T31BPt2VgiW7LmBYe198Pb17YwyVLCS/vBb3f3YIeeW1CPNxxtAIH/QI8UD3kBZwd7x1mcLbOZVVike+OII6tRZP9W9t9gbvZD755bUYtmg/KurrhUsEoEOAK3qEeCAmxAMyqQQ5pTXILq1B9hX9f6uVakzqHoTpfUJuOfGk0+mw8XgWXt10Gu6OcsS/MZwr9Jqxwoo6zF57AicvlQIA2vm6YM7gUIzt7N/gspy1Kg3GfPoX0ouqMDkmCO9P7GKGEZOlJedVYMrXx1BUWYdQbyesm9ULfm6Nc3x9Lrccoz/9CzKJgEOvDoGvq+2dm1kjlUaLf/2YgF8TciARgI8fisSD0S3vfMcGOn25DB9tP4+/UorgYi/D5jl9EcZSOWb1wR/n8fn+NAgC8Nnkbhjbxd8sz1Or0qCosg7FlUqUVCn1/65Sorj+sqJr/l1SpYTyNv2u5g4Ow4sj25llnHT3VBotHvzvYSReLkNrLyeM6OB7z+clf3/8AxcKseVUDnYm5aFWdfU9MaidN76a1p1J0yakqLIOaw5dxHeHM43nKgqZBMPa+2BC10AMaucDheze/p77kgswY81xtPV1xo4XBjbGsMmG3C5v8HeiJkZWrFiBjz/+GHl5eYiMjMTy5csRExNzx/sxMXJVfHw8zp8/j5iYGJSVlWHhwoXYt28fUlNT4eXVPHcWWNvfuE6tweubz+DnuMsAgJYtHDChayAmRAUgzOfeG0zmltVg0hdHkFVSg5VTumFMZ/Mc4JJlnMstx8p9adiWmAPDwt1ebTwwd3A4+oZ53vUEZXFlHVYfuohvD2eisk6Njx7qgkn1zRep6TiTXYZHvzyKyr81y2zn64KY1h4Y2dEPvUM976p3TG5ZDcZ/dgiFFXUYEuGDr6Z1Z8+ZJu705TJ8czgDxzNKcKnk7kuutfN1wdv3d7yhZndqQSXe+vUsDtb3PHoouiU+eTiyUcdM1qdWpcFne1Lx7eEM48lrK09HPDMwFBO7BcJOdne7Pj7efh4r9qbBx8UOO/85EG4OcnMOmyzoYlEVpnx1FDlltQj2cMS6WT0R5HFjCa6Gem3TafwQewljO/tjxZRujTBSaiwarQ7/3nQaG0/oV2u/M6ETpvZqnB4wsRdL8NneVByo300vkwhYPaMHBrTlzmZz0+l0+Pfm0/ghNgtyqYBV0+/u967WaFFSrURxZf1PVR2KKpUoqapPdNRfpr++DlVKzR0f8++c7WTwdFbA00kBT2c7eDopEODugOm9Q+DmyO8Ta5BWWIkJKw6hovbez0sA/fsxPqsUW+Kz8Vti7nW9Wdt4O2FiVCDu7xrYKN83JI6yGhV+iL2EX+IuI6Xgaslwd0c5xnT2x4BwL3QP8YCXs12DH3v1wYtY+FsSRnX0w+ePRzfmsMkGNInEyMaNGzFt2jR8/vnn6NmzJ5YuXYqffvoJycnJdyylxMTIVfHx8Zg1axaSk5OhUCgQHR2NxYsXo3PnzmIPzWys8W+s0+nw9V8X8enulOsmODsHuuH+rgHoH+4NNwc5XOxlcFRI7zj5XV6rwp9n8rAlPhtH0ouh0wEOcilO/N8wOHGrcbNwsagKn+9Lw6b4y1Bp9GE4Msgdzw0KxbD2vrfcdZRbVoMvD6Tjh9hLxpU2kUHuWDerJ7ehN1EFFbX460IRjmeUIDajBOmF1/cC8HGxw/1dAzAhKhAd/F1vGj+qlWo8/PkRnM0pRztfF/z8bG+42PMksznJK6tFbEYJjl8swclLVyARBAS6OyDA3QGBLRwQ6O6Awso6LN6RjCv1zbbv7xqAf49pD2c7GZbvScWqg+lQaXRQyCR4ZkAbzBkcxlJINqSsRoW1RzKw+lCGcXLCzUF+1wmO7NIaaLQ6fD41GqM6sVdEc3P5SjUe++oYLpVUw9/NHutm9UQbb9NW9+t0OuSV12LIJ/tRo9Jgw9O92FzZCmm1Oiz8LQnfHM4AAAR5OEDA9ccYznYyjOjoiwldAxHidevmtyqNFgdTi7BybyqOZ1wBAEglAsZHBmDOoFCE+977YjG6OxqtDvN+iMe207lwkEvx4UNdIJcI1+3iuJr40F9mOG5oCIVUok90OCvg6WQHT2cFvJzt4OGkT354OdvVX69PgvB4o2korKjDgQuFJp+XVCvVyCiqxvazedhyKhuZ1/RS9HK2w/jIADwQFYhOgTc/p6GmSafTISm3HFvis7H1VA4KKq4vzdnG2wkxIR7oEeKBEC9HVNSqjT/ltSpU1Kr0/65RGS9PL6pCUWUd5gwKxcujIkR6ZdRUNYnESM+ePdGjRw989tlnAACtVougoCD84x//wKuvvnrb+zIxYtus+W9co9Rg17l8bInPxv4LhVDfpJa3VCLAxV6m/7GTw9VBBhd7fdLE1V6Ogopa7DpXAKX66vbSmBAPzB8ezv4izVBOqT7RseH41URHO18XDG3vA8nfDhZzymrwv4QcYyKlS0s3PDc4DMNvk0ihpqewog4nMkpwIKUIv5/Ova5ea7iPMwZH+EDxt63mcZlXcCS9GJ5OCmx5ri9XXtmw0molPt6ejPWxl6DTAU4KKZztZcgv15+gDInwwZvjOqCV560nuKh5q1aq8UNsFr46kI688obVER/bxR8rHuPK/+Yqv7wWU74+htSCSng52+GRHi1vmCi/GR10KKlSGcv75ZTWoLp+RXlbX2dsnz+AE2BWSqfT4aPtyfjvvjs37I4KdscDUYEY29kfjgoZ4rOu4PjFK4jNKMbJzFLUqPR/c4VUgoe7t8TsAaEI9uTxiBiUai2e/PY4/kopuuv7CALg4XhjosO4w+Pa3R7OCrjYyfi5tgF3Oi+Jae2Bwoo6Y+z/e5LNQS7FqE5+mBAViL6hng0u40lNj0arw5G0Ymw/m4fjGSU4n1dxT4+3ZmYPDG7HHjTUMFafGFEqlXB0dMTPP/+MCRMmGC+fPn06SktLsXXr1utuX1dXh7q6qxnH8vJyBAUFMTFio5rK37ikSoltiTnYeioHaYWVKK9VQ9OApqdhPs54ICoQ4yMDOMlpA4oq67D64EWsPXK1TuetmFJ6i5qmOrUG+5MLseVU9g0J079TSCVY91RP9AjxsOAIyVqdvlyGN7aewamsUgD6lcBv3tcRwzr4ijswshp1ag2S8ypuuojjZmQSAe39XVkDvJkrrqzD1FWxOJdbfs+P5etqh3cndGbcaQIyiqpQUq286eVbTuXgYEqhsQSsTCJAEGBcqGPg7ijHQ91a4qkBbdhPxgpUK9X496bTOJVVaty14elsB6+/JTgMuzxaOCpYgpVu627PS1zsZOjWqgUeiArE8A6+rHhh40qrlTiRccW4C6mwog6u9QuDXezlcLWXwdVBfnXxsL3ceH2AuwN7U5FJrD4xkpOTg8DAQBw+fBi9e/c2Xv7yyy9j//79OHbs2HW3f+utt/D222/f8Di3S4yEhITAwcHBPC+ARFVTU4OMjAyrT4z8nU6nQ41KY9wiWF6rRkXt1f8aLpdJBIzo6IeOAdxeaovKalT46UQWLl+pueE6uVTAqE5+iG7FiW9bVFajwp9ncnEu98ZVN4IAjO3sj+5MitA1tFod/peYg+JKJR7rGcwyFkR0V8qqVfjuSAaKq26cKL8VVwc5Wl5T3s/fzZ4xpxkpqKjF/xJysSU+G6ezywAAfq726NHaAzEhLRDT2hPhPs7cwUxkIwznJRnF+vKLgfWxP8DdAa4s50tEImt2iZGG7BjRaDS4cOECfHx84OnJWrbNUXFxMQoKCtC2bVtIpTzhIiIiIiIisoRLxdUQBKBlCwcu4iIiIiKr05DEiCh72ry8vCCVSpGfn3/d5fn5+fDzu7GZo52dHezs7O7qsaVSKdzd3VFQUAAAcHR05AFbM6HT6VBdXY2CggK4u7szKUJERERERGRB7BtCREREzYUoiRGFQoHo6Gjs3r3b2GNEq9Vi9+7dmDt37j0/viG5YkiOUPPi7u5+0wQaEREREREREREREdGdiNYF6Z///CemT5+O7t27IyYmBkuXLkVVVRVmzpx5z48tCAL8/f3h4+MDlUrVCKMlayGXy7lThIiIiIiIiIiIiIhMJlpi5JFHHkFhYSEWLFiAvLw8dO3aFX/++Sd8fX0b7TmkUikn0YmIiIiIiIiIiIiIyEiU5uv3qiFNVIiIiIiIiIiIiIiIqHlrSN5AYqExERERERERERERERERiU60Ulr3wrDJpby8XOSREBERERERERERERGR2Az5grspktUkEyMVFRUAgKCgIJFHQkRERERERERERERE1qKiogJubm63vU2T7DGi1WqRk5MDFxcXCIIg9nDIBpWXlyMoKAhZWVnsc0NEd4Vxg4hMwdhBRA3FuEFEpmDsIKKGssa4odPpUFFRgYCAAEgkt+8i0iR3jEgkErRs2VLsYRDB1dXVaj74RNQ0MG4QkSkYO4iooRg3iMgUjB1E1FDWFjfutFPEgM3XiYiIiIiIiIiIiIjIZjAxQkRERERERERERERENoOJESIT2NnZ4c0334SdnZ3YQyGiJoJxg4hMwdhBRA3FuEFEpmDsIKKGaupxo0k2XyciIiIiIiIiIiIiIjIFd4wQEREREREREREREZHNYGKEiIiIiIiIiIiIiIhsBhMjRERERERERERERERkM5gYISIiIiIiIiIiIiIim8HECBERERERERERERER2QwmRohuoqKiQuwhEFETExsbi9LSUgCATqcTdzBERERERERERPdIrVaLPQSzYWKE6Bo5OTno3bs3XnzxRSiVSrGHQ0RNQHZ2NiZNmoRevXrho48+AgAIgiDyqIjI2uXn5+Obb77BwYMHceXKFQBMqhLR7ZWXlyM/Px8AoNVqRR4NETUVBQUFWL9+PQ4dOmQ85iAiupOcnBzExMRgwYIFYg/FbJgYIar34osvolWrVvD29sabb74JhUIh9pCIyMr961//QnBwMOrq6hAREQEHBwexh0RETcDbb7+NNm3a4Pvvv8cjjzyCSZMm4fjx40yqEtEtvfPOOwgLC8Nnn30GAJBIeCpPRHf26quvIiwsDF988QVGjRqFefPmISMjQ+xhEZGVe+GFFxASEgI/Pz/MnTtX7OGYDY+myOYVFRUhICAA69atw759+/Drr78iICBA7GERkRU7ePAgXFxcsHv3buzbtw9bt25F9+7dsWfPHgBc9U1Et7Zr1y78/vvv2Lx5M3bt2oXNmzfD09MTkydPRl5entjDIyIrU1lZiTlz5mDLli0ICQnBiRMncOjQIQA83iCiW8vOzsaoUaOwd+9e/Pbbb9i5cydWrlyJU6dO4cyZM2IPj4is1KVLlxAYGIhff/0VBw8ebPZzpEyMkM3z8vJCVFQUOnXqhL59+yI+Ph5z587F66+/jvXr16OgoEDsIRKRlamqqsJ3332HU6dOoX///tBqtejUqROKioqQn5/PVd9EdEs//fQTJBIJRowYAa1Wi5iYGAwZMgTp6elYsmQJampqxB4iEYns2oSHnZ0dgoOD8eKLL2L58uUoKirC5s2bUVNTA0EQmBwhIqNr44FKpcKYMWOwatUqDBgwAAqFAg8++CAEQUDbtm1FHCURWZtrY4dMJkNgYCBiYmIQExODkydP4uWXX8bixYuxa9cu1NbWijjSxicTewBElqbT6SAIAtRqNWQy/Udg0aJF6Ny5M3r37o3s7Gz07t0bZ8+exXfffYeOHTvi999/53Z1IhtmiBsqlQpyuRwjR440XqfVaiGRSODs7IyysjJIpVIRR0pE1sQQOzQaDaRSKTQaDVxcXBAQEIDKyko4OzsDAGpraxEdHY1ly5Zh5syZiIiIEHnkRCQWpVIJiURiPE+RyWSYM2cOXF1dAQCjR4/Gzp078eeff+KBBx7gYgwiAnBj7AgICMDjjz+OFi1aAABKS0sxbdo01NXV4YMPPsC4ceMwYcIExhAiG/f32OHv74+FCxdizJgxKCkpwfnz5xEZGYk///wT+fn5mDhxIlauXNlsYgdnesmmLFq0CLNmzQIA44ceACIiIvD666+jsrISP/30E77//nvs3bsXK1euxMWLF/H222+LNWQiEtm1cUMul99wveGAYNiwYcjNzUVqaioAlrcgsnXXxg6pVAqtVgupVIp27dohOzsbzz33HNLT0/HGG2/gtddewxtvvIFWrVrhyy+/BMAYQmSL3nnnHYwaNQr3338/li9fjpKSEgiCABcXF2NMmDt3Luzs7LB161bk5OQAYLwgsnU3ix0KhcKYFMnKykKrVq1QXV2Nf//736iqqsLrr7+O1157TeSRE5GY/h47iouLIQgCevfujdmzZ6OkpAQ///wzNm7ciMTERLz++us4cuQIPv/8c7GH3miYGCGbkJSUhPHjx+PNN9/Etm3b8PPPPwMANBqN8TYvvPACVq5ciejoaOOK72HDhmHgwIGIi4trdtvFiOj27iZuAFcTI4YG7Iaavc1lBQURNcydYscTTzyB6dOn4+TJk+jfvz9++eUXbN26FePHj0e/fv1QXl5u3GlCRLbh5MmT6NGjBzZs2ICpU6fCxcUFa9aswTvvvANAf0whCAK0Wi18fHwwdepUnD59Gr/++qvxeiZHiGzPnWIHoE+cBgUFYf/+/di1axemT5+OjRs34qGHHsKOHTtQXl4u4isgIjHcKXa4ubnhhRdewPLlyxEdHQ07OzsAwNSpU+Hn54ekpKQb5kWaKiZGyCYcPnwYgiBg9erVGDlyJD799FMolUrjCk5A/8Hv378/ZDIZJBIJtFotHBwccO7cOSgUCmMgICLbcLu4cbPJhw4dOqC0tBSlpaUAbkygEJFtuFXskMvlUKvVkEqlePbZZ3Ho0CHs3r0bSUlJGDZsGADg6NGjcHNzY1KEyIZUVlbihx9+QEREBA4dOoQnnngCGzZswNixY5Gammo8rgCuLrqYNWsWWrVqhe3btyM+Ph6//PILFixYINIrICIxNCR2AEDXrl0BXN1hlpqaCldXV8jlciZWiWzI7WJHWloarly5AgAIDw9Hr169IJFIjHOkHh4eyMjIMM6LNAdMjFCzZviCf+SRR/Diiy9i0qRJeOCBB1BRUYHFixff9r4SiQSHDx+GWq3GzJkzOUlBZCPuJm78/eTBUCJn4MCB2L17NwA0mwMFIro7dxM7ru1X5urqel0vke3bt8PZ2RmPP/64ZQdORKLS6XRo3bo1nn32Wbi5uUGtVgPQL9pKTk429hYBYNw1AgBz5szBmTNnMHz4cEyePBkKhUKU8ROROO42dvx9HkMQBJw8eRK5ubmYNm0aHBwcONdBZEPuFDvc3NwA3Bg7JBIJdu/eDVdXV0yfPt3i4zYXJkaoWTN8kF1cXNC/f38AQP/+/TF06FCsW7cOmZmZkEgk163sTk1NxR9//IG5c+di9OjR6NatG0aMGCHK+InI8kyJG4bJzoqKCiiVSuMqCyKyHabEjqqqKqxfvx5z5szBxIkT0bt3b3Tq1EmU8ROROFxcXDB79mz06dMHwNVjirKyMnTt2vW6hKrh+szMTPz0009IS0vD+PHjkZeXhzfeeMPiYyci8TQ0diQnJ+Ovv/7C/PnzMXjwYLRr1w6TJ0+2+LiJSFwNjR3nzp3D/v378fzzz+Phhx9Gv3790KNHD4uP21xkd74JUfOh0+ng6emJ8ePHIzY2Fu+//z4+//zz61Z2X7x4EatXr0ZRURF27tyJmJgYEUdMRGK7m7ih0WgglUrx3HPPwd/f39jokIhs193EDicnJ+Tm5iIlJQV79uxBz549RRwxEYlBp9NdFxcMSdaTJ09iwIABxttcu3Jz7dq12Lx5M44dO9asJieI6O41NHacOXMGa9euRXl5Oec5iGxYQ2NHYmIiVq1ahZqaGvzxxx/N7nxF0LGYIDVxJSUlUKvVcHd3h0KhME5QAoBarYZMdjX/Z/h/lUqFxYsXY82aNfj666/Rr18/HD58GH369IFSqUR+fj6CgoLEeklEZGaNFTeOHj2KXr16ifUyiMjCGjN29OzZE4IgQKVSQS6Xi/WSiMjMGhI3tFotJBIJysrKEBoaik2bNhknKbKysnh+QmRDGit2ZGZmolWrVqiurkZeXh7atGkjyushIsto7NhRVVWFnJwchIeHi/J6zI2ltKjJ0ul0eP7559GnTx+MGTMGQ4cORVZW1nUN1WUyGXQ6HZYsWXLd/8vlcowdOxYdO3bEa6+9hjFjxqBfv35ISkqCQqHgSQdRM9XYcaNPnz44d+6cmC+JiCzAHLHj/PnzAMCkCFEzZUrcMJSv2L17N9zd3TFgwABkZ2dj0qRJiI6ORmFhoWivh4gso7FjR48ePVBQUABHR0cmRYiaMXPFDicnp2abFAGYGKEmKi4uDj179kRsbCxWrFiBZ599FnV1dcYGQIYP99dffw1/f3/8+OOPyMnJAXB1m5i3tzfy8/Nx6NAhODg4ICMjAx06dBDnBRGR2ZkrbrRv316cF0REFsHYQUQNdS9xAwDOnz+PqKgovPfeewgPD0dpaSni4uLg7e0tyushIsswV+zw8fER5fUQkWUwdtwDHVET9NZbb+nGjRunKyoqMl527NgxnZOTky4tLU2n0+l0v/76qy4qKkr39ddf69Rq9XX3T0hI0IWHh+vCwsJ0Bw8etOjYiUgcjBtEZArGDiJqqHuNGzExMTpBEHTt27fXbd++3aJjJyLxMHYQkSkYO0zH5uvUJPy9Dt59992H3r17w9PT03hZWVkZ/Pz8YGdnBwAYN24chgwZAicnpxseLzw8HJ988gnGjx9v/sETkSgYN4jIFIwdRNRQjRk3qqqqMGzYMMybNw9TpkyxzAsgIlEwdhCRKRg7Gg8TI2T1FixYgDNnziAwMBBz5sxBeHg4oqOjjdcbAkJBQQFkMtl1geBmExQ6nQ4ODg6coCBqxhg3iMgUjB1E1FCNHTecnJzw7rvvWmTsRCQexg4iMgVjR+NijxGyWoWFhejXrx+2bNmCyMhI7NixA5MnT8by5csB6CcbgKu18vbs2YO+ffvC3t7e2FjoZgz1vomo+WHcICJTMHYQUUOZK24QUfPG2EFEpmDsMA8mRshqHT16FCUlJdi2bRvefPNNJCYmYvDgwVi+fDkOHz4MQRCg0WggkUig0+lw/PhxjBw5EoA+ECQkJKC0tFTcF0FEFsW4QUSmYOwgooZi3CAiUzB2EJEpGDvMg4kRsloFBQWorKyEr68vAMDOzg7PPPMMOnXqhBdffBEAIJVKAQDx8fEoLS3FgAEDcO7cOQwZMgS9e/dGXl6eaOMnIstj3CAiUzB2EFFDMW4QkSkYO4jIFIwd5sHECFktpVIJX19fJCQkGC9r164dZs6ciezsbPz444/GyxMTE+Ho6Ij3338fnTt3hr+/P/Lz8xERESHG0IlIJIwbRGQKxg4iaijGDSIyBWMHEZmCscM8mBghq2Ooizd27Fikp6fj8OHDUKlUxuujo6PRtWtX7N6923jbHTt24MKFC0hMTERsbCzWrVsHFxcXUcZPRJbHuEFEpmDsIKKGYtwgIlMwdhCRKRg7zIuJERKF4cN6swZAGo0GABAcHIzJkydjyZIlOHv2rPH64OBgyGQylJeXG5uaPvPMM9i0aRP27t2Lbt26WeAVEJGlMW4QkSkYO4iooRg3iMgUjB1EZArGDvEwMUIWpVKp8NZbb+G///0vAH0DIANDAJDJZKitrUV8fDw+/fRTaDQafPbZZ8jMzLzusdzd3Y3/HjBgACZMmGD28ROR5TFuEJEpGDuIqKEYN4jIFIwdRGQKxg7xMTFCFrNjxw707NkT//nPf7Bx40akpKQAuPphNwSAZcuWwcfHB+vXr4dUKsXSpUtx+vRp3HfffVi1ahXmz5+PAwcO4KGHHhLttRCRZTBuEJEpGDuIqKEYN4jIFIwdRGQKxg7rIOgM+3WIzOwf//gHampq0KNHD6xfvx69e/fGBx98cN1tXnnlFXz99ddYtmwZJk+ebAwEiYmJ+Oijj1BUVITy8nIsXrwYvXr1EuNlEJEFMW4QkSkYO4iooRg3iMgUjB1EZArGDuvAxAiZnU6ngyAIOHv2LHQ6HTp16oSXX34Zhw4dwnvvvYeBAwdCo9FAKpWisLAQdnZ2cHV1ve6+BuXl5cbriKj5YtwgIlMwdhBRQzFuEJEpGDuIyBSMHdaFpbTILGJjYwHot4AZPrQdO3ZEp06dAACTJk2Ck5MT1qxZA61WC6lUCp1OB29v7+s+1Nd+4AHwA0/UjDFuEJEpGDuIqKEYN4jIFIwdRGQKxg7rxcQINaotW7YgMDAQo0ePRkZGBiQSibE+3rW6d++O4cOH4/z58/jhhx9EGCkRWQvGDSIyBWMHETUU4wYRmYKxg4hMwdhh/ZgYoUazbt06vPfeexgwYAA6dOhgrI1nqIFnYAgCjzzyCFq2bImNGzfiypUrAIDTp08DADQajQVHTkRiYdwgIlMwdhBRQzFuEJEpGDuIyBSMHU0DEyN0zwwf0LCwMAwdOhQffvghxo8fj3379mHfvn3X3Qa4GgSCg4MxYcIEXLlyBS+++CK6du2KYcOGQa1WQyqVWvx1EJHlMG4QkSkYO4iooRg3iMgUjB1EZArGjqaFzdfJZCkpKQgLC7uuxp1arYZMJsPZs2fx73//G2q1Gtu2bQNwfZMgw79PnjyJESNGoKSkBM888wyWLFkCOzs7UV4PEZkf4wYRmYKxg4gainGDiEzB2EFEpmDsaJq4Y4Qa7Mcff0Tr1q0xbtw49OrVC6tXrzZeZ8hiduzYERMmTEBGRgbWrFkDQP9BNxAEAevXr0dMTAy6dOmC1NRUrFy5kh94omaKcYOITMHYQUQNxbhBRKZg7CAiUzB2NG3cMUINsnPnTjz99NN46aWXEBoaih07dmD58uVYsWIFpk6dCgcHB2NGNDs7G2+++SYSExOxZ88eODs7Q6VSQS6XAwDOnz+P1NRU3HfffSK/KiIyJ8YNIjIFYwcRNRTjBhGZgrGDiEzB2NH0cccI3RVD/uzIkSPw9PTEU089hZEjR2LRokV46qmn8OWXX+LPP/8EAMhkMgBAYGAgHnjgAeh0OnzyySdITEzExIkTkZWVBQCIiIjgB56oGWPcICJTMHYQUUMxbhCRKRg7iMgUjB3NBxMjdFcMde+SkpIQGhoKuVwOlUoFAHjnnXdgb2+PrVu3Ii8vD8DVRkKDBw9GTEwMFi5ciOjoaKhUKvj4+IjzIojIohg3iMgUjB1E1FCMG0RkCsYOIjIFY0fzwcQI3dTOnTsxb948LF26FLGxscbLhw4dij/++AMajcb4wW/RogWmTZuGI0eOIDk5GYC+jl5VVRW+/PJLfPHFFxg4cCBOnjyJP//8kzXyiJopxg0iMgVjBxE1FOMGEZmCsYOITMHY0XwxMULXyc3Nxbhx4zB16lSUlJRg9erVGDFihPGDP3DgQLi6uuLtt98GcHX72FNPPYXy8nLEx8cbHyszMxMbNmzAmjVrsHfvXnTu3NnyL4iIzI5xg4hMwdhBRA3FuEFEpmDsICJTMHY0f2y+TkbV1dWYM2cOamtr8f7776N169YAgJ49e6JDhw5Ys2YNKioqsGzZMrz77rtITk5GUFAQdDodBEHAoEGDEB4ejq+++krkV0JElsK4QUSmYOwgooZi3CAiUzB2EJEpGDtsA3eMkJGjoyPs7OwwY8YMtG7dGmq1GgAwZswYnDt3DjqdDi4uLnjsscfQrVs3TJo0CZmZmRAEAZcuXUJBQQEmTJgg7osgIoti3CAiUzB2EFFDMW4QkSkYO4jIFIwdtoE7Rug6KpUKcrkcAKDVaiGRSDBlyhQ4OTnhyy+/NN4uOzsbgwYNglqtRvfu3XH48GFERERg/fr18PX1FWv4RCQCxg0iMgVjBxE1FOMGEZmCsYOITMHY0fwxMUJ31K9fPzz11FOYPn06tFotAEAikSA1NRVxcXE4duwYIiMjMX36dJFHSkTWgnGDiEzB2EFEDcW4QUSmYOwgIlMwdjQvTIzQbaWnp6NPnz7Ytm0boqOjAQBKpRIKhULkkRGRtWLcICJTMHYQUUMxbhCRKRg7iMgUjB3ND3uM0E0Z8mUHDx6Es7Oz8QP/9ttv4/nnn0dBQYGYwyMiK8S4QUSmYOwgooZi3CAiUzB2EJEpGDuaL5nYAyDrJAgCACA2NhYPPvggdu7ciaeffhrV1dVYu3YtfHx8RB4hEVkbxg0iMgVjBxE1FOMGEZmCsYOITMHY0XyxlBbdUm1tLTp37oy0tDQoFAq8/fbbeOWVV8QeFhFZMcYNIjIFYwcRNRTjBhGZgrGDiEzB2NE8MTFCtzV8+HCEh4dj8eLFsLe3F3s4RNQEMG4QkSkYO4iooRg3iMgUjB1EZArGjuaHiRG6LY1GA6lUKvYwiKgJYdwgIlMwdhBRQzFuEJEpGDuIyBSMHc0PEyNERERERERERERERGQzJGIPgIiIiIiIiIiIiIiIyFKYGCEiIiIiIiIiIiIiIpvBxAgREREREREREREREdkMJkaIiIiIiIiIiIiIiMhmMDFCREREREREREREREQ2g4kRIiIiIiIiIiIiIiKyGUyMEBERERERERERERGRzWBihIiIiIiIRDNo0CDMnz+/0R83JCQES5cubfTHJSIiIiKipo+JESIiIiIisgpMZhARERERkSUwMUJERERERERERERERDaDiREiIiIiIrKIqqoqTJs2Dc7OzvD398eiRYuM1w0aNAiZmZl44YUXIAgCBEEwXnfw4EH0798fDg4OCAoKwrx581BVVWW8vqCgAOPGjYODgwNat26NdevW3fDcixcvRufOneHk5ISgoCDMmTMHlZWVxnG5urri559/vu4+W7ZsgZOTEyoqKhr7V0FERERERCJiYoSIiIiIiCzipZdewv79+7F161bs2LED+/btw8mTJwEAmzZtQsuWLbFw4ULk5uYiNzcXAJCWloZRo0bhwQcfRGJiIjZu3IiDBw9i7ty5xsedMWMGsrKysHfvXvz8889YuXIlCgoKrntuiUSCZcuW4ezZs/j222+xZ88evPzyywAAJycnPProo1izZs1191mzZg0eeughuLi4mPPXQkREREREFibodDqd2IMgIiIiIqLmrbKyEp6envj+++/x8MMPAwBKSkrQsmVLPP3001i6dClCQkIwf/7865qxz5o1C1KpFF988YXxsoMHD2LgwIGoqqrCpUuX0K5dO8TGxqJHjx4AgPPnz6N9+/ZYsmTJLRu7//zzz3jmmWdQVFQEAIiNjUWfPn2QlZUFf39/FBQUIDAwELt27cLAgQPN80shIiIiIiJRcMcIERERERGZXVpaGpRKJXr27Gm8zMPDA+3atbvt/RISEvDNN9/A2dnZ+DNy5EhotVpcvHgR586dg0wmQ3R0tPE+ERERcHd3v+5xdu3ahaFDhyIwMBAuLi54/PHHUVxcjOrqagBATEwMOnbsiG+//RYA8P3336NVq1YYMGBAI/0GiIiIiIjIWjAxQkREREREVquyshKzZ8/GqVOnjD8JCQlISUlBaGjoXT1GRkYG7rvvPnTp0gW//PIL4uLisGLFCgCAUqk03m7WrFn45ptvAOjLaM2cOfO6XidERERERNQ8MDFCRERERERmFxoaCrlcjmPHjhkvu3LlCi5cuGD8f4VCAY1Gc939unXrhqSkJISFhd3wo1AoEBERAbVajbi4OON9kpOTUVpaavz/uLg4aLVaLFq0CL169ULbtm2Rk5NzwxinTp2KzMxMLFu2DElJSZg+fXoj/gaIiIiIiMhaMDFCRERERERm5+zsjCeffBIvvfQS9uzZgzNnzmDGjBmQSK6ekoSEhODAgQPIzs429v545ZVXcPjwYcydOxenTp1CSkoKtm7damy+3q5dO4waNQqzZ8/GsWPHEBcXh1mzZsHBwcH4uGFhYVCpVFi+fDnS09Oxdu1afP755zeMsUWLFpg4cSJeeukljBgxAi1btjTzb4WIiIiIiMTAxAgREREREVnExx9/jP79+2PcuHEYNmwY+vXrd11vkIULFyIjIwOhoaHw9vYGAHTp0gX79+/HhQsX0L9/f0RFRWHBggUICAgw3m/NmjUICAjAwIEDMXHiRDz99NPw8fExXh8ZGYnFixfjww8/RKdOnbBu3Tq8//77Nx3jk08+CaVSiSeeeMJMvwUiIiIiIhKboNPpdGIPgoiIiIiIyBqsXbsWL7zwAnJycqBQKMQeDhERERERmYFM7AEQERERERGJrbq6Grm5ufjggw8we/ZsJkWIiIiIiJoxltIiIiIiIiKb99FHHyEiIgJ+fn547bXXxB4OERERERGZEUtpERERERERERERERGRzeCOESIiIiIiIiIiIiIishlMjBARERERERERERERkc1gYoSIiIiIiIiIiIiIiGwGEyNERERERERERERERGQzmBghIiIiIiIiIiIiIiKbwcQIERERERERERERERHZDCZGiIiIiIiIiIiIiIjIZjAxQkRERERERERERERENuP/AVIa/HnK3i1CAAAAAElFTkSuQmCC", "text/plain": "
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", 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"}, "metadata": {}, "output_type": "display_data"}], "execution_count": null}, {"cell_type": "markdown", "source": "## Fine-tuning the model\n\nIn this part of this notebook, we focus on fine-tuning the pretrained model. We use the same data splits we defined above, but now include extra columns during the fine-tuning process.", "metadata": {"editable": true, "slideshow": {"slide_type": ""}, "tags": []}}, {"cell_type": "markdown", "source": "### Configure columns and preprocessor for fine-tuning\n\nWe define the control columns or features whose values will be known into the future, and set up the time series preprocessor.", "metadata": {"editable": true, "slideshow": {"slide_type": ""}, "tags": []}}, {"cell_type": "code", "source": "SEED = 42\nset_seed(SEED)\n\ncontrol_columns = [\n \"season\",\n \"yr\",\n \"mnth\",\n \"holiday\",\n \"weekday\",\n \"workingday\",\n \"weathersit\",\n \"temp\",\n \"atemp\",\n \"hum\",\n \"windspeed\",\n]\n\ntsp = TimeSeriesPreprocessor(\n timestamp_column=timestamp_column,\n target_columns=target_columns,\n control_columns=control_columns,\n context_length=context_length,\n prediction_length=prediction_length,\n scaling=True,\n encode_categorical=False,\n scaler_type=\"standard\",\n)", "metadata": {"id": "ba3cd39f-4670-445c-9e07-a9fb6f79c78c"}, "outputs": [], "execution_count": null}, {"cell_type": "markdown", "source": "### Load the model for fine-tuning\nSimilar to the zero-shot case, we load the TTM model available on [HuggingFace](https://huggingface.co/ibm-granite/granite-timeseries-ttm-v1). We have three target channels and several exogenous channels in this example and set configuration appropriately take this into accounts. Note that we also enable channel mixing in the decoder and forecast channel mising. This allows the decoder to be tuned to capture interactions between the channels as well as adjust the forecasts based on interactions with the exogenous.", "metadata": {}}, {"cell_type": "code", "source": "finetune_forecast_model = TinyTimeMixerForPrediction.from_pretrained(\n \"ibm-granite/granite-timeseries-ttm-r2\",\n revision=TTM_MODEL_REVISION,\n num_input_channels=tsp.num_input_channels,\n decoder_mode=\"mix_channel\", # exog: set to mix_channel for mixing channels in history\n prediction_channel_indices=tsp.prediction_channel_indices,\n exogenous_channel_indices=tsp.exogenous_channel_indices,\n fcm_context_length=1, # exog: indicates lag length to use in the exog fusion. for Ex. if today sales can get affected by discount on +/- 2 days, mention 2\n fcm_use_mixer=True, # exog: Try true (1st option) or false\n fcm_mix_layers=2, # exog: Number of layers for exog mixing\n enable_forecast_channel_mixing=True, # exog: set true for exog mixing\n fcm_prepend_past=True, # exog: set true to include lag from history during exog infusion.\n)", "metadata": {"scrolled": true, "id": "be33fd5b-f1eb-4a20-8e6b-db5fae301f5f"}, "outputs": [], "execution_count": null}, {"cell_type": "markdown", "source": "### Freeze the TTM Backbone\n\nDuring fine-tuning we freeze the backbone and focus on tuning only the parameters in the decoder. This reduces the overall number of parameters being tuned and maintains what the encoder learned during pretraining.", "metadata": {}}, {"cell_type": "code", "source": "print(\n \"Number of params before freezing backbone\",\n count_parameters(finetune_forecast_model),\n)\n\n# Freeze the backbone of the model\nfor param in finetune_forecast_model.backbone.parameters():\n param.requires_grad = False\n\n# Count params\nprint(\n \"Number of params after freezing the backbone\",\n count_parameters(finetune_forecast_model),\n)", "metadata": {"keep_output": true, "id": "89c71e83-fdfe-4e1d-8f9c-78a00be68ecc"}, "outputs": [{"name": "stdout", "output_type": "stream", "text": "Number of params before freezing backbone 867631\nNumber of params after freezing the backbone 314693\n"}], "execution_count": null}, {"cell_type": "markdown", "source": "### Get the datasets for fine tuning\n\nWe use the `get_datasets` function in conjunction with the time series preprocessor. We split the data into training, validation, and test sets. The training set is used to train the model, while the test set is used to evaluate its performance. Note that we inspect the `resolution_prefix_tuning` attribute of the model config to enable the frequency token if needed.", "metadata": {}}, {"cell_type": "code", "source": "split_config = {\"train\": 0.5, \"test\": 0.25}\ntrain_df, valid_df, test_df = prepare_data_splits(input_df, context_length=context_length, split_config=split_config)\n\ntrain_dataset, valid_dataset, test_dataset = get_datasets(\n tsp, input_df, split_config, use_frequency_token=finetune_forecast_model.config.resolution_prefix_tuning\n)\nprint(f\"Data lengths: train = {len(train_dataset)}, val = {len(valid_dataset)}, test = {len(test_dataset)}\")", "metadata": {"id": "edf695ca-90bb-438c-a956-becc034fea8a"}, "outputs": [], "execution_count": null}, {"cell_type": "markdown", "source": "### Set up a Trainer for Fine-tuning\n\nConfigure a Trainer for use in fine-tuning and evaluating the model. ", "metadata": {}}, {"cell_type": "code", "source": "# Important parameters\nlearning_rate = 0.000298 # 0.000298364724028334\nnum_epochs = 50 # Ideally, we need more epochs (try offline preferably in a gpu for faster computation)\nbatch_size = 64\n\nprint(f\"Using learning rate = {learning_rate}\")\nfinetune_forecast_args = TrainingArguments(\n output_dir=os.path.join(OUT_DIR, \"output\"),\n overwrite_output_dir=True,\n learning_rate=learning_rate,\n num_train_epochs=num_epochs,\n do_eval=True,\n eval_strategy=\"epoch\",\n per_device_train_batch_size=batch_size,\n per_device_eval_batch_size=batch_size,\n dataloader_num_workers=4,\n report_to=None,\n save_strategy=\"epoch\",\n logging_strategy=\"epoch\",\n save_total_limit=1,\n logging_dir=os.path.join(OUT_DIR, \"logs\"), # Make sure to specify a logging directory\n load_best_model_at_end=True, # Load the best model when training ends\n metric_for_best_model=\"eval_loss\", # Metric to monitor for early stopping\n greater_is_better=False, # For loss\n use_cpu=device != \"cuda\", # Remove when GPU is available\n)\n\n# Create the early stopping callback\nearly_stopping_callback = EarlyStoppingCallback(\n early_stopping_patience=10, # Number of epochs with no improvement after which to stop\n early_stopping_threshold=0.0, # Minimum improvement required to consider as improvement\n)\ntracking_callback = TrackingCallback()\n\n# Optimizer and scheduler\noptimizer = AdamW(finetune_forecast_model.parameters(), lr=learning_rate)\nscheduler = OneCycleLR(\n optimizer,\n learning_rate,\n epochs=num_epochs,\n steps_per_epoch=math.ceil(len(train_dataset) / (batch_size)),\n)\n\nfinetune_forecast_trainer = Trainer(\n model=finetune_forecast_model,\n args=finetune_forecast_args,\n train_dataset=train_dataset,\n eval_dataset=valid_dataset,\n callbacks=[early_stopping_callback, tracking_callback],\n optimizers=(optimizer, scheduler),\n)", "metadata": {"editable": true, "slideshow": {"slide_type": ""}, "tags": [], "id": "23d317fe-95b4-4884-86b4-e16de469cd9d"}, "outputs": [], "execution_count": null}, {"cell_type": "markdown", "source": "### Train the Model\n\nHere we train the model on the training data. This tunes only the weights in the decoder and output layers, as the other weights have been frozen, taking into account the interactions between all the channels.\n", "metadata": {}}, {"cell_type": "code", "source": "# Fine tune\nfinetune_forecast_trainer.train()", "metadata": {"editable": true, "keep_output": true, "slideshow": {"slide_type": ""}, "tags": [], "id": "62d09d82-e394-4431-a227-f297184805ff"}, "outputs": [{"data": {"text/html": "\n
\n \n \n [4572/6350 04:32 < 01:45, 16.79 it/s, Epoch 36/50]\n
\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
EpochTraining LossValidation Loss
10.9597001.081669
20.7044000.882756
30.5942000.836249
40.5339000.780089
50.4856000.715594
60.4316000.662372
70.3853000.657402
80.3475000.665389
90.3197000.657450
100.2963000.667714
110.2779000.686896
120.2626000.704382
130.2503000.705684
140.2393000.702992
150.2298000.699064
160.2209000.699117
170.2138000.641456
180.2059000.621048
190.2001000.594794
200.1944000.590558
210.1893000.595722
220.1849000.595461
230.1811000.607944
240.1770000.600225
250.1746000.561324
260.1712000.556573
270.1679000.565443
280.1657000.561737
290.1625000.566481
300.1607000.567410
310.1591000.572285
320.1571000.576323
330.1559000.569100
340.1540000.568182
350.1524000.561131
360.1517000.559110

", "text/plain": ""}, "metadata": {}, "output_type": "display_data"}, {"name": "stdout", "output_type": "stream", "text": "[TrackingCallback] Mean Epoch Time = 5.854495922724406 seconds, Total Train Time = 275.3840432167053\n"}, {"data": {"text/plain": "TrainOutput(global_step=4572, training_loss=0.2782885437979577, metrics={'train_runtime': 275.3871, 'train_samples_per_second': 1467.389, 'train_steps_per_second': 23.058, 'total_flos': 1.0848886935699456e+16, 'train_loss': 0.2782885437979577, 'epoch': 36.0})"}, "execution_count": null, "metadata": {}, "output_type": "execute_result"}], "execution_count": null}, {"cell_type": "markdown", "source": "### Evaluate the Model\n\nEvaluate the fine-tuned model on the test dataset.", "metadata": {}}, {"cell_type": "code", "source": "# Define some standard metrics.\ndef custom_metric(actual, prediction, column_header=\"results\"):\n \"\"\"Simple function to compute MSE\"\"\"\n a = np.asarray(actual.tolist())\n p = np.asarray(prediction.tolist())\n\n mask = ~np.any(np.isnan(a), axis=1)\n\n mse = np.mean(np.square(a[mask, :] - p[mask, :]))\n mae = np.mean(np.abs(a[mask, :] - p[mask, :]))\n return pd.DataFrame(\n {\n column_header: {\n \"mean_squared_error\": mse,\n \"root_mean_squared_error\": np.sqrt(mse),\n \"mean_absolute_error\": mae,\n }\n }\n )", "metadata": {"id": "b749efa5-c420-4762-b841-7cee410e629c"}, "outputs": [], "execution_count": null}, {"cell_type": "code", "source": "# generate forecasts using the finetuned model\npipeline = TimeSeriesForecastingPipeline(\n finetune_forecast_model,\n device=device, # Specify your local GPU or CPU.\n feature_extractor=tsp,\n batch_size=batch_size,\n)\n\n# Make a forecast on the target column given the input data.\nfinetune_forecast = pipeline(test_df)\nfinetune_forecast.head()", "metadata": {"id": "8a320da9-172a-4714-84bb-f0a6e6a5149f"}, "outputs": [], "execution_count": null}, {"cell_type": "code", "source": "custom_metric(finetune_forecast[\"cnt\"], finetune_forecast[\"cnt_prediction\"], \"fine-tune forecast\")", "metadata": {"editable": true, "keep_output": true, "slideshow": {"slide_type": ""}, "tags": [], "id": "1b649655-b177-4aef-9976-d420a78f1120"}, "outputs": [{"data": {"text/html": "

\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
fine-tune forecast
mean_squared_error10316.919508
root_mean_squared_error101.572238
mean_absolute_error70.599840
\n
", "text/plain": " fine-tune forecast\nmean_squared_error 10316.919508\nroot_mean_squared_error 101.572238\nmean_absolute_error 70.599840"}, "execution_count": null, "metadata": {}, "output_type": "execute_result"}], "execution_count": null}, {"cell_type": "markdown", "source": "### Plot the Predictions vs. Actuals\n\nPlot the predictions vs. actuals for some random samples of time intervals in test dataset.", "metadata": {}}, {"cell_type": "code", "source": "# plot\nplot_predictions(\n input_df=test_df,\n predictions_df=finetune_forecast,\n freq=\"h\",\n timestamp_column=timestamp_column,\n channel=target_columns[2],\n indices=[3532, 3526, 2497],\n)", "metadata": {"editable": true, "keep_output": true, "slideshow": {"slide_type": ""}, "tags": [], "id": "ef850edd-6c97-4a5a-a340-02a9dcb5da65"}, "outputs": [{"data": {"image/png": 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", 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"}, "metadata": {}, "output_type": "display_data"}], "execution_count": null}, {"cell_type": "markdown", "source": "## Prepare for Deployment\n\nIn order to prepare for deployment on [watsonx.ai](https://www.ibm.com/docs/en/software-hub/5.1.x?topic=setup-deploying-custom-foundation-models), we need to save the model weights and configuration files, as well as preprocessor configuration, and [time series runtime](https://github.com/ibm-granite/granite-tsfm/tree/main/services/inference) configuration.\n\nAll the needed content will be saved to the folder specified by `deployment_folder`.", "metadata": {}}, {"cell_type": "code", "source": "deployment_folder = \"./ttm_deployment\"\nsave_deployment_package(deployment_folder, finetune_forecast_model, ts_processor=tsp)", "metadata": {"id": "42353f1f-74ba-4c4c-a459-a3f8811a0cf6"}, "outputs": [], "execution_count": null}, {"cell_type": "markdown", "source": "## Links\n* Library: [Granite TSFM on Github](https://github.com/ibm-granite/granite-tsfm)\n* Model: [TinyTimeMixer on HuggingFace](https://huggingface.co/ibm-granite/granite-timeseries-ttm-v1)\n* Dataset: [Bike Sharing Dataset on Kaggle](https://www.kaggle.com/datasets/lakshmi25npathi/bike-sharing-dataset)\n* IBM Cloud support: pretrained and finetuned model inference on [watsonx.ai](https://www.ibm.com/products/watsonx-ai)", "metadata": {}}, {"cell_type": "markdown", "source": "## Author\nWesley Gifford, Senior Technical Staff Member at IBM\nCopyright \u00a9 2025 IBM. This notebook and its source code are released under the terms of the Apache 2.0 License. ", "metadata": {"id": "bdcc9605-7bac-439b-a42b-05511ad4f2f0"}}]}