{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"# Overview \n",
"\n",
"In the 10x series of notebooks, we will look at Time Series modeling in pycaret using univariate data and no exogenous variables. We will use the famous airline dataset for illustration. Our plan of action is as follows:\n",
"\n",
"1. Perform EDA on the dataset to extract valuable insight about the process generating the time series. **(Covered in this notebook)**\n",
"2. Model the dataset based on exploratory analysis (univariable model without exogenous variables).\n",
"3. Use an automated approach (AutoML) to improve the performance. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Only enable critical logging (Optional)\n",
"import os\n",
"os.environ[\"PYCARET_CUSTOM_LOGGING_LEVEL\"] = \"CRITICAL\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"System:\n",
" python: 3.9.16 (main, Jan 11 2023, 16:16:36) [MSC v.1916 64 bit (AMD64)]\n",
"executable: C:\\Users\\Nikhil\\.conda\\envs\\pycaret_dev_sktime_16p1\\python.exe\n",
" machine: Windows-10-10.0.19044-SP0\n",
"\n",
"PyCaret required dependencies:\n",
" pip: 22.3.1\n",
" setuptools: 65.6.3\n",
" pycaret: 3.0.0rc9\n",
" IPython: 8.10.0\n",
" ipywidgets: 8.0.4\n",
" tqdm: 4.64.1\n",
" numpy: 1.23.5\n",
" pandas: 1.5.3\n",
" jinja2: 3.1.2\n",
" scipy: 1.10.0\n",
" joblib: 1.2.0\n",
" sklearn: 1.2.1\n",
" pyod: 1.0.8\n",
" imblearn: 0.10.1\n",
" category_encoders: 2.6.0\n",
" lightgbm: 3.3.5\n",
" numba: 0.56.4\n",
" requests: 2.28.2\n",
" matplotlib: 3.7.0\n",
" scikitplot: 0.3.7\n",
" yellowbrick: 1.5\n",
" plotly: 5.13.0\n",
" kaleido: 0.2.1\n",
" statsmodels: 0.13.5\n",
" sktime: 0.16.1\n",
" tbats: 1.1.2\n",
" pmdarima: 2.0.2\n",
" psutil: 5.9.4\n",
"\n",
"PyCaret optional dependencies:\n",
" shap: 0.41.0\n",
" interpret: Not installed\n",
" umap: Not installed\n",
" pandas_profiling: Not installed\n",
" explainerdashboard: Not installed\n",
" autoviz: Not installed\n",
" fairlearn: Not installed\n",
" xgboost: Not installed\n",
" catboost: Not installed\n",
" kmodes: Not installed\n",
" mlxtend: Not installed\n",
" statsforecast: Not installed\n",
" tune_sklearn: Not installed\n",
" ray: Not installed\n",
" hyperopt: Not installed\n",
" optuna: Not installed\n",
" skopt: Not installed\n",
" mlflow: 2.1.1\n",
" gradio: Not installed\n",
" fastapi: Not installed\n",
" uvicorn: Not installed\n",
" m2cgen: Not installed\n",
" evidently: Not installed\n",
" fugue: 0.8.0\n",
" streamlit: Not installed\n",
" prophet: 1.1.2\n"
]
}
],
"source": [
"def what_is_installed():\n",
" from pycaret import show_versions\n",
" show_versions()\n",
"\n",
"try:\n",
" what_is_installed()\n",
"except ModuleNotFoundError:\n",
" !pip install pycaret\n",
" what_is_installed()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"import time\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"from pycaret.datasets import get_data\n",
"from pycaret.time_series import TSForecastingExperiment"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"y = get_data('airline', verbose=False)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"# We want to forecast the next 12 months of data and we will use 3 fold cross-validation to test the models.\n",
"fh = 12 # or alternately fh = np.arange(1,13)\n",
"fold = 3"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"# Global Figure Settings for notebook ----\n",
"# Depending on whether you are using jupyter notebook, jupyter lab, Google Colab, you may have to set the renderer appropriately\n",
"# NOTE: Setting to a static renderer here so that the notebook saved size is reduced.\n",
"fig_kwargs = {\n",
" # \"renderer\": \"notebook\",\n",
" \"renderer\": \"png\",\n",
" \"width\": 1000,\n",
" \"height\": 600,\n",
"}"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"# Exploratory Analysis\n",
"\n",
"`pycaret` Time Series Forecasting module provides a conventient interface for perform exploratory analysis using `plot_model`.\n",
"\n",
"**NOTE:**\n",
"* Without an estimator argument, `plot_model` will plot using the original dataset. We will cover this in the current notebook.\n",
"* If an estimator (model) is passed to `plot_model`, the the plots are made using the model data (e.g. future forecasts, or analysis on insample residuals). We will cover this in a subsequent notebook.\n",
"\n",
"Let's see how this works next. \n",
"\n",
"**First, we will plots the original dataset.**"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Description | \n",
" Value | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" session_id | \n",
" 4531 | \n",
"
\n",
" \n",
" 1 | \n",
" Target | \n",
" Number of airline passengers | \n",
"
\n",
" \n",
" 2 | \n",
" Approach | \n",
" Univariate | \n",
"
\n",
" \n",
" 3 | \n",
" Exogenous Variables | \n",
" Not Present | \n",
"
\n",
" \n",
" 4 | \n",
" Original data shape | \n",
" (144, 1) | \n",
"
\n",
" \n",
" 5 | \n",
" Transformed data shape | \n",
" (144, 1) | \n",
"
\n",
" \n",
" 6 | \n",
" Transformed train set shape | \n",
" (132, 1) | \n",
"
\n",
" \n",
" 7 | \n",
" Transformed test set shape | \n",
" (12, 1) | \n",
"
\n",
" \n",
" 8 | \n",
" Rows with missing values | \n",
" 0.0% | \n",
"
\n",
" \n",
" 9 | \n",
" Fold Generator | \n",
" ExpandingWindowSplitter | \n",
"
\n",
" \n",
" 10 | \n",
" Fold Number | \n",
" 3 | \n",
"
\n",
" \n",
" 11 | \n",
" Enforce Prediction Interval | \n",
" False | \n",
"
\n",
" \n",
" 12 | \n",
" Splits used for hyperparameters | \n",
" all | \n",
"
\n",
" \n",
" 13 | \n",
" User Defined Seasonal Period(s) | \n",
" None | \n",
"
\n",
" \n",
" 14 | \n",
" Ignore Seasonality Test | \n",
" False | \n",
"
\n",
" \n",
" 15 | \n",
" Seasonality Detection Algo | \n",
" auto | \n",
"
\n",
" \n",
" 16 | \n",
" Max Period to Consider | \n",
" 60 | \n",
"
\n",
" \n",
" 17 | \n",
" Seasonal Period(s) Tested | \n",
" [12, 24, 36, 11, 48] | \n",
"
\n",
" \n",
" 18 | \n",
" Significant Seasonal Period(s) | \n",
" [12, 24, 36, 11, 48] | \n",
"
\n",
" \n",
" 19 | \n",
" Significant Seasonal Period(s) without Harmonics | \n",
" [48, 36, 11] | \n",
"
\n",
" \n",
" 20 | \n",
" Remove Harmonics | \n",
" False | \n",
"
\n",
" \n",
" 21 | \n",
" Harmonics Order Method | \n",
" harmonic_max | \n",
"
\n",
" \n",
" 22 | \n",
" Num Seasonalities to Use | \n",
" 1 | \n",
"
\n",
" \n",
" 23 | \n",
" All Seasonalities to Use | \n",
" [12] | \n",
"
\n",
" \n",
" 24 | \n",
" Primary Seasonality | \n",
" 12 | \n",
"
\n",
" \n",
" 25 | \n",
" Seasonality Present | \n",
" True | \n",
"
\n",
" \n",
" 26 | \n",
" Target Strictly Positive | \n",
" True | \n",
"
\n",
" \n",
" 27 | \n",
" Target White Noise | \n",
" No | \n",
"
\n",
" \n",
" 28 | \n",
" Recommended d | \n",
" 1 | \n",
"
\n",
" \n",
" 29 | \n",
" Recommended Seasonal D | \n",
" 1 | \n",
"
\n",
" \n",
" 30 | \n",
" Preprocess | \n",
" False | \n",
"
\n",
" \n",
" 31 | \n",
" CPU Jobs | \n",
" -1 | \n",
"
\n",
" \n",
" 32 | \n",
" Use GPU | \n",
" False | \n",
"
\n",
" \n",
" 33 | \n",
" Log Experiment | \n",
" False | \n",
"
\n",
" \n",
" 34 | \n",
" Experiment Name | \n",
" ts-default-name | \n",
"
\n",
" \n",
" 35 | \n",
" USI | \n",
" 964b | \n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda = TSForecastingExperiment()\n",
"eda.setup(data=y, fh=fh, fig_kwargs=fig_kwargs)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
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AoKMTQNA7+gjTPwhAAAIQgAAEIAABCEAAAhBoFwQQ9HYxTDQSAhCAAAQgAAEIQAACEIAABDo6AQS9o48w/YMABCAAAQhAAAIQgAAEIACBdkEAQW8Xw0QjIQABCEAAAhCAAAQgAAEIQKCjE0DQO/oI0z8IQAACEIAABCAAAQhAAAIQaBcEEPR2MUw0EgIQgAAEIAABCEAAAhCAAAQ6OgEEvaOPMP2DAAQgAAEIQAACEIAABCAAgXZBAEFvF8NEIyEAAQhAAAIQgAAEIAABCECgoxNA0Dv6CNM/CEAAAhCAAAQgAAEIQAACEGgXBBD0djFMNBICEIAABCAAAQhAAAIQgAAEOjoBBL2jjzD9gwAEIAABCEAAAhCAAAQgAIF2QQBBbxfDRCMhAAEIQAACEIAABCAAAQhAoKMTQNA7+gjTPwhAAAIQgAAEIAABCEAAAhBoFwQQ9HYxTDQSAhCAAAQgAAEIQAACEIAABDo6AQS9o48w/YMABCAAAQhAAAIQgAAEIACBdkEAQW8Xw0QjIQABCEAAAhCAAAQgAAEIQKCjE0DQO/oI0z8IQAACEIAABCAAAQhAAAIQaBcEEPR2MUw0EgIQgAAEIAABCEAAAhCAAAQ6OgEEvaOPMP2DAAQgAAEIQAACEIAABCAAgXZBAEFvF8NEIyEAAQhAAAIQgAAEIAABCECgoxNA0Dv6CNM/CEAAAhCAAAQgAAEIQAACEGgXBBD0djFMNBICEIAABCAAAQhAAAIQgAAEOjoBBL2jjzD9gwAEIAABCEAAAhCAAAQgAIF2QQBBbxfDRCMhAAEIQAACEIAABCAAAQhAoKMTQNA7+gjTPwjsRARmzJghq1atkssvv1y6d+9e2J6vXbtWJk2aJIsXLy61cebMmTJixIi6tNfXPW7cODnzzDPrUieVQAACEIAABCAAAQhkI4CgZ+NEFAQgECEwZ84cueqqq+SAAw4QJ8WDBw9u/W4jBbA9CPrmzZvl6quvlj59+sjEiRNzmVcLFy6UpqamTKIfHx/fHteQoj/YyAUWhUAAAhCAAAQgAIECE0DQCzw4NA0CRSXgBP3GG2+UffbZR0aOHFkmmgh65VFbtmxZidfUqVNzWzVH0Iv6k0K7IAABCEAAAhCAgI4Agq7jRTQEICAiTtDvuOMOueCCC2T69Ollq+gIenVBv/LKK8X9L7rzoF4Tq5HjU68+Ug8EIAABCEAAAhBorwQQ9PY6crQbAg0k4AX929/+tnz3u98ttcRvj04SwKSt50lbvX25boV5ypQp8tprr5XKvuKKK0rnpV05s2bNKn0taXu9r+fUU08tnfH2H58fReZXsn0dw4cPLz1s2GuvvUph0ZXuRx55pFRvUp3xYYi2Mdr2aJm+Tvc119a0reWe0bx588qqifcnviofHQOX6I4juI876z5kyJASm+gZ9Pj4JPXd5ccZ+UZV6nPaNI22cfny5anjmpVBUlx8vPxOg2ibJkyYULYDJGRepLGJt8m1x+06GTBgQJsxr8bQj9H48ePlsssuK/1s+LbH7zSoNFYN/LVB1RCAAAQgAAEIZCCAoGeARAgEIFBOwIu0E9qlS5eWnX+2CrqTyai0RqUqKqZJ0u8lJypdSdu/k77mct3XvaRHRS3LJW5JZ7l9GRdeeGHrhWyaLe6uTHeU4LOf/WybBweVyowKW1zms4xPUt+T+pe1z0k/P9E2RvnGxyELg7Rz9G6e9u/fv3SUIGnMXRt++tOfimPpLhUMnRdJ9fv+ufr9AxgLQz+34w90fD2uj9E7DW666SY58cQTG7JLg9+XEIAABCAAAQiEE0DQw9mRCYGdlkBU0J3YuEvP3MeJiJOQaiu0LrbSCnp0JTttS7aTKbfKHr2kLu2SuOjXk9rn2uPrcZLjZEcj0i4/qT1JX9eWG59kSdwqraDHb2rXCHr8nHx03N1Og/j/9211X58/f37FS+fSxjXLFvw4gyxMq10gWK091eZFVjbxdmRlmNb+tHm30/5youMQgAAEIACBdk4AQW/nA0jzIdAIAnGpiK48ZtlCXW9Bj6/4x8U+2p5Ro0aVVruzSF+UfZpAxcvRluvqiG9/dl+LrqTWU9Ddir5rT9++fVNvo3fzwcVEH7TE52maEKfdcl+JgX/o8uabb7Z5q0D0oYHbnRHf0u6/nya6vj3V5oW/OLEam+g8cXWn3egfZ1htfu27774VeTfi9wR1QgACEIAABCCgJ4Cg65mRAYGdnkBc0KNbd7/61a/KN77xjYpnnBst6O6VZGkfL3BakU4TqLiIasr1sVH5qrSt3K94V1qFtq6gxwU9fj7ec612Xj+roGsZRM/3x2U8LvnRNiadT4/OkWrzwiLoWRhW2gGQ1Pakexd2+l9cAIAABCAAAQi0AwIIejsYJJoIgaIRSNqW6yXBXRz3s5/9rNCCnrSCHmesEWmXW22F08uzptz4eezogw337/5sc9FW0LPM16yCnpVBvE43R92KeZqo+vpdnr9LwTIvLILep0+fsvPjSfyqbdGP5vgHEVnuTsgyVsRAAAIQgAAEIFA/Agh6/VhTEwQ6DIEkQfcruy+//LKsXr26dPGWP/9cKT4qJ0lx1jPo8S3TWc44u4HSiLSLr8UZ9CQpK8oKuntFXNr56SwTPW0c4tyzMojXmbZVPhoXHbPevXu3uTshqR9p8yIq6I5NlvsQ3P0NWRlqBD3rHM8yTsRAAAIQgAAEIFBfAgh6fXlTGwQ6BIE0qYje/h1duYzfjh19/VR0G3Iegh69id3BjouT/5pbXY2vMEZv/dYKetYbzTXlpl2E51751ugz6E5Ck24qd3zjt6MnTfokiUximIXBypUr5bbbbisJtpPepAcsTnCPO+640gWA/pN0YVvovIjPs6Qb/P3PQXTssjKsdEmcew1g9AZ3Lo7rEL9m6QQEIAABCOykBBD0nXTg6TYELAQqrfr57bXxrcV+y7Gr1539veaaa2T27NmS9wr6ggULSiv4ae839/2Ov+/afT36nm+NSEdZxs85V3tnebVxiHJzsW47tj+z3Mgt7k7Qo6Lr30/vv1btDHTSu7tdbtIlbtUYuDx32Vr8LHf0AUzSOe2kd9CHzoukB0Hxslzf3GfVqlVV34Pu4qq9VtA/DHEPJhYvXtw6HtXO/1ebc3wfAhCAAAQgAIHGEUDQG8eemiEAAQjstAR21m3Y7gGO+0RXvHfaSUDHIQABCEAAAhBoQwBBZ1JAAAIQgEDdCXR0QXf9mzZtmkyePFncO+Pdh63ndZ9mVAgBCEAAAhBodwQQ9HY3ZDQYAhCAQPsnsDMIOlvP2/88pQcQgAAEIACBehNA0OtNnPogAAEIQAACEIAABCAAAQhAAAIJBBB0pgUEIAABCEAAAhCAAAQgAAEIQKAABBB04yC89dZbxhJ23nR3LvPtt9+W7du377wQ6tTzrl27yu67717izaf2BNyrvjp37iybNm2qfWXUIL169ZINGzbItm3boFEHAnvvvbfw3746gBaRbt26ifv9vXHjxvpU2AFqcfOTDwQgAIH2TABBN44ef6SEA0TQw9lpMxF0LTFbPIJu46fNRtC1xGzxCLqNnyYbQdfQaolF0PXMyIAABIpFAEE3jgeCHg4QQQ9np81E0LXEbPEIuo2fNhtB1xKzxSPoNn6abARdQwtB19MiAwIQKCIBBN04Kgh6OEAEPZydNhNB1xKzxSPoNn7abARdS8wWj6Db+GmyEXQNLQRdT4sMCECgiAQQdOOoIOjhABH0cHbaTARdS8wWj6Db+GmzEXQtMVs8gm7jp8lG0DW0EHQ9LTIgAIEiEkDQjaOCoIcDRNDD2WkzEXQtMVs8gm7jp81G0LXEbPEIuo2fJhtB19BC0PW0yIAABIpIAEE3jgqCHg4QQQ9np81E0LXEbPEIuo2fNhtB1xKzxSPoNn6abARdQwtB19MiAwIQKCIBBN04Kgh6OEAEPZydNhNB1xKzxSPoNn7abARdS8wWj6Db+GmyEXQNLQRdT4sMCECgiAQQdOOoIOjhABH0cHbaTARdS8wWj6Db+GmzEXQtMVs8gm7jp8lG0DW0EHQ9LTIgAIEiEkDQjaOCoIcDRNDD2WkzEXQtMVs8gm7jp81G0LXEbPEIuo2fJhtB19BC0PW0kjPmzJkj8+fPl8svv1zcf8/q/Vm4cKE0NTWVqp05c6aMGDEicxNmzJhRip04cWJijivbxUyfPl3WrFkjV155Zel/gwcPzlwHgfkRcGPhxsSNh/MC7afaePvyNm/eLFdffbWMGjVKzjzzTG01rfHxctzPyo033liaU3nOIQQ9eIhaEhH0cIAIejg7bSaCriVmi0fQbfy02Qi6lpgtHkG38dNkI+gaWi2xbn52tI+TgKuuukomTJjQKp5r166VKVOmyKRJk3IVA8eukYLu+uX65ARbI+Z+zKsJG4JenJ8ONxZ33HGH6UFQtfGutaD7n5fly5enPhQKIY6gh1CL5CDo4QAR9HB22kwEXUvMFo+g2/hpsxF0LTFbPIJu46fJRtA1tDq2oLsV7fXr17cKeUcV9GXLltV0VTsq6CErtvoZSUYSAb8SPW7cuKAHMY2imrQS777mdgCce+65uT0sQ9CNI4yghwNE0MPZaTMRdC0xWzyCbuOnzUbQtcRs8Qi6jZ8mG0HX0GqsoP984Sty/b1L5JU178iH3r+PfOdTH5ABvXfTdyAhw61ouxW6gQMHlv7pVpfjgh5fSYyuTq5cubIkvYceeqjcfvvtpRrcavxxxx3XupU8ujrv6rv//vtLcQ8//HDpn9Gt5l5S5s2bV/reFVdc0bpt2LVj48aNsmHDBnHfj34v2jW/K8B97dRTTy2torp2ur699tprpdDhw4cnbn12Eh+Ni7Y9ysHL/sc//nGZNm1aqbzPf/7z8l//9V+JW9z9zoEePXq0csra7/iwVSvLtXPWrFmltAMOOKBsi3SUTZR9pX5HjwVEucUZ+LGPHgGItiU6Hu5vGb+jYfHixWXzwH/djd3Pfvaz0vdcOU8++WRpt4f/pB1RcO1yUjt16tSyre1p9fny43PL/Ty4j+9PnJHnd/jhh5dtca82PmljkLZV3sW7j2X7fHQOIejGX50IejhABD2cnTYTQdcSs8Uj6DZ+2mwEXUvMFo+g2/hpshF0Da2W2Dy2uN/x+Kvy0psbM1e+5b1t8oOH/lwWf+gBe8rHDu+TuQwXePbR/eV9++zeJscL+mc/+9nWbe29e/cu2+JeTdCdwFx44YUlgfASc8opp5TEJr5qHT9XG111dv99c2d5+/Tpk/qg4J577ql4Jje+iu3avmrVqlZJr3Yu/N5775UhQ4aUVit9X5zouS3xcUF3/fP9dGArbXH3UualUtPv+KBVKsvFuocX5513Xikt3v+ouLr+LV26VI4//vgSd7/i7ETxzjvvlLPOOkuefvrp0lzw56D9fPFjG2UQP0LgYt02c38GPHq8wdXhjhu4Ov288W1z7Xbf69+/f+sW9bh0+7affPLJbea0Y/vII4+UbQuPy2/S2MbnVnS8fd98e6N9TRJ09yAhbaw9Wzffo4z8/I+fZc9juz6Crvp1WTkYQQ+HiaCHs9NmIuhaYrZ4BN3GT5uNoGuJ2eIRdBs/TTaCrqGVn6B/7kePyUMvvJG58mYR6RSPbm4W6dTmqxXLnPWFY2Ts0P1SBd2JVpKsO1GtJuhR6Y1LWpK0RS+Ji37f/fzHBdrV7Vb3ncRlORMcj4k+IHCdryboUUBxqUtaQY9eAldN0KP9jgpn0oVy0X4nCXoaw/jZ+mibnIxHZduXG5fPaH1JPL1Ix9sd3Voel1ZXZlTQnfj7C/Xc3+zRXPeAJH5XgOtHUtuTJn3SinPS8YZo35LmVvRr8Qc/1QQ9bazjRx+i7erbt2/iZXMu5rbbbisxyeNiRVbQM//6TQ5E0MMBIujh7LSZCLqWmC0eQbfx02Yj6FpitngE3cZPk42ga2jlJ+hFXUGPbm3/3Oc+Jz/5yU9az6TXUjpGA4gAACAASURBVNCjYuZ+/qPby/0I+a3sWQXdC73Lj27XzyLo8S32Liep/iThswh6pX5XE/T4mevolnSXG92WHt1eHd+uHm2DX/2Nb1GPlpdF0KPnwOOC7m/Tj/bP1Zsk6F7w/Rb3tCMKPs79M7olPGnbe3Q3QBZBj146ZxH0+FZ5fwwBQdf/Tm5IBoIejh1BD2enzUTQtcRs8Qi6jZ82G0HXErPFI+g2fppsBF1DKz9B19cq4s6gT//tEnl17Tty7OC9ZdqnP5j7GXR/ztZLVPTSuFoKenwFPenssGeWVdBdfPTcsF81ryboXnT9Fvt6rqBX6nc1QY8ydLHRleZKF9el8Yzm/PSnP23dwRBvR/whhXYFPe2W9Sy37VeaC0lb3Iuygu4eari56Y9NsIIe8huxwTkIevgAIOjh7LSZCLqWmC0eQbfx02Yj6FpitngE3cZPk42ga2g1VtD1Lc2eEV1FdFlejt58882yc8d+y66LceeV3cdfvmbZ4h5dVfVle0F2/z961jiLoMe3QmvOoMeFPL71u1Zb3ONn7+P9ribolbaOR884uy3u7uO3wfv+uPsHoufWq22Lv/XWW0uX71VaQXd1JI2tnzfxM+ju665e90nb4p7U9qR30ietlscfvlS6X8DzTjqD7l/R53cpuBX/tEvi3M+HG9tKxxmi8zVtBZ1L4rL/PqtLJIIejhlBD2enzUTQtcRs8Qi6jZ82G0HXErPFI+g2fppsBF1DqyU2j0vi9LXWNiMu6K62+EVu0W3fbjvuBRdcIO7m7VBBj97EHd+qHN9iHr2FPIug+/b7Ovwt7l6Uqp1Bj24Pd3Xvs88+cvbZZ7c5A5/nFvfoGWx/e3389vXoLIjfAh5lGOc3evTo0iv03Aq9X731N9l7Nq5s99Alre74lnl/s32lFXQn6PF54y6j22OPPVp3N8RvVff9cO2Jn0GPbwuPjmv8JyTtNWvVbnF35cRvoI9+LcrB1e93mcTFOvpgIi7obqyjxwac3LuPm5dJgs5r1mr7+y+odAQ9CFspCUEPZ6fNRNC1xGzxCLqNnzYbQdcSs8Uj6DZ+mmwEXUOr4wq6ngIZjSYQF8BGtydr/ZUuvstaRta4vG8+j9eb9iq3rO3LGpf0AC1rblocl8QZCSLo4QAR9HB22kwEXUvMFo+g2/hpsxF0LTFbPIJu46fJRtA1tBB0PS0yakWgvQh6pXer14pNtFz3QMCJun/Nm7XO6Mp3pR0O1np8fnwnS17lIuhGkgh6OEAEPZydNhNB1xKzxSPoNn7abARdS8wWj6Db+GmyayXo25ub5Z5nV0vXzp3k5GF7Syfl68A0fah3bEfc4l5vhtQHAQg0lgCCbuSPoIcDRNDD2WkzEXQtMVs8gm7jp81G0LXEbPEIuo2fJrsWgr7lvW1ywU8Xy9I3N5WactgBPWTWBcOlS2fdO7s1/ahnLIJeT9rUBQEI1IIAgm6kiqCHA0TQw9lpMxF0LTFbPIJu46fNRtC1xGzxCLqNnya7FoJ+0x9fle8+tLysGV8/ebCce/QBmqYVNhZBL+zQ0DAIQCAjAQQ9I6i0MAQ9HCCCHs5Om4mga4nZ4hF0Gz9tNoKuJWaLR9Bt/DTZtRD0mQ+/IjMffrmsGX//4YHyt6MP1DStsLEIemGHhoZBAAIZCSDoGUEh6EZQCekIev5M00pE0OvH2tWEoNeXN4JeX94Iev1410LQV6zbImfe+Lhs295c6sjuu3aRuU1Hy167da1fx2pYE4JeQ7gUDQEI1IUAgm7EzAp6OEAEPZydNhNB1xKzxSPoNn7abARdS8wWj6Db+GmyayHorv7fLVktX7tzSakpIwf2kh+ed5imWYWORdALPTw0DgIQyEAAQc8AqVIIgh4OEEEPZ6fNRNC1xGzxCLqNnzYbQdcSs8Uj6DZ+muxaCfqC5evkS7c+09qUWyYcIcP69NA0rbCxCHphh4aGQQACGQkg6BlBpYUh6OEAEfRwdtpMBF1LzBaPoNv4abMRdC0xWzyCbuOnya6XoDeNGSBNY/prmlbYWAS9sENDwyAAgYwEEPSMoBB0I6iEdAQ9f6ZpJSLo9WPtakLQ68sbQa8vbwS9frxrJeh3LX5dpty9VPr16ibuTLr7pzuH3hE+CHpHGEX6AIGdmwCCbhx/VtDDASLo4ey0mQi6lpgtHkG38dNmI+haYrZ4BN3GT5NdK0H3N7mPH9lX7nrqdVm/ZVvpHLo7j97ePwh6ex9B2g8BCCDoxjmAoIcDRNDD2WkzEXQtMVs8gm7jp81G0LXEbPEIuo2fJrvWgu62tq/fslVmL1gpTtYnf2SQpnmFjEXQCzksNAoCEFAQQNAVsJJCEfRwgAh6ODttJoKuJWaLR9Bt/LTZCLqWmC0eQbfx02TXQ9BHDOhZujCuZ7cu8uDFx2iaV8hYBL2Qw0KjIAABBQEEXQELQTfCiqUj6PnyrFQagl4/1q4mBL2+vBH0+vJG0OvHu1aCPu3+l0qr5pNPGiTjR/SVY679o2zd1izv32c3ufSkwXLsoPa71R1Br9/8pCYIQKA2BBB0I1dW0MMBIujh7LSZCLqWmC0eQbfx02Yj6FpitngE3cZPk10rQb/kjufkgRfWyNTThkizdJIr736xtVmdROTBi0dJj25dNU0tTCyCXpihoCEQgEAggQ4l6AsXLpSmpqYSiuHDh8v06dPFSaD7zJkzR6666qrSv5966qly+eWXl1a53Gfz5s1y9dVXy7x580r//4orrpAzzzwzE1IEPROmxCAEPZydNhNB1xKzxSPoNn7abARdS8wWj6Db+GmyayXobku7exe6uxjukWXr5Md/erWsWTPOOVTGvL/l76f29kHQ29uI0V4IQCBOoMMIupPzGTNmlEm572z8ey7OfSZOnFj6Z/T/r127ViZNmlT63ogRI6rOGAS9KqLUAAQ9nJ02E0HXErPFI+g2ftpsBF1LzBaPoNv4abLrIehPrlgv333o5bJm3fN3I2S/HrtqmlqYWAS9MENBQyAAgUACHULQnVRPmTKlJNaDBw9ug8IJ+MCBA1tXxaPC7oLjuXGBr8QWQQ+ceSKl3Q1vv/22bN++PbwQMjMRQNAzYcotCEHPDWWmghD0TJhyC0LQc0NZtaBaCfrpMxeV3n8+t+koOWDPbvIPv3xefr90Tak9l5/yfjn7A32qtq2oAQh6UUeGdkEAAlkJdAhBX7ZsWWnF+7XXXmvt94QJE0pf89vXR40a1SroLv7KK68s/c99/L97uXfb4efPn1+2DT4NKIKedaq1jUPQw9lpMxF0LTFbPIJu46fNRtC1xGzxCLqNnya7VoI+9vrHSu8+f/CiUdKze8tZ86OvebT0z0WXjdY0sXCxCHrhhoQGQQACSgIdQtDdivgdd9zRKtR+m/q4cePklFNOKZ0vd//ut6zHBd2dVZ86dWrZefW4oP/rv/5rG7Tf/OY3Sw8A+IQRcH94vPvuu9Lc3BxWAFmZCXTu3FmcpDvefGpPwLF2n61bt9a+MmqQXXfdtcSa3Tj1mQzuART/7asP6y5duoj7/f3ee+/lWuEhV95XKu+5K09qLfeYbz8ob2/eWva1XCutU2H+fqE6VUc1EIAABHIn0CEF3VHyq+CTJ0+WadOmiXUF/fbbb28D/5xzzpFNmzblPig7S4G77bZb6Y88BL32I+7+wHMSwx/VtWftanCC7pjzQKQ+vN3vki1btiDo9cEtu+++O//tqxPrWv0uOexbvyv14Jl/OrG1Jx+94VF5de1m+e1FH5ID99qtTj3Mvxo3P/lAAAIQaM8EOoSguxXxpFXw5cuXl7a5cwa9mFOULe71Gxe2uNePtauJLe715c0W9/ryZot7/XjXYov7+s1bZewN80udiG5nP3/Wk/L8qo2lc+n9erW85aY9ftji3h5HjTZDAAJRAh1C0P058z59+pSEPH4TO7e4F3PSI+j1GxcEvX6sEfT6sna1Iej1ZY6g1493LQR9xbrNcvrMx6Vfr24yt+no1s5EX702cmCv+nUy55oQ9JyBUhwEIFB3Ah1C0B01L+WLFy8uQYy/y5z3oNd9blWtEEGviii3AAQ9N5SZCmIFPROm3IIQ9NxQZioIQc+EKZegWgi6e/+5k3En4e496P5zyR3PyQMvrCl9DUHPZfgoBAIQgEAQgQ4j6EG9zyGJW9zDISLo4ey0mQi6lpgtHkG38dNmI+haYrZ4BN3GT5NdT0GfcveLctfiN2TqaUPkjOH7a5pZqFhW0As1HDQGAhAIIICgB0CLpiDo4QAR9HB22kwEXUvMFo+g2/hpsxF0LTFbPIJu46fJroWg/27JavnanUvkhIN7y3XjDmltzrT7X5LZC1Yi6JoBIhYCEIBADQgg6EaoCHo4QAQ9nJ02E0HXErPFI+g2ftpsBF1LzBaPoNv4abJrIeizF66Uafe9JGcM30+mnnZQa3NmPvyKzHz4ZWkaM0CaxvTXNLNQsaygF2o4aAwEIBBAAEEPgBZNQdDDASLo4ey0mQi6lpgtHkG38dNmI+haYrZ4BN3GT5NdC0FPE3EEXTMyxEIAAhCoHQEE3cgWQQ8HiKCHs9NmIuhaYrZ4BN3GT5uNoGuJ2eIRdBs/TXY9Bd2vrLOCrhkhYiEAAQjkTwBBNzJF0MMBIujh7LSZCLqWmC0eQbfx02Yj6FpitngE3cZPk11PQb9r8esy5e6lbba+a9pbhFi2uBdhFGgDBCBgIYCgW+iJCIIeDhBBD2enzUTQtcRs8Qi6jZ82G0HXErPFI+g2fprsWgh62m3t/vK4+Nl0TXuLEIugF2EUaAMEIGAhgKBb6CHoJnoIugmfKhlBV+EyByPoZoSqAhB0FS5zMIJuRpi5gFoIun/f+bVnDZUTh+7T2pa096NnbmxBAhH0ggwEzYAABIIJIOjB6FoSWUEPB4igh7PTZiLoWmK2eATdxk+bjaBridniEXQbP012LQT9S7c+I07Gf3jeYTJyYK/W5jy/aoOcP+up0tfc99rrB0FvryNHuyEAAU8AQTfOBQQ9HCCCHs5Om4mga4nZ4hF0Gz9tNoKuJWaLR9Bt/DTZtRD082c9Kc+v2thG0Fes2yynz3xc+vXqJnObjtY0s1CxCHqhhoPGQAACAQQQ9ABo0RQEPRwggh7OTpuJoGuJ2eIRdBs/bTaCriVmi0fQbfw02bUQ9NNnLpIV67bI3KajpF+v7q3NWb95q4y9YT6CrhkgYiEAAQjUgACCboSKoIcDRNDD2WkzEXQtMVs8gm7jp81G0LXEbPEIuo2fJrsWgn70NY+WmrDostFtmlLpe5p2NzKWFfRG0qduCEAgDwIIupEigh4OEEEPZ6fNRNC1xGzxCLqNnzYbQdcSs8Uj6DZ+mmwEXUOrJRZB1zMjAwIQKBYBBN04Hgh6OEAEPZydNhNB1xKzxSPoNn7abARdS8wWj6Db+Gmy6y3oY69/TNZv2Za4uq5pdyNjEfRG0qduCEAgDwIIupEigh4OEEEPZ6fNRNC1xGzxCLqNnzYbQdcSs8Uj6DZ+muy8Bd1fBNezWxd58OJj2jQl7Xy6ps2NjkXQGz0C1A8BCFgJIOhGggh6OEAEPZydNhNB1xKzxSPoNn7abARdS8wWj6Db+Gmy8xZ0/yq1YX32kFsmHNmmKf6G9/gFcpo2NzoWQW/0CFA/BCBgJYCgGwki6OEAEfRwdtpMBF1LzBaPoNv4abMRdC0xWzyCbuOnyc5b0N37z9170NPedZ72jnRNmxsdi6A3egSoHwIQsBJA0I0EEfRwgAh6ODttJoKuJWaLR9Bt/LTZCLqWmC0eQbfx02TXW9AvueM5eeCFNW3eka5pc6NjEfRGjwD1QwACVgIIupEggh4OEEEPZ6fNRNC1xGzxCLqNnzYbQdcSs8Uj6DZ+muy8Bf2uxa/LlLuXyhnD95Oppx3UpilT7n5R7lr8hkw9bYicMXx/TVMLE4ugF2YoaAgEIBBIAEEPBOfTEPRwgAh6ODttJoKuJWaLR9Bt/LTZCLqWmC0eQbfx02TnLegzH35FZj78sowf2Vcmf2RQm6ZMu/8lmb1gJYKuGSRiIQABCORMAEE3AkXQwwEi6OHstJkIupaYLR5Bt/HTZiPoWmK2eATdxk+TXStBbxozQJrG9G/TFC/wad/XtL1RsaygN4o89UIAAnkRQNCNJBH0cIAIejg7bSaCriVmi0fQbfy02Qi6lpgtHkG38dNkI+gaWi2xCLqeGRkQgECxCCDoxvFA0MMBIujh7LSZCLqWmC0eQbfx02Yj6FpitngEvTK/97Zul06dO0nXzp1soEUkb0H3W9gnnzRIxo/o26Z9rKCbh4wCIAABCJgJIOhGhAh6OEAEPZydNhNB1xKzxSPoNn7abARdS8wWj6An89ve3Cxf/fmz8seX1pUCLhjVTy458X0m2HkLerVL4KpdImfqTJ2SWUGvE2iqgQAEakYAQTeiRdDDASLo4ey0mQi6lpgtHkG38dNmI+haYrZ4BD2Z388WrJTr7n+p7Jv/ef7hcvSAPYOB5y3o1d5z/rslq+Vrdy5JveU9uCN1TETQ6wibqiAAgZoQQNCNWBH0cIAIejg7bSaCriVmi0fQbfy02Qi6lpgtHkFP5veDP7wsP3zklbJvThw7UD5/7IHBwOst6AuWrxMn8SMH9iq9C709fhD09jhqtBkCEIgSQNCN8wFBDweIoIez02Yi6FpitngE3cZPm42ga4nZ4hH0ZH4PvbhGJv3yubJvzvvKCNm/567BwPMW9NNnLpIV67bILROOkGF9erRp1/OrNsj5s55C0INHjEQIQAACdgIIupEhgh4OEEEPZ6fNRNC1xGzxCLqNnzYbQdcSs8Uj6Mn87lr8hrgz3v7zg3MPk2Pe18sEO29BH3v9Y7J+yzZ58KJR0rN71zZtW7Fus5w+83Hp16ubzG062tT2RiWzgt4o8tQLAQjkRQBBN5JE0MMBIujh7LSZCLqWmC0eQbfx02Yj6FpitngEPZmfX532302TYA39vAX96GseLVW/6LLRic1Yv3mrjL1hPoKuGSRiIQABCORMAEE3AkXQwwEi6OHstJkIupaYLR5Bt/HTZiPoWmK2eAS9LT9/uZpbeXYft418btNR0q9XdxPsegu6a2w1iTd1qA7JrKDXATJVQAACNSWAoBvxIujhABH0cHbaTARdS8wWj6Db+GmzEXQtMVs8gl7Ob/XG9+Srtz8rz6/aKFNPO0hmL1xZ+ve0c94a+nkKul8dd/WnraAj6JrRIRYCEIBAbQgg6EauCHo4QAQ9nJ02E0HXErPFI+g2ftpsBF1LzBaPoO/gd+Gtz8jC5S3vPXef+yeOlMvmvCDuNnR3C7q7Dd3yyVPQs54vZwXdMmLkQgACELATQNCNDBH0cIAIejg7bSaCriVmi0fQbfy02Qi6lpgtHkFv4Tfnyddl6rylZTC/9pFBsvDldfLAC2vk2rOGyolD9zHBzlPQs75CzZ+lz2OLvqnzgclscQ8ERxoEIFAYAgi6cSgQ9HCACHo4O20mgq4lZotH0G38tNkIupaYLR5Bb+H3w4dfkR88/HIZzKYxA8StVLsb3aeeNkTOGL6/CTaCrseHoOuZkQEBCBSLAIJuHA8EPRwggh7OTpuJoGuJ2eIRdBs/bTaCriVmi0fQW/i99vYW+cTMRdLcvIPnf3/+A3LnU6/L7AUrxcl605j+Jth5Crq/yO6Eg3vLdeMOSW3Xl259Jrct+qbOByYj6IHgSIMABApDAEE3DgWCHg4QQQ9np81E0LXEbPEIuo2fNhtB1xKzxSPoO/g9/Oc1MvH256RHty7y72cfIiMG7CkzH35FZj78cuEE3V1eN+2+l+SM4fuVLrNL+1xyx3OlLfp5nKG3zbSwbAQ9jBtZEIBAcQgg6MaxQNDDASLo4ey0mQi6lpgtHkG38dNmI+haYrZ4BH0HP3+ue1ifPeSWCUeWvlFUQc/aril3v5jbFn3bTAvLRtDDuJEFAQgUhwCCbhwLBD0cIIIezk6biaBridniEXQbP202gq4lZotH0NsKurut3a04u49fqR4/sq9M/sggE+w8t7hnFfRp979U2qKfxxl6U+cDkxH0QHCkQQAChSGAoBuHAkEPB4igh7PTZiLoWmK2eATdxk+bjaBridniEfQd/JLOdd+1+HWZcvfSqlvJs4xCIwQ9q8hnaX8jYhD0RlCnTghAIE8CCLqRJoIeDhBBD2enzUTQtcRs8Qi6jZ82G0HXErPFI+g7+CWtlntpj66qhxLPU9Czbl1H0ENHizwIQAAC+RBA0I0cEfRwgAh6ODttJoKuJWaLR9Bt/LTZCLqWmC0eQd/BL0lms75vPMso5CXof3pprfzT3UvljQ3vysnD9pFrzhyaWj2CnmVkiIEABCBQOwIIupEtgh4OEEEPZ6fNRNC1xGzxCLqNnzYbQdcSs8Uj6JUF3b0H/fSZj0u/Xt1kbtPRJth5CPqmd7fKh69fIM2R98F9/eTBcu7RByS2Lc8t+qbOByazxT0QHGkQgEBhCCDoxqFA0MMBIujh7LSZCLqWmC0eQbfx02Yj6FpitngEfQc/v2188kmDZPyIvqVvFE3Q/Yp+dNQvGNVXLjkx+QI7BN3280E2BCAAASsBBN1IEEEPB4igh7PTZiLoWmK2eATdxk+bjaBridniEfQd/Pw7w689a6icOHSf1m8cfc2jpX9fdNloE+w8VtDf3rxVTrhhflk7/v7DA+RvR/dPbFueW/RNnQ9MZgU9EBxpEIBAYQgg6MahQNDDASLo4ey0mQi6lpgtHkG38dNmI+haYrZ4BH0Hvy/d+ow4oXWvWHOXwvlPkQTdtem3z6+Wr89ZUmreCQf3lmlnHSKdOyXPAwTd9vNBNgQgAAErAQTdSBBBDweIoIez02Yi6FpitngE3cZPm42ga4nZ4hH0HfzOn/WkPL9qo9wy4QgZ1qdHYQXdNSzrQ4M8t+jbZlpYNivoYdzIggAEikMAQTeOBYIeDhBBD2enzUTQtcRs8Qi6jZ82G0HXErPFI+g7+I29/jFZv2WbzG06Svr16t76jbSva8nnscXd1amR7vWbt8rYG+bncsmdtr95xCPoeVCkDAhAoJEEEHQjfQQ9HCCCHs5Om4mga4nZ4hF0Gz9tNoKuJWaLR9B38EtblT595iJZsW5LG3HXks9L0LXb1rOutmv7U494BL0elKkDAhCoJQEE3UgXQQ8HiKCHs9NmIuhaYrZ4BN3GT5uNoGuJ2eIR9OqCnnY2XUs+b0F358+vG3dI1WYg6FUREQABCECgZgQQdCNaBD0cIIIezk6biaBridniEXQbP202gq4lZotH0Fv4+a3gPbt1kQcvPqYMatEEffbClTLtvpdk/Mi+Mvkjya9Xi3YAQbf9jJANAQhAwEIAQbfQExEEPRwggh7OTpuJoGuJ2eIRdBs/bTaCriVmi0fQW/g9v2qDnD/rKRnWZw+5ZcKRZVD9+9GnnjZEzhi+fzDwvFbQZz78isx8+GVpGjNAmsYkv14t2si8tugHd9yQyBZ3AzxSIQCBQhBA0I3DgKCHA0TQw9lpMxF0LTFbPIJu46fNRtC1xGzxCHoLv0rnuhF02xyzZCPoFnrkQgACRSCAoBtHAUEPB4igh7PTZiLoWmK2eATdxk+bjaBridniEfQWfr9bslq+dueS0vvP3XvQox/tinXaiOS1gu4fGFx71lA5ceg+VSdAXlv0q1ZUgwAEvQZQKRICEKgrAQTdiBtBDweIoIez02Yi6FpitngE3cZPm42ga4nZ4hH0Fn53LX5dpty9VM4Yvp9MPe2gQgu6Vri18bYZlW82gp4vT0qDAATqTwBBNzJH0MMBIujh7LSZCLqWmC0eQbfx02Yj6FpitngEvYVfpVXyoq2gnz/rSXl+1Ua5ZcIRMqxPj6oTIK8t+lUrqkEAgl4DqBQJAQjUlQCCbsSNoIcDRNDD2WkzEXQtMVs8gm7jp81G0LXEbPEIenVBr7S6rqGf1xb3sdc/Juu3bJMHLxolPbt3rdoEBL0qIgIgAAEI1IwAgm5Ei6CHA0TQw9lpMxF0LTFbPIJu46fNRtC1xGzxCHoLv2n3vySzF6xMvBm9aIKufW1aXjsAbDMtLJsV9DBuZEEAAsUhgKAbxwJBDweIoIez02Yi6FpitngE3cZPm42ga4nZ4hH0Fn6VVpkr3fCuoZ/HCnql97WntQVB14wSsRCAAATyJYCgG3ki6OEAEfRwdtpMBF1LzBaPoNv4abMRdC0xWzyC3sKv0kVqRRL0Su9rR9BtPwtkQwACEKgFAQTdSBVBDweIoIez02Yi6FpitngE3cZPm42ga4nZ4hH06oK+Yt1mOX3m49KvVzeZ23R0MPA8VtBDHha4rftuC/8R/XrITeOHS5fOnYL7UO9EtrjXmzj1QQACeRNA0I1EEfRwgAh6ODttJoKuJWaLR9Bt/LTZCLqWmC0eQW/hd/rMRbJi3RaZ23SU9OvVvQxqyLbypFHJQ9D9+9pPOLi3XDfukKqD/8iytfLVnz/bGndkv57y4wuGV80rSgCCXpSRoB0QgEAoAQQ9lNz/5SHo4QAR9HB22kwEXUvMFo+g2/hpsxF0LTFbfD0Evbm5Wf7nmTdLN4+PO3J/2bVrZ1uja5Bd7eK1at/P0qQ8BF17nvxb85bKnU++Xta8+yeOlL122yVLkxseg6A3fAhoAAQgYCSAoBsBIujhABH0cHbaTARdS8wWj6Db+GmzEXQtMVt8rQXdyfnf3Py0PLVifamhfXruKrMnHCm9dy+WIFYT8GrfzzIKjRD0f/3tMvn546+VNe+hi4+RHt26ZGlyw2MQ9IYPAQ2AAASMBDqMoM+YMUNmzZpVhuOKK66QM888s/S1OXPmyFVXXVX691NPPVUuv/xycX9Eu8/mzZvl6quvlnnz5pX+fzSvGl8EvRqh9O8j6OHstJkIupaYLR5Bt/HTZiPoWmK2+FoL+t1PvyGX//rFskZ+6bj+8uXj96ENeQAAIABJREFUB9gannN2NQGv9v0szclD0P3r4CafNEjGj+hbtVr3YOTzNz8t25ubS7HHv7+33HBO9a3xVQuuUwCCXifQVAMBCNSMQIcSdEdp4sSJbWAtXLhQnMBPnz5dnBS6f4/GRv//2rVrZdKkSaVyRowYURU8gl4VUWoAgh7OTpuJoGuJ2eIRdBs/bTaCriVmi6+1oN+26DX5t3uXlQv6mAHy5TH9bQ3PMTvLJXCVzqhnbUoegn7JHc/JAy+skWvPGionDt0nU9VvrN8ip3x/USl20WWjM+UUJQhBL8pI0A4IQCCUwE4h6E7ABw4c2LqaHhV2B27KlCklKR88eHCJY1zgK8FF0EOnnpQelrz99tuyffv28ELIzEQAQc+EKbcgBD03lJkKQtAzYcotqNaC/u7W7XLy9xbKhi1bS23u1KmT/Pfnj5Qh++6eWx+sBWW5Gd0L+i0TjpBhfXoEVZmHoFd6HVylRuXxgCGo08YkBN0IkHQIQKDhBDqUoEe3uPtt6n77+qhRo1oFfdmyZXLllVeW/uc+/t+9oLvt8PPnzy/bBp82Ugh6+BxG0MPZaTMRdC0xWzyCbuOnzUbQtcRs8bUWdNc6L4fu37/9yYPlY4fsa2t0ztlZBD1UjKNNzUPQQ0Xbt1+z8p4z5qDiEPQgbCRBAAIFItBhBD3K1Am426I+depUOfzww0vny8eNG9e6ZT0u6G7ru4t1wug+SYJ+7rnnthm22267TbZubXnCz0dPoEuXLqXVc3chUPzjVkz45Eugc+fO7FbIF2lqaX7+Js3tOjVhp6qGuV3f4Xa/u7dt21azSn+x6FW57BdPtZY/+4vHyLGD965ZfSEF/2LRK3LZLxbLRw/bX37wmeT3nH/55kXy22delx985ij56GF9Qqop7R5wH8vvkiH/2HK/ztJ/PjW1DUnlf/2Xi8WNxb+dfbj89dHFOV5QDaR7IM0HAhCAQHsm0CEF3Q2I39Z+yimnlATduoL+4ovlF9a4Og466CBZt25dex7/hra9Z8+esmHDhsQ/PCx/jDS0UwWt3P3B4lZ1HW8+tSfgVr2cNL7zzju1r4waxP0u2bRpU02lEcw7CLiH2e6+llp9/unXL8ivnnpdenbrUnrN2rc+cZB88ogwwa1VG29esEK+c+8y+cyofnLpSS3H4+If3w9L+3fddVdxv7/d/A79fPDbD5dSn/jGmNQikh6Kf//3y+UHf1guXz5+oHzlwwNDq697nttRwwcCEIBAeybQ4QXd3eLOGfRiTlG2uNdvXNjiXj/Wria2uNeXN1vc68u7llvc/eVrrkcjB/YSt5V86mlD5Izh+9e3k1Vqy/Juce3t6UlVWre4r9+8VcbeML/0sOPBi49RMZy9cKVMu+8lGT+yr0z+yCBVbiOD2eLeSPrUDQEI5EGgQwi6e5LvXpF23nnnlZhEt7C7c+Xc4p7HVMm/DAQ9f6ZpJSLo9WONoNeXtasNQa8v81oKupfCM4bvJ/16dZeZD78sTWMGSFOBbnB3tLMIepaYaiNnFfQsZ+XT2vC7Javla3cukRMO7i3XjeM1a9XGiu9DAAIQyItAhxD0+HvMS//xnDmz7DVpvAc9rymTXzkIen4sq5WEoFcjlO/3WUHPl2e10hD0aoTy/X6tBP2Z1zbIZXOWyIp1W2TqaQeV/llUQZ9y94ty1+I3Kq7ut3dBf37VBjl/1lPSr1c3mduUfM4+35mVT2msoOfDkVIgAIHGEegQgt44fCLc4h5OH0EPZ6fNRNC1xGzxCLqNnzYbQdcSs8XXQtC/+vNn5ZFlO861z7nwg3L3M6sLK+hZbjjPY4u4dQX9rsWvy5S7l4rbkeAeemg+lu3xmnryjkXQ8yZKeRCAQL0JIOhG4gh6OEAEPZydNhNB1xKzxSPoNn7abARdS8wWn7eg/+Wtd2Tcfz5R1qgvfOhA2XuPXQp7BjrLK9QscuxhWAXduop/9DWPlpqy6LLRtklTx2wEvY6wqQoCEKgJAQTdiBVBDweIoIez02Yi6FpitngE3cZPm42ga4nZ4vMW9MUr1svnfra4rFETjj1Q3r9P9+DVX1sPq2efP+tJeX7VRrllwhEyrE+PxIQ8znA3WtBD36FenWDtIhD02rGlZAhAoD4EEHQjZwQ9HCCCHs5Om4mga4nZ4hF0Gz9tNoKuJWaLz1vQm5tFzrnpCVm2esdrCb//6cNk07tbC3tJ2djrHyu9Au7Bi0ZJz+7J7922XNDmR8gq6FnOyleaDVm28ttmU/7ZCHr+TCkRAhCoLwEE3cgbQQ8HiKCHs9NmIuhaYrZ4BN3GT5uNoGuJ2eLzFnTXmvVbtsrY6+eXGvbD8w5rfcWaE0T3ujX3tSJ9smz99pesDeuzh9wy4cig5lsFPctW/EoNswp+UKeNSQi6ESDpEIBAwwkg6MYhQNDDASLo4ey0mQi6lpgtHkG38dNmI+haYrb4Wgi6f/959H3deQiurafp2VkE3ffJcgu6VdD9Vnz/0EPLw3qGXVtfHvEIeh4UKQMCEGgkAQTdSB9BDweIoIez02Yi6FpitngE3cZPm42ga4nZ4msh6EnbwfMQXFtPk7Oz3m6eNa5SG62CnmUrfqX687iJvhZjUKlMBL3exKkPAhDImwCCbiSKoIcDRNDD2WkzEXQtMVs8gm7jp81G0LXEbPG1EPSkC9XyEFxbT5OzNSv7WVbaayno1vrzuOiuFmOAoNebKvVBAAL1JICgG2kj6OEAEfRwdtpMBF1LzBaPoNv4abMRdC0xW3wtBD1tpdYqmLaeJmdrLn+ztt+6gm6t3z+MsGzTr8UYIOj1pkp9EIBAPQkg6EbaCHo4QAQ9nJ02E0HXErPFI+g2ftpsBF1LzBZfC0FPO+tsFUxbT5OzNavK1i3mFkHPQ66LuosBQa/FzKZMCECgKAQQdONIIOjhABH0cHbaTARdS8wWj6Db+GmzEXQtMVt8LQR92v0vyewFK2XySYNk/Ii+rQ30gl7pdWa23uiz/Wr/GcP3k6mnHVSxAOt7xC2Crlnpr9SJIj4kQdD185YMCECg/RBA0I1jhaCHA0TQw9lpMxF0LTFbPIJu46fNRtC1xGzxtRD0S+54Th54YY1ce9ZQOXHoPq0NtAqurafJ2Zqbzf0t6rdMOEKG9emhbo5F0DUr/ZUaVsQxQNDVU4kECECgHRFA0I2DhaCHA0TQw9lpMxF0LTFbPIJu46fNRtC1xGzxtRD0tPd1ezkMFVxbT+2Cbn0PuUXQ87qB3fch/vCkFmzzKJNb3POgSBkQgEAjCSDoRvoIejhABD2cnTYTQdcSs8Uj6DZ+2mwEXUvMFl8LQfdntec2HSX9enVvbaBVcG09bZu9euO78s27XhS3ffycD/aR//ex91eswu8MmHraEDlj+P7q5oQKujs7/rU7l5Taefrh+8m3PlF5K36lhk25+0W5a/EbEtoHdaeNCQi6ESDpEIBAwwkg6MYhQNDDASLo4ey0mQi6lpgtHkG38dNmI+haYrb4Wgh62jnnoq3env2jJ+Sl1e+0Avzn0w+Wjx+2bypQq9yGCvr4WU/Kc6s2trbrmx8dLJ866oCggdds6Q+qIOckBD1noBQHAQjUnQCCbkSOoIcDRNDD2WkzEXQtMVs8gm7jp81G0LXEbPH1FHSr4Np6Wp795sZ35WPfW1j2xWqr6Fa5DRH0Te9uk+OnP1bWztGD95LvferQIBx5bZUPqjwgCUEPgEYKBCBQKAIIunE4EPRwgAh6ODttJoKuJWaLR9Bt/LTZCHp1Ytubm6Vzp07VAzNE5C3olV4H5gU9frt7hmbmHrLp3a1y/PT5ZeVOOKafXHzC+1LraoSgb93eLMdM+2NZmz45fD+5ssqN82mdyOuyudwHJKVABL1epKkHAhCoFQEE3UgWQQ8HiKCHs9NmIuhaYrZ4BN3GT5uNoKcTu3/Javn6r16Qbdub5bADesh/fPpQ2bN7Vy3isvi8Bb3S68CsgmvqaELyjAf/Iv/1pxWl7+zfc1f5z/MPl/577TgzH0+xtj9kBd214aLbn5M//HlNqTm9dttFZp57mAzdf/cgHCvWbZbTZz4u/Xp1k7lNRweVUc8kBL2etKkLAhCoBQEE3UgVQQ8HiKCHs9NmIuhaYrZ4BN3GT5uNoO8g9u627XLTo6/Kpve2yaC9d5N//s0yaW5ubg2YcOyBcvHYgVrENRX0Siu0VsE1dTQl2Z+XX3Dph6ruSrBuDw8RdC/UrvnuAcIHDuwpXTqH755wF86NvWG+9OzWRR68+JhaIM21TAQ9V5wUBgEINIAAgm6EjqCHA0TQw9lpMxF0LTFbPIJu46fNRtB3EGu69RmZv3xdKsJPHL6vXPWJg7WIayrolSS8aIJeaTt+EtS7Fr8uU+5eKqcP30++FbDFPETQ/bGAM4bvJ1MD6kzqR9olfqaJVKNkBL1GYCkWAhCoGwEE3YgaQQ8HiKCHs9NmIuhaYrZ4BN3GT5uNoLcQSzp7HGf51b8aKF/40IFaxA0TdC+4ecqmpfOVtuPHy3WvZPviLc/IX95qufV93JF95IpTK7+WLV6GVtCjq+fxV9ZZ+u3fR59nmZb2VMpF0GtFlnIhAIF6EUDQjaQR9HCACHo4O20mgq4lZotH0G38tNkIegsxt5N95LRHS//0n0P67FHahv3MaxvEcpN3dEzyPoNe6SK4ogm6b88JB/eW68YdUnGqfu+h5fKjP75aFnP3l4+WA/bslnmKZxX0LVu3y/UP/EXuW/KWvLHhXcnzgYYr+69/9ISsWLdFTjy4d+myuZ7dbPcYZAYQEIigB0AjBQIQKBQBBN04HAh6OEAEPZydNhNB1xKzxSPoNn7abAR9B7FfPLFK/vk3fy59YZcuneX7nz5U5i9/W2Y+/LI0jRkgTWP6a/G2ic9b0P27zn943mEycmCvsvo0K9bmjmUoQLPlfvoDf5GfPNZyoZz//Pgzw+XIA3tmqKklJKugXzZnidz7/OrWckcN3FNmnnd45noqBday7FwaGCsEQa8FVcqEAATqSQBBN9JG0MMBIujh7LSZCLqWmC0eQbfx02Yj6OXE/HnhRy85Vrp17Sx5r0LnLejnz3pSnl+1UTqaoD/wwltyyR3Ptw7Ofj12FbeCrrmwLaug+zGPzoRFl43W/iglxtey7FwaiKDXAiNlQgACDSSAoBvhI+jhABH0cHbaTARdS8wWj6Db+GmzEfQdxPyN2+4rXtDyfo913oI+9vrHZP2WbfLgRaOkZ+wVcEV7xdcldzwnD7ywRq49a6icOHSfqlPVveZu8p1LSnHuFWXuVWWaT1ZB/9RN/ytL39zUWrR7Bdy8r4zQVJUaW8uyc2kggl4LjJQJAQg0kACCboSPoIcDRNDD2WkzEXQtMVs8gm7jp81G0HcQ81vCh/XZQ26ZcGTpG/7m8ejXtIyj8XkLeqUbwosm6JW246cx9Q8gQi5YyyroT63cIF+57VnZ9O5W6dGti1w3blib4wKhY+7KvuSXz4u79G73XbvK9LOH5lZ2aJsq5bHFvRZUKRMCEKgnAQTdSBtBDweIoIez02Yi6FpitngE3cZPm42g7yCWtFqet+TmKehZ3rFdpFd8hci238J/y4QjZFifHqrpnVXQXaE76jlS3MOYPD9FuwsAQc9zdCkLAhAoGgEE3TgiCHo4QAQ9nJ02E0HXErPFI+g2ftpsBH0HsbRLzPKU3DwFPcvqfp5t186teHxIW7Tb4qN1agQ9pG1ZeWQZp6xl1TqOFfRaE6Z8CECg1gQQdCNhBD0cIIIezk6biaBridniEXQbP202gr6D2LT7X5LZC1a2ubE9T3nLU9CzrMzm2Xbt3IrGJ53vz1KeH5PJJw2S8SP6Zklpjckq6Fl2IqgqjgX78t0ZeneWvsgfBL3Io0PbIACBLAQQ9CyUKsQg6OEAEfRwdtpMBF1LzBaPoNv4abMR9B3E0lZrT5+5qPQe65Bz0PHxyFPQs9wwX+kSOe1cscSHriJrXs0Wb19WQc/yoMPSd5dblAcl1fqBoFcjxPchAIGiE0DQjSOEoIcDRNDD2WkzEXQtMVs8gm7jp81G0HcQS3tlmb/cLOQcdC0FPYu85vlwQTu3ovGhEjx74UqZdt9LMn5kX5n8kUGqJmQV9Lxv6k9qJIKuGjqCIQABCAQTQNCD0bUkIujhABH0cHbaTARdS8wWj6Db+GmzEfQdxLxExV9ZZjkH3WhBt1yypp1LleJDRdvvEjjh4N5y3bhDVE3KKuhZHnSoKk4I9g9Kkl6HZy07z3xW0POkSVkQgEAjCCDoRuoIejhABD2cnTYTQdcSs8Uj6DZ+2mwEva2g+3eg++9YzkHXUtD9g4Oppw2RM4bvnzj0Ia82086hLPGhEpz06rss9bmYrIKe5/imta0oD0qqsUPQqxHi+xCAQNEJIOjGEULQwwEi6OHstJkIupaYLR5Bt/HTZiPoLcQqnZEOlcukscjzDHoW+c5z9V87t6LxoRJsec1dVkHPwtHSd5dbjzqsbXT5CHoeFCkDAhBoJAEE3UgfQQ8HiKCHs9NmIuhaYrZ4BN3GT5uNoLcQ8+eQRw7sJT8877AyjH57dtOYAdI0pr8WcVl8noKeZVV2yt0vyl2L35BKq+ymDmVMtghq6PntrIKehWPGbqaGFWUcqvUDQa9GiO9DAAJFJ4CgG0cIQQ8HiKCHs9NmIuhaYrZ4BN3GT5uNoLcQq3RGOstt6Vm55ynoaWfmo20JXbnO2p+scRYJrrWgh5afte8urijjUK3NCHo1QnwfAhAoOgEE3ThCCHo4QAQ9nJ02E0HXErPFI+g2ftpsBL2FWKVt7KE3kCeNRS0EPX5mPlpvntvztXMrGm953VvoTfRZVtBr/Q50z6Ao41BtDBH0aoT4PgQgUHQCCLpxhBD0cIAIejg7bSaCriVmi0fQbfy02Qh6C7FKZ7Ut56Dj45GXoGcVy6KIoWWVOnR7fBZBz/PhS6WfvTyPSWh/xjXxCLqGFrEQgEARCSDoxlFB0MMBIujh7LSZCLqWmC0eQbfx02Yj6C3EKklgVhnOwj4vQc8qll7QQ94jnqU/WWKs/ELPb2cRdC/OIa9xy9J3H5PnMQlNvdpYBF1LjHgIQKBoBBB044gg6OEAEfRwdtpMBF1LzBaPoNv4abMR9BZi1bZgW1aAo2OSl6BXutQuWl8RxDDrw4S0uRt6fjuLoNdrh4GVgfbnOjQeQQ8lRx4EIFAUAgi6cSQQ9HCACHo4O20mgq4lZotH0G38tNkIeguxagJeTeCzcs9D0B/7y1q55I4lsundbbLXbl3le586VA49oEdiE7yg13qFuFL//cOE0DaESnQWQfdHGyafNEjGj+ibdRjVcZVe46curIYJCHoN4VI0BCBQFwIIuhEzgh4OEEEPZ6fNRNC1xGzxCLqNnzYbQa/8DnTPM/Sisvh45CHoJ313gazZ9F5r0cP79pCffPaIxKEvwsptqGD7Dvlt6GcM30+mnnZQ5imeRdBDz7dnbsT/BeZ5j4G2bk08gq6hRSwEIFBEAgi6cVQQ9HCACHo4O20mgq4lZotH0G38tNkIukgWic1L5PIQdL/a78e6UyeRhZeOrijow/rsIbdMOFI7PXKJtwp66Ap8FkHPa2dEFlBJuzR+98JbcsWvXyzthjjl0H3lX04/WNx4NuqDoDeKPPVCAAJ5EUDQjSQR9HCACHo4O20mgq4lZotH0G38tNkIeuV3oHueoReVxccjD0H/ws2L5YlX17cW/YnD95OrPpG8slyElVsru9Dt4VkEvdrRBu3PU6X4eF0btmyTv7r+sbKUiWMHyuePPTDPalVlIegqXARDAAIFJICgGwcFQQ8HiKCHs9NmIuhaYrZ4BN3GT5uNoFd+B7rnGXpRWS0Efe0778lnZj0lK9/eIh8/bF+58uMHyS5dkpddvaD37NZFHrz4GO30yCXeuvsgtA/VBN2Lf73Y+GMSD140Snp279q6cyMK+YJRfeWSEwflwj2kEAQ9hBo5EIBAkQgg6MbRQNDDASLo4ey0mQi6lpgtHkG38dNmI+g73oE+9bQhcsbw/RMRWrdp+0LzWEF3ZZ0/60l5ftVG+eF5h8nIgb0qDns9V4mTGuLbesuEI2RYn+TL7KrN25A+VBP0LEcbqrVL833PYW7TUdKvV3fZ+G7LCnpz845SvvaRQfKZkbW7rK5aexH0aoT4PgQgUHQCCLpxhBD0cIAIejg7bSaCriVmi0fQbfy02Qh65Xege57+ojLr+8TzEnR/dtrLXqVxD5Fb7Tyqdf0hZ8WrCXpeY5qVVdJOgt88t1q+8asl4vY/fOqoA+QbHx2ctbiaxCHoNcFKoRCAQB0JIOhG2Ah6OEAEPZydNhNB1xKzxSPoNn7abAS9+jvQHdPQi8ri45GXoGukWxOrnT9Z4vOoP+QW/WqCnteuiCwMXEzSWfx6r+JXayuCXo0Q34cABIpOAEE3jhCCHg4QQQ9np81E0LXEbPEIuo2fNhtBr/4OdMc0L5FqhKCHyK12HqXFh17wFi8v5Bx7NUH370C/9qyhcuLQffLqcmo5SfcY5PXgJ6/GI+h5kaQcCECgUQQQdCN5BD0cIIIezk6biaBridniEXQbP232zizo25ubZcZDL8usP71awvY/XxkhfXrumogwr9vQ8xD09Zu3ytgb5kvWy80aKeh5PdgIuQm+mqBrzvFrf66S4pNW7Ou9il+tHwh6NUJ8HwIQKDoBBN04Qgh6OEAEPZydNhNB1xKzxSPoNn7a7J1Z0P/t3mVy26LXWpEdtN/u8t+f/0Aqwjy2auch6NpV6ZDVZ+08Souf9dircv0Dy+X8EQfIpSeFn68OEdlqgu7H09+qnlef08pJ6kNebwfIq+0Iel4kKQcCEGgUAQTdSB5BDweIoIez02Yi6FpitngE3cZPm70zC/oJN8yXtzdvLUO24NLR0jn5jWVSFEHXrko3StC///uX5cZHX2nl+71PHSqjB++lnaKl+LwF/a7Fr8uUu5eWyn70kmOlW9fOQe3SJPk6zxi+n0w9reW99Y0am7R2I+iaESUWAhAoIgEE3TgqCHo4QAQ9nJ02E0HXErPFI+g2ftrsnVnQJ/3yOXnoxTWtyLrv0kUe+Yf0d4XnsVU8jxV07bnlkO3h2nkUj3fHB0Z+549lXz52UC/5/qcPCyo6SW6rFfSedJFt0lm6y3tloW7XhNs94T8fOLCn/Ndnhlcrzvz9pHHL4xV05oZFCkDQ86RJWRCAQCMIIOhG6gh6OEAEPZydNhNB1xKzxSPoNn7a7J1Z0Jet3iSTfrlEXl7zjuzSpbP8+9nD5LgKK7x5yFQegq59PVgjBH3b9mYZNa1c0If37SE/+ewR2ilaivdy69757t79Xu3zj3NfkP955s1S2KEH9JAfnX+YuAcw7nP2j56Ql1a/U1bE/Mkfki5pWyeqVZbx+0lHE/LYlZGx+kxhCHomTARBAAIFJoCgGwcHQQ8HiKCHs9NmIuhaYrZ4BN3GT5u9Mwu6Y+XPALstx27rcaVPHrd+5yHo2u3e2njtHEqLn/TL5+WhF99q/faVpx0kn6zCOK0sL7f9enWTuU1HV2ziopffli/e8nRZzJfHDJAvjelf+tpXf/6sPLJsbdn3F146WjqlHG3Ii0f8okHtZX95taNSOQh6PShTBwQgUEsCCLqRLoIeDhBBD2enzUTQtcRs8Qi6jZ82u1aCvmr9FrlvyVsy+n29ZPC+u2ubVbd4L91uVdatzlb65LESvTMJ+vOvb5Tzf/ykOKm+5MT3yUcMrzLTyOxti1bKv937UtlQXjj6QPnKhweWvvbkig0lgd+6bXvp/08+abCMH3FAXeZcdMVce5dAPRqIoNeDMnVAAAK1JICgG+ki6OEAEfRwdtpMBF1LzBaPoNv4abNrIegP/3mtTLz92damXHHK+2XcB/pom1aXeM0lXXmsROch6NoHBXm0O2Qw/Fb86KVoIeX4nKzbwTds2SofmbFAtm5vbq3uu586tOz4gr9P4MefGS5HHtjT0ixVbrQP2rsEVBUFBiPogeBIgwAECkMAQTcOBYIeDhBBD2enzUTQtcRs8Qi6jZ82uxaC/vHvL5RV699tbUrnTp1kwaUf0jatLvGai9/yEN08BF3zUMFB1J5Zzwu8f5Aw+aRBMn5EX3OxY69/TNZv2SZZXovmx9VVetaR+8s/nTqkrP6ssm9udKyAaB9mL3xNZj78sjSNGSBN/7f9Pu/6tOUh6FpixEMAAkUjgKAbRwRBDweIoIez02Yi6FpitngE3cZPm10LQR/z74/JO+9tK2vKostGa5tWl3iNqIXcJB7vRCMEPY92hwyGl+RbJhwhw/r0CCmiLCfrJX13LX5D3MOBPbt3Lb1Gb1ifPeSWCUe2luW3lse/bm5ghgKiD4ScoM9esFLyeoCRofqqIQh6VUQEQAACBSeAoBsHCEEPB4igh7PTZiLoWmK2eATdxk+bXQtB/89HX5H/+P3LrU0ZtPdu8ssvflDbtLrEawRde5N4UgfyEHTNqr9rQyO2Uvsz467+vB7OZL2kz/P5508eIv/4q+dKwxBddc97671mokZ3P/zwkVfFPSy49qyhcqLhfL6m/mqxCHo1QnwfAhAoOgEE3ThCCHo4QAQ9nJ02E0HXErPFI+g2ftrsWgi6a8P4WU/Kc6s2tjbn2nHD5MSD99Y2r6bxmovHXEOSXpOlbWAegq55qODaV8vLyDa9u03++NI6ed/e3WVI5DLAvOt8ec1m+fufPyuvrN0s/Xp1l3854yA5sl/bs+N+9dxdTPfbi0bLOf+5UJ5dub70ajZ/CaC/ub8RW8uj9we4FfTnV22UvHYYaOdi2gOkPMqhDAhAAAKNIoCgG8kj6OEAEfRwdtpMBF1LzBaPoNv4abNrJej+rK17fZmTkp7dusinjzpA+vbqJmcX5MI4rXD712S5vjx48TFa1KX4Rgi6tp9ZO7Z4Zctt6O9ubbkN3V0E6C6ZFFCiAAAgAElEQVQEdJ88zutH2/HlW5+Wx5a/3folJ+lzm45q/f9uK/vNC1bKr59+Q1as2yJu3p0zor9cc++fZdajy8u2kWvP8GflkSXOPxxw29qn3ddy03xeOwyy1F8thhX0aoT4PgQgUHQCCLpxhBD0cIAIejg7bSaCriVmi0fQbfy02bUS9Ogq75k3Pi5uBdR/vjj6QPm7/3vllba9ecZrV3kffWmt/P1/t9xOH9oHq6BrV/1dW386f4X8++/+Il07d5JvfeIgOfXQfXPBeNW8P8sdT64qK+uRfzhGuu/SRbwE57V9e8Q1j8qOO9lbqoyK7Tk/ekL+vPqd1rZMP3uYfPTwvnLzghXyL/+zpPSOeyft7uPnZpbL5nIBFSnEP7gYP7Jv6fy55WFP3m1z5SHotaBKmRCAQD0JdDhB37x5s1x99dUlhpdffrm4P5TdZ86cOXLVVVeV/v3UU08t+57PmTdvXun7V1xxhZx55pmZxgFBz4QpMQhBD2enzUTQtcRs8Qi6jZ82uxaCHl+x9ULk29ata2d59JJjtU3NPd6fzc7yGrANW7bJX13/WFkbLj/l/erdAFZB166G/+HPa+Si21vOYfvPTz57hAzva7+07eu/WiK/fW51WdkPXTxKenTrKn4HhVvldqvd1s+ldz4v9y15q7WYofvvIbf+TcvFb0vf3CSfuul/y6pwAvyPHx8mL7yxSc76wWOld7HPbTpa8tgFYemLF3S33d49IGrERXWV2o+gW0aXXAhAoAgEOpSgR0U7KuELFy6UGTNmyPTp08VJoft395k4cWLpn9H/v3btWpk0aVLpeyNGjKg6Rgh6VUSpAQh6ODttJoKuJWaLR9Bt/LTZtRD0+KVkx1z7J9m6rWUbtPt4WdK2Ne94zTbsPyxdIxf9olx0/+bYA+WisQNVzbIKunbV3/cx2si8zl7fv+QtmXzn861FD95nN/nF336wVYLzHGf3gOTyX78gD724RvbYtYvMnnCkDOjdIv6vr39XTv3+wrJxcGNz6ccOFvf7e9iUe0vfcyvmjt/X7lxSOo/uzqXX++Nv1Hcr5+6VcScc3FuuG3dIvZuRWh+CXpihoCEQgEAggQ4l6E60Bw5s+UNj/vz5ravk/ut+VTwq7C52ypQpJSkfPHhwKTcu8JXYIuiBM0+k9LDk7bfflu3bd/zRG14amZUIIOj1nR8Ien1510LQ4+LrzgVf8esXWzv2vU8fKqMH7VXfjibUphH01RvflY9+r1wCLx47UCYce6CqH1ZB197IPu+ZN+X/zX2hrI3f/dShctzgfPhPf+Av8pPHVrSW71bMF768vnTvQN7yWelm+H+c+6L8zzNvlNrRe/dd5Kbxh8vQvnuVBP0zP5rfelv6kjfeaei7x/34eWB5PSxRTcIKwQh6XiQpBwIQaBSBDiPoUal229m9oDuwbsv7qFGjWretL1u2TK688srS/9zH/7sX9Gi+3yK/YcOGNmPUo0cPWbNmTaPGrt3X6/6oXr9+PYJeh5F0f+DttttuJd58ak8AQa8942gNe+65p2zcuFG2bSt/b7mlFe4irJvnryhdzPWZkf1KRc175g355l0vlFYubzz/cEvxueUmtbNS4e5BgxPPbdub5dhBe8n3P32YdOqka07v3r1N/+1zZ6rd5WKfGdVPJn9kUKbKv3PfstJ5Z/c5b0Rf+frJLQ/U8/j84A8vl4TXf04cundpS7sbfyefXz5+QB7VtJZx1L89Uvr3hy4+Rnp279r6dSfv7giCW5m+96ujZNeunaVbt27SpUsX+dbcZ1rbs+SNjfK7JW+VzqN/8oj9c21blsLcEYXzfvxka2gtGGVpR1qMm598IAABCLRnAh1C0J1QL1++vHXLepKgjxs3rnXLelzQ3db3qVOnllZ03SdJ0E844YQ24/zAAw9Ic3P8ypf2PB3q2/ZOnTrBr47I4V1H2FRVVwK1mNvn3/gn+eOfV8stFx4rH3r/PqX+PLNinXxixsPSv/du8vvLTqxrH9Mqa/rZQvnN06tk5gVHy8cOPyBTm6769bNy0x+WyRWnHypfGKMXXSvv6fe+INff94JcfNLBMunkgzO12QVdevuTcvvCV+Q75xwh54zIT5p9uVd84hC5/r4Xxd2mvmf3rqV/Rsc/c0OrBH74mt/JK2vekV9PHCOH9evVGu3mm5t3br65ev3H8f75guVy6e1PyccO71PKfWbF223y82pftXJeWbNJPnzNA61hmrlXrew8vu948YEABCDQngl0CEF3q+ezZs1qMw7uHPrkyZNl2rRp5hX0tEFmi3v49GeLezg7bSZb3LXEbPGsoNv4abNrscX9/FlPtnm/c6Xtydo25xUf8rotzbb4pHZat7iH1h99vdf4EX3zQth6W7s7z/37pWtLN8b7T55b6X2Zl9zxnDzwwhqJ3w6ftPXfraC7398vrFgtp898vLS67s59u08jX20WvTSxSO9Ad1zY4p7bjwYFQQACDSLQIQQ9zi6+As4Z9AbNrirVIuj1GxcEvX6sXU0Ien1510LQo69Yi/amka+3SqKa9CChGv3ZC1eWtphnufm9FoLuttjftfiNsvd6V2uz+75vt7vdPOvW+CzlRh9y/ODhV2TRyzveVb7brl3k4Ulh74tPqzvtQUPSgwsv6O4Ih79V3pXb6JvTo4LeyAcFafMzy7gTAwEIQKCoBHYKQecW92JOPwS9fuOCoNePNYJeX9autrwFvdJ7uk+fuUhWrNsieb16y0rLS5vmfdjaS9ribbSuoIe+X9zfHh76YCGNdXRMz7npf2Xze+UXly68dLT6nH6lcU3bQZAk7lFB9yvvruy8GWjnYfRhAYKupUc8BCAAgcoEdgpBdwh4D3rxfhQQ9PqNCYJeP9YIen1Z10LQK70GLFQua0UlbaW/Un3a95DXStDdlnJ34V7Wj7XdafVEGf7rb5fJzx9/rTXUvWvdvXM9z0/ag4akuRUV9Ojr5hp9c7p/qNHolfykcWGLe56zlbIgAIFGEOiQgl5PkJxBD6eNoIez02Yi6Fpitni2uNv4abPzXkGvtJU6dHu2tk9Z451cunPJD16cfRv2inWbW88za/J8m6wr6F7utGeXK+1syMorKS4q6Nubm+V7Dy2XxSs3ypB9dyvd4t5rtx03rVvq8blpDxqSjit4QV/++lo588bHZdO7LefPd9+1i8y58CjZZ49d8miSqozX3t4iX5j9tLh/uvfE//JvP1i6cb4oHwS9KCNBOyAAgVACCHoouf/LQ9DDASLo4ey0mQi6lpgtHkG38dNm5y3olS4xC73gTNunLPGWFeWQlfe8BN1yjt/S7iSmtZL+SuOXVmdS37yg//tvnpcfRF4F58r/8pgB8qUx/bNMlVxjzvvx/8qS1ze1lnnmEfvLlI8PybUOS2EIuoUeuRCAQBEIIOjGUUDQwwEi6OHstJkIupaYLR5Bt/HTZuct6Gm3bLt21eqiMm2fXXylrfjVygs5u563oIecXc77DgDLQ45qjCt9P0nGKwn693/3gkx/4C9lRU464X3yuWP6WZqhznVvlh3xnUfL8nbt0ln++LUdr4VTF5pzAoKeM1CKgwAE6k4AQTciR9DDASLo4ey0mQi6lpgtHkG38dNm5y3ofqtx0hlp6wVr2r5Vire0xSK61i3ullXwkNfKVWJoechhGcs4/7QHBX4F/a116+WCnzwlS99sWbkesu/u8rPPHSHdGrC1/MQZ82XdO1tbu/+hQb3kPz59mAVHrrkIeq44KQwCEGgAAQTdCB1BDweIoIez02Yi6FpitngE3cZPm523oFfagu1Fyp29ndt0tLapucZbVvMtomsRdH/+PZSfvwNg6mlD5Izh+5t5Wh5yWCqPXwiX1o7oJXHbtjfLr556vVTtJ4/YX7p07mRpQnDu/L+sk6/duUQ2bNkq79t7N7nurKEyeN/dg8vLOxFBz5so5UEAAvUmgKAbiSPo4QAR9HB22kwEXUvMFo+g2/hps/MUdH8+2LUhaQt2I84sp/GwnIe3iK5F0K0r1pY+J3G0POTQztNofPyyQd+v+Dveo4Juqa8Wue9t2y67dCnO5XC+jwh6LUabMiEAgXoSQNCNtBH0cIAIejg7bSaCriVmi0fQbfy02XkKuhfISq+PsmzR1vatUrxFVi25jRT0vIXawsEylvF609pRZEG39L+WuQh6LelSNgQgUA8CCLqRMoIeDhBBD2enzUTQtcRs8Qi6jZ82O09Bz7Ll2XJ+W9u3SvGWVXCLmFoEPe0d4Fm5ZBmfrGW5OAsHTT3xWP+g4Yzh+8nU0w6StIsJEXQ9ZQRdz4wMCECgWAQQdON4IOjhABH0cHbaTARdS8wWj6Db+Gmz8xT0LMJmOb+t7VuleEs7LKJsEfQsfCv12XqGPV625SGHZSz9g4aRA3uJu4ww7WJCBF1PGUHXMyMDAhAoFgEE3TgeCHo4QAQ9nJ02E0HXErPFI+g2ftrsPAV92v0vyewFK2XySYNk/Ii+iU1plNTFG1PptvlqDC0r0Y0UdNevPI8YWB5yVGOc5UFDz25d5MGLj5G0194h6HrKCLqeGRkQgECxCCDoxvFA0MMBIujh7LSZCLqWmC0eQbfx02bnKehZhM26CqztX1q85V3mlvd/WwQ9ywOQanws/Y6XnWW8q7Un9PvRBw1pDx0QdD1dBF3PjAwIQKBYBBB043gg6OEAEfRwdtpMBF1LzBaPoNv4abPzEnR3Q7s7X75+yza5ZcIRMqxPj8Sm5H1Rmba/Pt6ykmy5jd4i6GlnrTUM/M6BSmOUtbxG3ifgHzRce9bQ0mvLki4mRNCzjuSOOARdz4wMCECgWAQQdON4IOjhABH0cHbaTARdS8wWj6Db+Gmz8xD0Ja9vlL+5+WnZ/N62UvVj3r+XzDjn0MSm+PPbJxzcW64bd4i2ubnFWwTdNSI03yLoeaxY5yH5eTzksA6kf9DQNKZ/6bI6fx49Wi6CrqeMoOuZkQEBCBSLAIJuHA8EPRwggh7OTpuJoGuJ2eIRdBs/bXYegn7Dg8vlx396tazqX3/5aOm7Z7c2zbFsD9f2LS0+j8vSQreKWwQ9j9XvPLbJF0HQ/V0GbuX8+VUbJf4OdNdGBF3/E4Og65mRAQEIFIsAgm4cDwQ9HCCCHs5Om4mga4nZ4hF0Gz9tdh6Cfu39L8nNC1aWVf2Lv/2ADN5n9zbNsWwP1/YtLd6/rz1p1TVrHaHbuy2CHvpQINqnvO4AaPQ4+n74vjWNGSBuNT36QdCzzuYdcQi6nhkZEIBAsQgg6MbxQNDDASLo4ey0mQi6lpgtHkG38dNm5yHof3xpnfzdfz/TWvWhfXrIzROOSG1K6PZwbd9qKeih280tgp4HN8sr4qI8G70Twt9l4NvkzqKfOHQfBN34Q4KgGwGSDgEINJwAgm4cAgQ9HCCCHs5Om4mga4nZ4hF0Gz9tdh6C7ur83kPL5Ud/fFWOeV8vuf6vD5FuXTunNsWvBM9tOkr69equbbI5Pg9JDX1dXKMF3e8eSLpUTQM2j10Imvrisf5Vd/7r7n3obkdE9MMKup4wgq5nRgYEIFAsAgi6cTwQ9HCACHo4O20mgq4lZotH0G38tNl5Cbpm67TlHeTa/iXFa9qaVl9oGaGCnse5edcXX45/h3goT8u74EPrjOb5FXz/tQcvGiU9u3dF0I1wEXQjQNIhAIGGE0DQjUOAoIcDRNDD2WkzEXQtMVs8gl7Or7lZZN3m96Rnt67SpXMnG9yE7LwE3d8OPvW0IXLG8P0rtjN09TmvzofKdbT+0DJCBT3PFes8tso3+nV5/gy8H5NFl41uMz1YQdf/xCDoemZkQAACxSKAoBvHA0EPB4igh7PTZiLoWmK2eAR9B7/FKzfIV3/+rLy9eas4NZ/+14fIh4f0tgGOZecl6Joz2f4m8aSLvXLtXEphedxkHrpNPlTQb39ilfzLb/4sR/TrKbMuGG7ClMcRg9AHFKaGx5J9P9J2AyDoetoIup4ZGRCAQLEIIOjG8UDQwwEi6OHstJkIupaYLR5B38HvCzc/LU+8+nbrF7rv0kUe+YdjbIBrJOiaV4B5uUt6NVaunUspzD9MSLpYLGv9fkVb+z73NEG/f8lbcs9zb0qPXbvKuA/sL8P79mhtipdz/4W/+/AA+eLo8hvLs7bbxeVxxKDRgv7u1u3y0e8tkPVbtsmBvbrJnRce1WaHyf9n7zzAqyrSP/ylkFASQi+h9w5CqKKiqCuLIKKuAhbs2BAV1C36Vyy76wqK4qpgA1GwraIgYkGKIjX0Gjqh91DT83/mhLk55+aW882ce3KMv/M8+0hy55sz55276Hvmm28g6JxvRWFbCDqfGSJAAAS8RQCCrjkfEHR1gBB0dXbcSAg6l5heewh6Eb8LX11KmTl5FqCpj/egKAcz3Z1aQZdp04H2Avt/I1RXn/W+WUXRnNX+YPeUe7m5xdYCCfov247TiP9t8t0qLjaafnqwMyXExxi/6zluKZ3LLvoeREVFUerj3ZVxcLcYiGfdeSyTOtVNJPGSSFzcPpQHGyTwkS8304Ktx3yf9m1TnV64uqmlNQSdTx2CzmeGCBAAAW8RgKBrzgcEXR0gBF2dHTcSgs4lptcegl7E7z9zdtInqUXni3eok0gf3KyX3uw/O04LeqC9wP73dKqSuOo3TfUMc/P9VM8BDyTob/2ym95ZtNfyOE9e0ZBu6lQ7IoL+2vxdNHnJPqPi/rjrWvikOxDP//6ym947PzZRmX/ioDbULjmBnHjJoTp/Ik6+EJJ9iHdWqX770CHofMIQdD4zRIAACHiLAARdcz4g6OoAIejq7LiREHQuMb32EPQifgUFBTT0o3Uk9qKL69FLG9CtXZP1APtFOyHo3Mrg3PaOPrBJ7uy8TAh1b5Via4EE/d1Fe+nNX3ZbbiVexIgXMuJ6f/FeemNB0ec6Ke7ztx6jR7/c7LtXq1oJ9PFtgc+sz8kroG5jF1vG1a9tdXqub9MSF/TL31hOx8/m+MZWv0o5mn73BZaxQtD5/8+BoPOZIQIEQMBbBCDomvMBQVcHCEFXZ8eNhKBziem1h6Bb+cmVSvFb7n5nOzPhhKCrVBhXkVs7zyOk8rOVBygrN59u7FjLlyZujnXq3rJImZ20fnn/QIIuxnrPtPW+FzEp9ZPonUGtfUOese6wkVLeokYFuq9nXerVrIodFAHbyNR084c/PdSZqpQvU6z9uZw86vnqUsvvezauRONvaEVOZCEoPwQRLdmZQcO/2Ei5+QVULi6GXruuBc5B1wF6PhaC7gBEdAECIFCiBCDomvgh6OoAIejq7LiREHQuMb32EHQrP1nQS/xWVKueOaxTsfOedYg7IejcM7FFVfpLX19mDPuJyxvRoJRaOo/gixWyNnjSGtp25Kzxu6oV4ujTO9pb5HP6mkP03Oxtxuff39+JqifGK9+bUxhP3iRYkThZdE22M0u/fEkzum9T6t+2uvJ4ReC/f9xOn608aOljwYgulBBvPUNcNhj60Vpau68wg0NcYvVcrKI79ZJD52Hy8guMInEVy8ZQdIDCDFhB59OFoPOZIQIEQMBbBCDomvMBQVcHCEFXZ8eNhKBziem1h6Bb+UkR6lw/icRKtU7l8UAz44Sgc8/EvuXDtbThQJH0PdyrPt3erY7eF4eIPl1xgF76aYeln2E965I4zk1c/1t1gF78oejzhlXK0pd3d1S+rzz7feKg1sVWb4N1alfQR13ekIak1Ca5HUD0p5uSL/rYdPAM3TVtva/o3J9bV6MX+zULymDJzhN0/2cbfZ/LFwdeEPRwEwdBD0eo+OcQdD4zRIAACHiLAARdcz4g6OoAIejq7LiREHQuMb32EPTAgi6EbcycneT00WROCDrnyC1xPFb3V5ZYHtKp4ncfL99PY3/e6Sfo9UhIurhGfrWZ5m4pqvwtfjfv4S5UsWzg1eNw32SVSubBBF3KvnwRI/4pxF+mt4uVc7GC7sR1OiuXLnmtMIMhnPT7r+yP7tuELm1ahXqdz4AIF+/EeFX7gKDzyUHQ+cwQAQIg4C0CEHTN+YCgqwOEoKuz40ZC0LnE9NpD0Iv4bT54mgZPXkviKK+JN7U2pEikuc8f4dxZ6E4I+pifd9LU5ftJrvqG+gbkFxRQlzFLSBTAk1ff1tXphX768ink/4b3V9OeE5m+vl8a0JyubFHV+PnfP+4w9qebr8Uju1FcTLTSl5bzYkLeIJigm6uiixcJInVbCPrYubto88EzhpzrprebH9LuHnI5LvniQLwg6t+mmvG9TE6KN7ZcePWCoPNnBoLOZ4YIEAABbxGAoGvOBwRdHSAEXZ0dNxKCziWm1x6CXsTPv/ia3PPMSakONxtOCLqUOLvp9/IcdDG2yuXL0H//0opa1qwQbqi2Pl+99yTd8fF6X1shkdOGtjf27UsplR+O7N2Qbu5ceJSZyuWkoMuCczOHdaSpqQeMFx6iKOC8LceNoTm9Um13zmQquxhXvwkrjRdEYwe2MKq4y1V+FXZuxEDQ+ZQh6HxmiAABEPAWAQi65nxA0NUBQtDV2XEjIehcYnrtIehF/Pz3dsuVaifT3J0QdJUXB1LSnUzdFuTMLzXEWeWbD50xzvsmKqClu04aq75v3tiKaiTEhTz/2863WOUZgq2gm/d0y2eQY3CakejXTnq+/3n1cp6HpNQyXiJE4lQBO9zttoGg2yVV1A6CzmeGCBAAAW8RgKBrzgcEXR0gBF2dHTcSgs4lptcegl7Ez3+FVu5HFi2a16hA/+rfjBpVLacF3AlBVzluTOVoNjsPaq4o36dVdfrrN2mWsEk3t6X2588Xt9NfqDb/N2srzVx3mEQB8Scub0g3dQq/Gh9I0MWLBPP2he83HaW/mcZdIzGOvrsvxbiPU5ed1X/ZRr4gkC+IxCq6SMGPxIsDp55P9ANB59OEoPOZIQIEQMBbBCDomvMBQVcHCEFXZ8eNhKBziem1h6AX8fPf233zh2tpo6n6eataCfTxbe20gDsh6CoVvWV1cqf3MUupFFkGCfExNHHhHgufBy+uT3f10K8Y/+36w/T0t1stfU++pR21S04IOR+BBN1/pfo/P+2gT1ZY98qLvd6ClVOXncr7snCd3P/uv7IvquPLAnxOjcvJfiDofJoQdD4zRIAACHiLAARdcz4g6OoAIejq7LiREHQuMb32EPQifubCYWK/rxRhM2Hdvcm6gu6/+suZfRWxD9e/eWW4XJloGjdvlyXkPwOa0xXni8aF6yvU528vTC8m//ddVI/uvbCwYnywK5Cg+58jP37+LvpgyT5LFwtGdDVeODh12Tm73rwvPjmprHFr+TvxZwi6U7PhnX4g6N6ZC4wEBEBAjQAEXY2bLwqCrg4Qgq7OjhsJQecS02sPQS/iJ/f8ThvajlrUTKA7p66nVXtO+hpcULcivT+kjRZwXUE3V5oXxdg4lxR0ebY2JzZYW3PWwU0da9FdU9fTmn2njOYXNa5Mr9/Q0onb0I+bjtKTfunzU29rRy1r8VfQzav+o3o3pKNnsumeTzbQzqPnjLHe0S2Zhvdq4Mi4ZSdy3oJlMAT7XPIV/TxyaQO6rWuyo+NysjOsoPNpQtD5zBABAiDgLQIQdM35gKCrA4Sgq7PjRkLQucT02kPQi/j57+3efzLLSKtekX6SKsTF0Gd3dqDaFfXSnnUFXWcvuayqLl9A6H1zCqMDVSc/cDKLysREUdUKcU7cwtfHB4v30pu/plNefgE93Ks+3d4tfOp8oBX0YPvB049nUqVysUYFeqevcJkPwc5fv3vaeuP7J66yZaJpyq3tqEm18k4Pz5H+IOh8jBB0PjNEgAAIeIsABF1zPiDo6gAh6OrsuJEQdC4xvfYQ9CJ+gVLApViJVrrp7aIPXUGXe5lVCobZPeqL843y3xbAiVVpK/dphztibsfRc/TUt1uNGgIi8+HFfk19L1eK9no3of5ta6gMQykm1BYDWeXdfLa9eIbr31tludcd3evQ8EvqK90/0kEQdD5hCDqfGSJAAAS8RQCCrjkfEHR1gBB0dXbcSAg6l5heewh6IT9ZRE1UzJ4/oqsFaqC9warUdQXdTjXwYGMLJIGqzyHj5Kq8OLdb7pvW7TNUvH8hv2BtB01aQ2mHzvg+7tIgiSbc1Nr42e2XCnZYBcpu2HTwDA2ZvMbyiEO7JdMIh9PvnZovCDqfJASdzwwRIAAC3iIAQdecDwi6OkAIujo7biQEnUtMrz0EvZBfqNRxu6u2dmZCV9CloKoUDNOR+2DPFonCc6E4hquGnl9AFB1FIQv8OfnCxc6cyzaBXgyI/e9v/bqHvlx90Gi2bFR3ihEPcP4Sgi5EXV7vDWlDHetW5NzWtbYQdD5qCDqfGSJAAAS8RQCCrjkfEHR1gBB0dXbcSAg6l5heewh6Ib9QVbbtrtramQldQdd5WRBObu2M37+N24IebJ52HDlLj01Po13HzlFcTDRl5+VbhmpeQXd7zHIgMoNhdN+i1Hr/o/wGdqhJT1/V2Df27Nx8mrJsH+XkFdBlzSobxQu9ekHQ+TMDQeczQwQIgIC3CEDQNecDgq4OEIKuzo4bCUHnEtNrD0Ev5BdqddlJsdUVdJ30bDtHfXG+TZE6Wz3UGIJVO3/gsw20eGeGJbRh1XK+yuzf3tfJ2IMerlgb5/m5bf2/YwUFRCkvL7J0Ex8bTYse68bt2hPtIej8aYCg85khAgRAwFsEIOia8wFBVwcIQVdnx42EoHOJ6bWHoIcXdCm2LWpWIO7RZv6zoyvoOpXYdY5oC/Qt06kor/OtDbQC3n3skmKr5qmP96BbP15PG/adpImDWpM4216O2Ym55D5DoBc9F49bSmey83xddW2QRG+f3yvP7b+k20PQ+TMAQeczQwQIgIC3CEDQNecDgq4OEIKuzo4bCUHnEtNrD0Ev5BcqddzJVVddQddJz3byOQQzp1fk7X6T/Y/DE3Gjv9tGX6895Ouiea9rPG8AACAASURBVI3y9MntHeiN3w7Q+7/uIFkdvaTGHIzXkl0ZdP+nG4xxixX+cde3pGbVvXmMWrj5gaCHI1T8cwg6nxkiQAAEvEUAgq45HxB0dYAQdHV23EgIOpeYXnsIeiG/cKnjUoznP9xF65zskhR08Zw6gu//TXMy9Z/zLR48eQ1tPniGzOe5i73a1723ivZlZNGFjSrRU1c1ploV42n5/my6d0qqsXouVtFlmvmQzrVpVO+GnNtqtw2UwVAS2wS0HyRIBxB0PlkIOp8ZIkAABLxFAIKuOR8QdHWAEHR1dtxICDqXmF57CHohv3CVvQNJoQp5HUEPtv+aMw4nj0WLRFV4O88SqNhasJcPseUSqf3oH0gen1dSYxbjC5TBMGPdYRLPc2mzyvTKwJZ2Ht+zbSDo/KmBoPOZIQIEQMBbBCDomvMBQVcHCEFXZ8eNhKBziem1h6AX8gu3shxMCrn0dQTdiT3f8kWD3JPNHb+5vZPV7TnjCCTZwc6xFwJ01avzjBV38cxi1X/eluNkrqTOubduW//vWUm+MNB9Fv94CDqfKASdzwwRIAAC3iIAQdecDwi6OkAIujo7biQEnUtMrz0EPfDKpj9Vp0RKR9BnrDtEz8zaprXa6tSLBsFH58g3nW9toNT6YC8vhAD9/YsVNHX5fmMfupBz0daJFxQqz+CfwRBua4XKPUoqBoLOJw9B5zNDBAiAgLcIQNA15wOCrg4Qgq7OjhsJQecS02sPQSdblb2dkGMxUzqC7sRLAif6kN+4kpLLQIXegj2XEKD/Ld5CI6enGfvQxTaBU1l5NHNYR0pOKqv3fx6FaH9mgQreKXTriRAIOn8aIOh8ZogAARDwFgEIuuZ8QNDVAULQ1dlxIyHoXGJ67SHoRdXIZSGxQESd2P/tJUF3okiak/vZOd/iQIXVZGaArNYu+xMCtGvfIer1+jJjH7qQc3GteKIH55aOtTVnMKTUq0j9Jqz07Y937CYl1BEEnQ8egs5nhggQAAFvEYCga84HBF0dIARdnR03EoLOJabXHoJOxr7kMXN2UjhpDbdP3c5M6KygB5NQO/eVbWQmQP+21Wl036ac0GJtneChOgD/ewfbWy8ESPy7T75MEPeTBeNU760TZ17pb169nLGyXxoKxAkmEHT+NwOCzmeGCBAAAW8RgKBrzgcEXR0gBF2dHTcSgs4lptcegk6+o7eG9axHw3rWDQrUiRVjHUF3IqVc7tVuUbMCTRvaXuvLU5KC7l91P9hYpKDLgnbigZ14dlVw5pdBifGxNGFhOoX73qney+04CDqfOASdzwwRIAAC3iIAQdecDwi6OkAIujo7biQEnUtMrz0EnYxjrsRxV/7p0f5knSiKpiPoN32wmrYcPms5/5s7+8GqnXP7CXRkGLcPnfbmFfPkpPigqeJS0GXmgLhnSa5Ym/fPn87KN+ofjL22OV3WvKoODk/EQtD50wBB5zNDBAiAgLcIQNA15wOCrg4Qgq7OjhsJQecS02sPQSeyuzItV2F1VjyDCXpBQQF9ueYQHTmdQ1e2qEKNq5X3TWxufgHdM209rd57yvjdn1pWo39f00x54p1Y+XbiyDflByDrS5XaiXG+InCiOrv5CiToFcvG0ts3taKWNRN0hqAUK2sZiFX8fScyS7RgndIDhAiCoPOJQtD5zBABAiDgLQIQdM35gKCrA4Sgq7PjRkLQucT02kPQieRq7LSh7ahFCGmzu1c91IwEE3T5kkDGThzUhjrXr2j8+MGSvTR+/m5Lt2/e2Jq6N0xSmnwnKoeXtKCb93ILCMFSxYUAHT16lLqOXUJ5+QU+Xle0qEr/GdBciZ9OkDnzQBSsK8n98DrPESgWgs4nCkHnM0MECICAtwhA0DXnA4KuDhCCrs6OGwlB5xLTa/9HFvSCAqInvkmjOZuPGhCfv7opXd2melCgMj1ZZw9zIEE/dCqL+ry1wnLfQZ1q0RNXNDJ+9/av6TTxtz2Wz0dc2oCGdk1Wmny7LyRE5yfO5dBjX26mVXtPUeXyZehf/ZtS1waVbBfWUxqgjSBzsTvRXGxREEXvRPE78yUE6NCRo9R1zGLL75vXqECf3K63B9/GMAM2kRkM4sNQJweo9l9ScRB0PnkIOp8ZIkAABLxFAIKuOR8QdHWAEHR1dtxICDqXmF77P7KgT16yl17zW5n+8cEUqlohLiBUJ/Zd2xX0jnUrUpcGFYkKiOZvPU6bD53xjSk6Kop+eDCFqpQvozT5nL30z87aSt+sO+y7T/m4GPr1ka62C+spDdBGkLnYnWi++eAZEuntQnj9BV38u++WD9fShgOnfR/d1aMOPXhxfRt3cr6JuaK8znYJ50em1yMEnc8Pgs5nhggQAAFvEYCga84HBF0dIARdnR03EoLOJabX/o8s6K/P302Tluy1AHz9+pZ0UZPKAaHuOHKWrn9/tfHZgHY16G9XNqK42GjWBNhNcffvVBRCa1s7gcqViaFr21enDnUK099VLrmXPlxRPNH3n99KpYOnsi23WTqqO723aG+JViA3F7sLdba53IN+MjOX3vltD+05kUntkhPpzu51VNA5EmPezlBaCsQJMBB0/tcDgs5nhggQAAFvEYCga84HBF0dIARdnR03EoLOJabX/o8s6F+uPkgvfL/dAnDBiK6UEB8TEOrAd1fRrmPnfJ9df0FN+sefGrMmIJigC4G89PVlxp5ksT/6qzWHLP3ee2Fduu+ieqx7BWts3r8d6lg5Ef/vH7fTZysP+rqqnhBH3z+Q4qt8X5KCaU4VFy8wZg7rVOyRpaA7As6hTp7+dit9u74wK2HmsI6UnFTWoZ5LthsIOp8/BJ3PDBEgAALeIgBB15wPCLo6QAi6OjtuJASdS0yv/R9Z0AW5R77cRAu2HqdaFePo6T5NqEfDSgGBivpinV9eZPlMVAOf93AX1gQEE3Rz0bVbu9SmEf/bZBX0nnXpvp7OCLosdif2a4t926Eu/+J1t3ZJpkcva2C78j0LDrOxOVU82NFpXhN08V0T3zl53dixFv31ysJaA7/3C4LOn0EIOp8ZIkAABLxFAIKuOR8QdHWAEHR1dtxICDqXmF77P7qgc1aTL3ltGZ3OyvUBv7x5FXr52hasCQgm6ObzsV8Z2JLumrqeVu45afRdq2I8Tbm1bdC98awBEJG8V7gCZaLwmjgjXqxOi5X2Z2Zt81Ud5xSa447Pbnu5l160D7aX22uCfsP7q2n7kbOWR0x9vAdFRdl9au+2g6Dz5waCzmeGCBAAAW8RgKBrzgcEXR0gBF2dHTcSgs4lptf+jy7oUvJG921C/dvWCAlz2a4Mo+p7xrlcqluprFGUTMgz5wom6IFeFPyy7TgdO5tDf25Vjb3XPdSY0g6doUGT1hiy/f7NbamJ6cx1Ebdsdwalpp+imesO0b6MLF919MGT1hjF6sRzj/xqs3GG94onenAe39G2ci+96DRQBXfxe68J+rXvrKLdx4u2SYgxpj7Rg0qBn2MPusK3G4KuAA0hIAACniIAQdecDgi6OkAIujo7biQEnUtMr/0fXdBlCnegCuCByIpq4WL1WPWotWCCzincpjPj2bn5NOCdlb7Cb1FRUfTZHe19kr5w+wka/sVGyy2khMvUeLHyLlLyxVWSgv749M00J+2YMY5gL1i8Jug/bDpCf/1mi49vn1bV6J/9m+lMqWdisYLOnwoIOp8ZIkAABLxFoNQI+vjx42ny5Mk+uhMmTKCUlBTfz19//TU9//zzxs99+vShp556isR/RIsrMzOTXnjhBZo9e7bx89NPP00DBgywNVMQdFuYAjaCoKuz40ZC0LnE9Nr/0QW912tLjZXg+Q93ocSysWFh6h61Fq6Ku90XBWEHGqTBpysO0Es/7bB8em/PenRfz7rG78Rnoo35mvNQZ+MMdPns8jOxAj9/RFfVoWjFTV9ziJ6bvc3XR5mYaFowogvF+1XV95qgiwEbGQq7T1JypbJ0jd+57VpQSjgYgs6fAAg6nxkiQAAEvEWgVAj6iRMnaMqUKXTPPfcY0r1jxw569tlnjf81atSIUlNTSQj8uHHjSEih+LO4hg8fbvzT/LPo65FHHjE+Mwt+sGmDoKt/oSHo6uy4kRB0LjG99pESdLGyuSL9JJUtE003dqxJNRN5qeB6T2U/WlYC56wEc6XePJpggu7Wnu5Z6w/TU99utQq6qUL82J930sfL91s+X/BIV0qIK6xsby4ap5pFYH92grd8Ze5O+miZdZzvDm5DnepZj5/zoqA78fxe7AOCzp8VCDqfGSJAAAS8RaBUCLo/Un/JFgJev35936q4WdhF7DPPPGNIuZB5f2EPN10Q9HCEgn8OQVdnx42EoHOJ6bWPhKALORfpx/Kqk1SWvrm3o+cKYZnP0uasBOvIdDBBV3lRoDLzBQUFdPvH62ntvlNGeM3EOJo6tL2xQi6u9ftP0Z1TN1BOXr7x82XNKtPYgS19t/p+4xH624zCFO1qCXE04abW1KhqOZWhaMW8/Ws6Tfxtj6WPnx5MoSoV4iy/g6BrYWYFQ9BZuIzGEHQ+M0SAAAh4i0CpFHQh4EK6hZjXrl3bSF/v0qWLT9DNK+xiOsyr7eJnkQ6/bNkySxp8sGmDoKt/oSHo6uy4kRB0LjG99pEQ9Jfn7KRpqdbVzU9ub0/Na1TQG6zD0eajzURqud1LVDYXFc7tFJbz7zOQoOumzdsdt2wnJP3Z77YZzxCo+rl8vnsurEv3+529PuzTDSSK5clLzKmYW7ev7Lx8Gv75JiNdXFRA//uVjUmcS+9/QdDdmxkIOp81BJ3PDBEgAALeIlCqBF2It0hNP3DgAMk96HJ/+cCBA30p6/6CLlLfR48ebaS/BxP0X3/9tdjMXXTRRXTqVOGKCS4+gQoVKtDZs2dJ/IctrsgSiImJMaoBC964Ik8gLi6ORKGwrKwsx242bu4Oeu+3dEt/8x7p7tgxYU4N9KNle+mlH7ZR7xZV6bUb2tju9s0Fu+itX3bR/Rc3oAcuaWA7TjQsX768UUskP79whVpcy3adoDs/WkNdGlSi929xR3a/XnOAnpqRRgPa16QX+luPihNjEWMSYxFjMl/tXlxQ7HnX/uMSFgMnG+fmF1BMVFTQ7IzExET8u89J4CH6KlOmDIm/v8X3G5c9AuL7iQsEQAAEfs8ESpWgy4kwp7i3adPGkRV0kQLvfwmxz87O/j3Pf4mOXfyHR25uLgTdhVkQsij+I0/wxhV5AtHR0Yag5+XlOXaz/Rnn6Jb3V1D68cKXLKKA16InLqGK5QrTqL1yjZ+7ncbP3UbDL2tCwy9rbHtYkxfvphdnbabrOibTvwfaF3uDRYC/S37aeIgemLaarmhVnd4cfIHtceg03Lj/JA14awm1qp1IX9/f3dJV53/OpZOZubT8b5cWm7PbJqXS4u2FldPF1bJWIn3zgDVeZ1xOx4oXUPh3n9NUA/cXib9L3Bl5yd1FfD9xgQAIgMDvmUCpFHQxIeZ959iD7s2vKFLc3ZsXpLi7x1rcKRIp7qJf8xnV4uchnWvTqN4N3X24MHdTPdpMpsarFEkLlOIe6Ax0N0AF2vceLt1+/8ks+sfMrbRqz0lqVSuBXri6aYnsQbfLBynudknpt0OKO58hUtz5zBABAiDgLQKlQtBFyvrcuXPpzjvvNOjKVHeRti4qsaOKu7e+dHI0EHT35gWC7h7rSAq6rPY9qncDGvPzLuOh3hnchtrWTih2FJa7T1x0N+4Z6DIynMSGep5Agq76okCXm6xGP3NYR0pOKjzKU3Vfvu5YIhUPQY8U2eL9QtD5rCHofGaIAAEQ8BaBUiHo/ueYC8Q4B91bX7RAo4GguzdHEHT3WEdS0KX8TRvajmZvPEqTl+7zPdjf/9SIbriglrsPGuBuOtXYVauuBxJ01RcFugAf+2oTzdtynMZe25wua17V6G5q6n4aM2cn9W9bnUb3bap7ixKPh6C7NwUQdD5rCDqfGSJAAAS8RaBUCHpJIkUVd3X6EHR1dtxICDqXmF77SKW4mwX2udnbaPqaQ5aBLh3VnWKjo/QGrxmtKtnitv0mrKB9GVkkXkC0qJlgeySBBN38MoPTl+2bBmkYaOW+pNLtdZ8lWDwEPVJki/cLQeezhqDzmSECBEDAWwQg6JrzAUFXBwhBV2fHjYSgc4nptY+EoG8+eJoGT15LyUnxNHNYJ7r/0w20xHQ0lxjxLyO6UIX4WL3Ba0TrpKmL2wZafbYznECCrvOiwM49g7WRq+Xm+gCqz6UzjkjGQtAjSdfaNwSdzxqCzmeGCBAAAW8RgKBrzgcEXR0gBF2dHTcSgs4lptc+EoLuv49ZnIkuzkaXV7PqFejTO9w5TiwYHd291nL1OdA54qFmxF/QdV8U6Mz+3LSjNHJ6GpmL3emk/euMJVKxEPRIkS3eLwSdzxqCzmeGCBAAAW8RgKBrzgcEXR0gBF2dHTcSgs4lptc+EoIu06TNK7OfrzxA//pxhzHYnx5MoSoVSvZ4ISmnlzarTK8MbMmGGGj12U4n/oKu+6LAzj2DtQn0cqCkVvN1niNULAQ9UmQh6E6QhaA7QRF9gAAIlCQBCLomfQi6OkAIujo7biQEnUtMr30kBD3Y6rKXVmd191qrCr6/oEvRV31RoDf7RFLI5z/chU5l5VK/CSspMT6G5o/oqtu1J+Ih6O5NA1bQ+awh6HxmiAABEPAWAQi65nxA0NUBQtDV2XEjIehcYnrtIyHosiq5uTq4GOUzs7bSjHWHaXTfJtS/bQ29gWtGq6aoy9vuy8g0ZFbus7cznClL99HS9NNUKzGWbulcmxpUKUe6Lwrs3DdUG/NLk1NZeSTmrnP9JJo4qLVu156Ih6C7Nw0QdD5rCDqfGSJAAAS8RQCCrjkfEHR1gBB0dXbcSAg6l5he+0gIerCV8pKWUTMpJ4qhcdLBP16+n8b+XLQPX5w7Ls4fL6kz0CUL80uTfRnZNGFhOpm3Juh9u0o+GoLu3hxA0PmsIeh8ZogAARDwFgEIuuZ8QNDVAULQ1dlxIyHoXGJ67SMh6MHEdca6Q/TMrG1UUuncZlJOpNvLo9aEaAvhDnU99tVmmrflmKXJ3OFd6PGv00jsQxcr1mLl2u3L/NJEpLhPXb6fRl3ekIak1HZ7KBG5HwQ9IlgDdgpB57OGoPOZIQIEQMBbBCDomvMBQVcHCEFXZ8eNhKBziem1d1rQQ1Ul9z9+TW/ketGc1e9gd+Kswv/ft1to5vojlq6WjOxGV7yxnERqOfc8db2nL4o2vzQ5nZVfoi8LnHomcz8Q9EhQDdwnBJ3PGoLOZ4YIEAABbxGAoGvOBwRdHSAEXZ0dNxKCziWm195pQQ9XldwJMdZ74sJoJ8YRLj19X0aWsedeXCJ13P8a3bepsS9fXCue6OHEY7H7ML80ES9XxMsCUTAusWzJnVHPfogQARB0J2mG7guCzmcNQeczQwQIgIC3CEDQNecDgq4OEIKuzo4bCUHnEtNr77Sghzt+jJMWrvdkwaOllJrP/1a5V6Dj5GQ/6/efots+WkcFBUU9izPTH7yiJU1ZuI1e/mm75ZYLRnSlhPgYlWFox8iXFbKjknpZoP0gATqAoEeCauA+Ieh81hB0PjNEgAAIeIsABF1zPiDo6gAh6OrsuJEQdC4xvfZOC3q4QnCctHC9JwseHW6V3+59Q+2pH78gnT5YvMfS1ad3dKDOTWvT6dOnaeiU1bRqzynf5x3qJNIHN7e1e2tH28mXJqJT3ZcWjg7Mgc4g6A5AtNkFBN0mKFMzCDqfGSJAAAS8RQCCrjkfEHR1gBB0dXbcSAg6l5hee6cFPZyAhxN4vaexFx1uld9eL0Sp6Rl0z7QNxrnhr13fki6oW9EXGk7Qu41ZRJk5eZZbpT7eg6Ki7N7duXZyzkSPXijg59yTEUHQnaQZui8IOp81BJ3PDBEgAALeIgBB15wPCLo6QAi6OjtuJAQ9PLFzOXkUGx1NZWL0bc5pQZfV0YNVJZerzv3bViexB7skLideEuTlF9B1762m9OPnfI/wzqDWlHK+Ert/inu75ASafEs7SkpKKlxB/3ANrdp70hdbtkwM/fZo15LA4TvqTdxcpOEP61m3RMYRiZtC0CNBNXCfEHQ+awg6nxkiQAAEvEUAgq45HxB0dYAQdHV23EgIenBiWTl5dO+nG2jtvtNGo7t61KEHL67PRWxp77Sghyu+5tT+b52HDrfKb6fvHzcdpSe/SbM0vaNbMg3v1cD3O/ki4PLmVemlAc0oOirKJ+ir92TQQ59vpJOZuSRes4y7viVd3KSynVs73uajZfvolbm7jH6f7tOEBrav4fg9SqpDCLp75CHofNYQdD4zRIAACHiLAARdcz4g6OoAIejq7LiREPTgxKTwmVvYOYM71Bw4KeihjliTY5BtxM8lUYzstx0n6PnZ2+jgqWx6/uqmdHWb6tyvqNFeprebg+/uUYceML0wkS8CzOeKyxX0vLw8o4BcRmYOJcbHUky0fjaEyoOczc6jQZPW0J4TmUZ43Upl6ZPb21P5uJIpWKfyDKFiIOhOEw3eHwSdzxqCzmeGCBAAAW8RgKBrzgcEXR0gBF2dHTcSgh6c2PgFu+mDxXstDd74Syu6sFElLmZfeycF3W7xtV6vLTWO89J9uWDnoeduOUZPf7uVhIhe3qIqzdl81BcmVrS/u68jVU+Mt9NVsTb3fbqRlu46Yfy+ekIcfXhrO6qZGOdrd+8nG4qdK24WdKWbOhz0/uK99MaC3ZZeH7qkPt3ZvY7DdyqZ7iDo7nGHoPNZQ9D5zBABAiDgLQIQdM35gKCrA4Sgq7PjRkLQgxP7bMV++vdPO30N4mOjae7wziT2L6teTgr63LSjNHJ6WthCY06kmAd73tz8ApqybB9l5eRT8xrladR0axq6f5zYIiC2CqheL/24gz5deYCGdK5No3o3tHQjX0SYzxX3mqC/+9seevNX6xntD1xUj+6+sHTsQ4egq36z+XEQdD4zCDqfGSJAAAS8RQCCrjkfEHR1gBB0dXbcSAh6cGLm47BEq3/2b0Z9WlXjIra0d1LQ7RZfG/PzTpq6fD+ZU7+1HsIUfMfH62j13qLjy8L1+58BzemKFlXDNQv6eaij1gLtx/eaoIstB6LY3dEz2cYzVq0QR1/e1YESy8YqM/FSIATdvdmAoPNZQ9D5zBABAiDgLQIQdM35gKCrA4Sgq7PjRkLQrcSyc/Pp81UHKe3QGZqx7jAlJ8VTSr2Kxp9H921C/dvqFfRyStDFyvU909Ybcjyyd0O6uXPtoFPv1DFn/jc4nZVHl7y2NORXLiE+hkQ7cV3UuDK9fkNL7lfU0l4WvRPzMnNYJ99nwX7vNUEXAz5xLoc+W3HQGPuNnWpSpXJltJh4KRiC7t5sQND5rCHofGaIAAEQ8BYBCLrmfEDQ1QFC0NXZcSMh6EXETmfl0pDJa30FvMQnH97alhZuz6AJC9MdORLLCUHPySugIZPX0LYjZ43Bi0JjU4e2o4T4wKuwMhW+Rc0KNG1oe+5XJGh7cfxcz1etgt4+OZH2n8ykI2dy6C8X1KK/XtnIEFJxTJ2QdSeuQCvlwfbje1HQnWDg1T4g6O7NDASdzxqCzmeGCBAAAW8RgKBrzgcEXR0gBF2dHTcSgl5ELND+YLE6XbFsDD0zaxs5cZa4E4L+8fL9NPbnor3x4glC7e22U+2d+72R7f8xcwt9t+GI8aMoAvfekNbUoU5F1e5sxQUqehcsSwCCbgupY40g6I6hDNsRBD0somINIOh8ZogAARDwFgEIuuZ8QNDVAULQ1dlxIyHoRcQCHasmKmz3bJREgyevJSdWoJ0Q9ECVwIf1rGus8Ae7AhVQ435XArU3y/9X93SkKuUjn64dqOhdsP34EHQnZtl+HxB0+6x0W0LQ+QQh6HxmiAABEPAWAQi65nxA0NUBQtDV2XEjIehFxA6fzqaB764yjggTlyjg9dXdFxip2YHSqrmsRXsnBF3s6RbjlIXGxBnaYpzi6LFAV1ZuPv3pv6l0KiuX+rapTo/0qk/VgrTlPpPdo964/YZqH6joXbBK9RB0J8mH7wuCHp6RUy0g6HySEHQ+M0SAAAh4iwAEXXM+IOjqACHo6uy4kRB0KzEpeiKdfcSlDXwrwk6dJe6EoIsRyxXjzvWT6Pmrm1rOA/f/DpjT0MVnbWsnGGeIO3HJ1HIn0v/tjidQOnugM9BFfxB0u1SdaQdBd4ajnV4g6HYoWdtA0PnMEAECIOAtAhB0zfmAoKsDhKCrs+NGQtCtxIKJuFNniTsl6M/M2mpUlrdzdFrKy4upoKDA8qArnujB/aoEbG/3qDdHbna+k0DnvwdL4YegO0k+fF8Q9PCMnGoBQeeThKDzmSECBEDAWwQg6JrzAUFXBwhBV2fHjYSgFxELdlSXaOHUWeJOCfrgyWto88EzNHFQaxKr6KGuOz9eR6tMZ5VXqxBHPzyYwv2qBGzv1IsLzmD2ZWRSvwkrjSPw5FFrwbYgQNA5ZPXbQtD1GdrtAYJul1RROwg6nxkiQAAEvEUAgq45HxB0dYAQdHV23EgIehGxUOnaTp0l7pSgc/bEizPdR01P8x0fZ0fq7X6P5IuCaUPbUYuaCXbDtNuZn1++WAlUxA+Cro2a1QEEnYVLqzEEnY8Pgs5nhggQAAFvEYCga84HBF0dIARdnR03EoJeREyuBo/u29Q4Us18BUqr5rIW7Z0Q9FAr/aHGFIlK7pwXBSq8gsX0m7CC9mVk0cxhHY1MgpHT04xMAvHywXxB0J2kHr4vCHp4Rk61gKDzSULQ+cwQAQIg4C0CEHTN+YCgqwOEoKuz40ZC0IuIhSoE59RZ4k4IuurLArnaPfba5nRZ86rcr0qx9k4xURmIObU+7fA5mrAwnYZ0rk2jejeEoKsAdSgGgu4QSBvdQNBtQPJrAkHnM0MECICAtwhA0DXnA4KuDhCCrs6OGwlBLyRmZ1VaqIlJrwAAIABJREFUrhbPf7gLJZaN5aI22jsh6KqF2ZzaRy8fvCSOWJP3ls8iz34Xgi7+LM6DN19YQVf6mioHQdCV0bEDIehsZARB5zNDBAiAgLcIQNA15wOCrg4Qgq7OjhsJQS8kZue4MCf2Wzsh6KqF2ZzaRy+/Y073x/numu8tisbN23KcAmUGQNA5VPXbQtD1GdrtAYJul1RROwg6nxkiQAAEvEUAgq45HxB0dYAQdHV23EgIeiGxUPvPJVN5tNnovk2of9saXNRGeycE3bz/OjmprO1xhCqmZrsTU0PVlXyVe/nHyDR/se/8VFausQ89UKE6CLoTtO33AUG3z0q3JQSdTxCCzmeGCBAAAW8RgKBrzgcEXR0gBF2dHTcSgl5ILNT+c8nUCSHVFXS571uMiXuWuU5soO+V6ko+9zsaqL08ai0xPoZOZeUZTQLxgKA7Qdt+HxB0+6x0W0LQ+QQh6HxmiAABEPAWAQi65nxA0NUBQtDV2XEjIehEs9Yfpqe+3Wo5VzsQxxnrDtEzs7YZFd5FpXeVS1fQdfd923kRYfe5nEj5t3uvQO1kTQD5GQRdh6YzsRB0Zzja6QWCboeStQ0Enc8MESAAAt4iAEHXnA8IujpACLo6O26kW4K+4+g5Q4QLqICuaFGNWtaswB1qRNo/9PlG+m3HCaPvcmVi6JPb21G9yuUC3stOIblwg9QVdN193yqr3qm7MwxGMdFRdP0FtahmYpzxmCV1xJpkLFP9xc+BzkAXv8cKerhvpLOfQ9Cd5RmqNwg6nzUEnc8MESAAAt4iAEHXnA8IujpACLo6O26kG4J+9EwO9Z+4kjJzClORo6Ki6Ku7O1D9ICLMfQbV9ruOnaOB766yhN/ZvQ49dEn9oF3qSqmuoOtWYjdXP/eveB7ooVftOUl3Tl3v+6h6QhzNuLcjZeXmU6/Xl5FIMZ8/oqvqFGjFyZcNopNLm1WmVwa2LNYfBF0LMTsYgs5GphwAQeejg6DzmSECBEDAWwQg6JrzAUFXBwhBV2fHjXRD0N9dtJfe/GW3ZWiBjsTijl23/bp9p+i2j9ZZuhnarQ6N6BVc0HVTxHUF/d5PNpBIc584qDWJAmnci5um//av6TTxtz2W2zzdpwnVqxRPYixiDGIsJXHJmgDi3sG+TxB0d2cGgu4ebwg6nzUEnc8MESAAAt4iAEHXnA8IujpACLo6O26kG4L++aqD9K8ftluG9nCv+nR7tzrc4TravqCA6Ib3V5FIv5fXWze2pm4Ng4uvSoq4edC6gq57Fjs3Tf/thek0caFV0N/4SyvaeewcjZmzk4Z0rk2jejd0dF7sdibT/UX7UZc3pCEptYuFQtDt0nSmHQTdGY52eoGg26FkbQNB5zNDBAiAgLcIQNA15wOCrg4Qgq7OjhvphqDnFxRQ55cX+4Ym9p9PuqUtxcVEc4drq/25nDxauecUNa5Wnmqd3y8dLFDuY+7Xpjpd0656yFXp7Nx8umXKWtp6+CyVj4ulf/VvShc3qWxrTLKRjqCbK5frpJVz0vQzzuXSZeOX+Z4xKopo3vAuNDX1AE1YmB505ZoFRbHxq3N30ZRl+4zoP7WsSv++pjkEXZGlU2EQdKdIhu8Hgh6ekX8LCDqfGSJAAAS8RQCCrjkfEHR1gBB0dXbcSDcEXZ5ZLccWyfT2lXtO0rBPNlBufoFxuwcvrk/VKpShfSezqGr5MnRjp1o+RFJ4k5PiaeawTmHRjV+wmz5YvLdIVolo8chuVIbxoiGUoH+24gAdPZtDyRXjaUD74uesm8/+1kkrly8lAp0b7g9hxrrDJM5/F4xE8bwlO08Y+73FNW/LcRp7bXO6rHnVsOycbiDm+S7T3njR/7N/bmq8ZDFfWEF3mnzo/iDo7vGGoPNZQ9D5zBABAiDgLQIQdM35gKCrA4Sgq7PjRroh6ELwhOiJStubD57ROqYs3PPd/9kGWrIzI2iza9vVoP/7cxPjczkuu8em/W3GFvp+4xFL37PvT6EaYVbpzQHBBP2577bR9LWHfE3v6F6HhpuK1S3acYL+9dMO2nM8k65qVY3+1b9ZOBRBP5dp+qP7NqH+bYu/CDAHyj3v4li5lHqJNHjSGuPccXn+uB3JVx5oiECxL17sjzdfgV78QNAjQT94nxB093hD0PmsIeh8ZogAARDwFgEIuuZ8QNDVAULQ1dlxIyMt6HKVWoxLrLaOnJ4W9Egs7tgDtb/+Peue8kBt5HnZciV55rCOlJxUNuzt31u0l/5rKnZXtkwM/TKii3H8mN0rmKD7n+kt+lw2qrvR7eFTWXTVWysst3ixX1P6c2vrarHdMcjiauEyGcxzJxmJ5xcc5PXgxfXorh517d7asXZbDp+hmz5YY+lv7MAWdFmzKpbfQdAdQ26rIwi6LUyONIKg8zFC0PnMEAECIOAtAhB0zfmAoKsDhKCrs+NGRlrQzavUopiYOJpLXFKSueMN1/7L1Yfohe+3BW0m0tGXjOxmrOjL1G076e2iw4KCAvr3Tzvpi5UHSCTQP9e3KfVry5PkYILe45WllJVbeAyduCqVK0M/D+9s/Hnq8v0kjkczX/f0qEv3X1wvHI6An8tU+WBHk8mgQBkGbyzYTe+b0vxF2wUjulBCfKzSWHSCfk47Rv/6cQeJmgMPXVyPBqFInA5OR2Ih6I5gtNUJBN0WJksjCDqfGSJAAAS8RQCCrjkfEHR1gBB0dXbcyEgJ+lerD9KLP+wgUSBOXEKCxT5m3WPK7DzfXVPXGUXirm1fgy5sVIme+DrNEvbkFQ1pxrojtOHAaRKp2yLFnXNJcQ1WOTxUX8EEfdb6w/TUt1t9oZ3qVaR3B7cxft525Cz95f3Vlm4f692QbulcvGq5necwF5ub/UAKlSsTUyxszb5TNPzzjUY6uznD4OU5O2la6n5Le7sZCHbG5nQbrKA7TTR0fxB093hD0PmsIeh8ZogAARDwFgEIuuZ8QNDVAULQ1dlxIyMh6DuOnKXr/YTy8csb0uCU2qR7TJmd5/M/K1wI6bytJ2jvicxicin2cos93ZxLHu+lcsRYqCJxgyatobRDZ3xDkS8AxOq5WEWXl0jjHnNtCxIV1VUuc6p+bHQUTRjUmjrWrWh0lZdfQEM/Wme8vBBX9QplaNb9Kb40/m/XH6anTS8SqiXE0ez7O1G06mBUHoARA0FnwHKgKQTdAYg2u4Cg2wRlagZB5zNDBAiAgLcIQNA15wOCrg4Qgq7OjhsZCUE3n08txyNTsqVshtv/zH0Oc3u5Sj//4S6UWLYo9Tonr4C6jS067k3EiBR1karOuZbvziDxEkAUvZs2tD0nlEIJuhy3WNUXq/TiEin5OXn5xp/FvZrXqKAs5lLAu4yxMriiRVX6z4DCI8rE8Wlj5uywPNOoyxvRkJSi6vffrDtMC7Yeo6oV4mhQp5rUqGp5FgM3G0PQ3aRNBEF3jzcEnc8ags5nhggQAAFvEYCga84HBF0dIARdnR03MhKCfvBUFv3Zr6iZrBgu5d1u5XTu84j2wc75FnuVe7661NJlz8aVaPwNrVi3OZWZq7yXPpSgm8ctzh4XZ5DL6+q21el55ouEQA8lznLv/soSy0cp9ZPonUGtjd+Js81FETnzNaxnXeO889/jBUF3d9Yg6O7xhqDzWUPQ+cwQAQIg4C0CEHTN+YCgqwOEoKuz40ZGQtDFGPq8lUqHTmUb+5vv6J5Md5+v9L354GkaPHmt0uqznWeT/Qc723zoR2tp7b7C9G1xqRR6E3Gcs8TN4w4m6OZ94T891Jm6jbVKdJNq5enzOzvYQRC2zd3T1tOK9JO+dk/3aUIDz5+7fuBkFl3zzirKPb9qHxsTTd/ccwHVqhgftl8vNoCguzsrEHT3eEPQ+awh6HxmiAABEPAWAQi65nxA0NUBQtDV2XEjIyHooSqk66w+23k2mX7euX4STTy/KmyOy8rJo0lL91N2Xj61qlmBRHq3yqVaKC6YoPuP+5LXltHprKIV9H5tqtNzV/NS8YM9l0j1F9XYpyzbR9UT4uj7B1IsTeUxbIKhqB3QrLp3U9jDzR0EPRwhZz+HoDvLM1RvEHQ+awg6nxkiQAAEvEUAgq45HxB0dYAQdHV23MhICLqU12AV0iNZyV2ngBuHnep9ggm6/9Fny3Zl0BPfpBlp7s1rlKdx17V0fBVbptT779WXRfbEufWXNVd7gcFhGcm2EPRI0i3eNwTdPd4QdD5rCDqfGSJAAAS8RQCCrjkfEHR1gBB0dXbcSKcFXaZqi3EEO34rkpXc5epvJIvQiWdTLRQXTNDluP0rw4tT6iJVIH3w5DW0+eAZI9NArJbLK5IvULjfT932EHRdgrx4CDqPl05rCDqfHgSdzwwRIAAC3iIAQdecDwi6OkAIujo7bqSTgr5kVwaJI7yEvIYqAhfJSu6qqedcbqqp+uEEPdIvFszPKefBfJ67eS/8/BFduVg81x6C7u6UQNDd4w1B57OGoPOZIQIEQMBbBCDomvMBQVcHCEFXZ8eNdErQX527y9jTLC9z4TH/Mammh9t5Nv8z0O3EqLZRKRQXTNBlVoGsdq86Jk6cnIdLm1WmVwa2NEJlqn2wPfyc/r3QFoLu7ixA0N3jDUHns4ag85khAgRAwFsEIOia8wFBVwcIQVdnx410QtDzCwqo88vWs7VFYbFP7whcdVw1PdzOs7mZnq2yWh9M0N18sSA5Blotd2uLgJ25dKINBN0Jivb7gKDbZ6XbEoLOJwhB5zNDBAiAgLcIQNA15wOCrg4Qgq7OjhvphKDn5RdQlzFWQa9bqSx9c2/HgMOR6eGJ8THkdBp1sDPQuVzstFfJBAgm6HI/+LSh7ahFzQQ7t3ekjXyhIQvFlaYCcQIQBN2Rr4ntTiDotlFpN4Sg8xFC0PnMEAECIOAtAhB0zfmAoKsDhKCrs+NGOiHo4p6jpqfRz2lHfbd/4eqm1LdN9aDD8RdD7rgDtY+k+Ae6n0omQDBBd/PFgvlZ/IXczQwEJ+Y8XB8Q9HCEnP0cgu4sz1C9QdD5rCHofGaIAAEQ8BYBCLrmfEDQ1QFC0NXZcSOdEnRxXymZ429oST0bVw45lEis1IY7A53LJlx7c6G4z+/sQE2qhT8v3GuCbi7Y179tNeo3YSVFIrMhHMtIfQ5BjxTZwP1C0N3jDUHns4ag85khAgRAwFsEIOia8wFBVwcIQVdnx410StA3HzxNgyevpeSkeJo5rFPYYQSqIB42KEyDQEXPdPsMFf/dhiP0j5lbfE1e7NeM/ty6WshbBhJ0ya5FzQo0bWj7SA65WN/m89f7t6lOI6enGUeuiaPXSsMFQXd3FiHo7vGGoPNZQ9D5zBABAiDgLQIQdM35gKCrA4Sgq7PjRjol6Nzq33/9Zgv9sOkIJcTH0N//1Jj6tAottnaey+0CZz3HLaVz2Xm+oZWLi6GFj4Q+miyQoLu98m9mad4WMKRzMk1YmE5uHvVmZ1512kDQdejxYyHofGaqERB0PjkIOp8ZIkAABLxFAIKuOR8QdHWAEHR1dtxIpwSdI8c/bjpKT36TZhnq1NvaUctaesXRIrEqH4pnysuLqaCgwNckKiqKUh/vHnIKAgn6jHWH6JlZ20KeHc+dV057ue9cZD/sy8iisdc2p8uaV+V04dm2EHR3pwaC7h5vCDqfNQSdzwwRIAAC3iIAQdecDwi6OkAIujo7bqRTgi7P8R51eUMaklI75DDeXphOExfusbS576J6dO+FdbnDt7R3+6iycfN20YdLi85+v61rMj1yaQO2oHNebmgBChIs505+PHNYR0pOKhuJW7neJwTdXeQQdPd4Q9D5rCHofGaIAAEQ8BYBCLrmfEDQ1QFC0NXZcSOdEnSOHH+7/jA9/e1Wy1An39KO2iXrraD3m7DCWAF286iyGesOkzgPPT42mhY91i0kfrHY/sOWE3QuJ5/6tqhEcbHRRnu3V/79BylfEIjfl6YCceJ5IOjcvxH02kPQ9fhxoiHoHFqFbSHofGaIAAEQ8BaBUiHomZmZ9MILL9Ds2bN9dCdMmEApKSm+n7/++mt6/vnnjZ/79OlDTz31FIk0VHH5xz/99NM0YMAAWzMFQbeFKWAjCLo6O26kU4IuK7jL87TDjeOVuTvp4+X7SUhr7+ZVaMy1LcKFhP28pI4qs3NkXH5BAd02ZR1tOHDaeA5xTvzHQ9tRYnwsyRXskkotn7X+MD11/oVJ+zqJNOnmtmFZ/14aQNDdnSkIunu8Ieh81hB0PjNEgAAIeItAqRD0EydO0JQpU+iee+4xpDs1NZWeeeYZGj9+PDVq1Mj4Wfx53LhxJKRQ/Flcw4cPN/5p/ln09cgjjxifmQU/2LRB0NW/0BB0dXbcSCcEXfX8cZVzxIM9n+oYuLwCtQ8l2Gey8ygzJ4/mbTlOL/6w3RIu0/o52QdOjNfch9hDf917q2nXsXO+X4+5tjn1xh50p1H/IfqDoLs3zRB0PmsIOp8ZIkAABLxFoFQIuj9Sf8kWAl6/fn3fqrhZ2EWskHkh5ULm/YU93HRB0MMRCv45BF2dHTfSCUHXqUJuZ/XZzjPpjMFO/6HamM8SH9azaB/9c7O30fQ1h4KGij33QtKdYqDyHFuPnKUb319tCR2cUosev7zw77zf+4UVdHdnEILuHm8IOp81BJ3PDBEgAALeIlAqBX3Hjh307LPPGv+rXbu2kf7epUsXn6CbPxfTIdtKQRfp8MuWLbOkwQebNgi6+hcagl7EbsP+0/TJygN07EwOXdmyKtVJiqcvVx+iszn5RtXvy5tXUQdNRE4Iujx/fEjn2jSqd0PWeDjF5UJ1bD7P+5WBLVlj0G0sn1/Mx+i+TY3uxIr0wHdXBe06OiqKvryrA9WvUo5KKjVfDO7I6Wz605uplnHe0b0ODb+kvi4WT8RD0N2dBgi6e7wh6HzWEHQ+M0SAAAh4i0CpE3S5n1wKufx54MCBvpR1f0EXqe+jR4820t/FFUjQ33jjjWIz99BDD9G5c0Upo96aWu+PRmxHyMrKshxh5f1ROz/C7Lx8uvDlX+lMVq6v8ygiKjrYi2jCkA50STP1I7Gio6OpTJkyBm/V61/fb6EPF6fTg70a0UOX8lZeP1ySTv+avYW6NqxMk4d2VB0CvTFvB/13/g6lMSjf9Hzgxv0n6bqJy6lV7UT68t4uxm8XbjtGd39kFfTrOyZTQtlYmrxoN1UsW4aWPHkxnTyXQ93+8wtVLBtLS568RHcoSvH/N2Mzfb5irxFbIzGept6ZQnUqlY4q7kJicnJyKD8/X4kNgngEypUrh3/38ZApt46JiSHx97f4fuOyR0B8P3GBAAiAwO+ZQKkSdCnjNWvW9O0v9xd2MVkqK+iTJk0qNs+33347/iNF49sPQS+El7r7BN3ywYqQJFWk2NyhE4I+dPJKWrrzOL1xUzu6vGV11sxLQRVBG5/pbSv2dFYuTVq8h/LzC6hdnURqVSuRnvxqgzGGBy5pSMMva2yrHycbtRr9s9GdfAbxcuXiMQvpZGbRfzy/Obg9Xdm6Fg14azFt2HfS90JC8NN9QaH7LPszMungySxqV6cixUSL10Cl4xJ/l2RnZ0PQXZpOCLpLoM9nP4m/v8X3G5c9AhB0e5zQCgRAwLsESo2gB5JziR170L35BUSKe+G8BEo/9p8xce62OH9b9XIixV3uoVY93sxOkbScvHwSBdeSysbS4MlrKe3QGd8ji9Xnk5lFWQbvD2lDF9StqIpEKU4e8WY+Q/z9xXvpjQW7qXWtCnRnj7rUu1kVo1jlmwt20RvztpPYEpBSN5FGTk+jS5tVJrdT85Ue9HcWhBR3dycMKe7u8UaKO581Utz5zBABAiDgLQKlQtADrZKbMaOKu7e+dHI0EPSieXnl55300fL9xi9a10qgFjXK01fnC48lxMfQ3OFdtFY8Qwm6OFNcnPMtpPjGTjVJ7JsOdOnuoZZF1oLtYf9h01H66zdpxq2rlC9Dx86GTumUxdfc/HbLvfSj+zah/m1rGLcu+l1To16AuISgbz54mgZOWGacOT7sono0Zs5OQ9a5+/fdfL7f670g6O7OHATdPd4QdD5rCDqfGSJAAAS8RaBUCLpIWRfHoh04cMBCd+jQob5Ud5yD7q0vnhgNBL1oTiYs3EMTFqbTPRfWpfsvqmd8IFaTr3hjOZ3KyiPVVWt5h2CCvn7/Kbrto3XGOeXiapecQJNvaVfsyyJkU6xot6hZgaYNba/0ZZIV2IWwzh/R1dKHOD+8y8uLLfvuw93k3p516b6ehazcuuQ8DetZj2Qld5lZYF5VF4Iu0lJFmvvmg2eoc/0kEs9vjnNrzH+E+0DQ3Z1lCLp7vCHofNYQdD4zRIAACHiLQKkQ9JJEiiru6vQh6EXsgqV/h1t1tks/mKCPX5BOHyzeY+nm0zs6ULPq5S2/c6J6+umsPLrktaVGv0nlYunf/ZtTt4ZJxs9ZOXnU49XCz+QVHxtNWbmFRb8S42OpZa0KtGxXhvFzvcrl6MNb2hr9uHnNWHeInpm1zZeqLl9cJCfF08xhnXxDkYL+6o9pxosXeY26vCENSant5pD/EPeCoLs7zRB093hD0PmsIeh8ZogAARDwFgEIuuZ8QNDVAULQi9gFSx8PterMIa8r6IFWjjn3F21fnrOTpqUWpvGLKy42mn57tKsvpX7QpDWWPecPXFyPLmpUibYdPUdXtKhKQthT0zPo2Jlc6t28ilbKP3fssv2+jEzqN2ElSSEPdPSaaCsF/eCxk9Tr9WW+200c1NpYTcflLAEIurM8w/UGQQ9HyLnPIeh8lhB0PjNEgAAIeIsABF1zPiDo6gAh6IXspIQLcRMC53/JFGoduQuV4n7rlHW+WzauWo6+uOuCYmNw4hzzYZ9u8K2AyxssGNGFEuILV8Elh+oJccZe7aEaRfHUv5XhI+XLlPkPd6FnvttK87YcN85Fl/vPzYJ+9uxZuuH9VbT9SOFxjE9e0Yhu6lQr/E3QgkUAgs7Cpd0Ygq6N0HYHEHTbqHwNIeh8ZogAARDwFgEIuuZ8QNDVAULQC9mFW512Is09mKCbU7RFsThxCfFMLGtNHR88eY2xl1rnJcFr83fT5CWF53CLq3L5MjTnoc6+n4OtRqt/wyITKVmIugBia4KoEWDefy7uKlfQv1uzhx79crNlIP+76wJqVBXn9Do5OxB0J2mG7wuCHp6RUy0g6HySEHQ+M0SAAAh4iwAEXXM+IOjqACHohezCHT8m06oDFVezSz+YoD8za6tRwV2s/u4/mR20kJl51dhf3u2OIS+/gJ7/fjvNXHeI8gvEanJDuqlT0X7sQNXQ7fbtZjvJTKzyT12+35fubh6DFPRXftxMExda9/jfd1E9EhXocTlHAILuHEs7PUHQ7VBypg0Enc8Rgs5nhggQAAFvEYCga84HBF0dIAS9kJ2d48v+/FYqHTyVTdHRUTSiV326tQvvTPRggi7vLVaAxQq6eFkgXgSIgmdSxA+dyqI+b60wfu9ffV1l9uVKuf+RY4Gqoav0H+kYmfEgeIjVc/FyQ6S4BxL0qYt30nOzt1k+08lCiPSz/V77h6C7O3MQdPd4Q9D5rCHofGaIAAEQ8BYBCLrmfEDQ1QFC0MPvPxd0f9x8lJ78uvB8cHm9dWMr6tawkm34gQRdrJyL1WDz3ne5mi+rjc/dcoxGflWUov3fG1tRD8Z9Aw0wUOE7/+Jrth+sBBrKivby1v77z8Xv5Qq62IP+1Ldbadb6w0bzkjgargQQuX5LCLq7yCHo7vGGoPNZQ9D5zBABAiDgLQIQdM35gKCrA4Sgh99/LujKFVszae552v6CLtLNB7yz0lg1Nwvmz2lHadT0NKOyetcGFWnNvtN0NjvPd+vqCWXo+weK9o2rzr5cLZfnu8uXBYFWo1XvEam4U5m5lsrs/vvP/QVd/FxQUEBRUVGRGtIfvl8IurtfAQi6e7wh6HzWEHQ+M0SAAAh4iwAEXXM+IOjqACHo4fefC7rztx4rVmjsg5vbUoc6ibbhmwV9auoBGjNnhy920WPdjCPMxPX+4r30xoLdQfsVjpn6eA/b9w3WUBa+kyv1cl/37+Gc8CW7Muj+Tzf4Hi3QufHmFXRtWOggLAEIelhEjjaAoDuKM2RnEHQ+awg6nxkiQAAEvEUAgq45HxB0dYClTdAXbj9Oi3dmUGxMFF3TtkbISt25+QX07m97aOJvhQXEVjwRWnrFvu03FqRTZk4eXX9BTfrHnxqzwEtB37H/KF353+WWWFGwTBQuE9ejX26i+VuPB+37xo616K9XNmLdO1BjmSYu0+v7TVhhrObLFXXtG0Swg4vHLaUzpqyCrg2S6O2brMfjQdAjOAEBuoagu8sbgu4ebwg6nzUEnc8MESAAAt4iAEHXnA8IujrA0iToS3aeoPs/2+iDkRAfQ7PvT6HycTEBAY34chP9YhLhwSm16fHLG4aE6S+1HPJS0Oet30N3T1tvCRUF5x69rIHxu7E/76SPl+/3fS7Ssh+8uB6dOJdDNRPj6ebORVXXOff3b2tOExdSPnjyWseK0OmMK1xsQQFRysuLLM1E9oHIQjBfEPRwJJ39HILuLM9wvUHQwxFy7nMIOp8lBJ3PDBEgAALeIgBB15wPCLo6wNIk6G/+kk7vLrIep/W3KxvRXzrWCghIVk+XH5aJiaYlI62SF0xqVaqpS0E/cuwEXfTaMsrNy/d1P7pvE+rftobx88nMXHrgs4204cBpiomOopeuaUa9m1dVn+QQkbIg3aXNKtO8LcdJ/POVgS0jci8nO735w7W08cBpX5cDO9Skp6+yZjRA0J0kHr4vCHp4Rk62gKA7STN0XxB0PmsIOp8ZIkAABLxFAIKuOR8QdHWApUnQ3/413ZeuLomEOk6r69glFkluWKUcfXn3BWFhqqaCS0H/+LdtRuV2IflNq1egq1pVJZG27n/lFxQYheIiecnj1uQ9uIXvIjm2UH0fPZNNb/26hzbzLV9sAAAgAElEQVQfOkOd6lakh3vVN15mmC8IuruzA0F3lzcE3T3eEHQ+awg6nxkiQAAEvEUAgq45HxB0dYClSdDPZOXSnVPX05bDZw0gbWon0JRb21ngbDpwmhZsP0GHT2fT/1Yd9H0WGxNN/72hJXVpkBQWpn9xtbAB5xtIQb/k5XnFKrfb7cPpdpsPnjZS2+280HD63pHuD4IeacLW/iHo7vKGoLvHG4LOZw1B5zNDBAiAgLcIQNA15wOCrg6wNAm6oCDlWfzZPw199sYj9PcZWyywXujXlMTKedNq5SnufBX1cDTlqjMnHfzEuVwSldt3n8imHzYcpOSkeJo5rFO4W0X8c//q9KXpjHAIesS/PpYbQNDd5Q1Bd483BJ3PGoLOZ4YIEAABbxGAoGvOBwRdHWAkBH3NvlP07HfbaOfRc3Rho0p0XYea9NJPO4xV66taVaMXrm5aLB1Z/QmskXJPtfytOcX9kteW0umsovPERfr48se7s28ti6tx9qH/5f3VtO1I4cq+uETRt7t61GXf2+mAayaupD0nMi3dhqtm7/QYItUfBD1SZAP3C0F3lzcE3T3eEHQ+awg6nxkiQAAEvEUAgq45HxB0dYCREPSr3kw1ZDzYFclVWln4TeylnrAwnYZ0rk2jehdWZu8+dgllmwqz6Zwn3uu1pXQqK49mDutIyUllQ06AKPp26evLLG16N69CY65toT5xDkVe8cZyOnY2x9Jb6uPdSVSO/71fEHR3ZxCC7i5vCLp7vCHofNYQdD4zRIAACHiLAARdcz4g6OoAnRb03LwC6jp2ccgBiRX1p/wqbqs/QVHkvoxM6jdhpZHaLtLHe72+zPfnxLKxNPq7bfT12kO+gFu61KbHLgt9rFqwcYkibzPWHaZRlzekISnBjz3LLyDafewsXffeaktXorK8qDBf0tf0NYfoudnbfMPo26a6keFQGi4IuruzCEF3lzcE3T3eEHQ+awg6nxkiQAAEvEUAgq45HxB0dYBOC7oYSUmtoPufUS7T3YVEX9q0Mg2etMZY9R6cUota10qgq9tUVwYn96GbV+jNnS3blUEjp6fR6azcYveolhBHE25qRY2qlle+v5OBYh/6xoNnqFZiPF3bvvCot9JwQdDdnUUIuru8Ieju8Yag81lD0PnMEAECIOAtAhB0zfmAoKsDjISgm4ux+e9BFyN9+6bW1NVGtXTuU01YuMdIa5dHhUmJ7lw/iWpXjDNWvPu3rU6j++qvEMvq58H2oV82fhllnCuS8/JxMfT5XR0pL6oM1S5fELE9+Fxmpbk9BN3d2YWgu8sbgu4ebwg6nzUEnc8MESAAAt4iAEHXnA8IujrASAi6EGGRAu4vw1KghTCL4m1OX499tYnmbTluCLi4d6C933b2jNsdl9yHPuehzlS5fBlfWEEBUcrLiyzdxMVE0/Ine1L58uXp5MmTdm+BdhoEIOga8BRCIegK0DRCIOga8JihEHQmMCKCoPOZIQIEQMBbBCDomvMBQVcHGAlBl/uzpSjL0Ynq5/0mrDDSzKcNbUctaiaoDzxA5ODJa2jzwTO+vj9YvJfGL9jtaynKni0e2Z3KxOgXQDtwMpsGTVptvAQQ1wMX16e7e9Tx3Ut8lnaoqGr7gHY16Pn+LSDojs546M4g6C7CJiIIuru8Ieju8Yag81lD0PnMEAECIOAtAhB0zfmAoKsDjISgCwnfl5EVsMK5PKc82N5t9SchkhXc5TFhL/24gz5decDS5Tf3dqS6lUJXXbczhrFzd9LHy/Zbmi58tCuVKxNj/G7RjhP04OcbKTY6iga0r0GP925I5cvGQdDtwHWoDQTdIZA2u4Gg2wTlUDMIukMgbXQDQbcBya8JBJ3PDBEgAALeIgBB15wPCLo6QKcFXVZST06KNyqp+1/yDHHx+3/8qbGRih4XG63+AOcj5Z7wFjUr0LSh7Y3fTlyYTm8v3GPpe/Fj3Ry531Mzt9CsDUcsff/wQAqJAnDikvvfzWn+sbGxEHTtmbbfAQTdPisnWkLQnaBovw8Iun1Wui0h6HyCEHQ+M0SAAAh4iwAEXXM+IOjqAJ0W9GD7z80jNBdQq54QRx/e2o5qJhaKreol73tps8r0ysCWRjd5+QX0txlb6KfNRykhPob+2b8ZXdS4suotLHEz1h2iZ2YVHU9Wp1JZmnFvR18bWUHenOYPQXcEve1OIOi2UTnSEILuCEbbnUDQbaPSbghB5yOEoPOZIQIEQMBbBCDomvMBQVcH6LSgB9t/LkeYmp5B90zbYBnwPRfWpfsvqqf+EETkX8FdqzObwULSP1lxgDYeOEP+Kfsy3d5clA6CbhOsQ80g6A6BtNkNBN0mKIeaQdAdAmmjGwi6DUh+TSDofGaIAAEQ8BYBCLrmfEDQ1QE6Leih9p+LUf646Sg9+U2a44IuV6zHXtucLmteVR0IM3L57gwS9zYftyZ/55/mD0FnwtVsDkHXBMgMh6AzgWk2h6BrAmSEQ9AZsM43haDzmSECBEDAWwQg6JrzAUFXB+ikoIfbfy5GKdLOr3tvNaUfP+cb9DuDWlNK/ST1hyAieeSZk8eo2R2QvLc4Ok4cISdX8/1X1SHodok60w6C7gxHu71A0O2ScqYdBN0ZjnZ6gaDboWRtA0HnM0MECICAtwhA0DXnA4KuDtBJQbez/1yMNONcLo2evdU4s7xX08r06nWFe8ZVL3PhOVnBXbUvlTj/yvTBVvMh6Cp01WMg6OrsVCIh6CrU1GMg6OrsuJEQdC4xnIPOJ4YIEAABrxGAoGvOCARdHaCTgh5u/7l5lHK13ZwarvIU+QUF9J+fdtBnKw9S61oJ9NFt7VS60YrxT3P3P+5Ndg5B18LMDoags5FpBUDQtfCxgyHobGTKARB0PjqsoPOZIQIEQMBbBCDomvNR2gX9dFYulY+LoeioKBJCejY7jxLiYzWpFYY7IehZufn04g/bjWPH8vML6K0bW1G3hpXCjk+mhs9/uAslllV7nuFfbKSF20/47vWPqxrT9R1qhr230w3kswxJqUVTUw8Yqe4i5d18QdCdph66Pwi6u7wh6O7yhqC7xxuCzmcNQeczQwQIgIC3CEDQNeejtAr62n2n6JEvN9PxsznG2d23dK5NHy3fT9m5+VS5fBkad10LapecqEXPCUH/v1lbaea6w75xNKlWnj6/s0PYcekWdhP72buMWWy5T5vaCTTlVvdX0WWauxzMsJ71aFjPuhD0sN+CyDWAoEeObaCeIeju8oagu8cbgs5nDUHnM0MECICAtwhA0DXno7QK+s0frqWNB04HpdOqVgJ9rJnS7YSgdx+7hLLz8i3jTH28B0VFhZ5Y3aPRMs7l0GXjl1tu0qNRJfrvX1ppfqP44TLNXUa+8ZdWdGEjaxYBVtD5XHUiIOg69PixEHQ+M50ICLoOPV4sBJ3HS7SGoPOZIQIEQMBbBCDomvNRWgW988uLjZT2YJdIeV/+eHctek4I+sNfbKJftx/3jUOs7s95qHPYcc1NO0ojp6fRpc0q0ysD7RWK23DgNP31my2050Rmsf7F+4A3babXhx0cs8Hr83fTpCV7fVGB9sND0JlQNZtD0DUBMsMh6Exgms0h6JoAGeEQdAas800h6HxmiAABEPAWAQi65nyUVkF/9rtt9M3aQ0HpXNOuBj375yZa9JwQdHFk2oB3VhnjEHL+0jXNqXP9imHHJauvcwrFiSPadh496+s7JjqKXhnYgvacyKI/taxCVSvEhb1vJBr0Hr+MTpzLtXQtXp6IlyjygqBHgnzwPiHo7vKGoLvLG4LuHm8IOp81BJ3PDBEgAALeIgBB15yP0iroQs6FpAvp7dOqGt3apTZNWbaf5m05RvtPZtG9PevSfT3radELJehir7tYwS9bJibkPXSOOeOeXy4rpJsHVBJHq/kDeeCzDbR4Z4blxcGyUdbsBgi61leVHQxBZyPTCoCga+FjB0PQ2ciUAyDofHQQdD4zRIAACHiLAARdcz5Kq6D3m7CC9mVk0ei+Tal/2+o+SuZjvWYO66RcAV10GEzQn/52K327vrDwW9cGSfTWja2D7imXqeqBKpeHm9rHvtpknIc+um8T6t+2RsDm6/afNiq1VyoXaxypZk7679m4Eo2/wf095/4D3XTwNA3/YjMdPZNNUVFR9PKAZtS7eVVLMwh6uG+Ds59D0J3lGa43CHo4Qs5+DkF3lmeo3iDofNYQdD4zRIAACHiLAARdcz5Ko6BLCU9Oiich4f6XrIA+6vKGNCSltjLBQII+f8sxevSrzZY+H7+8IQ0Och+dYm8ydkjn2jSqd8NizzF74xH6+4wtlt/XTIyjQ6eyqVezKvT0VY2NDAMvXAUFBZSRmWscgRcbXbxCHgTd3VmCoLvLG4LuLm8Iunu8Ieh81hB0PjNEgAAIeIsABF1zPkqjoD8zayvNWHfYWDkXK+j+l3kVff6IrsoEAwn6O7/tobd+Tbf0GejYMNlA57g0+RwtalagaUPbF3uO3uOX04lzOZbfeyGlXQU4BF2FmnoMBF2dnUokBF2FmnoMBF2dHTcSgs4lhirufGKIAAEQ8BoBCLrmjJQ2Qd+XkUn9Jqw0qMwc1pGSk8oGJCRT4Ad3qkXdGlaiS5pWZpMMJOgirV70bb6ubV+D/q9P4IJ0cl/4/Ie7sNPtw+1fv+S1pXQ6Kw+Czp5ZBEDQ3f0OQNDd5Q1Bd483BJ3PGivofGaIAAEQ8BYBCLrmfJQmQX9v0R76cfMxSjt0hsLt6fYvTPbPfs2oT+tqLJrB9qA/+uUmmr/1OHWok0ir954y+hRHhyXEx9AtXWrTRY0LXwZsPniaBk9eS8FS8e0MRr5omDa0HbWomWAJ+XL1QXrh++2+3w1OqUWPX97ITreea4MVdHenBILuLm8Iuru8Ieju8Yag81lD0PnMEAECIOAtAhB0zfkoLYL+2YoD9O+fdvholIuLoXnDO1OZmOhihHJy86nbK0ssvxfF3N6+qTWLZiBBN69qixX8aakH6OPl+63ifFcHali1PE1N3U9j5uwMmopvZzAynf+GC2rSX69sZDmaTMRfNG4pnc3OI5UXEHbu71YbCLpbpAvvA0F3lzcE3V3eEHT3eEPQ+awh6HxmiAABEPAWAQi65nx4WdAPnsqiz1YepMycfOpUryJd3rxK0Kd96cft9OnKg5bPP76tHbWqZV1VFg1y8wuo65jFlraXNqtinAnOuQIJutj7LqRZruC/vTCdJi7cY+lWHO8mjnmTcu1fad7uGI6czqbBk9fQ0TOF+8zFKv2UW9v5KsbLdH/OWel27+12Owi6u8Qh6O7yhqC7yxuC7h5vCDqfNQSdzwwRIAAC3iIAQdecD68KekEB0TUTV9LejEzfE758bYugkv7mL+n07iKrCM8f0YUS42MDEnpl7i76aNk+32di9VysonOuQILuL91frDpI//yhKM1c9P/WTa2pW4MkY6+62LMeKD3dzjje/jWdJv5mfWbzkWvyCLdLm1WmVwa2tNOlZ9tA0N2dGgi6u7wh6O7yhqC7xxuCzmcNQeczQwQIgIC3CEDQNefDq4Iu9pEPmrTG8nTXdahJ4piwvPwC+lPLqtS4Wnnf55k5eXThq0uNn8UhXWJVup/p/PNAmFaknySxX/xUVp6SJAcSdFn0zVygbtT0NPo57agxhNiYaJrzYAqdyso1itnprG4HWp0Xae43dqxl3EvnCDfNr5Xj4RB0x5GG7BCC7i5vCLq7vCHo7vGGoPNZQ9D5zBABAiDgLQIQdM358KqgHz2TTVf+NzXo00VFRRlHizWvUSjpMrVcpMK/M6iNL807HJ4xP++kqcv3k8qZ6P6C7p/ebr63eKnw+Nebad6W4yTOLU+pm0gjp6eFLWYXavw7jp6jGz9YbbywEFfdSmXpizs7UFxs4b57nSPcwnFz+3MIurvEIeju8oagu8sbgu4ebwg6nzUEnc8MESAAAt4iAEHXnA+vCrp4rL9+k0Y/bCpceY6KIhJp7+brngvr0v0X1TN+JdPFufu55Vni4aq+B8JsFnQhyy/9tIOW7sowVu/FGez+l6zaLn4v0s6FrIc6I93O1O4+do7Gzd9l9OV/7rvOEW527u1mGwi6m7RRJM5d2kQQdHeJQ9Dd4w1B57OGoPOZIQIEQMBbBCDomvPhZUEXBdA2HzxDI3s3pFoV4+nx6ZsDCroshqZ6XFmv15Yaae7cs8iloP+46YhlbA/3qk+3d6sTcGYe+2qTIdPyeuMvrejCRpW0ZlFWjjeny+sy0RpQBIIh6BGAGqJLrKC7yxuC7i5vCLp7vCHofNYQdD4zRIAACHiLAARdcz68KuhSMMXjrXiih/GUQz9aR2v3FZ4rLq5/XNWYru9Q01cN3X8F2S4aKc3cNHcp6L1eW0IZ53J9txNHuy0Z2S3g7ael7qeX5+z0fdaiRgWadnt7u0MN2k5mEEwc1NpIm5fp9qWhQJx4aAi69leE1QEEnYVLuzEEXRshqwMIOguXVmMIOh8fBJ3PDBEgAALeIgBB15wPrwq6LHBmlm6R4v7NukMkirsJARUrxjOHdTKOGhPV0M2F2ThY5Hnk3DR3KehdXl5EOXn5llvKlwr+4xBZAHPSjll+zV25D/Rsci+92N8+qnfDUlUgDoLO+TY70xaC7gxHu71A0O2ScqYdBN0ZjnZ6gaDboWRtA0HnM0MECICAtwhA0DXnw6uCLleEx17bnC5rXrXYU8oCaJXLl6HjZ3MoOamsIegql0wRF7EcWZaCPnbODppiOrJNVFEX1dQDXS/+sJ3+t8p6XvuiR7tSfJkYlaH7Yvz30ks+ckVdq3MPBGMF3d1JgKC7yxuC7i5vCLp7vCHofNYQdD4zRIAACHiLAARdcz68KOh29k9/seoA/fOHHb6nj4mOojkPdaaKZQOfex4OkxRaIdci1T02WhzWFvqSgn7TB6uMvfLiWLdOdSvSte1rBA3ccvgs3TNtPZ3MLEyJv7N7HXrokvrhbmXrc3NRuF6vLzNiOC8cbN2khBpB0N0FD0F3lzcE3V3eEHT3eEPQ+awh6HxmiAABEPAWAQi65nx4TdBF1fZPVhygVXtOFqtKbn7Ut35Jp3cW7bE8/ZNXNKKbOhWeAc697vh4Ha3eW7i/vW7lsvTRre0ssv9z2jFas+8UxcVE082da1NSuVgSgv7zunS6e+o64hSoE+nw6/efoeSkOKqRGM8datD28iWDSHMXR8dxxuTYICLUEQQ9QmCDdAtBd5c3BN1d3hB093hD0PmsIeh8ZogAARDwFgEIuuZ8eEnQZ60/TE99u9X3RKEKqL2/eC+9sWC35ek/vLUdta2dwCby/aaj9Ldv0ixx5uPPftx0lJ40fd64Wjn64s4LDEG/a9ISmpt2LOjRauzBaATIvfRib76oSl9aCsQJJBB0jS+GQigEXQGaRggEXQOeQigEXQGaYggEnQ8Ogs5nhggQAAFvEYCga86HlwSdU0BNrEIP+3SjsdIuriEptY3UdJXLv7K66OPenvXovp51je7+9eMO+nzlAUvXYwe2oHWHsuiDhTs9s1Jt3ksvBqt7xroKy0jFQNAjRTZwvxB0d3lD0N3lDUF3jzcEnc8ags5nhggQAAFvEYCga86HlwRdpYDauZw8EvvPReq56pWZk0fXvLOKjpzO9nXxye3tqXmNCsbP4+btog+X7gvafUr9JHpnUGvV2zsa1+OVJZSVW1hR/p/9mlGf1tUc7b+kOoOgu0segu4ubwi6u7wh6O7xhqDzWUPQ+cwQAQIg4C0CEHTN+ShpQc/OzadFO08YUvni99uN1Gx5OVlALRymQ6ey6Ms1h2jiwj2UGB9rVIRPPF9wbsfRs3T9e6t9XURHR1F+foGly2WjuhsvCkry+m7DYfrHzKItAuXjYujn4Z21Xl6U5POY7w1Bd3cmIOju8oagu8sbgu4ebwg6nzUEnc8MESAAAt4iAEHXnI+SFPT04+do6Mfr6cTZHN9TiHPPB7av6XgBNbuYZKE1kS4v0ubFJc5cf2bWViOV/b0hbemJ6Ztp7f7Tli6XP96doqNKVtBfnbvLctybGOB7Q9pQx7oV7T6+Z9tB0N2dGgi6u7wh6O7yhqC7xxuCzmcNQeczQwQIgIC3CEDQNeejJAVdFHkTxd7M11d3X0ANqpTTfCr1cFlorXP9JBJniItLyLmQ9NF9mxqV5RfuOEHDP9/ou4k4Xu25vk3Vb+pQ5Fu/ptM7v1kr2//wQApVS4hz6A4l1w0E3V32EHR3eUPQ3eUNQXePNwSdzxqCzmeGCBAAAW8RgKBrzkdJCvpr83fT5CVWQf/wlrbUNjlR86nUw0WhtX4TVhip9uIM8VNZ4ueVRoci7T05qazx521HztKvu85SvcQY6t28svoNHYw8m51HIgNgw4HC1X1xvrrYJlAaLgi6u7MIQXeXNwTdXd4QdPd4Q9D5rCHofGaIAAEQ8BYBCLrmfJSkoC/ZmUH3f7bB9wSNqhYeX1bCmeI05uedxjniIs1d7EcXK+hi5VysoJsvcczayZMnKT+/sCibVy4h6mVioqiMRuE8rzyLHAcE3d0ZgaC7yxuC7i5vCLp7vCHofNYQdD4zRIAACHiLAARdcz5KUtDF0JfvzqClu06SKLx2c+dahhCX9CXGJFaiW9SsQGJFfV9GVsBzzr0q6CXNLxL3h6BHgmrwPiHo7vKGoLvLG4LuHm8IOp81BJ3PDBEgAALeIgBB15yPkhZ0zeFHLLzXa0t9FeVFcbiZwzoVuxcEPWL4i3UMQXePtbgTBN1d3hB0d3lD0N3jDUHns4ag85khAgRAwFsESp2gjx8/nurXr08DBgywkP7666/p+eefN37Xp08feuqpp4z/iBZXZmYmvfDCCzR79mzj56effrpYfLBpg6AXJyOOXOs/cRXl5BWmrovj074d1pFqJMZbGkPQ3fvLAILuHmsIurusxd0g6O4yh6C7xxuCzmcNQeczQwQIgIC3CJQaQTcLuL9gp6amkhD3cePGkZBC8WdxDR8+3Pin+ecTJ07QI488YnyWkpISdrYg6MURTfxtD739a7rlg/suqkf3XlgXgh72GxWZBhD0yHAN1itW0N3lDUF3lzcE3T3eEHQ+awg6nxkiQAAEvEWg1Aj6/7d3/6B2VHkcwEdFEYygNokLugSbxaTTNDaylcIWJpUWhpSphLCdYEiClrIIqYKNQhorY7FgIWxpEa1MYBsJa7EmYCGI/3Vdzg3zMm/e3Pfeb867k99983kgyLvn3Hvu53feyXzvnDvTsg6dQe//rhvYS79z584tQvnhw4e3BPadyiWgbxW6fPW/zT/+9Z9ND/z9r39uXj32JwF9pwm1oscF9BXBLnlaAX1abwF9Wm8BfTpvAT1uLaDHzfQgQCCXwL4P6O329WPHjm1sW79x40Zz/vz5xX/lp/3/NqCXs/FXr17dtA1+WdkE9K0yZWv7qcvXm3/fun27sr8cPNC8/+qRLVdFt8V9usVAQJ/OurySgD6tt4A+rbeAPp23gB63FtDjZnoQIJBLYDYB/cSJExtb1vsBvWx9v3DhwmL7e/kZCuinT5/eUrlLly41v/76a66KJhnNH380zT+v3VyM5m9HDw3e+q2Ext9//735ozT2s1KBe+65p7nvvvua3377baWv48lvC9x7771NMS/z28/qBawlqzfuvsL999/v376JyK0lcegyP/0QIEBgnQVmE9Brz6B/9tlnW+r87LPPNt9999061/+ujv3AgQPN999/L6BPUIUSzsuZmB9++GGCV/MSDzzwwCKg//zzzzAmEHjooYeaH3/8sfnf/25fmNLPagUefvhh//atlnjj2UvYLOt32Q3oZ3cCZX76IUCAwDoL7PuAXorjO+g5p6gt7tPVxRb36azLK9niPq23Le7TetviPp23Le5xa1vc42Z6ECCQS2AWAd1V3HNNunY0Avp0dRHQp7MW0Ke1Lq8moE9rLqBP5y2gx60F9LiZHgQI5BLYNwG9e5u1Qnzo0KHFmfPuhd/cBz3X5BPQp6uHgD6dtYA+rbWAPr23gD6duYAetxbQ42Z6ECCQS2DfBPS7xeoq7uPlBfTxdtGeAnpUrK69Le51ftHezqBHxeraC+h1fpHeAnpE63ZbAT1upgcBArkEBPTKegjo4wEF9PF20Z4CelSsrr2AXucX7S2gR8Xq2gvodX6R3gJ6REtAj2vpQYBARgEBvbIqAvp4QAF9vF20p4AeFatrL6DX+UV7C+hRsbr2AnqdX6S3gB7REtDjWnoQIJBRQECvrIqAPh5QQB9vF+0poEfF6toL6HV+0d4CelSsrr2AXucX6S2gR7QE9LiWHgQIZBQQ0CurIqCPBxTQx9tFewroUbG69gJ6nV+0t4AeFatrL6DX+UV6C+gRLQE9rqUHAQIZBQT0yqoI6OMBBfTxdtGeAnpUrK69gF7nF+0toEfF6toL6HV+kd4CekRLQI9r6UGAQEYBAb2yKgL6eEABfbxdtKeAHhWray+g1/lFewvoUbG69gJ6nV+kt4Ae0RLQ41p6ECCQUUBAr6yKgD4eUEAfbxftKaBHxeraC+h1ftHeAnpUrK69gF7nF+ktoEe0BPS4lh4ECGQUENArqyKgjwcU0MfbRXsK6FGxuvYCep1ftLeAHhWray+g1/lFegvoES0BPa6lBwECGQUE9MqqCOjjAQX08XbRngJ6VKyuvYBe5xftLaBHxeraC+h1fpHeAnpES0CPa+lBgEBGAQG9sioC+nhAAX28XbSngB4Vq2svoNf5RXsL6FGxuvYCep1fpLeAHtES0ONaehAgkFFAQK+sioA+HlBAH28X7SmgR8Xq2gvodX7R3gJ6VKyuvYBe5xfpLaBHtAT0uJYeBAhkFBDQK6sioI8HFNDH20V7CuhRsbr2AnqdX7S3gB4Vq2svoNf5RXoL6BEtAT2upQcBAhkFBPTKqgjo4wEF9PF20Z4CelSsrr2AXucX7anxlOsAAAzKSURBVC2gR8Xq2gvodX6R3gJ6REtAj2vpQYBARgEBvbIqAvp4QAF9vF20p4AeFatrL6DX+UV7C+hRsbr2AnqdX6S3gB7REtDjWnoQIJBRQECvrIqAPh5QQB9vF+0poEfF6toL6HV+0d4CelSsrr2AXucX6S2gR7QE9LiWHgQIZBQQ0CurIqCPBxTQx9tFewroUbG69gJ6nV+0t4AeFatrL6DX+UV6C+gRLQE9rqUHAQIZBQT0jFUxJgIECBAgQIAAAQIECBCYnYCAPruS53nDx48fby5evNg88cQTeQa1T0dy7dq15u23327ee++9ffoOc72ty5cvN998801z5syZXAPbp6M5efJk8/rrrzdPP/30Pn2Hed7WL7/80jz//PPNp59+mmdQ+3gkV65cab744ovm7Nmz+/hdemsECBAg0BUQ0M2HuyYgoE9HL6BPZ11eSUCf1ltAn85bQJ/OurySgD6tt1cjQIBABgEBPUMVZjoGAX26wgvo01kL6NNal1cT0KczF9CnsxbQp7X2agQIEMgiIKBnqcQMxyGgT1d0AX06awF9WmsBfVpvAX1ab2fQp/X2agQIEMggIKBnqMJMxyCgT1d4AX06awF9WmsBfVpvAX1abwF9Wm+vRoAAgQwCAnqGKhgDAQIECBAgQIAAAQIECMxeQECf/RQAQIAAAQIECBAgQIAAAQIZBAT0DFUwBgIECBAgQIAAAQIECBCYvYCAPvspAIAAAQIECBAgQIAAAQIEMggI6BmqYAwECBAgQIAAAQIECBAgMHsBAX32U2DvAL799tvm3LlzzZkzZ5rDhw9vPHH5fflduZJ4+Tl79mzz0ksvbTx+8eLF5v333980kG6bjz76qHnzzTcXj7/44ovNG2+80Tz44IN7N/A1fabi8tVXXzWvvfbapndw48aNxe9u3ry5+P2lS5eaZ555ZvH//cfK744ePdq88847zSOPPNL0a9Gv1ZpS7cmwi82TTz65ae6WJ+7Oz65l/7F2EKdOndpSs59++ql56623Fk3M76ZZ1VrSOn/88ceDa9GeTJQ1fJKyLpQ14MKFC4t1oP3Zbi3pr+ulz6FDhxZrSFn/+48Pzfs1pNqTIY9ZS/rrd9e6PNb37q77ezJoT0KAAAECkwkI6JNR798X6h709g8a2seOHTu2CDbtAV85EGxDYzlYKT/9oFl+9/nnny8O+LoBclnb/Su8+Z0Vk9OnTy9+2T/obQ/SimXxLW3LhybtQXPxP3/+/OK/7oco5blKrd59993m5MmTi4P0oVrNxbj7PrsBvP+BxdD8vHXr1kbILn2vXr26beju/v3M/QOoVa4l/bVojnO5/567oa7/4dJOa0n/8e5z963Z39apWUt2WrvLB3zdf2eXrfPmPQECBAjkFxDQ89dobUY4dNarH2DKm+kH8u0Cev9Mw9DzrQ3QHg906Ax6PxAOfUCy2wM3B9WbC9afi0M+/YPo3QT09nnLq+0U5vd4CqV9ulWsJct2nKRFmHBgQ2fQd1pLtgvoQ49tt85P+FZTvFR0LXn88ccXO2xOnDix8cF2943062ftTlFmgyBAgMBoAQF9NJ2OfYHdHlT3D/yWbaveTQCacxV2E9D7H4j0t6z2z5p1Pbc7AJ+j+24Oqvtm3TNmxay/46EbWnYT5ufivtdrSft30P0qTX+3z1xsh97nbgJ6fy3pb6nue7Zzv2y1fuqppwa//jRX8+haUvy6XxMrbt3dNrv5IHyu1t43AQIE1lFAQF/HqiUd89BB9VDI2y6IdLdVHzlyZMtZg+22+SVlWdmwhgL6kM9OOxS6W7K7g3XGa3Pphr432p/LuzmrWM6Cla979OsnoN/xnmItKd4ffvjhxtdnVvaHugZPPBTQo2tJ37PtX97+9evXt3w4tQYsKxtidC157LHHNl0joP3w+uDBg4uvhpWAXuZy9/oV1u+Vlc8TEyBAYOUCAvrKiefzAssu7NT9znSrsd0Fg9qDlxdeeGER0Nvv1ZW+Avqd+bRsy27/rG3psexib8suDlVqsCy4z2dG7xzQ+xcdKz22OzPbrdnQxRFL/7l/D70YrGot6W4RtkPkzvxetg5E1pJuzR599NFNZ8z7gXKua0j7vocC+nZrSenXv4hf96z5l19+uelaLaW9gD73Web9EyCwzgIC+jpXL9nYlx1U94dZDhyee+65we/StQcW7dWyfQd9eZF3853actBXDuxefvnlLReFaz/w6B/4CefD5suuvNxtXYLOBx98sNiOOnSnge1q5gz6Hckp1pLdvkayZXYlw1kW0LsvttNa0vUcCpTm9x3N6FpS7Pt3SOmeNf/6668Hz7B3P9xeycTxpAQIECCwEgEBfSWs83zS3RzwDm0JLrc8euWVVxZo/TPkruJeF9D7Z1E++eSTxfdB2yu4Ry7YN89ZvfuD6v4Z2XJQfeXKleb48eOLsL7TGVsBJhbQx6wl3Tsa8L7jvZuA3l8rytpcftq7cXQ9y9wvH1K1X+dwBn3z6rlTQF92kb12V1N5tu7uspqLgc59Xff+CRAgkFFAQM9YlTUb09DWvO423e42yf7W9qG+/fu3dvvb/nv71nPtbdbaqdI1626dHrotWLdv13Povsbl+edu3t/mu+xez0Nb25ddAHHoT1xgvH2rvxI82vuU9+ffXq4l210gcc2W4NHDHfqb767R260lO11wsv+4+6Bvvs1aKVpkLen/bSy7xea1a9cW88F90Ef/WehIgACBuy4goN/1EhgAAQIECBAgQIAAAQIECBBoGgHdLCBAgAABAgQIECBAgAABAgkEBPQERTAEAgQIECBAgAABAgQIECAgoJsDBAgQIECAAAECBAgQIEAggYCAnqAIhkCAAAECBAgQIECAAAECBAR0c4AAAQIECBAgQIAAAQIECCQQENATFMEQCBAgQIAAAQIECBAgQICAgG4OECBAgAABAgQIECBAgACBBAICeoIiGAIBAgQIECBAgAABAgQIEBDQzQECBAgQIECAAAECBAgQIJBAQEBPUARDIECAAAECBAgQIECAAAECAro5QIAAAQIECBAgQIAAAQIEEggI6AmKYAgECBAgQIAAAQIECBAgQEBANwcIECBAgAABAgQIECBAgEACAQE9QREMgQABAgQIECBAgAABAgQICOjmAAECBAgQIECAAAECBAgQSCAgoCcogiEQIECAAAECBAgQIECAAAEB3RwgQIAAAQIECBAgQIAAAQIJBAT0BEUwBAIECBAgQIAAAQIECBAgIKCbAwQIECBAgAABAgQIECBAIIGAgJ6gCIZAgAABAgQIECBAgAABAgQEdHOAAAECBAgQIECAAAECBAgkEBDQExTBEAgQIECAAAECBAgQIECAgIBuDhAgQIAAAQIECBAgQIAAgQQCAnqCIhgCAQIECBAgQIAAAQIECBAQ0M0BAgQIECBAgAABAgQIECCQQEBAT1AEQyBAgAABAgQIECBAgAABAgK6OUCAAAECBAgQIECAAAECBBIICOgJimAIBAgQIECAAAECBAgQIEBAQDcHCBAgQIAAAQIECBAgQIBAAgEBPUERDIEAAQIECBAgQIAAAQIECAjo5gABAgQIECBAgAABAgQIEEggIKAnKIIhECBAgAABAgQIECBAgAABAd0cIECAAAECBAgQIECAAAECCQQE9ARFMAQCBAgQIECAAAECBAgQICCgmwMECBAgQIAAAQIECBAgQCCBgICeoAiGQIAAAQIECBAgQIAAAQIEBHRzgAABAgQIECBAgAABAgQIJBAQ0BMUwRAIECBAgAABAgQIECBAgICAbg4QIECAAAECBAgQIECAAIEEAgJ6giIYAgECBAgQIECAAAECBAgQENDNAQIECBAgQIAAAQIECBAgkEBAQE9QBEMgQIAAAQIECBAgQIAAAQICujlAgAABAgQIECBAgAABAgQSCAjoCYpgCAQIECBAgAABAgQIECBAQEA3BwgQIECAAAECBAgQIECAQAIBAT1BEQyBAAECBAgQIECAAAECBAgI6OYAAQIECBAgQIAAAQIECBBIICCgJyiCIRAgQIAAAQIECBAgQIAAAQHdHCBAgAABAgQIECBAgAABAgkEBPQERTAEAgQIECBAgAABAgQIECAgoJsDBAgQIECAAAECBAgQIEAggYCAnqAIhkCAAAECBAgQIECAAAECBAR0c4AAAQIECBAgQIAAAQIECCQQENATFMEQCBAgQIAAAQIECBAgQICAgG4OECBAgAABAgQIECBAgACBBAICeoIiGAIBAgQIECBAgAABAgQIEBDQzQECBAgQIECAAAECBAgQIJBAQEBPUARDIECAAAECBAgQIECAAAECAro5QIAAAQIECBAgQIAAAQIEEgj8H801bSwgQY51AAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# NOTE: This is the same as `eda.plot_model(plot=\"ts\")`\n",
"eda.plot_model() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Before we explore the data further, there are a few minor things to know about how PyCaret prepares a **modeling pipeline** under the hood. The data being modeled is usually fed through an internal pipeline that has optional steps in the following order:\n",
"\n",
"**Data Input (by user) >> Imputation >> Transformation & Scaling >> Model**\n",
"\n",
"1. **Imputation**\n",
" - This step is optional if data does not have missing values, and is mandatory if data has missing values. This is because many statistical tests and models can not work with missing data.\n",
" - Although some models like `Prophet` can work with missing data, the need to run statistical tests to extract useful informaton from the data for default model settings necessitates having imputation when data has missing values. \n",
" \n",
"\n",
"2. **Transformations and Scaling**\n",
" - This step is optional and user should usually only enable this after evaluating the models (e.g. by performing residual analysis), or if they have specific requirements such as limiting the forecast to only positive values.\n",
" \n",
" \n",
"We will discuss more about imputation and transformations in in another notebook. For now, our data does not have any missing values or any transformations. So **Data Input (by user), i.e. Original data = Imputed data = Transformed data = Data fed to models**. We can verify this by plotting the internal datasets by specifying the `plot_data_type` `data_kwargs`. \n",
"\n",
"NOTE: If `plot_data_type` is not provided, each plot type has it's own default data_type that is internally determined, but the users have the ability to always overwrite using `plot_data_type`."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"eda.plot_model(data_kwargs={\"plot_data_type\": [\"original\", \"imputed\", \"transformed\"]})"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"**Let's explore the standard ACF and PACF plots for the dataset next**"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ACF and PACF for the original dataset\n",
"eda.plot_model(plot=\"acf\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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9womvl4BY37tkt3Ba9npkt/bNaYta83Ht1kY4fYfN/cyPgDj9Du7atavBlEZZrl5TsKy/P04764U8VMHhNCIAAdEoWWgqCIBAfBHwErT4aq17a/zIlxEpiIDoxARt1ZeA1wBa3zOTb7nd1Dr52igJAtElAAGJLl9EBwEQSGACQZ4axCOOoIM1CEg8ZhNtEgSC9mld6YknYXYvmJRdH6TreaPd+hKAgOibO7QcBEAgDggYU8TspsDFQfM8m6DSfgiIJ14UiBGBZBSQqVOnNqCN93TEqPPhsFIEICBSmFAIBEAABEAABEAABEAABECAgwAEhIMiYoAACIAACIAACIAACIAACEgRgIBIYUIhEAABEAABEAABEAABEAABDgIQEA6KiAECIAACIAACIAACIAACICBFAAIihQmFQAAEQAAEQAAEQAAEQAAEOAhAQDgoIgYIgAAIgAAIgAAIgAAIgIAUAQiIFCYUAgEQAAEQAAEQAAEQAAEQ4CAAAeGgiBggAAIgAAIgAAIgAAIgAAJSBCAgUphQCARAAARAAARAAARAAARAgIMABISDImKAAAiAAAiAAAiAAAiAAAhIEYCASGFCIRAAARAAARAAARAAARAAAQ4CEBAOiogBAiAAAiAAAiAAAiAAAiAgRQACIoUJhUAABEAABEAABEAABEAABDgIQEA4KCIGCIAACIAACIAACIAACICAFAEIiBQmFAIBEAABEAABEAABEAABEOAgAAHhoIgYIAACIAACIAACIAACIAACUgQgIFKYUAgEQAAEQAAEQAAEQAAEQICDAASEgyJigAAIgAAIgAAIgAAIgAAISBGAgEhhQiEQAAEQAAEQAAEQAAEQAAEOAhAQDoqIAQIgAAIgAAIgAAIgAAIgIEUAAiKFCYVAAARAAARAAARAAARAAAQ4CEBAOCgiBgiAAAiAAAiAAAiAAAiAgBQBCIgUJhQCARAAARAAARAAARAAARDgIAAB4aCIGCAAAiAAAiAAAiAAAiAAAlIEICBSmFAIBEAABEAABEAABEAABECAgwAEhIMiYoAACIAACIAACIAACIAACEgRgIBIYUIhEAABEAABEAABEAABEAABDgIQEA6KiAECIAACIAACIAACIAACICBFAAIihQmFQAAEQAAEQAAEQAAEQAAEOAhAQDgoIgYIJBiBuXPn0oEDB2jGjBnUsmXLuD27kpISmj59OuXm5kbaOH/+fMrOzg6lvcaxJ0+eTJMmTQrlmDhIfBPIy8ujadOm0ciRI+P+u2MluWDBArrvvvsi/3zRRRdp137z+dh9N8U17bnnngv1GhHfvRWtA4HYEoCAxJY/jp7kBIwf/YyMDBI/kJmZmceJxHKAq4OAVFZW0pw5c6hr166RQR/HJycnh6ZOnSo1SLHmx2iPaEe8ixsHK8RoSMCpP4rv+BtvvEGPPvoopaenxyU20e9nzpzZ6BoUl42VaJTTtVNc18S5xnMuJE4PRUAgIQhAQBIijTgJXQmIwcnTTz9NnTp1otGjRzcYSENA3LNq3G2ePXs221MPCIiu36TYt9v4LltvJOggIDrccPCTYadrZyyvqX7aj7IgkAwEICDJkGWcY9wSMAYn1113XeSunHnwEssfSx0GJEJAZs2aFfnP/OQorGTHMj9hnSOOI0fA6Ati+p/1aZwuAiLOlOtJohy16JVy+27qkI/okUFkEIgfAhCQ+MkFWpKEBIwfw/vvv5/mzZsXIWBM33Gax2xdm2E39cOIKwYUYmrF/v37I7HvvvvuyHoFYz60+De76V+GgIi54GKNhfEx6ptTZTyJMI6RlZXVYIqD+UnFF198EZmHbXdMa/rNbTS3Xfxv6zHFv7nNWzcYLVy4sMFhrOdjfapizoGoaMyRF2tN+vbtG2FjXgNiFTe7cxdxrIyMRrmds9PXw9zGXbt2Rfja5VWWgV05a76MJ0XmNk2ZMqXBADZIv3BiY22TaI94atirV69G0928GBo5uvbaa+nXv/515LthtN26psgtV+Zzd5rCZF5XYZQ3cl9cXBzhJZ7gWb8Xa9asOd7XjHrW/u3UN+2+W275svISxzOvpfLi6fb9Fuchpp8FvQ6JtlgZWvuZ0/XAes0wOEbjyWkS/nThlEFAmQAERBkhAoBAcALmu3Hbtm1rsP5AVUDEYNk8aDEPQswDb7unHcagw/xjbzc9ye7frPOszQNRmUXidmspjBg33HDD8QXffgYSIqaY6vbDH/7w+Dx8mZjmAalVVmTyY3fuducne852Pc3cRuvA0TzfXYaB0zoW0U979uwZmepml3PRhueff55EfsSmBUH7hd3xjfMTxzfkXIWh0bedBvTWpxjPPvssjRs3zvUpm9tddae/uX0vzLxFzt24iA0YrN9nc95l8mV3DZDtk17noXodMp+L3ZMmp/Oz3hwwvjvRWDsW/BcANUEgeQlAQJI39zjzOCBgHpyIgZtYVC0+YqAlfii97rCbByfmxdh2gx6naQl2d2+dpmCZ/92ufaI9xnHEXU8xmPMjCqK+091k67/7jWtNt91AxO0JiHWnKz8CYl2nYs2P0yBV/PuKFStcF7WrzHe3MpBh6jU9z6s9Xv1Clo21HbIMndqvshBbxBQfuylMXgIiu4bJGkf2++yVL9FuuzIc30OV65Db8UV7xZRV45pp3YjCa3qkW77i4GcBTQCBpCAAAUmKNOMk45WA9QfafDdPZopP2AJifWJjt3OOMagdM2ZM5GmFzKDWnB+nAZM1jt+4xkDLmKJkHNN8JzxMARFPZMS5duvWzXE3L9EfjMGW0w5KToMtpzu9dlNuDAaGVBYWFjruiGRMibGbCuMmkLL9wryY242NuZ+I4zrtiGZl6NW/Onfu7HuXpGgIiN20KfP0KjcBMe/k5pUvJwHx4mSIk9v3UEVA3I5vrP0ypM8qcV4CIiP28fqbgXaBQKIQgIAkSiZxHloSsP5Am6c93HLLLXTXXXe5rjGItYCIgY7Txxig+hUFp4GHdVDhJ65R1jy4dJtiYgxo3AYyqk9ArAJiXZ9icPVaLyMrIH4ZGGt6RDussmGVGHMb7QbO5j7i1S9UBESGodsTAbu22617svZ5TgExr3cxT6kzcxGbLsgKiJ14W/uU0zRMu3cB+fkeqgqI9WaBmbtg07Fjx+PraMzv/4GAaPlziEYnGQEISJIlHKcbXwTsfqCNQZBYmP7CCy/EtYDIvDvAjyg43Y0V/67yBMS6LsUsbuJ/G2sL4u0JiExvlRUQWQbWYxp30J0G4sbxRT0xLUasZVLpFyoCIvNOGJkpSQYDQ7S81i5xCojTVtAqAmLOqTVf4smaHwHx8z1UFRCvl6E6XVu8BARTsGSuLCgDAtElAAGJLl9EBwFXAnY/0MYd0N27d1NRUVFkYa+x/sCtfLTXgFin9Hj9yBsn7ldAOOae292hdto9LNYCIu5muy1i9voKOeXByl12obH1eDKLds0569ChQ6O1S3bn4NQvrANtmfVIYi2ALEM/AiLbx92m9PhdA+K2o5bx1MzvExArf+sxdFoDYidT5p3oxN/d8ibTn72+c/g7CICAOgEIiDpDRACBwAS8BidiGoz5zrP17qh5uoZ5mozKnUdxMnZ3y60DQ1HOuDtuvUMs/t3YNcmvgPjdfUdmEa/TQnsxxSPWa0DMg0nzTk/GQMq8u5RdR7MbbNkxlGGwb98+evXVVyMCIQb14mMnMqeffnqDlz9aB7Aq/cLaz+x2KzO+B+bc2e2WZcfQSUBETLEdrnkhuezCdLdyTk80/Ny9N2IEWQMiztcrX7JyKrNznLmPqlyHjD6cn5/fYE2OdTc3a38xXxPdtg2XuW4EvrCjIgiAgCcBCIgnIhQAgegRcLtra0z/sP6IGoM70SoxIHnwwQfppZdeIu4nICtXrow8gXF6v4dBxbwNp/Fv5vdc+BUQI4Z1nYHXOzu8smTmJsqK6ULGmoFYTsEyv0TRboG41xoE8za8ZgZ2i8S9GIj6YjG3dS2FWTDt1knYvYMlaL+wE11rLHFu4mM3RceLodcaI7GtrfHxWn9jlLPbHtY6EDfeIWP3HhDz+gWz9BnfPXG+vXv3jmwlLdrv5wmITL7cngqpfA9VBMTgZ+2z4t+tfdt6TRRyIdptfTIi6so+KfO6nuDvIAACagQgIGr8UBsEQAAEYkpAdppQTBsZhYPH2zx+O3GKwmkjpAKBZP2uKCBDVRCIGgEISNTQIjAIgAAIRJ9Aog+qxPk99NBDdMcddxx/iaTs1Kjo0//2CFhbECbtYMeym1oaLBJqgQAIqBKAgKgSRH0QAAEQiCGBZBAQsSYlyNSosNNiTBUbOXKk68sjw24XjvfNujax5strRzOwAgEQCIcABCQczjgKCIAACIAACIAACIAACIAAEUFA0A1AAARAAARAAARAAARAAARCIwABUUR96NChwBFSUlIic5qLi4sDx0DFbwiIN+Kq5AIcwZGzD6A/8tAU18fS0lKqq6vjCZikUdq3b09HjhwBR8X8p6WlUXl5OdXU1ChGSu7q7dq1I7Fmqrq6WmsQ4jqPT3ACEJDg7CI1VQa9EBBF+KbqGPDxsARHcOQhwBMFAsLDEQLCwxECwsMRAsLDUfcoEBDFDEJAFAEyVcfAmQckOIIjDwGeKBAQHo4QEB6OEBAejhAQHo66R4GAKGYQAqIIkKk6Bs48IMERHHkI8ESBgPBwhIDwcISA8HCEgPBw1D0KBEQxgxAQRYBM1TFw5gEJjuDIQ4AnCgSEhyMEhIcjBISHIwSEh6PuUSAgihmEgCgCZKqOgTMPSHAERx4CPFEgIDwcISA8HCEgPBwhIDwcdY8CAVHMIAREESBTdQyceUCCIzjyEOCJAgHh4QgB4eEIAeHhCAHh4ah7FAiIYgYhIIoAmapj4MwDEhzBkYcATxQICA9HCAgPRwgID0cICA9H3aNAQBQzCAFRBMhUHQNnHpDgCI48BHiiQEB4OEJAeDhCQHg4QkB4OOoeBQKimMGgAlJYVkVv5R6kJqktqEVKDU0adgK1atZUsTXJWx0DZ57cgyM48hDgiQIB4eEIAeHhCAHh4QgB4eGoexQIiCmDCxYsoF27dtG0adOk8xpEQB78KI9e+Wp/g2OkpBDdc2FfmjS8i/SxUfBbAhg48/QGcARHHgI8USAgPBwhIDwcISA8HCEgPBx1jwIBIaKcnByaOnVqJJdTpkyJqoDMem8b/WdtgWO/mX1JX5qYBQnx+8XCwNkvMfvy4AiOPAR4okBAeDhCQHg4QkB4OEJAeDjqHgUCEuITkK2F5XT1s1+79plmTZvQ59NPoWZNU3TvW6G2HwNnHtzgCI48BHiiQEB4OEJAeDhCQHg4QkB4OOoeBQISooA8uWQ3PbUk37PP3HtJP7os6wTPcijwLQEMnHl6AziCIw8BnigQEB6OEBAejhAQHo4QEB6OukeBgEgKyFlnndUo14sXL6b6+nrpPvDQB5vp8U+2epa/bXx/mn5+f89yKPAtgZSUFF+5ADt7AuDI0zPAkYcjooAACIBAvBIQ13l8ghOAgEgKSHl5eSPKrVu3Jj+L0GWfgMy8uC9NGoZ1IH66Ne7c+6HlXBYcwZGHAE8UPAHh4YgnIDwc8QSEhyOegPBw1D0KBERSQJwS7UdAcvceoR+9kOvaZ4RQf/HLU6lFahPXch9tKqK3cw/Ssh2HqU2LpjRhUCe6Nrsb9erQUvc+Gaj9GDgHwtaoEjiCIw8BnigQEB6OEBAejhAQHo4QEB6OukeBgIQoIOJQv3pjE32y5ZBjv/nN+Zl0zckZrv3KKYZ4GDj3u4Pp9Mx03ful7/Zj4OwbmW0FcARHHgI8USAgPBwhIDwcISA8HCEgPBx1jwIBsWzDayR0/vz5lJ2d7ZlfP09ARDCxZOR3b2+h9zcUNop96zm96cen9nA95vNf7qVHPt3pWEbMSXxn6ijKSGvh2fZEKoCBM082wREceQjwRIGA8HCEgPBwhIDwcISA8HDUPQoERBnNAZkAACAASURBVDGDfgXEOFxeUQXN+ce7lJe3g04/7VT65XdOoU5tmnu25oxHv6SKqlrXcj8Z24Omnd3bM1YiFcDAmSeb4AiOPAR4okBAeDhCQHg4QkB4OEJAeDjqHgUCopjBoAIiDjtv3jxatGhR5MWH48aN82zJ0WO1dPZjX3qWG9O7Pc3/3hDPcolUAANnnmyCIzjyEOCJAgHh4QgB4eEIAeHhCAHh4ah7FAiIYgbDFJDDFTU0bu4KzxYP696Onrsuy7NcIhXAwJknm+AIjjwEeKJAQHg4QkB4OEJAeDhCQHg46h4FAqKYwTAFRLxxJPvBpZ4t/t7JGfTr8zM9yyVSAQycebIJjuDIQ4AnCgSEhyMEhIcjBISHIwSEh6PuUSAgihkMU0BEU2e/t40WrC1wbfXT3x9K2b3SFM9Mr+oYOPPkCxzBkYcATxQICA9HCAgPRwgID0cICA9H3aNAQBQzGLaAVFTX0o9fyKUtBxu/GFGcyvVje9AtSbYAXZw3Bs6KHfl/1cERHHkI8ESBgPBwhIDwcISA8HCEgPBw1D0KBEQxg2ELiGjusZo6euSTnfTP1fsj2/qKj9h297ZzetOFgzsrnpGe1TFw5skbOIIjDwGeKBAQHo4QEB6OEBAejhAQHo66R4GAKGYwFgJiNDk3N5funnUvZQ0dQvfNnqV4JnpXx8CZJ3/gCI48BHiiQEB4OEJAeDhCQHg4QkB4OOoeBQKimMFYC8g999xDWVlZdO+99yqeid7VMXDmyR84giMPAZ4oEBAejhAQHo4QEB6OEBAejrpHgYAoZhACogiQqToGzjwgwREceQjwRIGA8HCEgPBwhIDwcISA8HDUPQoERDGDEBBFgEzVMXDmAQmO4MhDgCcKBISHIwSEhyMEhIcjBISHo+5RICCKGYSAKAJkqo6BMw9IcARHHgI8USAgPBwhIDwcISA8HCEgPBx1jwIBUcwgBEQRIFN1DJx5QIIjOPIQ4IkCAeHhCAHh4QgB4eEIAeHhqHsUCIhiBiEgigCZqmPgzAMSHMGRhwBPFAgID0cICA9HCAgPRwgID0fdo0BAFDMIAVEEyFQdA2cekOAIjjwEeKJAQHg4QkB4OEJAeDhCQHg46h4FAqKYQQiIIkCm6hg484AER3DkIcATBQLCwxECwsMRAsLDEQLCw1H3KBAQxQxCQBQBMlXHwJkHJDiCIw8BnigQEB6OEBAejhAQHo4QEB6OukeBgChmEAKiCJCpOgbOPCDBERx5CPBEgYDwcISA8HCEgPBwhIDwcNQ9CgREMYMQEEWATNUxcOYBCY7gyEOAJwoEhIcjBISHIwSEhyMEhIej7lEgIIoZhIAoAmSqjoEzD0hwBEceAjxRICA8HCEgPBwhIDwcISA8HHWPAgFRzCAERBEgU3UMnHlAgiM48hDgiQIB4eEIAeHhCAHh4QgB4eGoexQIiGIGISCKAJmqY+DMAxIcwZGHAE8UCAgPRwgID0cICA9HCAgPR92jQEAUMwgBUQTIVB0DZx6Q4AiOPAR4okBAeDhCQHg4QkB4OEJAeDjqHgUCophBCIgiQKbqGDjzgARHcOQhwBMFAsLDEQLCwxECwsMRAsLDUfcoEBDFDEJAFAEyVcfAmQckOIIjDwGeKBAQHo4QEB6OEBAejhAQHo66R4GAKGYQAqIIkKk6Bs48IMERHHkI8ESBgPBwhIDwcISA8HCEgPBw1D0KBEQxgxAQRYBM1TFw5gEJjuDIQ4AnCgSEhyMEhIcjBISHIwSEh6PuUSAgihmEgCgCZKqOgTMPSHAERx4CPFEgIDwcISA8HCEgPBwhIDwcdY8CAVHMIAREESBTdQyceUCCIzjyEOCJAgHh4QgB4eEIAeHhCAHh4ah7FAiIYgYhIIoAmapj4MwDEhzBkYcATxQICA9HCAgPRwgID0cICA9H3aNAQBQzCAFRBMhUHQNnHpDgCI48BHiiQEB4OEJAeDhCQHg4QkB4OOoeBQKimEEIiCJApuoYOPOABEdw5CHAEwUCwsMRAsLDEQLCwxECwsNR9ygQEMUMQkAUATJVx8CZByQ4giMPAZ4oEBAejhAQHo4QEB6OEBAejrpHgYAoZhACogiQqToGzjwgwREceQjwRIGA8HCEgPBwhIDwcISA8HDUPQoERDGDEBBFgEzVMXDmAQmO4MhDgCcKBISHIwSEhyMEhIcjBISHo+5RICCKGYSAKAJkqo6BMw9IcARHHgI8USAgPBwhIDwcISA8HCEgPBx1jwIBUcwgBEQRIFN1DJx5QIIjOPIQ4IkCAeHhCAHh4QgB4eEIAeHhqHsUCIhiBiEgigCZqmPgzAMSHMGRhwBPFAgID0cICA9HCAgPRwgID0fdo0BAFDMIAVEEyFQdA2cekOAIjjwEeKJAQHg4QkB4OEJAeDhCQHg46h4FAqKYQQiIIkCm6hg484AER3DkIcATBQLCwxECwsMRAsLDEQLCw1H3KBAQxQxCQBQBMlXHwJkHJDiCIw8BnigQEB6OEBAejhAQHo4QEB6OukeBgChmEAKiCJCpOgbOPCDBERx5CPBEgYDwcISA8HCEgPBwhIDwcNQ9CgREMYMQEEWATNUxcOYBCY7gyEOAJwoEhIcjBISHIwSEhyMEhIej7lEgIIoZhIAoAmSqjoEzD0hwBEceAjxRICA8HCEgPBwhIDwcISA8HHWPAgFRzCAERBEgU3UMnHlAgiM48hDgiQIB4eEIAeHhCAHh4QgB4eGoexQIiGIGISCKAJmqY+DMAxIcwZGHAE8UCAgPRwgID0cICA9HCAgPR92jQEAUMwgBUQTIVB0DZx6Q4AiOPAR4okBAeDhCQHg4QkB4OEJAeDjqHgUCophBCIgiQKbqGDjzgARHcOQhwBMFAsLDEQLCwxECwsMRAsLDUfcoEBDFDEJAFAEyVcfAmQckOIIjDwGeKBAQHo4QEB6OEBAejhAQHo66R4GAKGYQAqIIkKk6Bs48IMERHHkI8ESBgPBwhIDwcISA8HCEgPBw1D0KBEQxgxAQRYBM1TFw5gEJjuDIQ4AnCgSEhyMEhIcjBISHIwSEh6PuUSAgihmEgCgCZKqOgTMPSHAERx4CPFEgIDwcISA8HCEgPBwhIDwcdY8CAVHMIAREESBTdQyceUCCIzjyEOCJAgHh4QgB4eEIAeHhCAHh4ah7FAiIYgYhIIoAmapj4MwDEhzBkYcATxQICA9HCAgPRwgID0cICA9H3aNAQBQzCAFRBMhUHQNnHpDgCI48BHiiQEB4OEJAeDhCQHg4QkB4OOoeBQKimEEIiCJApuoYOPOABEdw5CHAEwUCwsMRAsLDEQLCwxECwsNR9ygQEMUMQkAUATJVx8CZByQ4giMPAZ4oEBAejhAQHo4QEB6OEBAejrpHgYAoZhACogiQqToGzjwgwREceQjwRIGA8HCEgPBwhIDwcISA8HDUPQoERDGDEBBFgEzVMXDmAQmO4MhDgCcKBISHIwSEhyMEhIcjBISHo+5RICCKGYSAKAJkqo6BMw9IcARHHgI8USAgPBwhIDwcISA8HFUF5HBFDR2rqaWObZpTapMUnkYFiCJ+L/EJTgACEpxdpCYERBEgU3UMnHlAgiM48hDgiQIB4eEIAeHhCAHh4RhUQF5cuY8eX7ybKqtrjzdk/ICOdNcFmdSpTXOexvmIAgHxAcumKAREjR8ERJEfV3UMnHlIgiM48hDgiQIB4eEIAeHhCAHh4RhEQGa8s5XeXXfQtgHd2reg56/LijwRCfMDAVGjDQFR4wcBUeTHVR0DZx6S4AiOPAR4okBAeDhCQHg4QkB4OPoVkMXbium2f290PfiEQZ3o/u8M4GmgZBQIiCQoh2IJKSCVlZU0Z84cWrhwYeS07777bpo0aZIjqQULFtB9993X4O9TpkyhadOmedLFFCxPRKEUwMCZBzM4giMPAZ4oEBAejhAQHo4QEB6OfgVk5rtb6a1c+6cf5hatvPM0CnNJCARErT8kpIDMnTs3QkUIRElJCU2fPj3yv7Ozs21pCQFZsWIFzZgxg1q2bOmLKATEF66oFcbAmQctOIIjDwGeKBAQHo4QEB6OEBAejn4F5OIncujAkSrPgy+aNobSW6V6luMqAAFRI5lwAiKEY+bMmRHpyMzMjNAxC4kdLgiIWieKh9oYOPNkARzBkYcATxQICA9HCAgPRwgID0e/AvKDf6ylDfuPeh588W1jqE0LCIgnqDgpkHACkpeXR7NmzYr8ZwiIl2BYp2DJTr8SOcQTkPjoyRg48+QBHMGRhwBPFAgID0cICA9HCAgPR78CMvezXfS35XtcD96+VTP6ZNpongZKRsETEElQDsUSUkAeffRRmj17NokfL/HxEhAzG2PK1uTJkxusG1m9enUjhCNHjqTS0tLAGXjsscfo448/pttuu43Gjx/vO87atWvp97//PQ0bNoz+8Ic/+K6fSBXED4NKLhKJhcq5gKMKvW/rgiMPx7Zt21JZWRnV19fzBEzSKG3atKHy8nJwVMx/69at6dixY1Rb++02sIohk7K64FhVVUU1NTVS519SUU0T5q1osP2uteLsS/vT5BEZUvG4ConrPD7BCSSkgPh9AmLFJ4Rl165dDRah//SnP21E+ZlnnqHq6urA9P/0pz/RBx98QHfeeSdNmDDBd5yvv/6a7rjjDhoxYgQ99NBDvusnUoVmzZop5SKRWKicCziq0Pu2LjjycExNTY0M9iAgajzBUY2fURsceTg2bdqU6urqfH2vv9xRTDc8v4rKqxpLy09OP5F+d/FAnsb5iCKu8/gEJ5BwAhJkDYiMgDghxhSs4J2PsyamDvHQBEdw5CHAEwVTsHg4YgoWD0dMweLh6HcKlnHUI5U19I8Ve+lfn66i8toUumR0f7psRA/K7hWbJxGYgqXWHxJOQAQOt12wrFOsxJa9b775Jl1++eWRHbBkds0yI4eAqHVArtoYOPOQBEdw5CHAEwUCwsMRAsLDEQLCwzGogBhHv/HGG6mgoICefPJJ6tKlC0+jAkSBgASAZqqSkALi9h4QuzUeQliee+6541i83hsCAVHrdNGojYEzD1VwBEceAjxRICA8HCEgPBwhIDwcISA8HHWPkpACEmZS8AQkTNrOx8LAmScP4AiOPAR4okBAeDhCQHg4QkB4OEJAeDjqHgUCophBCIgiQKbqGDjzgARHcOQhwBMFAsLDEQLCwxECwsMRAsLDUfcoEBDFDEJAFAEyVcfAmQckOIIjDwGeKBAQHo4QEB6OEBAejhAQHo66R4GAKGYQAqIIkKk6Bs48IMERHHkI8ESBgPBwhIDwcISA8HCEgPBw1D0KBEQxgxAQRYBM1TFw5gEJjuDIQ4AnCgSEhyMEhIcjBISHIwSEh6PuUSAgihmEgCgCZKqOgTMPSHAERx4CPFEgIDwcISA8HCEgPBwhIDwcdY8CAVHMIAREESBTdQyceUCCIzjyEOCJAgHh4QgB4eEIAeHhCAHh4ah7FAiIYgYhIIoAmapj4MwDEhzBkYcATxQICA9HCAgPRwgID0cICA9H3aNAQBQzCAFRBMhUHQNnHpDgCI48BHiiQEB4OEJAeDhCQHg4QkB4OOoeBQKimEEIiCJApuoYOPOABEdw5CHAEwUCwsMRAsLDEQLCwxECwsNR9ygQEMUMQkAUATJVx8CZByQ4giMPAZ4oEBAejhAQHo4QEB6OEBAejrpHgYAoZhACogiQqToGzjwgwREceQjwRIGA8HCEgPBwhIDwcISA8HDUPQoERDGDEBBFgEzVMXDmAQmO4MhDgCcKBISHIwSEhyMEhIcjBISHo+5RICCKGYSAKAJkqo6BMw9IcARHHgI8USAgPBwhIDwcISA8HCEgPBx1jwIBUcwgBEQRIFN1DJx5QIIjOPIQ4IkCAeHhCAHh4QgB4eEIAeHhqHsUCIhiBiEgigCZqmPgzAMSHMGRhwBPFAgID0cICA9HCAgPRwgID0fdo0BAFDMIAVEEyFQdA2cekOAIjjwEeKJAQHg4QkB4OEJAeDhCQHg46h4FAqKYQQiIIkCm6hg484AER3DkIcATBQLCwxECwsMRAsLDEQLCw1H3KBAQxQxCQBQBMlXHwJkHJDiCIw8BnigQEB6OEBAejhAQHo4QEB6OukeBgChmEAKiCJCpOgbOPCDBERx5CPBEgYDwcISA8HCEgPBwhIDwcNQ9CgREMYMQEEWATNUxcOYBCY7gyEOAJwoEhIcjBISHIwSEhyMEhIej7lEgIIoZhIAoAmSqjoEzD0hwBEceAjxRICA8HCEgPBwhIDwcISA8HHWPAgFRzCAERBEgU/VkHjgv3lZMf1u2h1bvORKh2btjK5oyphtNHtHVN91k5ugblksFcOShCQHh4QgB4eEIAeHhCAHh4ah7FAiIYgYhIIoAmaon64Dv/5buob8u3mVL8bTMdHr8u4N9EU5Wjr4gSRQGRwlIEkWSXUAOlVfTe+sLqayqlrK6taXTM9MlqDUuAgEJhK1RJQgID0cICA9H3aNAQBQzCAFRBMhUPRkHfMt3HqabXl3vSvDO8Zn0/ewMacrJyFEajo+C4OgDlkvRZBWQuvp6mvnuVnpnXWEDOl3bNafZl/SlU070JyIQEJ7+CAHh4QgB4eGoexQIiGIGISCKAJmqJ+OA784Fm+njTUWuBNNbNaNF00ZLU05GjtJwfBQERx+wICCNCNz46nr6cudhRzLPXDuURvVMk4YMAZFG5VoQAsLDEQLCw1H3KBAQxQxCQBQBMlVPxgHfKQ8to5q6ek+CK+8cS01SUjzLiQLJyFEKjM9C4OgTmEPxZHwCIm4qiJsLbp9+J7Sm134yQhoyBEQaFQSEB5VrFAhICJA1OAQERDFJEBBFgEzVk3HABwFh6jxRCJOM/TEKGCkZBeTBj/Lola/2e+IUTzbFE06ZDwREhpJ3GTwB8WYkUwICIkMp8ctAQBRzDAFRBMhUPRkHfPE4Bas+8kCmnlIkn7gwpT/uwiRjf4xGEpJRQG7910b6fHuxJ85//HBYZGG6zAcCIkPJuwwExJuRTAkIiAylxC8DAVHMMQREESBT9WQc8MXTIvQXV+6jvy3fQ4fKqiMZ7Znekm48oyddMvQEpgzrFSYZ+2M0MpSMAnLfwm30xpoCT5wLf5FNXdo29ywnCsRSQPKKyumDjYeovv6bGxMTBnWkzE6tpdodb4UgIDwZgYDwcNQ9CgREMYMQEEWATNWTdcAXD9vwTn11Pa1wWDA7aVgXmnlxX6Ys6xMmWfsjd4aSUUD+uWo//fHDPFeUnds2pw9+kS2NO1YCcu972+jNtY1l6vJhXegeDa8LEBDpLudaEALCw1H3KBAQxQxCQBQBMlVP5gFfLF9EKJ58PLxoh2sWH7p8IJ03oCNTpuM/zNFjNXSsaWtKrS6n9q1S47/BcdzCZBQQMY3x2ufW0KaCMsfMPHz5QBrn4zsVCwH544fb6Z+rDjiew3dHdaXfXnBSHPe+xk2DgPCkCwLCw1H3KBAQxQxCQBQBMlVPZgExEF5xxRWR//n6668HpuqX4/mPrzw+7crpoGNObE/zrxkSuE26VPx6zxF64KMdtPHA0eNN7pHeku46P5POOMnfext0OedotzMZBUQwLSqrpumvb6R1+77tSwZr8URRPFn08wlbQA4cqaKLn8jxbOJ7N2WTeLeJLh8ICE+mICA8HHWPAgFRzCAERBEgU3W/A2emw8ZVGA4BaZ/egQ6XeC+AFScuXpY2+k/LPBmIDYBzfn2aZzmdC4h3Noh3Nzh9ku0pEFcuk1VADH6Lthyip159hw4cLKQLzjuHbrxgGHVsLbfzlTkHYQvIM0v30OOLd3l2g5vP6k0/Pa2HZ7l4KQAB4ckEBISHo+5RICCKGYSAKAJkqg4BIQoqINsLy2ne4t306ZZDx7Nxbv+OdMtZveikzs6LRcWGV9kPLvXMoNgQK+fOxBUQMWXmoidy6ODRKkcWTZuk0CfTRlPbFpiS5dlhTAWSXUAEinvuuYdyc3Pp3nvvpaysLD/4jpcNW0CeXLKbnlqS79nWqWf0oqln9PQsFy8FICA8mYCA8HDUPQoERDGDEBBFgEzVISDBBGRVfin9/JX1VGvzQkMxaH7qe0Nc37j8nadWUX5JpWsWhcz8efJApkzHX5hFmw/RHW9u8mzYbeeeSFNO6e5ZLh4KbC+qoGU7Sqh9y1Qa178DtW4eG3GCgOgpIH9fvof+8pn3E5Bbz+lNPz4VT0Di4TsfZhsgIGHSjt9jQUAUcwMBUQTIVB0C4l9AxJ37S57MITFf2+kj5me/e2M2Ob3W4911B2nGO1tds/jE1YPp1D6JuwZi/pJ8mr9kt2dP/vnpPenGM3t5lotlgfX7j9Ls97bTloMNF0BfPSqDfnN+pmM/iFabISB6CkhpZQ2d+5cVnt3i01vHUFrL2MitZ+NsCiT7E5CKqlr6cPOhyNPerIw2dMqJ7QO98wkCEqT3JV4dCIhiTiEgigCZqkNA/AuIjDyI9My5tJ/r+zxmv7eNFthstSnq/nLcifTDMXrc9Q/aFWXnu8e7gGw5WE7X/WMtVdfW2aI4LTOdHv/u4KCYAtWDgOgpICLZ//hyLz366U7HvE8/90T6kSZPBI2TSGYBeeLz3fT0Fw2n1Z3QtjnNurgviWuDnw8ExA+txC0LAVHMLQREESBTdQiIfwGRvXMvM09bTEN6ddV+WrGzRLwInc4d0ImuGdU1oZ98GF13z+FKmjh/lWdPfuzKQXRW3w6e5WJV4Kcv5dKq/COuh//TpAE0fmCn0JoIAdFXQEQneSlnHz388Q5xSTj+EZtS/Gp8H7o2u1to/YjrQMkqIPe9v53e+Np5S+W/Xj2ExvZpL40ZAiKNKqELQkAU0wsBUQTIVB0CElsBMdIYdCE8UzeIWRixBkRImNMnq1tb+scPh8WsfV4HrqiupTMe+dKrGH13VAb99oJMz3JcBSAgeguI6AflVbX0x1cW0ZKVX9MZo0fQb793HrVu3pSri4QaJxkFREzLFE9G3T5d2jWnhTfJvxgTAhJqt43bg0FAFFMDAVEEyFQdAuJfQJbvPEw3uWwda6TmiWuG0Kknyt3dSlYBqaqtoxtf3UCr80sb9eiBXdvQvKsGUac28fu+g7yiCrrymdWe38bsXu3p6e+H904XCIj+AiI61auvvhr575prron8p+snGQXkr4t30f8t3eOZsr//IIuG92jnWU4UgIBIYUr4QhAQxRRDQBQBMlWPlYCI3aNeW7Wf9hw+RhXVddShVWpkms0IyQsx0+lHwgQZ/F/3/Fpab/OyM6NdQ7q1pRd83LkP0gZOBrGO9XbuQfrPsvWUu6OABvXuQheOHkhiAbfTIv5Yt9c4/qGyKjr/ce8Xx104uDP9cWL/0JoNAYGAhNbZJA6UjALy8KId9OLKfZ50/Kz3g4B44kyKAhAQxTRDQBQBMlWPhYDkFZXTL1/fTLuKKxqdhRh03hXiVJWgArL38DG68bX1lF/ceCvdnh1a0pNXD6Hu7VtIZynZBUTnu70THs+hwjLnHdHEuYW9bSoEBAIiffEJoWAyCsi8/+6iZ5d5PwF56PIBdN4AufVhEJAQOqsGh4CAKCYJAqIIkKl62AIinnxc+czXtvJhnNKvzutDPxgd3kLLoIP/Y9W19H/L9tBbaw5QQVkNdWmTShOHd6Wfje1BLZr5m6sdtA1M3SAuwug63eTjzYfoTpf3mfTs0Ir+ff1wata0SWicISAQkNA6m8SBklFAPtxYRL/5z2ZXOuKdUV/88hTpawMERKKzJUERCIhikiEgigCZqoctIC/n7KM/fbzDtfVioLb09lOoSUjzb1QH/xwDZ9U2MHWHmIZR4SjWkvx7dQEdrqiOnEPHNs3oyhFdSfzAh/F59av99MBHeY0O1adjS3p48kDK7NQ6jGYcPwYEBAISaofzOFgyCohA8pMXc+nrPc475N05PpO+n50hnSoIiDSqhC4IAVFMbzwISJ+BQ2nKr+5VPBO9q4sfhtLSxguAo3VWzy3No083OG9LaBx3zuTh1KNDOIO22T+/MnLYmU/9O9Bpf/rWq/TZW6/ROROvpnMnBlsoqtqGQA2Ps0pBOa7fe5j++skWKjtW0+CM0ls3p5vP60/9usgt8FTFUXjkGL29fB2tWr6E0jt2onHjxtM5A7vGZB2LGKiUlZVRXZ39u0lUz1WH+s89fA/t2LQuco0X1/ogn7Zt21J5eXnMOAb9TgQ512jWadOmDVVWVlJtbW00DxN3scurauiRDzbR1oLGEnLp8O501ejenm0WL759d+1e+mj9fiop/2aq54heHeiS4d1oQNc0z/rmAo/99iYqKSqgJ598krp06eKrLmdhceMTn+AEICDB2UVqxlJAVq/JpXtn3UM9+w+lq25NbgERP7BHjx5VzKZ89ec+30KrdhZ5Vrjl/CHUz+fF1TOoQ4FHp30jINPnBhOQZe++Ssvee43GXnw1jb0kmICotiHoucdTvSAc9x+uoAfe+ZrEj7Tdp1lqE/rdxBHUobX8ehwVJvlb1tG//hL7a4sY8ImBc70TGJWT1KSuyIPIh7jGi2t9kE/r1q2poqIiZhyDfCeCnGe06wiOx44dSzoBMbiuyS+mxf/9jAr27KK+Q0fRRWeOpi5prTyxiynLcz9cTzsK7Z+iTDmzP406UW79iDjYs7NuolIIiCf3eC8AAVHMUCwF5K0lufS3h2M/SFBEyFI9bAF5a9Uu+nj9Xs+2z7kym9q2bOZZjqOA6uCfY5Cg2gYODrGOEYTjc59vpVU7C12bfnr/LnT1KSe5lqmuq6NP1u+jXUVlVFJ+jDLat6KBGe1pzEkn+MICAfGFK6qFISBRxesreLILiID1wQvzaP3yT2jCdbfQkFPHSfH715d59PkW9xkD4gaLjMxAQKSQa1EIAqKYplgJyN6yevp0RXzcpQyKcG9xOS3dWkBrdx+imvp6yurZgUZndqJ+XeTenpfKPQAAIABJREFUOWE+btgCknfwCD32wTrXU+/VqS396qIsaTziLpFYLxJ0yYjq4D/IwNl6cqptkIYVxwWDcPzli8savC3a7vTEmqI/fe8UxzMvKK2g+Ys2UlHZsUZl+nZJo1+MH0RNm8gtIIeAxE8Hg4DETy4gIP4FRPyu3fHycs/r2/gh3WniKO+pXBCQ+Pk+qLYEAqJIMBYCUllDlFNQTzs36ysgX+0opH8s2WpL/5IRvWhCVg9fmQlbQETj3O7qiIHe7RcOpR4d27ieR8WxGlqwahct337w+PSI3p3a0mUje9GADH8ipjr4DzJwhoA0Tm8QjtNfXCbV3x/9wVjbcmKK0gPvrCExlcvpMzrzBLru9L5Sx+ESEDFzKqhQi4ZiChZFpsJhCpZUt416IQiIfwEpPFpJcxZ4v+R0UPf2dOO4wVI5xBQsKUxxXwgCopiisAWkrp5oTWE9lVZR5EcpHuZp+0W4s/AoPfJ+rmu1688ZSMN7dpAOHQsBEY37dOM+emvVbqo1LZIVTz6+d0qmp3wcLq+iRz9YR8U2d6xF7Cln9adRveXnxUJApLtLVAsGEZBfvfxlgz5k18BWzVPpj98dbdv25dsO0svLtnme1x+uzKY2ElMCVa4tG/aU0Ltr82l30TdrspqlNqWzBnShS4b3olSfW/hCQCAg4jr5xbaDVFFVTSmUQm1bptI5AzKouc8twj2/HBIFICAQEHM3wSJ0iS+NSxFXASkpKaGZM2fS9OnTKTMzU+1ICVo7bAHZfrie8v+31lplkBDLdPzj8y30lccC7m7prek3lw6XbmasBEQ0sK6+nl544mHauyefvjvlRuo7YJBUu59YtJE27StxLJuSkkKzLh9F7Vs3l4oHAZHCFPVCQQREZo602xSFd77eTR/mer8s7KoxmXTmgK6eDIJeW77YeoBeW954G19xwJ4d2tBtFw6VfleAqAMBSW4BWbWriP7x+dZGi+dbNWtKPz13IPXr4m/3JM+O71EAAuJfQDAFS7XXJW59XwICIWncEcIUEPHUY/XBb7fJCTpIiHV3vv3l5VQnHuV4fB659lQSg3Cnjxj4/3fTftpx8AgVV9RQxzbNqe8JaXTmgPC35fM7TaK0oprueT3HCwFdOLwXXTxMbjoaBMQTZygFggiI2ObygbfX0OEK+zeRn9CuJf36UueXAMpuinDpyN50wdDunhyCXFv2lpTTg++scY19at8u9P2x7gvpzQEgIMkrIJv3H6a/frzBsT+lNmlCM74zktLbyN2g8ez0EgUgIP4FRGCVucGCRegSHTDBikBAFBMaloDU1hPlHKinStP240EGCYqny1Jddr77I9eOdZw/XlpRRU9+son2Fpc1alPvzm3pF+cNppYhPqL3KyBfbj9ILy31njJz9qAMuiK7jxR3CIgUpqgXCiIgolFirvTzn2+lnf+bumQ0VCwgn3JmP0pr5TzQWrgmnxauzfc8t19dnEW9Orb1LBfk2vLmVzvp0w37PGP/+dpTpV/OCQFJXgH588Jc2mX5Llg719kDu9EVo0/07HNcBSAgwQQE2/By9cDEigMBUcxnWAKyubiO9pc3fBoQZJCgeLos1f/8fi7tKnR/Z0fL5ql0v8N8d9GIR99f57inuPj7wG7pdNN5clOhOE7Kr4CId4iId4l4fc4Z1I0mZ8v9wEJAvGiG8/egAmK0Lr+4jP5v/l9JbBtz083TqGtaS8+GCyGf+cZXju8REQEy0lvRXZeO8IwlCgS5tjz0Xi7lH/J+F8+9V5zsKlPmBkJAklNAxNPt219a7tlX3dZFeVYOUAACEkxABGqxIYXYul7MWhDXK/EZ0qMDjR/SjcRNFj8fLEL3Qyt+y0JAFHMThoAUV4qF53WNpiMFGSQonq5tdb873azYXkgvLrXfAcs4wIXDetLFw3vaHm/TvsP0xCLnR/NGJTFlpXt6OG8h9ysgldU1dNdrKz3TcenIXnTBUEzB8gQVRwVUBSQi2AFeKpmzo4ieX2IvtWJXttsmDKXendx3ZTsuQQE2uBAbS4gNJrw+912ZTe0kFsKLOBAQNQERA71lWwuoSWozqqmupoHd2lPmCe28UsT+d7/fiZraerrjFW8BEbfkHnHYGY79JIgIAhJcQKzXll4DsujKabMDpQkCEghb3FWCgCimJNoCUlNHtPJAPVXVNW5oLAVEzFl/Z/VuWrqt4Ph6jgHd2tMlw3pSH4kfuCcXbaSNDguw+3RuR7dOGOI4TUN2uslFw3vSRcPsJUYx7Y2q+xUQEeDFpdtoxfaDjk0RCy1nTz5ZereXIINW88H9DhLsGq7aBu68xCJeLDmu31tM/165k4qOVB4/9f5d0+iK0X1IbOwg+wlybZFZhyKWdP35+85TK63tg4AEF5DPNu6jN3J2Nkr5oO7p9LOzB/jekUy279iVC/Kd+OVLyz3f3N6zY1u642L5dy2pnIOoCwGBgJj7EHbBUvtGeQqI2AErN9d9y9SsrCx69NFHKT09Xa01GtaOtoCsP1RPhQ5b+wcZJHAgLimror98tJ4OHf12kGOO+/NzB0YerXp9Fm3YR0Imqmq+WdjSpEkKnTMwgy4b2ZuaNnFefP7e2nx6f433fHchH0JCwvgEEZCa2jp6/OMNJF5qaP2IBZY3jh/ka5cX1cF/kEGCtd2qbQgjV9E+RjxwXPjSk7Ruxed00TU/paFj5d5WbOYS5NpSXFZF9775lesLx84b0p2+I/myMdEeCEgwARHvFXrZZY1Z/4w0unn8kGh/FY7HD/KdeGXZdlq2rcC1jVeO7kNnDcwI7TwgIBAQCAjf1w3vAVFkGU0BKSivp43Fzg0MMkhQPN1I9cc/Wk9bDpQ6hhIiMefKbGrdPFXqcI/cdg3VUwrd/tgrUuUXb9pP/165w7Psj07vRydndvYsx1EgiIAYxxXn88XmvbSv9Bi1aJpCp/brRucN7uZ7dxfVwX+QQQIEpHHviQeOH7wwj9Yv/4QmXHcLDTk1HAERJNbtKaanP91k+5US87xvOX+IrxcTQkD8C4hY8HvXayuoutbmsbkpMz87ZyBl+XjXksp1Msh3Qryk9cH31jq+J0lMJRPTCsP8QEAgIBAQvm8cBESRZbQEpKqWaMWBOqqtd34SEAsBES/Nm/3mKk9qft5m7nfgLH5Yf/+vnONPTuwaI3YMmjV5lPRuO54n5FFARUBEaDFYFINGMVgUg8YgH78crccIMkiAgEBArAT2FJfRZxv308q8AqqrT6Fu7VvSWYO60en9vN8/Yo0FAfEvIOv3FNNTDhJo5ivWlok1ZmF8gl5bxEsIX1q2vdH7ksacdAJdc0pmqNPIBCcICAQEAsJ3xfAUkJycHJo6dSrNnz+fsrOzGxzZ7W98TYzvSNESkLWF9VR8zP3cYyEgn28+QP9aYf+iMXNrxw3uRpNOjt7uTev3lNBTn250BPSL8YNpQEb70DoPBOQb1KoSFFrConigoIMtc5NUOcbqCYj5HFS/EyIWBMS/gHy6YS+9+dUuzx7uZ4c9z2AeBVS/E/v276dn5v+V2rRtSzfdeju1bCb3dF213db6EBAICASE71vlKSBz586NHG3atGm2R/X6O19T4zNSNARkb1k9bXV+QfZxELEQELc3HZszJKYQfSeKAiKOtfVAKb2+ciftLfn2XSDiHSBXnHyi1EJ4zh6lOtjCExDObMQ2lupgi0PkICCx7QOcR/d7bdly4DA9/pH3LoETsnqQeFIdxkf1O1FaVEBi56O0Tl3o+llPhNFk22NAQCAgEBC+r5/UInQhH9anH0YTxFMQISFYhO4/KfPmzaNFixZF5G7cuG/maVfWEOUU1JN48aDXJxYCcrSymmb82/sN3t8ZdSKdN6Sb1ylE/q56t3fJwtdp6Udv0RkXTKTTLrxC6pjchfwOEqzHh4BwZyR28VQHWxzfCQhI7PLPfWS/15b6+nq6+/WvSFyr3T7TLhgi9f6FPYfKKHdPcWRHqr5d06h/V/9PllW/ExAQ7l4VPB7XtQXb8AbPQaLU9BSQmTNnktgJKzMz0/ac8/LyIvIxe/Zs7ILls1fYCcjqg/VU+s07ejw/sRAQ0ai//Xczfb37kGP7xMuh7p08ipqlNvU8B47BlsqP27HqWlqypYCOVdeQWB3bsW1zOiXzhEbvXPE6Eb+DBAiIF1F9/67SH42zVpVyrkFCz/5D6apb7w2UDNXvhDgopmD5n4IluK3LP0RPf7bZMW8jenWkn5w9wDWvh8uP0d+XbKW8goa79HVPb0PXndHX1zuWVL8TEJBAX8GoVOK6tkBAopIerYK6CkhlZSXNmTOHJk+e7PoE5I033qAZM2ZQy5beb+yNRzrGeS5cuDDSvLvvvpsmTZok1VTOKVi7SutpR+MdWR3bESsBEYP1eR9voN1F3059Mhopts+9KbJ9rPxdMtXBVtAftw17S+iZzzZTTV3D3WK6prWiH5/V39d7E1QHW3gCIvV106JQ0P5oPjnV7wTXIAECEvsuF/Tasja/mJ5fsrXRZh2n9+9CV59ykuuJiS3CH3x3DRWU2m+13qpZKt112XBq37q5FCDV7wQERApzKIW4ri0QkFDSFdcH8VwDsmDBAtq1a5frGpDevXtLD9jjkYZ5HUtJSUnkiY/btDPzOXAJyJgzz6VVBfWR7WhlP7ESENG+uvp6+nj9Pvpiy34S+/83a5JCp/btQuOHdqcObVrInkKknOpgK8iP27YDpTT3o/WO7RQ/rL+7bAS1aCb3FCfoIMFoAATEV5eJ68JB+qP1hFS/E1yDBAhI7LuayrVFbMn73uIvaeWyz6l775Po+5Mvk3oLvXjJ7Ifr9rie/JjMzvSD0/tJAVL9TkBApDCHUojr2gIBCSVdcX0QTwExng6IszA/5TD+PT8/X+v1H0I4rNPM/Cys5xCQm2+ZRulDz6WyGn99JZYCovvA+ZH3c2ln4VFX4H62qVQZJIhGQED89f14Lq062OKQcq5BAgQk9j0tFteWmW98RWILXLePuFX2yA/GSgFS/U5AQKQwh1KI69oCAQklXXF9EE8BMVovnoTcd999DU7Gz1SleKUg1rDMmjUr8p+xzkWc64oVK6SmlXEIyHevv5l6jDrPNyIIyDfI/P64ibuCv3p5uSfvzmmtaMbEEZ7lRIFYDBKsDVO9a+6Xox0Y1TZIwY7zQvHAkWuQAAGJfWeLxbVl+ovLpE5cCIjMM3vV7wQERCodoRTiurZAQEJJV1wfRFpA4vosFBpnt4jeTkCeeuqpRkf5+c9/TnfddVfgo2/bto0OHjxIHQeNpTYZ7nNy7Q5yrOQAFaz+mFqkd6EuI88P1I7DeWvo6J7N1G3sJGqS2sx3jLL92+nQxmXUOiOTOg06zXd9UWH3py9F6vU699pA9Q/nraXSnWsp7cRh1D5zmGcM8XLHL4519yyXQvV0Zsu9nuVEgYLVH9GxkgLqMnI8tUj3/8I1HTnagVHN5ZH8TXR4+2rKGHMppbZqK8XeXKiuppr2Ln2D0noNobQ+Wb7riwpFG5dR5aG91P20yyklpYnvGH77YzQ4Fm1cSuX782J6bVH9TlQdLaEDOe9Rx4GnUJuMvr7zICocyFlI9bW1lHHKpYHqH92fR8WbltEJw86llh3ldvUzH6i+vo72Ln2TWnbsTp0GyT0tsDZUlaNxbRG/MeK3RuaztLIb1ZB33z+rpfs0LeNYqt+JmsqjtG/Zf6hpyzbUfazc+kzreZbu2kCHd6yJ1G/a3P961bqaKtq7dAGlnTiU0noPkcHYqEzRhqV0rHg/dYtcW2TUrWGIisI9VJj7X+o0+DRq3bVPoDbs//JtatKsBXUZdUGg+nzXlq6R38sgn73LFlBtZRmNGjWKWrTwN+U7yPGc6tx///2c4ZIulpKAGOslBDVdt+GVfQIiXsRo/YgXNP7mN78J3GkKCwtp+/btdMLJF1KLdh19x6mrrYlcENt2y6T0vif7ri8qqP64VZeX0v4V71J6v5OpXQ/3XVWcGliw6kOqraqkbqdODHQO5Qd2kLgodh56NrXq3MMzRn090efHvMu1bVJFo5of9IwnChzeuY6O7FoXGbQ2SZVbmGkOXHOsnPYtf4vaZ46gtF6DpI5pLXRwzSdUXVZK3U8L9gNdUZhPhesWU6fBZ1DrLr0DtUH8MKS2bBv4h4Xvxy24lBs/bt3GfidyLn4/lYf20cG1n1GHgadS2wz73QO9Yu5b/jY1SU2lrtkXeRW1/XvZvm10aNOX1HX0xdS8bbrvGOLasm/pm9Smez9KP2mk7/qiQsn21VS2d2tksNWkqf8XxyWClLMMnHfkUunu9dT9tMmBbhLVVByl/SveofYnjaR2PQdK5XJbdXvaW+ve9zs1qaQhzYuk4pUX7KKi9Uuoc9ZZ1KpzT6k65kJiC2AhIM3TOlHnoWf6rs/xW/ftDT/1gXPQa4uqyAkOyjeJ9mymkq1fUcaYS6hZ6zTfuRA3ifYtWxDpi2l9vG8Y2h2gePMKqijIo+yTTw4kcr4b7VDhgQce4AqVlHECCYjxBnRBLCMjI/IeEKdteuOdaizXgIg7IOnp6ZSz4xDluy9HiBpG1cf7UWuYz8Bt27alo0flIT773020Znex61Euzz6Rzh3k/66nz6bHVXG/HLkbz/V4X2XqkHjhmZjyIV54Jl58FuQTa45B2hxvdRJhXVQ8TR2qqKiIvMtD5lN2rIb+8NbXVH7M/l0i4rfrzouHUfcOrWXCxUUZ1d86Y8ozx9ShoNcW1alsIhHxME22VatWVFVVRbW1tYH7xsldUqit/0kbgY9nV7FjR/83jlkboHkwXwIiROO55547fsriqYDTCwp14hKrXbAMASk6VBzZAcvvInQOxqoXZY42cMTwO+ArPFJBD7ybS9U19hfAXp3a0u0XZolXgyTVxy9HbjgQEG6i+saDgPDlTrzB24+AiCPnHyqjv3++hQqPNNyKt02LVPrxWQOof1f/d7/5zsh/JNXfOgiIf+ZONSAgfCx1juQpIMY0q9zc3Mh5Cuno27evr61q4x1QrN4DYghIcXExHa2u970NLwdX1YsyRxs4YgQZOOcXHaUXlm6j/YcrGjRhSI90+tEZ/ahlM//TRjjOJZYxgnDkbC8EhJOm3rEgIHz5CyIg4ujiicmK7YVUVH6MiFKobYumdHq/riTe96TbR/W3DgLCl3EICB9LnSN5vgldvBNDfMxrPPy+K0NnQF5tV9kFyywg4jh+X0To1TaZv6telGWOEUYZlYHzjsIjtGnfYWrapAmN6tOJOvl8j0kY5xfWMVQ4crQRAsJBMTFiQED48hhUQPhaEPtIqr91EBC+HEJA+FjqHElKQHr27NlgS1oIyLcp5xQQEXX1wXoqdd9+nbW/qV6UWRujECzWA2eFpsdV1VhzhIDEVXeIaWMgIHz4ISDqW6VDQPj6IwSEj6XOkXxNwTIWnHfo0CGhpmCpJJBbQCpriHIK6qlWbq2gStMjdSEgyggTKgAEhAiL0OOjS0NA+PIAAVH/rYOA8PVHCAgfS50jeQqI+eQSdRG6SgK5BUS0ZW9ZPW0tUWmVfF0IiDyrZCgJAYGAxEs/h4DwZQICAgExehN2weL7XmEXLDWWvgTEOJR5G96LLrpI6o3has2M39rREBBxtmsL66lYrPuL8gcCEmXAmoVPZgHZtP8wfZy7hzYfKI1krUObFnTuoAw6J8BWzLHmqFm3s22uqoAcKjtGcx/7c2Tx9C9uuY1OSGvlG4vqtqe6bsPrG5QGFVR/6/AEhC/JeALCx1LnSIEExDjhRHgRoWryoiUgVbVEKw7UkXhrdzQ/qhflaLbNT2wM+PzQci4ba46xWgOyZEsB/fPL7bZg+nZJo1vOH+zrhVex5sjTG2IbJaiAlB2rpue/2EYb9zZ8jCzyeN0Z/ahDa/kXhUJAYtsHOI+u+lsHAeHLBgSEj6XOkaQExDz1asqUKTRt2jSdz5m17dESENHIgvJ62uj+rjzlc1G9KCs3gCkABnw8IGPNMRYCsrPoKD2y8Jttxp0+E4b1pEuGy7/BOdYceXpDbKMEEZDqujp6+L1c2l9Sbtv4jm1b0K8vGU4tmzWVOjkVAamqqaVFa3fQsg8WUItWbeiSSVfRiBM7SR2XuxCmYGEKltGnMAWL79uFKVhqLD0FZMGCBbRixYrj06yEjPTu3ZsmTZqkduQEqR1NARGI1h+qp8KGr6lgJQcBYcWpfbBYD5xjISCvrcijLzYfcM1dapMm9ND3T5HOb6w5Sjc0jgsGEZB3vt5NH+bucT2rswZm0JWj+0ideVAB2bC3mJ5dvIWqa+oaHKdnxzZ0/VkDSIhQmB8ICAQEAsL/jYOAqDF1FRDjBX2TJ08+/sbzvLy8yDtBZs+eTenp6WpHT4Da0RYQ8fu18kA9VTX8HWMjBwFhQ5kQgWI9cI6FgNzz+ldUWuG99/UDV4+hFpJ3zmPNMRE6YxABmfHvHDpaWc0mk0EEZMuBw/T4Rxsc29A5rRXddclwSm0a3em15gZAQCAgEBD+qyIERI2p53tAZs6cGdlyNzMzM3Ikse7D+m9qTdC7drQFRNApriRaU1jnaw66LFUIiCyp5CgX64EzBCQ5+pnMWQYRkOkvLpMJTY/+YKxUuSAC8tB7ayn/UJlr/EtG9KIJWT2k2sBRCAICAYGAcHyTGsaAgKgxDSQgQkjEOpDs7Gy1oydA7TAERGDaXFxH+8v575hBQBKgEzKeQjIKCKZgMXYgxlBBBOSOV76kmlrvx8XREpDaunr61cvLPSn06tSGfnXRMM9yXAUgIBAQCAjXt+nbOBAQNaYQEDV+FJaAiBcT5hyop8paxQZbqkNAeHnqHi0ZBQSL0OOz1wYRkFeXb6elWwtcT2h4r450/dkDpE7a7xOQiqoa+u0/V3rGbtGsCT1wtfyaIs+AHgUgIBAQIeaLN++nz/7zSqS3TLjiBzS2XxdqksJ/Y9Orv2IXLC9CyfF3TwERTztyc913iMnKyoqsC0nGNSFhCYjojqVVRKsP8r4iHQKSHF902bNMRgERbLANr2wPCa9cEAE5dLSS/vDWGqqts38KIoZad1wyjHp0aCN1In4FRPYJSP+MNLp5/BCpNnAUSnYB2VV0lP71xpsk3ssy8vTz6MJTh1Gr5nI7oRn8dd6Gd/P+w/TsfzdTZXXDO5jiXUc/Pqs/ndipLUc3k44BAZFGldAFPXfBSuizZzi5MAVENHf74XrKP8rQ8P+FgIDwsUyESMkqICJ3jV5E2Lo5nTu4G15EGKOOHURARFO3HSiN7EAl3gdi/jRPbUI/O2cgDchoL31GfgVEBP7rxxtIDPjcPmIXLrEbV1ifZBWQ6tq6yMB7g+WdMCkpKfT9U0+iU/qeIJ0CXQVErEd6eGEu1dfb37wUW1L/buIISmsl/34caWgOBSEgqgQToz4ERDGPYQtIXT3RqoJ6KqtRbDgEhAdggkWJlYDsLjpKH6zbS2t3H4oQbZbalE7rewJdNrIXNU+Vv1NpDBJ69h9KV916b8yyEyuOMTvhKBw4qICIpoj3gSzZfOB/O2KlUOvmTenMARkkJMTPJ4iA7Ckuo4fecx7wifUft1+YFZVNRZzOLVkFZO6H62lbQaljyn9y1gAa0bujVJfQVUCe/nQjrdvT8KWc1hM+e2A3umL0iVIcOApBQDgo6h8DAqKYw7AFRDT3aHU9fX2QSKwLUf3gCYgqwcSqH4uB88Z9h+nJRfbblnZu14puvWAIpbVqJgUaAiKFSYtCKgLCdYJBBEQcO+/gEXph6TYqOlLZoCmDu6fTlDP7UctmqVxNlIqTjALy9a5D9LfFm135tG6eSn+4KltKBnUVEJmd4cRTkPuvHiPVlzgKQUA4KOofAwKimMNYCIho8t6yetrqflND6swgIFKYkqZQ2AJSUVVLd7+e47pz0cBu7emm8wZL5QACIoVJi0I6C4gBeP2eYtpVVEZNmqTQyN4dqUtaq5iwT0YBeWv1Lvp43V5P3r+5dDh1S2/tWU5HARH3KH/JvDW1JyiJAhAQCUhJUAQCopjkWAmIaPbawnoqPqZ2AhAQNX6JVjtsAfkgN5/e/TrfE+PsySdT+9bec5QhIJ4otSmQCAISL7CTUUD+tWIHfb55v2cKxLqgrJ4dPMvpKCDipH750nLH9R/GSYtrq7jGhvWBgIRFOr6PAwFRzE8sBaSqlmjFgTqqrQ++jR4ERLEDJFj1sAVkwVc76ZMN+zwpXjUmk84c0NWzHATEE5E2BSAgfKlKRgF5Z/Vu+nDdHk+Iv5s4krqktXQtV15VQ+8tW0trl35CaZ260GWXTfS1mYER/NlZN0V24rp+1hOROH4/QaYEvrJ8Oy3z2Jr6wmE96eLhPf02J3B5CEhgdAlVEQKimM5YCoho+sGKetrr/tJd1zN87uF7aMemdTTlV/dSn4FDFWnErnpaWhqVljovNoxdy/Q6ctgcX1uxk95b6y0gU87IpHMHeguI6MuiT4u+LPp0rD5hc4zVeUbzuKu/+IQW/H1eZNvUST++OZqHcoz96Vuv0mdvvUbnTLyazp14TUzawHFQcWOhvLyc6hy2J+Y4RrzFWLO7mB75cJNrs8Sd/0e/537n//MtB+nZxdvIuuRSTA29bfwAX9v5Pvbbm6ikqIBu+39PUHpn/wISpD8erqimu99YQ0cqG+4KZ4Dp0aE1zfpOFqU29bdBg0q+hRBXVVVRTU3w3XQGdkihlvL7k6g017EuXkSohhUCosYvtBcRKjbTsfo999wTec/LvffeS+J9Lrp+xIVARQZ1PW/udofN8e/L99BfPtvleRof3pxNndp4T8ESfVn0adGXRZ+O1SdsjrE6z2gdN7+4gua9s4K+/HIlZWb2oRuvGE9jTpTfPperXa+++iqJ/6655prIf7p+2rdvT0eOHEkqARG5uvmfG2hpnvNiyceuHERn9XWefrVo8yG6401niRnWvR09d5387+aNN95IBQUF9OROEx+hAAAgAElEQVSTT1KXLv4FJGh/zCsqpxnvbKMN+xvu4X/Kie3pjxP7U4fWcpt8cPX/du3aUWVlJVVX20sR13GiHQcCokYYAqLGT2nQK/YiFy9vLC4uVmxF8OoQkODsErFm2ANnsQh9wl9zqEzMJ3T4nNu/I/158kAp3BAQKUxxXejx/+6iZ5Y1njpzap/29NgVg3xvpatyskEHfCrHjEbdZBUQsW3979/eQu9vKGyAtWVqE/rDxP40rr/7FrznzV1JJRXug+R7L+lHl2XJvU8kVgJinLwQkCV5JSQmbZ8/sBOd2DE2myJAQKLxLdcvJgREMWcqd90hIIrwTdXDHjjztTy+IsWC44qdh+mm1zZQnc2LsgZ0aU3/9/0sattC7lk7BCS++pPf1ry4ch89vGiHYzXxFGT+NeG9QRwC4jeD8Vl+7+FKem99EdXU1VPnNs1oYtYJniK7u7iSJj29yvOEfnRKd5p+rtw7NGItIJ4nE1IBCEhIoOP8MBAQxQRBQBQBMlWPxcCZqelxFSZWHHcVV9Dfl++lt3MPRgYJYrrVlSO70s9O60GpTeQ3WYCAxFV38tWYqpo6Ou0RsWOPe7V53x1Mp2em+4odtDAEJCg5/euJGyNTX13veSKTh3eluy86ybOcKAAB+QYTBESquyR8IQiIYoohIIoAmarHauDM1Py4CaM7RwhI3HQl3w15d91BmvHOVs96N5zek246s5dnOY4CEBAOinrGOHCkii5+Isez8T8e24NuPbu3ZzkIyLeIICBS3SXhC0FAFFMMAVEEyFRd94EzEwblMLpzhIAod4GYBXhmaT49vni35/GnnNqDbjtHbsDnGcyjAARElaDe9Sc+tYr2lDR8m731jB6+fCCNG+C+lsSogycg35CAgOj9veBqPQREkSQERBEgU3XdB85MGJTD6M4RAqLcBWIW4PNtxXTrvzd6Hh9PQDwRNSqQrIvQ/ZNqWGP5DrE+zXka1tg+6fTXqwdLHwYCAgGR7ixJUBACophkCIgiQKbqug+cmTAoh9GdIwREuQvELIBY+zFu7goqrXR/N8ArPx5OA7q0CaWdeAISCua4PsgXeSX0+7e3knifhvlz8ZAT6L5L+5HsErX6+nq64ebpdLDoED0198/UtYvczlnmYyZKf8QTkLju8qE1DgKiiBoCogiQqbruA2cmDMphdOcIAVHuAjEN8N9txTTd5SmI2Jjg9xPkFvxynEiiDPjwBEStN4gd+j7ceIj2ldVRSl0NXTy4I3Vp10I66NNf5JP4T2ywYXwuHtKZfnvBSdI7/G0tLKe/vL6Ycteto6yhQ+nnl51OWd3bSbchngpCQOIpG7FrCwREkb3OAlJ49Bjd/pdXKH/fQbrlexfTFWfo+yZ03QfOit2QrbruHCEgbF0hZoE+21pMM97e0ujdMD8d24Nullzsy9V4CAgXycSIk5aWFnmjvJ83eItphWJ6od0ns1Mrev6Hw6h1c/dtxme9t43+s7agUQjxHpOHLh9IKfIbBcZFIiAgcZGGmDcCAqKYAh0FRNyFueedrbTQ8nKmHu1b0OxL+tHJvdIUqYRfXfeBc/jE7I+oO0cISLz0JLV21NbV0ydbDtGeo3XUpmk9XTS4I7VtkaoWNEBtCEgAaAlcxa+AiN/Y3721xZXIlSMz6PcTMh3LPPhRHr3y1X7Hv184uHPkbeY6fSAgOmUrem2FgCiy1VFAbnh5HeXsLrU9c3Ej5bkfDqOsbm0VyYRbXfeBc7i0nI+mO0cISLz0JJ52pKenU2lpKdXV1fEE9BkFAuITWIIX9ysg0/61gZZsL3GlIl5InHPnWNsyhWVVNOFx762A//3TkSSepujygYDokqnothMCoshXNwF5b/3ByII6t8+QjLb0wo+GKZIJt7ruA+dwaUFAos0b/ZGHMASEhyPWgPBw9CsgY/+8nMQLNr0+S28/lVqkNmlU7Nll+TTvv95bU089oxdNPaOn12Hi5u8QkLhJRUwbAgFRxK+bgNz3/jZ64+vGc0mtGBZPP4XaeMxLVUTHWh0DPh6cunPEExCefhAvUSAgPJmAgPBw9CsgFzyeQ0VlVZ4H//KOsZRqs53W/CX5NH+JjID0JCEhunwgILpkKrrthIAo8tVNQH728jr6ymH6lRnFv346gk7q1FqRTnjVdR84h0fK/Ui6c4SAxEtP4mkHBISHIwSEh6NfAfnTx3n0co7z+g3RKrH28q2pJ9s2UKz9EGtAvD5icwaxSYMuHwiILpmKbjshIIp8dROQGe9spXfXHfQ860XTRlN6q2ae5eKlgO4DZ3DkIQAB4eEYL1EgIDyZgIDwcPQrIHsPH6OJT31F4h03Th+xi9V5Dm9Sr6iupTMf/dK1voj74c3Z1KlNc56TDCEKBCQEyBocAgKimCTdBOSlnH300Mc7XM+6W1oLeudG+zsyiriiVh0CwoNWd44QEJ5+EC9RICA8mYCA8HD0KyDiqMt3HiaxGL2mtrGFyDy5WLCmgGYv3OZ4Aree05t+fKo+Tz/EiUBAePqj7lEgIIoZ1E1AxAuVrvnbGtpWWO545o9dOYjO6ttBkUy41XUfOIdLy/lounOEgMRLT+JpBwSEhyMEhIdjEAERRy4qq6ZXcvbR5oPldKymjgZ2aUMXDOokvdvkW7kFNOf9PKqu/XZBu3j3x6/HZ9I1J2fwnFyIUSAgIcKO40NBQBSTo5uAiNMtOFpFt7++idbvP9rg7MUWvH+Y2J8uGtxZkUr41XUfOIdPzP6IunOEgMRLT+JpBwSEhyMEhIdjUAHhOHp1bT29v6GQ9hw+RhlpzSO/03Y7Z3EcK9oxICDRJqxHfAiIYp50FBDjlD/cVERbCspIPBhumdqUrhrZldq3Cv9lX4opiFTXfeDMwYAjhu4cISAcvSB+YkBAeHIBAeHhGEsB4TmD+IgCAYmPPMS6FRAQxQzoLCCKpx5X1XUfOMcLTN05QkDipSfxtAMCwsMRAsLDEQLCwxECwsNR9ygQEMUMQkAUATJV133gzIRBOYzuHCEgyl0grgLEUkDezj1I7yxdS2u37qIR/XvRVWePonEOuxXFFTSbxkBAeDIEAeHhCAHh4ah7FAiIYgYhIIoAmarrPnBmwqAcRneOEBDlLhBXAWIhIEeP1dDN/9xIa/ceacRibJ90mvfdwWTzzri44mZtDASEJz0QEB6OEBAejrpHgYAoZhACogiQqbruA2cmDMphdOcIAVHuAnEVIBYCcsMr6yln12FHDhcPOYH+cFm/uOLk1RgIiBchub9DQOQ4eZWCgHgRSo6/Q0AU8wwBUQTIVF33gTMTBuUwunOEgCh3gbgKELaALN9RQje9tsGTwcKbTqYu7Vp4louXAhAQnkxAQHg4QkB4OOoeBQKimEEIiCJApuq6D5yZMCiH0Z0jBES5C8RVgLAF5MnPd9NTX+R7Mph2dm/6yVh9Xv4GAfFMqVQBCIgUJs9CEBBPRElRAAKimGYIiCJApuq6D5yZMCiH0Z0jBES5C8RVgHgVkKln9KKpZ/SMK1ZujYGA8KQKAsLDEQLCw1H3KBAQxQxCQBQBMlXXfeDMhEE5jO4cISDKXSCuAoQtIM8szafHF+/2ZPDHiQPowsGdPMvFSwEICE8mICA8HCEgPBx1jwIBUcwgBEQRIFN13QfOTBiUw+jOEQKi3AXiKkDYAlJaWUPj/rIi8nJWp0/7Vs3o41uyqUlKSlyxwhOQ6KcDAsLDGALCw1H3KBAQxQxCQBQBMlXXfeDMhEE5jO4cISDKXSCuAoQtIOLk38o9SDPf3erIQWzDe3pmelxx8moMnoB4EZL7OwREjpNXKQiIF6Hk+DsERDHPEBBFgEzVdR84M2FQDqM7RwiIcheIqwCxEBABYNHmQzTn/e1UUlF9nEeP9JY0Y8JJdGqf9nHFSKYxEBAZSt5lICDejGRKQEBkKCV+GQiIYo4hIIoAmarrPnBmwqAcRneOEBDlLhBXAWIlIAaE3cWVtL/0GPXu2Iq6tmseV2z8NAYC4oeWc1kICA9HCAgPR92jQEAUMwgBUQTIVF33gTMTBuUwunOEgCh3gbgKEGsBiSsYCo2BgCjAM1WFgPBwhIDwcNQ9CgREMYMQEEWATNV1HzgzYVAOoztHCIhyF4irABAQnnRAQHg4QkB4OEJAeDjqHgUCophBCIgiQKbqug+cmTAoh9GdIwREuQvEVQAICE86ICA8HCEgPBwhIDwcdY8CAVHMIAREESBTdd0HzkwYlMPozhECotwF4ioABIQnHRAQHo4QEB6OEBAejrpHgYAoZhACogiQqbruA2cmDMphdOcIAVHuAnEVAALCkw4ICA9HCAgPRwgID0fdo0BAFDMIAVEEyFRd94EzEwblMLpzhIAod4G4CgAB4UkHBISHIwSEhyMEhIej7lEgIIoZhIAoAmSqrvvAmQmDchjdOUJAlLtAXAWAgPCkAwLCwxECwsMRAsLDUfcoEBDFDEJAFAEyVdd94MyEQTmM7hwhIMpdIK4CQEB40gEB4eEIAeHhCAHh4ah7FAiIYgYhIIoAmarrPnBmwqAcRneOEBDlLhBXASAgPOmAgPBwhIDwcISA8HDUPQoERDGDEBBFgEzVdR84M2FQDqM7RwiIcheIqwAQEJ50QEB4OEJAeDhCQHg46h4FAqKYQQiIIkCm6roPnJkwKIfRnSMERLkLxFUACAhPOiAgPBwhIDwcISA8HHWPAgFRzCAERBEgU3XdB85MGJTD6M4RAqLcBeIqAASEJx0QEB6OEBAejhAQHo66R0lIAamsrKQ5c+bQwoULI/m5++67adKkSY65WrBgAd13330N/j5lyhSaNm2aZ34hIJ6IQimg+8A5FEgSB9GdIwREIskaFYGA8CQLAsLDEQLCwxECwsNR9ygJKSBz586N5EUIRElJCU2fPj3yv7Ozs23zJQRkxYoVNGPGDGrZsqWvnEJAfOGKWmHdB85RA+MzsO4cISA+Ex7nxSEgPAmCgPBwhIDwcISA8HDUPUrCCYgQjpkzZ0akIzMzM5Ifs5DYJQwCons3JtJ94Pz/27v/ULvvu47jn6xFYxdmN7FJIc5mOvFHwpxZ2B8yaNFu2RTTYJD1j5r8M4KDSKF/TGlKEtqCf6wQiKhh2i3mPxG6iEJTBPdHGcga6WhQcWA0/7RFt8Y2a/ojTeR7xr3cnN7cc87380rO93PyCJSx9nze95zH53vv/TzvOedmKDvQuqMAGcqVlLkfAiTjKEAyjgIk4yhAMo6tT1m4ADl37lw5fPjw6J+lAJkUGOMvwZr25Vfd5nsGZBifAq0fnIeh2H7ICZChXEmZ+yFAMo4CJOMoQDKOAiTj2PqUhQyQo0ePliNHjpTum1f3Z1KArNzEpZds7d69+5r3jezbt+99e/2Nb3yjXL58ueoauP3226tnVN2BBVnMMbORrTt+97vfLY888kj5xCc+UZ566qkMSo8prTv2eMg3ZMltt91W3nvvvRsy+1YayjGz253jlStXytWrVzMDb9Epi+LYfZ33p79AUwFy5syZsn///lUf7c6dO0fv4Xj55ZdnfgZkfGAXLOfPn7/mTegvvfTS+z7utm3byuuvv95bf926dWXDhg3ljTfe6D3Dwh8JdD+ZqtkLjovh2H2ePvroo6X73HzyySfntq2uxwx995PSH/7wh6NDnz/9BbrvM2+++SbH/oSjlR/84AdL90tuRHEd5B133FHeeeed5n/42n2d96e/QFMBMs3D7PMekGkC5Hof20uwptmVG38bL8HKGLfu6CVYmetgKFO8BCuzE16ClXH0EqyMo5dgZRxbn7JwAdJtyFq/BWv8JVbdTzO++c1vlgceeGD0G7Cm+a1ZKzddgAzjU6D1g/MwFL0HJLUPrseMpADJOAqQjKMAyTgKkIxj61MWMkDW+ntAVnuPRxcsJ06cWN7LSX9viAAZ3mXvwJfZk9YdPQOSuQ6GMkWAZHZCgGQcBUjGUYBkHFufspABcjM3xTMgN1P7+h+r9YPzMBQ9A5LaB9djRlKAZBwFSMZRgGQcBUjGsfUpAqRyBwVIJWBouQNfBrJ1R8+AZK6DoUwRIJmdECAZRwGScRQgGcfWpwiQyh0UIJWAoeWtH5xDDNVjWncUINWXwKAGCJDMdgiQjKMAyTgKkIxj61MESOUOCpBKwNDy1g/OIYbqMa07CpDqS2BQAwRIZjsESMZRgGQcBUjGsfUpAqRyBwVIJWBoeesH5xBD9ZjWHQVI9SUwqAECJLMdAiTjKEAyjgIk49j6FAFSuYMCpBIwtLz1g3OIoXpM644CpPoSGNQAAZLZDgGScRQgGUcBknFsfYoAqdxBAVIJGFre+sE5xFA9pnVHAVJ9CQxqgADJbIcAyTgKkIyjAMk4tj5FgFTuoACpBAwtb/3gHGKoHtO6owCpvgQGNUCAZLZDgGQcBUjGUYBkHFufIkAqd1CAVAKGlrd+cA4xVI9p3VGAVF8CgxogQDLbIUAyjgIk4yhAMo6tTxEglTsoQCoBQ8tbPziHGKrHtO4oQKovgUENECCZ7RAgGUcBknEUIBnH1qcIkModFCCVgKHlrR+cQwzVY1p3FCDVl8CgBgiQzHYIkIyjAMk4CpCMY+tTBEjlDgqQSsDQ8tYPziGG6jGtOwqQ6ktgUAMESGY7BEjGUYBkHAVIxrH1KQKkcgcFSCVgaHnrB+cQQ/WY1h0FSPUlMKgBAiSzHQIk4yhAMo4CJOPY+hQBUrmDAqQSMLS89YNziKF6TOuOAqT6EhjUAAGS2Q4BknEUIBlHAZJxbH2KAKncQQFSCRha3vrBOcRQPaZ1RwFSfQkMaoAAyWyHAMk4CpCMowDJOLY+RYBU7qAAqQQMLW/94BxiqB7TuqMAqb4EBjVAgGS2Q4BkHAVIxlGAZBxbnyJAKndQgFQChpa3fnAOMVSPad1RgFRfAoMaIEAy2yFAMo4CJOMoQDKOrU8RIJU7KEAqAUPLWz84hxiqx7TuKECqL4FBDRAgme0QIBlHAZJxFCAZx9anCJDKHRQglYCh5a0fnEMM1WNadxQg1ZfAoAYIkMx2CJCMowDJOAqQjGPrUwRI5Q4KkErA0PLWD84hhuoxrTsKkOpLYFADBEhmOwRIxlGAZBwFSMax9SkCpHIHBUglYGh56wfnEEP1mNYdBUj1JTCoAQIksx0CJOMoQDKOAiTj2PoUAVK5gwKkEjC0vPWDc4ihekzrjgKk+hIY1AABktkOAZJxFCAZRwGScWx9igCp3EEBUgkYWt76wTnEUD2mZcdL775X/vy5s+XvT/9jueuuu8pX9u0qn9z8oWqTPgNaduzzeG/UGgGSkRUgGUcBknEUIBnH1qcIkModFCCVgKHlDnwZyFYd/+l7PyhfOfUf5fKVq9dA7PjZnyxPPfALZcOP354BmnJKq45TPrybdjMBkqEWIBlHAZJxFCAZx9anCJDKHRQglYCh5Q58GcgWHZ//z9fKH/7tv18XYOvdG8pfP7QtAzTllBYdp3xoN/VmAiTDLUAyjgIk4yhAMo6tTxEglTsoQCoBQ8sd+DKQLTr+1l/8S3n59bfXBDj0+Z8ru7bdlUGaYkqLjlM8rJt+EwGSIRcgGUcBknEUIBnH1qcIkModFCCVgKHlDnwZyNYc//fiO+Wzf3Zm4oP/3V/dWB797Mcm3i51g9YcU487PUeAZEQFSMZRgGQcBUjGsfUpAqRyBwVIJWBouQNfBrI1x7MvXyy/f/KliQ/+1z92Zzm255cm3i51g9YcU487PUeAZEQFSMZRgGQcBUjGsfUpAqRyBwVIJWBouQNfBrI1x9fefLf8xp++MPHB/96vbSp/9JtbJt4udYPWHFOPOz1HgGREBUjGUYBkHAVIxrH1KQKkcgcFSCVgaLkDXwayRcfdf/li+e8fXFoT4Mnf/vny+V/+6QzSFFNadJziYd30mwiQDLkAyTgKkIyjAMk4tj5FgFTuoACpBAwtd+DLQLbo+M//daH8wd/823UBPvkzHyp/9eCvZICmnNKi45QP7abeTIBkuAVIxlGAZBwFSMax9SkCpHIHBUglYGi5A18GslXHb5+7UP74775X3nj78jUQ9378I+VPfufj5cdu+0AGaMoprTpO+fBu2s0ESIZagGQcBUjGUYBkHFufIkAqd1CAVAKGljvwZSBbdnzvytXyD//6P+Xl/3unfGBdKff/4k+Vez7yExmYGae07DjjQ72hNxcgGV4BknEUIBlHAZJxbH2KAKncQQFSCRha7sCXgeTIMSOQmSJAMo4CJOMoQDKOAiTj2PoUAVK5gwKkEjC03ME5A8mRY0YgM0WAZBwFSMZRgGQcBUjGsfUpAqRyBwVIJWBouYNzBpIjx4xAZooAyTgKkIyjAMk4CpCMY+tTBEjlDgqQSsDQcgfnDCRHjhmBzBQBknEUIBlHAZJxFCAZx9anCJDKHRQglYCh5Q7OGUiOHDMCmSkCJOMoQDKOAiTjKEAyjq1PESCVOyhAKgFDyx2cM5AcOWYEMlMESMZRgGQcBUjGUYBkHFufIkAqd1CAVAKGljs4ZyA5cswIZKYIkIyjAMk4CpCMowDJOLY+RYBU7qAAqQQMLXdwzkBy5JgRyEwRIBlHAZJxFCAZRwGScWx9igCp3EEBUgkYWu7gnIHkyDEjkJkiQDKOAiTjKEAyjgIk49j6FAFSuYMCpBIwtNzBOQPJkWNGIDNFgGQcBUjGUYBkHAVIxrH1KQKkcgcFSCVgaLmDcwaSI8eMQGaKAMk4CpCMowDJOAqQjGPrUwRI5Q4KkErA0HIH5wwkR44ZgcwUAZJxFCAZRwGScRQgGcfWpwiQyh0UIJWAoeUOzhlIjhwzApkpAiTjKEAyjgIk4yhAMo6tTxEglTsoQCoBQ8sdnDOQHDlmBDJTBEjGUYBkHAVIxlGAZBxbnyJAKndQgFQChpY7OGcgOXLMCGSmCJCMowDJOAqQjKMAyTi2PkWAVO6gAKkEDC13cM5AcuSYEchMESAZRwGScRQgGUcBknFsfYoAqdxBAVIJGFru4JyB5MgxI5CZIkAyjgIk4yhAMo4CJOPY+hQBUrmDAqQSMLTcwTkDyZFjRiAzRYBkHAVIxlGAZBwFSMax9SkCpHIHBUglYGi5g3MGkiPHjEBmigDJOAqQjKMAyTgKkIxj61MESOUOCpBKwNByB+cMJEeOGYHMFAGScRQgGUcBknEUIBnH1qcIkModFCCVgKHlDs4ZSI4cMwKZKQIk4yhAMo4CJOMoQDKOrU8RIJU7KEAqAUPLHZwzkBw5ZgQyUwRIxlGAZBwFSMZRgGQcW58iQCp3UIBUAoaWOzhnIDlyzAhkpgiQjKMAyTgKkIyjAMk4tj5FgFTuoACpBAwtd3DOQHLkmBHITBEgGUcBknEUIBlHAZJxbH2KAKncQQFSCRha7uCcgeTIMSOQmSJAMo4CJOMoQDKOAiTj2PoUAVK5gwKkEjC03ME5A8mRY0YgM0WAZBwFSMZRgGQcBUjGsfUpAqRyBwVIJWBouYNzBpIjx4xAZooAyTgKkIyjAMk4CpCMY+tTBEjlDgqQSsDQcgfnDCRHjhmBzBQBknEUIBlHAZJxFCAZx9anCJDKHRQglYCh5Q7OGUiOHDMCmSkCJOMoQDKOAiTjKEAyjq1PESCVOyhAKgFDyx2cM5AcOWYEMlMESMZRgGQcBUjGUYBkHFufIkAqd1CAVAKGljs4ZyA5cswIZKYIkIyjAMk4CpCMowDJOLY+RYCs2MFTp06V8+fPlwMHDky9rwJkaqobekMH5wwvR44ZgcwUAZJxFCAZRwGScRQgGcfWpwiQUsqZM2fK/v37R3u5d+9eAdLgVe3gnNk0jhwzApkpAiTjKEAyjgIk4yhAMo6tTxEgngFp/Roe3X8H58w2cuSYEchMESAZRwGScRQgGUcBknFsfYoAmTJALl68+L693rBhQ3nttdd6XwPr1q0r3TeGCxcu9J5h4Y8EPvzhD1ftBUeOyWvA9ZjRdHDOOHYH5+572JUrVzIDb9Ep3cH50qVL5fLly7eoQOZhd2ent99+u7z77ruZgXOa0n2d96e/gACZMkDuvffe9yl/61vfKlevXu2vX0rpIqR2RtUdWJDFHDMbyZFjRiAzxfXIMSOQmeJ65LhSoLse/OkvsNABsvK9HeNEO3fuLAcPHizr169f/k/ehN7/Qpr3Si8dyuwAR44ZgcwUL8HKOHomKePoJVgZRy/Byji2PmWhA2TWzREgs4oN5/YOzpm94MgxI5CZIkAyjgIk4yhAMo4CJOPY+hQBsmIHBUi7l7ODc2bvOHLMCGSmCJCMowDJOAqQjKMAyTi2PkWAjP0a3qUNPX78eNm+ffvE/fX3gEwkuik3cHDOMHPkmBHITBEgGUcBknEUIBlHAZJxbH2KAKncQQFSCRha7uCcgeTIMSOQmSJAMo4CJOMoQDKOAiTj2PoUAVK5gwKkEjC03ME5A8mRY0YgM0WAZBwFSMZRgGQcBUjGsfUpAqRyBwVIJWBouYNzBpIjx4xAZooAyTgKkIyjAMk4CpCMY+tTBEjlDgqQSsDQcgfnDCRHjhmBzBQBknEUIBlHAZJxFCAZx9anCJDKHRQglYCh5Q7OGUiOHDMCmSkCJOMoQDKOAiTjKEAyjq1PESCVOyhAKgFDyx2cM5AcOWYEMlMESMZRgGQcBUjGUYBkHFufIkAqd1CAVAKGljs4ZyA5cswIZKYIkIyjAMk4CpCMowDJOLY+RYBU7qAAqQQMLXdwzkBy5JgRyEwRIBlHAZJxFCAZRwGScWx9igCp3EEBUgkYWu7gnIHkyDEjkJkiQDKOAiTjKEAyjgIk49j6FAFSuYMCpBIwtNzBOQPJkWNGIDNFgGQcBUjGUYBkHAVIxrH1KQKk9R10/wkQIECAAAECBAg0JCBA5rhZ3//+98uDDz5YnnvuuTnei/Y/9KVLl8r9999fnn/++fYfzJwfwac+9anywgsvzPletP/hP/OZz+AfTvYAAAtTSURBVJTTp0+XO+64o/0HM8dH8IUvfKF8/etfLxs3bpzjvWj/Q+/Zs6d89atfLffcc0/7D2aOj2Dfvn3lkUceKdu2bZvjvWj/Q3/5y18ue/fuLZ/+9KfbfzAeQW8BAdKbrn6hAKk37CYIkIxjN0WAZCwFSMZRgGQcBUjGUYBkHAVIxrH1KQJkjjsoQDL4AiTjKEByjgIkYylAMo4CJOMoQDKOAiTj2PoUATLHHRQgGXwBknEUIDlHAZKxFCAZRwGScRQgGUcBknFsfYoAmeMOCpAMvgDJOAqQnKMAyVgKkIyjAMk4CpCMowDJOLY+RYC0voPuPwECBAgQIECAAIGGBARIQ5vlrhIgQIAAAQIECBBoXUCAtL6D7j8BAgQIECBAgACBhgQESEOb5a4SIECAAAECBAgQaF1AgLS+g+4/AQIECBAgQIAAgYYEBMicNuvMmTNl//79o4++devWcvTo0XLnnXfO6d60+2GPHTtWTpw4cc0DeOyxx8quXbvafVA38Z6fOnWqnD9/vhw4cOCaj+r6nG0TVnO8cOFCefjhh8vZs2eXh23atKl01+yWLVtm+wALfuvxz+Pxz2HX43QXwCRHXy+nc+w+nx9//PHlG49fj+Of28ePHy/bt2+fbvgtdKtz586Nvre88soro0e9c+fOcvDgwbJ+/frR/3c93kIXwyoPVYDMYf+7T8rDhw+P/ukOIt0Xu+985zvXfGLO4W41+SG7L2Ddn/EDdJMP5ibe6ZUHur17917j5/qcfiPWclw6pHTXpsPJ9U3feuut8rWvfa089NBDox/CLB1ajhw5MnJzPU53PU5yXDrw+Xq5tue44/jncfffn3jiibJjx47RD7rGr8/pduvWuFV3ttm8efPy17/x79e+f98a18H1HqUAmcP+j/+01Bew/pvgC1h/u27laj+5d33ObrrWMyACZDbP8QOe63E2v6VbjzsKkIxj9/26e8VCF8hdMK/m3O8jLf6q8R+2+v69+Hu+1iMUIHPY//FPOj8p7b8Jk15y0H/yrbFytYOz63P2vZ/mJVhefjWd6/jXQ9fjdG7jt1rt+4qvl7Nbjj8j1z3r2TmufNm0g/Rk16VQ27hx4/Iz7q7HyW6LfAsBMofd7T7pPvrRjy6/T0GAZDZh/BtFZupiT7legLg+Z9v3672XZuWU7jbPPPOM93tNoF3tZRqux9mux2me7fD1cm3Tle/zWPkekC5Aus/j8fcydNO8FHh106XQGH8PyMpbux5n/xxvfYUAmcMO+onejUMfj7sb95EWY7JnQDL7OE2AdAeaQ4cOjd6Y7k3o1z+ovPrqq2se7vzAZvI1230dHHdcbZWvl5Mtx19i5RmQyWbXu8Wk97u6HvvbtrhSgMxh17ym+cah+wI2m633gMzmtdY31tV+m9jK2wuQta2vd2j29XK2a3Ta+Fh6lmTls0uzfaRb59Yrr0HvAem/7+N245N8/+5v2+JKATKHXfNbXTLo3YHu2WefLV/84hdHA72Zf3bX1QLE9Zlx7H5S2v1Z+g1Yk376N/tHXZwVa72G3vU4/T6v5ejr5XSOndPJkyfLl770pdGvi116xm337t2jl037LVjTOXa3evrpp8t99923/IzvyjjuHH3/nt5yEW8pQOa0q36vfT380jeC7ovY0h+/j30615XX32p2rs96x/Hfge/v+1nddLW/L6W75crXi7seJ1+Pkxy7Cd2vj/X1crLlpDdH+3tAJht2txj/PrPyc9r37+kMF/lWAmSRd9djI0CAAAECBAgQIDAwAQEysA1xdwgQIECAAAECBAgssoAAWeTd9dgIECBAgAABAgQIDExAgAxsQ9wdAgQIECBAgAABAossIEAWeXc9NgIECBAgQIAAAQIDExAgA9sQd4cAAQIECBAgQIDAIgsIkEXeXY+NAAECBAgQIECAwMAEBMjANsTdIUCAAAECBAgQILDIAgJkkXfXYyNAgAABAgQIECAwMAEBMrANcXcIECBAgAABAgQILLKAAFnk3fXYCBAgQIAAAQIECAxMQIAMbEPcHQIECBAgQIAAAQKLLCBAFnl3PTYCBAgQIECAAAECAxMQIAPbEHeHAAECBAgQIECAwCILCJBF3l2PjQABAgQIECBAgMDABATIwDbE3SFAgAABAgQIECCwyAICZJF312MjQIAAAQIECBAgMDABATKwDXF3CBAgQIAAAQIECCyygABZ5N312AgQIDBB4NixY+XVV18tBw8eLOvXr+dFgAABAgRuuIAAueHEPgABAgSGKyBAhrs37hkBAgQWVUCALOrOelwECBCYQmBSgHT//cSJE8uTtm7dWo4ePVruvPPO5X936tSp8vjjj1/z0R577LGya9eu0b87c+ZM2b9//5ozprirbkKAAAECCyIgQBZkIz0MAgQI9BGYFCBPP/10ue+++8qWLVtG48dv38XHM888sxwlb731VnniiSfKjh07RgFy7ty5cvjw4dE/SzO6NZs3by7bt2/vc5etIUCAAIHGBQRI4xvo7hMgQKBGYFKAjM/ugqJ7BuTIkSOj//Twww+XAwcOLMfEeIB0z350H2P8WZOa+2wtAQIECLQtIEDa3j/3ngABAlUCkwJkKSieffbZ5Y+zadOmUVR0f8af3RgPkAsXLowi5ezZs6PbHz9+3DMfVTtmMQECBNoXECDt76FHQIAAgd4CawVI92xH9+zG5z73udH/dn9WvqSq+/9Lz4YsvSdkPECW7pgQ6b1FFhIgQGDhBATIwm2pB0SAAIHpBdYKkO7lU937O1b+it7xAJn0DMj4PbleoEx/j92SAAECBFoXECCt76D7T4AAgQqBSQFy6NCh0cutujeQL8XDiy++OPp3d9999+gN5xs3blx+hmTpN14t/Ras7g3n3Z+l34i19EzIyveNVNx9SwkQIECgQQEB0uCmucsECBBICYz/mt2luTt37hw983H69OnlX7Hbvfejez/HyZMnl3+r1fh7RPbs2VMuXrx4zW/B6mLjlVdeWb7LK39Fb+pxmEOAAAEC7QgIkHb2yj0lQIDA4AWWgmT37t3ebD743XIHCRAgMB8BATIfdx+VAAECCyEw/nd6+LW7C7GtHgQBAgRuqIAAuaG8hhMgQGCxBcb/FvTV/qb0xRbw6AgQIEBgVgEBMquY2xMgQIAAAQIECBAg0FtAgPSms5AAAQIECBAgQIAAgVkFBMisYm5PgAABAgQIECBAgEBvAQHSm85CAgQIECBAgAABAgRmFRAgs4q5PQECBAgQIECAAAECvQUESG86CwkQIECAAAECBAgQmFVAgMwq5vYECBAgQIAAAQIECPQWECC96SwkQIAAAQIECBAgQGBWAQEyq5jbEyBAgAABAgQIECDQW0CA9KazkAABAgQIECBAgACBWQUEyKxibk+AAAECBAgQIECAQG8BAdKbzkICBAgQIECAAAECBGYVECCzirk9AQIECBAgQIAAAQK9BQRIbzoLCRAgQIAAAQIECBCYVUCAzCrm9gQIECBAgAABAgQI9BYQIL3pLCRAgAABAgQIECBAYFYBATKrmNsTIECAAAECBAgQINBbQID0prOQAAECBAgQIECAAIFZBQTIrGJuT4AAAQIECBAgQIBAbwEB0pvOQgIECBAgQIAAAQIEZhUQILOKuT0BAgQIECBAgAABAr0FBEhvOgsJECBAgAABAgQIEJhVQIDMKub2BAgQIECAAAECBAj0FhAgveksJECAAAECBAgQIEBgVgEBMquY2xMgQIAAAQIECBAg0FtAgPSms5AAAQIECBAgQIAAgVkFBMisYm5PgAABAgQIECBAgEBvAQHSm85CAgQIECBAgAABAgRmFRAgs4q5PQECBAgQIECAAAECvQX+Hyw+eaW4Nr7dAAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# NOTE: you can customize the plots with kwargs - e.g. number of lags, figure size (width, height), etc\n",
"# data_kwargs such as `nlags` are passed to the underlying function that gets the ACF values\n",
"# figure kwargs such as `fig_size` & `template` are passed to plotly and can have any value that plotly accepts\n",
"eda.plot_model(plot=\"pacf\", data_kwargs={'nlags':36}, fig_kwargs={'height': 500, \"width\": 800})"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"**Users may also wish to explore the spectrogram or the FFT which are very useful for studying the frequency components in the time series.**\n",
"\n",
"For example:\n",
"- Peaking at f =~ 0 can indicating wandering behavior characteristic of a random walk that needs to be differenced. This could also be indicative of a stationary ARMA process with a high positive phi value.\n",
"- Peaking at a frequency and its multiples is indicative of seasonality. The lowest frequency in this case is called the fundamental frequency and the inverse of this frequency is the seasonal period for the model."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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QgAAEIAABCEAAAhCAAAQgAIHwBDDo4VlREgIQgAAEIAABCEAAAhCAAAQg4IwABt0ZWgJDAAIQsENg9uzZsmXLFpk6dao0NDTYCeogys6dO2Xy5MmycuXKUvTm5mYZPny4g5aODem1PW7cOBk7dmwibdJIugmsW7dOJk2aJBdccEHqf3cqSc6fP1/uvPPO0j9fc801met/+Xj8fjfN37SWlpZE/0akW630DgIQgMBRAhh01AABCEDgXQLeh+I+ffqI+QA5aNCgI2zqaQCzYNBbW1vlrrvukt69e5dMkY1n2bJl0tTUFOpDfGV+vP6YfqT9iw0brIjRlkA1PZrf8Xnz5smsWbOke/fuqcRmdD99+vRj/galsrMhOlXtb6f5u2bGmuZchBgeRSAAAQhYJ4BBt46UgBCAQFYJmA/v3/72t+Xkk0+WESNGtDGaGPTaWfVmK2fMmGFt1hyDntXfpPr32/tdrvyiLQsGPQtfyEXJcLW/nfX8mxql/5SFAAQgkDQBDHrSxGkPAhBILQHvw/snP/nJ0qxO+Yf7en6YzMIHdmPQ77jjjtJ/5SsPkkp2PfOT1BhpJxwBTwtme0Xlao6sGHQzUlsrUcJRc1eq1u9mFvLhjgyRIQABCPgTwKCjDAhAAALvEvA+LH75y1+Wr3/966V/9ZZHV9tHWbk33G9prRfXfOA2S1dfe+21Uuxp06aV9kt7+zHNv/ktr/cMutmLavZ4e49XvzyB3ky210ZjY2ObJaTlM92//vWvS/tA/dqsFEV5H8v7bv53ZZvm32rtm/UYPfLII22aqRxP5ax8eQ5MRW+PrtnrftZZZ5XYlO9Br/xiw2/sJk4lI69TtcZc7ZemvI8bNmwo8fXLa1gGfuUq8+WtNCjv08SJE9sYvDi6qMamsk+mP2bVyemnn37MdoIghl6OJkyYILfffnvpd8Pre+WZBrVyVT72akvEy/d1e+W93O/YsaPEy6wAqfy9WLFixRGtefUq9V1Nm36/W7XyVcnLtFd+lkMQz1q/32YcZnl/3L9Dpi+VDCt1Vu3vQeXfDI+ji5U3vNAgAAEIZJ0ABj3rGaT/EICANQLlszlr165ts/9Za9CNmSz/UF/+Ib3cmPrNlnsfyss/DPst//b7t8p9nuVGLcwhbn57ub0Yn/3sZ48cyBblg7aJabYS3HjjjUf2AYeJWW7YKs18mPz4jd1vfGHH7Ce88j5WGqvy/bZhGFTbR2902r9//9JWAr+cmz489NBDYvJjDhWMqwu/9r3xmfa9L680DD1tVzO8lbPg3/ve9+TKK6+suUqj1qxstZ/V+r0o521yXouLOSCx8ve5PO9h8uX3NyCsJoPGof07VD4Wv5UK1cZX+eWZ97vj4uwKay8EAkEAAhCoEwEMep3A0ywEIJA+AuUf3o2xMYeemccYEfNBMmiGtvzDe/lhaX6moNqyT7/Zv2pL3Mv/3a9/pj9eO2bWzJidKEba1K82G1n571HjVmbf74N6rRn0ypPaoxj0yn3ylfmpZuLMvy9durTmoXOa/baVDMIwDdr+ENSfIF2EZVPZj7AMq/Vfc1CaiWkevyXiQQY97BkKlXHC/j4H5cv026+Mjd9Dzd+hWu2b/potQd7fzMqDIoO2n9TKV/reEvQIAhCAgHsCGHT3jGkBAhDICIHKD7Dls0FhllAnbdArZ/z9Tn72TN/IkSNLs91hTF95uqoZiso4UeN6RsRbAu61WT6TmqRBNzP6Zqx9+/atehq90YNnRqqdAF7NjFSbKfRb0uwx8L50ef3116ue6O0tOfZbalzrC5awuig/bK0Wm3KdmHarnehfyTBIX6ecckrkU75dGHS/Zenly9drGfTymwiC8lXNoAdx8r5YqPV7qDHotdr3zp7wvhSp/JIjyKCH+eIrI68QugkBCEDACgEMuhWMBIEABPJAoPIDbPmy0s9//vPypS99qeYe53obdGMEqj2egYtqpKt9MK/80B0lrle23HzVWsLrfeCv9UFfO4NeadAr98d7XIP264c16FEZeGcKmH5UmvFKk1/eRz9jWa6RIF1oDHoYhrVmlP367nfuQqXmbRr08v325VsWyrmYQxHDGnS/L6YqNVVtm0vleRcmVpTfQ61Br/wyrZy7YdOzZ88j+/jNah3vwaDn4e3IGCAAgSQJYNCTpE1bEIBAqgn4fYD1TII5OO4HP/hBqg16mLuToxhpz0z4GQPNDHrlvvjyLzbM//b2NqdtBj2MeMMa9LAMKtv0ZmCrGVWvfVPPLDs2ZylodKEx6JVLnf34hVny7dXzvogIOjvBpkGvdtWfxqCXc6jMl1mZEcWgR/k91Bp0v78D5WOp9rclyKCzxD3MXxbKQAACRSKAQS9SthkrBCBQk4DfB1hvBm3jxo2yffv20sFb3v7nWuVd70GvXDId9CHYG3hUg25j72sl9KiHYCU5g25mQ2sdMhb0K1QtD5XcwzKobC/MoVrlOevRo8cxZyf4jaGaLiqNaDVDHXYPehgtVGMcVuO1lkxH3YNe60R4b9VF1Bn0yvFVtpGlPeh+XzaU36Rgfl4rb2H0HPQ7x88hAAEI5I0ABj1vGWU8EIBAbAJBH97NMuPymcvK2bXy5bDly5A1M1dmMH6zrZXGyZTzZlcrZxjNv3unfkc16FFPjw5zyFa1g/DMEtp670EvN1vlJ5V7RqP8dHQ/ofmZET+GYRhs3rxZ/u3f/q1ksM0BXObxM/qXXXZZ6QBA7/Ezy+b07ji6qNSZ32n73u9Bee78Tnv3Y1jN8JuY5rqz8oPewh4cV6tctRnxKLO/Xow4e9DNeIPyFfbLmzA3H5RrVPN3yNPwK6+80uZMgMrbCCr1Uv43sda1kGH+bsT+w05FCEAAAhkjgEHPWMLoLgQg4I5ArZlTb3lt5YdMzxSbXpkP7F/5yldkzpw5YnsG/ZlnninN4Fe739yjUn7Nkvdv5fd8RzXo5aavfA9q0J3lQVkq52bKmuXY3p7lei5xNwa92pjNvwftgS6/Zq2cgd8hbkEMTH1z2FrlXu5yo+23T9vvDvq4uvD7IqgylhmbefyWQPsdghd0raBn5M0XE+baMu8J2v/vlfO7/qvSqJovLMzjdw96+ZcdpozfeAcMGFC6KtCML8oMeph81Vr2X8kzyu+hxqB7/Co1a/69UtuVfxON+Tb9rpxZN3U1q1WC/sbwcwhAAAJZJYBBz2rm6DcEIAABCKSOQNhl2KnruLJDadtH7PfFgnKIVLdMoKi/K5YxEg4CEMghAQx6DpPKkCAAAQhAoD4E8m46zPhmzpwpU6ZMEe+qubBLz5PMCHubk6Qdry2/rTvxIlELAhCAQL4IYNDzlU9GAwEIQAACdSRQBIMed+l50mnxlqZfcMEFR24GSLoPtOdPIOyJ/PCDAAQgUEQCGPQiZp0xQwACEIAABCAAAQhAAAIQgEDqCGDQU5cSOgQBCEAAAhCAAAQgAAEIQAACRSSAQVdmfd++fWL+44FA2giccMIJpS6hz7Rlhv4YAugTHaSZAPpMc3boG/pEA2kn0LNnz7R3MdX9w6Ar04NBVwKkujMCvMCdoSWwBQLo0wJEQjgjgD6doSWwBQLo0wJEQjglgEHX4cWg6/iVZieZoVRCpLoTArzAnWAlqCUC6NMSSMI4IYA+nWAlqCUC6NMSSMI4I4BB16HFoOv4YdCV/KjujgAvcHdsiawngD71DIngjgD6dMeWyHoC6FPPkAhuCWDQdXwx6Dp+GHQlP6q7I8AL3B1bIusJoE89QyK4I4A+3bElsp4A+tQzJIJbAhh0HV8Muo4fBl3Jj+ruCPACd8eWyHoC6FPPkAjuCKBPd2yJrCeAPvUMieCWAAZdxxeDruOHQVfyo7o7ArzA3bElsp4A+tQzJII7AujTHVsi6wmgTz1DIrglgEHX8cWg6/hh0JX8qO6OAC9wd2yJrCeAPvUMieCOAPp0x5bIegLoU8+QCG4JYNB1fDHoOn4YdCU/qrsjwAvcHVsi6wmgTz1DIrgjgD7dsSWyngD61DMkglsCGHQdXwy6jh8GXcmP6u4I8AJ3x5bIegLoU8+QCO4IoE93bImsJ4A+9QyJ4JYABl3HF4Ou44dBV/KjujsCvMDdsSWyngD61DMkgjsC6NMdWyLrCaBPPUMiuCWAQdfxxaDr+GHQlfyo7o4AL3B3bImsJ4A+9QyJ4I4A+nTHlsh6AuhTz5AIbglg0HV8Meg6fhh0JT+quyPAC9wdWyLrCaBPPUMiuCOAPt2xJbKeAPrUMySCWwIYdB1fDLqOHwZdyY/q7gjwAnfHlsh6AuhTz5AI7gigT3dsiawngD71DInglgAGXccXg67jh0FX8qO6OwK8wN2xJbKeAPrUMySCOwLo0x1bIusJoE89QyK4JYBB1/HFoOv4YdCV/KjujgAvcHdsiawngD71DIngjgD6dMeWyHoC6FPPkAhuCWDQdXwx6Dp+GHQlP6q7I8AL3B1bIusJoE89QyK4I4A+3bElsp4A+tQzJIJbAhh0HV8Muo4fBl3Jj+ruCPACd8eWyHoC6FPPkAjuCKBPd2yJrCeAPvUMieCWAAZdxxeDruOHQVfyo7o7ArzA3bElsp4A+tQzJII7AujTHVsi6wmgTz1DIrglgEHX8cWg6/hh0JX8qO6OAC9wd2yJrCeAPvUMieCOAPp0x5bIegLoU8+QCG4JYNB1fDHoOn4YdCU/qrsjwAvcHVsi6wmgTz1DIrgjgD7dsSWyngD61DMkglsCGHQdXwy6jh8GXcmP6u4I8AJ3x5bIegLoU8+QCO4IoE93bImsJ4A+9QyJ4JYABl3HF4Ou42fdoB88dFj+bflrsnrbXnlj7wEZ0LNB3ndGN/mTs3ooe0r1ohHgBV60jGdrvOgzW/kqWm/RZ9Eynq3xos9s5auIvcWg67KOQdfxs2rQX93ZKpP+/fey/o3WY3p1xeCecs+4ocreUr1IBHiBFynb2Rsr+sxezorUY/RZpGxnb6zoM3s5K1qPMei6jGPQdfysGfTDhw/Lxx78rax9fV/VHt04sp984cozlD2melEI8AIvSqazOU70mc28FaXX6LMomc7mONFnNvNWpF5j0HXZxqDr+Fkz6POf3yozfrY2sDe//sLF0nBch8ByFIAAL3A0kGYC6DPN2aFv6BMNpJkA+kxzduibIYBB1+kAg67jZ82gz/7lBnnwqVcDe/NPYwbLh4adEliOAhDgBY4G0kwAfaY5O/QNfaKBNBNAn2nODn3DoOs1gEFXMty3b1/JpGufexa/LD9YuikwzG1XDZRPjOgbWI4CEOAFjgbSTAB9pjk79A19ooE0E0Cfac4OfcOg6zWAQVcytGXQ7//VRvn2r18J7M2/feq9MrjXiYHlKAABXuBoIM0E0Geas0Pf0CcaSDMB9Jnm7NA3DLpeAxh0JUNbBn3DG/vk+u88V7M3Z558gvz7py9Q9pjqRSHAC7womc7mONFnNvNWlF6jz6JkOpvjRJ/ZzFuRes0edF22Meg6ftb2oJtutPzmVbl3yQbfHrVv304e/ESjnNe3i7LHVC8KAV7gRcl0NseJPrOZt6L0Gn0WJdPZHCf6zGbeitRrDLou2xh0HT+rBt105WcvbJN/+cV6+WPrgTY9G/OeU+QfPzxY2VuqF4kAL/AiZTt7Y0Wf2ctZkXqMPouU7eyNFX1mL2dF6zEGXZdxDLqOn3WD7nXntT/ul9f3vi3Hd2wnNzy4ovTPcyeeJ0N7M4OuTFlhqvMCL0yqMzlQ9JnJtBWm0+izMKnO5EDRZybTVqhOY9B16cag6/g5M+jl3Zr52HqZ88xmuWJwD7ln3DnKHlO9KAR4gRcl09kcJ/rMZt6K0mv0WZRMZ3Oc6DObeStSrzHoumxj0HX8EjHou1sPyOj7ljKLrsxV0arzAi9axrM1XvSZrXwVrbfos2gZz9Z40We28lXE3mLQdVnHoOv4JWLQTRebn3hFmp/YyCy6Ml9Fqs4LvEjZzt5Y0Wf2clakHqPPImU7e4UNxDUAACAASURBVGNFn9nLWdF6jEHXZRyDruOXmEE3s+hjmpfL7v0H5YEbhsmIAd2UPad63gnwAs97hrM9PvSZ7fzlvffoM+8Zzvb40Ge281eE3mPQdVnGoOv4JWbQy2fRjTk3Jp0HArUI8AJHH2kmgD7TnB36hj7RQJoJoM80Z4e+GQIYdJ0OMOg6fokadGbRlcmqY/VXd7bKY6vfKPXgqiE95bTuDc57wwvcOWIaUBBAnwp4VHVOAH06R0wDCgLoUwGPqokQwKDrMGPQdfwSNeimq95edGbRlYlLqPrre9+SqQtfkqdf3tWmxYvP6CZ3jTlbTul8vLOe8AJ3hpbAFgigTwsQCeGMAPp0hpbAFgigTwsQCeGUAAZdhxeDruOXuEFnFl2ZsASrt759UMa3PC8vv7HPt9Uzep5Qutu+4bgOTnrFC9wJVoJaIoA+LYEkjBMC6NMJVoJaIoA+LYEkjDMCGHQdWgy6jl/iBt10l1l0ZdISqv61xevloaWba7Z248i+8oUrBzrpES9wJ1gJaokA+rQEkjBOCKBPJ1gJaokA+rQEkjDOCGDQdWgx6Dp+dTHozKIrk5ZQ9ctnPS1vvnWwZmsnHt9BfjX5Yic94gXuBCtBLRFAn5ZAEsYJAfTpBCtBLRFAn5ZAEsYZAQy6Di0GXcevLgbddJlZdGXiEqh+0VeeDNXK8tsvDVUuaiFe4FGJUT5JAugzSdq0FZUA+oxKjPJJEkCfSdKmrTgEMOhxqB2tg0HX8aubQWcWXZm4BKoP/+qTcvhw7YbatRNZ9ncY9ATSQRMpI8AHzJQlhO60IYA+EUSaCaDPNGeHvhkCGHSdDjDoOn51M+im23OWbZaZj66Xju3byYFD7zjBoad2lk9dcpr82TknK0dGdS2BaT99SX76u201w3z4Pb3kzg+frW3Ktz4vcCdYCWqJAPq0BJIwTgigTydYCWqJAPq0BJIwzghg0HVoMeg6fnU16DN+tlbmP7/VdwRjzztVpn/oLOXoqK4hsG77m/LR7/226iy6mT3/9796rww6+URNM1Xr8gJ3gpWglgigT0sgCeOEAPp0gpWglgigT0sgCeOMAAZdhxaDruNXN4P+ny9uly/9ZHXN3n/5I0OYSVfmV1t96cs7ZcrDa2T3/gNtQnXt1FFmXj9YRp7RXdsEBt0ZQQK7JMAHTJd0ia0lgD61BKnvkgD6dEmX2DYIYNB1FAth0GfPni0tLS3HkGpubpbhw4dLa2ur3HXXXfLII4+UykybNk3Gjh0biuy+fftKJj3pZ/z3V8iqrXtrNmuWu8+96fyku0Z7FQT2v31QRs16Wt7dhSBjGnvJ//rTQdLJ0f3nXvO8wJFimgmgzzRnh76hTzSQZgLoM83ZoW+GAAZdp4NCGPRKROvWrZNZs2bJjBkzpHv37mIMvHkmTZokO3fulMmTJ5f+tzHvQU+9DHq9TwgP4sLPjxIwB/qNvm/pkX+Yce1Zcl3jqc4R8QJ3jpgGFATQpwIeVZ0TQJ/OEdOAggD6VMCjaiIEMOg6zIU06MaQDxgwoDRLbgz59OnTS6Z80KBBJZrlhj0ILwY9iBA/f2bDLvnrH71wBETTqNOlaVR/52B4gTtHTAMKAuhTAY+qzgmgT+eIaUBBAH0q4FE1EQIYdB3mwhn0ytlz8//fcccdpf88gz5//nxZunSpTJ06VRoaGmoSrpdBZ4m7TvhJ1vburPfaxKAnSZ+20kqAD5hpzQz9MgTQJzpIMwH0mebs0DdDAIOu00HhDHr57LlBV2nYzb/5GfTnnnvuGNIXXHCB7N+/v/Rf0s/Pf/+6/N2839ds9qvjzpUPnntK0l2jvQoC0xaulvkrtshp3Rvk1Z2t8smLT5PbP3Cmc06dOnUqtVEPfTofHA1kngD6zHwKcz0A9Jnr9GZ+cOgz8ynM/QBOOumk3I/R5QALZdCXLVtWWr5u9p+bveeeQQ8zg/7pT3/6mDx897vflUOHDsnBgwdd5qhq7L+f9zv59+Wv+v78oxedJv9n3Hvq0i8abUvgI998Un6/ebfcdOkA+f6TG+TPL+wn//Lnjc4xtW/fvtSG0SgPBNJGAH2mLSP0p5wA+kQPaSaAPtOcHfpmCBx33HGAUBAojEH3TmofOXJkmxPas7oH3cu5uW7twadebXOi+zXnniL/fN1ghSyoapOAd6Df3dcPkdseXi1XDO4h94w7x2YTvrFYAuccMQ0oCKBPBTyqOieAPp0jpgEFAfSpgEfVRAiwxF2HuTAG3W/23EOXxVPc/dK+asteGd+yQrp26iBLbr1YpwxqWyGwasseGd/yvAzt3Vluu/KM0mFxIwZ0kwduGGYlfq0gvMCdI6YBBQH0qYBHVecE0KdzxDSgIIA+FfComggBDLoOcyEMetDVaVm8B71a2o0BNKeGGwNojCBPfQksWLlNpi96qTRrPuWqgTKm+Vnp162TLGy6yHnHeIE7R0wDCgLoUwGPqs4JoE/niGlAQQB9KuBRNRECGHQd5kIYdB2i2rXrdYp7tV7NWbZZZj66XiaM6FsyhDz1JeCd4G5Obp8wvE/pPvSkVjjwAq9v7mm9NgH0iULSTAB9pjk79A19ooG0E8Cg6zKEQdfxk7QZ9N2tBxI1gUp8ua9euaLB24++/PZLnY+dF7hzxDSgIIA+FfCo6pwA+nSOmAYUBNCnAh5VEyGAQddhxqDr+KXOoJvhsMxdmVSL1Uff+7Ts3n9QltwyUro2dBQMukW4hMo0AT5gZjp9ue88+sx9ijM9QPSZ6fQVovMYdF2aMeg6fqk06CxzVybVUnW/1QyVht1SU75heIG7pEtsLQH0qSVIfZcE0KdLusTWEkCfWoLUd00Ag64jjEHX8UulQS83huYwMjNzy5M8AXNYX+Wp7WOal8umXftlYdOF0q9bg9NO8QJ3ipfgSgLoUwmQ6k4JoE+neAmuJIA+lQCp7pwABl2HGIOu45dKg26G5C1zN3dvXznkZOUoqR6HgHdAXPmBfUluP+AFHidr1EmKAPpMijTtxCGAPuNQo05SBNBnUqRpJy4BDHpccu/Uw6Dr+KXWoHvL3JO6c1uJMZfVzfVq5pq1GdeeLdc19iqNMckvTniB51JWuRkU+sxNKnM5EPSZy7TmZlDoMzepzO1AMOi61GLQdfxSa9C9Ze5meN4BZcqhUj0igfEtK2TVlr0yd+J5MrR3l1Lto6b9LLmu8dSIEaMV5wUejRelkyWAPpPlTWvRCKDPaLwonSwB9Jksb1qLTgCDHp1ZeQ0Muo5fag26GZY3Wzvl6oEyYXhf5UipHpWA34ntMx9bL3Oe2SxJ5IQXeNSMUT5JAugzSdq0FZUA+oxKjPJJEkCfSdKmrTgEMOhxqB2tg0HX8Uu1QWeZuzK5iuqrtuyR8S3Py9DenWXuxPOPRPL2pTeNOl2aRvVXtBBclRd4MCNK1I8A+qwfe1oOJoA+gxlRon4E0Gf92NNyOAIY9HCcqpXCoOv4pdqgs8xdmVxFdbP33Cxnv2JwD7ln3DkYdAVLquaTAB8w85nXvIwKfeYlk/kcB/rMZ17zNCoMui6bGHQdv1QbdDM0lrkrExyzerWZ8gUrt8r0RWtLh8aZw+NcPrzAXdIltpYA+tQSpL5LAujTJV1iawmgTy1B6rsmgEHXEcag6/il3qCzzF2Z4JjVq12nhkGPCZRquSPAB8zcpTRXA0KfuUpn7gaDPnOX0twNCIOuSykGXccv9QadZe7KBMesPvrep2X3/oPHnKD/zIZdpVUNSVx/xws8ZvKolggB9JkIZhqJSQB9xgRHtUQIoM9EMNOIggAGXQGPe9B18Eztffv2lf5L88My92Sz430p0rVTB1ly68VtGq92eJyLHvICd0GVmLYIoE9bJInjggD6dEGVmLYIoE9bJInjigAGXUeWGXQdv0wY9MWrt8ttD69OZNZWiTMX1WvNkm/a1Spjmp+Vft06ycKmi5yOlxe4U7wEVxJAn0qAVHdKAH06xUtwJQH0qQRIdecEMOg6xBh0Hb9MGHQzozumebnvkmvl8KnuQyDoKjW/+9FdgOQF7oIqMW0RQJ+2SBLHBQH06YIqMW0RQJ+2SBLHFQEMuo4sBl3HLxMG3Qxx5mPrZc4zm2XK1QNlwvC+ylFTvRYBc72auWbNnNJuTmuvfDDo6AcCInzARAVpJoA+05wd+oY+0UDaCWDQdRnCoOv4ZcagJ3k4mRJp5quPb1khq7bslbkTz5Ohvbtg0DOfUQbgggAfMF1QJaYtAujTFkniuCCAPl1QJaZNAhh0HU0Muo5fZgy6GWa1k8WVCKheQSBohtxsN9i0a78sbLpQ+nVrcMaPF7gztAS2QAB9WoBICGcE0KcztAS2QAB9WoBICKcEMOg6vBh0Hb9MGXRvmXvTqNOlaVR/5cip7kcgzCntQTPstsjyArdFkjguCKBPF1SJaYsA+rRFkjguCKBPF1SJaZMABl1HE4Ou45cpg+4tcx/au7PMnXi+cuRU9yNg9p6bPehm77nZg+73eNfePXDDsNLJ+q4eXuCuyBLXBgH0aYMiMVwRQJ+uyBLXBgH0aYMiMVwSwKDr6GLQdfwyZdAPHDosl9z9Gzl0+HBp1B3bt5Mxjb3kpvf1kwE9TlCSoLohEHSCuylz9BC5s+S6xlOdgeMF7gwtgS0QQJ8WIBLCGQH06QwtgS0QQJ8WIBLCKQEMug4vBl3HLzMGfc/+g/KZuStl9dY3jxlx+3bt5P6PnSsjz3A3m6vEnJnqYWbHMeiZSScddUiAD5gO4RJaTQB9qhESwCEB9OkQLqGtEMCg6zBi0HX8MmPQvzhvlTy+5o2qo+18fAf5z5uHywnHd1ASKXb1MAfxhZllt0GRF7gNisRwRQB9uiJLXBsE0KcNisRwRQB9uiJLXFsEMOg6khh0Hb9MGPTte9+SP/3GssCR3jJ6gNz0vtMCy1HAn8Du1gMy+r6l0rVTB1ly68VVMWHQURAEuAcdDaSbAAYo3fkpeu/QZ9EVkP7xY9B1OcKg6/hlwqD/x2+3yD/9/A+BI514cT+59YozAstRwJ9A2Lvm5yzbLDMfXS8TRvSVKVcNdIaTF7gztAS2QAB9WoBICGcE0KcztAS2QAB9WoBICKcEMOg6vBh0Hb9MGPQfP/uafPm/1gWO9C8v7ieTMeiBnKoVCDszvmDlVpm+aG3Nk95jd6KsIi9wGxSJ4YoA+nRFlrg2CKBPGxSJ4YoA+nRFlri2CGDQdSQx6Dp+mTDoW3fvl2vuXx440r/9k9Pl05dyP3ogqCoFvjjvRXl8zY7S9WrmmrVqz+LV2+W2h1eXrlgzV625eniBuyJLXBsE0KcNisRwRQB9uiJLXBsE0KcNisRwSQCDrqOLQdfxy4RBN0O8+ccvyFPrd1Ud7fEd28sv/naEdOnEIXFxJTG+ZYWs2rJX5k48T4b27lI1TNil8HH74dXjBa4lSH2XBNCnS7rE1hJAn1qC1HdJAH26pEtsGwQw6DqKGHQdv8wY9O1735ZPz/mdbNixz3fEQ07tLD+66XwljWJXv+grT5YALL/90pogNu1qlTHNz0q/bp1kYdNFzqDxAneGlsAWCKBPCxAJ4YwA+nSGlsAWCKBPCxAJ4ZQABl2HF4Ou45cZg26Gue/tg/L1X26QeSu2SevbB0sjv2JwT1m9da9s2rXf+Z5oJepUV1+1ZY+Mb3lehvbuLHMn1v6iI+xp79oB8wLXEqS+SwLo0yVdYmsJoE8tQeq7JIA+XdIltg0CGHQdRQy6jl+mDHq1oZoZ3fHfXyG79x+UplGnS9Mo9qFHlcWCldtk+qKXQn/JEXa2PWo/ysvzAtfQo65rAujTNWHiawigTw096romgD5dEya+lgAGXUcQg67jlwuDbhAsXvOG3DZvVYnG3eOGypWDeyrJFKv6zMfWy5xnNof+ggODXix9MNpjCfABE1WkmQD6THN26Bv6RANpJ4BB12UIg67jlxuDbjB493N37dShdLp4rYPOlNhyV/2vf/SCmMPfDDdzOnvQM/rep0srFpbcMlK6NnQMKh7r57zAY2GjUkIE0GdCoGkmFgH0GQsblRIigD4TAk0zsQlg0GOjK1XEoOv45cqgGxRmmbZZrm0OMDN7qV2ZRyX21FWParjHNC8v7ftf2HSh9OvW4GQ8vMCdYCWoJQLo0xJIwjghgD6dYCWoJQLo0xJIwjgjgEHXocWg6/jlzqAbHGY/+qqte2XoqZ3lqiE95cn1u+TVna1yQf+ucuXZPeWaYacoqeWruncqu1l5sOTWi0MNLuqMe6igFYV4gcehRp2kCKDPpEjTThwC6DMONeokRQB9JkWaduISwKDHJfdOPQy6jl8uDboxnMZAmhlev2fkgG5y/8fPlfbt2inp5aP64tXb5baHV5eWtpsl7mGeL857UR5fs0Puvn6IXDnk5DBVIpfhBR4ZGRUSJIA+E4RNU5EJoM/IyKiQIAH0mSBsmopFAIMeC9uRShh0Hb9cGvRDhw/LuO88Jxt3tFal8+fv7S1TP3imkl4+qjc/8Yo0P7Ex9AFxZtTeVoIZ154l1zWe6gQEL3AnWAlqiQD6tASSME4IoE8nWAlqiQD6tASSMM4IYNB1aDHoOn65NOg/fvY1+fJ/rQsk89+3jpTOndwccBbYeIoKeLPhM649u3TNWpgn6qnvYWJWluEFHocadZIigD6TIk07cQigzzjUqJMUAfSZFGnaiUsAgx6X3Dv1MOg6frk06LN/uVEefOqVQDIuZ38DG09RgfEtK2TVlr0yd+J5oU++jzPrHnXIvMCjEqN8kgTQZ5K0aSsqAfQZlRjlkySAPpOkTVtxCGDQ41A7WgeDruOXS4P+tcUvy0NLNwWS+burB8n44X0Cy+W9QJw7zTHoeVcF4wsiwAfMIEL8vJ4E0Gc96dN2EAH0GUSIn9ebAAZdlwEMuo5fLg36t554RR54YmMgmf/36Qtk4MknBJbLcwFz97k5UG9o786la+nCPgtWbpXpi9aWlsSbpfEuHl7gLqgS0xYB9GmLJHFcEECfLqgS0xYB9GmLJHFcEcCg68hi0HX8cmnQX/vjfrn2W8trkjm3Txf54V+ep6SX/epzlm2WmY+uj2y0PYN+xeAecs+4c5yA4AXuBCtBLRFAn5ZAEsYJAfTpBCtBLRFAn5ZAEsYZAQy6Di0GXccvlwbdIHl4xVb5x0fW+tJpOK6DfP8TjTLk1BOV9LJfPe5hb97Me5Sr2aLS4gUelRjlkySAPpOkTVtRCaDPqMQonyQB9JkkbdqKQwCDHofa0ToYdB2/3Bp0g2XJSzvkq4+uF3Mvuve897Su8r+vOVMGnVxsc757/wFZ9LvXS3v1zX3xzR8/V0ae0T20mlZt2SPjW56PvDQ+dAMiwgs8Ci3KJk0AfSZNnPaiEECfUWhRNmkC6DNp4rQXlQAGPSqxtuUx6Dp+uTboHprWtw/JY6u3y9SfviQuZ3yVqUis+tcWr5eHlm5u095JDR3lrg+fLZef1SNUP8yXHmOan5V+3TrJwqaLQtWJWogXeFRilE+SAPpMkjZtRSWAPqMSo3ySBNBnkrRpKw4BDHocakfrYNB1/Aph0A2i3a0HZPR9S0u0ltwyUro2FPP+c/MlxaLfbauqmtkfPVdGnRluJj3O6e9R5MoLPAotyiZNAH0mTZz2ohBAn1FoUTZpAugzaeK0F5UABj0qsbblMeg6foUx6AaTOa3c7J1+4IZhpZn0oj0rNu2Wm36wsuawT+lyvPznzcNDocGgh8JEoZwS4ANmThObk2Ghz5wkMqfDQJ85TWyOhoVB1yWzMAa9tbVV7rrrLnnkkUdKxKZNmyZjx44t/e/58+fLnXfe2YbkxIkTZdKkSYF09+3bVzLpRXi8A9EmjOgrU64aWIQhtxnj/f+9Ub795CuB4/7uhPfIhf1PCiznGXRXKxJ4gQemgAJ1JIA+6wifpgMJoM9ARBSoIwH0WUf4NB2KAAY9FKaqhQph0D1zPnLkyCOmvJyIMehLly6VqVOnSkNDQySiRTLoce/8jgQ0xYXvfmy9/PCZtnvP/br7hSvPkBtH9gscyZjm5aUD5hY2XSj9ukXTXWBwDokLg4gydSTAB8w6wqfpQALoMxARBepIAH3WET5NhyKAQQ+FqdgG3RjwDRs2VJ0Rx6CHF5HrWd/wPUm+5Df+e4N898lXAxv+2p8PldFn9wwsN75lhazaslfmTjxPhvbuElg+agFe4FGJUT5JAugzSdq0FZUA+oxKjPJJEkCfSdKmrTgEMOhxqB2tU4gZ9NmzZ0tLS8uRUffp00fMvw0aNKj0b5VL3MMubzd1izSDbsbr7UO/+/ohcuWQk3Xqy1jtxWvekNvmrarZ6+M6tJcnvnCxdGzfLnB0rvf08wIPTAEF6kgAfdYRPk0HEkCfgYgoUEcC6LOO8Gk6FAEMeihMVQvl3qB7y9vHjRsnw4e/c3iXMeTz5s2TWbNmSffubU/c3rlzp0yePFlMeW+Puqlz//33HwPxc5/7nBw4cEDefvttXRYyVPtff7NR/s8ja+QvLzld/v6DgzPUcztd/eSDy2XZhp1Vg90x5hz5+PDg5e0mwD/M/73Me26z/PPYc2TcBeHqRBlFx47vnLRvNMoDgbQRQJ9pywj9KSeAPtFDmgmgzzRnh74ZAt6XSNCIR6CQBt0z4eYQOM+0l+PzWxL/ne985xjCn/nMZ0rmvEgG/en1O+Smf31OzL3fT93+J/FUl+Fa+946KJ/70Qp5ev2xJn3yVWfKX19+RujRGYP+8G9fky998Gz5y/edHrpe2ILHHXdcqWiR9BmWDeXqTwB91j8H9KA6AfSJOtJMAH2mOTv0zRA48cQTAaEgkHuDbtiY5ewDBgw4MiNuDPr06dNLM+XeMvcgg16NcdGWuBsOo+99WnbvP1jY+9A37WqVMc3PSt+TOsmHhp0iZln7R87rVfr/ozzNT7wizU9slKZRp0vTqP5RqoYqyxK4UJgoVCcC6LNO4Gk2FAH0GQoThepEAH3WCTzNhibAEvfQqHwLFsKgL1u2rGTIvX3n5YfCGSoPP/ywXH/99aUT3INm1yspFtGgf3Hei/L4mh0y5eqBMmF4X50CM1jbM9bXNfaSGdeeHXsEGPTY6KiYAwJ8wMxBEnM8BPSZ4+TmYGjoMwdJzPkQMOi6BBfCoBtE5QfBNTY2ttl/XnmIXPkd6UF4i2jQ5yzbLDMfXS9FvQ/d1kF5rjnyAg/67eXn9SSAPutJn7aDCKDPIEL8vJ4E0Gc96dN2GAIY9DCUqpcpjEHXYapeu4gGfdWWPTK+5Xnp2qmDLLn1YldoUxnXW95uOrf89ktVfVywcqtMX7RWtDPx1TrBC1yVHio7JoA+HQMmvIoA+lTho7JjAujTMWDCqwlg0HUIMeg6foW7Zs3D5e1Dd3WHtzItzqovWLlNpi96Sa4Y3EPuGXeOqp1nNuwqXVs3YkA3eeCGYapYfpV5gVtHSkCLBNCnRZiEsk4AfVpHSkCLBNCnRZiEckIAg67DikHX8SusQZ/52HqZ88zmwu1DN+bcmHSz99zMfGsez6AP7d1Z5k48XxPKty4vcOtICWiRAPq0CJNQ1gmgT+tICWiRAPq0CJNQTghg0HVYMeg6foU16N7+aRszycoUJFr9oq88WWpvYdOF0q9bg6ptb7l8v26dZGHTRapYfpV5gVtHSkCLBNCnRZiEsk4AfVpHSkCLBNCnRZiEckIAg67DikHX8SusQd/dekBG37e0UPvQbc94u2bIC1z5y011pwTQp1O8BFcSQJ9KgFR3SgB9OsVLcAsEMOg6iBh0Hb/CGnSDzduHbvZPm33UeX+85e027y33ZuS1B84xg5539eVvfHzAzF9O8zQi9JmnbOZvLOgzfznN24gw6LqMYtB1/Apt0Iu2D31M83LZtGu/2DwYD4Ou/AWkemYJ8AEzs6krRMfRZyHSnNlBos/Mpq4wHceg61KNQdfxK7RBX7x6u9z28Gpnp5ArU2O1uqv94t4qBBt72isHzAvcqgQIZpkA+rQMlHBWCaBPqzgJZpkA+rQMlHDWCWDQdUgx6Dp+hTbo3h5qg9DFEm1laqxWb37iFWl+YqP1O8u9WXkMutV0ESwDBPiAmYEkFbiL6LPAyc/A0NFnBpJU8C5i0HUCwKDr+BXaoBt041tWyKote0v3eOd5H7q5r9wcEnf39UPkyiEnK1VztLoX1wU/XuDW0kQgBwTQpwOohLRGAH1aQ0kgBwTQpwOohLRKAIOuw4lB1/ErvEH39qFPGNFXplw1UEkzndVdrhT44rwX5fE1O6wbf0OSF3g69RTUqzXb3pSFK7fJys17SkUb+3aRMY29ZHCvE4OqZurn6DNT6SpcZ9Fn4VKeqQGjz0ylq5CdxaDr0o5B1/ErvEH3rh4zs+dmFjiPz4KV28Sc4O7iznfvZPgZ154l1zWeahUfL3CrOBMJ5mnNr7EZ155d2mKRlwd95iWT+RwH+sxnXvMyKvSZl0zmdxwYdF1uMeg6foU36OWzy0tuGSldGzoqiaav+lETbd8geXvbbV7d5hHkBZ4+LdXqkfdlV60yLrZC1IsS+qwXedoNQwB9hqFEmXoRQJ/1Ik+7YQlg0MOS8i+HQdfxK7xBN/hc7c9WpsZade8qNBcHuWHQraUp84H+9se/lyfX76w5jksHdpdvfOzczI/VDIAPmLlIY24HgT5zm9pcDAx95iKNuR4EBl2XXgy6jh8GXUQ8k5nHfejerGa/bp1kYdNFSrUcWx2Dbh1pZgN6XwQFDSAvNybwATMo0/y8ngTQZz3p03YQAfQZRIif15sABl2XAQy6jh8GXaR0urmZRR/au7PMnXi+kmi6qnuH4LlYgm5GumDlVpm+aK3169uYoUyXjsL0BoMehhJlIJAMAQxQMpxpJR4B9BmPG7WSI4BB17HGoOv4YdDf5Tf63qdl9/6D4mof+trX35TvPbVJHvn963L48GHp0qmDfPTCPvI3N60z+QAAIABJREFUl/WX4zu2V2axenXvnvK5E8+Tob27WG9n8ertctvDq50cQMcL3Hq6nAb84DeXybY9b9Vso1eX4+XnNw932o+kgqPPpEjTThwC6DMONeokRQB9JkWaduISwKDHJfdOPQy6jh8G/V1+3j50F6eR/2b9Trn5x7+Xwz65OvPkE+S7Exql2wn2D6fbtKtVxjQ/K66Wt5vhuDwFnxe48pc74eo/WLpZ7lm8vmarX7xyoHxyZN+Ee+amOfTphitR7RBAn3Y4EsUNAfTphitR7RHAoOtYYtB1/DDo7/Kbs2yzzHx0vdjeh753/wH5028ul9a3D1bN1OVndpf7Pmr/4CxvTOZqK3PFlYtn1ZY9Mr7leSdfAvACd5ExtzE/9cOV8ttXd/s28t7TusqDn2h024EEo6PPBGHTVGQC6DMyMiokSAB9JgibpmIRwKDHwnakEgZdxw+D/i4/z2h27dRBltx6sZLq0erfffIV+cZ/bwyM9583D5dTuhwfWC5KgaOrAuxfr+b1w+UsPS/wKNlOR9lDhw/LvUs2yA+Xbhbzv83Tvp3IJ0b2k1tHD5D27dqlo6MWeoE+LUAkhDMC6NMZWgJbIIA+LUAkhFMCGHQdXgy6jh8GvYyfi33o9z6+QVqefjUwS3//p4Pkf1zYJ7Bc2ALl97u7PjXbOxzMdju8wMNmO33lvNP9Tc/yePiiGRf6TJ/u6NFRAugTNaSZAPpMc3bomyGAQdfpAIOu44dBL+P3xXkvyuNrdsiUqwfKhOF29snWy6AvWLlNpi96SUYM6CYP3DBMqZLa1THoTvFmMni5Qbe9KiUtQPiAmZZM0A8/AugTXaSZAPpMc3boGwZdrwEMupLhvn37SiadR8Tbs33NsFPki1ecIT07H6dekluvJe7GnBuTbvaemz3oLh8XKw+YoXSZMfexPf15Lbm6HcH9SKq3wAfMetKn7SAC6DOIED+vJwH0WU/6tB2GADPoYShVL4NB1/FjBv1dfgcOHZY7H1lbMrXeY3bLmmXnZka9o9lIG+N58KlXZfYvN9Ss6eKQOM80L2y6UPp1a4jR8/BVvKvcbLfFCzx8DtJW0jv/wOuXq2v+6jlu9FlP+rQdRAB9BhHi5/UkgD7rSZ+2wxDAoIehhEHXUapRmxl0EXOWlTl9esUm/9Onz+/3zunTUc+3Kp9FbNeuXen+88rHxTVr3tVnLq9XKx/H+JYVsmrLXrFtwniBO/u1dx7YM+hGg5t27be6bcR550M2gD5DgqJYXQigz7pgp9GQBNBnSFAUqxsBDLoOPTPoOn7MoItImFnuSe8fIJ+65LQ2tFe8ult+9Yed8sfWt+WE4zvKoJNPkI809hJzsvlt81bLqq17xey/vePas2VAjwb53lOb5JHfv14y6p06tpf9Bw45uZ5s5mPrZc4zm6Vp1OnSNKq/UiHB1T0zZva6mz3vth5e4LZIJh/HW8FhtleYVSlJaTHJkaLPJGnTVlQC6DMqMconSQB9JkmbtuIQwKDHoXa0DgZdxw+DLiIf/OZy2bZnf02Svbp0kp/ffNGRMjN+9pLMf/7ocnjvB8P6dJGNO/bJ7v0HS+b77uuHyNDeXXxje0vDbRxKZ5bo/+yFbbJp11uyYOXW0qylbcNcDdDR/e5nyXWNpyoVebQ6L3BrKBMP5B0cOOPas2T6orWlcxDMeQh5etBnnrKZv7Ggz/zlNE8jQp95ymY+x4JB1+UVg67jh0EXEc9MBKH0rhH79q9fkft/Vftu8ysG95QZHzpLujZ0rBp28Zo35LZ5q0qz7AubLqpZtlbfHl/zhkz96Vp5860DbYp99ILe8g9/dmbQsNQ/92bsbXzRUN4ZXuDq1NQtgPc7ZbY9jG95PpdXraHPusmLhkMQQJ8hIFGkbgTQZ93Q03BIAhj0kKCqFMOg6/hh0CMYdIPa3Om8euve0r71Ws+dHz5bPvye4NPTveXhcZcA//KlN2Ty/1tVtStXD+kpX71+qFIltat7V2rFHUO16LzAnabNWXCzxWNM87OlFSRzJ54vo+9bWmrL+4LLWcMJB0afCQOnuUgE0GckXBROmAD6TBg4zUUmgEGPjKxNBQy6jh8GXURu/Y8X5b/X7qhJ8tSux8vW3W+Fpv2p9/WTSaPPCCzvHegWZxbd7GX/wDeWyY43367ZzncnvEcu7H9SYF/iFsCgxyWXz3qeps15BGabhatr+OpNjw+Y9c4A7dcigD7RR5oJoM80Z4e+GQIYdJ0OMOg6fhh0EXn2lT/Kp+f8LpTJ/fJ//UF+/OyWQOqfHNlPvnhlsEE3geLOontGKKgzn7n0NLn5TwYEFYv9c+/++Akj+sqUqwbGjlNZkRe4NZSJBlq8ervc9vDq0oGBxqB7p/yb8xiuHHJyon1x2Rj6dEmX2FoC6FNLkPouCaBPl3SJbYMABl1HEYOu44dBf5fff764Xb70k9W+NL/8kSHyZ+e8YyxeeG2PfPJfnw+k/tnL+svnLj89sJwpsGrLntI+XfMsuWVk6L3oP1i6Se5Z/HJgG58Y0Vdus2icKxs0h9K5OAiMF3hgalNZoPILG+8QQdtnFNR78Oiz3hmg/VoE0Cf6SDMB9Jnm7NA3QwCDrtMBBl3HD4Nexu/lN/aVTmZftXVP6V+HntpFxp7XS87oeUIbyh954Fl5ZWdrTfL/96/eK2edcmLo7Hxx3ovy+JodkU67/tXaHXLLf7wY2ManLzlN/vb97mbQK5c0B3YoZAFe4CFBpaxY5ZYHV1sg6j1s9FnvDNA+Bh0NZJUAfz+zmrni9BuDrss1Bl3HD4Meg1/Q0vKb3nea3DI6miH2DtYy3TEnX1e7mq28uwcPHZbLZz1duk+91vO1Px8qo8/uGWOk4ap4KwDMAXrmUDBbDy9wWySTjVNpyL0VFlcM7iH3jDsn2c44bA19OoRLaDUB9KlGSACHBNCnQ7iEtkIAg67DiEHX8cOgx+S3bOMf5a6f/0HMrLv3HNehfWnf+ccv6hMrqnddWVgjs7v1gPzVnN/J2tffrNreyDO6SfPHh8XqT9hK5ad2m+vibD28wG2RTDaOtxrE3IF+XeOpR7ZwmFPdbeoj2VEd2xr6rHcGaL8WAfSJPtJMAH2mOTv0zRDAoOt0gEHX8cOgK/mt276vdMjcad0aZMSAk6RD+3axIxrDPaZ5uezef7B0uJY5ZKvaY8qaw+VWbd0rvbp0km179h9T9NJB3eVr44bK8R3bx+5TmIqmL+YqLXMS/ZJbLw5TJVQZXuChMKWukHfooadhTx+mo3m6ag19pk56dKiMAPpEDmkmgD7TnB36hkHXawCDrmS4b9++kknnSQcBb3mwdwK2X6/KzbmZlTRG6PgO7eXhFVvlwKF3Lmg35vy9p3VNbFAXfeXJUls2DRgv8MTSZ7Uh79T28q0a3lVrC5sulH7dGqy2V69g6LNe5Gk3DAH0GYYSZepFAH3WizzthiXADHpYUv7lMOg6fsygK/nZrl4+i9788XPlnN5dSk106dRB2rVrJ2Y5uZmh3LRrv3jmPA2GB4NuWwnZjed373ker1rjA2Z2NVqEnqPPImQ5u2NEn9nNXVF6jkHXZRqDruOHQVfyc1H9W09slAeeeKVN6Pbt2sn44X1k8Zo3SuZ86Kmd5e5xQ1IzG2mW5pt+2Zwh5QXuQl3uY/p9WeOdr5Cnq9bQp3st0UJ8AugzPjtquieAPt0zpgUdAQy6jh8GXccPg67k56L6p364Un776u6qoY05N8vauzZ0dNF8rJieQQ97An2YRniBh6GUrjLV9pt7WzcmjOgrU64amK5Ox+wN+owJjmqJEECfiWCmkZgE0GdMcFRLjAAGXYcag67jh0FX8rNd/QdLN8s9i9fXDDvp/QPkU5ecZrtpVbzKg8FUwd6tzAvcBsVkY3hX7lWe2L549Xa57eHVEvaGgmR7Ha819BmPG7WSIYA+k+FMK/EIoM943KiVHAEMuo41Bl3HD4Ou5Ge7+ge/uUy27XmrZtheXY6Xn9883HbTqnje1Vp3Xz9ErhxysiqWV5kXuBWMiQZ5ZsOu0hkJlYccurqKL9HBVTSGPutJn7aDCKDPIEL8vJ4E0Gc96dN2GAIY9DCUqpfBoOv4YdCV/GxX9/bvBsW1eVp6UFthfj590UuyYOU28e6+DlMnqAwv8CBC6ft5rZlyFwcJ1pMA+qwnfdoOIoA+gwjx83oSQJ/1pE/bYQhg0MNQwqDrKNWozTVrztDGCpxVg+7tMW4adbo0jeofa+yVlXiBW8GYaJA5yzbLzEfXi99e87xdtYY+E5UWjUUkgD4jAqN4ogTQZ6K4aSwGAQx6DGhlVZhB1/FjBl3Jz3b1v/3x7+XJ9Ttrhr10YHf5xsfOtd20Kh4GXYUvN5Vr6cDFNoh6guMDZj3p03YQAfQZRIif15MA+qwnfdoOQwCDHoZS9TIYdB0/DLqSn+3q3h7eWnHNCe5mj2+aHgx6mrJRv77Uuk4tb1et8QGzfjqj5WAC6DOYESXqRwB91o89LYcjgEEPx6laKQy6jh8GXcnPRXWzl9vs6fZ7Zlx7tlzX2MtFs6qYC1ZulemL1pb6Zvpo4+EFboNisjFqzZLXWv6ebC/ttIY+7XAkihsC6NMNV6LaIYA+7XAkijsCGHQdWwy6jh8GXcnPVfU1296Uh1dskV+v21Vq4rJB3eT683vL4F4numpSFdfFNVq8wFUpqUvlWtftudBIXQb5bqPos570aTuIAPoMIsTP60kAfdaTPm2HIYBBD0OpehkMuo4fBl3Jj+rvEKh2vZaGDy9wDb361B3TvFw27dovcyeeJ0N7d2nTibxdtYY+66MxWg1HAH2G40Sp+hBAn/XhTqvhCWDQw7PyK1kYg97a2ip33XWXPPLIIyUO06ZNk7Fjx5b+d62fBeHlFPcgQvw8DAEX5osXeBjy6Srj3UKw5JaR0rWh4zGdy9NVa+gzXdqjN20JoE8UkWYC6DPN2aFvhgAGXaeDQhh0z4CPHDnyiCkvxzZ79uzS/ztp0iTZuXOnTJ48ufS/hw8fHkgXgx6IiAIhCHgGvWunDrLk1otD1Aguwgs8mFHaSgQZcG+GfWHThdKvW0Pauh+pP+gzEi4KJ0wAfSYMnOYiEUCfkXBRuA4EMOg66IUw6PPnz5cNGzaUTHflYwz59OnTS6Z80KBBpR+XG/YgvBj0IEL8PCyBIHMWNo5Xjhd4VGL1Lb+79YCMvm+p1PqSJk9XraHP+uqN1msTQJ8oJM0E0Geas0PfDAEMuk4HhTDoxnC3tLQcIdWnT5+SCTeGfN26dXLHHXeU/vMMujH0S5culalTp0pDQ+1ZKgy6ToDUPkoAg15sNazaskfGtzwvQ3t3lrkTz/eF4V211jTqdGka1T/TwPiAmen05b7z6DP3Kc70ANFnptNXiM5j0HVpzr1B95a3jxs37siSdWPA582bJ7NmzZIdO3aU/u+MGTOke/fuJZp+Bv3GG288hvRDDz0khw4dKv3HAwEtgYvuelT+2HpAlv+vq+SkE47ThpP27duXYqBPNcpEAvxm3Rvyie8ulfcN6ik//PRI3za//+TLctdPX5SbLjtDpl57TiL9ctUI+nRFlrg2CKBPGxSJ4YoA+nRFlri2CHTseOw5OrZiFyFOIQ16+T5z8w1PmBn0F1544Rg9DBs2TPbv3186ZI4HAloCH/rm0tIJ3j+7eYSV/cWdOnUqdclolCf9BH7y/BaZtnCNXDmkp8z6i2G+HTZXrU3+j9/LiAHd5LufOC/9g6rRQ/SZ6fTlvvPoM/cpzvQA0Wem01eIznfr1q0Q43Q1yNwbdAPOLGcfMGDAkQPiyved9+jRgz3ortRF3EgExreskFVb9soDNwwrGTDtwxI4LcFk6zc/8Yo0P7FRai1fd3GYYLKjPNoa+qwXedoNQwB9hqFEmXoRQJ/1Ik+7YQmwxD0sKf9yhTDoy5YtK5lwb9955RJ2TnHXiYjadgj89Y9eKN2HjkG3wzNrUcIYdDMm22cV1IsTHzDtkX99z1uyeM0bpYBXDu4pp3Q53l7wgkZCnwVNfEaGjT4zkqgCdxODrkt+IQy6QWRM+Z133lmi1djYWNp37u055x50nYiobYfA9EUvyYKV22TGtWfJdY2nqoPyAlcjTDSAdwDclKsHyoThfau27V21NnfieTK0d5dE+2izMfSpp7lr3wGZ9tM18qs/7GwT7PIzu8udHx4s3U5gD2BcyugzLjnqJUEAfSZBmTY0BDDoGnoihTHoOkzVa3OKuyuyxYsb1qCFJcMLPCypdJTzVlDcff0QuXLIyVU75V21ZuuLnHqNHn3qyL914JBMaFkhf9i+zzfQmSefIHMmni/Hd3znsEieaATQZzRelE6WAPpMljetRSeAQY/OrLwGBl3HTzDoSoBUP0Ig7BLnsMh4gYcllY5yYbc42NZJvUaPPnXk7/vlBvn+U6/WDHLTJafJLe8foGuooLXRZ0ETn5Fho8+MJKrA3cSg65KPQdfxw6Ar+VH9KAHbxosXeLbU5S1dX9h0Yc1T/Ocs2ywzH10v1zX2khnXnp2tQZb1Fn3qUvf+e5+WPfsP1gzSpVMH+eWtF+saKmht9FnQxGdk2OgzI4kqcDcx6LrkY9B1/DDoSn5UP0rAtvHiBZ4tdYU9/M0cJGhm24f27ixzJ56frUFi0K3ly9NLUMDlt18aVISf+xDg7yeySDMB9Jnm7NA3QwCDrtMBBl3HD4Ou5Ef1owQWrNwq0xettTYzygs8W+oKa9B3tx6Q0fctla6dOsiSDM+Ook+dPod/9Sk5fPhwzSDt2rWTZX93ia6hgtZGnwVNfEaGjT4zkqgCdxODrks+Bl3HD4Ou5Ef1owS8mVFzB7q5ak378ALXEkyuftT7zT0zv+SWkdK1IZsndaNPnb7+18KX5GcvbKsZ5EPDesk/jcnuNggdIV1t9KnjR223BNCnW75E1xPAoOsYYtB1/DDoSn5UP0pg1ZY9Mr7leWtLl3mBZ0ddUb+cGd+yQlZt2StZvmoNfer0ufb1N+Vj3/utVJtDbyciP/6r98pZp5yoa6igtdFnQROfkWGjz4wkqsDdxKDrko9B1/HDoCv5Uf0oAW8WtV+3TrKw6SI1Gl7gaoSJBYhq0KcvekkWrNwmWb5qDX3q5fWb9TvlC/NWS+vbbQ+Laziug3xt3BB538Du+kYKGgF9FjTxGRk2+sxIogrcTQy6LvkYdB0/DLqSH9WPEvD2Fpt/sXGwEy/w7Kgr6gGBtk/8rwcp9GmH+t79B+T2n6yRJ9ftLAVs7NtF7v/YudK5Uza3Ptihoo+CPvUMieCOAPp0x5bIdghg0HUcMeg6fhh0JT+qtyUQ9qCwMNx4gYehlI4yUQ237QMF60EBfdqjPvOx9TLnmc2lgFm/fs8eFV0k9KnjR223BNCnW75E1xPAoOsYYtB1/DDoSn5Ux6CjAZGoBt32eQX1yAEfMO1RN9fumW0S5sn69Xv2qOgioU8dP2q7JYA+3fIlup4ABl3HEIOu44dBV/KjelsCY5qXy6Zd+2Vh04XSr1uDCg8vcBW+RCtH3VOeh6vW0Kc9iXmHBpqIWb9+zx4VXST0qeNHbbcE0KdbvkTXE8Cg6xhi0HX8MOhKflRvS8Dm6dy8wLOjLm8G1FyvZ67ZC/OMvvdp2b3/oGT1qjX0GSbL4cp4WvBK2zjDIlzL+S2FPvOb2zyMDH3mIYv5HgMGXZdfDLqOHwZdyY/qbQnEMWrVGPICz466vC9mohh0m1/m1IMU+rRH3Tu7wsyemy9tbKzAsde7bEZCn9nMW1F6jT6LkunsjhODrssdBl3HD4Ou5Ef1tgS+OO9FeXzNDivXZ/ECz4664syGR10WnzYa6NNORsq3O/Tr3iCrtuyVKF/02OlF/qKgz/zlNE8jQp95ymY+x4JB1+UVg67jh0FX8qN6WwI2TRcv8OyoK87p/VEPlksbDfRpJyPmcDiz8sZsjeh70vGyYOU2K1/w2elddqOgz+zmrgg9R59FyHK2x4hB1+UPg67jh0FX8qN6WwI2TRcv8OyoK45Bz/pVa+jTjj4Xr94utz28Wq4Y3EOGntpFmp/YKE2jTpemUf3tNFDQKOizoInPyLDRZ0YSVeBuYtB1yceg6/hh0JX8qI5BL7oGNu1qlTHNz0q/bp1kYdNFoXFk/ao1PmCGTnXNgt6XehNG9C1paOaj68X87ylXDbTTQEGjoM+CJj4jw0afGUlUgbuJQdclH4Ou44dBV/Kjur9Bt/EBmxd4NtRVvkTZ7B0O+3h7j035LJ7ajT7DZrp2ufJVN/26HS/TF60tzabfM+4cOw0UNAr6LGjiMzJs9JmRRBW4mxh0XfIx6Dp+GHQlP6q3JWBz2TIv8Gyoq3yJclRTFedwubRQQZ92MuGdWzHl6oEyvH9XGd/yvAzt3VnmTjzfTgMFjYI+C5r4jAwbfWYkUQXuJgZdl3wMuo4fBl3Jj+ptCWjMWiVLXuDZUNecZZtjL0uOcz1bWqigTzuZKL+aceipnWX0fUvFXLe25NaL7TRQ0Cjos6CJz8iw0WdGElXgbmLQdcnHoOv4YdCV/KjelkDc5c5+HHmBZ0NdmoMBZz62XuY8s1nM7OmE4X2zMeB3e4k+7aTL+5Jm7sTzZGjvLhLnwEE7PclXFPSZr3zmbTToM28Zzd94MOi6nGLQdfww6Ep+VG9LIO6BYRj07CpJY9A1detNjA+YdjLgGfIlt4yUrg0dZUzzctm0a78sbLpQ+nVrsNNIAaOgzwImPUNDRp8ZSlZBu4pB1yUeg67jh0FX8qN6WwLewV82lqjyAs+Gur4470V5fM2OWHdXe2cWZPFQMPRpR5+VM+blS97N3eg88Qigz3jcqJUMAfSZDGdaiU8Agx6fnamJQdfxw6Ar+VH9WAK2lqjyAs+GujSGyrtqLeoVbWkggz71WfBbceMdGjfj2rPkusZT9Y0UNAL6LGjiMzJs9JmRRBW4mxh0XfIx6Dp+GHQlP6pj0Iuugco9xFF52PpCJ2q72vJ8wNQSFPE7syLL2x70ROxFQJ/2WBLJPgH0aZ8pEe0SwKDreGLQdfww6Ep+VD+WgK2rs3iBZ0Nd2nx79bO25xh96vXpd+uD5lYAfY/yEwF95ieXeRwJ+sxjVvM1Jgy6Lp8YdB0/DLqSH9WPJWDrkCde4NlQl3YG3NvDfvf1Q+TKISdnY9Aigj71qfKbLbd5VaO+h9mNgD6zm7si9Bx9FiHL2R4jBl2XPwy6jh8GXcmP6scS0OxJLo/GCzz96vIOBTQ9XX77pbE6nNWr1tBnrHS3qeRn0LN8LoGeiL0I6NMeSyLZJ4A+7TMlol0CGHQdz0QN+uzZs6WlpaXU42nTpsnYsWN1vU9B7X379pVMOg8EbBHwDLp2RpQXuK2MuIvjmamhvTvL3Innx2ooq0ua0WesdLep5HcDgI0vffQ9y34E9Jn9HOZ5BOgzz9nNx9gw6Lo8OjPo69atk0mTJslrr71WMuP9+/eXX//616V/a21tlbvuuktGjhyZeZOOQdcJkNrHErB1CjMv8PSry++Qr6i9zuqSZvQZNdPHlq+22ka7bULfs+xHQJ/Zz2GeR4A+85zdfIwNg67LoxODXmnA58+fL3feeac0NzfL8OHDSz1etmyZzJs3T6ZOnSoNDQ26UdSxNga9jvBz2rStJcu8wNMvEBvm2u+qrfSPnD3oNnLknVcxd+J5MrR3lyMhbZ1jYaOPWY3B38+sZq4Y/UafxchzlkeJQddlz4lB37lzp0yfPl0mT54sgwYNksr/33TZzLDPmjVLZsyYId27d9eNoo61Meh1hJ/Tpm1dk8QLPP0C8XI9YURfmXLVwFgd/snKbXLHopdKdc/udaJccXZPmXhxX+ncqWOseElVQp960tVmyrN6cKCeiL0I6NMeSyLZJ4A+7TMlol0CGHQdTwy6jh+HxCn5Uf1YAhj04qhCk+uDhw6LWeL87Ct/PAZYzxOPk6//j3PlnN6dUwuTD5j61FQz6N42mSlXD5QJw/vqGypgBPRZwKRnaMjoM0PJKmhXMei6xGPQdfww6Ep+VD+WwIKVW2X6orVyXWMvmXHt2bER8QKPjS6xiprtDJ4Jq9bZft0aZP5nL5AO7dslNp4oDaHPKLSOLVvrgEHNFz+6XuWnNvrMTy7zOBL0mces5mtMGHRdPjHoOn4YdCU/qmPQi6yBuEuR9+w/KO+/9+lAdP/zA4Pk4xf1CSxXjwJ8wNRRr3XAoHeyv/ZLPl0Ps10bfWY7f3nvPfrMe4azPz4Mui6Hzgy62X++cuXKmr1rbGws7UNnD7ouidTOFwEbJ3sbIrzA06+LuHfeL1i5TcwMetBz0/tOk1tGDwgqVpefo08d9lom3Dt8cMSAbvLADcN0DRW0NvosaOIzMmz0mZFEFbibGHRd8p0YdF2XslWbQ+Kyla8s9NbG3dgY9CxkWqTaKdxBvf/R8tfkK79YF1RMbhzZT75w5RmB5epRgA+YOuq1lrFn9WR/HRG7tdGnXZ5Es0sAfdrlSTT7BDDoOqbWDbo5sT3M7LnpNjPouuRRO58EbH245gWefn3Eva/65Tf2ybjvPBc4wL++rL/8zeWnB5arRwH0qaPunV/QNOp0aRrV/5hgcbWl61V+aqPP/OQyjyNBn3nMar7GhEHX5dO6Qa/szuzZs2XAgAEyduzYIz/y7kkfN27ckXvRdcOoX21m0OvHPs8t2/hwzQs8/QrR5PmT/7pCXnhtb81BPvK5i+TUrp1SCQJ96tISdH7B6Huflt37D8qSW0ZK14Z0X7mnI+GmNvp0w5WodgigTzscieKOAAZdx9apQfe7/9zr7rJly2TevHkydepUaWho0I2ijrUx6HWEn+OmNcbNw8ILPN0C2d16QEbft1S6duogS269OHJn//D6m3LTD38ne/Yf8K1714fPlmvf0yty3KQqoE8d6aDzC8a3rJBVW/bK3InnydDeXXSNFbA2+ixg0jMLBYf8AAAgAElEQVQ0ZPSZoWQVtKsYdF3i62bQ161bVzogbsaMGRwSp8shtXNIAIOew6RWDMk7DHBo784yd+L5sQa8add+mfnYOnl8zY429Wd/9BwZdWaPWDGTqsQHTB3poBnyoBl2Xev5r40+85/jLI8QfWY5e8XoOwZdl2enBt1byj5y5Mg2S9xNl80Muln+zinuugRSO58EvMPDFjZdKOY+6zgPL/A41JKrY+u0ftPjQ4cPy5tvHZIPf2tZaVmzRjdJEUCfOtJBX+J5e9SnXD1QJgzvq2usgLXRZwGTnqEho88MJaugXcWg6xLv1KB7Rnz69OklMz5o0KBSb72D5Mwe9PK96bqh1Kc2S9zrwz3vrdpYnsoLPN0qWbByq0xftFZs3lXtzZpmwZShz/j6DLM9otYp7/FbLk5N9FmcXGdxpOgzi1krVp8x6Lp8Ozfo5Ya8/F705ubmzB8QZ8aGQdcJkNr+BIL2l4bhxgs8DKX6lXFhoLy7sa8Y3EPuGXdO/QYXomX0GQJSlSJhrmJ08QVQ/B5nr2ae9bn3rYOyctOeUlIa+3WRzsd3yF6CCt7jPOuz4KnNzfAx6LpUJmLQdV1Md20Merrzk8XeHT58WKY8vFoWr3lDPnZhH7l19AA5IcYHKF7g6c6+C4MeZmY1LVTQZ/xMhNkeEaZM/B7kv2Ye9WkOlJzxsz/Io6u3t0ng1UNOlukfOlO6dOK0/6woO4/6zAp7+hmOAAY9HKdqpTDoOn7MoCv5Ub0tgSfX7ZQ7frZWtu15q80PPntZf/lcxPuseYGnW13TF70kC1ZuE9vL0b3zCx64YZiMGNAttRDQZ/zUeCslJozoK1OuGugbaNOuVhnT/Kz069ZJFjZdFL+xgtbMmz7fPnhIbnxopaze6n8145BTO8tDNzbKcR3aFzTj2Rp23vSZLfr0NgwBDHoYStXLYNB1/DDoSn5UP0rgqfW75OYfv1AVybj39pZpHzwzNDJe4KFR1aWgt43h7uuHyJVDTrbWB+9wsKZRp0vTqP7W4toOhD7jEw27+iLoILn4Pch/zbzp8+u/3CDfe+rVmon7q0tOk8+/f0D+k5uDEeZNnzlICUOoIIBB10kCg67jh0FX8qP6UQLX3L9Mtu5uO3NeyecHf3meDOsT7k5jXuDpVpeNcwb8Rrh49Xa57eHVpdlzM4ue1gd9xs9M2BPag65ii9+D/NfMmz6vuG+p/LH1QM3EndTQUR6/ZWT+k5uDEeZNnzlICUPAoFvVQCEMurlzfdKkSfLaa68dgdfY2Hjkirf58+fLnXfe2QbsxIkTS3WCHvagBxHi52EIrHh1t9z0w5WBRT9z6Wly85+Em+HgBR6Is64FbFyl5zcAbx+6+dmSW0ZK14Z07itFn/HlF3b1hY3bIOL3Mts186ZPbzVFUFaW335pUBF+ngICedNnCpDSBcsEmEHXAS2MQb/jjjvE/Odd9VaOzRj0pUuXytSpU6WhIdqd0xh0nQCp/Q6Bh5Zukq8tfjkQxydG9JXbquw5razMCzwQZ10LuFx+HNbA1RMA+oxP3zPeQecMeNfuzbj2LLmu8dT4DRawZt70OfwrT8rhgDy2E5FlGPRMqD1v+swEdDoZiQAGPRKuYwpj0EUEg64TEbX1BB5bvb10cnvQE2WPIC/wIJr1/blLg+7tUa51iFh9Ry+CPuNnIOzS9bBL4eP3JL8186bP//mT1fJfL7Y9vb0ye396zsnyLx8Zkt+k5mhkedNnjlLDUN4lgEHXSaEwBr18iXv58naDr3KJu9/y9p07dx5Dunv37tLa2lrah84DAQ0Bc8Lupff8Rg4eqj3HYT48/dm5p4RqylsNYjTKky4C5oTtD39ruXTt1EF+Ofl91jtnrtj67NzflU7w/unfDLce30ZA9Bmf4oX/8utS5Wf/52U1g3zrVxul+YmNYg4M/JuIt0DE710+auZNn6u27pUbHvxtzeT86FPvlaGnds5HAnM+irzpM+fpKuTwevToUchx2xp0IQx6JazZs2fLli1bfJe0GyM+efJkGTdunIwdO/ZI1auvvvoY5o8++qiYO6vNfzwQ0BL4/q9fln9cWP0U9+Fn9JD/23RJ6GbatTMLFgV9hiaWXMGn/rBdJnznabnkzJNlzmcudtLwBf/4X6VDoZ6b9gE56YTjnLShCYo+49H747635YI7fyHmQK/n/vef1gzyH8tfkb/79+flLy46Tb760fPjNVjQWnnU55LV2+SvH1ou5gvh8sdcrfbAjRfJ6CG9Cprt7A07j/rMXhbocS0C7dtzZaNGIYU06ObQuFmzZsmMGTPEzIJXPmZGfcOGDRwSp1EWdWMRmL3kZXnwN5uOqfve07rK7I+eI106hT/wiyVwsVKQSKUkTlr39h/bvmfdFiD0GY+kWR1hzhgIc0r/qi17ZHzL8zK0d2eZOxGDHoV4XvVpvrT7x5+tlcfWvFHCYW4F+ebHzi194cOTHQJ51Wd2MkBPgwiwxD2IUO2fY9Ax6DoFUds6gfVv7JNHfv+6LF79hqzZ9qZ89rL+8rkYy1N5gVtPjbWAc5ZtlpmPrpfrGnvJjGvPtha3PFASbWg6jj7j0fO+3LlicA+5Z9w5NYN4J/qbrRRLbnWzUiPeKNJfK8/69M6oMFkIo6P0Z6t4PcyzPouXzXyOGIOuy2shDPovfvELOeuss46c4G6WuJvH7Es3+3Mffvhhuf7660snuHtL3M3Phg8P3rvJKe46AVK7OgHvQ5TZP9o0qn9kVLzAIyNLrII2t2E6ava5j2l+trTPPY3mDH2GyeKxZbwvXsIeAOjyMMJ4I8hGrTzrs9ygm3MqFjZdlI2k0MsjBPKsT9KcDwIYdF0eC2HQly1bJk1NTUdIXXPNNW32nxvD3tLScuTn06ZNa7P/vBZiDLpOgNSuTkA7A8oLPL3qSsKgm9F7p33PnXieDO3dJVVA0Ge8dETVjqeBhU0XSr9u0a4RjdfDfNTKsz690/29THH3efY0m2d9Zi8b9NiPAAZdp4tCGHQdotq1Megu6RY7trfXNO7+UV7g6dXP9EUvyYKV28T1/dRpvmYLfcbTp6edsGcLhL0zPV5v8lsrz/r0zqfwsrfklpHSlT3omRJznvWZqUTQ2aoEMOg6cWDQdfxKV6xxzZoSItV9CWj3j/ICT6+wzCFf5guYB24YVjrsy9WzYOVWmb5obagDxVz1oVpc9BmPeFTtJPVlULzRpLdWnvXpacijn8YVNulVRjp6lmd9poMwvdASwKDrCGLQdfww6Ep+VK9NQLN/lBd4etWV1Kym9yWPIZG2ZazoM54+Pe2ENVVRl8TH61X+auVZn56GzPkUu/cflLuvHyJXDjk5f0nM8YjyrM8cp61QQ8Og69KNQdfxw6Ar+VG9NoExzctl0679Emf/KC/w9KrL2xecxNLSpL4MiEobfUYl9k75qF/aRT1ULl6v8lcrz/r0/v6YE9wfX7NDwm6XyF+WszuiPOszu1mh5+UEMOg6PWDQdfww6Ep+VK9NwNsrGGeGgxd4etUV1WRpRuLtQw976remrSh10WcUWkfLRtVOlGvZ4vUon7XyrE9PQ+aGkOYnNkrcm0LymflsjCrP+sxGBuhlEAEMehCh2j/HoOv4YdCV/Khem4DmkC9e4OlVV1STpRmJ9rBBTdu16qLP6GS9q/OiXI21asseGd/yvMQ9bDJ6L/NRI8/69P7+mEMqzRkV1zX2khnXnp2PxBVkFHnWZ0FSmPthYtB1Kcag6/hh0JX8qF6bgGZ5Ki/wdKrLM0xRTJZ2JN4H8iSW1IftK/oMS+poOe/LFnOwoDlgMMyjPWwyTBt5LJNXfZbrwWiIL2+yqd686jOb2aDXfgQw6DpdYNB1/DDoSn5Ur01AszyVF3g61RXHZGlH4p3anKa9pugzelbj/j1IcsVG9FGls0Ze9Vm+ouKBjw+T0fctFXNY3JJbL05nIuiVL4G86pN054cABl2XSwy6jh8GXcmP6rUJxFnS6kXkBZ5OdcU1WZrRaFZiaNqtVRd9Ricb90R2zWGT0XuZjxp51WflF4R8eZNNveZVn9nMBr1mBt2+BjDoSqbcg64ESPVAAnE/QPECD0RblwL1MMverFmaZsrQZ3T5xTXoUe9Oj96z/NXIqz4rvyDky5tsajev+sxmNug1Bt2+BjDoSqYYdCVAqgcSiPsBihd4INq6FIhrsrSd9a5WCnt/tra9oProM4jQsT+Pe6vD9EUvyYKV28QcCnZd46nRGy5gjbzqs/ILQu/Lmzg3hRRQFqkZclL6XLl5t/xk5evy+Jo3SmO/YnBP+UjjKdLYt2tqWNCRdBJgibsuLxh0HT+WuCv5UT2YQNwP5Um9wINHQIlyAt7J/ElfbaS5EcBFBtFndKpxZ8Lr9aVQ9BGmp0Ze9VmpBe/LmzSdT5EeFaS3J0no89+f2yL//J9/8IXwD392pnz0gt7pBUTP6k4Ag65LAQZdxw+DruRH9WACcY1VEi/w4N5TopJA3C9ctCS9mbMoJ4Br26xVH31Gp+utpom6CqIe2yqijy5dNfKqz0qDzpc36dJd2N641udvXt4ln/u3F2p25/6PD5P3ndEtbJcpVzACGHRdwjHoOn4YdCU/qgcTiPsByvULPLjnlPAjEHcWVEsz7nVbBw8dls1/3F9qvu9JnaRD+3barpTqo8/oGOOeR1GPgwmjjy5dNfKqz8rtDt6XN9yFni79BfXGtT7/5ke/k6c3/LFmNy4ecJJ864b3BHWVnxeUAAZdl3gMuo4fBl3Jj+rBBOJ+uHb9Ag/uOSX8CIxvWSGrtuyVqLOgNmh6bZv7j81Meq3nwKHDMvPR9fJ/n31NDr9b0Fjz/3FhHzHLYTsqjTr6jJ7RuAbdOySwX7dOsrDpougNF7BGXvVZ+QWh935Jy8qaAkot1pBd69P7WxPUueW3XxpUhJ8XlAAGXZd4DLqOHwZdyY/qwQTK762dO/H84ArvlnD9Ag/dEQq2IeB98Flyy0jp2tAxUTredokJI/rKlKsGVm378GGRT/1wpazYtNu3zPn9usqDn2iUdorJdPQZLfVx/w6YVuKunojWw3yVzqs+Kw265irPfGU8W6NxrU8Merb0kMbeYtB1WcGg6/hh0JX8qB6OQJyZM9cv8HA9p1QlgTi5tEWx8g7kanEffOpVmf3LDTWbnfT+AfKpS06L3TX0GQ1d2NxVi1pP3UUbaTpK51WffreCoI10aC5KL1zr89r7l8lru9+q2aU+XY+XRZ8bHqXblC0QAQy6LtkYdB0/DLqSH9XDEfCuyIoy6+r6BR6u55QqJ1DvmUyvfdOnv7rkNDmuQ3v5yHm9SnvLy58PfnO5bNvzzr7zak+vLp3k5zfHXy6NPqP9bixYuVWmL1orcfcKx72uMVov81M6r/r0M+Nx3i/5yXQ2R+Jan3OXbZavPrq+Jpy/u3qgjB/eN5sA6bVzAhh0HWIMuo4fBl3Jj+rhCMTZt+z6BR6u55QqJ6BZpqwlue+tg3Lr/3tRnvE5+Ofz7x9QMuzek8TyRvQZLaNxD4v0WqnX7QHRRpme0nnVp59Bj/N+SU+mitmTJPT5mbm/k+Ub/Q+Ku+j0k+Q74zkgrpjqCzdqDHo4TtVKYdB1/DDoSn5UD0eg8uTdMLWSeIGH6QdljhLQLlPWsPz0nN/Js69UP5XX3Gs7sGeDPP7SDpnzzOZQTWkOCEKfoRAfKaQ16HGva4zWy/yUzqM+y1fQlP/uxnm/5CfT2RxJEvo8fPiwfOuJV6TlN5vkrYOHjoC6/Mwecu9fDJV2mkNIsomdXkcggEGPAMunKAZdxw+DruRH9XAE4nw4T+IFHq73lPIIeMuUrxjcQ+4Zd05iYBaveUNum7fKant/cpb5kBZ/DOgzWjq0M+Bx/oZE62G+SudRn9VO80cb2dNukvr09GFugdi0a3/pBhBzEwgPBGoRwKDr9IFB1/HDoCv5UT0cgTj7T5N8gYcbBaW8DzpBp6jbJvWN/94g333y1cCwA3qcIJef1V1O69bp/7N3HmBWFFnfPzAwAQYYcg5DmCEMIAygiIFgQAyAuiomXMOOCQVFN+Eiyr7r5xpQVDCDCdMK5oiICckZJEgYcg4DDDNM+J5qKLhz597urj5d9/bt++/n8Xnf5VadqvrVme7+d506Zbn/8NVrO1CXJtUtbYYrAP9UQxecfVutNpGTe4hqG34q70f/DBfBI89Cj/R9yU/+EumxRNI/A59bMrpKJR9OpNmgPW8QgEDnzQMEOo8fBDqTH6rbI+Bk73IkH+D2RoFS0VqpevL7DfS2jbD1EX2a0w3dGxkT9c3ve+hvn6wOOWmPXZZBF7StzZpQ+KcaPm4iL3nedaSjN9RG6Z3SfvTPcGeewze843d2exJJ/5TbY3J6NaX5mw6S+NAzsl8LuhYJ4uxOV1yWg0DnTTsEOo8fBDqTH6rbI+Ak+3ckH+D2RoFS0doHPOGnTfTyrM2WExC8Kr5xbz59vHQXrdp5iLYdLKQNe/Kpd5ta9NTgTEtbVgXgn1aEyv7OPQoL512r8fajf8qV8uCTAMKFvqsRQ+lIEoikfwZur9mWV0hPTN+AMPdITnaMtgWBzps4CHQePwh0Jj9Ut09AdQUtkg9w+6OI75LcfcRO6S3Zmkc3vbXMtHqd1ET65s7wZ9oGfiT6LKcrVUuu5LQ7Rj34p318Tj7QhbLOFfn2exz7Jf3on+EieMIlj4v9WfTvCCLpn4HbazLrVaVzn51rgEWYu3/9y42RQaDzKEKg8/hBoDP5obp9AqpH4UTyAW5/FPFdkruPmENv1Odr6Yvlu8KaGH9lO+rVMs20Cdl/N8Ib4Z/2Z9PJFpdQ1lU/8tnvof9K+tE/zbbYyI83EF2x4cuR9M/gdw/5HBgzoBVdmlUvNoChlxEnAIHOQw6BzuMHgc7kh+r2CagehRPJB7j9UcR3yUteXGBkwZ0ytCNl1k+NOIynZ2ygN+eWPUKtenIlGntxazqrVU3L/sgQWTey+MI/LXGfLODW8XyqH/ns99B/Jf3on2ZbbKJ9b/KfB+kdUST9M/jDnnwOIJ+F3jmOdesQ6LwZhEDn8YNAZ/JDdfsEVBOMRfIBbn8U8V3SCyHGeQVF9MXy3bQ//xhliHDF1jWpos3zbANDYbkrbfBP+38LbmXZjtYWC/sj9U5JP/qn2fzDN7zje3Z6Ekn/DH5uubXlxs44USZ2CUCg8+YOAp3HDwKdyQ/V7RNQfUmP5APc/ijiu6QXBDp3BtwKc4d/2p8J1Y9z4SxHK0mh/ZF6p6Qf/dNsiw18wzu+Z6cnkfTPUM+taG7XssMHZaJPAAKdNwcQ6Dx+EOhMfqhun0C4I3LCWYjkA9z+KOK3pF9WHdwKc4d/2v9bcEs8uSX07fc8dkv60T/NtjjAN2LLVyPln+FOf1BdMIgtuuitGwQg0HkUIdB5/CDQmfxQ3T4B+aCslpRAM+/tYVkxUg9wy46ggEFA7iPOrF+VpgztFLNU3Apzh3/adwG3Vqs+XbaTRn/xBwUfs2W/J/FT0o/+aZYkEL4RW74dKf8Ml//CLx+cY2vWY6u3EOi8+YJA5/GDQGfyQ3U1Aioh0pF6gKuNIP5Kixec53/aRIu35BmDF9u9L+1Ql+7t3ZxqVqkck0DcCHOHf9qfereSu7mVbM5+z2O3pB/90+z54dZJAbE747HV80j5p1nknrwvvXRNe+NcdFwgEEgAAp3nDxDoPH4Q6Ex+qK5GQGba/SynCzWqkWxaOVIPcLURxFdp+XITatR1UxPp9es6WM6jF4m5EeYO/7Q/s24djxYuXNV+T+KnpB/900ygY0U0tnw7Uv4p7/Whom7ktohruzWkkX1bxBZA9FY7AQh0HmIIdB4/CHQmP1RXI6CSaTdSD3C1EcRP6f35RdTvublUWhp+zF2bVqdXhnSIOShuhLnDP+1Pu0rkjJVVN21ZtRXLv/vNP+18nIFvxI7HRso/zXITyIgcu9vuYocueuoGAQh0HkUIdB4/CHQmP1RXI6CSLCpSD3C1EcRP6Zd+3UwTf95kOeDPcrpSoxpJluW8VoAb5g7/tDejbq9surUab6/3sVvKb/5pZ3uDSoRW7M6sP3oeKf+0Sh4o7ycIc/eHX7k5Cgh0Hk0IdB4/CHQmP1RXI6CSOTVSD3C1EcRP6XE/bKQ35my1HPBfz0unq7s2sCzntQLcMHf4p70ZtSOs7Fk6Xsqt/ewqbcZiWb/5px0/kh/dnhyUQX0yasfitMVNnyPln6O/WEufLttFI/u1oGuzG5bjKxcNOGHuR4+VUP6xYqqWXIkqVawQN3Po94FCoPNmGAKdxw8CnckP1dUIyD3NvdvUpKcGtzWtHKkHuNoI4qf0szNzadLsLZYD/lf/VjSoUz3Lcl4rwA1zh3/am1GVv3k7FuULN0SYOS2/+aedLO1WYsyOf6FMZAhEyj+tPtpwwtxnrt1H/52+gcT2C3n1TE+jkX2bU3rtKpEBiVa0EYBA56GFQOfxg0Bn8kN1NQJ29hFKi5F6gKuNIH5KvzVvGz31/QbLAc8Y1o1qpMRmNneZEyHc6orZ4OGflq5hFFCJmrFjUWWbjB17fi3jN/+0ClUW82injF/nO9bGFSn/tHPEowxznzK0I2XWT7WFctqSnfTIV3+ELJtcOYEmXZdFGfUg0m3B9GghCHTexECg8/hBoDP5obo6AbuJfCL1AFcfQXzUKCwuoYsnLqQ9hwvDDviCtrXpscsyYhaI2RE8VoOCf1oROv6726LJbXv2RhF7pfzmn3bm3Sxjd+zNoL97HCn/tJOXQH70y+nVlHJ6NbEEv/1gAQ2YuMC0XLsGqfT2jR0tbaGAdwlAoPPmBgKdxw8CnckP1dUJyK/VVketReoBrj6C+Kkhzj6/84OVlF9YXG7QWQ1T6eVr2lNS5YSYBSLC3MULXF5BMc28p7uxh9DuBf+0R0q+/I4Z0IouzeJvhbAT6myvZ/4u5Tf/tCOiOB/c/O0N3htdpPzTzoKADHPPrF+VpgztZAlr4i+b6aVfrBOofnTLadSidoqlPRTwJgEIdN68QKDz+EGgM/mhujoBqz1h0mKkHuDqI4ivGnJfZwWR+6aUqE29qiTOlL02uwFVMP4xti+nIdPwT3vzbifE1J6l46VW7ThEQyYvJbsv0yq2/VTWb/4pt6OYfehR2ULlp7mOxbFEyj/tCHTBT+V0iKdnbKQ351onUH2gXzoNyY69BKqx6E86+gyBzqMKgc7jB4HO5Ifq6gTsCqJIPcDVRxBfNeQLjlXEQ6xSsZMdOtTY4J/2ZtztrOtuH9tmbxSxV8pv/mn3Q49dQRZ7M+qvHkfCP1XuFXbfS8QsjP9xE73+22bLCXErasiyIRTQQgACnYcVAp3HDwKdyQ/V1QnY2UsorEbiAa7e+/iqIY6nESvo3ZrVIHFOrF8vldUTycCJf67ddYRmrt1rmDi3dS1qXdf/SYR0CCYdNv3m207808sM5Iceq/Oqnfwte3ncfu1bJPxTJdpGZXvE+wu302Pfrrecmp/u7U5Vk+xvm7I0iAIRJQCBzsMNgc7jB4HO5Ifq6gTkHlKro9bcfICXlhL5IBpbHTazhkywM2ZAayOs3a+XyuqJE4Eukgr9/dM1JPb0B16dG1ej/1zahhpUT/IrWnJbTK/eeZhum7LcyBtwdZf61KlxdbqofR3f8nM6MDfvn0774GY9u7lL3I7YcHMMsHWKQCT8UyU6SiUfyeb9R+mylxaaTuflnevTqAtbYspjmAAEOm/yINB5/CDQmfxQXZ2A3a/a3Ad4XkERPffjJvpo8Q4qLik1Onp6ixp0R6+m1KlxNfWOx1mNeNrPqfIipyrQDxcU0TWTl9KW/afOyg10pcZpyfTu0I6+XGlx24cen76B3p2/rdxfokhYOP7KtjF73J+OWwv3/qmjTxybdj/0yJwZCC/m0NZfNxL+KVfFrRYD5GjtHLsp3l/un7aath4oCAupe7MaNOHqdlQRqwL6HUljCxDoPLgQ6Dx+EOhMfqiuTkDuCxM1FzzYM6wBzgN8Z14h3fzOchICIdT17BVt6axWNdU7H0c15IuuWDkXK+h+v1TPwrXrn09M32CcBW52XZvdkMRZ7H67nHz4CMdg0uwt9OzM3LCIhEh/4wYca6T6ASlWfM6uQLe7hSpWxu3Xftq9f3LGL4/du7ZbQxrZ1/r+KsuH29IlxLnIhSCid0SZ/7ukNU1dspNmbThAS7bkUUlpKf39/HT6UxckhuPMm1fqQqDzZgICnccPAp3JD9WdEbCzT5DzAL/9vRU0Z+OBsJ1LqFiBpt/djaorHKvlbKSxW8vvyeGCZ8bOMU6Bdez6Z69xc0IeU1fGVmIC/TK8R+w6S5ieq65ghQNQWFRCPZ+eTWKritn170vaINz9BCC7/hkLTqeS7EtVlMXC+P3Yx0j4p+rHmsDFg+evak8NUisbx6SJ00rm5R6k+6f+bojzUB+t7Zwy4Md59POYINB5swuBzuMHgc7kh+rOCNjZJ+j0AS72+w6YuMCyY3ee3Yxu7dnYslw8FoiX5HCBcytXe6slJdDMe63Fsl3/lB86rPzILJrEqq5Xf1d9QQ43ju9X76WR01ZZDvPmMxrT3ec0sywXDwXs+mcssLC7LUqMxa2PQrHAJZb7GAn/VP3oKlbB7/hgZZkPqimJCXRph7okEsOJK1xEmVv3ulieU7/1HQKdN6NxIdDXr19Pw4YNo+3bj98gxJWVlUXjxo2jtLQ0Onr0KI0dO5a++uor47eHHnqIBg4caItsfn6+IdJxgUAkCdjZJ+j0Af7+gu302HfWGVZv7NGIhvduHslhx0xb8ZIcLnBCikpK6YwnZxthiuKqVLECXZJVl246vRE1q5lSbu7s+me3//520mY4BxB7Fec9cEbM+Ifdjrr10vrWvG301PcbLJu9rltDut9GKKulIR8UsOufsTBUla0SKmI+Fsbu1z5Gwj9VVrUXbc6jW95ZRmZBOiaJvkgAACAASURBVDm9mlJOryYhp8Ru8lu/zqcfxwWBzpvVuBHoDz/8MIn/0tPTyxEbP3688W9CxO/fv5+GDx9u/P/Z2dmWdCHQLRGhgAYCdl7cnT7ARVK4sV+vs+z10B6N6F4I9HKc3E7sZTkRHihwqKCYbp2yjFbvPFKuN0I8T7iqHXVvXqPMb3b8U4RMXvfGUhJZf80uv+7zly/ITw7KoD4ZtR3P9LJth+jGN5da1r/tzCZ0x1lNy5UrKSml4lKiygkVLG34pYAd/4yVsaqsiquEw8fK+P3Yz0j4p9gvLj7uWB3NJ/he/uoi2rDHfLHqfzd3pvQ6oY/GjMfnph/9MnBMEOi8GY57gS4E+ejRow1RLsV7oGC3wguBbkUIv+sgIL82mwkTpw/wfUeOUb/n5ll2W6yei1V0XGUJxFtyODH6+6auoh/WHD+fPNRVNTGBvrkzm0S4o7ySk1Po/QVbac32A3SksJjSUirT6S2qU4/maUaRGWv20sNfrDX2LJpdYqX+o1tPoyZpyb5zRZUXZKvBX/LiwrBJHwPrioRQOWc2oWrJlYyX8+d/2nTyeDshz8U9R3yYq1mlslWTMf270/unFwetuq9cbiuZeU93ww9weY9AJPxTbqWzEui/7zhM105eYgkp3AdAWRF+Z4kwpgpAoPOmK24EemCIe2B4uwh/D15d//jjj2nu3Lk0atQoSk42f+mDQOc5IGo7I2AnDJHzAH9g2iqavjq84BLJ4b6+oyslVT4luJyNxH+14i053J7DhXT+8/MtJ/Kec5vRTacfz1mwI6+Ahn+0hlbtKHuuufjt/MzadKykhH5Ys88oK7L9XpZVh8b9kEt7jxwr006tKpXp8YEZ1LVpdcv2Y7GAfEH+LKcLNarB+wAhkj6K5I/hrjZ1q9CaXccjIBrVSKLz29ahybO3hCxeNzWRXr+uA7tPXp4Tzv3Ta+OyE3EV2Ge5RWfK0I6UWT/Va8NBf4goEv5pJxmtmIy35m6lp2ZstJyX67s3ovv6hN8WZye3jmUjKOAZAhDovKmIC4EejEiskO/YscMQ4Nu2bTP2oo8ZM8bYjy6uUAL9m2++KUf6ggsuoMLCQuM/XCAQSQIH84/RmU/+amRR/3Vkr5BNJyYmGv/uxD+PFBbRJRPm0c680GeV3nh6E3rw/FaRHHJMtDVt8XYa9ekq6t48jV6/oXNM9JnbyQ8WbqMxn6+2NHNzz6Z0X7+WRrkrX55Pv+84ZFpH+PYd5zSnG3oc37Mo9rh/sGAb7T5UQFPmbaWDR4vop/vO9PVKbtbYmcbYl40615KvnQKzN+ynf322mrbsPxWKKo4aHt4nnW45s5nx7ze/tSTsmfOBbWQ3q0GTbzzNTrMxWYZz//TagF/4cSO98OMGuvOcFnTnOdZ5Q+75YBl9v2oPPfunDtQ3s47XhoP+EFEk/NPu/efL5TvpgakrLefl1l7NjHtNuEs8O8Uz9K8XtDp537c0igKeJZCaio97nMmJS4EuVs2lKN+3b5+tFfS///3v5Tj/5z//oeLiYuM/XCAQaQIZ//rWaHLe33tT9ZTy4aYJCcdXt53450cLt9Lfpi43whtrVkmk3L1HjPDk89rWpU+XHE+2+PEdp1O7hv5cuXQ6l32f/pk278unxwZ3oMu7xEf4/9tzNtGYz363haxJzRSqk5pIizaFP8JPGvrqnjOpZZ2qIe3eOWURfbdyF70wpDOd166erbZjsZD8G1/9yPmudn/x5gO0YNMBalwjmXpn1KHEShXL2P/r1OU0deFWyza/H3EWiTn148W5f3qNh7iXi3v6Y4Pb0+VdrE/e+PeXq2jyrFz654BMGnoGsvp7bT5FfyLhn3bvPwVFJdTxkemWmKyei+NnrKPxM/6goT2b0T8vyrS0hwLeJiA/Inm7l97tXdwLdDE12IPuXQdFz8ITsAoHcxoCJ5IECdtbDxTQmAGtjT2ngZc8eiWzXlWaclMnTNEJAvGa5EZEWfSfYH0sn6qj/OfSNnRhu9CrdzJkV+yXHunDrOOLt+TRN7/vpinzt1ONlEr0wZ87Gx82InWN+2EjvTHHWqD/9bx0urprg0h1K6LtOL1/RrSTNhtTzWWgGhJvsxso5iIB3f6p+jx77sdceu230FtixLDtvC/IZIZiW5PY944rtgkgxJ03f3Eh0L/77jtq1apV2CRwyOLOcyLUjg4BqyNQnD7ApQAX+1A/y+labnBCwIsXvlU7D5NfBZKTGY3H5HCS053vr6DfNoRfFRcrtN/d1c0IoX5t9lb69vc9lojFXkWxZzHUpXJslGVDHipQWFRCI6auolnr95fr1ch+Leja7IYR6e2zM3NpUpj954Ed+Ff/VjSokz8jGJzePyMyQYqNqAp0O0lIFbuA4i4T0O2fTu6xf/90DX29cne5kbapW5WevTKT6ldLMqWAEwRcdpIom4NA501AXAj0+fPnU05OzklS/fv3L5MADueg85wItaNDwGqVw8kDXH41FyMyS0wlk9SJck8OzqQ+bWpFB4KHWo235HCB6PccPka3vLOccveFPmbn+avaU88Wx49Zm/DzJnr5182WM/fO0E7Utn7oEHf5IieMLHiwp6WtWCmQ894Kmrsx/IeOhwe0psuCIlp0jM3uuekzhnWjGiG21+joU6RtOrl/RrqPdtuTSd/sJhu0k4TUbtsop4eAbv90ItDFSOds3E+z1h+grQcLqGZKZWpdtwpd0bk+iVwXdi67iens2EKZ6BKAQOfxjwuBzkNkXhtZ3HXShW0zAlZH5zh5gA+ZtMT2yrhsv1pSgrHSHs/H8Xy6bBeJFfR4Ds3LP1ZMIsxx6pJddPTY8bwcvdvUott6NqZ2DU4li1m/+whd8dpi0z/uFrVT6KNbzBOQ+S3T9My1e2nER6tMuSRVqkg/D+9BCRVtvu06vIUWFpfQxRMXksjQH+66oG1teuyyDIcteL+ak/unV0clPx7a/ZiFlUyvzuSpfun2z2hFUcite08OyqA+GbW9PxHoYVgCEOg854BA5/EjCHQmQFR3TEDu1+rdpiY9NbhtOTuqD3ApMkVo+5ShnWwJbhk6Ga4PjgcXYxWlWAy1Zz/GhhKR7r7062aa+POmkG0J6fnqtVl0WpNqpn2RWzEiGfqtE87zP+bSqyZ7OGXbz17Rls5qVVNnVwzbYh/8nR+spPzC8klQsxqm0svXtPf1MYuq90/tE8JoQFWgi6ac1GF0EVUVCej2T6sIPcXu2i7ut/u67YH7sCAEOm9SIdB5/CDQmfxQ3TkBqyQuKg9wYUuI7XCJ4cL1Uqy0CHGaV1BMfhFKqjNiNQ+q9uKl/Be/76N/f7WmjAAU4ZCjLmhJnRqbi3PBSEZwiCSG4sNIrF9Pfr+B3p63zXIYZnvzLSsrFth9qJAmz9lKny/fTQfyj1Fy5QQSkRLx8EFO5f6piDWixZ1uB1ENi4/ooNCY9nPQoyXQrSIDMfWxQwACnTdXEOg8fhDoTH6oziNgtsqh8oLJSXA2Y81eun/q8dDcYec2o4NHiym/sIiqJ1ems1qm2RJbPAqRrR0qlFv04JKsuvSID4RipGgK/ywtLaWVm/fS7sPHqGWdFKpd1X6mcrlPVmyxmHlvj0h1W1s7L/yUS6/MCp8FWTYsshuLrRTRuALFnt39zNHopxttqtw/3WhPlw35dxIu6We4dlUTy+nqP+yGJqDbP6O1ko38B/7xeAh03lxCoPP4QaAz+aE6j4DZKofdB7hMBiN64vSl+7Fv19P7C4+fjx58DexYl0ZfFPsrnGJcKsnQeDPr/9p2/dOMhJ8SCi3cfNBItGd21axSmb67K5sq2M24pMGN5Iu7309wcMM/NeBXNuk02Zf8aDtmQCu6NMufmfqVYXqogm7/lKfERHovuNOIDw9NDbpyggAEOs8VINB5/CDQmfxQnUfA7CFq9gA/cmJfaZXEBCNEXYS2c0LUr39zKa3YdijsYO44qynddmYT3mA9UNvucWKpSQke6K23u+DGC6Zc5Yv0S6Qusg9MW0XTV+8Na37c5Zl0TuvonpgQeILDzHu628pVoYuXTrtu+KfO/tm17fRs6WiFONsdV7yX0+2f0YygkB9enS4YxLtveGX8EOi8mYBA5/GDQGfyQ3UeAbMwtOAHuAgnnvjLZpo8eyuJLM3iEtmgi0tKSTX8MbDXny/fRQ99vtZ0ICLx16z7TidxHjbnWrbtEC3akkeNqicZ4fNceyp92ZlXQP0nLLCsctfZTemWnrH/McJyoMwCbrxgShHhp9XcUB+BqiRWorEXtzKy4nvhkh8Gc3o1pZxe/vR1N/zTC3PlNFeD03peGHM89EG3f0bzlIxord7Hg99EcowQ6DzaEOg8fhDoTH6oziNgllAl+AF+65TltGDTwZANdm1anV4Z0sFRZ8bP3Eivz95qWffxgZl0XqYzgTFn4wF65Kt1JBKyyUtE+Q47pxnddHpjy7bdKCBC+EUov9V1Y49GNLx3c6ticf+7Gy+YTlcHvQxfrlyJ5HeNaiRToxqJdFH7ulRJ89FqKkxk2LSfj1h0wz9VmOoq63Ql3I9/W7oYR8Oubv+U+W2iESUjFx78/AHQTZ/55vc99PpvW4wjcsWVWa8q/fmMxiSOwozmBYHOow+BzuMHgc7kh+o8AmZHrQU+wKfM30b/nb7BtLEH+rWgIdkNlTv01IyN9NZca4F+X98WdH03dftCnN/+3oqw/bomuyE92K+Fcr9VK/xv8Q7699frLKsN7dGI7oVAt+Tkxgum385rjqUTAeSHBL++RLvhn5Z/BBEo4FSgx5IvRgCj55rQ7Z/RPGZPnsEeD6dFcB1rzJd/0MdLd4Y0M7BjPRp9UStuE47rQ6A7RmdUhEDn8YNAZ/JDdR4Bs5eowAf4gAnzaXteoWljDaol0hd3ZCt3aMLPm+jlXzdb1nvrxo7UvkGqZbngApe8uLDMynkoA+/e1Iky6lVVth1cQWwDMG6MIZJwLduaRze+tcyyjXvOjdyqvmVnPFzArRfMaIZiuo2Xc5qC232xsuf3VXS3/NOKo+7fOdm4oynSdHOJdfs6/TPaidqcnjwQ63Oq2n+xcv63T1abVnvssoyoraRDoKvOaNnyEOg8fhDoTH6ozicQ7iUq8AEuy1i1tuDBnlZFyv3+x+4j9KfXFpvWa5KWTJ/8pYuybbHn/MY3l1rWEwnoRCI6p9dHi3eQWGnadej4R4y6qYnG3trLO9c3/rf47Z15W43z3s2uqokJ9M2d2ZSSiCRxVnPh1gsmR4BY9THSv8daciQ/r6K75Z+R9qHg9jj7ef10SkK058Ht9nX6pxeOOsPHIWuPGTJpycmw9nClRbj7lJs6WRvTUAICnQcVAp3HDwKdyQ/V+QTCvURFSqCLETw7M5cmzQ5/hvNTgzMdJbh6a942eup789B80f513RrS/X2dhbnfN3UV/bAmdObsnulptHFvvpHlXlxiX7DY57V655FyE1exQgWacFU76t48OmdU8z0pshbcesH0SzKrT5ftIrGCLs44F2edx8IVuIruh7PoA5m75Z/RnkdONu4hk5fQqh2HacrQjpRZXz36Kdpj93P7Ov3T6dF8bvL2U2SUm1wCbelceHGjzxDoPIoQ6Dx+EOhMfqjOJxDuBSzwAX77u8tpTm7oBHGyBz2aVaeJ1zhLFCdsvLdgO4n96MdOZIgPHJlT0fH96r00ctoqS0g3n9GY7j6nmWW54AJSFFlVFF+h7+/b3BBPRSWl9MqsLfS/RTtoz+FCI3nXJVl16abTG1GzmilWpvD7CQJuvWD6JRxSvpCOGdDa+BAUK5e8/3COafTiWN3yz2iPjSOycRa6+eyJZ4EIB0+pnEDJlXknlKj6iU7/NMtto9pPp+Wl7/ntvuKUR6h6EOhu0vSeLQh05pzk5+cbIh0XCESLQLgQX/kA37kvj8RLtMzwGa6fE65uT6czV3/FkW3zcg/SlgNHqUuT6pRUqQKJMCwRGu7kQVtYVEI9n55NJ7aGh0X870va0EXt6yhPweWvLKQNe09lhg9loFaVyvTd3d2UbaOCOQE3XzBjPRQ3lhNyzVizl+6fuopERnc/raK76Z/RvBdw/jacJpiL5ngj0fb6PUfoie830qz1+082J05cEIlWz21dMxJdIJ3+aXY6TEQGd2Jb2Yu/bCI/HaHpNjuEuLtN1Fv2INCZ8wGBzgSI6mwC4V6ixAN85baDdPd7S40Q7dpVE40V31DXPy5oSVeedny/tduXfIEXdkXorliFVrkemLaKpq8OHYIu7GQ1TKU3buioYvJkWa9/gXY0qBip5OYLplzFfXJQBvXJiO7RMk7wx1JyuFDji9XVf7O5ctM/nfiEW3U4e3m9INTc4uCWHbG96aa3l9HRY6Hzkfyrfysa1KmeW82FtaPTP73wYcYLq/jaJ5HZQCSTxB09VkL5x4qpWnIl20d+IsSdN8EQ6Dx+CHFn8kN1PoH/Tl9PU+Zvp1Z1UqhPm9p0Vss06tS4Gv2ae5j+MW0FHTxaZJyLKcTxxn359Mmy3Sf3XPduU4suy6pDWQ2r8TtiYkGu8jeqkURThnYybvJ2LvmCaFaWcxQLBLqdWdBTxs0XzFg/N1f64Wc5XYyzz2Ptkn+n0UxI5DYzN/3T7b6p2OMIdIik8qSve2Mprdx+yHQKvri9KzWonqQyTcpldfqnFwS6jCryW2SO8kRbVNB9zNrMtfuMI3rFfMhL5OYZ2bc5pdeuYto7CHTebEOg8/hBoDP5obpzArsPFdLwj1bRihAvC50aVaMlW/MM414JEZPhWHb3owfuDxfh8d2aVjdW0o8UFlNSpYpGpvUXfsp1HD4v2Ax9axktPcEp3Ex0bFSNJl+f5XyiUDMkATdfMKWQsOtbXpqSWEwOF4qfDKVWiZIR97BpS3YaeR3EJV78OjfW+7HQ7ty76Z9223S7HHfrhBeyebvNhGNvw558uvzVRZYm/tKrKd3eq4llOU4Bnf7pldwD8uPSzHu62/6oz2Eai3Xl86NiBaITt1FjGP3b1aH/u7QNa0ji3vzIV3+EtJFcOYEmXZdFGfXCi3QIdBZ+nIPOw0cQ6FyAqO+YwPVvLqUV28y/5P+9fxv6Uyf1vdmOO2VSUbwsyv3oOb2aGseYhbsCxblZ2cD9r+IoEdXVx8Dw+3B9eXJwJvVpU0sHkri26eYLpjy3NxZXW/wSHh64in5meprh22kpleiqLvUpqXL5YwfDRccIkf704ExKrBTZpFvBf4xu+me0/tC52bhj+e9KB3MRqSYi1qyuG7o3ohF9mlsVY/2u0z85mf9ZgwqqLBMcqnz0c7P9WLAV/Pxw62SN7QcLaMDEBaYI2jVIpbdvDL+9EAKd50FYQefxg0Bn8kN1ZwQ+X76LHvp8rWnlCkS06J+9qfjY8SPCvHCF2o8uVsTFVeXE2eEiydxf3l1u/JuVkBdl5Dm/TsJrZShfODZ/PqMxDXOQHd4LrL3eB7dfMOUKbiwdCcVd4fTSHM9YvZfuD3HiQrWkSvTEoDbUvflx0S6uT5btooe/CH//EkcVvnh1+aPm8guL6dvVe2nXoULKalCVejSvQRUqiDud+5fb/ul+D60tcgW6aIGTZM66h7FV4tNlO2n0F6FXFANH8uczmtCwc5pqHZxO//SKMA6XAFcr2BgyLiPHxNbBz3K6nuy5G8/Cib9sppd+2WRJ46NbTqMWtUOfXgOBbonPtAAEOo8fBDqTH6o7IzB+5kZ6ffZWy8rj/tSRzkn31vm18qErBHlRcSkVnjiWLTGhIg3p1oAmnxiXHXEuAIhVHvFCIRLhqYTzB4rz+/o0p982HKBfT2TlFSuAV3dtQGe3ikxGXsuJ9GEBt18wY/FYnlhPDifdUmS1vvK1xWFPWxAa+sObOxt7FsVJD2eNm0MFRSWmXv305Zl0butTkSsTft5EL/+6uUwdsc3l4YtaGaHxbl9u+6fb/bNjTwpKcWyfOL7PycU5ps1Je16uc7igiM5+Zq5lF/92fjpd1aWBZTlOAZ3+KQVetHNiIEmhuYfISIfgozndyMny9IyN9OZc63fMB/ql05Ds0L4Ogc75CyeEuPPwIcSdyw/1nREQ542/ZePm+dcL29DVnb0R4h440uz//kalJmen/eXMJnT7WfZXIOReSdGGnZD0wBB6O+WdzRJqmRFw+wUzFl/mYj05nJxfEc0jonrMros71KUH+7WgH9butbUKecsZjemuE9Erj369jqYu3hHW/AtXtaczWqidDmH11+m2f1q1p+N3N5J9yQilWD0hwW2uY79eRx+Z+GLTmsk09dbTqKKmyA45Hp3+yUks6CZvuUKcWb+qkVwW1ykCgdFXwYl3ZeQMh9v4HzfR67+V/SAaiv+YAa3o0qzQpxZAoPM8FivoPH5YQWfyQ3VnBEKtJoWy9MFt3ahVzcrOGtFUa8r8bUZWULNLnCc7JLuhUg+kQBP7kEW4V7hM8YEh9E7OZlfqFAqHJeD2C6b8SBMc7ufVKZAfiTinEHhlbNn/nRV29dxpH1vUSqYL29U19rH/v+/M9/3Wq5ZIX92R7bSpkPXc9k9XO2fTmBsCHWHGZWGXlJbSHe+tpLm5B8rNgvDD565sR63rmme3tjl9psV0+qdXBDpyIIR3AavoK26Y+/sLt9Nj31rnW/jp3u5UNSn0qTwQ6Ly/dAh0Hj8IdCY/VHdG4I/dR+hPry02rdy0Zgp9c09Pw0e9dA2YMJ+254U+j132s0G1RPrCwQu3DPmSoudYcQkVFJVSlcSKxoqGEHGiTF5Bsa397V7i5re+6HjBjKWsv35JDif80u5xheLjWUrlBNp5yPzv34mvi4zC4nhJty4d/ulW3+zacSPU1Q2Rb7e/sVRO+rzYZpFQsQKJpFqRPEVCl3967Xgzr4Tbe8k35RyJPoXbhsD9sCY+RA1+ZRFt2nfqeLVgBpd3rk+jLmwZFg0EOs9rINB5/CDQmfxQ3TmBZ2fm0qTZW8IamDy0C/VoUdNzAt3uy/yCB3sqwwnMFJ9WpTLtP3LspA0h2ufnHjTEucpedeVOoIItAjpeMOUHGq+H4/opOZyYbLGnXCZ7DDf5IufEz8N7GFtbznt+Pu0L+NsMVee2M5sYH9WmLtlBOy0+6In6Imu2yJ7t1qXDP93qm107bhyX5cY+drv9jZVywUcjipVe8cFNPFsilXFcl3+6ER7t5jxii0V5mlar56KGGwki1+46Qnd/uDLk/bd7sxo04ep2pls5INB5fwkQ6Dx+EOhMfqjOI/Degu0k9qOLlWJ5Na+VYnzVPCujvvFPXltB1ynQxXifmbnxZKK5UHT9EFLM8xpv1NbxgunGimEk6MgXLLuJECPRJ04bT8/YQG/O3WZq4obuDWlEnxZGmR/X7qXhH60KW75fRi3676BM4/fnfsyl134L/yFSGnliUAb1zajNGUaZujr807XO2TTkxnFZOAu9POxQyblkpAEnIZ/NaTWK6fJPN4SdyjisysbKPd1qHG79bmf1XLblxgkM8lnVolYKHS4sptOaVKM+rWtR//bWuY0g0HmzDoHO4weBzuSH6nwCIiuy2Fe95cBR6tKkOqWfOPJC1wOc2+Pb311Oc3IPmprp0aw6Tbymg3JTO/MKqP8E87M72zeoSm/diIQzynBdrqDDP2VSoUiGmqpikfsqRb1oZ0lW7Xu48kePFdOQyUtp497Q22nER0Nx/F1ywHnoP6zZS6M+/4OOFBaVMXvlafXpHxecCpv89vc99NdPVpt2VYQY/zqiB1VOcO/sdB3+6RZvu3bcOC4L+4DL0g4nkAL/rmfe0z1sDhS7c2dVTpd/ei1iQuaWidSHDyvu0f7dzuq57CM3zF3lY0AoLhDoPG+BQOfxg0Bn8kN1fQR0PcC5PZ698QDd8d4KUzMTrm5PpzdXz8o88edN9FLQUUyhGhJZdoVowBU9Ajr806tiYtvBAvpk6S4j0mVHXqGR8dxvL5y7DxfSqM/W0pyNZZNnibPKx17SmupUTSznbEUlpfTlil209UAhpVSuSJdk1aVaVcontfzz28to8Za8sM5qdtSPUw/X4Z9O++K0nsxzwP0Q5JWkYU45uFnPLLmjDMeORGSMLv/0Ws6BWEv+6aavBdtSFczcaAiVjwEQ6O7PPAQ6k6kIH/ZaCDFzSKjuEwK6HuBu4Plw0Q76v2/WhTQlVs/EKpqTy+7ZnQ+el07XdNV7Tq2T/sdTHV3+yc1e6/YciPBsEaYdfIlQweevbEcpiQluNxlVe1v2H6XvV+81+tA3oxY1Tktm9+dQQREN+/D3kCL9itPq0z8DVtzZjZ0woMs/3eqfHTtcYZ1XUETP/biJPly4nUpPNHh6ixp0R6+mribkszMWr5QJd/a06J8URCIZ4sx7e2jtsi7/9JpAD4xMcJKXRuskRNi4E8HMCXPnfuDDCjrPQSDQefywgs7kh+r6COh6gLvV42Xb8uiTZbtJhLqKq3ebWnRZVh3Kaug8E7NV4jzZ9zEDWhsrmLiiR0CXf8qXGC8coWf2IUqQF1tSXr1WfStH9GYtui3PWLOXVm4/RMdKSmnZ1kM0f9NBbQkfdflnJAlyBLpIzHfzO8tJrNqFup69oi2d1apmJIcT9bYCVzDDiUUp4HXff3T5JzcsWsckSaEotslk1k/V0YTnbaqunssBOZ3P4ESITgBBoDuhdqoOBDqPHwQ6kx+q6yOg6wGur8d8yyJpntWZyaKVH+/tQalJ/lq55NOLrAVd/in3LEY7U78I3+719JwyCRxDEX5ycCb1aVMrsvB90JoMfRWrlZ/ldHV9z68u/4wUeu52j9vfW1Fuu0Jg38W+/+l3d6PqyaHPQI7UOCPZjp390LKM7jwYuvzTi1nTZZ/GDGhFl2bVi+SUe6YtJ6vnovNOw9zdOAYUAp3nPhDoPH4Q6Ex+qK6PgK4HuL4e8y2LhHkDX14UdtVHtOC3vb98atGxoMs/vXJM0My1e2mESaZySf2Wno3prrOb+s2/9QAAIABJREFURWcSYrxVuVqpY8+vLv+MFHJO9nVxpveAiebJNsU47jy7Gd3as3GkhqTUjoi0eHnWlpMRWiJB4eBOdenuc5pRSkCyQhWjdkWLDCvWeeSaLv90I/O/ClM7Zb0Wdm+nz26Wcbp6LvugGuYun6GNaiQZHz+dXhDoTskdrweBzuMHgc7kh+r6COh6gOvrsTuWf99xmO7+YCXtDXHOsggpFi9NYvUHV3QJ6PRPGdobiWzK4Si+OXcriZwIVtd13RrS/X2PHz+GS42Azj2/Ov1TbZTOSjtdOROtvb9gOz323XrLhm/s0YiG925uWS7SBWZtOEB3vR86EWmzminGtpLaVcsnIzTrpxRJdvaXS0Gp80hPXf4pM/97KZxcZpbXyTPSPmrW3u5DhTR5zlb6fPluOpB/zDj9Iv9YsePFBdUwd7eOAYVA53kVBDqPHwQ6kx+q6yOg6wGur8fuWT5cUEST52yjH9bupW0HCoy9vue1rU2XYd+5e5CZlnT6pxvHSzGHRws3H6Rb3lluaea2nk3ojrObWpZDgdAEhkxaQqt2Hia3twro9M9IzKU8ctCJqPlo8Q4a+3XoJJ6BfR/aoxHd6zGBfqigmM57fh4VFpWExXxGixr0wlXtlaZB5ZzzSBy5pss/VVdblSA6LKzyccRhE56pJk6ruPODlZRfWFyuT1kNU+nla9pTkmIEiMrxo9zV+sBOQ6Dz3AoCnccPAp3JD9X1EdD1ANfXY1iOJwI6/VOuGOgIfVaZowtemE9iNcTsmnR9FnVq5Dwxokp//FhW155fnf4ZiXng5GLYd+QY9XtunmU3xeq5WEV3eokjN0UixZknEoWe26aWcYKHkyM2ZR9enbWZnv9pk2WXvrqjK9WrlmRZThaQ4e12w9Z1H7mmyz85iQVtw3RQ0AtRUQ66rVSlsLiELp64kPYcDv/MuKBtbXrssgwlu+KDkfDfvIJisooqU/kQZdUJCHQrQua/Q6Dz+EGgM/mhuj4Cuh7g+noMy/FEQKd/eiEkUqxEiP2cWw8UhJ3WAR3q0tiLW8fTtLs+1sCXT7viyU4ndPqnnfa5Zbj7dh+YtoqmnzguL1RfRHK4r+/oqryaJ229MmsLvfBT+eMHxe+cve3jfthIb8zZaonvb+en01Vd7B21KVcVVfbk6tx+IQanyz+9KtC9GHpv6WSKBd6at42e+n6DZa0Zw7pRjRS1LRryg5HV6QKqH6LMOguBbjmVpgUg0Hn8INCZ/FBdHwFdD3B9PYbleCKg0z+5Gay58xAozjPqVSWRdOvg0aIyZm/o3pBG9MHecy5rUV/Hnl+d/unGmK1scAX6kcIi+st7K2nFtkPlmqqcUIFeuKodZTetYdWNkL//9Mc+uvd/v5vWfeaKtnS2g2Pcnvlho7F/1+r654Ut6YrO9a2KGb/LiBzVBKM6j1zT4Z8ysaDKhwhbAF0o5KXjM10YTkgTdo+J/Vf/VjSok1o2e/nR2ux0AXm0mlvzD4HO8xQIdB4/CHQmP1TXR0DHA1xfb2E53gjo9k+5l/KznC7UqEZyxPAGivPMelWNpIRVkxJo5tp9tHrnYUpLqUwDOtShaknxczyVbvg69vzq9k/dTKSg4RxNVVJaSpNmb6VpS3bS5v3Hz0MXfvvenztRg+r2w8ODx3rz28to0ZY8UwSnNa5Gr12XpYxp0uwtJISO1fXtXdlUu2qiVTHjd6erirq2X4g+6fBPTmJBWyAZheQHJyfHZ4rTXSpWqEAVPJ4b1m70x1/PS6eru9qL/pDI7dwj5QelMQNaGwnpuBcEOo8gBDqPHwQ6kx+q6yOg4wGur7ewHG8EdPun3ZA+p9wPFxbTsq3HVxezGqVS1cQE43g/GdYuxXm1ODon2ilLN+rJVU4nL/Ch2tftn26M2cyGfNl+clAG9cmo7UpzbiUQk2HUVp1a8GBPqyJlfhcrwA9/uc5IGmh29W5Ti54anGnLNvfIKV1HrunwT5VkYrbguVhI9i2zflWaMrSTpWWRR0FEU4hV4dITpTs3rkZ3nd2UxCqyF6+Xft1ME3+2zp8gjj4Tq9yql1lER2ByONW/u3D9gEBXnaGy5SHQefwg0Jn8UF0fAR0PcH29heV4I6DbP9+au42emrHBeBnr1rQ6ieQ6LWqnsDEfKiiiMV+uo+mr95Sx1S+jNs3ZuN9IxGMWRsjuAAyEJBC451e8wHI/jLjpn0UlpfS/RTtIiAZx1axSma44rT5V0njco47zrN0S/U4F+vRVe2hO7kFatzuf6qRWpsx6VUgcU1g5oSLJ1WrBt2H1JNqRV0giAiDU9e5NnUhsPbFzyUgEpx9+dGy/EP120z8lB05iQTssOWVUti0Jsfnnt5fTrjAJOt38aMUZU3Dd/flF1O+5uRTGbY3iXZtWp1eGdHDUrFlEh/Rz1W0cZh2BQHc0TScrQaDz+EGgM/mhuj4COh7g+noLy/FGQKd/fr58F43+8g8qKSn7gn5eZm36z6VtKMGhMDpWXEI3vLnMCFUPd6mszsXbnOser5t7ft3yzwWbDtKDH6+mvSfEuWRQq0plenxghvHCreOSYdlubvFwS8ANemUR5e7Ntxy2EAs5vZpQw+rJdPeHK2nW+v3l6jSpmUKt6yTTD2v2Gb8JIZ1zZhPal3/MCM//bNkuEh9IRDh74xpJtGRrHonolik3Wa/CCntcjoGhxd8P60bJlSpSUqWKVIEZb+2WfwYC5eYtsJxQZgG7ERy3TllO4u8u3CXQT7+7O6WleG+b0fM/5tKrv20J2fW6qYn0+nUdHG/ZChfm7ubRaoEdh0DnOTwEOo8fBDqTH6rrI6DjAa6vt7AcbwR0+ee3v++hv36yOizOXi3TaPyV7Rzhfu7HXHotzMuTNHjzGY3p7nOaObKPSjwCbmbOdsM/xb7ty19ZZAjEUJdYQf/o1tOoSZr7ORJ0HEsl+doNMw43m1MX76BHbZyzLus3q5lMufuO74EPd1VLSqCHB7SmPm1qhS0jBIrIBi5OVrBzBKMMq+YmzRr24Ur6ZV3Zjwv929Wh4b2bKR31FjgwN/wzGJTXBbrM5G62Ai7mVnxUsbpuP6sp/eXMJlbFIvp74BYp8TFpy4kTQMTWefGx6t7ezY3oG84V6iOmTA7nduQXBDpnpogg0Hn8INCZ/FBdHwEdD3B9vYXleCOgwz9FSOu5z8wlsT/c7JpwdXtHZy33fnZuuWzswe2I46d+uKd7vE2nZ8brNKFX8ADc8E8ZNmoGx82Q0sB2dB2XZXcV08oh7vog9Iq4qNczPY3+eUG6kZ1fiAc7l93EWfIjg7A5ZWhHyqyfGta8nD87Yj6cke9W7TEiKEJdImGkWBFtXkt9640b/hncJzcSC9qZK6dlZJ4Js/l4b8F2+n/frbds4sYejWh47+aW5SJZQOZNkREeIgKsuJRInJrg1hUqzF3eM91KDif7CoHOmzUIdB4/CHQmP1TXR0DHA1xfb2E53gjo8M/fNuynO99faYny1p5N6M6zm1qWCy7gdO+sckOo4JiAW5mz3fDPbv/9Lew+aDlAkV163gNnOB5vqIqBoaxuJXyS7bi1D13YE6voYjVdXkKw3nZmExqSfSpD9fsLt9Nj31oLrj+f0ZiG2YxckUJPrIyLhGPh8hXIv3en2wT2HD5GFzw/72SSslBz1alRKk26vqPy/Lvhn8GN6shboDwwkwryb9vso5Y4ceCRr/6wbPam0xvTPed6J9JJjk1EgojtF7pOHgm8N4gPHeII0I+X7jSSzoncHW5eEOg8mhDoPH4Q6Ex+qK6PgI4HuL7ewnK8EdDhnzIxnBVLkVjq/r7qZ5BnPz7L9GVbtCvWOuYrZp+26i9+t09AvICKFSGRrE8ccec0Y7Mb/hmtDzpyT6mOl2639qGLGZUrtkKU33ZmY6pUsWK5iQ5M/mbmBdd3b0j39bH/Nz1k0hIj23vvNjXpqcFty5mWYb+ccH4ZMm7lvZ/8pYvyNgc3/DPWBLo8p91sTg7kH6M+4+dZIaf7+rag67s1tCwXiQKBe8DdXsUO7v/Pf+yj+6atpqLikjI/nd2qJj1zRfm/A874IdA59BDizqNHBIHOJggDugjoeIDr6ivsxh8BHf6pewVd7G0Xe9zNrvPb1qb/d1lG/E2oh0bMOTNZDsMN/+w1bg7lW2y3SElMoF+G93CVns7zrN3ahy4GLENrzULN1+3JpytfXWTJR4j8O86yHxUjRJEQ6eJDzpODM8vtXT8V7u38TOinZ2ykN+dutez7g+e1oGu6qolFN/wzuGPchHiWA2UWsBMZIqMjzJoSCQM/v70LJSaU/yDE7KKj6vJjka7tLrJTIg+CyIcQ7hrQoS6Nvbi1ozGEqgSBzkOJFXQePwh0Jj9U10dAxwNcX29hOd4I6PBP3XvQxYqbeJkyu0R4othDiCt6BAJf5GUvzkxPo6u7NiCxUmTncsM/n5i+wTj+y+y6Nrshjexnf+XXTt91CnTRvhv70FVW+a9+fQmt2WV+trmTs6HNwoq54e2C07M/5tIki6SSotzoi1rTwI51T07t96v30lvzttGizcczkZ/WpLqx2ts341QCPDf8M9iXdOUtsOOzdsqI+/uZT8+hwqISGpLdkFrXrWJwE9tEhD/dP3W1ERUhrvTaKbR+T+iTAkQYuYiuMcs/YKc/bpSRHxOttlu40dYFL8yn3WGOnpP2J12fRZ0aVXOjOYJA52GEQOfxg0Bn8kN1fQR0PMD19RaW442ALv/UmcVdzNGv6/fTiI9WkThyLfASZzE/fXkmCSGIK7oExv+YS6+HEUZ29yq74Z+HC4romslLacv+0BnIG6cl07tDO1LVJHePe/p02U4a/cUfRuZnETLr9uXGPnQpTOz0ccX2Q8a51sF/c3JcdhPEheIgE3N1aVKdzkyvQYcKSmhbXgF9s3K3sT1CCDmn1zvztpFY0bW6hDi7NKseXZpVh96Ys5XeX3hqX35g3au61Ke/nd/S+Cc3/DO4X14W6Eu25Bmnc4jz7QOv+tUSSWTE/2jxDiMaQrAUWd7FOffvzN9uJBlcs/Mw1UipTBd3qGMcd/jlit1GOTG3uvZ6W825+F2G7Iv/3yphoR17ZmUWbj5It7yz3NLMbT2b0B0O8rOEMgyBbonbtAAEOo8fBDqTH6rrI6DjAa6vt7AcbwR0+qeuc9DlHH29cjf9/dM1VC81kc5uXZPE+bTXdG1AIoM7rugSmLFmL90/dZVpJ0KFNAdXcMs/RRKmm95eRjuDhEXnxtXoP5e2oQbVk1wHpvu4LDf2oUuRb3fP7ZpdR+ixb9fRws15J3nVqZpIfz0/nfoFrCyrwhTRFtdMXkLbThxpFVg/uXICPT04g05v4eyjmzhe7+KJC2iXxaqlSp+fGJRprKS75Z+ybRl1IlaXZ97r7pYLlfGFKrvtYIFxXGFBUdmPosFlRT6BMRe1Dpv0T5aXIeUi0kmI9HBJArn9Dq6/bNshWrQljxpVT6LOjVNp6FvLjCP/ru3WkEY6yImi0j+x1UJsubC6nOZngUC3Iqv+OwS6OrMyNfLz8w2RjgsEvEbA7Qe418aH/sQ2Ad3+eaSwmKYu2Ul5BUX00i+bDVgz7+nuysuYneN+Ynt2Yrf34qV36dZTIi7USDo2qkaTr88yHaRb/hmYAErskRbhyyIM1+wsZy593QJdhtBzktA5Pac9/1gxbT9YSDWSE6hW1UQuKvpj9xG66rXFYZM/iqSP79/cmVrVqeKoLSHK7np/hbG6G3yJjzQvXdOBFm85aKz02jlSrn3DVHrrho6uC3Q7CdgcAXCh0iNf/kHTlu40tdSjeQ2aeLW9aAfxMUKcqS7EcbgkgS50+6SJORsP0CNfrTPC8IMvzt+QSh9nrt1rRH5ZXbf0bEx3ne1OdnusoFvRNv897gT6/PnzKScnh1588UXKzs426Hz88cf06KOPliE1dOhQGjZsmCVdCHRLRCgQJQJuvWBGqfto1ucEIumfboTkBk6HW2dt+3yKozI8tzKnu+WfMhu4DOV2Y/XZCqz8gCT2tos97jouzj50yYQbQu7GuP752Vr6coX5WesXta9L/77E+VaBg0eL6PXZW40EkzvzCiirUSpd1K4O/anLqePkxFhUfNct/5QMdect4MxV9yd+o+KSUlMTCRUr0NyR9o8rDEwSqHMFW4jz299bEbbvl3euT6MuPL5tQeclojl6PT0n7DYR2bad6CK7/YRAt0sqdLm4EuhSnAsUwQJ97ty5NGrUKEpOTlYiCoGuhAuFI0jA7Qd4BLuOpuKAQCT9042s3nJKAldE3T5jOg6mXfsQVUSOWWfc8k/5MUeGcrux+mwFUe6r1rlKfypEvZWxf1rlkhnSxTnMOb2aqFR1vWz2f3+j0lJz8VehQgWa7/JZ9aEGouK7ofxTDKOCWPJ3cMm8BZFYUVbtngoXFdsiakD4sYhu+MuZTahRWrKRWC6/sIiqJ1ems1qmUafGvIRpl7y4MOTKeWA/372pk7FnXvf14aId9H/frAvbjMjD8Oq1HVzrBgQ6D2XcCPT169fTuHHjaMSIEfTwww8bq+OBK+gQ6DxHQm3vEXDrBdN7I0OP/EAgkv7ppijy0uqfH/zA7TFc/spC2rA3dFI22VaLWsn00a1dTJt2wz/D+R1n9dkOLymeOefAW7XDiQTw0nFeusSfFb9Qv//ptcVGyL3ZVbFiBRrdvxVd1f14GPLO/Xn03I+bjCRpcpX59BY16I5eTZXEpZsfMZ2M3ayOWPkVWxvMrpTKCfTLCPW981Y5K0SWeJFl38kltjfc+OZSy6qqRwRaGjQp8NpvW+i5H3PLlejWrDo9c3lbEsc+unVBoPNIxoVAF+JciHLxX82aNWn48OHlBHpgiLvd8HaBHivoPAdEbX0E3HjB1Nc7WI53ApH2T7dEkVz90xk+HO++wRm//IBiZsNOYjI3/DPcSrFc4dblQ2J/7aodh7Vmhnb60UvudY7U3lsrXzrnmTl0KMT+8MB6qUkJ9GMEEqd9sXwXjfp8rVWXjd/FCQA39WxGr/+aG3aF9tkr2tJZNo8V1J23wNagwhR6/Lv19O6C7aYmRJLOB89Ld9TM5a8upg17wn8YEbkjhIgOvGZvPEBiRXrmmr3GP5/bphZdeVp9Or15jZPFxFF5T9nI4u9mYjY7AETSvU+W7jLC3cXWALFyfkaLU/22Y8NOGQh0O5TCl/G9QN+/fz+NHj3aEOXp6ekk/newQA/EI38fPHgwDRw48ORPQtwHX+LfiouLqaioiDcLqA0CGggkJBz/Eip8FBcIeI1ApP3zrncX03crd9E/LsqgoWc4T4LT9+mfjWOzpt3eg9o1rO41rOgPEd05ZTFN/z30vmLxQvrtvWdS47QUU1Zc/zyYf4y6PzbTaOP7Eb3KtDf5t1z6vy9X09Cezegf/TNcn7Pu//mBxL7nuX87l6qnVHbdvjTopJ3xM9bRcz+so8GnNaTHBrsXTut0kE98t5Ze/sn8KLTbzm5BI89ztoqq2q/7PlxGny8NLUYv7tiAzmpVy+AX7ui+wPaEr8968BzjiDGr6/++Wk2TZ+XS3b1b0rA++vdEW/Un8HeR1O3i53+jHQdDR8bUr55Mn991hqMEoB8v3kYPfmR+/JjYNbDkob6UWKmi0a0XZq6nZ77/I+QQ7u3biu48N53E3//YL1eTsG913X5OOo3o18qqWMz9npTk/gkVMQeB0WHfC3Sxei7C2bdvL3/DC9yHHshQJI3Lzc0tkyTu008/LYf50ksvpWPHjlFhYdlzGRnzgaog4BqBxMTjGW7hn64hhSEXCUTaP9+cs5ke+3otDercgP59WVtHI9myP58uGD/bOE5t1gNnObKBSpEh8MGCrfTCjxuNpFziqlctidJSKtHqnYepbf1U+t9fupl2hOuf0xZvp39+8jt1b55Gk248rUxbv2/Poytenq/Njzo8+oPR3vKHemuFfdMbi2juxv3078syaVBne8noZJ1n/9SB+rWtq7V/dowXFpXQlS/PCxtaLrK3f3hbt5PizI5NbplPluygiT9vpI0nVnWb165Ct5/VnC7rVP+k6ddmbaYnv7NebR/WO51uP7u5ZZfu+WAZTf99t9JcWhp1sUDu3iM08qOVtHxb2RMaOjSsRk9c3o6a1XKWZX/c9+vo5V/Kh3wHd/2pKzrQhe3r0sw1e+jOd83D1js1rk5Lthy0PfrHB7enixXzONg2HsWCVavq31cfxeFpb9r3Aj2YoNUKuigfSqCHmwmEuGv3UTTgkIAbIZoOm0Y1ELAkEGn/lMndOOf8BmfkthwkCkSdgEwAJhJ9BR6vZJW5meufwcnhgkG4teUiFGC5r1p3EkPVfejyrG3RZ919U3G8A/lF9NDna+jndfvLVBNJwh69uA3VSKmkYi4iZact20uPfGF9bNaNPRrR8N7WAj0SeQvcALN02yGatf74PPVMT6OODVNZZp+asZHemrvV0oZ4bmTWT6UdeQW0aZ95jgtpTJxS0CQtiaYtCX9EXFbDVHrjho6W7cdiAYS482Yt7gX60aNHadq0aTRo0CAjg7sdAR+IHAKd54CorY8A9wVTX89gGQTI9XN87TCVomjK0I7Gy5bqJfcO29nDrGob5SNDQO6BFq2ZzSPn/ik/Bpnts9a1D92ND1F2Z0J1H7rXEyzuPlRIImmYuPq0qUV1UvnnrNtlqVru0xV7afRn1gJ9aI9GdK8NgR6JvAWqY4xE+Qk/b6KXf93selMz7+l+MuT+8ekb6N355UPdhTgff2VbW1sQXO9gBAxCoPMgx71AF/jGjx9PkydPPknyoYceKrP/3AwxBDrPAVFbHwHOC6a+XsEyCBwnEA3/5J4PLQX+ZzldqFENtSM5Me/eISCFolgVE5nOQ32s4finTA4nzz4PNXLV1We79KRozqxflaYM7WS3muNyKpEASLDoGHO5ivklCdTriZ8tDYrVc7GKbnWpzKOVrVj6XWTNF9nzza4macn09o0dadXOw8axbHau4AgRsbVm+uq9dKSwmJIqVSSxdeKi9nXsmIrZMhDovKmLO4HOw1W+NgS620Rhzy0CnBdMt/oAOyAQjkA0/FOe9StCD4UwU7m8ln1ape8oW56A/FgjVrmFkK2WXDaMmeOfMsTc7EOO9CfOlotQ8yoFuhMfd+InKuehe+l4NSdj9VId4Z/3vr+UvlkZOhmi6KvIlfH1HV0pqbL10VmR2hbhJYayL8/OzKVJs7eE7VrgcYWDXllEuXvzTYfRrFYKTbu1bN4JL45bd58g0HmEIdB5/HDMGpMfqusjwHnB1NcrWAaB4wSi4Z+cPbDyGCKzVVHMbWwRGDJpibEq1rtNTXpqcFsqKik19qmLM5VrVj+e4Eh8hFe5VMK4dURkyI9QckwqfXdS1m4kAD5wOaEbvo64fx4pLKIbJi2gFdsOlStYOaECvXBVO8puau/4rHgW6ALeewu2k9iPLo4ek1fzWik06sKWlN301GkdUxfvoEe/Xmc6mQ9d2JIGdz6V0M/dmY8daxDovLmCQOfxg0Bn8kN1fQSiIYD0jQaW/UYgWv4p91oGrorYYXtqpbA1CZGOK/YJiP3aQqTnFRRT3dRE2nXo1Iks4hi2f16UQWc0VcsOreInOkK+5YckqyR4bs2e3X3o+MDlFvHjduT98/CRIzRp9lYjEdnm/ceTl1VLqkTv/bkTNahu75grOzkT3O29N60Vl5TSvNyDtOXAUeNs8PTaoY9ivOuDlScT1QWPRCSue/5P7bw5wAj3CgKdBxwCnccPAp3JD9X1EYiWANI3Ilj2E4Fo+acMbVYVMHbClv00P/EyFrniHG68/+rfigZ1qmcLhxQ6orCdLOVy9dnNqAwphHN6NaWcXk1s9ZtbyM7+Zfnh4slBGdQnoza3ybivH+r+6TRCKNLbIvwweVPmbzeSy+3PP2YMJy2lMt12ZhMakt3AD8NzZQwQ6DyMEOg8fhDoTH6oro9AtASQvhHBsp8IRMs/nSTRclLHT3Pl57Fc98ZSWrm9fIhw4Ji/uL2rrdVIO8nhAu3qyLgeDYFutQ9d9cOFn/3NrbGFu386iRCCQHc+K0Ulx0PiK1Ws6NyIT2tCoPMmFgKdxw8CnckP1fURiJYA0jciWPYTgWj6p1wNDzwKx4xtpMOG/TTPXh7Lhj35dPmriyy7+JdeTel2G6vRTpKgcY/+C+68/EgwZkArujTL3sq/JQCLAlb70FX25XP7Ei/1w90/ZYSQSgSFjkiOeJkHjDM8AQh0nndAoPP4QaAz+aG6PgLRFED6RgXLfiEQTf+0WvELZixXpRCe6xfvOz4OEab63+nrLQd1Q/dGNKJPc9NyUoSanX0eygD36L9gm9K3VXMsWEIwKWC1D/3URwPkb+BwDqwb7v45Y/Ueun/aalLJ4h+NqAu3OMCOdwlAoPPmBgKdxw8CnckP1fURiKYA0jcqWPYLgWj6p9WKXyBjp/s6/TJPfh6H1f5zOfY/n9GEhp3T1BSFSnK4QEPSF93Kuh4NgS7GY7YPXUe2ej/7pZ2xhbt/yvuVyvF9EOh2iKOMKgEIdFViZctDoPP4QaAz+aG6PgLRFED6RgXLfiEQTf9UOYPayYqUX+bI7+M4XFBEZz8z13KYD/RLN03+FLjH2u62CdmoE0Fl1mEnYfaWAGwUCBeVYrW6bsM0ioQgYHb/lD4wZWhHyqyfaslPx2kClo2igO8JQKDzphgCnccPAp3JD9X1EYimANI3Klj2C4Fo+6fdVT0nezr9MkfxMI6xX6+jjxbvMB2qCFsX2xvCiR3uEWJu7kOP1nnW4aJSkL9Bz1+R2f1TddsEMuzrmaN4twqBzvMACHQePwh0Jj9U10cg2gJI38hg2Q8Eou2fdleN5GpUJPf0+mF+Y2UMJaWldMd7K2lu7oFyXa5fPYnSkivRqp2Hjd9k4q2CohJ6c+42Wr7tEO06XEg78wpp96FCcuojqoLKjG20BHq4lXKIv09ZAAAgAElEQVQnWcVjxXei2U+z+6fqtolobYuIJj+0rZ8ABDqPMQQ6jx8EOpMfqusjEG0BpG9ksOwHAtH2TzsvsTgeyg+eZm8MX63YTTPW7qVFm/OocVoynd26Nt3SqzmVHCsguQosLGXWq0r78o8Zojz46t6sBk24uh1VrFDBXqMnSsm98Nx96G6HyysNIsQ+dPz9qBK0X97s/qnqB9HaFmF/tCgZiwQg0HmzBoHO4weBzuSH6voIRFsA6RsZLPuBQLT9085LrMzMzRVOfpiveBtDsH+KvAUiO/bWAwWmKC7vXJ9GXdhSCZcdX7RjUOZWyKxflaYM7WSniqtlgveh4+/HVbxljFndP+1u4RFGoxV1oY8OLHuBAAQ6bxYg0Hn8INCZ/FBdHwGrB7i+lmEZBKwJeME/rcLX7YbBW48WJWKNQCj/tHss20/3dqeqSZWUhmzli3aMyTBzlSO27Ni1WyZ4HzqOV7NLTr2c1f1T5d4Fga7OHzWsCUCgWzMyKwGBzuMHgc7kh+r6CFg9wPW1DMsgYE3AC/5plQBONRuy9ahRIlYIhPLP8T9uotd/22w5hDEDWtGlWfUsywUWcGMfujxxIFoRH8H70FVWcZVgoTBZ3T/lx5JLs+rSmAGtwxJzK3oDUwICwQQg0Hk+AYHO4weBzuSH6voIWD3A9bUMyyBgTcAL/ml2hJrcPysyeH+W09V6QCjhKwKh/PPpGRvpzblbLcdpdSxbKANuHOcXLpO6ZYddLCBFuRCGIsQdfz8uwg0wZXX/lPcvq/PQo70tQg8dWPUCAQh03ixAoPP4QaAz+aG6PgJWD3B9LcMyCFgT8IJ/ytUj0dvg86vtrkBZjxQlYpFAKP+c+MtmeumXTZbD+eiW06hF7RTLcoEFAn1xwYM9lerKwjKZncw278gIo9LTMzYY2e0DryqJFemxSzPorFY1GZZRNZiAnfun/FgSfG8LtBXtbRGYWf8SgEDnzS0EOo8fBDqTH6rrI2DnAa6vdVgGAXMCXvHPcGcA3zf1d/phzT4jPFSsBuKKLwKh/HP7wQIaMHGBKYh2DVLp7Rs7OoLFPZIsmgJ91Odr6Yvlu8KOe/yV7ahXyzRHXFCpPAE7989T97DwWy6ivS0Cc+tfAhDovLmFQOfxg0Bn8kN1fQTsPMD1tQ7LIBAbAl2Kmmu7NaSRfVuc7DT2z8a3B4e7f05bspMe+eqPkHCSKyfQpOuyKKNeFUfwrHIiWBlVSQxmZUvl9yVb8+imt5aZVqmTmkjf3JmtYhZlTQjYeb7b2fJgpwwmAgScEIBAd0LtVB0IdB4/CHQmP1TXR8DOA1xf67AMArEh0IMTW4leh/o3zGd8ETC7f85cu4/+O30DiX2+8uqZnkYj+zan9NrOxLmww92HHi4aRPfMTfhpE708yzp53qvXdqAuTarr7k5c2LfzfJf7y83yAEQz6iIuJiqOBwmBzpt8CHQePwh0Jj9U10fAzgNcX+uwDAKxIdBFL4P3asqXVqsMyJhj/xKwc/88eqyE8o8VU7XkSlSpYgU2DO4+dCnQX7qmPYmj1iJ1Pfn9Bnp7Xtm956HaHtGnOd3QvVGkuuXrduz4Z6h7WzAUCHRfu0lUBweBzsMPgc7jB4HO5Ifq+gjYfYDr6wEsg0B4Al7yT7lXc2S/FnRtdkOSQgf7z+PXg6Pln5x96NE6FvD5n3Lp1VlbLJ3l6csz6dzWtSzLoYA1Abv+aRVVYWefunVvUAIEyhOAQOd5BQQ6jx8EOpMfqusjYPcBrq8HsAwCsSHQgzO2d318ltFxs+zHmFt/E4jW/VPuQw/OiWCHdrT8dsaavXT/1FWmXaycUJF+GdHDlUgDOyz8Xsauf4bLsSH5RCvqwu/zg/ERQaDzvAACnccPAp3JD9X1EbD7ANfXA1gGgdgQ6IFnBj8+KJPueG8FZdavSlOGdsIUximBaN0/OcdeSYHu9Jg2zlTf8s5yWrj5YFgT/7igJV15Wn1OE6gbQMCuf0p/Cnc/40RsYEJAwIwABDrPPyDQefwg0Jn8UF0fAbsPcH09gGUQiA2BLl9iA3ub3bQ6PT4wg2pWqYxpjEMC0bp/Bu5DV43giKZAzy8spns/+p3m5ZYX6Xef04xuPqNxHHqRviGr+KdZZAVOq9A3R/FuGQKd5wEQ6Dx+EOhMfqiuj4DKA1xfL2AZBEIT8Ip/yszZoXpZNzWRXr+uAzWqkYxpjDMC0fRPJ2HHMgrELGN3JKbwtw0HjJX04pJSEmHtl3WsSw2rJ0Wi6bhqQ8U/zfwpmh914mrC4nCwEOi8SYdA5/GDQGfyQ3V9BFQe4Pp6Acsg4F2Bvj+/iPo9N5dKS8PPUtem1emVIR0wjXFGIFr3T5EV/ua3l9OqnYdPEu/dphbd1rMxtWuQGnYWOKHxcTa1vhiuin/KvAY5vZpSTq8mZcYPge4Ld/DkICDQedMCgc7jB4HO5Ifq+gioPMD19QKWQcC7Av2lXzfTxJ83WU7RZzldSaxM4oofAtG4f+45fIzEXu7cffkhQT9/VXvq2aL88WlfrthNv67fT58v32X46VODMymjXtX4maw4HKmKf8ooIXH0njiCT16BuTdm3tsjDiliyDoJQKDz6EKg8/hBoDP5obo+AioPcH29gGUQ8K5AH/fDRnpjzlbLKfrreel0ddcGluVQwD8EonH/vPP9FSRCxMNdiZUq0nd3daPUpASjyIH8YzTsw99p2bZD5apck92QHuzXwj8TgpGUIaDin4F5DQITCCLqAk6lkwAEOo8uBDqPHwQ6kx+q6yOg8gDX1wtYBgHvCvRnZ+bSpNnW5zf/q38rGtSpHqYyjghE+v65M6+A+k9YYEn4rrOb0i09j4cp3/jm0pDiXBq559xmdNPpSM5mCTUGC6j6Z6hs7RDoMTjxMdRlCHTeZEGg8/hBoDP5obo+AqoPcH09gWUQKE/AC/751rxt9NT3GyynZ8awblQjBdncLUH5qECk/fP9hdvpsW/XWxI8rUk1uqFbQ1q3J5+e/8l8e0aFCkSzRpxOYuUdl78IqPqn3Ic+sl8Luja7oQHj02U7afQXf9ClWXVpzIDW/gKE0USdAAQ6bwog0Hn8INCZ/FBdHwHVB7i+nsAyCHhToBcWl9DFExfSnsOFYafogra16bHLMjCFcUYg0vfP/y3eQf/+ep3rlJ8YlEl9M2q5bhcGo0tA1T/lPvTebWrSU4PbGp1/8ZfN9OIvmyhU8rjojg6t+4EABDpvFiHQefwg0Jn8UF0fAdUHuL6ewDIIeFOgi14t3pJHd36wksQ5zsFXVsNUevma9pRU+fieX1zxQyDS90/xkej85+dbAu7VMo0qJ1SglduP0I68Asvy9/VtQdd3O75iiss/BFT9U+5Dr5aUQDIhHAS6f/zBiyOBQOfNCgQ6jx8EOpMfqusjoPoA19cTWAYB7wp00bPdhwpp8pyt9Pny3UbirTb1qhphn9dmN6AKIk4YV9wRiMb9876pq+iHNXvDsq6amEDf3JlNKYkJNOHnTfTyr5st5+WNGzqS+NCEy18EnPjnJS8uoK0HCmjK0I6UWT+VQoW9+4sSRhNNAhDoPPoQ6Dx+EOhMfqiuj4CTB7i+3sAyCJQlAP+ER3iZQDT881BBMd06ZRmt3nmkHJqKFSrQhKvaUffmx49ZW73zMF0zaYkpwkY1kumznC5exoy+OSTgxD+DBfl9U3+nH9bsoycHZVCfjNoOe4JqIBCaAAQ6zzMg0Hn8INCZ/FBdHwEnD3B9vYFlEIBAhw/EDoFo3T+LSkrplVlb6H+Ldhi5ESpVrECXZNWlm05vRM1qppQB+Pj0DfTu/G1hoU68uj31OCHoY4c8emqHgBP/fGf+Nnpi+gaS+9D/8u4KEpncxdno4ox0XCDgJgEIdB5NCHQePwh0Jj9U10fAyQNcX29gGQQg0OEDsUMgVu6f4pjA8T/mUmnpKbZi5fxf/VtCnMeOuyn31Il/Bu9DDw55V+4EKoCACQEIdJ57QKDz+EGgM/mhuj4CTh7g+noDyyAAgQ4fiB0CsXT/LCwqoZ/X7aetBwvotMbVsOc8dtzMcU+d+ue5z8yhvIJiY+vDJS8uNNqfeU93qpZcyXFfUBEEQhGAQOf5BQQ6jx8EOpMfqusj4PQBrq9HsAwCpwjAP+ENXiYA//Ty7KBvTv1z9Bdr6dNlu0ichy7C3cW14MGeAAoCrhOAQOchhUDn8YNAZ/JDdX0EnD7A9fUIlkEAAh0+EBsEcP+MjXmK11469U+5D12cUiGEOgR6vHqQ/nFDoPMYQ6Dz+EGgM/mhuj4CTh/g+noEyyAAgQ4fiA0CuH/GxjzFay+d+ueqHYdoyOSlJ7E1qpFEn+V0jVeMGLdGAhDoPLgQ6Dx+EOhMfqiuj4DTB7i+HsEyCECgwwdigwDun7ExT/HaS45/yn3ogl3XptXplSEd4hUjxq2RAAQ6Dy4EOo8fBDqTH6rrI8B5gOvrFSyDwHEC8E94gpcJwD+9PDvom1P//HLFLnr06/V09FjxSYjtG6TSPy5IJ/F/cYGAWwQg0HkkIdB5/CDQmfxQXR8Bpw9wfT2CZRA4RQD+CW/wMgH4p5dnB31z4p+TZ2+hZ2bmhoRXsWIFev26LOrYECId3uUOAQh0HkcIdB4/CHQmP1TXR8DJA1xfb2AZBMoSgH/CI7xMAP7p5dlB31T9M3dvPg16ZZEpuJa1U+jDW04DXBBwhQAEOg8jBDqPHwQ6kx+q6yOg+gDX1xNYBoHyBOCf8AovE4B/enl20DdV/5zw8yZ6+dfNluDe+3NnalO3imU5FAABKwIQ6FaEzH+HQOfxg0Bn8kN1fQRUH+D6egLLIACBDh+ILQK4f8bWfMVbb1X986kZG+mtuVstMd3ftwVd162hZTkUAAErAhDoVoQg0HmELGrn5+cbIh0XCHiNgOoD3Gv9R3/8TQD+6e/5jfXRwT9jfQb93X9V/xz/Yy69/tsWSyj/vqQNXdS+jmU5FAABKwIQ6FaEINB5hCDQtfKDcX0EVB/g+noCyyBQngD8E17hZQLwTy/PDvqm6p8fL91JY778wxLcryN6UHLlBMtyKAACVgQg0K0IQaCXITB//nzKycmhF198kbKzs43fjh49SmPHjqWvvvrK+N8PPfQQDRw40BZZrKDbwoRCUSCg+gCPQhfRZBwTgH/G8eTHwNDhnzEwSXHcRVX/LC0tpateX0x/7A4f8XlD90Y0ok/zOKaKobtJAAKdRzOu9qBLcS6QBQr08ePHGxSHDRtG+/fvp+HDhxv/vxTwZogh0HkOiNr6CKg+wPX1BJZBoDwB+Ce8wssE4J9enh30zYl/btl/lIZ9uJI27D1aDmDvNrXoqcGZAAsCrhGAQOehjBuBvn79eho3bhyNGDGCHn744ZMCXAjy0aNHG6I8PT3doBko2K3wQqBbEcLv0SLg5AEerb6i3fgjAP+MvzmPpRHDP2NptuKvr079s7iklN5bsJ1W7zpMew8XUbNayXR68xp0dqua8QcRI9ZKAAKdhzcuBLoQ50KUi/9q1qxZZoU88Dcp0D/++GOaO3cujRo1ipKTk00JQ6DzHBC19RFw+gDX1yNYBoFTBOCf8AYvE4B/enl20Df4J3zA6wQg0Hkz5HuBHrxCHhzCLlfWx4wZQ2lpaQbNUAL9wgsvLEf666+/JrGvR/yHCwS8RqBChQpGl+CfXpsZ9EcQgH/CD7xMAP7p5dlB3+Cf8AGvE6hYsaLXu+jp/vleoAsBLvaTb9++vdxEiH3o4guPXF03W0HfvXt3ufp16tQxEsyJ/3CBgNcIyOgP+KfXZgb9EQTgn/ADLxOAf3p5dtA3+Cd8wOsE5KKn1/vp1f75XqAHgw9eQccedK+6JvrFJYAQOC5B1NdJAP6pky5scwnAP7kEUV8nAfinTrqw7QYBhLjzKMa9QBf4kMWd50So7U0CeIB7c17Qq+ME4J/wBC8TgH96eXbQN/gnfMDrBCDQeTMEgY5z0HkehNqeJYAHuGenBh2DQIcPeJwA7p8en6A47x78M84dIAaGD4HOm6S4E+g8XOVrI4u720Rhzy0CeIC7RRJ2dBCAf+qgCptuEYB/ukUSdnQQgH/qoAqbbhKAQOfRhEDn8SMIdCZAVNdGAA9wbWhh2AUC8E8XIMKENgLwT21oYdgFAvBPFyDChFYCEOg8vBDoPH4Q6Ex+qK6PAB7g+tjCMp8A/JPPEBb0EYB/6mMLy3wC8E8+Q1jQSwACnccXAp3HDwKdyQ/V9RHAA1wfW1jmE4B/8hnCgj4C8E99bGGZTwD+yWcIC3oJQKDz+EKg8/hBoDP5obo+AniA62MLy3wC8E8+Q1jQRwD+qY8tLPMJwD/5DGFBLwEIdB5fCHQePwh0Jj9U10cAD3B9bGGZTwD+yWcIC/oIwD/1sYVlPgH4J58hLOglAIHO4wuBzuMHgc7kh+r6COABro8tLPMJwD/5DGFBHwH4pz62sMwnAP/kM4QFvQQg0Hl8IdB5/CDQmfxQXR8BPMD1sYVlPgH4J58hLOgjAP/UxxaW+QTgn3yGsKCXAAQ6jy8EOo8fBDqTH6rrI4AHuD62sMwnAP/kM4QFfQTgn/rYwjKfAPyTzxAW9BKAQOfxhUDn8YNAZ/JDdX0E8ADXxxaW+QTgn3yGsKCPAPxTH1tY5hOAf/IZwoJeAhDoPL4Q6Dx+EOhMfqiujwAe4PrYwjKfAPyTzxAW9BGAf+pjC8t8AvBPPkNY0EsAAp3HFwKdxw8CnckP1fURwANcH1tY5hOAf/IZwoI+AvBPfWxhmU8A/slnCAt6CUCg8/hCoPP4QaAz+aG6PgJ4gOtjC8t8AvBPPkNY0EcA/qmPLSzzCcA/+QxhQS8BCHQeXwh0Hj8IdCY/VNdHAA9wfWxhmU8A/slnCAv6CMA/9bGFZT4B+CefISzoJQCBzuMLgc7jB4HO5Ifq+gjgAa6PLSzzCcA/+QxhQR8B+Kc+trDMJwD/5DOEBb0EINB5fCHQefwg0Jn8UF0fATzA9bGFZT4B+CefISzoIwD/1McWlvkE4J98hrCglwAEOo8vBDqPH2qDAAiAAAiAAAiAAAiAAAiAAAiAgCsEINAZGF966SUqLS2lnJwchhVUBQE9BOCferjCqjsE4J/ucIQVPQTgn3q4wqo7BOCf7nCEFT0E4J98rhDoDIZwQAY8VNVOAP6pHTEaYBCAfzLgoap2AvBP7YjRAIMA/JMBD1W1E4B/8hFDoDMYwgEZ8FBVOwH4p3bEaIBBAP7JgIeq2gnAP7UjRgMMAvBPBjxU1U4A/slHDIHOYAgHZMBDVe0E4J/aEaMBBgH4JwMeqmonAP/UjhgNMAjAPxnwUFU7AfgnHzEEOoMhHJABD1W1E4B/akeMBhgE4J8MeKiqnQD8UztiNMAgAP9kwENV7QTgn3zEEOh8hrAAAiAAAiAAAiAAAiAAAiAAAiAAAmwCEOhshDAAAiAAAiAAAiAAAiAAAiAAAiAAAnwCEOh8hrAAAiAAAiAAAiAAAiAAAiAAAiAAAmwCEOhshDAAAiAAAiAAAiAAAiAAAiAAAiAAAnwCEOh8hrAAAiAAAiAAAiAAAiAAAiAAAiAAAmwCEOgOEX788cf06KOPGrX79+9Po0aNouTkZIfWUA0EnBFw4ofr16+ncePG0ZgxYygtLc1Zw6gFAjYIqPjn/PnzKScn56RV3FdtAEYRFgEV/xT3zWHDhtH27dvx3GdRR2W7BFT8M9CmvJe++OKLlJ2dbbc5lAMBJQIq/hl8/xQNZWVlGe+ieA8NjR0CXckdjxcWN7/x48efdCzx/4tLPLxxgUCkCKj64f79+2n48OG0bNky3BgjNUlx3I6qf4qHfZMmTYwXyqNHj9LYsWOpfv36uK/GsQ/pHDrHP0W/8NzXOTuwreqfkljgh04IdPiRLgKq/ikE+sMPP2z8l56erqtbvrILge5gOsWDuVmzZjRw4MCQgt2BSVQBAWUCTv0QK+jKqFHBAQGn/imbEoJ97ty5iE5ywB5VrAnAP60ZoUT0CDjxT/lsHzFihCGExKIRVtCjN4d+blnVPyHQ1b0BAl2RmVzZ6d69+0mBDsdThIjibAIcP4RAZ+OHAQsCHP+UprFCCTfTRYDrn4jw0DUzsCsIOPHPwPfQmjVrGtFyEOjwJx0EnPpn4BYhhLdbzwwEujWjMiWkYw4ePPjkl0kIdEWIKM4mwPFDCHQ2fhiwKdCd3ieDw+cAHATcJMC5f4oPR5MnT0buGTcnBLZY75li+9ro0aMNUS7Ch+V2Ngh0OJYOApz7Z+AH+B07diBCzmSCINAVvdfJlyPFJlAcBCwJcPwQAt0SLwowCXD8U4hz8bIphBD2qjEnAtVDEuD4pzSILRhwLl0EVP0zVAIu2TfsQ9c1S/FrV9U/Q5HCe6i1/0CgWzMqV0J174WDJlAFBCwJOPVD3Bgt0aKACwSc+CfEuQvgYcIWASf+GWgY91FbmFHIIQGOf2IF3SF0VLNNgOOfohHcP61RQ6BbMypXQjV7oYMmUAUELAlY+aG4gYYKIcKN0RItCrhAQNU/EdbuAnSYsE1A1T9fe+016tOnz8mojnD3V9sdQEEQMCGg6p+BpiDQ4Vq6Caj653fffUetWrUqc/8UfcTpV+FnCgLdoRernP/nsAlUAwFLAmZ+GPwCGXjMmjQ8dOhQ3CAtKaOAUwIq/in39ga21aBBA4S6O4WPepYEVPwz8PgqYbh///7YP2lJGAU4BFT8EwKdQxp1nRBQ8U/cP9UJQ6CrM0MNEAABEAABEAABEAABEAABEAABEHCdAAS660hhEARAAARAAARAAARAAARAAARAAATUCUCgqzNDDRAAARAAARAAARAAARAAARAAARBwnQAEuutIYRAEQAAEQAAEQAAEQAAEQAAEQAAE1AlAoKszQw0QAAEQAAEQAAEQAAEQAAEQAAEQcJ0ABLrrSGEQBEAABEAABEAABEAABEAABEAABNQJQKCrM0MNEAABEAABEAABEAABEAABEAABEHCdAAS660hhEARAAARAAARAAARAAARAAARAAATUCUCgqzNDDRAAARAAARAAARAAARAAARAAARBwnQAEuutIYRAEQAAEQAAEQAAEQAAEQAAEQAAE1AlAoKszQw0QAAEQAAEQAAEQAAEQAAEQAAEQcJ0ABLrrSGEQBEAABEAABEAABEAABEAABEAABNQJQKCrM0MNEAABEAABEAABEAABEAABEAABEHCdAAS660hhEARAAARAAARAAARAAARAAARAAATUCUCgqzNDDRAAARAAARAAARAAARAAARAAARBwnQAEuutIYRAEQAAEQAAEQAAEQAAEQAAEQAAE1AlAoKszQw0QAAEQAAEQAAEQAAEQAAEQAAEQcJ0ABLrrSGEQBEAABEAABEAABEAABEAABEAABNQJQKCrM0MNEAABEAABEKCjR4/S2LFj6auvvipHY+jQoTRs2DBQAgEQAAEQAAEQAAElAhDoSrhQGARAAARAAASOE5ACvX79+hDjcAoQAAEQAAEQAAFXCECgu4IRRkAABEAABOKNgJVA379/Pw0fPpxuvfVWY5Vd/Ne/f38aNWoUJScn0/jx42ny5MkGtgYNGhj/Oz09/STGjz/+mB599NEyWB966CEaOHAgSdtilT47O7vMB4Pu3bsbZcQlyy1btsz434Hty/6L8rm5uSf7ElhGNh7YV/Fvoh9NmjQx+jxu3DhKS0s72U/xb+JCBEG8/UVgvCAAAiAAAm4QgEB3gyJsgAAIgAAIxB0BuwJ99+7d5cR3sIidP38+jR49+mQ5Ic7nzp17UswHimm7Aj2UiBft7tixw7ArLhmi/+KLLxpCX9YZPHjwSZEfWEd8WBBl5McG8QEisOz69esNYT5mzJiTHw7izjEwYBAAARAAARBgEIBAZ8BDVRAAARAAgfglEG4PelZWlrGqLC4hYANXucW/CRErfhciVq48Bwrwc889t1w9JwJdiHyxMh64ki3afvjhh43/GjZsaAj0wBV30b/AjweB5QNX9+WsB39ICP7f8esdGDkIgAAIgAAIOCMAge6MG2qBAAiAAAjEOQG7K+jBAl2slufk5ISkJ0LHO3XqdFJES1HsRKAHh6XLBmU4vR2BLvo6derUkyv5wZ0OXDFv1aqV8WEhcEU9zl0EwwcBEAABEAABZQIQ6MrIUAEEQAAEQAAErJPEhQoxF9yE6A21d1sytVphtxvibrUXPFj0y/YD61kJ9MCPFGeeeabpuOAzIAACIAACIAAC1gQg0K0ZoQQIgAAIgAAIlCPgdAXdKmw81O9OVtCtws3tCHSrvsoPDjIiAMfL4Q8FBEAABEAABHgEINB5/FAbBEAABEAgTgk4Feiy3ubNm8tkQBeCWmRGF8naQiWREyJYZnEP1bbM+i7LyPDzCy+88OQ+dFHv5ZdfphtuuMHIJG+1B122I6ZYZp+XSeKuueYaY+ZlpECoZHhx6hoYNgiAAAiAAAg4JgCB7hgdKoIACIAACMQzAacCXTIL3iMuk8uJxHHBCeiuvPJKOnToUJmEbsFHqI0cOZLEcWpmx6yJtuUqt50VdFE+VDI8+REgcCwyO7wQ/rhAAARAAARAAAScEYBAd8YNtUAABEAABEAgYgTCiemIdcCkIS/3zQt80AcQAAEQAAEQUCEAga5CC2VBAARAAARAIAoEvCyCrZLeRQEXmgQBEAABEACBmCUAgR6zU4eOgwAIgAAIxAsBrwp0qzD/eJkfjBMEQAAEQAAE3CIAge4WSdgBARAAARAAARAAARAAARAAARAAAQYBCHQGPFQFARAAARAAARAAARAAARAAgf/ffh0SAAAAIAzr35oQXC4AiLkTIFAJCPRK0g8BAgQIECBAgAABAgQIEDgEBPqBZ0qAAAECBAgQIECAAAECBCoBgV5J+iFAgAABAgQIECBAgAABAoeAQD/wTAkQIECAAAECBAgQIECAQCUg0CtJPwQIEKzzFmIAAAHcSURBVCBAgAABAgQIECBA4BAQ6AeeKQECBAgQIECAAAECBAgQqAQEeiXphwABAgQIECBAgAABAgQIHAIC/cAzJUCAAAECBAgQIECAAAEClYBAryT9ECBAgAABAgQIECBAgACBQ0CgH3imBAgQIECAAAECBAgQIECgEhDolaQfAgQIECBAgAABAgQIECBwCAj0A8+UAAECBAgQIECAAAECBAhUAgK9kvRDgAABAgQIECBAgAABAgQOAYF+4JkSIECAAAECBAgQIECAAIFKQKBXkn4IECBAgAABAgQIECBAgMAhINAPPFMCBAgQIECAAAECBAgQIFAJCPRK0g8BAgQIECBAgAABAgQIEDgEBPqBZ0qAAAECBAgQIECAAAECBCoBgV5J+iFAgAABAgQIECBAgAABAoeAQD/wTAkQIECAAAECBAgQIECAQCUg0CtJPwQIECBAgAABAgQIECBA4BAQ6AeeKQECBAgQIECAAAECBAgQqAQEeiXphwABAgQIECBAgAABAgQIHAIC/cAzJUCAAAECBAgQIECAAAEClYBAryT9ECBAgAABAgQIECBAgACBQ0CgH3imBAgQIECAAAECBAgQIECgEhDolaQfAgQIECBAgAABAgQIECBwCAwJ2rLTMoH+pgAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"eda.plot_model(plot=\"periodogram\")\n",
"eda.plot_model(plot=\"fft\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"**In the plots above, we notice**\n",
"\n",
"1. Peaking at f ~= 0 indicating that we need to difference the data.\n",
"2. Peaking at f = 0.0833, 0.1677, 0.25, 0.3333, 0.4167. All these are multiple of 0.0833. Hence 0.0833 is the fundamental frequency and the seasonal period is 1/0.0833 = 12."
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"**Alternately, the `diagnostics` plot provides all these details in a convenient call.**"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"eda.plot_model(plot=\"diagnostics\", fig_kwargs={\"height\": 800, \"width\": 1000})"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"Our diagnosutic plots indicated the need to difference and the presence of a seasonal period of 12. **Let's see what happends when we remove this from the model. What other characteristics are left in the model that would need to be taken care of?** \n",
"\n",
"This can be achieved through the difference plots. Along with the difference plots, we will plot the corresponding ACF, PACF and Periodogram for further diagnostics."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Row 1: Original\n",
"# Row 2: d = 1\n",
"# Row 3: First (d = 1) then (D = 1, s = 12)\n",
"# - Corresponds to applying a standard first difference to handle trend, and\n",
"# followed by a seasonal difference (at lag 12) to attempt to account for\n",
"# seasonal dependence.\n",
"# Ref: https://www.sktime.org/en/stable/api_reference/auto_generated/sktime.transformations.series.difference.Differencer.html\n",
"eda.plot_model(\n",
" plot=\"diff\",\n",
" data_kwargs={\"lags_list\": [[1], [1, 12]], \"acf\": True, \"pacf\": True, \"periodogram\": True},\n",
" fig_kwargs={\"height\": 800, \"width\": 1500}\n",
")\n",
"\n",
"\n",
"# ## NOTE: Another way to specify differences is using order_list\n",
"# # Row 1: Original\n",
"# # Row 2: d = 1\n",
"# # Row 3: d = 2\n",
"# eda.plot_model(\n",
"# plot=\"diff\",\n",
"# data_kwargs={\n",
"# \"order_list\": [1, 2],\n",
"# \"acf\": True, \"pacf\": True, \"periodogram\": True\n",
"# },\n",
"# fig_kwargs={\"height\": 600, \"width\": 1200}\n",
"# )"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"**Observations:**\n",
"\n",
"1. In the second row, we have only removed the wandering behavior by taking a first difference. This can be seen in the ACF plot (extended autocorrelations are gone) and Periodogram (peaking at f =~ 0 is squished). The ACF (preaking at seasonal period of 12 and its multiples) and PACF (peaking at fundamental frequency of 0.0833 and its multiples) still show the seasonal behavior.\n",
"2. In the third row, we have taken first difference followed by a seasonal difference of 12. Now, we can see that the peaking at seasonal multiples is gone from both ACF and Periodogram. There is still a little bit of autoregresssive properties that we have not taken care of but by looking at the PACF, maybe p=1 seems like a reasonable value to use (most lags after that are insignificant).\n",
"\n",
"**Conclusion**\n",
"* If you were modeling this with ARIMA, the model to try would be **ARIMA(1,1,0)x(0,1,0,12)**.\n",
"* Other models could use this information appropriately. For example, reduced regression models could remove the trend and seasonality of 12 (i.e. make the data stationary) before modeling the rest of the autoregressive properties. Luckily, the `pycaret` time series module will take care of this internally.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"**Let's plot the Time Series Decomposition next (another classical diagnostic plot)**"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# First, classical decomposition\n",
"# By default the seasonal period is the one detected during setup - 12 in this case.\n",
"eda.plot_model(plot=\"decomp\", fig_kwargs={\"height\": 500})"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Users can change the seasonal period to explore what is best for this model.\n",
"eda.plot_model(plot=\"decomp\", data_kwargs={'seasonal_period': 24}, fig_kwargs={\"height\": 500})"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Users may wish to customize the decomposition, for example, in this case multiplicative seasonality\n",
"# probably makes more sense since the magnitide of the seasonality increase as the time progresses\n",
"eda.plot_model(plot=\"decomp\", data_kwargs={'type': 'multiplicative'}, fig_kwargs={\"height\": 500})"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Users can also plot STL decomposition\n",
"# Reference: https://otexts.com/fpp2/stl.html\n",
"eda.plot_model(plot=\"decomp_stl\", fig_kwargs={\"height\": 500})"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"**Let us look at the various splits of the data used for modeling next.**\n",
"\n",
"**NOTE:**\n",
"* In time series, we can not split the data randomly since there is serial correlation in the data and using future data to predict past data will result in leakage. Hence the temporal dependence must be maintained when splitting the data. \n",
"* Users may wish to refer to this for more details: \n",
" - https://github.com/pycaret/pycaret/discussions/1761\n",
" - https://robjhyndman.com/hyndsight/tscv/\n",
" - https://topepo.github.io/caret/data-splitting.html#data-splitting-for-time-series"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Show the train-test splits on the dataset\n",
"# Internally split - len(fh) as test set, remaining used as test set\n",
"eda.plot_model(plot=\"train_test_split\", fig_kwargs={\"height\": 400, \"width\": 900})\n",
"\n",
"# Show the Cross Validation splits inside the train set\n",
"# The blue dots represent the training data for each fold.\n",
"# The orange dots represent the validation data for each fold\n",
"eda.plot_model(plot=\"cv\", fig_kwargs={\"height\": 400, \"width\": 900})"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"# Statistical Tests\n",
"\n",
"Statistical Testing is another important part of time series modeling. This can be achieved easily in pycaret using `check_stats`.\n",
"\n",
"**Options are:**\n",
"* 'summary',\n",
"* 'white_noise'\n",
"* 'stationarity'\n",
"* 'adf'\n",
"* 'kpss'\n",
"* 'normality'\n",
"* 'all' \n",
"\n",
"By default the statistics are run on the \"transformed\" data, but similar to plots, the user has the abiliy to set this to another data type using the `data_type` argument. e.g. `eda.check_stats(test=\"summary\", data_type = \"original\")`"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Test | \n",
" Test Name | \n",
" Data | \n",
" Property | \n",
" Setting | \n",
" Value | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" Summary | \n",
" Statistics | \n",
" Transformed | \n",
" Length | \n",
" | \n",
" 144.000000 | \n",
"
\n",
" \n",
" 1 | \n",
" Summary | \n",
" Statistics | \n",
" Transformed | \n",
" # Missing Values | \n",
" | \n",
" 0.000000 | \n",
"
\n",
" \n",
" 2 | \n",
" Summary | \n",
" Statistics | \n",
" Transformed | \n",
" Mean | \n",
" | \n",
" 280.298611 | \n",
"
\n",
" \n",
" 3 | \n",
" Summary | \n",
" Statistics | \n",
" Transformed | \n",
" Median | \n",
" | \n",
" 265.500000 | \n",
"
\n",
" \n",
" 4 | \n",
" Summary | \n",
" Statistics | \n",
" Transformed | \n",
" Standard Deviation | \n",
" | \n",
" 119.966317 | \n",
"
\n",
" \n",
" 5 | \n",
" Summary | \n",
" Statistics | \n",
" Transformed | \n",
" Variance | \n",
" | \n",
" 14391.917201 | \n",
"
\n",
" \n",
" 6 | \n",
" Summary | \n",
" Statistics | \n",
" Transformed | \n",
" Kurtosis | \n",
" | \n",
" -0.364942 | \n",
"
\n",
" \n",
" 7 | \n",
" Summary | \n",
" Statistics | \n",
" Transformed | \n",
" Skewness | \n",
" | \n",
" 0.583160 | \n",
"
\n",
" \n",
" 8 | \n",
" Summary | \n",
" Statistics | \n",
" Transformed | \n",
" # Distinct Values | \n",
" | \n",
" 118.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Test Test Name Data Property Setting Value\n",
"0 Summary Statistics Transformed Length 144.000000\n",
"1 Summary Statistics Transformed # Missing Values 0.000000\n",
"2 Summary Statistics Transformed Mean 280.298611\n",
"3 Summary Statistics Transformed Median 265.500000\n",
"4 Summary Statistics Transformed Standard Deviation 119.966317\n",
"5 Summary Statistics Transformed Variance 14391.917201\n",
"6 Summary Statistics Transformed Kurtosis -0.364942\n",
"7 Summary Statistics Transformed Skewness 0.583160\n",
"8 Summary Statistics Transformed # Distinct Values 118.000000"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Summary Statistics\n",
"eda.check_stats(test=\"summary\")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" Stationarity | \n",
" ADF | \n",
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" -3.481682 | \n",
"
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" Stationarity | \n",
" ADF | \n",
" Transformed | \n",
" Critical Value 5% | \n",
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" -2.884042 | \n",
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" 5 | \n",
" Stationarity | \n",
" ADF | \n",
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" Critical Value 10% | \n",
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" -2.57877 | \n",
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" Test Statistic | \n",
" {'alpha': 0.05} | \n",
" 0.09615 | \n",
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" Stationarity | \n",
" KPSS | \n",
" Transformed | \n",
" Critical Value 10% | \n",
" {'alpha': 0.05} | \n",
" 0.119 | \n",
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" 10 | \n",
" Stationarity | \n",
" KPSS | \n",
" Transformed | \n",
" Critical Value 5% | \n",
" {'alpha': 0.05} | \n",
" 0.146 | \n",
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" 11 | \n",
" Stationarity | \n",
" KPSS | \n",
" Transformed | \n",
" Critical Value 2.5% | \n",
" {'alpha': 0.05} | \n",
" 0.176 | \n",
"
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" 12 | \n",
" Stationarity | \n",
" KPSS | \n",
" Transformed | \n",
" Critical Value 1% | \n",
" {'alpha': 0.05} | \n",
" 0.216 | \n",
"
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" \n",
"
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"
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],
"text/plain": [
" Test Test Name Data Property Setting \\\n",
"0 Stationarity ADF Transformed Stationarity {'alpha': 0.05} \n",
"1 Stationarity ADF Transformed p-value {'alpha': 0.05} \n",
"2 Stationarity ADF Transformed Test Statistic {'alpha': 0.05} \n",
"3 Stationarity ADF Transformed Critical Value 1% {'alpha': 0.05} \n",
"4 Stationarity ADF Transformed Critical Value 5% {'alpha': 0.05} \n",
"5 Stationarity ADF Transformed Critical Value 10% {'alpha': 0.05} \n",
"6 Stationarity KPSS Transformed Trend Stationarity {'alpha': 0.05} \n",
"7 Stationarity KPSS Transformed p-value {'alpha': 0.05} \n",
"8 Stationarity KPSS Transformed Test Statistic {'alpha': 0.05} \n",
"9 Stationarity KPSS Transformed Critical Value 10% {'alpha': 0.05} \n",
"10 Stationarity KPSS Transformed Critical Value 5% {'alpha': 0.05} \n",
"11 Stationarity KPSS Transformed Critical Value 2.5% {'alpha': 0.05} \n",
"12 Stationarity KPSS Transformed Critical Value 1% {'alpha': 0.05} \n",
"\n",
" Value \n",
"0 False \n",
"1 0.99188 \n",
"2 0.815369 \n",
"3 -3.481682 \n",
"4 -2.884042 \n",
"5 -2.57877 \n",
"6 True \n",
"7 0.1 \n",
"8 0.09615 \n",
"9 0.119 \n",
"10 0.146 \n",
"11 0.176 \n",
"12 0.216 "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Stationarity tests (ADF and KPSS)\n",
"# NOTE: Users can also just run a single test by passing either 'adf' or 'kpss' to `check_stats`\n",
"eda.check_stats(test='stationarity')"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"The ADF tests shows that the data is not stationary and we saw this in the plots as well (clear trend and seasonal behavior)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
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" {'alpha': 0.05, 'K': 24} | \n",
" 1606.083817 | \n",
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" Ljung-Box | \n",
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],
"text/plain": [
" Test Test Name Data Property \\\n",
"0 White Noise Ljung-Box Transformed Test Statictic \n",
"1 White Noise Ljung-Box Transformed Test Statictic \n",
"2 White Noise Ljung-Box Transformed p-value \n",
"3 White Noise Ljung-Box Transformed p-value \n",
"4 White Noise Ljung-Box Transformed White Noise \n",
"5 White Noise Ljung-Box Transformed White Noise \n",
"\n",
" Setting Value \n",
"0 {'alpha': 0.05, 'K': 24} 1606.083817 \n",
"1 {'alpha': 0.05, 'K': 48} 1933.155822 \n",
"2 {'alpha': 0.05, 'K': 24} 0.0 \n",
"3 {'alpha': 0.05, 'K': 48} 0.0 \n",
"4 {'alpha': 0.05, 'K': 24} False \n",
"5 {'alpha': 0.05, 'K': 48} False "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Ljung-Bx test to tests of white noise (whether the data is uncorrelated or not)\n",
"eda.check_stats(test='white_noise')"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"The Ljung-Box tests indicates that the data is not white noise - again something that was clearly visible in the data"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
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],
"text/plain": [
" Test Test Name Data Property Setting \\\n",
"0 Stationarity KPSS Transformed Trend Stationarity {'alpha': 0.2} \n",
"1 Stationarity KPSS Transformed p-value {'alpha': 0.2} \n",
"2 Stationarity KPSS Transformed Test Statistic {'alpha': 0.2} \n",
"3 Stationarity KPSS Transformed Critical Value 10% {'alpha': 0.2} \n",
"4 Stationarity KPSS Transformed Critical Value 5% {'alpha': 0.2} \n",
"5 Stationarity KPSS Transformed Critical Value 2.5% {'alpha': 0.2} \n",
"6 Stationarity KPSS Transformed Critical Value 1% {'alpha': 0.2} \n",
"\n",
" Value \n",
"0 False \n",
"1 0.1 \n",
"2 0.09615 \n",
"3 0.119 \n",
"4 0.146 \n",
"5 0.176 \n",
"6 0.216 "
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Users have the option to customize the tests such as change the alpha value.\n",
"eda.check_stats(test='kpss', alpha = 0.2)"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"Alternately, all the above tests can be done in one shot by not passing any test type."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
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" {'alpha': 0.05} | \n",
" 0.146 | \n",
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" 0.000068 | \n",
"
\n",
" \n",
"
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"
"
],
"text/plain": [
" Test Test Name Data Property \\\n",
"0 Summary Statistics Transformed Length \n",
"1 Summary Statistics Transformed # Missing Values \n",
"2 Summary Statistics Transformed Mean \n",
"3 Summary Statistics Transformed Median \n",
"4 Summary Statistics Transformed Standard Deviation \n",
"5 Summary Statistics Transformed Variance \n",
"6 Summary Statistics Transformed Kurtosis \n",
"7 Summary Statistics Transformed Skewness \n",
"8 Summary Statistics Transformed # Distinct Values \n",
"9 White Noise Ljung-Box Transformed Test Statictic \n",
"10 White Noise Ljung-Box Transformed Test Statictic \n",
"11 White Noise Ljung-Box Transformed p-value \n",
"12 White Noise Ljung-Box Transformed p-value \n",
"13 White Noise Ljung-Box Transformed White Noise \n",
"14 White Noise Ljung-Box Transformed White Noise \n",
"15 Stationarity ADF Transformed Stationarity \n",
"16 Stationarity ADF Transformed p-value \n",
"17 Stationarity ADF Transformed Test Statistic \n",
"18 Stationarity ADF Transformed Critical Value 1% \n",
"19 Stationarity ADF Transformed Critical Value 5% \n",
"20 Stationarity ADF Transformed Critical Value 10% \n",
"21 Stationarity KPSS Transformed Trend Stationarity \n",
"22 Stationarity KPSS Transformed p-value \n",
"23 Stationarity KPSS Transformed Test Statistic \n",
"24 Stationarity KPSS Transformed Critical Value 10% \n",
"25 Stationarity KPSS Transformed Critical Value 5% \n",
"26 Stationarity KPSS Transformed Critical Value 2.5% \n",
"27 Stationarity KPSS Transformed Critical Value 1% \n",
"28 Normality Shapiro Transformed Normality \n",
"29 Normality Shapiro Transformed p-value \n",
"\n",
" Setting Value \n",
"0 144.0 \n",
"1 0.0 \n",
"2 280.298611 \n",
"3 265.5 \n",
"4 119.966317 \n",
"5 14391.917201 \n",
"6 -0.364942 \n",
"7 0.58316 \n",
"8 118.0 \n",
"9 {'alpha': 0.05, 'K': 24} 1606.083817 \n",
"10 {'alpha': 0.05, 'K': 48} 1933.155822 \n",
"11 {'alpha': 0.05, 'K': 24} 0.0 \n",
"12 {'alpha': 0.05, 'K': 48} 0.0 \n",
"13 {'alpha': 0.05, 'K': 24} False \n",
"14 {'alpha': 0.05, 'K': 48} False \n",
"15 {'alpha': 0.05} False \n",
"16 {'alpha': 0.05} 0.99188 \n",
"17 {'alpha': 0.05} 0.815369 \n",
"18 {'alpha': 0.05} -3.481682 \n",
"19 {'alpha': 0.05} -2.884042 \n",
"20 {'alpha': 0.05} -2.57877 \n",
"21 {'alpha': 0.05} True \n",
"22 {'alpha': 0.05} 0.1 \n",
"23 {'alpha': 0.05} 0.09615 \n",
"24 {'alpha': 0.05} 0.119 \n",
"25 {'alpha': 0.05} 0.146 \n",
"26 {'alpha': 0.05} 0.176 \n",
"27 {'alpha': 0.05} 0.216 \n",
"28 {'alpha': 0.05} False \n",
"29 {'alpha': 0.05} 0.000068 "
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda.check_stats()"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"**That's it for this notebook. In the next notebook, we will see how we can start to model this data.**"
]
}
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