{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Across-subject testing with [GLHMM toolbox](https://github.com/vidaurre/glhmm)\n",
"\n",
"This tutorial shows how to run the Across-subjects test using the [GLHMM toolbox](https://github.com/vidaurre/glhmm) described in [The Gaussian-Linear Hidden Markov Model: a Python Package](https://direct.mit.edu/imag/article/doi/10.1162/imag_a_00460/127499/The-Gaussian-Linear-Hidden-Markov-model-a-Python). \n",
"\n",
"\n",
"This test is designed to compare two datasets across individuals. A common use case is to relate brain dynamics to behavioral measurements, but the method is flexible and can be applied to other types of data too.\n",
"\n",
"In this example, we use a Gaussian HMM trained on synthetic resting-state-like fMRI data. Our goal is to see whether differences in brain state dynamics across individuals are linked to a behavioral variable.\n",
"\n",
"* The brain data ($D$) contains summary statistics from the HMM such as fractional occupancy (FO).\n",
"* The behavioral data ($R$) includes one simulated variable\n",
"\n",
"\n",
"We use permutation testing to assess whether there is a significant relationship between $D$ and $R$.\n",
"\n",
"**Note:** Due to rendering issues when viewing this notebook through github, internal links, like the table of contents, may not work correctly. To ensure that the notebook renders correctly, you can view it through [this link](https://nbviewer.org/github/vidaurre/glhmm/blob/main/docs/notebooks/Testing_across_subjects.ipynb).\n",
"\n",
"Authors: Nick Yao Larsen \n",
"\n",
"## Table of Contents\n",
"1. [Preparation](#preparation)\n",
"2. [Load data](#load-data)\n",
"3. [Train or load pre-trained Gaussian HMM on fMRI data](#hmm-train)\n",
" * [HMM-aggregated statistics](#hmm-agg)\n",
"2. [Across-subjects testing](#across_subjects)\n",
" * [Across subjects - Multivariate](#perm_multivariate)\n",
" * [Across subjects - Univariate](#perm_univariate)\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# **1. Preparation** \n",
"\n",
"If you don't have the **GLHMM package** installed, this notebook will help you install it automatically.\n",
"\n",
"We will also download example data from the Open Science Framework (OSF).\n",
"\n",
"---\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Install packages if needed\n",
"try:\n",
" import google.colab\n",
" IN_COLAB = True\n",
"except ImportError:\n",
" IN_COLAB = False\n",
"\n",
"if IN_COLAB:\n",
" print(\"Running in Google Colab. Installing GLHMM...\")\n",
" !pip install git+https://github.com/vidaurre/glhmm\n",
"\n",
"# Install osfclient if missing\n",
"try:\n",
" import osfclient\n",
"except ImportError:\n",
" print(\"Installing osfclient...\")\n",
" !pip install osfclient\n",
"\n",
"# Now import everything we need\n",
"import numpy as np\n",
"from pathlib import Path\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from glhmm import glhmm, preproc, io, graphics, statistics\n",
"np.random.seed(0) # For reproducibility"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# **2. Load data** \n",
"To get started, we’ll download the example data needed for this tutorial. These files include simulated fMRI time series, pre-trained HMM outputs, and subject-level variables like behavioral scores and confounds.\n",
"If they already exist, we will skip downloading.\n",
"\n",
"We’ll use the `osfclient` package to fetch the files directly from the Open Science Framework (OSF). If you prefer, you can also download them manually from the [OSF project page](https://osf.io/8qcyj/?view_only=119c38072a724e0091db5ba377935666)."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data directory c:\\Users\\au323479\\Github\\glhmm_28_04\\docs\\notebooks\\files\\data_statistical_testing already exists.\n",
"✓ tc_forpred.csv already exists — skipping.\n",
"✓ T_forpred.csv already exists — skipping.\n",
"✓ Y_forpred.csv already exists — skipping.\n",
"✓ confounds_forpred.csv already exists — skipping.\n",
"✓ hmm_pred.pkl already exists — skipping.\n"
]
}
],
"source": [
"# Set up data directory\n",
"data_dir = Path.cwd() / \"files\" / \"data_statistical_testing\"\n",
"\n",
"if not data_dir.exists():\n",
" print(f\"Creating {data_dir}...\")\n",
" data_dir.mkdir(parents=True, exist_ok=True)\n",
"else:\n",
" print(f\"Data directory {data_dir} already exists.\")\n",
"\n",
"# Files to download\n",
"files = [\n",
" \"tc_forpred.csv\",\n",
" \"T_forpred.csv\",\n",
" \"Y_forpred.csv\",\n",
" \"confounds_forpred.csv\",\n",
" \"hmm_pred.pkl\"\n",
"]\n",
"\n",
"# Download the files from OSF if they don't exist locally\n",
"for fname in files:\n",
" local_path = data_dir / fname\n",
" remote_path = f\"Prediction/{fname}\"\n",
"\n",
" if local_path.exists():\n",
" print(f\"✓ {fname} already exists — skipping.\")\n",
" else:\n",
" print(f\"Downloading {fname}...\")\n",
" # as_posix() ensures forward slashes on Windows for shell compatibility\n",
" !osf -p 8qcyj fetch {remote_path} {local_path.as_posix()}\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Load and check the data**\\\n",
"The folder `data_statistical_testing` contains:\n",
"\n",
"- **`data_raw`**: simulated resting-state-like fMRI time series \n",
" Shape **(n_timepoints × n_subjects, n_parcellations)** : **480,000 × 50** — where 480,000 = 4800 timepoints × 100 subjects \n",
" Each row is a timepoint; each column corresponds to one of 50 parcellations\n",
"\n",
"- **`data_behav`**: simulated behavioral value \n",
" Shape **(n_subjects,)**: 1D array with one value for each of 100 subjects\n",
"\n",
"- **`data_confounds`**: one confounding variable per subject \n",
" Shape **(n_subjects,)**: 1D array with one value for each of 100 subjects\n",
"\n",
"- **`idx_time`**: session boundaries \n",
" Shape **(n_subjects, 2)**: 2D array with 10 rows — each row defines the start and end index for a subjects\n",
"\n",
"\n",
"\n",
"> **Note**: For details on training from scratch, follow the tutorials [*Standard Gaussian Hidden Markov Model*](./GLHMM_example.ipynb) or [*Gaussian-Linear Hidden Markov Model*](./GLHMM_example.ipynb). In this notebook, we use precomputed Gamma values to focus on the across-sessions statistical test.\n",
"\n",
"These data allow us to examine how brain state dynamics relate to behavioral responses across repeated sessions for the same subject.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load the data into memory"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Load data from csv files and convert to numpy arrays\n",
"data_raw = pd.read_csv(data_dir / 'tc_forpred.csv', header=None).to_numpy()\n",
"idx_time = pd.read_csv(data_dir / 'T_forpred.csv', header=None).to_numpy()\n",
"data_behav = np.squeeze(pd.read_csv(data_dir / 'Y_forpred.csv', header=None).to_numpy())\n",
"data_confounds = np.squeeze(pd.read_csv(data_dir / 'confounds_forpred.csv', header=None).to_numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Check the shape of each dataset**\n",
"\n",
"This step helps confirm that all files loaded correctly and match the expected dimensions."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data_raw: (480000, 50)\n",
"data_behav: (100,)\n",
"idx_time: (100, 2)\n",
"data_confounds: (100,)\n"
]
}
],
"source": [
"# Check that dimensions are correct\n",
"print(\"data_raw:\", data_raw.shape) # should be (n_subjects*n_timepoints, n_parcels)\n",
"print(\"data_behav:\", data_behav.shape) # should be (n_subjects,) or (n_subjects, 1)\n",
"print(\"idx_time:\", idx_time.shape) # should be (n_subjects, 2)\n",
"print(\"data_confounds:\", data_confounds.shape) # should be (n_subjects,) or (n_subjects, n_confounds)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Standardise the time series**\\\n",
"Before we move on to modelling or testing, it's important to standardise the time series. This step helps reduce noise and removes differences in signal amplitude across subjects that could affect the analysis.\n",
"\n",
"We apply subject-wise standardisation using the preprocess_data function."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"data_preproc, _, _= preproc.preprocess_data(data_raw, idx_time)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Visualise before and after standardisation**\\\n",
"Let’s take a quick look at the effect of standardisation on one subject's data. In this example, the original time series are already close to standardised, so the difference will be subtle. But for real datasets, this step is essential."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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Zxd2vFhV3LhW4F+3h4ugiCnX8zSLMdbSYqEQi3+z6dahTGgE/aPaOBLieZLgWp7dlvsT+PPKiipt3dO4XlGS8G4tjNTpOit24G2d0eu3UOSSEtD7jMz4DP/zDP4wzZ87gYbRSlfJzmi3f2RE4tmnczE+T5QsWxHx7u4KYX8KpMOP2rpCb4SaCPEA/7t/U59NLl5D3B0gvXDgV5PPyZqPiyRYwPsgjuOdG1CGfoWZ59ad/G6L//tUrGG1vCqr4IBmRHlqe3h7EpnyISa+nziH5ki/5EnziJ34iPvqjP/qG702SREhCzZ/TbnREsuu+/JxWKyYTZFvbSC/efYj+TpuaTOTPMquX8sVGePd2LWB3w6JJOl14j2OqPP4GlkcxxleuIwsjqCQ91v27L+bhZoBsI7i5DWRyHfC35jb/+2Lj6r8ADC4yF4k7ZaclxXk/W1mWiKIIqgri+OeDkOo5VQ7Jz/zMz+BP/uRP8PrXv/5Y7+f71tbWpj8ve9nLcLesKCLkeXDTnz9srWFUdtrtdqYzmLuN/PsDuj2JXb0wwoWXhiiyu/c8izyGKk6+ASZRjkk/FhLi7Fi5kPO4MF6MEmwlN/9Mg51dlKVCuHv3UnV+UWKU38KGfisIZVN87CadimA0wnh3W9Igt9OC0QSRHwCZXrvyIkQUXkK+gGBPp3q8q7kgR1o8AkZXZ9f6ACMAaa5waS9AkNxZh3pcVa/t7ek5s7W1JaTYGxHI73c7NQ7JlStX8JrXvAY/+ZM/iVardazPvO51rxPGcv3DY9wtC4IXEIYvoUjCE6ciJgp4W2bgNuse3TU7KnK7nWkZksmYu53sxfcO5iwyGNXifRK7NoiwM0kwmhx/QyGvIr16dVqiy2tO0z0odeNjKFbYxFcRRSefA/udpjSOcPVtf4Htiy9hUiiM8gKb6f0fnXEDJbJBHsPVIMdWSt7K3XfwXxq+hOf9KydCkfZbEuoxF91G1DeJJhiHlzBhOql+Le/L2EkWdBX2+zHiQFfLzNl+onD/JXqdQDTEg25XByHGUY6Xdm4+GD2OER2h1ahIvf4xK3CazcYpsTe/+c3Y3t7G+7//+09fY732m970Jnz/93+/PAjLsuY+43me/NwrI+kqvvg8MqMD99lnjv25y7nO618rDLwT7r4x8jVMU6qYTvxZlWPsvw0hOnhs5ZWwGsdILl5EsrGLwDPQKhRa7c4tnefces75eILTpYPKMXP+/HmY5s375fbwBf2X+BVAa/XYn1NFDsMwkZ0gN59evIgyzSQt1Hr3d0c8voLgylthnzuH9Sf+xpGfLcvFDgM3aOreGO7x78HupYtSCcVF0MmPjgQJJdew8iLrZzmGWYF1xzri3Evk+QSW1YFp2jftvO5d9ZFGARw3QLi3h97jj6HmVHKBD8MQ6+vrB9aR6XnkuTjUpusu/r0qYZg3HoQR0YayQKwy3OwMIEJFB0Llh9+3k1qS7gh6UeDgZlrKBNt3DlkJNeyjHI9RPvUeMGxboyF0QNpngTMvn//AbS6x5rg6bNQWRQzTdGWO3cg4vm5mrVtk6W2qtHlY7dQgJB/1UR+Ft771rfjTP/3T6c8HfMAHCMGVfz9sEbmXVgTBdCG7l0TDk1gWx9i5dAHDBcI9x22Lfj0pcTEIcCGa99bzrQEG1zYRX9rC1u4Ohse4L4ICxLnelCrlWi5EcRwvXCSPa0EQIM/zaaRxN3UbuJmEO9cQ7JwMraAzIn9Wi1505R3Ctcg2dUTLtMlf+RHSE0T9ZZQBRA6ik0PM/cEAO1tbcj0Hjls9G0LKhJYPy29fiVNM8kKk0A+zNN1BFF0SxPGkpqrUSpbqe5LGiwmVPEc6qJOKA7TI4rc/h4TlpguupSwqbtfOCQibJ0T1mvc59IfojC9BbT53rM8SVUteeEH4W8exPIuR7cVQVTqmn+a4vqDSRu1soUwi5Lu7+oUaXYlujtR84PgLNvg0TTAcDrGxsYHd+nsblmUjBME7jjVe6ITyOFwP7oVxXWM6lGnR2pSKEUWXodTpTr880AjJysoKXv3qV8+91u12ce7cuQOv3yvjBsccXrvdvqXj0B25V1nWcKxFeVh+e1zjQhUUCu/U0WjUqEo18bWmqYScgxxlYWM3Z7ohx3qh0LYO94uZjiEsXEefnVUXceHr+9zqnMinJhoxijKc6SyOcG/VjquwSKdP7AYPOSaKdMS9MfZtaBeDGKZhYCPJ8PK2d+cqS6JCIyt5Mb0eq9c78nPc7B3HOfT3xREQV5ZpqP84qammDcMUV/oRHl9rYdU+XsByFJozfU+SwJSx13it2rjL5M7kWePAx2hrE63eCgyjA7vidNzofLnhEfHMLl0WRyq9dBntV7/nDb8vCjbQKtZRpoWID0yKAjtZjsc8Zw71bHzRzV9c8zBpinxvD9a5c+A0GVwdwwh9rK935/gTDEhUuAKrcxBjyrLBlMd3I6NjUyOm3E+Oa3SiXdOAZ94aAhNNMiGM8wfV9Iiiq+j11sQh6XbfGSc1zjVeF3mTx6U33C92ahyS02DXn7ssA+/MM4/Iv+tBGEcF4p0QRacF64gN5rQYeQuc9O32swKhc6GiDfMCvUOiVCozZkWAxLqOQnWRZGvzfTMOMTojcuytEGee6AqJNXd05BBGIZzqGyfpRByWFXfl0GMxr0vSWZgUMBnl8rzX9HncqvlBhLG/BS+K0DFvHa3bTDJspRkedSw8EVwFnPYNna2rfb0AP/rU7bmmRcb0DgKlf+5dNvRYRmeEtjmKsXru+JvNiSH98s6XagaDvjiBe9cGSM7YiOME9lEaHv62VPDsjQtBVrpJDOsk47Kc/+vdCpCC51/CaHOItccGCFefRn8yhBqO4LbtA+ktOlonOjYVUlWJM86tbXtBXuClCv19n5Wjk250GEk1sG1b0sP7x9Fipdqy+uzNISQvXH9BvpcB0pNPPonTZKfaIfnt3/5t3C9WZkr/TKPB2SIVxyXcvBQvuLd+ujzWRRbHOp2TpttotWYD/jASPZn48cYOkkDDuYNgD0OrI+jILVn1PSQHXplcE7Dk3c6826ELL50R2iTJ0Lms0yXqzDqhNpFQJ5xtP/ooYpUgSvfQMU143hPHyi+PqanSbWMShuj0DneKjmt0Rmi7/oAwETzDQPsIxkF9bQt/l6bY2dmW1Jfbmp/yHKOj7Q04rTaOc9Yc42JMsSxwSIrxRAtWPX0Od9J4vY5l3Hzun5yaYyAu4gRc92E71vzlNsb4cGsDycDHeu+xm+YjjdMxoizCY93HDn1P5BdII4U9f08IunFKR+mwA16TP4rIFmc2iSN0OkejWLfDpwqiGHkcYa13PJR4/3def2kXQZrDDzKced+np69nJ0x770Q7sil3u+8ihFzPewwvhPrLiGx0Gyn+SJUnUqIND0OleAhWE8EFujooZaqS555kOc4fdkBya8x59JBaPmVpHGtOzp9CiUGsEaI1784FJnfKTrVDcn/Z4QM6DAoULE3VY/SeGyMmiwS0Q8yMdmHEQ6B4OWAdDrOzVPM4Fm/tQe1sIkhSjMdDqMwA99aaAJYlJPkZKPoJykTB8G6wqFO7gYz99rkD56GgYOH4kWAtTb334gXslQALwy86e8jCF/B492lAeTjfOgv7BmRFylhTFI2cjsIvUOblsUmOR1mYZwKXM/N/s0XrhG95j1gevd8hCft9xBtXwbvwGD4Wt2r59o78qc6QS9Gac3zIYTA8D+4tlt+HYYIX+zFajol3eezmnD9HXYeRREijp3Ap3UM/7OOxzkFngMhe0Y+Reya8Q+Z4UvEP2J+kdUjqSnqyXL0K56mnFv7+ykQ7yC2b6aUVKD+D2XVg2OYBVdN5UcSjx5cBHSTdLRtNApmfLdc+FECjbPykX6LdK2E585smnRFaSKKzIn+sgCXTu5SGo2iQr9MoR7YgRSa8jFRzZUb+c7ANE0XBZ/QKeS1RJbqWft9mVuBKWqBrGXiFKuE05quQZvc5mJO9XUyiGFg7O/+dWQajZNmWr0vCK4eEdmFX84qefHLBehn1YfdfgmqdB86sThHlTX8ThmnhEZXB2eesPMiiakuH5BaNZCj+nF1dP/A7Rm95XqLIS2Tx/VHDy5JHqiUyF7326OJozPB39Do32QTWZ5vH9WEkEVnX0KmWUVbgCe/GE6BME4mEro2GyJl/p2ZFFeyrPEf/+lWU4xzt1iqKUQrjEedQ56EMfJTGBakCQpYCKwfv+83YherxXPEjoBIAvpjkyIM+rhsp3nP9DLze4ehWMRxBZfq8y6SCXKMcVteRaD7JC6y0ZtdllBnKY1QAkNSXZ2OpMLmRpZMUotj+5PEXpTI+OalXeAkSJR5x/sV8RFuyqVicAPxZ5I+UdISB0ixhWMaRSq5bm0Oo848jbjg87FhMZ8c8pKqOR/TTXDa6Lky4IWCkPnbTF5H1LEQkB6cp7H0pVTWinH2BcuwjzyLANGA9Uxy4chLYlUdu0mKHpBYBJIdD9VKUTEUueKS5ypGzjJ3cjSiH8/jNp5qmqs5BgSAvcSkv8aQJ3BrDDdMgYryzCasObvIU2H2H1i8xLKhDNkaeT5rk2NzeQRIZeCdD4dyTi+9ZMEyQBBmsKIOKC+T9mHGLGNfUaFLAdrPaz6hezzDY3EDm76Kb+wAdns45HbTsG1a7UYy9NMd2rvAKy5Y1zaneRHLz7mCEYeHiZY+s4XzPkzG/s3EdkWkha7Vhu3r8Ff1djK9dhbfaAQ5bjsZj+Bcvof34fFRq+hv6z5jk3FWp4pL2E5mC41nSguFGDolw83YSlF0Txsrp1qY//YSGe2wkQ5HMOhqPZCBxUWt6qTcaHnyvELTukB4Cj08met0C3h9oIZ3YP8i2p2f+wlaInS0L5YRDo5zjKFwbx3hrP0BSlLiSABuJwkVuMELoncxIh2UJk63dG8iFHKm6L80rzelUVG9QqsCfD/4Cb+n/2QFPn2TK/MKLUP0dlMNKe+EmRL4ap7HQssYvx3GG4e4OLv/VJey+sIF0Esg51sYcbVYRO4+qpHpuc4KLuyH8JEdUMLebohVcRnty8YbnmmQ7yLIx0vRgNQFvbxmYKHOmCTeQxTlUXiBLbjyWJIqkYu5JK8A4hkaJbiZWVT3VNs4LBPWOcUJzAgNWZKAYF+K8xfuUWhnV7mYlsrEet8VgxN1b/92vOha/44XpOKYj10xnFKrElVGEq5NMrt1iaX2co4hS3TtJlRhvb2K0uTGnlcPqmWmKqiyxPdnCO4bPz3UJVmmiWwZc15vLIssLhV0/RlYUUCRpJwXUIaJ4dEaOK4KYl2qKBiyybJLg6vAanhuHcgkX0gIXrl2XFhzHsSTlxp8cAID7165KxZI/2BUdnnzzT5D6VzR3pf5smB0qmnYFCjyDSwu63k7PvUI/6HyoWtW4Qofm+CNpQIiT7Gr4/T5UliH8q7djsj2CMVhcLcjP71y7gsnezsHfKSWo4uYkxWg8wcYwnq71YRShP+jj8vB5bPjaybzyjhfwV1c2cPnFi9N13A63dAl0bYM+1GgMxfHLNWQqjje7saVS8N/+AuIXdLrtUAv7+pobvK488xHvXJIKo+nx7llpxM3bEiG5TSa5eNbjM4MYhpiTKkgTBPSQgw56Z+ajbG4KXBxYgfDIIw3vmSqYN9nNUgY6AwLLEP6AP4lgO8YNe/8MowyJn0gEs+YMkefRdIDwkFf9BG6U44pbIjYNMDBiJU0U9VHkuwjiGGtn3xlusAMnGsA11oDVd5fIY48LcapgsH1o2YiiOYF58JJ59IlEiH6aoCgL2Ib+dvm1n6IkE329ddeaahG9KQoLWV7K87MupwKjP/rsK+X3Ozu7iIMYZ5kv5+53g/l/eXsPY6vUkRtTRb4PNRoCjxweBVtRlQJR+YHwoZwQjTGAxEKW7aFUBgxrfeFpFLXjJGOjFFSPY68/HsPjWDlBaMLN3spGyIJZ5MYc/EthjGulhXdmB5Rj3I+mmXQQeA5qRkZdKZSMyb1hhr0qC2dwuHDhGuWwzBjqyUJQnuFwEy2vI9H/7pVKvt8spyX0dEimHKfG9wZbVxBYPjpPvBvdIk3gJIlVX+gB7zWtiIZ+6qNHrsAhysMszabTYbRtQUo3RhGSvBSnFOcXOG1pCTNQUO5hc96YI3oTrFnLOrg+miCdXMbTvacXcga2kh2EysB24WMNjyKOI1yKYngG0GuklxgUDQcDIX06Te0g7sWJQjHtarPPVAEz2EBmXECx8s7IVSxrRlGUmOxUJOsFAX6qEljKQlouxmv2b6ZpkWAr3sY59yyGuyP0t3dgPllBTLvP6z/7CWCcnQtmyLVpJnDrkvniCLVoklD7/T5ygbBmE6MuXY+kGeQqklxf354foShyjKMUZ4oCZsF7kAL9ADj3HtPPj4IAXpYAe+9AnObYaHfRaZzHJIiwNYzRURmUOgSNzWJgeIneEXDuXRvnpgNOBian2ZYIyW20eho01fK4WJkbl+FdfQkBJZlvoLhXW76ziaK/A3UTOhnjK31sP3cVKs2RhLkoKg63osMRmqyQqDIYhcLxGAZbKFWOKL48e58qYV31ocYp1GAWuSUxS8x2EGxfgTm6BgwuizNCsxJdUnc1zzGmzHSNjRSEyyewRpdhXv6/QP/CoR4915ZgECOpI61Fm9wJiI3CPr9BnpVCXVfDMYbJUKKWNEsxGY9lI1bDFEWYCZxcb/I1SnIj29rbQ0RBNkb/VYRaVBoic+dYFAiHQ0GPnOTw6Lfc97UsqV5k450tgbGJaIRbAxE2I5KnndUxotEWCRDHugZ9gjmKtA8jGU1Lj7nhv7D1dlyfbB7bDxGH+9IlWOQdzF6d/i1XpUSnw6hAWKE+FS9x+rYyLjAe7eDy1vN4/vKfzh0/TzOEwUQ2i70wxbX+BKMomkffopFoyBT7r5/O8uafwxgc3uSPxxmMhxjFMS4WJcaNw+Y7kaQYOF9odEbk/FPu8OWBNGp6aQDEJcr+0eJhMk9JwA4LGMpAGRvyeT+bIR6jLMeLYYKQaNx+nte+h0NH6W0bY+zs7mKSKbyQ2tgUR6tc0NDzcMSmlDmo0w36PA+/BgYdo2KM3XxxqwDOdZ/zrIEQbSc7uD7cwuXdDYwHDJYUorFeZ6Z2BGK6Ge7gHVffiv7GVWSHrKlZnCKj8GB18px/dGDI/7vWpwJrBn8YY/e5Dey9Y+dAWqoc7ACXLqOIxgjDa8gYeDSvK0uR+ENBMWt5Bd+fKe1uRAn8PJNqIFRrCuUX+tevzRp57hOX047V6UNCDrMlQnIHjfm/LExuabjQITGPqWvCCcKunHs7OzBhYLI7Qt7IPzYX4r1Coe9HiHzKQud4pABG/SHiMF9IRmNURoQDRDkaBRR0vlQRo4w2gdZZGMlENupkEsCx07k0iEyxMoedj+HGe7Dyc4RYoLCGskiRDXc1+tFAhpiGIOx7aRAhNRI8tdbgDRQ5/I3LcLpdlN0bp8fCSYqxn6DftfBEaeBlhkI/zeAwmgWjYn2EnTTDLlEfOFXvl4obElAtw8Tk4hhp1xGNlJupmeLiTqcoSWP4w4OLMmFkptT4c6Mnn+cZkiiCJ1U5s/giH7JvTQbVChFXMuNpGGFQDLDeHqGXPqqdYBKEiQRkIcpgD0Z3cXXMIEzh2SbW245OA0YpvIaeS56n8MdDhHGAyF0TAuaN+LzX3/ZHCHYCuDs7wGMavUsZktvGAUdLVakgjiQVK2TDGNaaHldRNO+0RUrBNQz4oxGswUXE7Q6ut59GyHSfKhHFC3RoyIupZmqcbEKF19EtzYUoiT6PEkEUIE4TXB77Mg72ihk9pk63UJ/EWvPmSNf7bbi5AX/AzcsGOiUY0i9SZRnEQ4myk9SU1KEyKieHWhrnZhUpF+MUbZS4ykaFN3C+twYk05AHMcSEY6DknFbIdwco2zXiUiLf2UMaXUT5Pu8hAQDTs2nxApTFFM08sTgtdhFlFuC+u6BD/XhQ8SA0VpEV6YGgjGWxFLfMCirQUsXYkGCqccPldd8IhDBOlC8vMqREHOYejJJ57MRdmMnsvvejPgbjDbitJxGMuzh7vkKj67UpL7Dx/BW0DAPOo53pWklOW5DFcBQwpPZLf4iUej97QyST+bnCtG0wGcv6u/L4o9hb3cKgHCPJZ2uqpHk3N0VtOY8nSMPLsHuPwbXOIt/ZRtnfRVwO0b4eAq96VgQqPcsT3t+5p5/RDl+FciZhiGCwh7ZXCUYWOeJJgFLZt0ymv1e2dEjuoF0Kr0LAkiPy6vvFtDRhsDxUbbGUbqgNSDVikzM9Ca8bBSZKIbx8GY+XCvkj64BbbaYl8JfXx8gHIZ7oOdjKS5wtS1zwq/zolW20JnsIN7dgOTwnoaHPnddhFvlXYcYT0ReRfw/GULmCv3Nws7XTsUTYndEQxtp5RCrFxXgDK2MlFQbFaA9oJ8B4Qwi1/NY8yZGpUkTNnuC9qS4/Gk+gnLOIRgPgcU9HrBvX0GmvoLO2Loz49soK3EqiPg5SjFltMqa8fYqRUSDNCly7toG9/hWcWVmdK63l8bhNTf/NnH9YIi1iFMMNUalcxGEcpAX2EoVXZTk6UaDJHoZejMmPmPgRLC5MSYrRZCTt2HmO5EJk168hYXrmsEoh/o656SJDliQI/QlScxvhdoRW+N4wnFxvrkGGYHQB4c7z8K/swH75O0spYWEUGCQDzGo9qsoNAG+/8ia0nnhfPLv6bMUHMmBZHiZxhndcuyqs/yff9VlEJHkqCOw8u1cKqV8i9S2ElsJklGJtXef/w0mCeCWrdZ/ExuMt7Lz429gb5PRYgXAA9M6K5gRUDDz6+OzNHHuU2h9tAvk5RP1EkJ6C5RevOn+Ax3IhyyTtkOzuYm17DMOaYPPZNjL2WEkzFMUKYpFIN7Ai/WxKZMMUnsrReqJElu7CoIOcpSiUjSS7CLPwMKEDmSTTETKNkOssZDUuSZTcTVO83HGOVe8VTjgWSgTkKjyqxx1LiW3HxbmnZ5v9JNMoXdLgMdVO9A2NvK4qxdBce8bDPRRJgkf6mzDzAUqvhL07Rr5S4oUrf4lx20bPX9dIbU+jWkRD0lxzM0ojhWJ6onnc0ocqW2QyIy0s5KlGMnp4XPd+AgmkuZw5OUzkt5Fg7LougjRCVpRo2XoLZ7o3yBUILE0TzlQ1TTIU3T5GowsoyycEOeskQ5jRHowggaFsWKkecUmyhTR6AUb8GNTgKsq2Hv3GmOtQiX6vFNSifoC+38dw2EdsrcFBS9NW6GDKCXMMKZisgtqnRE2HIIoT4ZlYcYqrez3YRorhXoy6fKBMwmmaurj6p7BGW4gwgb36PsJXCqIMdh6hlztzgSErI9lDanDpItTuRQyCBOqsHoksFKAF/SEc10RWenBXb1164F7Y0iG5E0bErR9rvgQM5HyhKAXWvpExfznyR+ioEmbDy2XqJ/iL/ws1fAH2E38LSedxrI23MdoB+pfGWH9yFdurLtorLoamiceZK80ylA4XhhJRqtAuIX8usjJKYF3fhtrbRCpM8X1RZEk9ixBmg2zAzTq9fh1xfw+W4uKdYZyFSNIERq7gujWcX8CsvHqZ0HmODBn8vQQbj8eA0cEk8yWazONdqKKtW7PTISFR8tIm4iCCmfnIijXMdI0MpLxG8k3gSfv6LLWl0ybTHjXK8Ngr96kdRjmiMEI/9NF6+knEKkZRhBgFE6ydeWLxgykLhNtDOIYHtWuibO2hzCOUrSbJNUcYRvBTR8oFN65fwhPdPtJxB+4ZXQqw1Z+glUygXbcSBcmNSY7EU0hefAlWQnRjC6hKY8tF+hLcWAYXEfgTHgEwcpTUvkkVwnSAYdLCy7GKIs6QxyOEkxHMrQ0woO5QYG2BPEFGBV2UCPMQz/ffjifo2DBTvvpe8KuFt6w2QqIyJHJb+5zUeG+MNJ4gbKeIgyewtn4W8YSwNzfbBD2HzoBOmSRBRdKVTbKFMteOcSFoTjat/iF8n0QKcXIJWTFGJwkR7ZWwwhRqg5oP7z17RHRIKzIsUTmmLHmGUVIgTSMUuY+wMDDICqRhCquIEAQThF6EFh19u5Q0GDfBuCjhFFpIr0jPQIUTJMpAWhRw9hFu9xuRCTrQO0WBx2FNeTuHQUZ02uaeBdNKSSibNVVwIz5nVaBMMkEuirB1gly7/k472YE3sJH5K8jOnpcKH6YmUrZQuHyB9cYo7RJWOuRigIlv4cVJgG3VQntyTgdDRY63XaeDZ6GTpTIGRGOXxB55AAuurUojMgOW96/Bag2Qm09hXPhkreIVSvf4skeXkHA7KgtkSs/nP0+IvKZosUoxUWhlCjUoV4oT5EEhw+UM8kyfGm+h5Z2HGRK10ZyhoGAQxPRIAbPfB+yzUNeuA888I+szT5mlxVt2iWdLIk8J+oMXkSQREsuFYzVL1+l0RILm8ruNmjxOfzlTssY1i6zJ6ZInUM2TkgjUqI/S30K+GUJ1HcAKYCXUKqGD94QUD3B52w0VwnGGdbuBal+9Kt8xvvI84LaB9VfMjylJq5Uo6EjnbCI5U7h+oB2S3/3d38Ub3/hGvPjii/j5n/95PPXUU/iJn/gJvOIVr8CHfuiH4mEyIgE5N6KkkQcfc0EqEF2zKwGjAoWd42I/wOrmJoyWAduzcbY1q2WXjpqBj50//yOkSSB5SNPr4B27W+haPsw9qr3+Oc5YJq7vvoRJ3sdjO2N08xaKPY/bO3LvZVP0lMUBV6IUXd9HOUygPGuqY7DIvEGIchLCLsyFIlvkG7C/BQlbSvFLLBRRguEoRB5nsFy2dE8wDrfx0u4VPE3tjnyA8Lnn4e/twL98HRF7hRQl2mUufWnMlIS4EmaPFbwJYhUgy2PkFaRLwbNJfwvRZIQwGKPllBjHIc5VqAR/Pwonkic/XzJ8a/AP9nFy9vNG4jBEGiZAEALrHgoMZJHP8gHI+GveKn70uh/CTnycmbRwpqeQXL8I1U4w7igE8QjnW11MJnoTDcNACIPjrQvIVvewFbTxaOtRhMMB4mtX0Oq1UOQpTJPw6hDxToBLlg2rH+PlpgsEBgpuRNsbMLsxOqttZEphN4jgTiZoOxbcaITRcADTLlCumoI+ZEiRFEpEoeCuzkXCJiGNcQ7zjAuTOjC17a9yIDTORZfKfpmWiN9vTDUx9dAkXdPxIy8FSJCnHEMDqORJlKxi6K5OJbHpPJaTv0CazaoxuC3sFCNgXMD2gbFhwBpOME5G2NrdgpUpBEmAlqVwfTxAMW7BjRRaZOPKp0uEZYJtNULXHyAvSlhVE76IyryZwmAyBkdEUWToZyky8maQwogiFOYEw/41KOsRrD9S4qWghIqYFtoRx2fjuQiOKnD26XmYfzrWlILFOWNptWJ/N4HLiieKXfD3uxEsv0TBgHbf3sANrKlWTEc56V+Fw03V6eLaVRftakNR4RAwQnSjFhSvz9rf+TqBHQ6Q9ofw7ARGbMGkL8lQO55gsuuhsHzY42eg1tj0sETKRonXr+OqOYTxTmuAxXRign4/Q1F9b312G9EOWi/sYu3MU5hsXEeW+MjHuyi9Fp7uGtgip1QVaO3DhXh5/p6FYi/E2pMdZBXHTA/OEvmQ+kM5DM+GQe2P3MDYJMqYw40C9MYD+EQUDiH57xKRnYyxiwhPN2CFiTKhxjHc0QBlq3J8OZdHGV5WcXtofQZ/TEMWBZ5ALEUAYRRDMYKzACMZw6bT1e4gJ8qYxijjtvBLKPqYZQVyVgGlGjUTZJU9uJIMKkwQD8cYxX0Mwmt46owJtedjZy/Fk9099J6cJ92CFWIcQzFgpnSwC7RXdHdwoidlu0BqdfCEwHIc//rTMhe396QgQT3xJMKdBNEKUdIUvTP3uaTyrTgkv/ALv4DP+qzPkqZ2b3nLW6YETpZEfdu3fRv+x//4H3hYjBN6uBNhNB6gu+YijEPkRYFOq4XxoJBumAJjpzEMVgRkZ5Fkq7g4fEl68BipIZFHvP0S1KqJ3cFlGMMU4WQbnSLA0PPx4t5VrJg9JHucXCbeqWchMVhSG0pevwhaiMMzWD03L2rgF4VUvQRpiV5ZYPjitvR/s87kQogrjXnqu0GCGLUEpMLFRjhxYIzLaXaYE8xNd2VRTPd6MB57JYZBgVGg4EeOMOmDIkEQa80NohTt3V3ET4+kI2jkBxgXMVZLJec2jTtIaOx14ZfA0LIFRq/t6uQqdifbKLIcrcIAnHnaa6EU3hGWKC0Dq1xUFjwjVuu8FNIRKpDWkYpEzRFibMCOPBirRFC0rkZecuHqYLPo4THJ5ZcY5dxsRzinPJRGggIhipKLagdBMkK31cNYCGw6fDNYBroTIk4CqPQqouw8+uYWJptXYU02YdhrAtuaVSovEXRgjUDHFJiKtjYQDrZQ7l7F+nu9K3YGCcZXR+hlE6yvt7A68hEXdKNKZGYPK4WJJO7DSiLsXJ/Af+Llgi5lFO3ixjMZwqjWc0EomMO+el3QqqYNtzYRpxEeO/so7IybUzzXq+nixZeQ1u3l6zx7mokoGEtb5zgWV66ybwIUqzd8hWIlhbleL78GzNhDKykxdqhTo+BL2q+DwZhUigyX+hfRz8Y4U9oSYofhGKHvIpooPG20ZNMgIXon2hZnxMwtXLz2EoKRB3u9i5WylAqp/ZZIHxglMHgcTqBMpgQNlCsT7PgGervrMPd8jFUAbxRBZS1kNRdLesPMO7t9P0UrUXCdApf8GFeUj2cZn3S9uf42ZgrkToZh0kemTDyhgMtBjJdUCS3nUyIIA6zEAySE/A0Xw0GMd+o5OOPZiLOLMDKm0VqSPszyFOlqyaQC/H4Cz0wQv3QBxWqGsP8S3JLIjokdsF8K0cMEymJFU4HBZggzmSDc3hW+i2/3EVDA0esIKlOWJlLKEXQdFDH5IjniMpGxUW4ZMCcTGNkEw8CA7xcIPQ+9x8i/MlEMA5ztJDhnhFBV6mU6LmYZV2IWQljOkhz+ro/e49oJNpUFNzdQpiGs7cuAMsVRGigGHiXCIsMkZ2rDgRHHKDY2oUwHYdrHRtuGKylPyD02+kOEax4U9YWY9ClKjFSMeLy/wMDQKbi6OIxzZDhA0fVg2AFsKBjukzV9Q7hFWZAj8mMUWaTdYmYeiXbmBdrSjTnD+K1/iWwwwsAIpaImME2kAZNcrpCObfoxeQhT6RQWiedy+KjiIFVzLCKqx3WdpfaGLQgRW5LYLQM5JzYVYQtgp5+Lc38m3EXwtIvsZUSgHmCH5Fu+5Vvwhje8AZ/92Z+Nn/mZn5m+/iEf8iHyu4fJ6k6UwspmSqPS1EgJaQ8G8LeuyYJs+zGMVQ950EJRaCIUS33jXozs2nWk0Q6M2EGyaoOIdZGUiMoMScmOtoYs+H5mSe56lJowXUL1BhI1hFIvQ5ZnB7geknZXGaIghh34yId9JHEMczvCIN1D/MwrgWf2tQeXDyqgsLAVOjA3gCffc6a1YA+2kJkWnHQHadpBlK6jF1FK2YBRiYIlsS8RclYR7mi98CpUPsS4iga5JdXlleYoAB4tcY1y70aG2OlgDRppmGQTSX8lRQonnAAtd1oizH0mTaRRrSA/nL+SBmnsP9vJLobpCFZ8Fl2rjXHYxyQI4UeKvg1MI4QTXoE50NA+L51ET5LFTKYnTJ3rDccD2JNEBLRQ6g01KjW0WiouBHtQk3VYiQPXM2DtbCApXZRpjBAWomKISTvDbpKKHL1BEnAVRZkqgdr7U8Rn3xeeoiqrhYQbaRZjL9+DV47Ap0TuqUk12LjAJEpwbWOIy0mJzCqxXhT4y3GGtXgoTuG5NMPmOMbo4gVYfh8UqTQ7vL3mtHR158Xn4FXeDxc9/hgTOs8hLm5N0Ht+jCcfd+CXZ5BZ2i0dbG9i27cwmvS185dEyLZ2YNprMMZMM1QE7sIAaT2JESNlFcveEOPSxVrpymYp95ZbAImPpQFL2bqotGSVhn6I3Pw2Jtegyq44lYZPwnMkG6wqHxdUzMwiFGMfKthGjLEQppNkB/loHcqM0Q5JdFGgP0Oz0kyEvLTmDUXSRsjLEE7agW2UcJNriMY+vPYKHCJshoEyt4RAGisDIZ3adIBkD3j8zCuR5wkippyqCpOgvA4ra0NRjbifoXx8Xs3TyFn+vo1rCcfGGGt9H8HWc3ixDzxW0Pk3EKXX0Ut38ThamIQFsk6B60mBzjkbV/zraGUeesYjOh1lK8REQYcXEA0jjB/761DldZSKaSK9AU/yFLmyWcAzXR9Ykru5OcIw0mRuPvtcpRglYxSmLZwSg8c3TK1AzBrj0oKf8R6lsr8FE18coHFgoGMYWNnrCJ1qe1KitAfYGALvbQ6hSg+rvVkkz808zPidQL9wsIccz+3t4PzmBpLhHvJxAlgVNTjoCwqRhSEix0WYRJK+iQLye0q0why9q9cQ+D6sR5+BjzGMR85imIwPkMGZTOF1JsgRlEO8GFxAF2vw8zH8DDhnE8WrSsTpTGxug6NZqS7MzgSG61XjUyNLRFSYikySbSgVQpUpIpXBK7kOMroaiYYLwgwGkeWsL9x4uddcm40W+izvzTO4iYEwYgqzStM21jDSq2qnpH5WnHtc+6jzksQF2p2WxFMhA83SRD7Zg7HeRra9idNmJ3ZInnvuOXzYh33YgdfZWbDunPgwWVlmKJQP7pcpCYtxgdUVVtcEGIWBqFMmphbRTpTCRhrJplyQa8CBSojNL2A4CeyII3W1amZVxRH+CKVPtUgtAShOfKRgcjBb1C7QCywtziIMr1yRUs4z5HpIgQAhQC2YRYve8TzGXQfj8hKe+uAPmbsWo1Swygy5aSAzxnDLmexgzvJURvUpSWxDWKELMx0jVzraFwIZ+ZahFoarWrEg9QcImO4pctilP51tIdEIlaPNEtd+H5NUD8XCCbEu4Lq2JGF5Kit5chS5KxD3le0xLttn0UsZAWeH9jOhM0IBq1G0h67ZRrJ7EcXzLyH2zgjZjASwJEgReX1EsY3CMDGakIhnwgn24DkxCtXS1YRxCtMewskKGMUqQpXDo+OZjVHssIHZFXjGK3HWayMs6aSYcNIE3YROlD6fHaeFTtnB2ZKLVCabqpGNEYeb2H7br8AbPgnLO48oU0is+VQKbxsBrCy34O9liK0BkihB4pawfBs+n7cfw3Ovw1I9SR2QX1PAQponcOgwlhrNZC+U8qqB1aREmQVSmYVQ4YmtbXQmNmB7SBMP15JdtNIhdvJdWJt9qM0dxI+cR54wviOUnYrQU7naExSEyrmlkUll4nOliad3AyEf2kmI9nAPo0mGcVshvhJgpTQwKgLsFlqxlk/WSiawRABrFWERwCpcUNB0nZuFYuVWBGvE0swuJgbQyokkFShiH2OT1Qg27OgqULpIExdJXjl3VAZOUrT2tuEEKdQzDlQ0Qm6kyIMAZgF4iuRjoIg9JD7rqzgYtQMXky9R5Li+3YfiswsVdjf7CNIRRn6IOMvQKVi+aaNQAXL/IlRyXoSw0JlX5lSlVvQoylTk5C/1LcSBwnNeiWcNE50ik409ZmVRQqRtB+WZdWxcCQGmCcpMUpX8XcComk5uMMGmtY6zo010YEparCh3dPUaPKlqM5uN2vIC1pVrCC6XKIYJcnrz65rrIsFVnsIg6UOm1VpVHcceUAVWYCKEgaveGs7QGYxiJAih1nQeNaWiLcbIXRdjvy8k8hITWDgrvK6Xrvu4HiTYVLlwwYJoiAstE+k4wDNMQzG4op8aaXVn4UVwnoyHyMZXUZpMkeuUOI9qRSHWohR2HMEwc1zMYyQqxPk6EVJt6HFEfaUEqVcjgiUmfoio8JGHBsZphqQf4RquY3sygBlEKJJdoH0WhhOiuH4F4diQpoa5KmDlBYxMoajKrem0JWWBqFHZVFSpvP2V1ylKRCDSmmKV8xou2kGL/QxglAa8soU8tZGWBi6yK/peimI7xsgssN3L0VHAU5KtLJHkCtfCWGcqogTk3btmgNVwF+4xO1yfaofk8ccfxwsvvIBnn3127vXf+73fwytfqQWjHiYj27xQI4FYhyMFyzOx56cChwYoxFPXEB8Jhwq7cYagLLBCWeS1DDm1PcwcXjiG8ShDjwCgfHW9x7LqgGJggR74ZuxCtQnUS32eDEpGXrSrg8sIVR9uHKCPFFH2FDrsEdOYESzxnVgFfCn5DQUutT1LJpmRDeCVgYgWlWULRRlK3pZleVwEU5VL5QFRAZc9GKIBuBwR9s8N9krhUjWGZcwcihcvvIQgSDAi4dQrsNPuYTWaiIPG09oZ2ug/1oPKJjDZ8IowphlKTxhJj3BCk7pZFLD8GNu7gUQ51KgIqNzJDU0kS/fl9dNEGpbxJ4vP4XzIyLaPPGVJYQbDNoTAmPopYjdGlBsw7BWJvqQaoYE01TYtrc0DSZcQsSAhzi4SlBajZzoR7Sl5mWldM3fg+gkC4yJUTv5NIRHcWpbALV0kCdVeeUU+4HewFe3BYcRlM1edo2rkgcI3pMKKpF1WWSQR74nQpVGWrChIYYv0Ov0OOlIRSmtHNoNB1oMXmjAY5HEzC3OYwwiZ0ULm9+VZ8Fy5wA9M5vFT+GWBlkrldyYbEao2jCjAZIew/Ri2zbLTXFKUSo2gpBsOOVUl+jaJdQXCuEArrvoVDYcYWwnKF0eYmLvots4hLQtcDxxkZYInrKGU+yZpiEnmAYULKsjXSTpx0NnLRDbhMdBaQQaFPC1RBHSgEziE9mWS9LlSYZO+lUphqBwqDCTyT+lw93eFPKmMYkY4lJSd3rg6aYLIH8PpaIqipL4KIN69htwaoxudEbJmNkxw7VqIdGMbjhsB3TNzm09NAuZwEMBt3/6QhSWiS9dhxQXUK7Xjwu2S6E2ejpD6PeBMD8VoBOVVMX/hkJlOUhf4H6f+cHcTI3cVnU4in3XVkIk84UWhOA87GWAlKiRdw+FrMEDhzmWRlyIjCKqwK/SENNFKBJfvV8CAf+FzznPsmC52TUvWtaHVhVcwxTub73lGQrCej1v9a8gN8rO28HL7LC5d2MWFYRfmSgvBYy2sZREY3kQkk8JAOOxLgZUqQpRmW9I3/M40iaDMCCvJHnLLhZX7yBWrSUoM8hJeVqDDMnOT6zGfPTAg/UMZwt9u6qdQM4iu406c4Exhwp5M4Bg+7FYbcT9DMrkOJx2hCAoYHke/dmAub0bYPePDoXMrKZUQoNq1X6IkClWh44prRLMfTk6BS3q6IH6D9SjGWOVISluTapmKZpXkOGYjKEiRnJnAiwtpnmimOVLTRjKIcQ0BYLc0ahI7yC7vIHTbSNdtkfJvh5Gk1laLa7AzB659UIX2gXNIvuALvgCvec1r8KM/+qMSmV6/fh2///u/j6/8yq/E133d1+HhM8JkJQq/DxW1AJPEqQLDdIiwiOGQ0JrSkVAwgwTjfoLtZAjHjxDiDMoghd0ukVMNkZoSJDVZpaApOpGguSr8HP3qR6iuyAWAKqZGKqz/URbiTBTianQJqpNhPR1gIJstS8oehREHs3RO5AO2K4JRf/D7/xvFyjNYffwZ2VTXWQST5mCwmKyT865l5zOqyQa+yDdrshbQ8nk9hMnXkOYxQlWIfDzNJFmwNKQs1CpyBCR3FQqjVg9dK0HSOYNnJkoWxUGri61YkyHrktsiLRBeuIy02xYoOiMxl3lh8jLHIbyKr6nTA8yfsu9HhuTqRcQTG62XPStRyObWJcQr69gOfDxK2k1O5VobpVuJONWbUTIWZcSUiMuohLdewvDYyKsq6SQypHKUhUZo9pcTFMoAgaoz/gaSC76gLaZVoOXqEu4kNrC7OUbk5nB7WzDzAJk/RNtiKepMpXUzv4o1y4NrbsLMAlhyzR6i4QTmcBt5soVYuSiVJ2185F67oUTB9Au5uVJZlpt4lr8AZW9IRYxpKEl7dfIUMXMp3cdhsPIkYcWEPo4qTbzINJxhYLvclUZybuHjDB1eisllCnk4xIit4I0C/tm2bG7DvU2YJTkRAfLCgFO0hbAchBFWWNnFeszCqOTaY2TBHpyEaE2IPGJ1EHtxJAgsoNXOMUo62KIuTFzi5QILkbtEbRAT7bgLg2OjIjcy8h1FrMwCWGXKiHS/iQNmsICmEI5LjhSb6Q68qnzckNy/oasSMmrD5Gjt7aFrkGQdweVmKcgBkY1CO0HM8zPq9ncQJxHcmByxFJiMpaKpTuXWNtoOEfkKra45t+JGkwzdFHBChe0ola2PQ65QEwwnfQyTBHZ6DqtV2bq4ZQQQwgg2hQLTCMF6gr0wwnWfhMbn8HSXz2cPpqI3Bgx5j5g2zR1BZk1WbVQOsz0JNanZ7TCZSgERFIUpaVDyL6gQxFQt1yXyTKLhAClTF845tEsDftYRblwr0s+XNvEJy1Ia3wRWtNNTsJ2GXSK8MkbLiDAgX+qcIcTzsMzhWxZenqfYGW/DLlYFpY1cA3aRw413UZKcSkeUzlJZwk4DtBXPiTeT6T6FfjnGOhoOIGyJ6YjEyi0nUpND+Cf06Sa5wtkwhBEnMD0DZasNP/LR4XhhQ7/Cgkl+CpGlNMW1mGmVDD0+JJ5DouD0xyhThXQ0gQpiKQfmWkQenNRXStqcKGkfqkihOA/DISKVS8onp1NcmjAnMSyVIGPQSUJ2zudQwt4IEDg7GEnFYI7UM5GGLAogcJ4iCHehnBVklgsTmQRh1EKxpLkfYDKYfdAdkq/+6q8WWO+jPuqjEIahpG88zxOH5Mu+7MvwsBk3nJgDkuqBuz3API/YfxFpmENNLJFfl8o31sUPBrAeDWFNtpBkHibDoZax4ARKC/hbQ4S+iexMVySyY5Uh5mbIfCEF0rIMsTuA241hKG6OQD9OME5s/P7bL+DK2SHWzoVoEfbMPGzvRmjbY5xlXxlOzyxCFu0h9FYQegbcIseV8XV4q48R6MUaFTgLLngZsp0xzLUJ4o0NqImPZI8QsFZrZF5XCJL7CIPMozJRapXkmbhSNx9ZvqhUCmGLOWl5I9GJEq10A0nLBYWWzTJGp+zBMNjzo8BfDH2o80OEuwqKGxrzAKUtm0NEHRByOKi1kmVgEXG6OYDlR4g3Y5nkk5aDKMswZMnqGeDt2UjOhxOeQcwKqwnofMUG4O0gLx4V7YqM3V25IT7OnjM5BsM9GCTakcThuCgYhceJlsaOWVYH+LkLQ7E9AFNrPibFU7ATllwTwXIRceFkF/gwgeH5cCkXTxiant1sIOnKFXJWcmrasmkZ5bVTBJMEmyNG7hYsI4BpaM2V1LRgMp/N8WVS28HAtruO1FCwh1dhJwHsnFA8kYBKOImcG3+CJFbwGsTmpOiK0wuvh4QNy2AhJlLmX8JouIdguFqpWHJcFlIpRWRGDXzp0HzZyNE3zsjzTdKsqpSypUrHDJU4NbFDTQ8XMbUpyI1iB+zcwCp6MHKmTEppfmcVCYzEwqXdMcJNG+vdFXixByPnRsuRpJEQkYWJJ4ijELmRQykHCawphU96wsjkqzTpiwJunMCg5L5jogPqVRBt4/ZFHgW5Ozk2swme6KWwyxx7cOEXKdKE42YkqVXC9qVobQxg5pso855Od2Q8Xik8n+l9jUKE46Fs6OwCXXgmwtKEy7YEaQY7DBAWOVS0gj2mbCquQJKnUhmWx9tA6xmkqsCG1cVZM8aqEKekzg1mnmM7tTGi4+jHeNr24U3Yzd6SMcen0A3bKEpDKuRY2ZaHGfKQCA9L7KVqHFbhYFi0hLvTVm1ELBl3QkFOsyREy/R0ma/rie5FkVtIlY3d7lk87RuYTAIYIwtFqGCTnC4VUFXH3L0+Cv8CnCJC4vrwohHOJI8js9YRcpw7DsKM30uEgxyzHJOyQDvbhKm4WRPNslGyio0icxXyZKUTBJYF0xjAs4BtYwIHRM501Vm1tILKJ1GuG9WFRSLBgj65+jlpFDYy+Wxc4Q218hy2MUFZ7CFOCsTFRBBQ9g7iXOL9yrM2Nicj5GGKVukhVIEcSbE8nBy1vISTBXBE+I3fH4kOU+7aMt7o5HL9YDWOx2qwcQ7ynxUcTAoPa2mA0i0wNnIkBneKjqz5gg6PBlCph7CXIxm5cDEQsjU7MBylqPvAOSRERb7ma74GX/VVXyWpG5Iz3+M93mOuL8JDYyUVLDNsbA7hMIJmua7vgMuiJi1qsiuHPWF5axBgZecv0RbV0RWM4zbyiEJMBh4PFErhYcSIHb3o5srCWHLnE6jxAKWbI4w3YGceLAnvqFaonQJW8iiVSurISkdwKMC4eh5P+wmslBUZHZRxCMNZQYwCicm8PeCbjkTWocnIaJZnZjRSjCa4uLGLLoPJIBSSrEDVtXzxfu5GFsumxdx/VIRw8gz93ESRhDDpJDH60EGTcAsENm7ZopLowYZV2LDZSbPMcS25giQwsJFYOJOtifOR5ikyfwzDiTGOqefB2XsRlsVorYWNrQD29THW8zGurJzH1XZbkIBwz0eHCpdZjlWkMLlZ5sRQchhktPWIfuTIywSFWoPD5mcRkDncFGabCyNp/acSUTMvo15DisJyddSc5ohNYJTn6GUmosLBWmDCjjJYHb34ICpgjlk+baKs4Qnh2owR03mwXYHCYxsYIcVKkmN1ws2rQEEagWGjxX4npYFdt4UniggWo2zHQmSQO8CS21zUS23yA3MHoXJhUz/DBlZY+VOGwlVSLDWmxlTNbWAZtmugw3bs+XUErHpJnkRAsTqsygLK+0HHySkzKc/sj3bpTsD3uiiyGIFtYJSN4ad7eBqPSYTeNjvoBtsITQ9R0UIYd7DXpgouuUcxlNHWqTwnwZrKsJLxyUSIfRN51sMwDiTF5eWpjB2D0XscIbNMBMPLSGOWw6YoDEfusTgk3KDjCawgROk5UKkBi/oMRCGoZnmGm4oek4yx69Rcxo3YyOCbGXodA2bGlIENJGwYSackRnZxGzuehzwjmTGAzbmuejr9I0re1bxg+uryFcRBicn2JmzXxchOcNWKsBIMsL5TIs5txC5RoAQhScnJWBx++U8IlBNcLgO0IhtZaWNoreCJut9OnMH2U+SrtvhcUV6iTCIYrlmLC2vFDo4dBQTZEK3UgHHxRZSZLaq63ECpnEokaGQzRefIpmenLcQmJdozGBTho0NAR72+URyC1b5H5GWQJIiCgSC9FvM5iYldy8A4zPHuW9cBqyMlwSRx0hFw2UTRVnCyITyDqaVczt/NXXFW6ffnRA0k4i+gmI8RUrfulUMLycOI6WilcNMMkTOBJRyORldtClSCnKN1DA2uu6ztCSsp9oq3Rr2XKMSO6+FR34UqV2BUZenFaBsDVyHPTZThFbo2KPMOcrNAqDK8bXRNUJPQKGFbDsbmGHbpYcRqKKPEGfKsyMcxTdjKkQCWKUDON6Z8s9CiFyak9Qk5URy/hYEwc+FyvKYZYrSRcX2urolpUmnOJzfBR5bbsJwE5KyHnAdKYZ5O/RAIo1FVj47Iw27U7KD4DiID1AHj4Dag0Kqa5YpHa7FUN4VThLD8y7CjHvLCQYgxNiIbrZJ50BJPmDmM0kJi2TBzEwkRhSiCH0yAyQg42xNP3swp5JUgSSOk6cugslQiKH4hoTsOeittoZdSCnoFkyQXYijz/qllwWUD9tyWctq4CNGqpZynTHydChnkBuxRjMAysc6UEvvbGAlGsY9HmWpoECyk+6aiCijPXQuJmSSAUkOFW17ZhsGFQhRAK6TFMtBxDKwoEyZLIWQdN+m9ITbIR+nKQmqxusI0BClJkxC9YCBcnMcTMtdHcEpyYEIEIRGTIa7vOrjgtcGed/3UghMliPoTmGECFxYUCaAsRzVTmCQPEo4nJFw6oqDa2iWfZYiYS6PBBZLRoYEs9TAm6q4mcEkYJUPedDFuUeSJC00GO5UYCaFtoxUnGFk9WEWJs6GJq5YB088lWk4MC/ppaqPDupo9Bi9tIVxfxcj0mTFGYrt4jzRHz0qldNClPsE4RGF6KNpduS80gwqajJgVEYocliAG3B8djUZkCi2mkbipEyIiSkBxJddDZhZSXZFQOE0ZWC9DtDMPUfY2GNHLBQK3iYpxo2XOm5tFybbw/JyBIZ2zXgYvLTBa4fdmsOhOxR5GbDiWG5iUXGjp9HEDITE4RzaJhfeStjxk5CAVBgJZtOkNGsjjtpCWrw+HsDiWZGbRl0yRMcrNM4Q7IUqVwLBSmF4LuaQzKKxFIa4INsmReYpoVeff3N4I/kofhWnBtnpoGzE8cTp5ZAWVj2GrdeTkWZUJehbFuiotdxnnBkxuXv1NrHc5mnxY3P2Zpoi0hgRTQ4VRYnOU4hw5TgLMFciTCFc9G+MigxmE2DK7eCQOYK9kcFsGVLoK5qey4Qhm1Qn4km3BLbbRyzu6wqNk5QtTuuTMMF1ZET8ZGachIorSZSXaTLqJg5QiHviIhjlyT+GRbALL3UZCMroQLFlqz+mqe6JYpZJAgvwIIirFeq45TkSmEooe2jDPMdiwYApGk8r4IGeeTr0EX3TYSwsueUE4iyg3kSotSy+8GpnTKZstC8eH94frXAoTLnVqpLSaGaRU2h1W2KGMK65ZAhDxeosMrcRDt1hFJ1xD0RmJtpAm8M+EHWsninc0LGO4dCpFf2em1SNzMCUaWwjC2ysdJIYDY2eMeM1Bmlk6dWekKFOmeDpQ5hgWuVmK6RhPVJD5LYnJahtynlwopuJKC1ZGR49zg+mtGTktiTOoRCGLFUbkEXOeEP0puJ6Q2BwhNA0kWJfawy5vDAMEBlTMU6bkjOxBWSZCgyKTVILzYErMeHPNWe97h+RTP/VTj33AX/zFX8TDZGTYc/ZwoqUlezwG2LRDIUxxQzCFaFcjCQrFxECREEZnHXmIndDB446DfungCaWZ+jTyRziBCqnv0kiLPhY3gxzReIgkYYqhj2tqVQi0seOgZxdwWmyda6KXuWglkYgt7VgO+qwGMEzp7kqtkcluhmTdwHCyq6FNRiL1hXFRDSJA7SLzbJiToTQg880JEAV4l3gkglWVfIKsSGxkmmYOzMwS/RJukbboU5D5P69RIffOipGWqyiNSDY7o2R9avX15MlQdZBqkoaCyY3AsmS+tWITE+XgrEGibybs+lE+gspCZGks0cQYFlpFDrNwReGSX2kIq0+T1JhEYnl2yyylCsVHgpYysEI2H8nCQt4tkakEphsAToI9y0NOAmlEToxWZyzJg+DsZwkMVXm5iJgcD1wcZLcQwl4tL87rYHSUGQ5ibi5ZjiEdm7QtueeUOfWSo0iTRJkfV+UYqTORhT+JYvTsFSTDGKNWV5bUnmxILGnUV8ZKENPYFXG3XAP7sCTkLOGkFF3TSraEfomq+XCROg5yg5wgVlYxjz2RhX2S9FGUK3D8QMqYWXhiKg+GiqVSKOazQ4GJdGbORK9BGYlwoeLRNsqUqUUT4dkJCpsAkYV2OUCbjlcUoFVoFMSxQxh2jtzkVsqrZjVZiCwkl0DJZ82c99JEYNloE3ovTAwZEBMpW2OpKvv3UNE0hMW0ZB6gS2SSqSlC7XwuhJPo3DnnqLWJ8KzCMzsBUo+VUTGyMoJv8zqpiTJBwrLjtIOioPNawlMeUjrTownQOQebZHAZ20lVBhoiTjNcyCOJWjdDH+8MF6PJBHuujcT0kVlUDskR5DHO8wmJM0mkdICsYHoDGBTnYdgmAoO7tYGtaIuYqaTJnCREkaQoTAVlZUJyZNRs5wYu5y68Msd5KqMOgWIYwRyySWMiPU5KO0acBYLmOGUEhQ4VYfTIYXqNzmRGFV6mn/QcFmcqC+EYE+wUj+BJfxd5NERuWFrDhURZOpgh0dEOLLON3CJpk/ezRD4IEEXb0om3ziZkBp2XCDE3a2VJSolpUOlZVDl/jjgNFWeLAQ+5RFYpY4ypE6InXao6C49PXwVLaTk5H+PaS1Vef4ARq4bEWdAEUlY4xYNdBB4TJ/rwZmzA4hpDZ0fSw3qtsMo22r6FjvIwKUeiolvkJsyMaGoLbtrF0DGE28TUKBVGOKdZ8SaSDYJkcMzQwcoxLhkymiK0FtgORl4X7TTCup+K4KFuG6ERS/bRsoy+BLq2cnHdfho9yvB7Y8BihV8POQsMGACz+IBemsl1FPBCprLCqjP64d3ET6VDwpLeprf5S7/0S/LaB3zAB8hrb37zm6Xk9ySOy4NgrPzYurqHYtKHR55AkmKibAlaLnc66GYunhqM0aHnSoEpgxs2I30d1bAbKctoC7M3pyRa/01zCmbfNxXJoTiR5P2BwSRG4HlIygSpvYI9tPEyRLIZlbEPJxoh8TNM1rpocXC6LroFN1oHcVTC6hjiiDR71QiXsFqk4tDHIIkRhX3A9WGwB4WkXjhzGbHoygfhQLCRWGFNia1mEcLMUnSN8yLERhfLJkpgWAjLVCJe6jsQ0pTvNwzZpBn0+yUjxiEIPuYGnRFI9GSznNMo4PZjpEYE29OCRKQjuPEY68UegihEkT+po7hcExXDMJfoQuMXpAdbmJgOzJIlnUQWWK3jSBUGq1ks5UgnVSPhlh5JhVHPTJAUJJzZKEpWD3Dy6wWIUT95Qtw8EhWjzUWL2wxhdC5TVOKlLIFyxMnyDU9aA0zWHBgZozqd8gwQwTeZ0qFD1ZVIOJIUhoIXBojzEpeVDWURRZoISZPcCbJTfbsFl5U8RYatvIdVqkpW1SOM7OmQpK7eAJje4TKVCGGwROxoEnVuXEZZDhDFObZdHyk2MAkUrDF5CIT8HChLk0BJTCWFj9FuaeRw3QQtJ0OcWTDDGFliQLE8hciFlKPyuSbwLBOllcBTIZzShotElFfpxZp2NnXg3ckYdkKRLAWjk8NMM0nX9Jy1qmGZIyJUhaHnnMuKJKn40Mvahgm8M0+ZeLgQp6vxTaE40xXdF67eI3cdbdESyrHn9pCZKcZWivcoMqmMoyIpcwie6cKgsFWRYpwaaGe+XIOFLvLMhOGwb4sviNvIH2DFjBEVBYb+BEUwhjKVlIMz3tWaEiZyS6F0uEmysoJ1FAauGC3YUrbPsRKJcNYotsFegqJ/QV4GCbpOBuVlsLwCZUQytIt2eh5luYF4DLgtoJW4SKXKw4UySxmiSZFjrRjI5ucYGdLS1OkmyxWUomVwjs98gXrTHthMeCo4TB+z3NXRZFiOsV23I2I3Hc4rz0JpljiXsDx2Cxl1URj9G+ROmKKvRNpnj3wSh6nqc7pNDJ1Tctj4+CTIo+x5xVI1OUe5gOrO0qZJJyZDmJtwbVNaVWR+gWylEB6albqwMxMZW1qsZQgdztdqnUGJPeyh66fYIxqdSumR/MnUMlOvwo8zdXolLVwR3aOPQmn3eoWmI7hnmoi7XTwWT+Qa2AaiCCknsAfnzJNVpZWlpf8FobFk/bHbCQbuKtqlibHdwpqUauewSiIouThzrFQjgkTIucVgTX+r3guEC6elAzJHzYQmeY8UhdRyKLsUvlijC9CD4ZD82I/92PTv/+pf/St82qd9moijsTtjvTF/8Rd/MVZX5yGwB90omZ5FiTRZspIYTkay5rqQL5n7czNbND2IbAgqwEnteBgqD2vc6Jg24AoRx6BGlFQJyFpcDXjRIubfyBCPETNlofLpQ0uY3mGknpfITU56jZ1yzsQ58/x9WTy5yQt0Wyq0DEZ5IUiDKhx2znwWCfkPZLCTIMrjUYqA/2ZJJp9vh9BwAOUQjdAQ7d7QQmBm8GMSMKuVSyIrG4r5VplY5AewpI8QPgmZdDa0LJpd2kikbFHfFwr6MPpLDROpGcNNc5gGq3U4SDPG7Lrkk7LzUSYS6kaPTkAp0UfO7rMpiV4ZDLeCoXOIUi0nOKHanjdGMe6IGmhucvMFfIMkNi7YFHPTCoiF3ZVGciYDEVXAYUkh0QSW+jltKGH367m/0TuDsVHikXGkkQjpEJvCM1ckxUV9AIIuXOhsak+QY1KQnGYI8hOYNqK4j8Bg9Lwq1U60dtaFRYeqXEHAlBr3izRBwP4dfACpwioFoXo5lNfRD40XbbOUM0XU8jByz+KRRDuvDOKtPEHBKiNWvJhUnwwwygltK+QWkJu5RHEmmw6yGqGgmB/7/ii4hPTl/hhILUfuSy1wR7PtCEXqAXkXcWzBYUkwNRHEFVEYeh2J5Mwiqhw3zd0QxIlHLapNR2JyryJhF+gNfbSUA9uuBc0EdoTJmmAGzYZCbphIOp7wg9K4D6hHUBSGZJcmjoM1VpYNKbJHrpAuhqhnmW20hCQsv6CwWkmCMrWFWCWWwI6JlLlTQTGnE8Do0ek7i5jHFcdaYYwWVv0xcn+AiCTQZBWJf114I3tsa69i4QxJ5QUpBYoJQQXLjhB5bdi8LyRPljnWAhcldWh6JIhnUurtF6toGW5Fa+R2zk2UM49cMq4bBmymRDnnUnIuSNouJH0ilINqwHJTb7FDrmbaw0C7Ql4YEFiw0YJrZNKnyBKSOgnlTFlR4jxF4lC1OEZKrSJZrIhikhuiYGcZ1rMEKR0B18HI8LDuvYTz9gpaag2ltSKqsqKUy0oVpkyVBcfUvDfymrRMKUvJqdOh511JdIMIakEkoCXBCSklrSiS9TUiUlMobLYfQZ64WGO5c42qZCXGZDkpU97nlpE4ZAyZ+Jk+9RiZwmTpPinF8l1VY00+c2oCmQUSBioFq+0qHhnRUz55yR3plKnUJTG1nTB9UuD8ZKy7+8q9ZELVgm2vwGbyxZw1OuQRea9NxbWCY63qPk512ZWKryfSAJoIazClllPkL5HvFCKrOGqVknBZ4h2dNRjlCE8M9nAeul/QabDj92iqjOW+rKipnREa//7lX/7l8ruHyUSxL01hJLFEasz+cbEmssG8fdWBQv7PONu3PYmNDCvGVq+DmG28K4+d3jGjYalZF2+6GpQpByDjkhKd3NONpypEYmJEGBuEXTlRZD2XXCUXKQ5q9iQZUO2VFRGqnhSm6Fh47Qk6eYi2Sa4GSV07SIsAhZvAWBmjtIkyGEijArlPh4Xf62JFrUMlbSg6Q5NVFAnl1CWhqzkUlKePufnRwzIxEal1bhoFbC4qleSbyKazqkcpjOyO8GYyISYqxEaO0ORCnMArIyFQthRTP5ySBoZ0JKwt6RzKBYcVGcaIpdYl8pzbnImJ7WGXiiVZDJs5YyuVSml0RX9RNl9YjEp0xGOolgQfxDUurZ1FaHkIiETwOhSw2V3Dtc4qEu5yFWE5ITxKnQH2MyLJkIqWOfVFGAHm4mSGBJjplFDBloS6mosh6ZISuT/EOI1FMVSxiyodS0aGsl9I3SBahYtWya6jmlQqELOsmvx+Ko0w/aI5PLSSJYtE36gwarVkIXdIuCaHg+kaViOxLNrk/aa0vMZRLJtVBJpU1y3X8Xj07jDic8L7iFnqZWUYrzjor6wgdDswmbqodFBMg0+GDiyVaD0kuSHOacfUhLyx28Go1dJpM1Y80DNzUugQWI8KRpGM1GW7lf2E94HOAXPpNVrI+683Qm5UEvVzT66akMWMDMMEWUinh+gHHQwFm0hkNf6pbSEqucLLZnmodDGSecINKS4zuMpDN12Rqizd9Zmomi1aOib5UWaKhKWeQkClJga3axNBMhFUUMZIOpKGagg3Rd9HUEMzh2tG6HfOIrGZJiMXg+42VTt5zVpYEKZO2dmmTnvUZpPUDJLa20jMHjY6j4BSamXJbnnkYLQEGSCKwq7UI2MLYwTynOTalY0JNUfoLRJpMXJ4BomiNSYqov4y9PRdrl7jmCwKQTUkQytxRMWDcE1JVz/SD8UpsY0cVpYhIgFekEIShdkQkK6pnmPN+rxWvofMz+ElPE/Oi3xKJq9UeNA+E2DdyuEEusKOY5lBjW6iV6JvtgS9IeJH8mhJrKnYRVgwUGCgyGdSwDPZIHGMkUmnVzxcJKXCmI6fmSLI6XTT+xciHBJFkr0mA9Lv45wiK6sFopj8xlhXHJZUrI3RSSMp12cajqKYnGd8l8ZJiIJaaBt1CoVjXXdq57MzuW5wHeX3IkaEkTjHtAmrvfIMQ2qekKcoTovm7DCKzANy9rQasByXY9nsYpTMekY9kA4Jb8bb3/72A6/zNYleHiIrsxSt3T2YJaNMG7ndQVsQi4loOLTMCIZdwLJybLfPYs/torAVxq0OnDSAb5bos000vXMSwpSBSLUFQtVsdK2cmISTaiKYKFlrTidFFhATysiQmAnMViQRh1VxV1jrLtEbkQ4Gm/QPOHOI3DMmktWG+X6ddiCpk/82uwFilqiZCXI70MJjERcYRslaY6WVuQhDbv7cWDQKJOcasisrJ4UH7nNWrCFY7bVr0mCNBBPdMSyF1CbvxkbkkNVPR4sbk14UuuVESgW5AejVkehQhtDNMPE6uM5KBykSJLcrl+vk1GdaxQ6HUD5Jkyyiy2EoB21u9paWkNZZM302UnXDKImTnNwKh+piXAZbgobIuwxTiJDb7S4xFIn+a5+BkS83Z7mfKNFSPuh6snVv0rkAu9xCm4qsXgrf5garN2HZyggFs+xT7w9aiTenLHpFMqynqOL9aMNzejrtxR1bPF5C1xVZkMfhQpSRnMcTVHDzAt1orJUso1QE3UL2LpFlnmQ8kjoj6djK6CshhyBUKFi6SsZ/siqVXLxjQgpsEU2gdL6jtUkoA05HWOq+tKCfIZC/gRaRB63IANvM4SBFV9JYOSIqhPYCuOtk14rrDVVwU+eipPPgRNmI/LFcXAhKYtohrDcTRorkHWRKnxdLtsmNSRPdU4mbm2jYsNQWGbZXz2Oz83IYSm/gtMi0UYqcOWNYYgYt9CiUl6awWKrdzJuWCnEeYagSxFTqFXpXicRsITZkG5Sx5akRWtkeBn4fI6ZI6X9ZIZwiQcsMsNLy0WGWo7qvssHwfKlMTK5MtZbSwSMnqGuFIrFfp1Njt43r514GZbkYOOfR5urgaFKlk5uw8hBhtCmkYCE3E1Vi6XWhlYNljZFz1T+SSJD7wXFVtXioBM/EGSFfI6XzQPSRaTLyuTg+C3RKpk8VfKaeGWTx+RnaieNmLCuVoZMKHLKO4QqniSXL4oyywR7LbYW6pjtCU7dDOzwaCeI5UhmJzun0Ucj/qg1YFF21pgxLuQ1niLyzpdOTIhlP5FI7oi2qHSchlHSa1si09ikKGQcpK1oYb9sUJavGGz9Xcq6QaKs7XVPFmF3LOTdE74Zobq6kuoaOrrTvqDgx9c5IRJBBiR41HG/6N6bDFKaPlXK3UjHJZA7Ukv8IC7T3tpGP6UyuSeDFNbW+RzoArhVQ+HwpA2AjJ5ftQa6y+dzP/Vx8/ud/vnT6/cAP/EB57Q//8A/x7d/+7fK7h8miYAKz9ECdLfIaZHCoAitpH5FLFj/RI5LspDWTbGB+OxanwmK+kNOg8oAtd4Ks4wPhOY2MCIwNJAHbXSucWy/Rcqgr4SENEtmQPKU9bcNNYdk6chOGeoU+0DngNGf/Ga41MlyrFAmN7G+W+1Ed0DJ16eNeaxVRq4Ugy7EizHgXmeXAMM9Iw7+U2qyJC2VPBAIt8lAQGyEctgt44kxwAlqgRpLhdGse6ZQboKMkuXqYJjVNSDis2nvzDVV/E0+qZyolSUnpUhuAaSNuNFVELMGFhWGRoO0YWPdKOAZL7dg2niiB1vjIqUBKp4iLRZuN5gpEpoXA8bDql0hYzSARfwmzM5KFhpVBesHga2wyRG2TDq67IQwiAER6Bf2qTr5KtrtWV0h05go5MBaslT7K5FHRFYlI2TQC9goTY+JqvdjCbvaYpBI4Idn8TFoK8VpYyl24SEwLXfYXZEWHYwlxkGNL8tNMbtMZpX6IoZ83iXZ2JV/vdEIUQ0LBXBx1UoRLof4bkQeqsxIeZ5adTobCMDFhtBQMI5IompE78//1MyQyRMWPVcPCpNCiXvWztZXCowUF/GYsfy6Z/B3VVMuwROgm2PPOS8SuVfJ5ToTfy6rwlBuIHjP8TxO69YbZQVxVh1hoZxk2VroIjbPom9xUC/h5guvRdXGypXqL+iOZLw5vi7A4NR2EB7MCqD0UHV0JUzsebdmM2RqAGjrr+jwkP6WJ5r5VoO+xqR1gUzmUm48F9N2ecDx41WNLKzPbyQYyxZJXoqEMGCwRvlpVbdgOydx6QyVeI9GxlBEVsqnKRldkWEk4W6hO6kglE+9kbDsitKUkBWrBasfCtVJGKGgiEUhbqvFIL9cTixhCh2lLz0Ue2YjYorvShfedNjzliiPBdGZKPhd9XAYsorxKR5NRvHbWtZFgSpcpQyuOEEddQdwsIlLsS5W7CNgPqDwr04Ml8eKsmW10zK5WVZWmxUwVudL8kqpCQhCWmcDyXUccZxBrIK+sJrXIMOT1EpHL4dS9Knjd0hspQl64cJwcqZEgNUj+1MiQy7U3chDQWWNetnQ0d4TDq6oUIseMa7CWfCE0QueLx2FZsF5L5QxESXm+Nbg4ZQbTlsQ5dLWPRqjqucA0iw7OtJgfHTa9dhPZsCvBPnEalSdrmJsqme8mtU6sFvKSBRCNr2UQVs0xSasypyVOfvFgOyTf+Z3fKfLx3/Vd34WNjQ157YknnhBdkq/4iq/AnbLXv/71UsFDJKbdbuODP/iD8R3f8R141atehXtlJEuKiVgOvWwO4FIGNieZ6xLamyBIexLJM8q2JU3DkgFWCXjoQaFdRrBcHaWCf4IELB6zkM6bEtHYhMWZg67gbpZ8iVROG4FLeWwT7ZLKgsz3mhXSoL3vuQhvCoMyo9LG+ahAl4qrZiby5zHFv0CIvY02SybhIGx1saGAd1IkSVIa2sBGmCNv+yhKRyIcLo6Mabg4UVCKZXAbq+vY6Nh4l71dWc8pPKZNg8G6sobphAyO6SG2KCyXSZVFz2IkSRVHqV2d1inVfAhBI1g+avA7lRDn2oTwyx7PGF2WyLZ4j0OYjIDhCKmXJdh0aEwnxsBc0Xou2VMwjB6iMsaKwVQLr4ebA3u2VEx8Of9YGtNx0eNyQsSE8ZEuY2QUbsEzu5qLUsnZkyYo9xoG2GOMbdS52LrCk8jgtK5ikoewjCtIimeEJS/RIMsI2doDNtihRO7tGRturNDODQSeC9cbAEw1MR3HfB23JulcW4ryY2yv6KiR46pks2RTiKA7HQdJYEICat0BXjsPXHy5adBp4GJoF3BNhS4dmoh9eFbQNtpc6uW+uUaXSx86hg2lXBQmoXglGh/GrlbDrbRQ5yB6V7WwK5tqgcBr47ykX6iRZsEkVC55fH0snWjQuhKM4xmd83VGqoUooLDckmkXHsNGnrN8coTMI5HYgWIqQzQrUtGgUFJxo1OMppGJQ5yWdIFSkeiW9BN/r/F5ESWstxydcrCw234Ue92zOBe+CNegwBzJ2AVi0xH6YGHEiIwA7djBmSgQB4up3IlF99aAk7HTs156ZwECx7FGNxntkmdJjRbH4TzRd48dr+k4coPcWSGbJJCNnkJm9NUkHUt+M8mkRNeyBC1W15D7IAk1ijTHEo1nuYOCmiSCa5Xod1agmMZgJ1yWYMs9IxbA+8Fvl90aNkUAxSFg9Y+eG8NWSxAzErs1Rsi1zkGaGCK/Tn2jCcnAtk4Fsb8Lr7fFapQihm24cI0WEnFHeIeF1STOCLlurrGCsKo6mw4kohEW00D8Lq3JVKeSYvQQOgrnyXtLIkzUGjw684op0xy5o9AzCnTsIVdpOEm36nwz0y8RjIJ8NoYAViTdPAryi8iNIjmXzpnUv+u0ES23yEuxEDsemV6CeNcIDp8777u7sos8JLGcz4QrAd9ZrdOoAiaSjCUg7YoSd5fzS5pSkBRcp7PmnaD6nCUpRrK0QK0ldnYf8JSNaZr4l//yX+LatWtSWcMf/p2vNXklt9t+53d+B1/yJV+CP/iDP8Bv/MZvCAHzYz/2YxGw98s9Mio86s2fC6IWM+PQYw8FYrSUgCfpyXJITuCixHh4FVbeBkrmgT10TZL7qFGSYNfpYq9ji2ZJwkOUFnadFrba57HVOY+NzoqQpagtQciUnjBr5gUi5zZWKnTYPEy8akqM166HYPoyCWr2PKMdTkZOqlZMfRDCrIZ0RqWHz7I9fpqLCLkPkcM8sQhMi/gWCYeCXjAnw6oRt4PcydGmwAU3DUarek7MSl7ZeK1yLfQaTO2WFCus1lAuMsUY3ICjLHTdPYkQx2st+N6sfbYcRzGyrR0TjUqRZKnJkmR1tvGoM6R4qUYq7BR2tWHrtNHsvvB4fA50jricRiYdQkN3OhXEiVsgI2/dcKxlbMOgnoxsjSKXAUMcRFZhrEqJaQ2dUrJ9dtbASuqKQmfPWJN0Bt9LmD5mrxRKdJcJMpedRenUMtJTUooo6z/Jyuxb0ulisGYjPDuLfOpibYcbUEy5cep8lLCrhoryvKs/bUt0cXVEVsHrskkqEpodkaaXmFA2ZGqmcBM0oKyObLiSfpFlVDtCkrqixkxF8mXvHYpY+R0mGDX5r+mMGF4iT4ApNE2LZRrNhmE4goI43KSET8K0A/kI/IkRtQtsdFdFR2d2PC6/1NvwZCzUwnVM7XWNCC1JRdXNpEo5L/0WUxo4nqeiMJU+WXXRXRV0UEaIwSiXvZSqXL3BvnYmdta76PdWhVFpujEcQai0MxRburSY10CEksRuclVcpkjyqlMOx6iE4dxs9L2UG1eddu3ChayYMm3ssMSazovkhZh61LyXjfOcD3Uqr7rk6qYk3LxI4iInhdV9kpIUnE5E1DnvNbjAD7hybUzbcsyznNss2vr+rrFdg8anplGAItJaYYbTen8IgTrqudopr3ATliRLcQ+rSODKuiXrAb9J5gVXHu1gifNnlzAtInLaCdU4UwnX9GCZxAV5orM5zKBCv7fiwVL7h05G6WHPaSMpHalkixWrw0hk1i0V9LW0UKYcNylCPjfRIdqPJGjNGzljpozEqWeFk34G+otJ7K2+X+JAW7hnTunI/J4SGKpnY/RYaaWJ0fJcKk6dODYVZ5DG/0/cNkIiWFyXMhdjl85XCbcVwmiR4EpHTF/5fuM6nginqsTOhATfh0AYjXY3q2p+7dd+be7fP/7jP45HH31USo4XdR++a1Z1BNUwGXA2GGFiJYi6jMQVIpsQuCZIMYJh2SRRDMKJlBcpLE5ckssMXO+uISsdZLIZsaLGQOB0JW9LQTFulaFlojAStGSh4DTVi5VUoQixkmNYTyZh9OvwV5egTumDNeDITZNiTmzypCPl+j3sQWOwhNRIYLcIwVJ2nuehK4E4MeueGPweqTQwusKa53d1CXt3Ytj0ChpbCJEK2UJFo6P6vKRkuNBRBN7GU0UXuc14yUZm2Rh1WuhQgVHSIzk6VherdPIctiEn3Au4eYTukNg/k1Rc6JgHNtDKYzjKQMdaEzidE3y2ltYLlF4YPEFY5NOwStaH6LcENjcmCiBpQq7VYgqmK5UpzDVLBQsl82spdh5DgiOmXAoZB/yhrZLJIAJlhkR/bPVSK/p2rW0pqWXULrwU5HBY0jt16rSOglqjPkG9+AOpmUv1hcd+KspBlz2R5Do0PEzjZlbSY6AOinA79JikW2pKXySt8ipv53uqapScKR6pEuM1cmMrYLt0Ychx4iJcIrPJKaiUc5RCO0nQFv0R6n5ohkL9rHkXWPkR5l2kaiJ5+51VR6B/wtLacWJXWwt27CMrPdhOgsmaK+mZHazizITNHvXVU5yODjrjTX1DlKBFuj5EB0h07sThltJj/T678ISnYJdnuZUhM1ntQ2dLz1S5r4bmBzCwGHfovFMHwxHonN+xmrrS8VlEzIS/oPV7uMmPDLJJROJqeu31E6kfHOeNWT37eorI/SEvio6XzVmeid5Kx2xpthQroDin2mzOpL1AAkpepnsWkc5GPgf7mQgyJkJcM69H1gaShCUNo1O52jmpl7N6PeMYZpk1+We58E/o1CiiSNIHopLqqIiZggpXKTpulPxbbDFAMSrSLKtcXKl8qpVsZdZV/o6cBxsQmjw35pDr4Fafm66b0/dSz6VqM67SNySkMoWd27rSzy0SEeLrCldIH0FKb0sXNh2f2MWWuy7cGj530UCho1NV2UhCRSv0S6ovM0tBJkVwr0ZESiKkhqAluc3Sd77KZ6VRuZl7oU14fJaFblkgcNoSVMqaVDE/yipUYgDGpnltqwAba/D3oU3eDfEj3m1XJPdbTbhoRj+WwIy8PnH2Tpmd2CF5xStecWi7d9pLL72Eu2GjkW4cdPbs4SK5LLmUtsyVjcfzebfbZhy7RBWMCB6j0CQH6R0ky3nSv4W9PEhA1fC16bBPpymTmOhDYgowKo27NDqquQD8B1tau4ROJRrjFpUKTEwNA0K58inCoCK6NV0epuEWS1qryjSJjqrT1UPfIes/ge0OkGdd5JXkMieJVILkVMDkuWiSmk/linIkvzNzFy3VFjEukx2D2Wit3YZn6rg3c3OUFGljXqAxLzR4zNdagkJwQdZVDnoR44DcdR7H+ewlRKLZMPuwqI9aJUymqAhe8t4JYuLirNHFGeO8lJbGxRAlO8Y6jCp5b+jgsc09F74ay9KQ6ezY7IJiIjS1Q0Kj1DXdIm6afE0vivUDV7VgwiylXf1ONgCDPBhGQTrSI2Jk87xTRk6BREosg6bTkpgdtDIFz8mh6GQZjLJm0WksEl6zsyU5c1Z/oL+bv2XUJJtMVZooBMck0ZwLI0FmcIs0MHLX2CcePSGqVG+1CQXr3jMk4l3rrQOdEo+PU7QJvwuOxFHrwWrF4mzwGrbXziHwMnGS5TBFgU4WSZUKBe+4eAqkXqXpUsPC5fajUunVyri5xnC7kR4BgsDplgaS5pHKA0MUhuV5WFS41YRnofCRk0GHmpsYU5gGWzbwyVZ8rvq5sISb6RmiV6Jsq6udMlYjVQ5K/QwtdpvmmLRyeN0URRRTHAaOFYtwm5aqM+BScyete6oQoaTjQ8czgOEEyHMiYHSJ9BbG+cy0Ky3JPbgkWStWkaVwyragoeL00TmUknnN1eCc7WQtcQ54TbnwhivtUspl8LkIAZooX1WZlwFbrZ4W7CPKRzSh3mBlD9duT5V7aczNSj5AZijTR3psMwgonAxOpp1j0SESx6BWuOVUyOHZQ3HcdTlbrfjMZ8M0MMuwpVBWE8tlnujv5Wss3S7aZ2EnrOLRK1TXnAl6Ce3WIGKgPblmCrd+B4MhHtcVtdVKTNKK0VariJiS5tpMkTeuX1Ysjp+rfJQFW0lyruVw22MkQadynOr8sEaPeT+YptV1MRVZm2XrViJCZ3Ra9HwyJXVKJzuWOakbANcoJVWJh61V2FWFmNx7ppzKKlXEoMSJYTjkEGmkXXpRSTxVh5bNH93XSNYDQwdGhU1XkEjKA+6QvPa1r537N1Mnb3nLWwTBII/kbhgHBs/jQz7kQ/DqV7/6SN7JN37jN96x85DcrtTz6+oOTkTmMG2s1ODBtHSOGgKRLAJ6MIt/L3AllwdhjFRpFU4mSYxoJMFS6CqCoGSik79Acpc+MqdGp9eXkj/KzO+3poeu8/hSH6nRE6nSyOHaiWaVy7qieSm6/p/uvNSXSt6SH91sr+GRaE8itbViDRNGZpK20KS8WpSHxo2dm5hGY+bPTdAc8jiYAiCSwmjOaroeBjox88C6XLFeuDjp2EOC50LXjN/HpmrcaGKmakomE3Tcz3dQ00P3+tROECNlIi51nNpS1GbRZb1T2Lwiy2nGWSEbOQmo/CwjP/306qyvLpGsHZj6ubARmOJ5ye/0yTu9iTQRg2PCDGSlhNP1EduPILUTqc56nFUmohGitwxHGijy2ShJldrc8KTGkFYfW7sqZNSzSsa0tGPC+8PSXyIMJWX4yVymU+l4mNht5F0L59hFmcJcVZNEqTZllZFJ2J9pC7oGCTqycdHhIEGhMaaIfpDjYzlSjkq0RQI0uYl2FTFrTlLdy57kSXnm3DQMOh96zHH8C9rCxmwVqY/nQm0Ncqk0b6dBIRBlbvZZ4TOh8BqddlZ+darKB9HTn32AIldSusm0JaN/nariGNVOPNEBpv70BmLZKVRiwvYScUistq7I0D1mmBLVqSV5jf2DKGZnxYIUCaXbsLFKpIecJOEbcIPUy61BR4hkXpKX5fr4nXRUubERRZA7KcgpyY/kA3DWZg5HM3906M4ggRtkSzgivBodcfftHhJ4GDpnsUYHiRwXi2w1xvY8AsXYIqp0VQO+zulpVWGSokvyo2ztBDOqF41/Vq9UJeLCt2nM6ZYXom2EsFs8c/1ME0mfsgrMEnSgdCMYqSRftFMlDrLGt3ZX1pCYLrq2KZ3ECc2YGoKpniHnt67iEtimciSb6I7GAxlIEWqpUGu3DdukHAMLdCskhuPciRBw/alSZzr7o+DyeYkmkl4Hp0eW1KOD3DThGTozwEo4SjXo5Iyei4JgmOTF6OogPmdN1K9QFZMl5VW2joGlOHUtZNX4phld3ktyDSlqZwiPy43Yq8xAi45rtQbIDsF+VOTuMC1FpIYOSYXG8tnu63/64Dkkr3nNaxa+/gM/8AP44z/+Y9wNI5fkL/7iL/B7v/d7R77vda97neijNBGSl73sZbftPNIxxZb4Ny3gI+GHXaLFBZ3QYQ3FGbo8rp47XOwkHc9W8YaB1hrVHTuw2AAsz7BixdJ0i82/JJZgCa58UMEpyNSvXG4xHcWkHOAy+uqdlehACseJkGVsmcUorup5UdMNq9x6vWoPW1y0Ik3oFF4K6YQk++kN2GbXW8VyXTocDtq5A78VwfIS0Z7gZLdikrlsxKR5UGZCX/F0aldC6hoqNbhQ6WhHNgVZiKscrci86wVnGvDLra41KOq1yJJF26tI9jqy0fnZdVbpTJNTjEo6cNk7o2pNzlWLCR6JyWXz4lloRQYNDs9mc51nF+Z9hfTI6VUVQ7LAWExFsZpKttcGoqKfh+TwRdpZibomF/7U6kouOzU9dKiPoVcvfc5V1EwSm6BWbOA1XSYr/QL+SH8uImkUnGOTLZ2Ss5WFkddCN5vxrJKqxJXXMvHamHhdPNOvyzs1tlAjVuIgs/yyqgSQu+3pjZnXQGeEPVtY5cXRxvSf7LsSyQmFUt5rt+iK63HG/Y+ONEuG9SKtF3FB7MWp5pPSGzgdEvrNKRmJ9eZfOd4cR21qQIjTBLiZhRbWNTvEGAqSWLumdJxsN4DB0mB5Vvo5kqeV2+TaaISpoYgyLUWuR2dtWgkH09Sk5hiUcOMQBBDoMItORVW5NE3fNY7hlqy0qplMepxz3Cj2UkJWBdmcD/qbBX6XaLqaq7wHnD92Ig4JO/hy/DKN5BAl4WZM3osiKZSbsC7a5oYct9bkulej+v7ws3QALLTiEEmrI5IA1O2BTcSHaV2S1Kmiy9SNTj0LGby6F7ybXGEsrMES/ko9V3n5mpNUrvUFODHytZlXUFmryBCbVH1ltZuLnuFX86teA5jByWGwUo4OtNwGVs3RRa5GlnA7WJ3EMnqW6NOpYDm9Rkq8lGlBlmbXxc4MhPhpoiMacSWrSVhJwh2jUxVWzoReU/gNLaNXzQ6Wu5MDxuBDoEGRK3CdDjKDVTRVkFldw7w7PTP6I1zOM0nztAAGDxaffatygvS24nQmyGIXFkulJY4zkDscM4Y4JcIzqm+6oIk5TKduQPIAk1oPs0/4hE/AL/zCL+BO25d+6ZfiV37lV/Bbv/VbePrpp498r+d5wnNp/txOK9MMicUyMXqoLCfTyqJVAkUmyVbrDPa66+KQrBrtqbfNyKv0uKjrDYYbTZI7yCxPNleHm5BEPKyFr9owcCEVIjY5H1W7TXI5TR2dunRwBF7U09nt+TDbCWwhUXFh07+vc5amkEY0QEubkBFfEzENchraIkrWnEYEIkl4JRlMKhRdAwUXPJL8VBt9ax3jVluY9M3uNTxxOg48Pv/j5kP4UZwYl8qbGmniZiURXF362dwMpuhAvXFoB4VbgxvrVBZLHwvbQa9kvxUHHan71wuN2XQupM5YLxajDksj6SgQAWBEw6ie23sJxyHKQm2R6rNyHvPCTnQUWmylywi/2kQi28Zm96w4HftGjTxb2lbnTAMwr7gnDS0fjicyWeyCRGEdzQr6UHu2VbQ43USr1zjWBO0gydcuEHoOJm4Lu91Vue8tqY6xMWqtaL5Dt9KIqEqsJ0Qx6ruvO6JN7zkJwhU7UczuMgKvXCRGclLNUcc5pqQa2s5oWsqu7yHTPbrCg03BanLt7A6VSKvxQPcwaLcajRyrmp0K5qo3+jblVyxX7jc3NSJJPC9+Z/9RC5tn1skq1o5s3YzXMKQiitsSv6feNJxWNCUwkttEhGNuK6lF1ciqEGSuFL4Sr0MQTnYsVkGlUjtLqemL5zFZjkz9Yn3VgjgolpRyJTFgdkOoSiNF7gHXimncoDdeCqbRGdRjQVcE1RstN1ZxQZTCbpdjW7t5CbvvOi1Edlt/MyPp6tkJ1VVAU5YVc0NvrhR82/6tQt9Ej6otRovZUfhkNQgvRadOZAyLvisDg8p9E0SATQ7ZlFC71EJIbxyThGvW3MyMxH+tmCJ3vqTzwjFGRJROq0JmWZjYXdiFJfOefCmDXa7ra6jSIYnVkWoYLZLPtVWXOZOEW5uzMpR1WaZa4yxaZlfWMHK25vgh08HRcDsrpGyaPq8c/NrovMv9kNYSrJrrSSWP1gPQjq52aKvDmQoem3hyDVUKV9fPNtIxOsVWv5kpV0H0XAa+M0XYh8oh+fmf//kj+Ry3alwY6Yywj85v/uZvCpflXhsjx9xgro5eMvUvmG5htQBr1bm8CXAu72XVAsmK9aIiVL9WAofktApFEcdCFtFKmlzcDG6SetPXUGWD7FWR4uQVdmx1dDOqKQfCIPu/JzA+Fx67FcPvtlCYrmxsVK5kMzeK5xCu1iu8noV1dGZW50ejQ7S5cg7b3bPyeXJHXBJ0hb9AlMhDbjqwO9Fsz9KMV50iQiNfWsf3BpcVXUUjb5GStxnxkP05uIiTVMeFozb2fNCf0VUDrkQkM4BIjsJrJldB6DJVD4gpj2b/0K8JqXpS8L7rBUmfK7VYqhj/QJzTYr62ypvr6y2w19MiUZudR/YNmvl/2rnusDpN7bA1AOt9qR9jscA2qZRLuaFoHtJ+E9evGlri9NmJcCpIQpTnZlrY6a4hXlUIVg1Y3QAdgdb1sWQxltJxRluz+0KtllonQ2uWzF8DibeSfpPz01VFXsGYsxbBsuDqtqNyXnTWCPUznUeRPqb65DhTkbf5LyBOUgtHSdqwQhf1c5TWjVUlEx2hFlKBHSunrCJrcitjGogW2XW11gxJ1M6pxjJrArBUb3BDVmxl0BLEgQTE6TMTojg/TE4Dx4ULtxXLlssUkq5OIaF5f3SqxbDYKZqaIPXJytzhecqmz6o5PQ/YGFLPRx6w4iLJ+7UzQxRzpvVS3UsRgyO3tkIBO0wTs22Dxux4p+R9TAc1o2fRWKnTyXrtKpWmTfLesyEn++E0nxD5GJzLMuZE86VGX7VzRmspF1a1huhNk9pE+tpr0mWNssiKoGWcqzObOcL6O7meNrv4audFOxfVOkMEl38neiHPwxR9HXK55HtchlTVmOK9y7m26LObjntTCSKhR5Z2XFGnpqcIc8Udm97CirzMKpqGQNksZS67xNxYqMBcrY80hZBdzdGjjIRpVr3B9Pyvwex6G8nISToiJcO1ju05HuiUzfu93/vNkVrpKGxubmJnZwc/+IM/iDuZpvmpn/op/PIv/zJWVlbkO2ls8kddknth2z6JUV5VfqZLuaZcqLoCkdOMMKP8S3etFaEhmWiaQyHvI6eCTg0l06vjy0JoerBlodIy2wbh3iolUPP3a54Gy3opLVRPjly1MWyv4WwQw3JzcUzMNvs/tKSNtmAGzEMTabcJuxLhoQNUV3DoCTjFOpiGqjqvJqwCyFJRcI3ZAgKeLKrUVzC4CdWLdtMqYq5cu0ywOkLUUuGmYSI2W9LbgiWaFpUfZYGmQ2AKt4FpK+I0KxWOUvP1ZUGtCKs1H0BX1MySRajTAhXkWxOH5+oua5B1yrgzENuuaJkkJrU7GjQxs4Ddi8Q5UkNNlJVPcVHq+tNUNzdrVnHovLFe8LQCpTAt4Kg1KfklaTeNmccWYWqAyrg1aY3y9NNxVY2yZoZOdFH0iiUcDMqDyyakMHI7sJxAIHg2EzQtD6aVQmUs8TSQcAFuKSh72qJLiKuCnHEsCKpVjWBuzA3HsNaSncW41UlVk2DWap1VaJTX1mOnJZVWjUVbdjM+Gz7jXKD/GQNHw+WyTU3RDaWDSaZLeoEwEabG42ZtGU/Cvqo1P6pbVzvs04NxU2AlFUX9ahSKLwoxd78DyI3FknQYN1jtxLCqgU5yLpoo2rG3RLVTexcVmpBHougqDg0vU9aBOvEzO778n8/P4ebDSpuZ7sSU7sTvq0tQZ7uiVIn5pYlE+B+s9KvLStnQjXV67O6rWyfk0tpWs6z09dbfwYHLVEaNcuiuNVL91Uw9yYjU6cr65Jq/n3JmJbWn7ynvLTlSTZu//hkSJOqrTc7S3Fuan2BVHKHiOhqRUEo+MLI1RVoKAEh+npYKa/K/Tg/OSq7rMeywhUXVIkJXtC2StKjPgmXnfE4sNmBn4RntVFC6aj2lY0eNpumnhYBN/R4qaDJvyGfA+aSr2Wa4WsUvrLRPdOVTRcSt1jAiRFIaJ6n82Vjx2V7jQXZIPvmTP3nOISHZ7pFHHsFHfMRH4N3e7d1wp+yHfuiH5E9+z/7Gf5/zOZ+De2EF+wrYtvRo6UgTuTqihED9uklY09jWXS8itUuiHwE3LJ32kZbwNV+L2hUERe0Z65LwMb+PUV3TDWPemiI+PYpEieiOwk5nHbnlot8iR2JRZZTeFHNlouOxjTzz7BVxrOJ51OLWsiC1fYFXFVn/nEr2RMqV7aJVTSYy/bkAECY8QpOmsbJkplP5KVqp0mHel4ciqU4Wd5LE6nOp4yZ9B/nbKcXT1DVKnM6DbkcQJ10dqKMuvXfV2+rsRJqbqT4OWfjV+kxnxGxNCbtcJogFba6cwdNDtgXQUYhETfturzgd1YPkcXa652fPqhsBGaF0jQZRJk0voux8QUygDavwpEKB+3+NNjGHT02CJoJQr/qMynhHNFF6lmLg50jEYzWW/HtGB6mOYyK1DGmDXo0IOQ5jUd6X653HYFs5un79YTok+lFQG5IOnqQ6iKZUjrIcx6GWqlb/FfXgxldyjmiFz/kMN8cOm5c51GtgZ2f2bmKOXevd6rLlQwYU0Zi2iKW5iNhTjdUnnRRlHGgV4MZH22wV7+qxpX9cGI6uwqhdHxIxpV3aga8sYRucbWwY2MOZxBdCJqicqfv9aW2axgXXaKBMY5GV1+iTdgBqfpVWhxUuTvVJGVt0wPOasTG/c9fbobQREMVdPuUCY8tCUE0OPXN1ithymQZhumNevaLpXhJxaG4L02qWxV6DmNMK5X6xA20jZzH9Q1SQGwFKcw7SuROnl8GOkwDRDKms0xwMRArTgVejkHNWjbkSaLkRCUe6qV41J/utliYqV2o99arEOa5R4CrNMYVWZ2iFuAsspdcjgR11Zt9aOUpsAjo9aoVe83v5DMkTqhlsdXpxHl/VaWHRvWlRHDGBGs3WCann0e2stBpvRQxnAcM0tV6/kwqypA9IcUB9lYZ0L3+gHZJv+IZvwL0w3Tb6/rJaeIw9a7j4UhpZHFZCxi5bQ9OLbRqhuAUTcxr1cUHSpMnaem6A0rGhsppqOIPUpQyQjkYV9Dfqdxo5dy4IeoPZb6J5UUcjrMJgo7ppmqIStJw/RUEFvFYAy5kAQoxjVN1411zfjzqkb96F2h1jGWB9VJ124b3zWGos3gArSjTsLFdErsTcDaty3tWfrkMyru7T4Thr0jXVyVmBozPPcjrTXG5jvayiGbkflMIX+WpdLTRzgSS2kS20nuuSBrByrYvH7Z76FE30ZMEzlmvh46ojxKrLsZTnClqm+wCxu+pU8qmxk5I8TIdEEKWqJ4gm20mDgMZ3VpUMomJbRVqVU8OU2tzznD9LsSpTL+dBwW3yPLqi0dBkBelSzelTFc5TlQ4jKlRFhU2rU2peqZ2RRVan1OR6TYoATm/fgb/pY1YBgJy4IwiQkxJlIrZmaRJuQ+5c0wy1EyARuJBF9UKvBb8q57+Z/2vabCIgtVyETgs5IUNWy9BRKTWpk8qsdAQbsQTsigNFp5tVUc2MOSNn/l5k9apzlRRHndZqPqUGtUqYFNJdUFcUVRx7+aeQhc2ay6O3w6kqzPQ6Zs+B41K4I1WVibirRYnC0eJvghyUKbwiXLh1kH3CwKo+bL35jt0uzrNTdvMWNm4tU21E5ESptxvC8HPdA8tmR1siCDMWDoOx5nnzX3SK6azrh8sLZzCoG/kxneNVvaOmtDRpKKwFFaW+vmnTahiN/OysOCjdM3hsn8AYNV648bsJuzjvHyIsV9drf3Pc8t7oRqR8yrr3kv4ufbYFK8H23dMZxjsL8HSpfyX0VjVuJWJoNN8jqsAUetwfFD9gHBKqsW5vH5Sj3dvbu6NKrfej5SqDbZEQxxGqoVDTTYQbwhw5YdF52ez9C7/eKvnDxU16iYh4j140yVsn2ZNOh4gNlSZi28N26yyudR7Fle4juNZ79MAgrhGNOZuStnQVBSOT1GJr7ApKbU6dalJSN+Cg6WiNUcuut4KESoeNz1pVflhijqqZ39y5yGalHR/f0wJCorAqMHUKJV3/eA6MiPXr9UY3b+UswqqWPm91NPU3Dqx6C63p3FWnIv1+CAFTxpqEPGIPNSpTC841z2e/MPqiw9NxbGgnNIiuNaFY+EYMx+v25rXTNfO9Kret4nzU58sUQyV+Vx9RL0xVOXC1+ZIDwTbqFPuqlBVmB26UTs4SDBpFZknh9Luqa5WP7BPUqkFikgybQEbTIZud5cwhmx1bv8dvz7QnaLEgGfPW5D4wtaevpd6gCM1r74tIxvQZCHJXJ/ioKcEos+aRTDEJXUrbdBQ4S9n0sWFyjxrKnvXGL7B/4cIkCpoa2F5bnUMmK3H4uXHJ82i+orks+pp1Xdy8zbi95KTVsXA9F3THV7nPue6FJW5I2W1m2aYO6oGHUDmxtY06q9Uzm52dawxFu8isdGcaZ1b9f/Ys6u9gye8io2PGt9Bx44+U1ptEyHzNMyNJ3dZrkCP6LLPTnd1BqlabCNz5tP10tVMl3DyGy35ZlQKw8HCqiq4Gz3TuOiQYMboIWiuIbFc6M+9fTmajhOW71dgSh45/YwXl7MLnnRORkG58W2P9MQqEFdepXvcoiDb/rvl7UK8H3CNCx5PO6fU7YhFBfIAdksOQCgqQue6McPQwGFUMZlbC8jIhqebd2WKlRawOWrnv7vdba9P8P3UN5LOV8idr9Sm0wzzpyO1K9LWIXFm5RmI7Hc0H0BtZE0qtzr2aLNoRqeOf+RnHlvHNKLi+ak62kdPFwG5jz+k1dpt5MJh8GC46NzKywktGzcIrsaWEuNZsoODSgZMXmXSWpLKyqVKClQWnFm3SOWXhw1TW3Nb23zlGxXOvWEwRUCBL5+6lJ0Xj6utc+PwG2YCTFlpj82YF0L7fMjpkhcjIW9UbZuNMZxL0M1NzTyODWTlyuoR51kh++p3yEnsh0UkRqStBu0Tsq5GnrzjI1ZdUCFqdwpMqkCYRko7O/LnRiW7C/HMOSI12aWio2rDqpnk6a0WwgRGxVCcZQLTavFOa9ClaH3M+jTH3jPbbfgLzgedfPUspW57OCT1vItvBqFs5zk0TvtLiB24XHax5FDPT31Zv0SxHnbsRpe5uPP+idnunV7Pvsma1YhXaJCrQ84cI2N+HgQY1WtLaOVXY7pyZui4G6ms6fNBmLU3krteIufcLqbgqs28sZSmrzepbVCGk8yOkMRaMRmDWdG5rnlUNmwrSNy+SWB+JnDo5hkGRs9lay49Rb6duwrkq5ND9Nn9za9ROk+41ZjbVQuHY7viwWzOkR7BI6gt1dRUjuYKCItaolqSNdJ+vOmhpIuS1SbfqRpCjDqy5ujJR1p2pB1M9EzbcE30i3Zpk3Olhr6crq3jHrAPVUQ9Iyub7vu/75E/yR37kR34EvR43Im1FUeBNb3rTHeWQ3I9WL2TSUoqEL1dzPBZVQuw3NsqrI3kyx+fipobbLsSxxqTQv9cS2Lo1e0UjFE7aLJIJ3ZYodOp/1goai6FnbrzMiktxbOPUpT+NpKXmMv36FKo/mc+sGs9Lea307Zl79+xbpeNu/Xrl1UuKqsikMkRn76vJpmyMWx0YqSZYoiGyW09uL9PicHNVsNX16kqIirlficjtu/ADDsns7ik4qTRZR2yxp0rOGlxZTKQVVpnKua02FkDJktU6EY0r1z+Mlma/YrpH90HR91+6tIqWjAXfriI9Kos2Mm/7E1+MiiSCql6cG3M1j4lVEPuuVdRcK8zf6FCdtoQK60Ci0tOZHqfWI6kPWyXHq1OXZfZA1Fg7uov1D6QDEAmGoo5Jq/kR5M/o69zosuN1jvNjX8aCjIoqhbbwmBrRnzMtFF+lkGqHSiLHmgi6D6EhxCECZdOLl/+PvBXklAwnx0vrbWk8kaW+ZsWhmT5L/TkHPemjxI18r9PFuVAL/B00CwW794kTWYcFVYM0SbHOR7fNU6uxHvmnaNvoKxM3gYRYqxrDktbLEHYdXeouT03Pw+ncrP6Q0vjKP2WFh+cpaqHJJshqQelXXkudizJ1IR259XPVFndm+SRxpo+Qwai5iEJCr9RNmucj2ifV4ib9pGoHpW7/0Bh7utyZBQGzQIxl1PoEKqSBqBFTG/wnOx8QkaEOEudStXHLekQHQkTnZidPXQ92o+QZ5mTxyw2r+DYSi1QS/ZRmoEaME0OlrpCdJcUqrYDY2HINjwSzUvlmCFfO3x3hAvLZshWAxsvo7PA89TiuV7f6g7Xsf9Om9/RBc0i+53u+Z4qQvOENb5hLzxAZefbZZ+X1h8ocKjayjl0nSfY656WS5Uw6aWxHTTPmUg2MOMl+21l5VJQwdVZwNsu4vFCYStYmnReqInHdV2Pmf1R8irpHxA38oVl1gzYtBaYFlWrTxbxV5NqAHGuCHpEfJpXIudAt7QmDc3I3vucQwFLn7LVyaH1XiHiw5Xn9NhFiE6fA0toXjSPNorZqDDYauOmIvVqom3nyE+gD1QJy+p7W1TtamKw+DnuNzCu2tZCKzozuPVGnV/QWoMus69s+aK2iEw9kwasXFd7XjfbZamOhOmP1XXV31Hk2avNkD46zo/hWJB5LV14tPy9nIAvvrAy4PuIsJ13CcmMoIdTONrJFt7Qe4fJn9Q8ievWhhZ9SHMIg2TduycvRuhUzJ5hiT823zR2n+gejQipaLjIt/HYwpySjhhugdATmo2WR5mzb1xC+9sZ0WkVNnXbLjuZ4X83zi6nOK++fPf/DUAlR7pS/kOB98PfN6LouFqvYMNNDUvZeURisgVy11vuIzFkAKTVTzVswnYf0PGY6RDaF+wQl1EyGsUm9F621om/0wsuQ4Ez69DB6p2Jjw5xuAEUFudm3z9+DGkmonbFq8aG4W/1+rnO1JtEUfdIXNr33WniO6buaaF3CS3K5x3QueThWzLFTsiCMMvGoHlti4FFp20Cnlv+p7/+Ca9Xk9eY1GvBWRiIVZ7QihKN1eZXPY9hZFxG2ftXEkabLt6tKG1SOTcNR1P3PuN7OKjVpLk+O51ctd7Lm76temj7IB9EhuXDhgvz5kR/5kfjFX/xFnDnDRtsPtzXdB+2dsuKiplDW8fphm8N+DUj9WnMA1RNA+iBIHwX97+Y+S/MMJnWOy6ae/1YtQDSfktBpHhqRnwVnLlikjkjIAE9dSjArURplhcGN7FB0vTGhqOfAOSopLFEe1doQsmQ1BN7qc546MhIBzXQA+D6mEWRyVwx6ay6yWnR3SHbUPgA1QrhJFRVyoElp+sj7Tn7fHWwes8kZ0VZD3fvfWetdUPmSpd7UVWDflaOyQQswH3k+CRvekSg3l1ZpLq+a9kdthll5q/4mLviOlPjoV1kymmZulYaZ5cvnrr4avvN+oK7gmaNqL7yY+XskhFCmHCoy5nFM+2+1MFtjLC1i+Rx4YTbQ+QyssjXVL1n4oSO8finCn2seu++94lHPIuTZ67NNt06zzDs6Ukc1/TfHsa4c0yhT3a/GoZR8g/vTPAU6H+UR965p7MNDMnwTjdH8GtK+DZREIZtOSY3mNTM8C8x0969VVaXW3LlqrsdMIHHf+TYCj+nXS5l97X7UmtCagMpOwnX2mEFkc5a2pZFl5QAYphCVeSxPeu/UB9eVOnNn7aTIS6IlpSAoJeGQY5o+R11ntv9KVKM0ncRrke6fusV1juzgU1yUQlyQ7b2v7cQJJiqkLp0RbXUPkBo/NKQJmF5MVlRbpNabHRdnaYPj2f7s6/yXN0peWeJozXo/HvJ2PTqnokOQJlTNSGzRGnLYMcnfoFhZPfF5rYtOl9uDFhc64uSqb+ICTKREjrX/OJInXfxJHY03onvKRs6dP4XldFTYZLIvOhzJilYm/VbFGWEqS+SkimQOeahTTvNXcHCRpAUNfY/6t9RVqfUPDomXF75quw1p7soqIGXOiNrJonckXKYJoWUtKLbva2diYAtdHvjePJFwf/pGXtsXRQsJt/Ja5hNcVWNH4QzNvuPg3wkNaOJrbFPZuEkcnHeqmp9ugO/VS/tdwUqNo4pUrayEkxxsST9991SQ7KCJCvGC1+soXxzyJp2kbgNB717IsdzglHQSblZt6kaUjUu4GXpAdWJ77bXpOer2FDPWUnNke0Zrfh2bir3VfXBmRvmApnVqetIcU0grHS+697XVmiX6Ww73bmZPQ6Mpi7bouc9Kg5oCxlRmfXZute22yeVr0LAkS8T+Qge1rixP95SmuV3CFTc29vimUdaAc7MWImT6vd9aRSrjT5ex10hrnTTX/KF5Ir74tkIAXuxoUpvqgUNI2A/mm7/5m9Htdud6wyyy7/7u78bDYnmFSuiBMF+/z1bqYlx4p31njjLzyAEsEukUJWuG9/uMA1yG8IK31PlQCrMNu1zQfRFetrJCT4oFA3cer9l3ttVsYIdLVv9IA7r9gaCgRkQzCmytnoEHf+EVFtNSUA1PSl+Ro7yr+hwa4dnQW5HzZV8H3TCL+e6ZE7Nos1xkdWQy5RlUrzarGQ4z0ZKBiXGLDshswxq2SDLTlUW1xdY8P4CpIVIRUqkTrdVk62+fbba2O6evKaYdvhuRao8L3lbISZ0JkDW9dp20iWMHE7HrTRVUD/3OfV8a0TkTtKoScjrw/hkapN27xQstCXyDLtMQZETocXXk5Vc7DBd4xv2LTEqj5dqIShUY2UR2FrxPNo0bIZJNXEHb1HlqomP7cjPCcWjshlTypVO3aFue+2TVLXYOgTNJYq5/Pf891P8JPAMrLN1vhtEL0n1cd/gTWfq+4Jj04ZXcgpWnc04pz2ure27WluAQo6p0EneR2Q7cirhLkr1tO2hRR6Z2N9iVuTeB256VcldXXP1/zrOo+GmL001CHW04uMIbkRtIL3F+zJiiM1URcBsLJcdl2FrHesIuzjd2BurZw+pJ2nilB1fGc+Og5Cvta1E6/TubmFJ3xqV8/0GZ+AVT7PQ7JOzmy66+9d8Ps6Zg2sNgEW+J1omeaUucIGfX3GgYIR4d8bC9Nv9kpF+JUy16VzUJ7HYwJTruTwsxr62LIHnMWuFz8fkt+vvsSEQeLBhsujdVxzh4rK1VnUc9eC4Nh0tkB26uWXadAuLGb7PS6wYbc9PRqpJA09+x3Fq6yzZO1hPOjgbLZ1F9jb2wEmF23pHjIvDai52vxk30XbYc0MewskZuONdOif6uRjQ059TOL06L+AbNTqUns/lxLPLwFWmv32Pum2q++6Xeb2xaN0HzEXT1Ez3Pg7uCRHzTaH3mIO5/Trk1Xx5MY3WadueOExXOsQ8aV1ydB6s0XJbyN44vHWj133Vf6YOfm13HwVfD3kG31hbFudY09Tp/jDrtpcuF6z8XXYk0OazbPtT3WlRnZ40tp9dRnduk1UbgdXB+MpJ/a+WKQ6y6nKYWTdOOQn85VtkfqZdFCNwFFUsLgh86A3Q46ZBkWY5Va4KJ24Xq9vBovjcl6s9kBrQCtszduQc5O/9Zn6jFg3f/+uv1QrhtH1nYk6ov9p5aSwL5tNMJQek//bkZIrbXW4dnT7BntvF4ONMu0Vwo3SF5vix+VpVGkwCgmbqmiOACNG6awlb8Ts1JiRdwj3TH7QfMIWGaZtHfl6ZgsCV3I2nOrSKQFuvHO0JNfjzet9WsdWqc6MWtuU/V/Wjl704p7arl3UIA26edsQheP+Emo9nfzFnrzHKTlT5/3MO8p/ps5v4pdq33yKyD5Q3Oq64y2P/mRf6xLh7UztNsS5qP7JqLLom75CTU03oqK97I9DedqkVM94U2two12HhESqTiqUn8O3gNB2wu9WYgVBbWdUeSQ770aGOfZzls9ZHEcpFKI7rj98bY/23EJjQz4mirYlL5i6tyRCKvrWDPpQRmf6/RAxHTOgyNbKaiuGVX6ai5jsxHnL9OC84q2WYNBOdN1D9NliFX6ZnmMaTtQc3O0kG6kKPrKxLnYb6sWtzSohRxuoPnNyt5ElxL5p9uwHkU74YbaN2nknD/hErO+5CuQ5cv0X3R1OAFJzSH/Ek1UjUxx15PxpDZyEExHbTIaoRIerWIsKOj19Rqbtby7/vNTWzduJB9kryad3EwfXfgpA8x8Q2q286qOteMJNV1/jBUUL5Oh3p12q4Wq5SGjdJZ+OB3HoZ8lbXGzSHhBdca6o5Mj9OQOZjaPg2d+91OV5HyfWZZzt4IB0WTWN56s/HpYSYbJ8t86YjMKTnue1Pzn9VsajoEktZodM1dZKJlcZxzMrVk/Q1tQQhPJGG6sTZ+zcVc8wxuzuoN9KiBrXsE6dSAdqJmJ9BcaB2DctXeXAVD8/fj1sEo/ebsEL7IIXyaG5mgPAtSHU1cpUm0PY5NsYRG7uBGDqzOIjURiCptUvVyWmRN+m6/ReG9E2obHfLg57EQwfaPejty05AfqXSuxLnm5tRhG1mNSk4dI+1iNBNt0rdJvKfFRMTZ+zQ5uYJJqt43x7CG2vJhphbqchxiPAeiC/sOeGAj3RcBsNlo8wazC/NxgrD5ZFc5l9KwZGOf55uwTFzGc8nAhFod809VdwjWekczaYTqu46xUNtucsPKxeYZ7/+bXG9T5fi4QUtli546j7C3yqaZ+7gt0kR1do9OW87iWAjJp37qpx77gKzAeVgsj9mgLofvesjFOZ1tzuR66DF4u12Tht3EofcLWd2q6b45i21aNmzn+0r9gEGnCxbnTF2PRr5VOgkXGqKePx4Qd0sUvcOaXe07twV/a9rRtSuMjixpeuEqKiBq6JuL7lT8cxFQccxnQll2w9QVDAtUYk70cPcDU8aUJ0Ediqqj+QKbT/zo75wriW1Y6LRRNsQ5dfR247HUrMSZnm/jGPtNOv9WVtjSfXDuO49n85Hx/s9VNRU3PMRUIK1BtJ0eo0FWv9GcGrfb6EXzKbzpMzkmgMXKmQPncIPqq9q4YddNIad6NSdhxFZOkejxLDjtk+x+81hkM1Gj/5QGmg2npdxPSW4Mdv5uq3cWVqUoTY0dqb+rNJmEPs37ZtdqzkQtWLWiE25CET2C51F3h2YbELOpOXQMYxAYERGqOmzOxPZOZhZbGR34XJXq9RKk+UzbiY4zuTdNY+HBA+eQsKPu0g4aBzdbcA3aqyKTTtGsud9XpaOLP3ur3w04+9jix/WGD9t0bsYYxR3MUteR4mKnoV5qNAn3EDsoLiuoSrwuV36CMzwKuq4B1KPy31zgdIVO0wEx2YyNsqI3aSUj1GqjE6C9rPr51JoQjQ3oRkvKfo6e5LjllVrDo5nPabppx4+SJbpNTjZ6ufnVisI3M+Is9leaO95MwKpp+zOC+2tcFm/bmo14+JU0lItvEEbfCCkKXO+AQ9L8lvl/778+85bXDmlDX6ETi0L9Gx1PxEclqj9c1fm4FleplwPfcchWJPyYWQup6fmSTUMOTNOkZVFFISkrbpZV6q7Bs7r0fRyeI1CnkTfTbjks6zx7wwzXqVe1PjutD6QDFvY6N7+HGvsekG5mcdB088R5I6p7muxYKyo76i7toOWFZsAfSZQ6BOuriXtHWQMdP2DSUGrBVnWjFArhQgoWNe0oCP1m7U5MA51TbshDN5apelMo2yls92RLdpOQJ4vZgY8fzEVzsxR57tvkZdYphVpRIhc1So1y7Jc+P45pgmKlctr8niP2Ed3X+fAlQXMgjm/cMNqZltW+fdbMwi8m1x546QiHYtGvWHnWtP3z5bhGYnkR9mCdlJzVPMYtBA9NblNtR5eBL47gPZMy+LXLUNxGFdAj+BtTYvPBuTdpdbAWxxKgkGTdNIoYkqivEby6U/YRE/MmmrYylXd0h5jZHNpcO4NOkiGzKCVwD5wDA6fKbjrEY4O95557Tv7+qle9Co8+SrXRh8tKlSN0vTs2II786MKF5XiTq+7HYCyAn09sN/nRk94WCmUdx1Tr5LFbM4KXiGLB/qNV4Stp9eqaCeU2j8HlJpFF8tZMmiuKxot8y00dQ5M1eVUnWARvAGUs0kA5yqZKp7eRqVZXhBlGDrc3jzpo3sRJnj5hr/2CXLdGrGvytUSMi6Wj+WxMnGxTKtE2WMV18o1ssSLOIXY0R3paPUl16eaZOOYNxvoJNvv9WOnB9qCzwRm0Hd1FedFXsmzbqun9VSPIihzsUZOVgo6NpneHoQ1H2d65FmJzFR5VtI9hoeuKGuzNByrmEbrIR6PFp6zI5uRzbzwe47M+67Pw1FNP4cM//MPlh3//zM/8TIxGunzsYbHeiWpk7ry1heF9DGtKRZ8Su1Fkd+cmgaFFzJSSPD4h4EXvr6Wsm0JdRx/28FweIeZuevxqloNmNkocb48dwZ2+a6bLj3WlBTvCLnjHsY5z85Tpm7MZG+Kgiaz+IcZqqxvXJN36vIgXNEXd7pw9eD4k4p4oeLn5kTLa1/W5aW4nQu4d79hlw0FvGRZWDLpVjcqmmxgLRMxIsmWfo2PbLTwmddgh2Yj0kBYJtWVVx/QH1iH5gi/4AvzhH/4hfuVXfgXD4VB++Pc//uM/xhd+4RfiYbL7rUSpdcyKjI7Ske4hHUXuikkeeF5fe2qazHo/uXqLu3Q2bSrPfszT3t+EsDbBNU4a1ew7NaZ9RJ7hJuDo02AinrbIQZ2KiC6WTa9tGm9SQvwO3yLDTUUj5DBjX6MjbVradMjxF3FMpAficdrOH37curdK0+iMO1V10J2cnrHlIjAXc03qr07axzsBKqKy8uZmHI97YSYRtWPaome/3/IHtdtvbXQ+fv3Xfx0f+qEfOn3t4z7u4/DDP/zD+PiP/3g8THZjOfQ7Y4elpGtRtBvZnJzwndq0joPTH3Idi2r1KRN+Pxv5Er242Zr8btt89YLDSoN8vonacezIypkTHou9Pm4Sqb6hkXC4f4RJmkstFltbxBO5G0s1K3Ty+7ShyCKVjuN8Zv4vt99E1j7ZP9/1Fx6mdXTAGtI+9Advb+bi4F07SJe9ObPbB9VWTxGQfct24jl57ty5hVU3fO2h7HFzDwZL3W9jv90LX5hR0yKb6yZ6G+6R39JNrO5X873WTTtNt/rc2OyweWemTRlv4ljH2We4KRxnY0hbbDZ5+3cuEroPs+Omqm58b27veR97I72vbXZP7jzicAPyrRCNy+OXSZe38bGe4BiWk8zp2Nxts+7jNXORnXjN+tqv/VrpZ7O5uTl9jX//qq/6Knzd130dHibLTlibfrtMl7TdvM/Plul308pFLYMfQBt0bz6nfFAR5PbYcXoC3YnvlWOZwPAQLsCtfM9US2PhgW/PFdzeZfxokbIb2f4+NPfKWIUldleQ4fLoLrZmCbMbL9S5WWTWPomEu2UkvlMb5E48wXK/UN1JJ/uDkLL5oR/6Ibzwwgt45pln5Id2+fJleJ6HnZ0dvPGNb5y+90/+5E/wIFtiseXRvbHTtMXv7yBavXgTx7m/eCX7NQDy9Dh5++M9V3VEE8WT2EmPclvvsFVAuU0K4a3b/TsCjrbd3iosnKxKqbab2Wdu+BGzkMi9yO2TrznHfQh3mp9jsRbndiFit2YUUZt0Zrolt9PM8lZWxvLBdkg+5VM+5c6cySm0xLmdS+3DZdaJYcz72R3RkVCes4PtYVPKuOtpszttTje4kUi/qEne/mu/kZbG/Tcvc4vVHSezO7mJiuick0NFrWMjmJyBntFGUWbHUuk9FXabpo706skOr3I8yQwo973/Ri0Djjo2uWQPtEPy9V//9XfmTE6hWYV7yvzP+8d098uTGRUv3TvFkryBHWfJpsrqaR8PVL2431G5+9kxPUzk635NW5JEmQXH68lEKUb507h1rZ3j2s2q/N4Lczo+suiw6qB7cxWtY1Vb3T92S0XKvu9D7SORra7eoIztAbKW1OSzmVFIjB2nxWY9R++S3Za5eNq3+hvbaVl4j2tU6Tlet5WTGbu/LhoPd7qE92aNreoT/3Y1Yrz9ZkmN+P1nJETnjgWzNE7ULOKeGTtSCyJ4a6ZyG9aC/kk3Y8fq23Qf2YnP9sKFC/jET/xEdLvdaWUNf9bX1+9Klc0P/MAP4Nlnn0Wr1cIHfdAH4f/9v/+He2UeMukEydI+070/J/X9YJYXwzhBff2D6FEYD6FDcqdMOySL798DwOu7607j/bp2FVRnln5Ip8fYN+h+snzadfoBRUioyFqWJX70R38Ujz322FRW+G7Yz/7sz0qFzxve8AZxRr73e79XNFAoYX8vpOtLdr8UjYHTg47Q7vYQJfvbaVOj41YmqwHLW1Cjf1/Z6Zr8i6081Zd3o3z70m5OYOue2H0Ked1P1SwFewwdcTqnjetzYofkz/7sz/DmN79Z+tfcbfvu7/5uUYr93M/9XPk3HZNf/dVfFefoq7/6q+/6+aj8ZntePox2a3fKWND99X40ioGZ9v0ZcR7Lytv3TO/UUricc7fXlvfz3iit3pY5aOj637pL+C0d6z6wE7vGf/2v/3VcuXIFd9vSNBVH6KM/+qOnr5mmKf/+/d///YWfSZJEeu80f26nRbx999EDv1/BzdI0kNnzyx6BtZMEQPdSXOjk6Sn1UCz6N6p74nO/E3YLzXOXdkqM1Vn2MRz7+y7+v4tj06h2b+qc6Iq3g7YWDfFAIyQ/8iM/gi/6oi/CtWvX8OpXvxqOM5/Pfe/3fm/cCdvd3UVRFJImahr//fa3v33hZ17/+tfjG7/xG3GnzDVLZPb9A3cetzfNvWCua4b+zS8fnHR32yxVLOzpcbjdnw7hg2aJ5cDe13Z+aQ+eOV6CLD68p81psjsVLCo2/rTzQ9d0D/eyncVdcEgofvbiiy9O0yY08kjIK+GfdBruF3vd614nnJPaiJC87GUvu23H98oc5W0SsHrgbXmbHjhbPtKlLa1hhonCNmFlCxDSBajp4YdRJ1ItlqDYAJwF33vaGmye2CH5vM/7PLzf+70ffvqnf/quklrPnz8Py7KwtbU19zr//fjjjy/8DNVj+XOnzBRyk25RdX/Lds3bvTlTrak4xZNO1zxZ2k3Z6ZkTD7MVJtHA4703j1tSMXd+J8HgyaPRw1aeILZvYf09ZWtEYbPP9q2f9P/P3p/A2JruZeHo877fPKy5pl177967p9PncDhwLmD0ekPA4YoSJcSEcKPBoARFY0wMhgBRERQQJRohRoWoQaORGKIhJhoNKF5vJHoVhMsfOAxn6NPdp7v3UMOavvnm+b3ft9a3Vq2qXbV7z71+J3W6dtWqb3yH3/A8z09fwXkRkz34nJ5iz9kcvLJD8tnPfhY//dM/jddeew1P0lzXxZd/+ZfjZ37mZxZqsdRA4b///J//83gapp4xitezZkR4N2JKnKiCKRDtlu1W9TwJPj2slYr8sxf9Lp9/K7Ve7QB+jtllDn+cw8/SS6kDZ9p+NFihF2AIPa75rh/wHrLEx/NkV95Rf+/v/b3CtHkaxvLLj//4j+MnfuIn8Ku/+qv4s3/2z2IymayUj56kaeu5kOt5ilY7H9WGGipVTa8wQ/OnpNDaWDZ9tLXsx73GMpJ9Fqywtk77i2DEUw3nJ4iTOexLdlT+IJ2eSzby040y7HOWKnlCoNsC+QPXEasOAJ8Xu7IL+0f+yB/BX/yLfxG//Mu/jE984hNnQK1f93Vfh8dl3/iN3ygYlr/6V/+qdBj+5Cc/if/wH/7DGaDrkzKd55g4Pnw86/oYz56VhQXLvjze6GmLslfn9qhZ/+CzEdGVOeflkwcCr9vjeBTsIvy8WW7r50zEe2lhNscgOZXvP7gO6eUsQyGbkzg1z8meaoZldRZ0+hi0cUqUyCoTpF1EF9iIK3mRHBIybGjf933fd+Z3TwLUyvLM0yrRrNu0fD4dEWYmnn7Q8Qzs2s+pPcjnKZJnZ+t7LMPsHGGqbBqKTPuzaKX1jIonPiMO9LrllgWbJV8vBebPlgfKtfP87C6vtb0HPr4SdYUKmU5xUS60fM689ytfLXEb5309SwybJ2FF4MgTZFqa9fLnxR6XPsRVjJL7L5ydk6JOqqefqXiRdG4cf/ZAEDn7gTxLaprqWWY7PPDSHu7aP9A916/XdubQV2CdXMbi9PE4rdaGPEXzDB6XW+D6FwfF1XNWsnm+3KdnzCzNtLiWWieBYU/bCDq7nD19h+RFM077zLHk0WbV1TQyrtKA7mkmYEkxvMowelwEvEqzA8vFll8SzEdsxOO20n7w9W6NjnvyxEpQj8tht7C6Bqt6HliPKSWtH9A1vVTPh6BkYw8VRhBI+nM/93P43Oc+JwqqbfsLf+Ev4MNi7cH3LESP/WSMO0H/gZ9rrrUqCX4M4IRPvvRk+sBe3omT+fzCrupXuLnzGX7Lj1TVpYGHj9O0QBOfvqN+XnnH9mYYJcd4Lxw+gTM+/fWhQAHrme671XpGXJwUpE/LRWHWs7YkmGe8uq2WjobN6sEj9X0rCRAqFHUn5M3j6xlIhj9eh+QXfuEX8LVf+7WYTqfimAyHQ1FRDcNQGtx9mBwSW3tQmArX+7IqqY/TqkvWjVQ7jfeEaox8PlxjHnY7rrjBPqW19NKMFbX5hjaNjBVNlkdspHCOTo/xXuRBW1dbBVnqoPLjeRTDtq7BA7EsBN7JgnnxixNK+CPYWq4yA6vSQjaPoHAHT8Se1Y1B8GQXPzk7MbikInuCrEI6I3yjqkS5dn0FMw5Pcbk9Fz9iWwAbrrZNa1S2Rk4BzVnxWBwgXJA3tatnB092GbvymkiGDZk29+/fRxAE+Pmf/3nRJqFGyA//8A/jw2QE8Uq24RlpkZ3PwmdqLcyqdgbp/MHG7aigOtODKG5P6SFfBo/A+7NLhdw1uKKFPYZrri5Jt6weM47iQdcx0wkyZE8FQ2OyRA8oYVYK+ezJSJNbz2jDRcYwD1of/FmBfB6iKh7OIckvzHE8wNSGYO8D1gI/6Gp9fty34RfStOvBx+Q8eRizNfk2ybmT8XnTAbqyQ/KLv/iL+PZv/3ZpbEflVDawoxz73/pbfwvf/d3fjQ+TuW712GqDL4JVteduPSK9QKP1+uTsqjoKlpdDWQpzf5kRuCyu71G2CW+wHk80ot1gFSPGx4CtIoZk489LjcH8BFE2w+74GOUlhAuL3MWTMKqbPot2meWrTL1Hsg5c/JlVW6JuBIVx/rU9of02u2zvpLXrqWzj/qTKeQzZ2UpOlyFBes716fIFd0ioO0JnhMYSDXEktF6v91S6AD9NU+4yI/EsvPZnFshfFzKfhWf0OBdy5RAVY8FRLyrbTF2dnXtene4DWKGpwbB5Ac6PYwTv2YKhkZLS454Tlzz+VUtnT/aVVhszkm0ry7NbRZE9ugxc3n6fdKi1xlyyShUy/37rk2uFwisuKkXqCm5ucd65f6lSd9kexw8xpkp19XpzVSoUD8hyVvSnFcf6ORiS6tlhm13Grny17GPzP//n/8Trr7+Or/qqrxKRMmJI/vk//+fS/ffDZFRGTvwEKqdg0BydCxnhz6I9OhdhE/bgzCShx1RH74pO7RNyoLiWlJknLc0f1vZPjnA/vmhRWd6M3fLzJUi/4D6rB4jHPexGdpEUuCmhKHiaC3Nl5PzVJdP7V31n6hEDKytgZqWIzgGwGBEqI6ZVKYpSVY+1AeYlMMaPxAwE/PHch7oK5qxtG5yUlV+nLuAXD5UhrCwtjudYTzl5AWayHgGwPTypUGSXy/jQKTNqKA9gssiYfiAK7gpX2f6TC44rKsg1rViVj1wt97nIkPzAD/wArl27Jt9///d/PwaDgUi4U0H1x37sx/BhspKeqZ2j0EndaK/++aM6Pp4fqwrrEjewOimfFPImm3ZQ5lffBMvMQZEy1aou0btDiQ6BjWLDElJdEaRmrB3JPZyp8xf/prYtnbovebh1yP4F5ZjFq187dvqIqZ2FWsZUO6fHsKpyxRmrnggQ+jIPsPqAFNWrUMOXn51V04fbxB/lRvaIpvn6OL0qNuVgfAedhIxCdTkaf5XJ81unI68/mrRKzz2iqt/HB3maBR27c49ujDgb9WhpPM9HhuQrvuIrFt+zZEPp9g+tOUoQ1+y1YERxaoCrMFfau/HDufamNd2z55asR2ubdDRMElEtPfl2ynOhBr08RpG5sKxzwI/q6cjHF/MAxSV5c9UCK/NB8TJtBtQm1+ZqjC6mpG1/vrFHyFWM4n/mUbQcbwEcXmxexUXyQV7B5Z+YaDrwHkT51KCKmqM7D9AU2cRsOi+TRFbJZTJquWKRbvW87dleQkl93yy0V/eOwmmGae9xZF6fLR5904iTbyN3+LSMs2FyFJsBn0WZw7G4WZ+/RlaFgqopOc28aWf5OvMppu7Z9zKnI3eecf5w3Gychmd/mOpUPOOqmsNT/pVfR5F6sNwHY1gKS+GsLMmz844vY8+mSMBzYkr6+BjQFdUYm62IU+uDGLUbuJCdp9PBVOIHazbXnjRX3+TPpo4vPsYyE6Lrx1UfoT4MmQ7nMkK0RiYLFO/b3DO59xs/WlZnSgrnRxcfzKr6RO3oSVQBzmFcnfEB6ntfPsnVZ1o0wl7r92NvXmDaNX86g1zgz3Xg6uwIx6nAPB4A9chsCv+dv7Bd5Cg+aHTJadXl19By5R4esNiyGrVSrlGPnEL/oLnOZH6+Nl5ZirvsuMynm5lzD7qqR2XqwtLK2WekWsymc8sF1SbF1PqHzDo31VzNzdxBos8psTDQkYl1/ijLk+CBGSjn0oKSrQ67rMVuvL2qNT6XY2OuUnl2D1q3y0teA8cV94j2QrIO9laVgp1tHZIPjUWUjmfXWscsjqwKZIyF1ibihCm9B0n4VquLHAfcRQCrgjvIJX0J8vafpjWXmdfALpYl2hsc2REbrY7I5zVDIas33eqcVO0mfAOjiw963ZtPZijfZ+rL3Og34GM4JJo9rr2o+7lxaKz6l3yv6bhzLkOGVPNqgzPCtPHlbXkEyXURb3HRzT5g46/OW2QbmcoHXs7Zk1/IrGz9ctPI4fNVH1QYbu0C+Ho2PSLZdDfco3S4rghm1bA1G8WtXg8zgpcxbjpNBrK8At1+QbduPM6r2gpD6fLbRNV6lxtzhXQS1erYb5cp2+f0SpPZW9W+OYt32lQkXcyz6mz5RLIbi8+cfTgPk4lVZxhdxulfOPz1PbIMtBGTojTylkzCg0wyb8rB2PLX3tXSdKWeuzLO1iH5AGZ7HpSqzHhYoZuvThA2iX4cQj5nN+AL6HH1lzhMj0K+j4tt40hwjl94oe2rMJZ79kr0yq19ZSGQCKTepJtJdeFlX/IBqytihM49Dst1qwdbXv95mYnmt2qRWWFL92snS3Gu+fzitP6mEt4KA6B9og125srW1vfz7ndip1fWSpDRcYmxtrEE9QAHSfKRlRbMzgOPSTn/c6rTl6VbMyN2No1fg7SlV81SAXbTjXCdOOfIF5/3gmzm+U0UK+Sy8ZlZry7SUDL/wONoddB2ncuqMPTXco752t9zI17PNBGkaTCdbQdneQVrPzjnOinNt/wQnVS2CmifaVNPpBXdnE0O3aZp3ib+tH/O8a+1lFPO3sfq32dVKuSI9ZNtft5LN23Tby2uzap8tnsobbCtQ/KBrELW0LkuICoQ7X/Fwz6UXbS0FopZF/vBzI4z/16dSDVSRmx9Oz53cddMW69G8KtEYIUomSGd2cjmPpJptPLZrNW2ihv5ppKNUzAqvDrX/6JnEc+5OFRws8tlH3j+rAWyPHMSZk741doAWBpgJNPcX5kv7+Gy24S+6vhauTR1bqlise5aWpwvbipXtU0L/qr/ZOB4rT9YnDeVDWWznboBctjIbSJ3zpoACeUXdXq9OfzlCEXmOi/5uZMyQV5H8w3up9H525zVv2grWb+GtZRQ27TZ5NtGh4h03LxVEiKGhe+OTsr60c+/yPYnVs+iK870c1gdvOI6A2G1pg0zeHTo+HfMEqzv8+0xQIVWNtQz682G87T+sL2BN6+7saJi7qQdJlZSbll1gB+QIbngFW0KQCVIWXEC+P0ahfq8UV2tOXsbsF7n+bWSFTxzfR8UPPDk7Xm73mfLKoWMLBuWV86d1JUMUoIjN3mrVmF+Ru+YteXmuE1eM2kWug12hqO+cg2r52rXF8eO2Vi0LBxrF77hPtbT3+0jL9LJmbOZabNRWMgcbyWQqMqad++d6X/CJSRzbYkyGPVsEinyy7n8/vy24IsznXsv6xanc+yMjzGYnj5466gxGeKQbACotUhYxnmrH5WqgXuX7+tzdotv/4TOGrE0DzJZdCV9rhfZA6kCtloJLBwSliNhnwFvSi199aBrZtzX9RT4eVenWp4KN5r0zAa6PAAbGU59F4V9PuGSzKjKMpV7czVqw9kXaavVU5T60hIqBMaeKaMJbRXIXMt0Z1BXLwss/Ni162j+SUr4uuiYSOInPnJhh5m0PTOMxpG/TKi/eo7F71tZUPuC8aU030ftxqypL7czJo1DQhE7WmGbhyT/pY6COHXWxlmxwJ+pEgWbx9WH5f21ZeZN6W55hPSkd3Z9q84DoW+u0UkJrc76bfrL9vpDd5pjb76mNnvWMQTcIjvLOqyzK5usWtM1YQYvxXzlvfE9PW9tHS/FsvmRH/mRSx/ww9TLpiz4wgukcOVBbnr1jd/KRckqOIFWB5Jq6zOs7aYSlWqmimfw1So4S9AL8wDaPW39lBvGupPCqDxFZodQ7AuhNXI2p6gBXUnVlYjKcvIlmyI/L/pZv4LVfEk2iaHj05WSJp0L/jOBvZa/OD9UbWLC5XLJ+hCbSVWwcjolG9p8EwDnWLDybLH5q405matUiCs4bIq1ZmYDV3DajlG9StKpylUJ0Stq/Y1dVRR4Xhw3Z2fgwmx8xPhU9buXGvxFa8gllKi5uNH8NEFGtdSNd9aKffnwzJ6z4XzLs52V8F454IbrmKOAJ+fiGF49d13maB3DLgtkFh26pnx3DjZAnlWF0mYUjHMtDWzAmmGe53Dg1k5fsYIheFRJypXNpCnf2I7ZoOTZNiO62eiqZYfYokRu0SnlbFlmfDjD+EwujBsXj6n1vHhS9cHSrSkcOLUjx/eePYBB1jxRXj0/xc+5Rb7IXwhOSf549dkzEOEZcq2Quho+P6Pb91wJeFXGijbPqH1f/Pi4nCO2HOGfnX0+yqid8uRSJjVN+5ZPh3O4BSBvcF50IkquOXSQmpHDJ6HBmMPKGn5XC8QrH1q+6QQJJtpqlfTOH9PC9tL8ezLIWs9HsturGUTjpPB+ytoxWZa2mQXXAhJYPqMXziH5u3/3717qYKxLfpgcEi2LRTs6PTvYTLR/caqbLo1492u5ATkeveSNWcsK02oKr5zBF4Er2eZQwludlhy3Vsm5jIxKbk1asXW1RRLAtY4kIjl7C6tDeyWhz8+LlYsUKSeyxPsCqDJZg5ybwXpZoTonxpfNaN0xMz+XwETm9GWiS/a+2TS8l+/jQUep1Ayq2sxyMCWMGjTH11RpTO0UM2iEfAJkEjUhdrWeTq0AWyEqUuRZB4lzH3MksOhI1Oc7b+k6T7ulnZxtqH9tB+K8Zn4GlHmeN0LAnNFYGCRHLIydKQOexbQsr1zq5vV6fXk3sBTnTJUcR/Tiz3kWsuledMwChZui0ZUjL82ul7uHbYRZKW5exG1YF2YYypmH0jVvxGjOkX3FwiOLESZoaP4itwjebDhSZ6+LM+Nw/D7u+RGm7jpjZPN9LAtCzebIjXgDiHbNkWFPFM1mbCuYL11nwngl3KSb7ObqGxnOjnEv6K2sjf4sw3wxZsznM9veqE/EGcLCLL/4jDJVF5j5ZwyS6DNX5nOyHvA61HKzptKro+j8nh3lLIMOpmM51DoAtj0WFkEQG+JVGqlkvpdSDvyfnFrzWpu/ISavPqcGCqeAmrPpaiXjWPiSdSbyIpPhrDVUsQHYusDTrXhSS+dJCD+cM+ZeZIRJ5uhZaPn6GByST3/604//Sp5LM5SzTRtHNxnjxIsvTlHXdT4jg60lrWqvLRxlxZipHWG0zaTDzWLPGGa58a0s4q2AiWlEk7NYXRV2p/fxhXjngTXktJijSiP4fv33rVQGYY8Ny55ZChPUcHlZxZds2mCap2gxKrFYIrBgEeymmXJeRkuq3iAZ2ajWs5rXQ7nZoySVXX8/mpziXqd2LOjV1JtU1dTD68WivWSUdfZD8B0ELnNRXglC629UKSA4rZkvaWjgdWZh04uvf2YpOm+JlNKScYw0BnRi7ocLSyXO3llPVJ/z/HJlczsRLQ7tbMa8yHOkE722Nlr1aZgxO5UNt7a6nMP76pQZUs2yTd0Znsfg3nIBzpWLsiNAvctje7LKhlM7clT3Mf9to41ojAyXafCls7WpJGOM5R+OT7ey4JY51uWxOAcdxSyKGTvVer1GDsuRzNS6yWLIOWuSzXLcNTigpJ7gptaRVYYAvOpQqrqc02TvsHI/2YRj1mykg2SMSiskNp2SZv5enCtbKAFd2MrAPN1NDuPqT814Zqav+XfjnND4TJt7WJSaGnl5SsDLA6qQ2hoW6YiL51WAKQezKuU1i8bw11gqNtVr867N/3ged2U8mPIjv1bZbe2rD7JmoJJ5ZNaCc58ezy+3xvnSmiCt59IcWqDBbWCSlUKrsH71vFobnWKGqb2qP8KKfJPJNVlK+emZi0orF7bOlpnK1eGz+FHjrtC15dt2iU3LH00PsSdpWwzJBzA6pIKbkPykjdK1JEvEwdOta6NXs2aBLaW2ykko+IIzbI4GN0VAZM2f4abJQV7HWpvAhMuFZLmANgOZS+xodiw/ozphm17XZvrz2pgCX7+gNhiyfWZG/mNtFue5wBQ5ZcgAOO/qmvOYzXBuufIMmgu2aiE6w7KoP6uB6bRvvm+lO+163fDyfMFyeFC1fHFLa8quFkGBa9oRpoydoyoTTEW6ufVg18+yxjZpkqxQGco0wGzcQZozI7H6HDYZF7mVa+XyXY8RXidjOxkX1cVTfflOzXfc9LSV1cBPNo40clV0c21VIsrHsnGnVS6RfSnloCXTqn3dzPbxvYmo9lqJJJtGGxslsjxBJ4QyYnz3nfnpGUooN8F2Q0ve72Y7vx7opjkqNZevZktrALurrsHS2g41uzpLe4Cy7ijc3o/qcqddOVAsI3CiCj6C7619raoJ8s2/Whs0o/yS+IvShlPwTMvrMUevf0Iszfxs5sOqcUDLx8Rs5uW2pkURthX9tHFFDQiZgYOMkxaeJMiSMxm8BsvSeCoyTlfWM46wFuNHFqeGodWwmCqMvQSZzpFadLuXZRtTvlPntxlolwrVWPApi7cg68Oy9LPypzX2pHkW6/Dh9c8T8zShzL28veVnH4QNa8NxChIPHGY6lhlc/j1LRyylr1ta6zMRN7S8jhSJjGuOg5Lanc+VPVTnnc9//vP46Z/+aWmsl6ar0djf+Tt/Bx8Wq7TdykIoI+DH0LGe1QSpio96zlPmgLNUflaGQRXoJlNExRyfiUPJkjTG1LMkeCslWIHh/B6m0TXxUMzibBZ1mehUB2wftomszpX9aLnsasleaXwNnneRpC41VBM5VBrRfI651zg8JsKhzT2T0hTsCgqMTUkYU5UjlIyKWbAaX75ZIJJiBs/aTGu0W1kOMYtBjEmFC+jMVnBzkwfy8tU0ZxNhG2vQhiYmleg2s0HMWcENBacrziC1I7S3iS1Ui9kJM4AAQg9xK9LllQjetz5tsySaM66FOTi3/c/yc+ufkbXbWjqPNShQ7reu38i9Sdp59eJNpF87e9xkagSliUibp2Q2hbyykNYOsNYm4muycs11kgqema568oOi5PvNzy729YKfq0zyXEzWS5ArIbF5nnaaIwvpxCr4ypfNnc4IyzmOVcDhSD9X1MqMZqGWVwYgacaIocDsn94TJ7yEbxyyWudquT0pZLMIKrwvpYJGgp7jdG9yDKUrvBtE8ibbAXJvNoVdVHh/GMOBhYmai7CXKxshcVRLx6ZdzDWZOH7HSN6pnw9zMYWUA80sUags2yQ8FJlP6UYBN8JK7dKCLSXL+vlI2cG4npLZcLQ0zOPzWc82yDtoJfjaTJ/296PpCe75Df6iQpjPcM/y4FQs0TYe6loKrVohA68N+ibzUDuJdeaS60WhC6SeBULdpuXMZOqknmfJu1lgS1rrAtdfA4I31yCA19bpeMxF1apsOW0r18jljU5Cianouih0KpbclDjNbqv8KzCV9ddRl0PXZt7qPbPMXVZIIwdOTk0hOlGeXHuTieOa1m5rRbyceU11sU/GQYXU5Wwqlq9dv+AOyc/8zM/g677u6/DKK6/g137t16Sh3mc+8xmZtF/2ZV+GD5NJZoGLVQNOk0kEzDBdoMzzwgPsROIAWVwkCjQ0SloSlcjHFuwNkbUjG8syccr/ZuVyQxyOj+HZVX22Zi7Lp+p/1KlRzZqiQlafIrfSBdju3HszxVTszo5gFTlOvAh3PA5/xicadpaiFNlmcxDWmRvYW+OOSBW9sqSC7bWiAAHIWQVmuV5pR9ikgAnyHM3uYRKbnkkiDSULz3JGynkoI14xgi8lGjBXXEdhlIVOpuiMOWsLVIpgV5OKb+bocmtogejo61QmAjUUvvrJ12tlRq9LGobR4avglDayBrRRL+QpWUytTIdUn6XkJoo0C1dlEVXXdWbZ+Or6Wncyw2kQNJUCUxqQTbPeEiogyOeCC1pJ5rQW9DMmi9ZyxSSQUt6ludl6PFPYL6/xIe0BAXhFhlMB41aS8QmquRQwzK3TsTYlncWl1PAndjrlpzh2mO9qnFWeIavmUHVr9t58gmO3byAaxbL1+oLDItEyZxkdcmYEzc+dwijkLp/48skuogPZwCvYxAw6ZoOS225YGJqlBFMUKC2NwewEd92dWpasRGk5i0We5Qnj/Bt6Oq+Cz6uBF7JsRgyEFImYAYOFRNkI6tIOHaOsrNBLT/G+0zH3UHFu11m25pIqC6XFdH0GTbXSWh2UG6QEMXI9dblibSMUdE9uw7IJ6C2RymPRSMuxfN62egIKbubcghmDy1mpxrDlGXBmK9gVC1IGWGneJtcYU15Z/E19X4VEbjICxflqzi3KwZKNsJErZuUaUO06M65VjGFmkvelHFglnTXu/mb+NdmZqsZl6Np9XjwqQpRKAof5frX4JFbFhpbN6Gif1DxjYZxVtpSuxHdf02pPRZE1BzlN60bdHI7B1UKKeQbN+oUa35fT6ywrDE8nmHfMrDIsTfO3mdy3yV4Rq9Zg9ErLFoAwZgXC3JSSnye7sv/0Xd/1XfhLf+kv4Zd/+Zfh+z5+6qd+Cm+++aZ0/v2Gb/gGfJismUhG5L2OCqWUwFTuctCZaFOvROiUKzb0TCKwi3pyN8cwfzMTVHiFPHMwK6fCVLApBlURIMdFgBvd8hU2jcV4PVkxFq+bqb5c9C+aBUeZf6/J7Zh9t74f/re+fqZk243leB9MqdtZLhGzKYIvn0emJkZtVCaaJU5ZoSvkvoWCgDapD2dwc07Z9bLIclLy/gs9R6VZErHqVG/T52JZc12i1+tFrd78aP10AodAW0ZJjGoYadapeWYLNiVrVc2FaUeCZEFUK8qvRjtkmUyvQ6OarV2IsqzZqk0TTlK/uVjReap3tbrczQWKP12Ongqj0zHCJIWXnhP9PyANu1S+3by9GOYGMLddk/YV4TDmG4B+Mm7d/7I8RnZYhdN6FbcMI7FdFdrUd0f8uUocPCm71coIHEGLzzQ4rAqI6ts9ciqJ+KQ0QGhrWW8irVQRndqcKXxBuJChtpZSb8ayjMk6v1B4sFvUdLmmBe3TnGNJo62dukUIvXZv4jgs38/UW2bzPGYPeaeCPVpSc/kzu577B8dH6GYnK896ty6Zys/oIC7AjOb89lo/qMHxBIPJKUqVrQhvcU4SIJnOfNH1oRNXiqPZXrPO2mWdEYKN+f7bG6uZjq2j1oOfGzxNsqb1+1spX9a6IKsZCZPRunCc15Ufpy7xGEeGTpiDfOajSByRReAas1K+ZsJaVQjyZNG4sFGMtdkVvCqFut/walZLi3WZqrk9GWOkyrUeoAJOfeZk6szF4nerN1M2/CMGFkXN/gEzIUz3ain920WBacYijCPS8+3NulDLoK8U9tHml1qc0wX4hXFIfvVXfxV/4k/8Cfnetm3MZjPEcYzv+77vww/90A/hw2RNNqBVbRUHICzuo3DMSJyVdQ1zHUgoADFToV8WVuojiR5EhTS1MR+HSJK2WJYpvJiooR0VmhTm/tSofhoKIT1/M33aCRhGc/yTsJ6IZ/Qk2t1nNo3n0gjbM+Xb/kvmQjjvRCdEdqzWDFl8v4yGGvXY9aWQiwszIrLxr6AFidJXmHWYZudClENpQ0hsbFoBExToJ6dwVCZRtImojVpuznRAjbc5jxDbegy159Be0JZvvBEk48K0LGU3rKhVSSuKi6XEGVmWofy2nCilDElY8i4Vy0wmlTyYTKQfhbxvOUEhWSJRY2HEv0l0hadvZOeb61nbVAez+y1AIrV02ALB/CvIU3M/tXPEN2xkzxWSdrQlizevefkUDZCZWSMDQ65jPdMIr5U7LmtJc2mB0Dh9MqYqlOUcqW1Aq4IVEdbWssTTlMt5fVykiSuoB83iFw7HD49BSKgKF1T7BS20/qw5YwI3n4r4Hjf1zFWS1ai0mbfElrBUcBapIm7aYmzIEUs6vA6swpRTg3wGt1rqS7Q+iWl5iml1f7GL8dn102wx3oU1sZL1aVym5atkxs/P6fov52F/OkGYUtPHMVoqRS4tG4xDeNaacoYpeZznAZxTJ1zDS0SZWU/aR2HQZJUNJXdZlm30l0xRpRXUcAO12YaD18VsFQOX1iLUOKctVAfnCB2/5jqLzINzysCFawyDNmYzVy9/MD/BIDld6A0N5jOmUmTtknGx0BoxtN/z7ewza1MLGr2f9dJUWSULheWGKl012d3m3GT6qBnuYIpj5Ym8BNfqQhr1cbhVSOhF0YmhAycNJ5fGz6qVXk4voEMSRdECN3Lt2jX81m/91uJ3d+4sJbAfpbEk9C3f8i14+eWXEQQBXn31VXzP93zPGfzK03h4fjmWIoZDx6OufVcs0bT2BA61thxEI6QmKXIO35rSxdRbk22hqE1DHaMxS7J65sbaWZVmspq4oL1YcAOStLo0rzJof6bgD4/v4/AeKZ3t+vny2r2ijRupf9eUay2DIm9/vq01wHKGW3j1YrF+5a24aMPGWi5SyUwK5wKqZKZEqQKWpuszx6ya1JA4pmvNkecqwbyoEGdzqCKDU51KpOblBqwpUZqV1SnOauEnta9gUS1nlCKROhcAC2V9/wulhfpmHKZ9qxJBMUdcTDfTaw03DxPHQ2rZwlhpztlgfTgumr6w/J1PTQOyjKQXErNfVsNCFOeqqbGvK0s2OiTLuzHA1PYn+ROWOniPhdu8Q+O4uszYkekjoMQlVmTlfuSa2VTSZJ7WJcqZiTL+nLlvRnHmG1PVnxanmHEzrBf7BY4lm8qYGnuxCIvlzKohW+SiGF03Jbkm4uffDuZmc2EJz4Aez+nUuwLQNFE8mUByMEvBtirT/C53MFlIxStMWfaTfI2ZY0UWiPNA3ZS55SEvDfNDMCKlltIQG7QKHLI5Ze0YGt9aog5J7jdZ1eb98XcFcRj1ROP92kXezsdJRkiKpxVLoMtMTZilgmMZnZ7AzU0GRgDOil2HW2sIL6oN9F5jkjCLugBGy7XxKxVsipQ/GwGYRXmpEgaTqlzkxbS10TbZN+PYc5Qkrhn7zXhpiqjM9HAp4IrjcW47JyhbJRGuYQIiJ0i+KfuVzDilcIoMCV0zeS50zE7RPz0RHaHB5AQOgWHt/ln1g2zK7cxSGMGypsRnbs5c27IkZthvi8GzEHZYhCkVkCinJiTY8MjnWnhOqQk2GUg1ZTbOP8kis5yzPJJ5PmyNQLxUnQWSoIDBi7kGKVUX3D+MjEDFLz4/DYRFhm46hXdOM84XxiH5Xb/rd+G//bf/Jt9/7dd+Lb79278d3//9348/9af+lPzucRixKtyg/tE/+kf4lV/5FdFF+Yf/8B/iu7/7u/E0zfYoHWTBL8aSNZDBwgmbGg+2vdEuU38mqhL2QfNrx4HLQJKefG6crLwQFjwStsaWdXwZLbX99UAW6wbHoWVRkOQEBabqyeSXnCCM0nNkbRwG05fFui7qqqWutVQmVCZSLKkGKZoMxMsUK9EQMwBLtj8XNSXpUaYYTXGinSmpS1l1GSFKJrIIW1mFomCWpL3xmE3RRYYJG0ot78KkkBcrI6/XgptxObRk4QwL6is05aA1KmPLpBlavSHwU0REuEVbR6ERENNSDuIr4VLrVUCnmEjZzShMtCnOfDsWUllEjUPEjUE2aIvPzIyH5kpMNG/KPZI/qHczgQJxg6YqEwGLQtEwtMhFQ7OSGY4pOoz22i9ZfreqqCb32noOzSJYzMyzFdrptIMqDSWTlltzeictdEb9HOkgaAXNzbweCw4VIuvNjt2Jc86JZfnbjKsZo9BM9DnyBoRbC0RpXaEIPRx34/r6z1Jc5e2KNg1T34kwgOgw850R6cSNI+cC394/irOR6lrRQUob6YzYEAWvjvjnFO1yLMGpECni0OdIO+jnpxJJGwaEKaHWNTooAjRK4xyZ/ESDMuRGxI13Lg9ZF42IFRbzwGir8r+5sHhswY3VToEcnxkVUw6l1k6yoccQs1SD8RE682P4hWmBwLHYZEpEI4Ngc2b86utvLkTGgU1cQz2oFvOwgKVmqHQq5WC5ZwbohcFhSLaN5bGK1FeyoUwQsRh/UtbkpqmR+g6y1EW+aH5pVsiZmmJizeC1wMrt52MQbCZ7wgDOYklXxnKJgptz66/cPMNofCzXZ2QAmrKuWTUWTnSTOKNTwDdcAb1sUp/ZOHMmTclMxNIRzlAIc3DhJhrRGWTaQqYdc//E61lzZO7ErD1WilTwKst1kG83zTmultTp5V2zPFbCYzC5mM4GQMTn6JapBFsydhg8agW/OMWN6X1Q89p1XnBQK1k047GpM3/v936vfP+TP/mTeP311x8bw+YP/sE/KF+NEVD767/+6/gH/+Af4Id/+IfxtMz1TW8S06SxlU4lej33UDJqalK/5N/Lx7gABbWTQd7KHN3cxJ8EvHLjGqscY5B6GyBzbLD8a5feqjKoOaqZxos9p447uCCIt28YCWSlLIhyUkNXhqJXD26mDpebEz17AzatCgoNme61pHnOwxLZnF75BFVxgkkVAdUStGbE0KoaPFo/jLqJ18yp4CpuIHm9WbXTvRWCLEVYTOBmGabo4k6hMECG+eHSISjtGXJGTFK2YDQ4AZyeXLuo3DKdS/l4m07JcgPSWd0vpcbONG+LfxKnMxw5tf7Hcs2sFVPNBrduFJLrVO8j9btS03LLAqUwUFi6MZFYIVFSHYGxng9SIr3VSgrR+9JjiNL0w+UbkE6xOSqLWizMrjAKkjMjcyM4GYvs5v0uxlz96nvJBHkZtfeXlawAWVr8fH9+jNwa4K5jotZl88c6I0fNDEaflYW9NMHn4wSVxWXcwAJ5xLwu4RCcmVg9AXpysaezNq+Ae/YcZR5g6g3EgQiJqiYuCL6IlFUCQGR5j3GgeTpemZnnqQv4FiUD6+ffim7nNjMDtTPBv2+9o7zSCImRKV2UGELhpPVca5yIXkAoUZTketUgdMlBLB1sh8Bt+SQl6gtkXiAyFvI7XUJncxwUJzgNXDikbGMKWzYHnoe0Xw6PZd5xEZKwDlqXmkRpUxpVmt/tzu7i7rALKzGKwIyky2kI2+f4YTkhQmZ7iOYJvNLBvPKhMFtk9YxUfI1NY0Y7mSHnc278gnqgCE9ENkj+dSrw3JWQh9mbwjEsreWAlSnEMdD4twyCjGSakXbMPBe2zezr6niiEfjaBA6cwVXhILc4DnhQLZspf8sCT7dwcexQN8auNcGWIoNuSYVpT4Clc+UhcRzcuPc+Kt+CnXsGwFuHME0mwhDYK6SOhp1T26VkP2QRq5PnT1GyljhINzml6ADuB13c6RSIZhWClO/DgN6NZqxo6cKhhH2d3WQ5hffJUuDizi0yyagfQ0wNy5LcN+js+siTALYzFyeiyhnocRYYrB3zIyYMY2aukCzKMDnGsRcJCFeqSYURk2OGR1nMGHeg9RxJ4MOZz1CFm4UdXxiHhM5Au3zDTMXTsOPjYwyHy0V8kyVJIl+NnZwsF6dHYZ4qDPBfsA78Se0hE1g1jwC33ghXpJyN4iPT7UrN68ipjkolmigkLdkwVZqte71fidlGTMSwQAPUADLW/E+UQshoxjLAwCbNnakKnXyKYXJEtRMjPlYj4RlxFsL1D5FULhxeD+vxTGOTkaFLAUF66XtIOykSV8Nby4xL7qciS8Okr5lJKWxuQjFKArPq2xgl7+E9+/rir+S67RJBnmHmJpLat4sUuzMuCsv37BVUNjFOj6F8NsDgph5OMKyJ+gw9kloEXuvJ2VCBj+7JDEEyF6bKkTNYHL+TzJAIpdUsaCtt4yW6E++yBvXxzVAXgf6BIz6C5ZmIiQuUJFeJW5GUKhe4SEodNqO6eriEhYsjTScvqR1VkwGTDEa9US8YOV4doVmtlG0dwJnNmYthiVQwzIxeCxElE7F9beEEc4SFuR9mreLZKe4HpBea7dIEgRxbNtKSLzZHwL8mC1Xx2Cx7FfC5kcjY5mJYoJdluNtOrVcVhskp3hStEpbOmJ1bqrbybK40IuS4Yl1DwyWdlZuCZKkKeFkKiw6hblAqdQaDPWIoPpUbhou/aBTTxmE1hRVuHEaZJ04nmOhQ5paMNWJD+NxyjnneRR29m1xUnTA36iNW5cCtWKI5FVyLy+vWBsdjGs3RAbblGZkYuxBaMLNDlcPS21wUSquU88ESEK55UAbP1fiTTlHCp0PbeMv1xkq6eYoYVbfOnhJgLFmNpXCcOQZLh5YRYVMtkfWFhqGCn80xsUPjGmtTWuMcTVUs2cfmeFJEXMuq8Xtbl5g5Gio3R7eY4RJ6MbFcdAKZXUnE0Vuqk9bzW8akA68k7iUQTNIiFJJ4wgRtRhW1RMhsFT0gOZW1DHboNKRcpwKDESmJU9FIp76M16V/yquZG4A05d7p1NT9YQwbj855AlVS3ZpPp55PxECxBGvNccxzkGG1UFMkyJrOgUIxt5FZhsRPB48acLw3E4TVpH8ZKyyD1iV0KWXyedHRWzqrHfF8UxTyLGtF4Yo5x0zWKQLil0iTWima56kdNaO5RMxgLpmSzHJReA7CeINC7zNsD81SJn6DeiTUIml/PQn7zd/8Tfzoj/4o/syf+TMXfu4Hf/AH0ev1Fl83b958pNfRqEMusm8ttbFEpdJWe4EXrReFveP72Ju+j0ozZVuySL5cVHKzOElTpLKUVHmQskZ6FnDGwenXWIFm0+Qi4qlSogaDgeROYNQPZ9YMqYh4mfQtFyKmW03q1VhRUdyHqUpT95emYXVdU6ZDzSJeEBU29VWx7RpIxQjMlBSWDJ+6TEMwXpGin9yTn8d1iYGiQNLXhVukbHCWHKt9jjgfo5ufYpS8v3hutJOSOYgcLu9XJWClJXctZNzEF7Uxlm8cBBK9suxBvAcXbj4X845kQamT+cSGNPoU7XPx36zbs5lVO6LmwszNgy+dazkptMKUkKjYRH/MEln182Dqn0sw39/O/BRBMUPv1OB5nFpgi5gInkPKZtowAlgvb65jNDtZFMKYxhdMSCNlXdf+ySwR0aWaNswNlHfAUoOh5hqHh5gffkI2I0W+0VRKBxM9qxf+ukREtlDtWUqZSvr9UErf0NQzy8E0UgiLsaAWdF5jCOq0uVvQRWZfokbQdjmQVooouSfOX7s7LmNRM5KMSoPBbdAx4DNhBsF4yLnLc3LpN4u/T9XKhnlDsVpeR0r6biMm17xbcy7ikxbXIY0sHcPkoOPEH2oHFRs+kqJK3pDDzbFJVNE1tlHV5U6WoCzuGG4mjplovdgsNDkoWAqr1xA+C7YdiPMSqnDhZnU5R3pamS6yDU5l7gSYWJGsMcsymsHipDpYARu3n2mU8r4M86gobdE1mVl+XVHhGG3wCy1rKoKCEamxZMKaMVjjQnQzNgE/DUCz0d1pshXiMgpLZNnpmVMigYsZbPjMWIl+SVOiWjJ4pJiqFKaRJSBxGrfcqefglPUJEynUXV1K6HIOraY1lmnZ6HCGiaFPS5mSjm8Oy0ph8f3KINdIAgezqHZi6k7BXQa4vG/LwrykwF99efIOM3G6GJAtRizLfZwFNVC8Kfm28f4yd9mLCy7m0vvJmARPzOLOJ+IgTTkPK+bzWDYjGJ3K3nxjZnYtEYQ1BQ45uo1OzIvqkHzqU5/CV37lVwq49NatWwI05dft27flv1ex7/zO75QF9KIv4kfa9tZbb0n5hhTjb/3Wb30gRZmZlOaL9ORHaY2+YC5CQJQb1kKb5CBiHD/XR7VscyttWZKnXyDKzSYcpea/Qo/MbWQiH07cBQGZBQaFjWtTk+JlenTJya9Xc3MhMvlcRtrS36ESBcey8GTgj5UvC0eZGQVPLpZeSQltE8ELno1AUX2Kwq3AisACyKWYiJ5jbp1I58wFXOGUU4H11qWX32yMDUg39dyzTktRoT+/C5/hhFXh2vgIccKN3YAK09A2lRVL4dhiLwzTBVgWeGa9tCv6Fw1FmJPPRGVdVGxmpufoVvcRsE5vU7xt9Z01upCWYm6Dy9JdoY7KplDjKhjpCoW6puu6xSpwlw7MlJu1t0z1L34re7nJmBXEFLVWnl5GrJFJw9Kx8stE1lnW9fvJBIen7yLOTiUCWyxodGDsVLJHLjNWIkuuVyW75xaSaYxsOkR+0lmwXZbd61ar0hRfqlhyUMTWGEdakVo97qIq6kjOKpGXChNModRUMiHKYmaPFGDqJDR66eYZ8TiF6MiTIaGQWjm6+TGixEWPuiWLK2bWySyfDjM5pcJcImUgS8Pls2Rmjg6tXJ4p0fAcUnLSCnPW4p0ZeozMyV4SUCAVeevXoIHelMJh2ihllDa686mUBoNshpKerzA2SoRlAquumRhQJSN4CgKy46+WNLzFchUxUsTwyDj0V7DYZqMz4ES6JpFrwOrM+hAXJDNDcFdsC2BwFHyP9FOYKTLA7xzKttA5drB3OkNnkoi+xrTepCSDIA6kIUTz31Jak5fboICISVhGxQYPwgKS0c4Rmm1q3hOp71MVIJMJV7VoxeoMxdg4EdQy8pFqlonq6SwTrDk34x9mk5qeQRT6uicPlSBzWSvqAIVOubwqmxkEI5xoBhLxWIIGXozdSjNPwLWHgVp9rnrtMwDmCpVNkTw68wq74yPJ8DEg8pGaTHaRSGsACvrREWsoszxlkbsYT4aYWxHmTV+wGidCtlYnm4uT6BUleuUMpZtAqwIJy8OZwaIwW2wapK5uqeJyKQWf2DcE4nDIWKAc/Eo11WhTmXdqC/V4rly4VQS3LotzPhDMz/lHRpgDXzJULCERCrDs7UsNlwoO94xLKvQ+tyWbP/kn/6TQff/dv/t3wrJZUtOubgTEfvM3f/OlS0Rvv/02fs/v+T343b/7d+PHfuzHHnh8z/Pk63GZox1oWcg4UQ02wy8zMGYlU8H0SWlqmA2czDyvQXKMuAJ8PcHUHaCYmY3GmpUI1BzK5mJG1CM3RweeXcAtxhQFr7V4TEMuObuumAls1YBLqUdyY51UPiL2wKi4JJkI10xzUhNZN2XN3cIpmSqkBtiV4EUkGmQKXTacTCI0IbHVuAGVdwRgWdCbka7HprbM2jprqsRApKKCyY3f/I1Vd/HsEsDF0hGjLEmHGisSF5XLjBCFoBTybI55FkGTKgvWVwMMGB3UG/GUj6fQpkOsZTYlBuvdit8TA2Ho0Y60WuYSzohWSwYpd1J0NdkrbKDXAOiWwEzDPGBHQkM15XMTiqV2RYiMC83EChBIea3RRuE7M2+BYE3h51QGmNgXRhgjKpMp6RVj0SARCrYuEKQpmAVnFqLwWc4zm5DgBnwyYggkDM0CZtCkrefmofBsoVIKXVpozRwphTgxxmUzL35vek82G4GxWmNxdE0Em7MWIOq7ipkf/n3VEQGs3DYLYOpp6V3DI7PUwcXaXIBJma9QY+mcz3rS7ZQZCCc39XdScmlkzzR0YkbeUpc/sWEHEzilC21p+BSdK6ao6KDR/5ZGwGYTETU3bZbgBdiv/hKNGcWeOJX0rGHBg8/Lz2fYKaY4ZWqqniyM1AkEVsTwNAfiQ17AjUwagI6AaQtRS7EoX8CLhplBajExTSzThJi6cyjXYL9KUrqrHJamIJkrz564CeZZDP3evB8qNstSqoFgCgRJgiNij5Rr8AIsVHJOOBT/UjJWKhFfqxvnGeCTlBSWK7KZh7MwkrnqpMQ61QEEHQ7ODyMWI9lAAX7XGjXtzGljzJjmVAIlhkcpYa6QCyQ5HjqyuSX/dW0C/QWdgUE6RvedHJad4GhEkLmW+SBOmeGzm0fOkjAdB5uCe60MAh+5zTJWDrsy2EXJYMi7MzmW0k5RZqeI5j52Z8wxMUNdGcAwnZ+KlNkUcbmD0ApRlAwn7tfrszlJVZLLNxO69IKhReHDPENq+4KlokwhHfPMTuV9E5Q7tRw41L7kHJ7b6Lgl7omvTqyIAdbH1I6qBdFM5orUeGayJlCIxVFrO1mqbhrIay8tD9rypEEqS5V0gArLhSfr+iluJG/iHbVXl3cM06txSrgWWYJJeYEdkl/8xV/E//pf/wsf/ehHP/DJd3d35esyxswInZEv//Ivxz/9p/9UQEhP21ztigJqbk+Rl01nUQ6EQqKuMPcxZf2d9c2KiomtQVcD+MhOYKSccTCXCUbzU+nUyBr11DGqgRU3CtuTxYSZ/Cb+0RSqUjlyZwalQxTMCIieA50NW6IPnxiRLELK6MbOkFrcFs1Gwq2UQ5ig11JPZXHWmmlHgzngbG18bk5eQRpYNnTRATy/1qY18vdSpalXEcopi1aG0aZd9Bzl9YVZjsAyfJt1QUQC1bjAEh0ep1PZ/Lnwyf+a6KrgAk/6XMrGIdJbRaJZm84RfaMABUGRDQBYeXKPXkH8wKksarNyF25+aui/LNPkE1i6C7vMJDMymhybzVful1gWCzNdSQo9D13ZFApvgqj0ZXEVOGadCqZTxn+wpMMvq5waWm3loUNKJDwphdDGKoKlI5T6SNL63By4LArYjj+X8gZLK1IzEKeWpNiuWgLVzB5qNhWX+JHSxVSX6CWZyKuflpnU1ckIYBaG49UY2SwFSjollS8ZE6Olalog8GM2N0J+3DftA5qkiGwoXHAL9qmp2S4SURsGCdPWxMZwXNIZnJMmKmlrA88j86msgdXHIRkHlmh3+FkBp7DgccN1gIgRazmXTJcwV6WuYK7JVCRN1oxMDoMaEU/FAF0bGe+6zGEyaia/RbxP0xmvUXtdPEuhd9fCgfRLiBmhbDkzdPWjKzwXedgV0GHquEjZqkCEDIkBqDEitfPSoWiVniItK5z6FeYp+9OYjZSbkp1xrrS8qXpD8pn5YoaNegGVYa/QySZ7g442M1AEfQapQuY4RnQwK6Ese9lnpiHXS3daNuejM12YeVJ3tMgFUGuYSc103FR84TEZJHDdFWE9bUn2hwyQpvNnJh0dMsnIiCRZZcMrKkyTAONZjNkOs2NGwp0lD659RmGX+Cn2SmKGVglzplNonDTpTWECZZyu9fWpFYxXYhO3xe/r7rraRZEKl60uHQuABDY3cuVizKu0KqMEW2/Yss4VhLATo2TGGPVJTnJLWDGLpYoZTsWZSGemZrpZCbxiBl8GqQm89mb3cYwYs0LLfcqfCrbYZD95RLatlHU1J56KY4/zb2m8+mkUAVGJvfmbqNJ3kaaHIK3PpwNJar4AVygNwCx9XcKvuGYZ9p5bZ3yeF7vyrv5FX/RFj01v5CJn5Ku/+qvx0ksvCavm/fffxxe+8AX5eqomk94sPJzSU8VuqURuVwhYIyVlt9FYaNQzWWOESWsGlDqWsVphf3IfffbBYApZPqgw7kQYOik8reGsiN40CxcXiRwzO8HMmWDupzhldC0LkIaXu/CLRn6bQCd62YaxMacUdVNeYdjbal7niHKA+Rzvi6layhCH2RSd4gSBCqB8AkHZPMxML5Z/BGtSslzlCZ4ip0jUovFThcILYLkdFKElfkVWb44SLxL7gFBS2UFVoacixKUr6doVojPFgjJPsBki40wmjp0gCBOoYCqAQyH12YbD70kqm9g2H0lqJvDBeCb3WelAasf95L5krIhg5wLh1pEVqYkC6NWk5NE5MGmoNPCR+pRBV8g8upkWJo4Bjy4QL1IRqCkZdTTspA4UMSY1cI/vms6g45ONxXdpUtlNNThMuKgDidcRXEBK57M+9gKaxL9ns0NZoMz4IvJ/Kmles2gzzTvXGrEmKLUWaxJdixxeSgfQpP2l/OXY8MnikDb0ROM5Zk9kfs1W6GcnkgEzAk2MLAmJNmPFLuiM1MC7Ohctbp0yLRVNIYmRa4pOcg/hbClbTmE0Rn6yMWg66wWGdgIQEC2RtLgVpmNu3fxPRqeUsMxG2XgqMt/kGRW4MT/CID2S6jxpnUVhgO0itibz0lxXGyc0dUoQXWQ6Q0lxxGCNuJsy0+YAIhisCswWLBS+U7LLCgFRMzuZs6+Lp+HYFkJty7sWZkutAbKEntXewzREOY3FCV/gUUTdt8JU+fK1YLQIPMPCpNORtL1xKG0Z735DTLK0bI6Fp2HrFEF5CtcupPw31ylmHJ/mJPL5a7P3DQie0XsNEGdfHtJmOfbd3GRCQ3G6HPQzk8kwjKcSbAc69+oiqtLwuCHmFXLbR07Mil6qLJcET1dAd07KdoqgOEVQzrCT3JV5sGydYZxC82cMzEymrBH80qVZ3xRB1+SqkV1VsYxhylMymyhXEPiwCMaVAKfJqDGL3fiOdITqTsMylAw4lmupDL16XeEvC2KbGqYVAytrDsdKoBwbJc+hK9jaNsBxYnYK4o/Y74tlKcO+M9lYAp41kiRGMotQyX5Q9/ARLBgwDzsybiPKS7TVtZnMykmn5zFNGbrpZ8V3w++4bnu+82I7JFRj/Y7v+A78l//yX3D37l1hrrS/Hof9p//0nwTIyj46N27ckFJR8/V0rcKochEX5Oyz+REZF6ydz2TSNAskNx563QRS0sH2CKgke0AxVdysZ7V+hVNPcm5iTghYMbqMtDWnWxtWuUwhc0vJ7Aoq6iILArhMpZOPTglroZiRtrtEb9MaGJ/FiczoR6i/Rv9C0OiN0FodJHOi9Msj+NUUu8qBrUJh5xDxziZecVbBYiSR0pVxkGeBYf3opaKiVuytodDJWRJQsG1rwQJyTY3ExLgVz2WhV/AcZjPgF0smBHQK9kKodXxWFbJAw9/1RNSKRjaIKdEYRVZ5VrUSktSua8BpFhraIcs/VJlk2lo6ZNYZpNRzMOuEyFxqjRAMS5iZ0Xeh4yRxua2Regbx3tCY2anZLZqyxQnS3EU8ThBkFYIkRzznGJlgTx1jt5rhhuBEHFiOQVeEGcsN5KGwl4mL0rXhaMMqodHhKDxfHN7Uy9A7nSJIMgyOkpUZbbI1yxQUN6uc47TMUZQ5clJVLaOHw9E1lzifFOXUZKLMIJCxbHEDsBk1TmHX7exZruQ4Nk/WOFLEhBALnBkgUn09jeCUKft15yfwsrE4k2YIlybK1/4Sk2TPEQsOg9FzDkeix3pc1rfEUgy/b8pkbl12aPQpfF2ggxl8bv4W3V2OetLODT6NTok8o1qbhngIbnCKGSjSSaWJmgBQzP3JO2f6PYOKc0x0jqIawy7Z20QQBDLO6Ix7uQfbs2D7HhuBi/ly7hIls5cixsZSBTFStmw6KH0U7BAsDqyhKRNFNatODMCaZRGrwtwmPsrMfymVkHQi+BDJb9WwWpZxbCQ8nuzg9ZjgPBUHr8YwyPOmw5HJ+famR8hcW7SLpsWxzF/BUulCHAUGAY7ngmT7Uc5S5BSD+bEBujJTqjlH2AqDzpmPyo5RaQ+JFxqcj5R+jTihMIxKhWvzCWLpbm5GEnV9eFPSQJE4iDrTwQxiVM1lnkuGmZ2QGSxxfJGR5jPrl+FUnRisDbE7/Lno0XCuGkdDFJYtUpjNOQVJpBxUHR+pZxycuc9VwJThK+XAV7wvjr06o8VbsIA4m8DNCwQzuy7L8NgEvrLX10QYjWwFkRWBjE2vdOHnzNry3iMkykcEF6N5jKLWPGKmI7eIL6t7XtXzM2NZlnuJbXqfOSypt6ZZXPG9sV1pky0pYIdPv5JwFbvy1f7+3//78fM///P4fb/v92Fvbw+DwUC++v2+/PdxGHEm0nhsw9fTNsMWN+lHDt+wzOARLEcwpC6l/CBOA710x8HUH8G3Ezjue3DcOQiCNosyJxlVXhXSyMe4010sgMyQdBcL8RKoSA+4mPuIcup3VAi5aFiAaxXoWxP4zaLDbKRrFrr1hKzQ1zTvwOgS1ElvWaRFbTBhVFYgpfyHzhDrHI7yELBJXhkLcDafdxGXBXrpFJnrCXOoafbEhYcThJs3t1svp7JEIel+Rt7zaIxMMzNkBLB5j0lgw7d8JGEPEVOqKkMmFD1RZTM4AiiEyUw2C9KbfbeLcDaDW1bYn7GUVSsoctETvEKBbLzc1L0ykMV17voC6DT9Ow0wUaT0xRMzC1lB78KmuLj52Vw6pxoQrvyJMxcJe148f9LJufnzpZoNtDObSzQVlXP4KodfUK/DgPG6KNBlLofy7bVJCYybIZ0d1qgpBCfq6blxAERt10LuOUDmwKsKhKcptHaRRiFs1g6VQpS2ZLdZsssCHB2PkFbUj+QxNTyXx2f0rjFnWVCGCIXleAxuIBrK5waYSeRnKJNLPD8/n6m4XkgqzIs5TkmlbRAlMlRZSjB8FI6z/vQESk1ga3IqiI1YTCb0swlidReH1edgSXkgk8yMZApEInuJkm7KhCwlCDsNXPCpMMiMYgHHYmnMaAmXqVvrW7F85yLg+BMYhcEYGYlvjkwfUZFjUJLFZoDkhpZDSi3fkw3t2ri2FxK2ZOa5iAuWSL0QuRfh/iBCediD7XcQWa7MUxqdZ5ZzKsfGJHYxjh3SrmTey2Ni0KI1+oolV64mNsrcl0jYjHiOV5ZEjD6NoM6IA5Oo3oBDG2VcZq3ynNmZTLJ7i2xMbs5V2Cx5kn3C6zEgcYrCOdMQg9kYo9mRzFtqccCaiVSB/L3rSlmI1ykO9yRBmGSoMlc2/8aBzX0HadRB4RNgYTIKBkPRKn9oUxqW7ERN4aO2ivCY+FwW7Wwq5I7GXnEXu+Vd2YxHhUavyurvAc/R2A9G8PtcDw31vpnPdcXFvH9tYS6w45agv2RbbeSuj9z1MAlCzF3mDc0f+rpE7CdwiZfTSph4dHYoMtlJZ/BnHBvMQvGN0UGklhOzjoZ1RudYLsI0J5b7ZXbceBOlzGOOAZ+lMKlLmYzlnEGdLEHm/WWuBqIKJaswkhghMN0Elc39cZ7QKaYzk9gs5esXG0Pyn//zf348V/I8G52AokCYHYEIpzj14XRKuCkXZlL4KAVtOmOWZBSoVDZ/j66MtmTzktqlNDO1caR3MbWnyKzQ9CwIQnixC2dKZESNlm96eziWeOFWlaKybyOu3sUJyyQloxQO7lqJUUTJlukC2XcKgj9N1sDSzFrUCpsEWzKC0x4mSDCZa0zjDF3LlGRshgaWDZ8pyiSQJZ8ImaoKZUGcBRHSsiMTi+aUXIZlW5B6fzqJoAKzqWWBjYlfwU0CeKUNPwvg+SXUaIBuYuF+EQBEtXMz5u/dAlPJ9hhdgtvTN3Gndwil+ojveihnCqHHaJlP1OBYnIDt3wt0qmmt7GlS30yeEptOMJ2IoPGZUSGjcXQbkKTUy0l/PRFGlaqMxkINQzAfbRqYykZJ4FsOVdiSucq5kTL61jN8dPI5fK46xTxKkOo5irkFXW+4DWaSEWDiOiLtP/ZC2RRcu0Kal7AJPC7J0PExnw9RTlMREnMrUp0JfjORYDVTcET2v5bxL1x0Kkf0MEhd5T0VvoNRkSF0PYTlKRK1I2OQzy0ucgMc7g7QtSocE7vAWj/ZVhhirI9Ed4LLNsZDpEwqWCeS0ZqiRL81PYSppAoQWigZZjqHysJuleNOFWDGRZcMFjacBLCf3UNALRqWLlhuMNpptYbEXBZbBiMct7ZE7cVCDI9OTBY4cOosjlBshcHmgBVU6YTNjBSdAK3hF4lsJOwUO9c5usdHODhN0LUJIo4xZVaJTgidI25uzEhoG27wEqq0ZxxRKaFQkRN4v1fgdUsjuLmHu28ZVh+jevKUaLyNTk79F/7Dlb8RZknCTJCFnTCHNVO4K8BkBiehKMayNErcRVhNJSNKNJJllQhshXEty893XxGDkZHmPMUo/Tz8/ARFGuF9qyPuAIGYSw28Ev1yjElVYmeWym6ZIYabHksJ4nB8jNAjfmjQeBDLd0oMSJUgyD2wJWCZuBBoE8eV7SDXGWZ2gU5vhPSOj2JKoOhU1g0OCINxoDNIh9OGX3gS/dviRNZVJHa9Lo5wbPWQWB6igEwzs972c5NhIa6I/ZJj1cfBaBdR6GN45zOg6g+zQBOrh8DpAdapqB4zO1LUImW6nXWWNEQieFZPFFeXHdgZTDDbNrf4DjS62THmzr5AfMieEYHAOhmZ5x78WQ43Me0L2FaAJS9T32+ov0bbRyqnXGslM1qhn89wKvIA5AY5yEoPrhMIrinLfKQqgE5DcZQt2697lJuAl+OjoetLICldh59+wP7YHRJ29d2aMc1sQG3Xk/vIykCyB6oXCvIa900GRXpliKxxhIBsA8eUWZwqQKl7CEoLic3IQMPxLeRZB7Pch9XjkGLjM0Y6BIIFphcIMxpMT9sWdKBR+uzV7qBwIvG8r5+8g3ESoF+5+DyjP+IHigmOCB6UgooRtWJUQ8stwxZqSiON1NQ8c9ClWmjuIszoOGWwuREO9uBS3XQYwM+OUM4szBwfyqqEPZNbjEBZ9zYZGGM1uyLzUaRd6Hgq18/0+qndxSADAuVKpsC3DCK9bxuJ5abuG3LX9xRyz6RcKc7kEsjLxcSjM9RwWJidMlEt1XSPtQeP5a/qviiAnshk1Yjry2pqxoyGo5TUP6qkmpwJNzxpfqds2G4K32Utt1ZwrVfNZtrLAtaIp1omap7NNdJuzSZh5K5LBM6JqClaRU/erQArXQfaLlDODUaAtNH71kiE1nwbcG0bCSmGqkDupXBYjqOse80OUARHBrX0vV3As1LMcm4Ve3I9kmkT/ZW6aC54BoVr5RSEoOhihs/zPHXnGJZO+qTJYg6HuCIRRrMxi6laSpXWTFhYxFLEVY77dYGIRnYBSwsSHdbpbYMAoWidtcAT8Blyvswlo2j0KlY4e3W9kBkfr+TibqS3my5IoZT0DQiXOh+579asFmrB0gECRsUU9woy3wzGRd6N4JXYBdtFTLSIOEyMYj0c7WtcOyZfwYZ2WFolN96C75Ww+Zwki6cxGHTE+W5Y/aJmQ2eJgO21vjCdcoL30TXRrJSWNEriCvhgF3F6/V+ybiSrMoZD/JRTYt7dhZMpZD6B5wksRr6lg1glGMcjYURJ1kOALXWJVMpUfD8atk8HgGUXQottQYhZNt+fDSdPcZDNjV6KOD0EGztwbVKOa2n1xRQ2on4MogiAl1IOS8UicMN1hucEZnYoZTLRhHG6orWSuh4ql+lgDdsihTZHlBpV1gakKqOlNQBEqL8ubUmHaT7AEthJ3sccPWG+8D1y/rhawXU6qNwARahRzY6hdIrKGQnwWJRzuaZ5HcF6SCaXpS7NBogEC+cmw1PL6Zkj18bMGM+VUmHYaBdVlILXQ1gMABYXzPXalHSJcUk4cVkqVClcnSNhuY5OC3Eo7IHkutA5BSg1CtcEUMPsLk6rQxRJKv27OB4qRc3qMU6TAj0GAWRMaeq1aHSIY8ommHukzDPAJSRwSfsmlu6Fdkh+6Zd+aePPhWvt+wI8fZxU22fJLIf8BaNRTs77UFcI7AIFFdULMi9M1EPPnA4xBzmFscpZjNyZI7MCZHZs0O6k81HxuzOHTgiWdNF1Enh9Tky64g6m90PM2NcgHcvCliKQjet4HqOjS4S715Cf/Crcoyn6SQ7l7sJWTCJaiCqFQVHgbga85r+FOTRCNZL08bi7C7ifkRbqDTKfuAc3jcH/MRJKqgJR6WFaxcj9ALPBDsrIguO+bwBmlgO3OMUr0wTzWYVE9ZGGrhHjqlc10j9HydiUO2QX4WJSIvQK9OcsY3SQWmR8JEjtLvx8IjgKTceEsBApGRiMi9CimakpHBRVB7EbAI5ZHMqC7BwuGty/XXpcKMiGKKjHwmyVIL9M9Kyb/hcl0rnZZHjBEyeWklJPqJH8OCMmJViKuOggrkKMWwwNk1lqVdTY4Yqk3dzBOHMx8ms1z1BDRQb7QhaLx82dG74FHMcBynmKJPRhWV3Ykjkxxzffm2tgFCpKtHWLDd61lzFLd4LUmiFxSnjEnizcS6bjjUCXTYaQxejQ/C3lw2zSnnk90n+DfQqM+3BzcoTE2RfWAn/kEhrqWCbjwyhNBMg8dLQW/BBxDmTzFNMQluqhE03xnu3LwiptyvhOuJkRAFxrtSwRhnT8zFZAanBIjQXKXpPbLelvE2HSaef1Cv6DpTbOBypvEIA848O0TCND5u1IucYM/TLBJD+BEgVeZlZypH6IambKedJThqlyr0Da5QZAD4rAaRb6SNO14DIoYGIwJz4FsGPzAEU1tKWjTCo39SLk+w1rBvEuPp1b4j2ExUPWDlXSLFEQFuetsw/7eCoYgSqgllAIi064mhocR2FhWg2hrRlyjntSWBu/gTi1jGUdznuydGx4kQNFMlWkkA1jaI8lP2Z8DCuEWS3mMkNqjAiJmUweC6md1eFLvd5VBnAuarekIBNno8ciS0AsmMBvCbIWyjq7HRewfIWk5yIZB9D+HHvJBGPqypNNxbFHDJiZQfVEYmPMFBP0EOMIx9LY0kaRGvAyjQ6EZjYBBmPGd0B8UGT7iG3gV8M9pNbcqCdHMfwkR4fPhePO8TEZjjDuRXDGoZyVAYrHe3WowBpLFqZgqculQx8I9oqjnxorkkUmeLY6go89eNUOfAo9iKCsuRb5TKwls0a1V2KkmLFL67WB2VWq1BIXNVZTRNrHxNOYRnTaHOyO72JWjWCXCToEUCsLYe4CgUUPCp5DfJmCrxUGrosiU3jb0rAzapxw8xmLSjiHZhQvy9QvpEPyyU9+8kLtEcdx8I3f+I3SCI8OyotuUpGtH4d2EgxdG3k8hGW/huDobekT4WimNyvsjE+RcBFlZJe6sAJuDNRzYPMuLgkOCCUoArJNCgRugZ3rO4KaHrt70J/7tOm4WUt2c5PqqCF2ii4O+HmPdW1P0oY2SyaynBTwyFyxgQPnFDunb6NrzXDqdoS9UVUeKr8LJ+YmDuxk7+MYA8l09CxHwLR+SlqaQfH7FYWsagYFNxWmPVnjlBbzQEBtlUrhnpRVjEkMpEphO7CeTQ9/FojIs0QjgcUU9BSFo0X2PLEDKLsDjLpw/AlC3ENBEAtz9/WyxGyRnc+RlB0MyhyvBw7uhhFm0zlyx8LEcuBXMyTeEJjS/eKK6kLbjHBYuzYbOvdC3isxIsye2FTrIgePjpyl4bLk5RYU2YRVY0SIuSDqhOJqItzPyF3AbtyxCsmq0B+hI8qNk7qdWe5i5lJu3JENi9RoRvEhs1w2cAqNmW9jHGtxSr2CpSmB7co9Exjpe8yOmHaehm/SdB+1ENklVOhwN4HrVbADX8pXjS2BxQZIyTG0giqqMT8ivUdqt50j9kIMoxDvsZSgJ5gTl8MIjFgIu0TJcxLa0+ugdGpaJjMaLE8VLrwsQhBmSFKOHKM2yzp5xZIH9TLoFNYMBtEpo3YMk12uD9+t8TkCNTD4LDKh7loeRnmFeyx1EuSYFOinOZJwINmaDB4sqrL6GrlDRdKJ3I9l3UGphnL8pJoIy0yQRZ6DDnE9LKroBBNnD3nPw7znAPcTAapUDh0bW4Tuxm6OmdXjPoWIsvf0Y0i3Xl8YHAthTdCX8VU/Z9MeQmGYRTi25ijJgmC5qQjhMAPlB+hpG8WA5TML0aCANe3B1mRyEDdWyv0QBDyLduDYhJe+Jc7+XOWYdDxMnAC9I/ZHMiBZ+juiOybZM2ZXZ1Lm5SZesBxTv3nKupM/wxE7ywOkccR+iuJABYWHgDE5dzlLY+rZKNOZOJkCwOeGLxo2phW14I2cEntVjl8PfSH2Dj2WkhQmEE0adQABAABJREFUWSBAXo99vKoMRw1lu3awO8UUHVFytPEFhxirCbKMeKglPZrCkaciDiMTGztWgltBgWlp42MqwH8Nb2FSzaA7I6j5Pcz8EXrDEaoiRFxoybalcSgkgkDHcCyyyeioTthVErlkZip0fIUeHW7HRu65SC1i2iinMBfNnq7uISknkr09rvVLJFOMku6KZKSa7Bel+a3CQpTPBdzPnCLbSozVEUbFHfqk6OcsHVe4llX4gu+C7ZPYG0ifKHSruZRlHcXgMkWcT+FwvcoNY89ixlkTn0JnMkLI+dp92sSPq9mV8zn/5t/8G2mkR2EyapLwi9+/8cYb+Jf/8l/iH//jf4yf/dmfxV/+y38ZL7w5ETo6ENCa5gIqwCUOwBDx4RtI/RECfwBPMxYwYChHenBoVh6E0mhRBYnfRiFCnzQtMlGYInYlNQrHhRVG6NgOYtYyLSqyCiAfxcBHx3NxS+3jsDJ13shhRoOOBj1ldoKcC12sTwyGY4CM/KAv4kYsQzhwfI2XKkY2RLjXTfkYvbiAF4WwXAedPEFEcSCHaHIzbIgBUNrDcEZwnJJUqDBmGnpfHTs6svOYjScuU3G6THjMZlTLbBo31UjlKMIAxWgf5cFrKIMAPvUcSJer1TQd20ciKVcXu8UJdpx3EMc2YhUYzQXpSmybnjRWnb4UVDzTvjVgla6dldbsDdOfxHJKOHy4tRU6MlWDwIHl2tjNU/SrAjvUe5BSSwPQ48FzKG8G2HyfXLBS7CVHtUx4IjXgSUJhs2VnVqH6Or5ElBFxPJYL26cw2hyOlyNwAqRFV8SaqP0ScMFraJp1eoRlL8vxYIcWEk/BcSz4touQG652pMwg46vIRcAs5uZHbRJ2bKVbRcS+bcPlhsK2A5ibLseWjTBwEFclrlUn2CVuRZgWFIGqSxcC9CSzBQiEbWOojNygyLqicCAZE4HK0U0msFyWUTIkcSSbr8P0ff0ERe9SHJ5Csi3S7EywAalcq0hol2xEOUWfTe3m99CtEhxaBSxiF7wDwO/A9z2EO544s2QnJb4rWJlZ5NSgQg3Hy5B5OaZBIP2BmO6nrgPHQI9aNFYF1zZU7EzaC1H50iBY/ZKdiKljYuEVCvXVQEyRu6Izxont25LZ2I8sXHeo9dKk0GutdXl1Jj3CppuFZuZUYeayWWPTqoEHc2DHXdjchIK+0HgXgF5Hwel2EHX7Qi02nWTZplbDdSw4dKa5IWoHBw7LRlPsZPclu8CDRIUpPTC7VHclkPVGlzEqYVgpzCw+JweJcjGjI81somTzFJLhPrI+Hb26vxKzf66HvqyBCk5gw94NsYMcPelLVMAXbBZzXMaZHFa+KY01rME6O8ulNNJAt1b1HZRTaf5XKDIabQxyOm8lDqfvY5jMMMhmCNR9c4xuB12XdH8X2umbOVrjX+gI61DDcRRi15LNvNPbQdcdIVKGvu9Rr8SlUF0l44YCd46UOcm8YZmGpfNlN20r9vDGJMWo1kRhxpFNId2wQoe4qvrOeI8dxc/N0bFzWWtoko2zE7jRBDf0Mfp2hphMLzbJc314vo9O4OMwO0ZEQD9K+LUSbgP4Fc2XOtu2XHU9pGTmRZfT+XpuMyTf//3fj7/39/4evuZrvmbxs0984hNCx/0rf+Wv4H/8j/8hTfeowvo0O/E+EfOYqvSB/MQAExlZCx3SIKhZVmDUTUc+tVzM7BRVPEDn9NNGBlxA8RbcOMCx6iC05/CdOXrsk0C0fSvBROXOvu4itSbCUODqOra7SPw9VGz/nYXYc/vYtfv4lGwMJfyxjbg7xm7iIA0oI2xhHnCZiiVL06F2iXLh9+bwJzFs+54IJQVlgpnVR6d04A6GKDKyZ+bIVF+AcVK3dyx0KeieZ8LyMBoWGr6zgzw7Qp4QuGomLjMKrLsTMFpm3MiW9yWNydzC6CpohS6jVLcLJ+oI2HfWiaDIZiW7p26W5tsRjnoWtLoLRfwM0/NOD3vVCFlKauSJpJctLngWdTwM7dGOfAjEgBtBlsKl+ikSBIx/qRzL6JF1bjaz8j3pYJvnOTLfQ3c+Bru4HyanOIlKqrW35KuVNAKjAJhfEAeT4cb8HjJ0cUxcDCPGgngUM90oPS0EPu2JGu/B8BBJqnCP5SRvLGWuwHaRFL6UF5wiQqyp+3AExynxNm4snT3bsBsoPX6q5rhleYi9jjS/m6rQOCTE2ugcbm5amZ0ktmhpiFUUuhvCVadw/VQYWvQ42h2EmDJm91zbMarBHEcivS4XoQ2NnWJRbNbG7qN5iSxkOtyBdhjxKejxFDnLcXRObemMg0i6oOZSxmzHRg5LS6K4utQ2Hs3fk/lDJhCnxSg9wY44LqEwR0r7Giz7TTi2By8skfsVonmAKneR+T4+7Q5x+2jCkW8cKnYjDhSuC4i5psBrC123j2wQw1X3kQ4t5CHVh+nk+ZjmZHUoeM4AtrMr3LGQbC1hPmnY9ik8OsU1dXTW0ejcZ0rK9AiSOJkZMc1eLHT0FQ6yOwhzZh+WBR46iI7rIvQiZG6AKtyB9hTcKXOldH5CvGv3Mcsc9ONrqO47pkwl64kpg9J85SC2urAsH6PqHaF8S/uJZIxAn+LYHtUibo2uHwHuFLujdHkujRbJNqalFYMZNs300PUiqBsHUGMfEUG1rDlyHaN7IQ37mDFVspkTI/ZS5SMj2MZxYNtjKFJ56WTz/TXl6qahn4wa4lOYaDGbLaWSIz1AVDBgUrjrUPjLyAPEVYJhdgpnZ2iaz40GsCkH8fm3DAuMTihLjLVx474WB3CDFMeJhiuZMmaCFXrlFPeIp5PrJy7PYK0a02y+pGcr7SjsvQ7CaYJheYqMncPtLqJsAu3x2FRY5ggnjNYEa4Hl4qRh41P4MiILqcJwTyEau4JpuRuFKOYOTkbX8NHQQZWa2XhNWoe4EvDpMjPOjMwk87yW/gjLoczg+lDhCC90huSXf/mXpYfNuvFn/F1T1nnnnXfwohtfetFZRvgUKpLsh9sVp+z6KBYxJE5ygpgK38Y0sjFzSAZm91yCrSxo14UTdiUSi50Ivq2xS0/eUhg0KoEMA1l+qNizhdkIjYlmB13mY010PxrdQOy6QoHjecnqOZifolszDmhpHpi/4UbECeNOJCXoW2T/GIzGID/BSycZXo9HcIMQYezDJS4oCIwz0elItKnrheREUSbeCHt1qz70bFcYCMOZaeQl581C5Cm1STYPOXFICF8IHbjdgRy3S5GuuGfKQeYpyLQmHn/EywmZIu2jSIcCBHSVSZFyo/ep/KnJrqkkgzWPfNjdQMSRblUTdFUuKU+Jzicu1NQUUfwoAKwIhRWi62hk/ggW6/QE9zJa8rkBMRtNvn+LTklGgArRKT1Cl9Ejc0ApBCJ7vez1QXMzZncsBNnQOErUIBHnhBRbg4XhHsZlxtcW+7zCtwja0wjZU4UUXOnKa9D1ovqoDDA6CTVmcReZlUHbst3Xg5MljwQRS1nMU5BSKPWaISorghOGAl4NpBmh+ZMFyK/qN8hfQ/uVBd5opkjrANsSVdaKoFxpdV/Tc+v36rgcazlu3zvCtZNjocJTk4OOxyvqFD2dYz+dyGZqRAWZiXPQGeygV01F9dgpZkLWZNanowfS3M5kuqQGVe+oNZOFdXeHDpGFI6uL+8UeXD2EHzjo2Aa7Yrr1mjHV0ENj5WIn3AP8LmY3XkbW60uzNdLupVMuWxXwrbt7sOylxAFhoqXD1nDUaCklAjcPrnZAiwBuHhpRPLvErJNBOQ6GlUIfHkbS36iZCLW4ledjt/8aXum+hj6dcruDyuEmZ8omHO9zL15kGgWXJfoqBNtn8ES9WcN1I6PJQzn+0kVkWfDcU4NfEWBzA9Q1GTvb9eC4MTqhBx14KKhl4lKLJ8RJr28UmqM+oq6G588NXZb9YSjcV4TImUUT4TMD8GYwxrJybMeCgXItMkSMYGARRyIySBySbKw2RMZAzUOoeRdV3keVk/rsLjKtGaX0WT6JbZQdX0qsC/ZgM78OdqSxYc4x7VgIOjEGoY3QoYNvYyfs4lo4hNsdSoCj2SeKWRVS89kywcrRKan+TECqyQrRyaO0gwx9gb9Z8DhPd/qoAgtVRExIgX5xClWzC4knsepgpXH4nDpb1kDAXceHF/vwHSXZZ2ZoSk9hvDcSmX4Ve7AjW8phvpWi6zBrFaEgeJdOR90p3oy3UrIvBzZ3F5abm5roC+yQUDL+b/7NvyndfhvLskx+1sjJU1l1f38fL7opZkesrmx6HHJxxTokJ55GGIYI/BBhjXLmlPO1DY+U2GFEcXTkcReJ00FOVLrtI7ACxH6EICKWROHlPjCo/57llCqMkNIJEOClSdOKdgMnjlXgoHaOssNdqDBAenhLQF2pG5lUGB0ZHk8BI8ukwiNumMxA5+SccPAyxW3DHuzi1u1XsdvR2O2zLEV8BBczS/AmdBwCT6OrbYRqDsfJMHKBndCTCd8hMLFK5XfN5kT2hXQAbumhNBoNlXKR2LFE40wz21RCdRQ89gQRqqi0H8Z83hVHre+FuEEaqw7g+CGGwxFcAZQReGrJBh8EIWzHhSaWqS4B2J7Gnlfh5WIMX7mwmCqQFcdBSIxJeB0zZyQgRjqG/OLCTaVHO2QWyEcYstzAZPNS7fa12TFsW8MJPZR2DOQd7FSepFdFo6ZuykZmx04ZYo8ZLALlnHUlRYJGGdlxAbQQuBp+0IEdmdIfL3VYnMDXCfbnbHxHTJJhzuR2jHl8DW+8+hqGXoChEIHMc46p92FpGXOhbWPmdYGcLJ9AOiKrURdqOIBF0KoTIPMHyGPD0NFODxW1RtwA0XAXrzol+p0SXTXHbn4qzo+TVihKC+GxcX49lmnY0Vrk2YkLoGtUSVaAANSgE0AHdCJL7BczKI+NFT0UlQ+n4Nc+ojjGTnYiX0UZCN28h45k2tqCbyLi5hrGkplrFWJhLLD5GMsQEfq2h9CJ4Xu+ZCAoox6QWUEmhESrWmjwZGNwE/f9fRx2TB2emCB5M6brI6xoUIsSms1gNz3GXnIfrAqxmmMHjeggN1IjEi6qyeIss9UDM2nErZSwlSPl3gp0cAJYumN6HHkpMpcNCC3EkS20/7TsGyBtxWs3/k5nbyCUamlzX0TwPGJGKsRsbhgQjNyB41wXZ5O5h9DNBI/kuQxaXMzSFkFb0v4K+YEPZzdG32c+1MG400cWd6F8D6Vv1ewgBQwi5Pxzy0PmOoL7mdpdKKdAbDu40e3J/TXMN1kDmK1ssE8EZ7sWIlWgVxKobADDuoqgmNpUFuZVgJTjXnBADAyAIg1RMpNRP38jaBcssgHOsIducA2d8BpGnZsYWiVC10YUxOg6DPzIYqIj4sha0fcd9EIXkReBK/OgKBETnwQHh+UUA4wxrE4QFAnCuhv4om8V1X/7xFB5gn0SCoHDUlzdqbO2/fJEMFN7xRweKeVkBtERtCgYJxBV8Jk6LNMpBiJUSyYIXaFiCVAcRqNDFHP8BV3BEkmMwDWcb0qV6BUpbAli+HifL5XWhyrZ/P2///fxdV/3dVKi+ZIv+RL5GTMjRVFIwz3ab//2b+PP/bk/hxfdhGQaB/DuUHkzBpccmXz1Bvza4BrwG59CVk0wS1NEzg6S2EHeO8AMR/D9e7UwD7AX91GMc/i2g9AbwO7O4VrHIsBz6HHz90BVA70GmhuNesDdI9z2HLgBO4PyrWqU3Qh2cCjC4YNwCB1WOBoHYKIjrMYIVY4ommAedeDu30L/vSN4WSBiUmwf73b68A93EL6jhDLZrP8uW3wzku72EHRcDPw7mFrss5MZpynegT1P0U0niNL7SLII75GSu2iHbgChHZsqtQrjMoayIgF6eo4Pv+69QPpzHFq4Q80CItidJqVtIQkKHLA0Qqa/H0L3NYb7PYwGIcbjtxFFFSI/kgg57O9gPL0vjo68GwbUXgxrSqVYH9kRU+gJfOJ2LJZXhgidCUJPwabw2DxBGhSYVBnmyR4sFQnuJimZ/D+R+jLLC7Fl47X8CG87QyNwVJrsF4HHHssWM/PuCh1iZkeowiM4yRTerE62khVRGu0NGrNPSMhc8+DZTJ979EqxjwF6JfEZwN1SYZSWokORuD4c10MQx+jfvAk1fBvZO582XXK51bEnTujBeeUl5G+9Kcqi2p0i8zxkPFdB9D5buu9L1sP2WefeEQ2H3MqEqmm5M8mSxVWGW9P3pJylqx3Ybhc3infw7ukY3jTDNN6RDqsEc7JQJ9gGOlbU4rJc/NbelyIu7+GluMCbx59BSNwMxfc6HuwxccEdqMpBr9dFlXSg2VSMjri/pNNqsmMIJXUiWGUffhRhponBmIvTSAxCkg0RVZH0vOm5BaICCKIu7s9zzLIYoyrBKGLjtAgDawKd+/D0Hk5DZt+G8HWFe+lbUlYkI8p0aV0u9O7QB8ZU+yywU00w1SH2y1P0qh0caQ+HHvtLddBXx3i/zmZJ3lKzYR6zjdzU7gluhgJi2huxjbbMj4NoF2/WpZ/YsRD5Pr5wn83eOiI8OFLE4vjYH/XxGSsVrI+XnCDs7qFfsGcRr7pGMLghYPumXEN5csGwOeggxLzOyCwfrIghoYwP4M9/G+S7uGTQUAvG0QICjq/1OTSF0ULlGdvNpSFeNghkg3dVBwMvxtA7hD1eZsor1g+VDc/twE99iUmoFlw5Y+ye+nBmDnrM7F1rWi608FL1uirYtpJlDH+xGhYU9OscorN/G3Pp+GvGmXQjZ+duPkNmNb1rqHRPupuzTV8vsqB9hRvMVPs9fLaaoKRibepCVyfQKgVDubCcQBUTHBODpT2qOSx2gIjPtthHpd5E1/Xg2znuEXwqTQ7p+TETmSBCipAtDKJb6GZz3OWRMzpmvmiZiAuh5xhZgYyVPnObTgDdVSjuAbF3goku0HVOkMcdTCZzKTPrnPjFBE6YSWPWbpniIJlKyYhSAi+8Q8JOu5/+9KfxL/7Fv8CnPvUp+dk3fMM34I/9sT+GDlP5AL7pm74JHwbzbDogjFAdGbgBdwlG1PVA0GzCtXMIjMdw7RxzJ8FpmGNodaTerH0uLmajZVqWDfoC34fNxmpMFdt9TIWep6C5Efg2ehTc5sZSpHj5o69iJwyFKsZsgrMjykTm4sTPYXT9Ghyrg4ry8DYXKQ8uu3LWImydTg+6O0K8fxO7d34Z49LCnbwDfxRBxw58r4cTfMGoLSobnW6IT+y+hM9EAfzAxktvfCneGr+P6v67KHWA4tar8N27wPzT6M9tvFsyCxGKxoFZWyz0nBCnjAqzHK7IY4fwKyp3cpH20HHZCVPhWmTjM1w5Yg9FygZswNytMAw8DL0dZEfvSBO61CXtWqG708HNe0Oojukd41mUARc1AyPH7fG5RqIxQtqqyrsouYBJ01XiIGLsaE8AgcSpsESm3AmiUYrgc8foWBXucSWmw0SsSUm6n4bjsmcPI7wcN7K7EKk4y0Vsu7Bzz6iDSnK1wDwYwPGmgHMfuudB2tEy6/HxN3B8/wizyVuwJzNofwir6sPuMbtzX9gcVd6BYwco7Rk8pyvnyMsOJg4jaqaKFQKmefmg+31RX90dHyMrKgy9BFY0QndvF3fvuvBJRSetdMFUMNaJQ8x9ynQniCg21znA7ICRWQacfl4+Y9dAZD7TLFCI/C6yCQHW7OdhIXMJgrwv9Ro2haRYRznoIqiOkVlzaM9D4Q7g61Ncd4a4Z08x9YkPyTAQQTBzLbbvw+qP0LXmOD31JUKUJoJWBS8N0JG+YixLKRz0DnE6nGI+5VjV8AZkVxncxbxuIWCx5kI9DypakUqpMgETR0GG69UYRaFwyrKCZ6N3cIDTt04lq2FaDkpfViFgWdzAWIr1ybwo5N0QLDpKbBSxja6O0evehDM/Fi2e2A3F6e2rAFOkeFX18CaF3WpMAdkkQlKrAcjsW8VSUQOapnU9G7d0iWM2gyymSOzXcOwbR6kfFAjTKWb5AIeui2npYC7UbP6lcfClHEbAdmo45gPtC5tNflcpoZr3Ul8ytSmmUH4HTvwKivd/C3mUoUMf21coOxWifoyb0Q3Mj/83To4/C7hk9wXo7gxxqCrc9HJivBcNUJvhFaoEjj+DnTC7aODPRBPlGEBlGiOdGSB/bQ71Q0S1tOkDZrYroylm1k3RMmJ2szeUbKiVsZlhJWVrj2txM5YkmaHhxh4URcuqEJaTwwsOoN1IhPZ4HtfysOP1ERRT2PMerG5SO0MMFixE7RKJOD62YPdOT08A99Q0ICxJ92dWh9IEbAnByVvIfA2iGPb4rmC8MHGxH5a4kR9BOQqhCoS9xvL5LW8Pb3U70H4Ka6eA+7kCSVGhcGe4duDic8cl9HukExP3RlbccivXgULpe1Bd/8V3SGh0PL7t274NH3ZjRO9w0bSoMjqFzfKCq+Ht3158xiL90HTNbokMKVg7TOlSZt1EAy5xJB4dHGYfdlFa9xF0djCxlmUBevwUKmN4nDgW+tf2gTkFsRRUJDJfNTAtBHZGGN64CXRtJO/ele7ytKHVN9/LCt0axL4j9WMkuUxK9lYhiPFgbwdxXOIzn9kFZvfg+SFuxl3MXCDm31zbYfAlZQYpxJAr/8YNWO99jiRhvJyluMsyTMlOroUwhYZ2R7QXkvwEH1cKb5YFfN6X24XW97HnA3u7vtCVlw/OGGu6BFXe3u3jzc+5GJNr2sqNcjOYqrE4i7SMNXQcS1bhuCJ1jguMYUz0JdrRiIMIvmfD3TmQMo+3syvsE63p0CRSUw4OB7DffR9l0JPMhR04cDMH84TidDGQGgCvoWRTwdEASGvtVfOOlYN+5GHOurvlIgtT5C/dgH/zdaRBgo++8iUI3vl1/Nav/xK0IsNHmsjU98dNNTBsmx73XFv0ItiDoxD5fMOcuhaZh3Wj62LqaUTcEe/lsDtDYODC9nx4QYA55VHXystBDTJ8HSlUPpVF0gwOI/Q00jFS6qPUMuLyfGMLlreDvLeHPLqHeeXCLkJYVHSVFHstRFNaiIcREgo+xSME7hEwG8szIZA4922czizsEl8j6WbTTVa5njA0ZC6R0lgr9ruViy7lzleu3xI6pTxry4f2KpxQTK4mRZShjYxlUzoXb2dwK8rhM4hg71bTIbcxzqN9bx/HcHBcb369qsKRY8Ptu4JF4jsZBhrJXKGXjaBYEugU2O+SKr00eVeBLeBz4px6josjl/fjIHRmKDMj9eZZJNYmGAyJyyjh0eNqJPg5m/wQvdkUp+Ee7mg6gKbcoikIlxDIHdTAbRs63UUR78AaBWz9aMoB1KqII9hFBEe72GU0zyZwZYqZ14Mf7mDfiXHqVUhDG2VpI7L7sOw+jp0KkV1gz+li19+VLEfV34VVvAsQTzMnTifGrpWgawWYlwn8yBPdHj9UeLXyoQ5v4PDkt/BfM+KYqCjM8c0yqWm7wACuKidM6QhDUETH6NTWbZartA/F8bGElNWlk+U60emyFFmhRwVomRPnYSheQUFnkoOJmanZHWl3QVydG9j4EvfjSCenuGP9lnTpZVsG9iBiS4vGfDZOpO8/yjGfO80SKxgo4vS60mOZ0jgsQU5R0fkcXgPGn5XzcjwOXIfFe/MeS086XXvVAM7ODZEdoDn2EI7bh06ncHsxDvwKn58A/ZK4Kht9REisDrJ6nFaujawfClvphXRIfvqnfxp/6A/9IdEY4fcXGcs5HxbzLY1RtyPCXC6bPpH+F/URDm5LK3Aaa4IFKbYcgAvkRIW+HSIt5zIUCcRsjEPw5sFLKHZeR6f6DO68ZxoW0vN23QEmeBMftWeYIcdrNz+C9Dd+FahBl8tjmBKAtbsDZU+RWKY+XlK4jRsAyw4UbWNKuA5Hy+AGrqkYU+2iXxoxHfoDUUcj6hzgS+Dgzt0KXj3KfWk9rqAjB3HPx/g+sY31DOj1UF2/gerTv4AOjiSCOz0l5Ze0ThuuHZo0tEsHyxYVWJHg5j0Q6KcU9lhGyFsp+vrJhZbCTtiRjafypyKRzPoro/3G2gDS0okw7PjIphVed8e4m1BzhMKuLnRiYxRE6PSBon8NIKtlZxfKIguGMulasJN2t0Q5D1HoXag7NjrBCFPvXegJs2FsZEV1TUJcmyXJXMXi2j1G5JU4c13PQeZ3jTqqCpFHBfT+LYB6GUrj5cOP4f133qYwSf0ODFuBQb1O2fWmi8JJ0LE9HFECXj6Toms5mMQzRDWG1e+xbLIcD/yqbFcUHgUvQ7Et0fpeGvFOBBK7aoa8YhllSS2k0XnQOpDoy51WmNMxoBDgro8qL5DNOyhIiyw1ZnYPyVIw0iz2sNCJY1zb30PMjNjuAdQ7Frz0LioVIOl2Uc1PRQiPwMq9m7cQ/XoXxSTZ9FiX103Hh8MudHAvreBTway2bpXDsd7HJOhCBQnywEasFfr3FaLMg9Udo7TvkYq1AEcSY0ILbAKXjTAb0+OK2UsGIp3l8SOHWhQZonQAL/AQ3zoE+tfPXOMOMtxzPPTyOfTwY5iWBa5Rdda6J6J/FO6zUi0ZMYcd5scV7K4LnM6W48C5AQ99EXyjeFoYmYw0I/+8v4OkvwO9uwv1259D3HHhhj3s7Pcle/a+FWBWpQi6Q0THJ6LZYuUBduZHYHcGguStTg9hpGC5HsZDjfEdbroW9rr7mKR3MHEnJuvK5xKEmHk7cILrKLPrUs6R50ZHgjg0b4gy6MAavAR9d4YO3+ftm4jfnmL0DpsSdmFRE0izVJVIBlipOeZqgko7KCyue4EARXPlYogSo94A83kITzpAlyik02+KImbLBA331m3M3/0N815co/RM5j/XJQpLt8dP39nHe/oUEUvBnFzxPiqL5R6KzVEPx2DLYj0SPRsqpw6LHaDqwPLoTuUYORZeIv7OQNCW8519pKQBab0GUQjNjhGxBBwRpeIiT2LRbtgfBohnHVTEUVUJwryLYTZA4u3gY16FdxWw73rwrL4EjMzuRm6MV9UMVjkXUbkYHUxQSSmJ2CihAz6ndimH5Ou//uvxhS98QZrp8fvzTFrIs0fBh8huuiWyfA4774hH73i35Dl0dnYxmZUIKC50XyOvo/0qJOI9RD9SmB2dItE5ej6jmgheeILK9jB0iOGIMJn4OOimyMi9owqpZvnDQmhTWtxDx+vgbvtiWinetlE0durtIp87UPO3YHPzpC9i26JnIjICjHC9A3TVDMdsk71mt/ou0tPNLjcxFYHroRCsiLGg54mOiUjmE2dBQGUUSg2YGiNKfQ5hh47JAAfi1bOPBUV+Vo+9r0v8Gjvwlux7ykC70VJZuXFx2F4aBEiHHXx6TiQNQaN9kSpiWnc/KrHrv4rT6u36USl4cQidUqQsR2qRy2Lu73Y4xJ3ZffT8AGrnCAJrSTp4eWcHelrA8jzMubFPNIqY2I0YSc6uwZ+pQZxL5tWIIGdmfD2ydAi4dbHnh3hvxrbxMfw6A3ZR2wmLXT7zEtGwDxwbd2vU38WbivgDQ2H1g0IoxMuX0kRyJebclNV9KDvCtega3tERbNWV61o/rfKYGePmojH3ffQickeWlkd7UKEFLxmhVBM5Z6fXw/v3gd0AeJuy91axEICLNbNBGYZViMANpbvyMA5RjE0L+SWDqn4M0pzNE8eV8ygiY2h2D1HHQ2ZN4BDsyMZ/tUWMPiuKy1lwOy7mXNHoKQF49SDEb5+WQDDGDbJ3hhHG6RyRO0InsBH5OXYPbRzdo5gaWW0RutxopZO0sb5ycI9tDBr+az3eFo+5VrylMOHQ6+HUi5ATS8Vn1bsFvGvK2jvlDHGVQhMU6UYo2Duqad5mFxgzg+B3RFNFaOIDC1bHx4xlDEvBO4xA3pC6a8PONa7vjPDpOj80GOzjeJIjHh0a8qxFynuJnchF1Buh2nkdg1//vzDJmX2w0NU+hkUXZbSDT2e/jtQukNs7KHyNnZcPUASn+O1xHQjZJbo9C/YxsyUddAICeo0TtPeRT+DdtwHvsxWcNJT3VRIfxWqRv4ss3oP2MimNWMwi1tR+9moprVjiqGnedIuuR6vjIfcoK2vmxDBLkJOCTH0lrwO3P0SMsdzL3ewabHwWJbsqv3oLVhxBzzTKe4WoNPPxMMsbDggshzBWtGuhmhcI/AivDgaonDuLJJRkJOs505SMEjgYOiNU9gxHZReVtw/H+k34DplJy+0z92fSB4e0XKPOzXG9HKeF5UENhqj8AIl3ja3GJOO3G/aRsoGpnDKRMXFoF3CHA5zgVM5Dc5WNoQ5gOwYb53m7ssJBVkWNYTWVDE5UJrKus8s0S/0vZHO9sjUZ299vjeHZkuctL1+knIGw20M0yIG36nbXtVERsH/jZVEfTCe/hNCLEQY+BrevIXmbrPtlWBkEN6H1e3DdET5f7wqe66JPIG3PREd5MISd3KsXD0Z0ndpDbg1EDUw7FTFTYtQlkGwEdYnrj9l7ewjf28Xs/ns4SWsJ8ZYF2kPXJmp+hfEuVtIrd3wU/vJZBOwDwqZkjYgPJwepeNys63CF+hUsv/QdhWLQRd7rGIqp/IH5z5DdPMsE9zft2Mw8pBRDMhkdoTp3O1Dzu3CKHcR2Rxp/ySOwNAa9HizKIdaWen14nQo9m5S7XWh7Dyq28bHbL+Pkbdb9Ab/fEdBoN7qNyElkcZ6mY8R2gBOXjA/eTx+lfr9ex5p+OnTE2EPIxydGXQST97FrhehfH6HfURi89TJOVAc7+prpWr3m62mHAEZGuR1cv/0S7PvvwJtNkU5nCHyKZNX3YVT7JSprupo2Wa/C6iO23sOxkyHwE9j9QykfxBZxAuYahb6rPNhvvAb7rVNZzOIhF9Up9rp9BOxIu27MYEU38ObcNI/rhwPsJrtQ/inG7hEKCseJc1QitGx0fR+xS8l0Uj5dzMhMkIG4zL9slllnTxwLXeKrXB8zv5CyjunBVNdhCEaOIoyiGJ+eMruxfL9+x8MonCLJc7waX8MdMkGEGhsif2UPHnuq9FP4RUcYJyhiOCK5vryasNLYYVfZNmOhfr7MzHm2A0XROcFdtqjdZGl1b+FeUwfSDvwyQype+pq5xM8EqEbX0DlpUmONApqSfiSv7nUwue9idsQGdRrWToCXHI0bDnB0bGPXt+Ewo0Iow819lMenUN0unJdfhpcTJ/NxhPPPAP4Q+vRtoTiPLWZv2QuppmoLc3B1A6NzKWwSzmVSmtsKzFrj5eF1fP7Oe7gWsN/KTBhOVXiAgkyzejYIdd/nHE1hxR3cqu6KInNWd8zObfaOygUwbamZ0Fyr2QR2wfLgHdOXrj4ns7ssr1XS8pZpQ7JtSniuYXWSraUPLAzeVLhzTNaTwmE4ws4gxm8HHpRvQ+eUdnfFKT1pDTwGO4WUgOuh5fvQ/j7isIvxEXVNbLh+jKQYSJaKEgA0TxyZOrsm+scFbve/FEfZrwjduioT0wgvjFDt78P6jV+XXj8OkWVr6yzNqBVT1JBr4T0o3UE36ACzU4z6B8seWiybiSS00W0e5lPJgiqX8gbM0KgPB4Zka8YEPNiKStst5GkuKYWckmxcVxJASKCqKZP0R2/gC5/9DRA7qQNGF3wbwWqZgtTEwIhghW4qGw43CL8Twqpz8yI01T5nRaR+neZdu95JVCGedes+tx2mMaCy2mHQGoc3vhJJ8v9BWlJH5SxtO+bFcgL22BQqR0CHpiyQRvsSIbC5X9s8TorSRygMF0psG50F01OEz2vp3JAK6t4+QHZ6IhkBRs6VKKIKEKe+19U7Ur0IytqR/hRtuxHfxDyzEMcDuN4Uc4dZKSMnLkFFVYJlddZ2udhbnisUYOZdFXtAMNXLzZKOAsXa3I7ganxnJFL2SMeI7AB9K8a4dJEp6pbwgCSrmOZuMi5KjdDvYTcK0Dk85IoEd0ihqgId6y727H1pyLhudfNWHOy5+NKPvIJ7DmW338fJnJtsD46aLemu9SOJvBKjxVBY6mDkXhdW9g7ULhv1rZ1LNmeFPHbgHRxi6FUoZm+KhDYCF2GX2RsRtjhzjY7qCKZJVRRqYimIOi4KVhjDybuoMuNBU3Kb5YE+6+fzHD43ndBGPua7WH2fImzVfsd123puan3qo7CN8wwo8wDV3AO8LxhNfW7aloWd3RFOj95EMqbGiXkYnm3jFmXZtYu7ykFAp9BWcMno0R7gJ1B0pCczYRrRhsRPsGFmx8NRjV9Ye3Dm/10XOB4i9XPWu1au/WbgYq4spD2FakoVLw48VzI8dLLoRGHKhgHG4o6NqNcBe7ZdxqqAW5/J0DR2e7CHkTXGuydUMnbg7R2gs7OD/M4p4tEA1vEJdC9CQRrHOXfF2ClssnYcV1SzDYaIfQrYHckGbz5s/ttxAtzcvSaqyR/tWrDvzJD1R7ifrqU6RX8jlXkdDAdwJx6OKQnAbJYCjm9U2KXk+t5LsKp3YFEP6I4tDUi1QzxWWAucmfNm7tQEI7K+ukaMsrkPpfBybEtHYPYo0rdegxOzLkX8XCXlqYXi7Uo3PwZNHCvGwZelx6U+0NqtOGQwLscqsxcHqofP4R05RlQFuDm4jcn4PajpTLoyh1Yskg/MqlAjhzLyAravH7VZxivzvSCC+TsKyX1MzrPX2UWP+i/RLu40DjNp07zvpjt5Wx8Lz6ddOp/z3//7f1/Qehv7Z//sn+Hll1+WUs6f/tN/GknSqvV+aEzBGhENbUHHJipojKnvcEDRsxRxVKIzuIa+Q0VVOgQamWuyHGIP6hStFA57AfaGe7C4eXs7V75Srq1zd4AC11CM/u/Qugs9eHnxe0fSojvCTtnkuVsBu8VqdK5F6O2FRspajEpBa5sWg6p0iMjr4qWqxM1sLNoQTOMz3VuFDlRLhKs+A7QfwApY+llIjqEIeigovkSnoTE7QBHt1k7Natrf7w/R378JeziEG2m4/QrOPlOsi250sMl/VhrT3VeRBC3ni5O7vq+i1pOQ73dIwSM90AG8rmhwsScPQN2IwGh32JGIstkUr/J66DhDBKGD3RF7ZkgzGnjeDSgngqvr97dhvyMbhHopfsfBNdfB66GPG83rCKk7cQ2eHsFi2YWaE36JXtBaXOv/0mG0ewGsUQ/OoAe3ppE2RmS+1O6vDXGz9xJuvfZxjG7UkWaNo9Bs+Bb0UbhdFNQuad4TfOxnt7GnbxvtFyoTC/jVZL0salYECb4oyHHLPka3v4dOfyCbsQ5tWDGzcBW84FA2lfsEFnLLcmtRqYayaFNuny9sjTHADqxMobOFXNiHNaCQl4Xr0XX0uuxr40D7GjoMhNVj7yyzd9IsWtgy1+A7+7BZv2xZ37fwyn4Ho93ozCpJN6BR3MUnfgemr3wESUShttaHCKbUGq+GPlxq/+xGIrIl4l+uxs61L8aodwO9sGeemaaisIWYDadax7iMtT/msSdU7aG4jofhaGQ0eaheSyBqdwfaISqGnMDe4tZE4I/NmgK+PwoSRgga8KZ02I7hsTTHho6Bgu7YcPaX5dmbXRvXhw4CCs/tdeEfdkU+X6xHSf8BwG7btZX9AkXALNry2svARfHqPnQnRDQYIIg7Evn7+jpUxmsfIthrZaOFXbNGWV6zPntGccrvvwTnjS+vXyCZQi7KQaPO21rDuHYENnoh+2wt15+2lYHBlnBtGPkmm8vxb9YCrpEB7JptKv8WpzFA7MaI6oBN967D87tGYJADkf2rmNlR/oIIYfVdYEDdoVoGgAw6yhKQTFyfi3NX/suuwSyF0ZGRZFYTGL7ALJvv+77vw1d/9VfjD//hP7zQHvmWb/kWfPM3fzM+9rGP4W//7b+Nw8ND/LW/9tfwYTNZXMFNyjrjW2gyb8iTJ0PAjtFzbfQcC57twXVC2fwvvwBRk8OH7x9C2x4i2xI0f3AOdsS3AvTCGCd4d/EzLu6ZM0S2dxuaYg3ztUhGWlab/waxSQEvzh5YsAICOJfnIzuI5tnUSrBxfRDgrebzlYN+tYcBAtxw7shen1FYyVVI41wYSUTUVxMmyX1TdrAP4XounIMe0s98BmrYA05Zm3aQT7mB0qlhyP0SnOkMajKDbQ/lfHbsIn8/gR25IrAl16AVbN+8ETKibEZ/1NSIbESdIY7pdLy/TNPK5/YC5PctFB4zJaHRP3B9WH5NqWWXZwZ2ATs3K+kbZEd9aWrIPjt2xhpuF3G6g9leZ0U/w9IBouBlzLXRSyD1un61rQdNcSVbmD88X9jqYULTykXQ7eOLPhHi3bfewnzSRnksP0qnxi4sqIIKs2QM1X9PXZD6PLJh+0tmS/Mhe2cHdn8H7u4e8IV3UAR92DPiALjY8tm+Z3ohcfFj63luqFEEFTnIT1wBP3t7PoK9PqxyB6VLzgHb0du47fuYspsqnYK9j2DOJngzBdeeIO52Ufg5bn7xR6E8D73OqyjCQ1gn70hfGcA8N3P5I/jlrtBwtW9jNHgJk/cKzH1FlqVExviMjWrnJjSdsaQ1mOXvKQ4Wbpx7rO+T9i4V1PpxcZZbttlY6XDA9VF0qUFxF2WrR9GZiNWncBhZFixZ9GDbHYQB++K8h/lpRxz0JqJtiwaevSgj5LoqdlwJ9TOrcsQUftPHsPo9lNM5nD0jbGfeLSn1lOKSNnryRZaPvGuWBh2qgR4irns5hfV9njFu8BEZMsuL6DPzOLoF3P3NRe+UKiYDrC5ljNfK/MQuie4Z/49y87wpYMcd4DQfr9Cd97o7OCpsDF/6qOkv1I1wnL4jWQr31BQdq7pFxfqFsmw8qwjEX92YyQR8aecWkjzBF6wT5BmxGwrd+DbmszF2uzYwW0Hnmb/j87M0Am8P/R5wc38XXTp2S2ESU6psvZ+O1Jsc7FihKAVPIwcnkYOpFaDgZRNbsmhBYcHRPclsci1T883wCNdi9/ABrP4hPpemJnOcJ3D4p9SBIaZNNLFeYIeETfT++l//64t//6t/9a/wO3/n78SP//iPy79v3ryJ7/me7/lQOiSVl6MibSLfNADIbiDRkODPZYqd1qPOhRUIivwsUPPBxoj41cEOqtl9I6Vd2yv+DsZZhv0ea7Attoftw1VM8znokU0RhUjnywW+sSAq4e048Lkgr67hZ4yeeb/fR3lyAte20GEGIQPCMEbgUQq57vNBQGtRIidgcBAYhWxShbn4XNtbTGo263Mo8RxH8D/2UajJ54HPck4TKMGOti02kcUIdBmNCNKfkYVvo1jdo82xiZofXEdRzBBpB0mf6f4G0bbcB+hwFdSsoKPlXUexllmQDczfhUpNb5RpOUI3BCbqNnRygtwr4c0jBMPbuHn7AJ+HaamwyRSj0oDR/vL9E4zIMldcq1pu/kOF4UffQO/GHn77//3vUQaM1uqFeQ0HgPrWwn6FeODB9grMghP4dgdlb7VPreddQ2K9D4up6/19cZi8OvulqGmhd2E3ghl1elieR/8W5r0bGKdA8e47UOldqH4P/sFrSE7n6IR92HEF1+rC90J0fMrmO1xHse/aeEd58L0EURLi1f0d9GP+XuHG/usojo5wV2iXbMfObtQ+hg5l8LuIWf6r5w7nF7Fb7O4qzG6/g7zz4G6nbjwC7t4TuqRo0ghTudabYUfY0/Fy89UW9j0bQ8eiOk/9XBRSj0qrGwZdY5aL0h3A8pcbfUW9srmLqsjhMCPwIFMKWW/VWWFfkxvBrpS7iHPxtMLt3ZF8LyWlC2wYDcVZYjNP9qd5uR+ICJpc7oKWsmptvYsVx8nrANc+CW+eClDVqrOg8Rwi9LWw3k2oo/eAcAeH/Rh3q0/BVkeYFEDP7shXmi7/wgp3MNKOSCKwsU7ZSWEdRSIRELolqWfos5R35kIVrGgXB6MB3JZj1liXjQxd4F31m4ufvTx4HWkvQ7+iM7LukFQoVYAyuIaXnUTA3i6zcCXF11bP39MBPMowjNl52xeAMYUN/Z0h/NjFsWvhLZZfWbXUqpm1tT04MK2qEgEzTnzmDqUjzBwWCJNVYeCPkGoLI2c1Y/9COST3799fkYP/uZ/7OaECN/Y7fsfvwJtvGpDbh84os8B15uTsPPXrOjiNqey22c4tFFRqtJiKLARwVY1TU8o45zxU/5PNufmR7aEavrro48EU4K7vYMez4e9HKI4T+K/tIiQg8tjGaHQgGIvIy+H5Pby9EnEu/9sqyS5Pfk7kJoDVtSiTXSrDUReaQlW1p+5EEbx+gLircXdSg+jqMgyhFNf7PmZpgU6d7m0yToE0ADNMmgsdN8uFs8POuh1gek6UqTQsO8IgHOBdKuG2FlihzD3AGmqz7r6BV/IU4zLALcdIZ9teiCrsotAeymQGi+3hgxBBYZgqdEzPXDKjzYEH3DWbHnsgdeIDabbGNgTnGeEPJLTpaAjEO1Cugt114BzQibA2R/ysGsWOkQXxO0jJgOiuLtZeMILDnkl1don26u6XIh0n+MKR8Rodx/x+xWowt3ISk0kigya0oaMRBjFT2h24Jzx33avFMeluQ3snzVujZHkoIU5muTk7h9fEOXXYkeydT8GJYuzOHbi5QtcOpaTEbM5lLLIjzCtSo/u42/LDqM1S3ewLlsQ7uL3oN0Kw8TWnxHtVgf0ywz2WOjSwRyArcWCiA3KCkE3M2lX79lwIBtLOvnLZJK4WUWmZw/5Qjo9u3EFKcb8mQ+U4cGyzWUV0lNbslcDDrCjR8Ryoril7LUp1wkO9YGPjHCL7PSCzj+/N9LKhNH9jxFWR6VfUmDa7vwvbj00E3jm7wTf3fd0nnT7DqyNXyjzVcYEitKQTOEUa/ZAl2y7K9xK4zgDX3Os4Le9gUkzOZJiIPMtbgVaz/lACn32W2BGb2VSrfd1WiIKiZpw73i5U9/LdblmmDihIR920OAM7aFZdI34GL8XLbg67N0RSvi9Bk9wyWZNuBOWVsNNa3yjuiZMXdFjirFCensLduQaL2T8BClv4Mp3itBhLtqOM9qHm3DyMqq2uy5ab36BZF3JMoONDpLvvwXmnpXrDbPy1HYySAYKwL+y+F9IhoTNChVZmQtjH5n//7/+N7/3e7138/vT0VHRKPnTW9GLRtoA7q95NAZs15tcAzsaCuu5HY/kFqongZlJbJ+DKHp0FOtLcl28D0yN0ijoqbazlPdi7eyju34Hd7QnFTe+GsO+6eMVz8KnxTKKNgR+g67NdeOsQTLHOWZowiqpBreK4+D0XAOnzzm6il8jmcGKLjkezUNcbOUsf7M9g7cuiy86i8vx8oDMIEE1Wyye0A8yRlzOcpMQobdgMG9v9GFSRAncKaH8m2NV1TOJBuI+iKuHa16G6Y+Dks5h2biJPd2ARKLlmZF20AWJd30Gal7i+GyNUL+ON/AizoIO76R1pUJezXDBlA7IA9o4PZ98jF9bcYwtnY3ViFKdj2Hu7K8fv9XqYTF5GxXvdWCOn+Ac7Kfdgd3qo0gLB3gDT+UxorTquVScli0OWTYociTgk7UNUloOgvytKrG2xJ/6dvbP67hUdrv1PIj/5tcVnHsYuqvlLw/QwRqxGgv9Y/JwKo/0+MH57UXLUzHLpu9BxD87tl1auZ6XytXaOj42+HHkxR4oZrDWHlQqzMl4F07Ec32Tl3Cio2OpiaJ3igCDH+nzX4+soD7r4nP1ZBFYOHW1wgv2eNOtT4eflHveCncXUzcIDWOmn5DPdwEHX9VG9vIO8nMhmdqsT4T2kGzNlHWYjG0aR32B7xIsXVVCOkfPM6rFsRL2d1jzmpXN8MqNkufBP3hZ6u+3NpJTqxh3ceOUNvLwXCWbh3GPzefnL39PvYy8W6Wyr/XqP+AKKWBmaLD28dEPNuMxQNuDa+nmx1NtYqF1M2AZ8bSwGwS0UxSnyDUmTxljqvsjkLZJu6+QCqKcMe9TpwDvuwA5cvDflGlnLHjITs9OBmlao8hRO34Nd6+KApVpp2dOH3+mb/jzCQqpgn1SwqdhMirgdwu0H0FZbTu98c51deZ5UqYb+xZVAsQiJ+bGRXL+NgAFL58FB1nPpkHzt134tvvM7vxM/9EM/hH/7b/+tNI/7yq/8ysXvf+mXfgmvvvoqPnTG+dC7IWOiGnOArA52EdjhIKISqGvLc2vs0HPxbpph1+GmN19QY5vI9MyphIcaQ8+WC7bVdVHOclPvlrKFI+JI68ZusZ/Y62Bn4i0yEBQHe23AWrKC3fNQ2T5uHe9hUswxCBvQJaOpup25c1bw6VwjmO7GNXjzOfCFAlXJqIpA0vraJatyuTIVydA7qsCskm4iy3vis5xmgo8wN094vA9np5TyDUGo+M3VrB0BiXL3wtG3sBvsSidQS9guy5rtcDAUTR3X9TCvtXVqYUjsdjz0fAfqpZfgjXYxnWbw8RpOjt6V3hS8JnM952/erO9bgyH0YIDiqmDwzgEwetmUql0LO1/2f8P0+BjT6t21k4RQ7GM0u7P6czYhmVFK3Kqj/FXbeMlr4/qBVrW/uZoDQ12bdQvZM6S5Ps+DdeMQ3u4rZ/9WKZlPok2z4UZsy4e992XQd39x0bTyoqtbvD8OraBaNM5r7HqfUvtm3Gzyt2z/BvL5m+KM3PYPhXLP0fTSMES408ObuZmrxGS4hzHwtgv2rJZrI4CcJdCr2O4bAEu4NZajbR0d4QQTkds3DTqtzWOLm/Zsgl1vBGt/Bwc3buDTJ8yikIH28MRMNrhbPG1xmC24VPpNK3ht7aPOIZBOUEYUbSslu2R3NSo2rKut5/k4sSciEggycJrsiWZn6QHyJgpomTXwkY8zdAdLh5vO3v1ZAs8m0f18Y/AU7NoirOdGgTw/YvnCcAf5oAt87n+idDJUQQ6nNBm+ik4NH7FTiJMv63plHJKqN0V1ZDIhfidG6FnQzKhMHyyrwXXToeL2xt/VWVU6m2ya+ZxRfy89uogf+aN/9I/iq77qqxDHMX7iJ35iAWik/ZN/8k/wB/7AH8CH0oavAPNjoDQtydmtsx0VVuWuLIQBefAtZyMMHdxiKj10cHxeiaE5TjORqWOw88YiK8KFzDmMLjXwwsjBiM2eKCHNxmCMKPr7TdFcjuGysR77LzQb0Og14PgtI3l8n9mRZSr/YlNwQh+6dFB47JKpRdW16y7btl/FnMgHjjLkQ3a+NJtTEF/HwCGVcHWTkCxTE+W3aNHOngt1ooVOLNw+rn1eB92Oi2qWmpbMzWdtAhgtxJbGSe2QkFUU9U2E3DyDvufiXlmhqzrwvP8n3jn9DDz122euv7JKA0ZsaJNNA73zrCkN1VgWE/m2Bc+W1hntwo87uEsAxyZrM2mp4MvOqSwDtH7O1PFljfdRdBIkJ2NoDBao/wvtEsf39w4Q3M8Rxozu16mM69xLvQBrOvbq4jxoPdfC78OaH6HyWhkD7eDVgS2S4I5gnDaAWpt9U7jq9KVLkdJnALBuXv8Q6eRtOJwja8p+xEQtvm+dh2wYXyLm5pd4oPlhjOPxPQE8n2ssC9ZOxbrtObvw3QB922x6VTQyLeyrTHSG9oNlKYbA2553U0T+iMuxJrU+ykPYR0aRNOPrBQ4KKoLVpjoEiXtwjzUUe+w0xrWH2Ai3RFUD0itG/i1JBD7LaS8iDE3KYu3nfJ69PooxG5TLzBKXt8CBl7MpnsZvYVWTRBdzFMw+MeNUw2R6H9/B3d80arCWNxJQd66MDtTi8nsFnEjjcLaDO+kxdvzh2TWT/lhEcTh2hdcin6DYrX06g2Zm5pJ26B8gdye4kzeKS8+3Xdoh2dnZwX/9r/8Vx8fH4pC063a0f/2v/7X8/ENprCfya2IG0pCAvZZZqgelGG2PVpZZa+hDJ4XBjFzknvOYjoU7mTK9bNZSpg9yRthy+yQ7wSjcgdNSUxVjdmeTNYdk6nf3I6ZD+8GDuMnGXhqFmMwsDNgvZUy8AjtXKnz82gHerRuzNUYp8vq7M44FrdGTsD0X08McIWXB9QBR9DrSdAyVr2UF1sxydlGot6GomEq9ir6PKslhRR4wHy+f38ABjgsEPUOH/GjEfhylsCneTpdlpIgN8VrGxY20XIIJaUHusTXZ2evYt5A6QDwcAierYhMbS51D0lb95TPZ/2IqSS0k5dsmjiRFmurDri9+OoyhHQX/4NA0Iex2RK58VrdSvxHfOFOi22SiolqykTGj1dJEgHw3XEgbtWpmCtdYJuZD7OPxqnGky80LLrN7XnQ555p1dDojQXhdEltk2YgR3Hv6trAXaEU4ROnGKOPdtnAmwtoh5bVapFuShWIPcNN3cVpqyV6WWSr+bObP4QYUyWIZ8uy1ufE+7GgAL0zRs49xwvYL7czTA+iplzUvCtHd24O9pnd0WSM1u+9Q3NAANm0vQBruIpy/j74dI14r89jWwwUP6+ZaGl7b+eLPOtLgAtf3dvH2mAq+G/R4qHhthzjN68WxZqRFnS68The9/ghO4gkWhgyijdYaihRO7JzJYCvE9bWFHRezaYbR3k28rSYo7QA5QfSTBr5sbD78CFSZQznNNSsU0T6KOjthUWWYPXxsFzfsXSBY0pXbRhB2b38fJ6dvmuxuJ4M9mbYUYx9sHf81zKPPokoK5NrAYwOtBXu0c5Hj+ozala+YNe5NNuRC+wSMWidk9/yf//N/8Au/8Av45Cc/iWfFqkjjpn2IiCm8lrFfgysS4oZ215j0p1hoD1y8CHNycpN8GLvRuYGszK4UBasNdevLpv8YCfEL+Reb6OL4fwn6e5NZTl9qoUqZ7sLSlZgN+mob1gBLWoca6Uph33ck9V1VD47aFJUca1qwuQeyL2yJFOMirjUlzEQO2SG3XuwdreCQIs0w+gEmtNzazqgjWg5C28cs6sDfuS5NC9eNuAVitFawEK0sTP2hOitwfkp3P9zH/fl97HeuoeprWIM+qD21Gw7g78e4ffhF9cHZyyNmj1V8ZPDGUlfjATYfKFgJnSrXMGjZQb7rCFZp4ZCIVmAgfVwde22taLAOAuCrP147Y42mwnlGurn5pqZwe0ME/nU4B7FpT9D0r2GGgM5b656oXnmeqZ03EPR2Yb//P2R+9h0L+7Uz0xTS2D12FdO99o4DDZ26sIIMO/YIO8Rh1Bsfnb03ywx9clQ3GHEVZTmHE55dP5ueOsuzKsPUe4S2P7yJ4miGUUtl+dK2yfG8pHldC6NehHw8xTV3iLleOunXg128O3kH+/YAud1bOiSETx0cSAa3F+4KFg7366xgW0n3CkYmUjU3b/qjex1kpAlzQ6++xLzD2ZKF01jlEHK+dLzFOXaG0M5taIvKsfV7G31EAM0M6rgHlGVydk6sX496wAWvOVTSC4hK0h0L9ycF9u0YNzwXB1Ega9jzZs+dC/Ud3/EdondCh+RZsI7TwWlmFpuqo9EZrU7sdn8R9hF5a5UE90TMlGIut5A5IzbiM71XHuY8K8aNoC4xtAGdbQt8DyejAxN9E8vSX81AGCVGJdGti1J0XEQDQqLccMF0vbpVuNW9Jd+9+97ZReeRmd/F3s4XwS4TdDvnY3DWM44PYzvBjnyJ3biBkADN/+//D+7gFbzx2selKdrCqChpBZd2RmgVZb5DYNdz8CY7Uo/ZYySA1do4nRFLS1148z4scaAuXhS911+D994M6mi+mk1gfrxtjoXD63t4b6xRnrK5YqMwvKqWfOXNiawrh52VHzw/SLHdeIjYiPNtKmX2vB66O1+KO5//7Nm/4/8OrkOnc/jds2PD932h1DcZtAYn8SiNm7vj9eFeIkP2QaytW7L42Tm7b9/toK8dlPYcR5kHV3r01EZBtOZ903EcELdYnZtVEGG/C8w5OESGL8DqDSTo8+prei0K8fkkw5DtKcYPuDfpKnwNrv4clGqB8nmsOusUhq8I2NaSbtm/st6yy1i4A6gxKmbYZXy3SrBs2Mpuhze+YiXTR0adq0eI9TsYWofw7L6c9nl0Rp47h+Tf//t/j//4H/8jfuqnfkq+fxbspe5L+JW7v3Lu77ko+50uokEfnVEfaHHs2xb1Bzh+7wvwP2jZ6wJdpUv9uTQ8u9rfdDrs96IRUf103XY+guqzv4RyA3iSFnR6uEUlyA0LVmN+1MXkdIadeCjdLXfqY1H58FbnlihUPsumu4e4uq7uo7Hr/QD9mD1aHsbhWS5qLwcePnMf2CfNlMJt4S46tyNEgVFqXfyFpUyGi6lqIvwfEPIRHGiLcNUckRMj6Q+pM2/osmtGDE8n7GBMqir71tQ4qMuYUO7P0dMmVXTjtdXXvq97gqkatJWVFx/a8IctVdL2cdZNpPLJRgvisxiZ2tog+Edil9Q7apfdVjX7rghQ3gtRTkkvv/ocpTPhvfQK1AmbVq4ZxwexerYNT3tnyuR0dKvZTKi2F5+DIowth6fFxHnDtjAea2SXXVBl4cxE/PDMeWqwLe0jw4/i/7prmi6umOPC+aL/h2T3zjTF2/mI+aKz3eon19vdx/j9GJ3q41Dpm1DW+eyq58GeG4fk3Xffxbd+67cuGD6XLe+05exPTh6g8vWQdrNzE2+evikZkE1GEBqbHVlcoM8KAIrREXH8WxtT+lcxe2ChOC5gkVb3hIyRHDVGNl+QJ629kRewmSWpQ4O0/7JQ61QwRGcDq2LlEJRd7hXodvuoigz7e59Y/I6SzJc2fjY95wWcd+7WY9wAH3jmTWi8zJR8QEp+17bwWkiauvk3GQbnEWi63ghzlNjp3wCKB1MZX+u/hvHkfbjKpMIRXpzWJjC43LUFDP4g6+0foCqpfSF7xUZj+c/3b5zRCSJo3/M9aI8t76nTenYz598wmJDvuzeBbLZKw123DxIsXJGttNFWbkF4Y5s/1srYsQv3kMqhtZ7NSmPRk8+beXXe6Sg9sIYf2WTLXoJ1D6lL/YH53GuD186el8HRpgBpzYgpYx3yMmPpQeZbe7DsI3je2T5gbZPeW62yXts018ILstnMNFEeospLIQlYroP+61+Bo9/6JRSiNvl823PhkNBbp0T9t33bt+ErvuIr8JnPbPCYN9gP/uAPrmilPC6j6t8XDb9oY/SwvshdZB/UGZHzsTnc8Cm2nN6wvvX32XyrgmKrcXakVDYqoTBfIsKtubY2sSaDl6FYnxVV0stZFdlAegMVe4lwo0jXwbRLo9N45vRK4YvZmOsD6G9c1Xgejnk6eh/UnGsHsOMY+lFE2uu3f87jYGlox7uF/WgHJycbHJK1BZfZhxu9Pt47SRA34NRHZItyUq1mef7nNj9rBj/zBzjM8bBVpt0gfvfUreVJC26t9+DWa2RtJdMp3Brbw0zbGSNQmHTsR1DuOew4opQ7YruKS9mjmYvM6Nl0Ss77/aU0l2qRR3Y6cnrLRn/nOlfM7Jj7bGsAXWT2boAqLaFrzKGz15rP0Q6K4etAYqjsz7M9xZ0LomvSqHye9/Vrv/Zr+NEf/VERXvuu7/quKx2fnycrqPl6nEqy521W5K+zrn+9ew6b5VkypkG5MG/QMHig1a24RcRq3fhoSG8evoI82EEyPBvRXLQgEKDJLyMhe7UhW0UOiv0Y5Z65rjj+iNRzrVaZZ3j9Brq7e3DczZsJo7aVrqCP2diskiDxtojewxodEfeSSqaP0s4rQYgxQuzfMqyb2vY6Hl7ejXBrGD5SAOVCjO2C93fVzMPDOKZO1zgtzmj/HBG3xze+WC7pXT+AHnro7R0Ylv8avIeaJ20TJdr9A6H8XmjESFxhTp737MjEOez7Z0q37CS9YtGewY7E56jFPmLz/ZvSO8q/QJDRimPY/R7s3dV5Fsk6E8h6s26vxzfwcnhtFdvn1FnmRgOqZdqzTYb9BbenmiH59m//dsl8XGSvvPIKfvZnf1a6DXtrKThmS/74H//joomyyfj59b95kkaUvNDKDgboHK4O6MvQLJ+4cWHZ+9hD/an10k1URbFRxZGlrKzI4HsdZN01+fwHgCplAfugtZLWImdQ6atjgn0yLNjIZw+NkH2kJh1aHwHIlU5NWZZn2BqNbRIOI33StpmCP1+47pFsnmusEpknD+jds7TLOydh+DKS5AsiiY9ZW2kCV763MLh5qS6zm6z78u9EOnsPbrAHZ1KhyCvYbGT3ALr/yvmdcAGgv4oxKxIc9hGgL5m3sdeHqtji3sV+18MstTCIno7K9qasJJtXojCldsdy8ErvFVjKwm8c/YZ0u0Z88NCsmitfn+Uh8m4jV60Oehus89IrsO4lsO68u4JNiqJNwZeCqx35OiPBEB4sVXafwxLxc+2Q7O7uyteD7Ed+5EfwN/7G31j8++2338bXfM3X4Cd/8ieFAvysGiNcbghEyTeRwUf6H7kyBfd5sU09VGjrgDPafnwT10J7lfnxGIyU3JSloidoFtVX79+Hc7BZoOpJ2Xkln8PeK7h3+nkcnEP15CZ+Hq34JDmRjN+d+Zr662M216Hkui2lu6uYiVDr++ndrHnJq47WhewVfwBnfwJ4QzhXwSutmdYO/MgwaYIaG0sn/SpGai4zT00b+4d1FMvYYN2cOjPi+I5odDwNozhYNdpjOGB+sP8J4NT0dHlmgrdLlOH4Xj46+KgIQSKbXFzGIqaOQprrwG1FddUPqZbX84Qheemll1b+3QiwUar+xo1nuxTCZmlto8fPr+fdDlxHZO+veW6rPd/lLXRiDFudTy9jXHAp9X4Vu+65cFS2ot75uM0eDWAPBw/U1riyPaI9Y9C9icFDlEBWaMWXvFTHGSDPT86oqV7VWJcPw9vI0zGQXV7JcsWihyhddQ+govraxw953nOs7QhdpgzEz2xy7nf8HUzyCbpe96HP/zQtuPHFwPHnTRmmFj97pswJUdGZXM9orJmoWw9fBqb3zmQAVz9oA/u1JtAjtIr0dTpD5zisz4M9g29/a8+Dkf65x94USj2UQ/IwRjaGd8XJxsjvsNXs61x71BiRiw5HzQmyMa6K1XEVKl+xXegHuzYuluxPdEEDtst0zuUmGK+1ONeBAqZsG2CWliC4sWz29wjscWItLn38R3Uvm45DyjA3lUv2eaLtRxezOs4zKopKtkjOxWY99tPLQIye8T5omyjfm4zBZufh3se6eVcs2xbxIRQVC9nK5Dm159IhuX379mZ56q09UXveGjddZEJPjJ2N8vWP3ERN9ONX/zuyb/rWRhXdqx5HGBIfkOp+kp4Iw2zl0FohuhYibjFTnvVxwnQ7yyFlVV6cvSTYkKl20l0fgbEtAjN+0rSucUBEAOvdh8vmXPX8gYsbuA4V37hUr6FHbY/buXzerFrLWPVCB/uFh4h9py5j2kYVDJ/NLNMl7fm98q09l3bLd/HZeYqXLpO1eMJ2Ef3vsjYKRnh78rb0D3qRTYTC/E29Tgw77nFZQMxRlp1lX3xAO4g2430sHaIsahXZPjEo/Hp0theusUVIB5XzPB5rvxt2ww6jAMX9Rvd/a5tMn6ex9ARsr/N4MXbPmm0dkq09Ues7NnrCVHgxoyNu0mRDPOoN81m3w+gQ703fw+7DUMavYLa28NHhx+E9ZNfoq5rvHwh+xX5AD5Ln0ZjNsnznGXRInq3sN5mDVH49D7S/tUdnW4dka0/cXlRnpLFnXcr+cTli/Po/p4bH+jjeMCmURTGD6z6ZRp40UnwfpLy5tRffRPl1zfwnUd79kNnWIdna1rb2XBgpvPza2ofbHrdUwIPso5GPvO4KvLVHa9sn+qLZU4jOGxGvRyHmtbUXwzaJrj2T9iHMZj1NUCnBuxQ547mv0mma9mrvVQEfn4f3eVJGRyR6DGtd9QGIGl7dGqLdg+h5tG2G5EWz/kvAyVsPJ//+kDYajTAejxf6MFv78Nqh5+AoK7B7WWbA07K9jxvq83PMSHhY86IYZVHAXldVfkJO5BuDN0yn4yuej5mRA/vpOiOPw6gjQ6HBgw/gaEWDISzXhVu38Hhe7cM3G190I0qf4jxP8pS2jf6mHjaP3J6TqPtDbLuuI1/PvNXNzT6Mxh41G+0JqbVKn7LtXF7RkdkNDf37gzzTIL6kVsozbFuHZGvPtGllQTsDaa5mvYBy+1vb2tM2dpItjlNY/Q9v+epp2wdxRl4k2zokW3umjZ7/rcGXyvdXrTlvbWtbe7Cxk6zee4bmFtVqcfdpX8XWnoI9Q6Nwa1vbbD3vxdOA+CC2dcy29kIblXAJ8PyQN5r7MNp2Zdva1p4TE7n2utvu1rb2wtojaG2wtefTtg7J1rb2nBj7xqz3jtna1ra2tRfFtkiarW1ta1vb2ta29tRt65BsbWtb29rWnisL7XDRMXlrL45tSzZb29rWtra1567b9MeGH9vqmbxgtnVItra1rW1ta8+dbbU7XjzbvtGtbW1rW9va1rb21G3rkGxta1vb2ta2trWnbluHZGtb29rWtra1rT112zokW9va1ra2ta1t7anb1iHZ2ta2trWtbW1rT90+VCybiv0RAJycnDztS9na1ra2ta1t7bmyk3rvbPbSR20fKofk9PRU/nvz5s2nfSlb29rWtra1rT23e2mv9+ibnqrqcbk6z6CVZYm3334bnU5H2to/Ko+RDs6bb76JbnfbZ+RR2/b5Pl7bPt/Ha9vn+3ht+3yf7POlu0Bn5PDwEFo/esTHhypDwgd448aNx3JsvqzthHh8tn2+j9e2z/fx2vb5Pl7bPt8n93wfR2aksS2odWtb29rWtra1rT112zokW9va1ra2ta1t7anb1iH5gOZ5Hr7ne75H/ru1R2/b5/t4bft8H69tn+/jte3zfbGe74cK1Lq1rW1ta1vb2taeTdtmSLa2ta1tbWtb29pTt61DsrWtbW1rW9va1p66bR2SrW1ta1vb2ta29tRt65BsbWtb29rWtra1p25bh2RrW9vapeybv/mb8fVf//VP7fzf9E3fhB/4gR945Mf9f/3/2XsTcMuysjz43eMZ71BDj0wNgqCAsyZAfsQJY1BjSCQOeWIwGhORgLM4T3GIY+KEwYhD9MGIYBITUZOg4BgQUKbupqtrvvOZ9zys/T/vt/Y+95x7b1VXdXf17epaL9yuqnPP2Wfvtdde6xve7/2+5EvwEz/xE4/6cQ0MDK4PpsrGwMDgIVspsPTv67/+60U6en19HY81/uZv/gaf+ZmfifPnz2Nvbw9Pf/rTr/r+N77xjbjnnnvwGZ/xGfPXTp8+jU/91E/Fj/7oj+L5z3/+/PUPfOADePGLX4yzZ8/eUBVKAwODq8NESAwMDLC5uTn/+emf/mmRiV587Zu+6Ztksz4OY4T4mZ/5GXzxF38x+v2+9NZYPLdv/MZvxHOf+9yl1/7pP/2n88/ed9998tof/MEfIE1TvOxlL0OWZfPfP+95z8NHfdRH4b/8l/9yLNdmYGCgYQwSAwMD3HnnnfMfGh6MmCy+RkPgYMrmJS95CV796lfjta99LU6cOIE77rgDb3jDGxCGIV75yldKE8tnPvOZ+P3f//2l72JE4vM+7/PkmPwMUzGMelwJZVnizW9+M77gC75A/u04zqFzc1136bVOpzP//O233y6vfdInfZKcKxuF3XvvvUvfwWO/6U1vehRH1MDA4HphDBIDA4OHjV/91V+VVMj/+3//T4yTf/Nv/o1EMl74whfiPe95D1760peKwRFFkbx/PB5L6uUTP/ET8e53vxtve9vbsL29jVe84hVX/I6//du/xWQywad8yqc8onPlMRqjw/f9pd992qd9mlwDIygGBgbHA2OQGBgYPGx8/Md/PL7zO78Tz3rWs/C6170O7XZbDJSv/uqvlte++7u/G4PBQIwK4md/9mfFGCE59TnPeY78/Zd/+Zfx9re/Hffff/+R30HeCKMijHQ8HLDDN6MoTDf95m/+Jr7wC79QvnsRbKfONM7W1tbD+g4DA4NHDvdROIaBgcEtio/7uI+b/51Gw6lTp5YIo0zJEDs7O3NyKo0PGggHcebMGXz0R3/0odfjOJZeGg9FvL0S3vnOd6Lb7eIv//IvxRB6/etff+g9TYqnieQYGBg89jAGiYGBwcOG53lL/6bRsPhaY0QopeTPIAiEr8FKl4O46667jvwORlxoKDCCcTDVci1gRQ6jI89+9rPFMCLh9R3veMfSe4bDofx52223XffxDQwMHh2YlI2BgcFjBhJLP/jBD0pJLgmviz+9Xu/Iz3zCJ3yC/PmhD33oEX//q171KiHVvvWtb116na8xtUPjx8DA4HhgDBIDA4PHDDQIGI340i/9UrzrXe+SNA3LcVmVw2qao8CoBQ2ZP/3TP33E38/UDfkt1FVZlGBiWocEXAMDg+ODMUgMDAweM5A8+md/9mdifNAAIN+EpbhMqdj2lZejr/qqr8Jv/MZvPCrn8HVf93X48Ic/jN/+7d+WfydJgt/93d8VQ8XAwOD4YJRaDQwMHvcgsZUckN/6rd/CC17wgkf12L/wC78gKZw//MM/fFSPa2BgcH0wERIDA4PHPVgF82u/9mtXFVB7uCAJl0qwBgYGxwsTITEwMDAwMDA4dpgIiYGBgYGBgcGxwxgkBgYGBgYGBscOY5AYGBgYGBgYHDuMQWJgYGBgYGBw7DAGiYGBgYGBgcGxwxgkBgYGBgYGBscOY5AYGBgYGBgYHDuMQWJgYGBgYGBw7DAGiYGBgYGBgcGxwxgkBgYGBgYGBscOY5AYGBgYGBgYHDuMQWJgYGBgYGBw7DAGiYGBgYGBgcGxwxgkBgYGBgYGBscOY5AYGBgYGBgYHDuMQWJgYGBgYGBw7DAGiYGBgYGBgcGxwxgkBgYGBgYGBscOY5AYGBgYGBgYHDuMQWJgYGBgYGBw7DAGiYGBgYGBgcGxwxgkBgYGBgYGBscOY5AYGBgYGBgYHDuMQWJgYGBgYGBw7DAGiYGBgYGBgcGxwxgkBgYGBgYGBscOY5AYGBgYGBgYHDuMQWJgYGBgYGBw7DAGiYGBgYGBgcGxwxgkBgYGBgYGBscOY5AYGBgYGBgYHDuMQWJgYGBgYGBw7DAGiYGBgYGBgcGxwxgkBgYGBgYGBscOY5AYGBgYGBgYHDuMQWJgYGBgYGBw7DAGiYGBgYGBgcGxwxgkBgYGBgYGBscOY5AYGBgYGBgYHDuMQWJgYGBgYGBw7DAGiYGBgYGBgcGxwxgkBgYGBgYGBscOY5AYGBgYGBgYHDuMQWJgYGBgYGBw7DAGiYGBgYGBgcGxwxgkBgY3Ae655x78i3/xLx6T7+L38PsWYVkWvvd7vxePJfh9/N6Hi3Pnzsnnf+VXfgW3Gh7L+WJg8GjBGCQGtyze//7345/8k3+Cpz3taWi323jSk56Ez/mcz8HP/MzPLL3vh37oh/C7v/u7x3aeBlfHb/7mb+Knf/qnj/s0DAwMHiHcR3oAA4ObEX/+53+Oz/iMz8BTn/pUfPVXfzXuvPNOXLx4EX/5l3+J//Af/gNe/epXLxkkNFy+6Iu+CLcq4jiG67qPW4PkAx/4AF772tcuvU5Dk+fteR5uNdx3332wbeNvGtxceHyuMAYGNxj/7t/9O6ytreFd73oX1tfXl363s7ODJzKSJIHv+9e1YTGCdLOB6Zqb8bwfLqqqknvb6XTQarWO+3QMDK4bxoQ2uCVx5swZPPe5zz1kjBC333770qYWhiF+9Vd/Vf7OnyY3f/78eXzt134tnv3sZ8smcOrUKXzxF3+xcBcWQQ4DP/dnf/Zn+IZv+Abcdttt6PV6+Ef/6B9hd3f30Kbygz/4g3jyk5+MbrcrUZwPfvCDh85xOBzim77pm/D85z8f/X4fq6ur+LzP+zz8zd/8zdL7/viP/1i++01vehO+8zu/U9JSPO50OpXfMxX1vOc9TzZu/vnWt771yPE6yCGZzWYSkSBXgZsfx4zprve85z1Ln/urv/or/P2///fF+OP3fvqnf7qMw0H86Z/+KT71Uz9VzuOjPuqj8Iu/+Iu4FrzkJS/B//yf/1PuRXN/Gv7LURwS3juO14ULF/D5n//58neOyc/93M/N03if+ZmfKfeHERZGXw5iPB7LtT/lKU+Ra3/mM5+JH/3RH4VS6iHP993vfjc+93M/F6dPn5Y58/SnPx1f+ZVfufQeHocpKM5Pjscdd9yBr/mar8FoNFp6H6+T1/AHf/AH+JRP+RQ5XjNuR3FIrvW8OVc++ZM/GSsrKzKvOMcYNTQwuNEwERKDWxLcbP7iL/5CQv3ciK+EX//1X8dXfdVX4dM+7dPwr/7Vv5LXuGESjK4w9fMlX/IlYkBwA/yFX/gF2SQ/9KEPyQa8CKaBTpw4ge/5nu+R93LT+bqv+zr81m/91vw93/3d3y0GyT/4B/9AfrjBv/SlL0WWZUvHevDBB8WYoAHETW17e1s2I274/O6777576f0/8AM/IFERGjFpmsrf//AP/xD/+B//Y3zsx34sfviHfxiDwQCvfOUr5VoeCv/6X/9rvPnNb5bz5+f5WRoVH/7wh/FJn/RJ8p7/+3//rxhJ3Nx4zYzIvPGNb5QN/53vfKeMaWME8BppqNHoKYpC3s+N+KHwHd/xHZhMJrh06RJ+6qd+Sl6jkXE1lGUp5/XiF78Y//7f/3v8xm/8hlwHjRAe78u//Mvx8pe/HK9//evxz//5P8cLXvACGWMiiiIZ48uXL4uRwJQf58DrXvc6bG5uXpXLwshbc53f9m3fJsYw58Fb3vKWpffxuDSieC/+7b/9tzh79ix+9md/Fu9973vFmFtMQTE186Vf+qXyGaYeaRwfhWs97z/6oz+S433WZ32WGCsE7ym/9zWvec1D3g8Dg0eEysDgFsQf/uEfVo7jyM8LXvCC6lu+5VuqP/iDP6iyLDv03l6vV33FV3zFodejKDr02l/8xV9UfKx+7dd+bf7aG9/4Rnntsz/7syul1Pz1r//6r5fvH4/H8u+dnZ3K9/3qZS972dL7vv3bv10+v3gOSZJUZVkufffZs2erVqtVff/3f//8tbe//e3y2Wc84xmHzvcTPuETqrvuumv+/c248P1Pe9rTlt7L177ne75n/u+1tbXqVa96VXUl8Pyf9axnVZ/7uZ+7dC08h6c//enV53zO58xf+6Iv+qKq3W5X58+fn7/2oQ99SMbmWpYojtfB823Gg5/n+DfgGPK1H/qhH5q/NhqNqk6nU1mWVb3pTW+av37vvfceuu4f+IEfkPlw//33L33Xt33bt8n5Xrhw4Yrn+da3vlWO9653veuK73nnO98p7/mN3/iNpdff9ra3HXqd18zX+LuD4O8W58u1nvdrXvOaanV1tSqK4ornaGBwo2BSNga3JJheYITkC7/wCyXNQU+ZoXSG7//7f//v13QMhsgb5HkuUQKGwen5HkxdEIywLJax/n//3/8n3jrTDcT//t//WyIhjKQsvu8gWZNgyL3hgPAY/G5GBughH/XdX/EVX7F0vvSK3/e+98nrTKcsjgsjHg8FXiPTMRsbG0f+nsf+yEc+gi/7si+Tc9vb25Mfpr/ofb/jHe+QVAHPnSkHEobptTf4mI/5GLkfNwqMei1eC8eNEZJXvOIV89f5Gn/HaFSD3/7t35b7xkhXc038+ezP/my5Fl7XldCkB3/v935P5stR4PF5P3gfFo/PKBPv79vf/val9zNycy3jdK3nzXPkPWKkxMDgsYZJ2RjcsiBngeFyGgE0SsifYNifFTXcUB9qY2YFB1MdTEMwFK4DCRpMIxzE4oZLcHMgGm5AY5g861nPWnofQ/zNextwM2de/+d//uclpM9NpQG5LAfRpBwaXOm7iCsZNYugAUdjhnwEbpZMLzG98YxnPEN+T2OE4HuuBI4R00ccxyudx//6X/8LjzbIy+CYLoJGAFNVB3VP+Poid4PX9bd/+7eHPn8thGimTJgi+77v+z6ZZ0zt0RCj0daQUHl8jssij+lqxz94X6+Eaz1vcqL+63/9r5LSonHOFBONNPKADAxuNIxBYnDLg3wKGif8+eiP/mjJ3dOjJI/hamAkg8YIIxjkGXDz4oZGTslRBEfHcY48zqIhc61gKfJ3fdd3CSGS/JCTJ09KxITnctR3L0ZHHg1wk6LHTSOOXJQf+7EfE84BDTxuZs058PVP+IRPOPIY9PhpkDzWuNJ9uJb7w+ti9OJbvuVbjnwv58+VwLlB3g1Ly//H//gfEhni/fuJn/gJeY3jwePTGCGv5SgcNCiu9b5e63nzu2mM89x+//d/X344x2lskthtYHAjYQwSA4MFsFqhSWk0uJJaKDcXRgC4oTRg2SWrGR4u0bbxZptIA8FKnIMVFvxuVuD85//8n5de53ezguN6vusgSJS8Ftx1113iUfOHHjbJrCynpkHSEH9ZpcG0wJXADZab6iM5j0ei5nq94HUFQXDVa3oo/N2/+3flh2PFKh6SaFnZwjQSj8/U3Yte9KJH1Yi8nvOmgf4FX/AF8kNDhveXhGkawExJGhjcKBgOicEtCebij4pMNCmCxWoFcguOMjLoUR88BlVeF9Mn1wNuFqyg4DEWj3tU5cZR382oDlNH12pMMHJBr3cxvUTuAKt0rgZe38GUFD1rVvY0EQ+mcbgJ/viP/7hshAfRlDvzOsiBYMUQS3EbsLKDXvq1gPfnqBTZjQAjQ+QeHXVunCOsELoSaFQevGdN9KgZNx6f48uo10Hw2A/X2L3W8ybfZxGMun3cx33c0jkaGNwomAiJwS0JpltYCkktkOc85znCI2EZJEtwqeHAtE0Dbq70Wn/yJ39SNl3m7f/O3/k7ogHBsmCmasg34YLP9x3F4bgWMFrAslzyUnhs8jJY6smw+cGoB3///d///XKeL3zhC6V0lmH+xcjKQ4Hf87KXvQx/7+/9PUkdUNuExhD1L44yIhY1SMi3INfm4z/+4yXVwOtmGXQTLeJG9ku/9EsSLeHxeJ7kJNBgojHIyAnTFgQ5FW9729skBURvnJtjcx7kPTwUeH9436jxwrQbz4fe/Y3AN3/zNwvpmeNPnQ9+N0mgHH9GrVjGe6UIFY0/cn4452iscRzf8IY3yFjwXjc8E5bl8t4wdUIOB41URpBocJI3xHG/UefNKA3nAUuzeY/JNeK9oOFEorGBwQ3FDavfMTB4HOP3f//3q6/8yq+snvOc51T9fl/KbZ/5zGdWr371q6vt7e2l97L888UvfrGUhi6W37Jc9JWvfGV1+vRpOQZLXPnegyWXTdnvwXLPpiSXfzZgKe/3fd/3STkuv+8lL3lJ9YEPfODQMVn2+43f+I3z973oRS+SkuNP//RPl5+D3/Hbv/3bR47D7/zO71Qf8zEfI+XCH/uxH1u95S1vke+5WtlvmqbVN3/zN1cf//EfX62srEg5Kf/+8z//84eO/973vrd6+ctfXp06dUq+g8d9xSteUf2f//N/lt73J3/yJ9Unf/Iny31gifLrX/96+b5rWaKCIKi+7Mu+rFpfX18qWb5S2S/P9yA4Zs997nMPvc5jsax4EbPZrHrd614n84Xny/v/whe+sPrxH//xI8vGG7znPe+pvvRLv7R66lOfKmNx++23V5//+Z9fvfvd7z703v/0n/6TjAfvLcf4+c9/vpSmb2xsXPXcFn93sFT9Ws77zW9+c/XSl75Uzo3v4bl+zdd8TbW5uXnF6zIweLRg8T831uQxMDAwMDAwMLg6DIfEwMDAwMDA4NhhDBIDAwMDAwODY4cxSAwMDAwMDAyOHcYgMTAwMDAwMDh2GIPEwMDAwMDA4NhhDBIDAwMDAwODY8ctJYxGGWR2J11ZWXlM5aYNDAwMDAxudlRVJYJ+FIhsuo0/mrilDBIaI+xOamBgYGBgYPDwcPHiRVHyfbRxSxkkjIw0g0m5ZgMDAwMDA4Nrw3Q6Fae+2UsfbdxSBkmTpqExYgwSAwMDAwOD68eNojwYUquBgYGBgYHBscMYJAYGBgYGBgbHDmOQGBgYGBgYGBw7jEFiYGBgYGBgcOwwBomBgYHBTYSiVLg0ihBlxXGfioHBowpjkBgYGBjcRNgYJxiFOc7shMd9KgYGjyqMQWJgYGBwEyEtyuM+BQODGwJjkBgYGBgYGBgcO4xBYmBgYGBgYHDsMAaJgYGBgYGBwbHDGCQGBgYGBgYGxw5jkBgYGBgYGBgcO25ag+RHfuRHpMHPa1/7WjzesZcVGOVGM8DgeLEVbuHc5ByqqsKtjlk2wzgZH/dpGBgY3Ozdft/1rnfhF3/xF/FxH/dxeLwjUwqX00z+fsK7KYfb4AmCQTKQP4M8wIp/Y9qHR3mEqIhwunMaj2dcmF2QP7teF77jH/fpPD4RDQG3Dfjd4z4Tg1sEN12EJAgCfPmXfzne8IY34MSJE1d9b5qmmE6nSz+PFbJsgDTdRWmc0etCnqVQpdFZuJGocOMm5dnpWWxH2zdN9KFQJnJ5JJIpMD4P7N133GeCMghRZdqpM3hi46YzSF71qlfhZS97GT77sz/7Id/7wz/8w1hbW5v/POUpT8FjhSTZQJpuQSnzIF2PMTK8dBG758/iZgBTH5OdLYTj0XGfyuMOaZke9ykYPBIUCR4PUFGE7Nw5JPd/5LhPxeAxwE1lkLzpTW/Ce97zHjE0rgWve93rMJlM5j8XL17EY42qUo/5d96syKIINxPSKEQSBAiGOhViYPBEgsoVjnv5okFyM6FUFXamiVHTfZi4aUgNNCZe85rX4I/+6I/Qbrev6TOtVkt+DAxuBG5VcmhZFCjzDH6n+6iNY5GmcPmsVhXUdAp7ZQWW4+BGReIqpWDZN5U/9phCZSXKkY6SeE8+7rO5ebAxjjGOcuzMUjzvSWvHfTo3HW4ag+Sv//qvsbOzg0/6pE+av1aWJd7xjnfgZ3/2Z4Uv4tygBczAwGAfexfPi+GwdsedaPf6j/h4s8Ee4ukE7f4KOmmGcjKF0+/Bv+cePNpIowjjrQ0EwTZWnnTXIzpWVejwgeU+toaNZd24Y8elgmMBTmY8/IeDsO7AfIv6KreOQfJZn/VZeP/737/02itf+Uo85znPwbd+67caY+QJijJXiGYZuqs+nMd44Te4AurVlim2R8MgoTFCJMEMfpTOiYw3AmkYyJ+PlDhdqQr5lj5H70l9kSC42ZGrCvdHOiryvGt8Nid7sTyb7Z53w8/P4ImPm8YgWVlZwfOet/yY9Ho9nDp16tDrx41bNZR/IzDeiVAWCllS4NTdj3zze6JDVRXsx8HmeCMreR4XUE+860vV9RFGpoMYRVZiuhcbg+Q6wHQhw1xXMmLzfIwk2USn81S4bg+3EozLafC4Bo0R+TN/nJKDaXwulI7SGC3HY1R5/uh/lVIoZzO9oB2BC3GK9wexhN0NDIg4mGGys/2InaTzcSo/i3gkhNc0yjHe1s7GrQSlSuycexDDy1cusIjji6iqAnGstXJuJdw0EZKj8Md//MfHfQoGjxMMk6Esuqc6px7T73Wm52CxRDK/B/DaKHZ2UOzuwfI8tJ/90Y/qdxWbmyhGYzirK/Cf+tRDvx/VzP6dLMfTOobM/XiFinJJ+Tj96xNkK4scjuvJPE+TGJ730J+f7mzLn167je7qNZAs8xgo0kOpnHE9t55cVXAehQjcZDeWP4NRgrXbbm7hNVUqJGGBdu+ht9Ms0tdd1LoqvJfxLIfXcuRnGU+8KNwT2iC52cDJ90TINT/eUKoSm+Gm/H29tQ7Hfuz4RGKMEPEQ8O6WChHiRkRIaIwQ5XT2qB/b4LFDMdRzxm6710yIZXk5NW9avT6iUCEKAliWDTzt5DV9/po5M+PaK3c78sdIAZtBjEQptJ1HFlDP00Q24s7K6sJ5XXnTzeIC480QnayA23r8blXTvURSyml0/etOEuZilBG3P21/XK4XVVWiKAK47goKVUrK9GZUIDYpm0fZ4DD8kePlKyjcWiHgxzOUUoiiSP58PIP9fS5Oj0Gj6Dp4KOF4OCfl5nPv+gaOa6G/46KyUVQVNtJHbmAPL1/CdHcHWRwhT2LMBttXNZTIH2P0YVZv2NeDpEikjcFjARojRJ5eg9F3wB8tskfnHsbxhfrnMu4f34+PjD8CddwiMg8DxiB5lEBDJN+KUOzcXEI+jzfcKkadUtVV8+dRqXAmSuTPxwOSIEd+naWgo9EI4/FYfh6vyMoMYRFimk8f/rx7uNO1emRGeJbuIEm3run9Dzcym+eVePEHkYQBBpfPiXGxfGIVEI+YX7riMYs8x3RvE1kcIhzfGFHBM5Mz0saA0dOHgyRJsLe3h/yISGdZVfhwEGMjeXRVuHOOy3QqBvxmsImLs0vXPCcZHSGyfLh/ng/z2o8TxiB5tMDNpVSoHq/kyysgyUtsTmIUx7jxkehFoiYfvgfDczgbnb/mB5Eb5VEL5iPBRrCBM+MzmqBaltjd3UUYhqLMyjz+0bi+Bf/M/UN86MN7VzRKaIwEpcIDdRnmcYKhc1ZUjDavrxSX2kDN4n5dnytKJI/37tjHbDOrIkapUiTJ9g2V6Q8CzXEoDxijk+0teWZngwMGUbADjM4Bu/de+aALz7Yqrnyf+WzE0wxlcX2Dvbh2FNUi4fza17jhcIgsy8SoPvS7vEBWVdhdmKOzYIrJ9JEZ3ru7u9KrbTqNEJcxMpVe97292SkBj9/E3C2MuCixMUtwZ7+F3g3uEPyRbW1Zp7nCPad7x2KM7J47K2Vw7bVVlFw0KnohJVzr6tfOcC43ypJVLmxe+yg9i6NUL0KzfAYVKfFcdrc20amPf8cznvmwjz3JC3QcG7szvdAMJwluO3WY1Kdu4L5nLQyURPYuXIDd68E9fXSH3uIII7vIUvm5Ebg41MS/lVLBrXkLPM9EVTJ2jyRFclzRt6osUU4mcFYXeAKPaL7q6zg/24BbuHjaytPQ929cWTyftWtCojVloB65kxCMUpRxgXyWiRFTzjLNu/Hs696UyzJGGD4AzzuJTudJ89dZkeZZFlz76JtxrenGOIkB/lQZcPI2PBLkeQlcJ/0jCGKkaY71Eze3NIKJkNxglJMxquT6Fu4zOwFGgxj3bj125MWYD8HD0Ly4FnATCIpyvhkslq1SMrx+03V//9zh4QJ0g/aZ5pzz5jwfAWiMnEsyfDhMllI3jwQqSR7RJqsmExTTGfItXY1xLciSHDvnL2O0uSH/DovyujUsrgXFwticiVMR7RpdQ+SkLNWhMnGO8+7FmfAS5tXaj6Fxkl+8iHxjE9mFBa7KI/j6vCgQpwmSUqcNJlltCBxhhMXjEGVybQZCVVRQaXXViCp/rgVxkEl578OFqqOHJL6yMqmcpMi3wyVj4ai5f9Rrabojf+YLKQ2mQzmnPjC7fhG+UbyHKNfOXINydwvV3g4wu3pX+WI4RHFEGrNUFUbTFNH2EKjPKU8SjLc2Jc11NYRhgqIoES+UZt+MWkDGILnBjaFkEbp0+bo+l4RMoYyhrmDIFOME5fSx76aqFgyLQVaI5gX/fChcTnPZUC4mXKBCqcN/OA3pDm3eD8PD5EN/XGAKpoE9PQ872n14B6ore4q9PaQPnEF++frm1yJUnks31Xzr2rgIxGQ3kI0mjQuJ5j0Qp7i3NrJUmSOJL6MsH10uVViPHcPlD4XBpQCDjQAJtTM2thEn6Zxw2KTILigXD8TLRsnDXcC5sX3wIZ6FRnn24TeLW57sTCEWWY441tGkK2EyHuHC7BLObTwo53AlDZsGxVShDJU01jsIPveMqPLnoYy5sqwwGyTz8t5HCp5PQ9IUldy8wNbWlvA8rgfVQoooLEvNFRkMZDyvBWWZYBxvYZzsYjs4ggjNYcmvzC2p8gLFaIRiMDhkOJ2JEpzZmWC0N4PaG8l6N9q8LGsmU2TXdH03Of/OGCQ3AM2k2BhfwNn40nVXfqTFLrJyiLTYPHzsvIQKcpTT/UnPjUFEhq4SVuU5XRxG2AseviFzfhjh3PkxtoIUl1L9/fxzO83xYJQuPQyLC9ZelgubnJvJ8IMfFO8gHB/OzV4NvMa9izNE9XU/nAdve5rgQxtTjKP9saN3v+iJPxaogiHynTPILv850vTC9V1LsA2MzwGTyyh2tUFTjrV3PAozzOIc+VVKKQ+CQmtQCuqIBZlz7YrnxhB6rqQcdBFpuinh8UbUiTlx5uOvFPrOlEKQZ9iL95CXD8+b5kZ1dnIWuwcMvHvPbuD8zgQffPDSoc80tASmgR4paGizEoXPgmyWuxGKkXYarqeS5qEgaauwnEcOCHKcroZxqudGMNnThueFaxPbIhdO7j0bHw72UOxyA93//dJSIzo8jeGh33Q1u4fH3cg2sZfrTZlGBefJ1aKGg2SA+2b3C7di48/fjzN/+Gcoi1KTTlkRNN28KpGWaZxyb4z8Ixfmzw0x4/yn4TY5OsJ0EFsX7sXOhfuhFsQQFy4MmJyfl04zasi5kSwMloxpNgOKow21OCuwkyhshRUuDXNk9bN8kLvG6+a4NTytxeu8mWEMkkcZiwtvlCcoqhLTOMFsmFzz4lRWerKqan8SZoUSY4Kex0FMdiIpPQtqfYOjME0K6UK5OX74JMlwEMlKNN7Rm1epFLbHMc4GCWZlORdPGuc6erKb6fOPpzlmgxjB9gzldIrx5S1sTBluvnZDLRrrB481++FgE5sf/HOks+szanbqqNLlsR7f6dy7j8VjSe67H1WWiYFytXMT7spejLwu97teVJn+/qoKoFSAslwO/V4VSX3N4c7yy3mJQZBJmu/B3QCDKxieLIUsFhdTVvvMMlTx8oLH13IauaMjjlNV8KLLcMLDGz0X6jyt5nOdHjw3TZb/HsSl2SX8xdZFvG94HoNkjMvBZRRpcuXqK5UfGcMYp2NERYSdeHlMxqE+9ygrEecRNsMtufbrNWav5f1N5EGFOaq0RHp2Ik4D0wzXjTwBdu8D4uWwfhIqxLMS8WD/XkXZNaZN6x4+V+sRxOqRTQUEYodUuD+5hI1kF2UUQKWZRNOOgju+X5NYr1DVwftKg3N+znmERCWYllMkWSrkUVaXEMMwwwc3pofm77TQv99N9zDZ2kA0GSEcajFEDD4CBFuaTHsVzHZGmFQ28u3leXI1qLREMYhR1etBFjMdWEmk4xDq9BmU/pNOGp2wBxcVbvMQVjKAFR2dIp3FhRQYjGJ9XyfJ0WNKsi3HbTBYjjTPEoU0LRHNIhRXIQw/XmEMkkcRo+kY28NdsVrTUCHc85CFFqbDEuEoRRRcnwfIZy0tCvEcP7IzE2Nia3plg+JqIkOPlKuwfDB9rN1JKg/QpaEOBTdfcaEuh2u0C5o8clZveuNZgI+cvYD3nbssKpDXi8mle+XhH138sHgK+RUqX5h3vdJmksQJtmqviI98vrklYmb59jbO1ukleu+L2Il2sBVuCdmOlT2L4Wgu1sl998nCfSVQe6E44vdFMXvEoVZJRVUK2XQPVplhuza+kmQDcawNhyAL5PxZQTQ/b1bQDAcIhsseYhOBY+7+0HWkEdIs0p7pwnmHkxTjyzQ8I0TTq18Pz2Uy2Ub44ffBuXQJ4yzAtJgdKlVsxoWRlyg6jzwZIx5P8f/ODqXVu5xjpcTQGCWjw1EWIUlXOD87j7iI5lGUWTZDWATIkxJJEKPMMzGeDt6HPA+wce7dGGxfObIQbF3G7MI5XTFy4PPVlUqlaRReKSI0Po94tINs88NLLy/yYlgxUub5o/pc7+Y5AlVhIy8xCybIihRZNUaaaWNicsBoPYQjrifOYzEYtxc24GCcIg+1J3/QSbs8iudOQyTXWKKKOa7771H8R1ViMj6DODy3bwgw8nAVnK08XKpcRAfuEdOBg9qZOnRJ40SekSMN84cAK3GaazmzG2hhzKtEcRSjHVGg51B9itZCF+GtCR3bPRHJOyriGKYKm5MC958fIY1TDPZuTEn1484geec734l/9s/+GV7wghfgcp2//vVf/3X86Z/+KW5l0NonwjBAMK4t6tCWlCI35esN3+7OEvzRR96HD+3dhySvj30t4js3CLK2LzwHtORpiEz3djHaeGgeAy36yfl74e58BN2986g2Nw6F/K/5XKpKRJVGkyHG49pTOqiTcPH8nHi59Nm0xPZ9lzDbHEKNt2GnM0xVhY8Uy5GRaV5iKyuQ87tY4phzEwuFTDg/Vqmg0gIF+4UseE08H27Qk2gmIk3MebOnyHT3sGeUZQPk+fLiwXENNi4hGex7lnlZ4tIoxpQL9ALCXMnmbEd7aGVD+JOz83PQx2Y+OpUogry+sLonMSM0BdL02nP9YRqhKEvM4hijxksV8a4U5WgkUbB0cvVIHKuoMNVee5XRkxxhL1u+j+cmZ3H/6H5dfp2OgXiA+Ozf4oPvuReXL+/i3ec0QbEsIpy78E7sDM/i/PT8wiCW6E/uQ3f2oH6fqpCVOeIixiyPsR2NMNudYTw4g82LHxavMwqXIznB9BKKvEQw2bjytSQJVDBDtpAKeChYww8BOx88MreRJxGiyRiz+t6zEm1eJVS/P55ORcfjkVY60Xli6J/PZl4qhNMAk61tRMEU0YzfX6DEWHqrjILr190oxdzfB68hY9ops67aC4fR1otViUvk5ZC3Vht2zdwtmBacUSV1//qpUDqId5Fmk30C/VEE1wMvfTgp8JdhdogDxEjpRpAhyIr52h2Nx0hqxeSl67qCQ1GVFSbjBFFaIkgL5IvVR2UGK5sgqyMqxd4eLBoktfDdIuiMPnj/A9je2hXF3qOQ1nnIRmzulhBG+53f+R187ud+LjqdDt773vfOc1jMwf3QD/3QjTjHmw7c8MpRDItDcx02CBeeeEaBJoVpOkGQz2ThTsieLsJHhTktvROCGcorhPNozQ8W8rmLn7s0jufpjoWTXnqPPsejEQyGUJNdFKMBnCKElQZXTzZfAdthiXMTcj+uIiw24YOeY2e6eejBLIIMuSpQBAGcyQW0xg/ifAkkFXCxzs9bWYALs6l4TvftJQj2uCjp1SzbvoQi1iHkdBwhnM6gDoRWw0BhPAzw4QfO4E/O3osPXh7PtV7mi9fCeeX5MjM/4wY3nSCdjrGV5lJdwpSMpKkPeKrnpjlGUYbtrUEdhTqq8uAqA8pxFDJeTAv6wOeu/EF6bVmaHhbHOiBVzjlMT/mKX3+FGUO+AHUkaEBgtglwvsQDRNw4mAqqhy8c3icCW8nOg0jV/gbl1Hl6W2XCaTo3yvDhkUJY5JjkwIj0Axow4Z4YltS02Tg3uG5dG0VJ9PEE+c61GSS8nqBpOdB49wvpjFG8H62isc+yeMqun996AJd3HpR71WhqkNjagMJ1hRi/157KZMifazj/bPqrlEUmnjkNVdhTVEhQoTb+ygKz8RDpEZvmleaNnQbwZlsyxk3qI7IsXIaHuH6fELynG1B0APaiOc+L0QwaGkm0vF4dFRm6GO/g0vDdOD/4f1DFVTRBDjov9b/ZA2oRO7MMs0zh3DiWlChL9ZMwRJmmUAvvnaY57tuLMZ0dXjeFS0TOX1LgwvQCzk3PIa8NkGrzA5htvBeXRu/DdrJgZKiIJJ7Dp10wnbNAwqajdAXdK0bLGf272Uiu122Q/OAP/iBe//rX4w1veAM8b7/l9Ite9CK85z3vwa0LSxZhLtBFnTe2r7CuMXf+4PjB5ckSjxHc95eYbl1CNJsiKVMRxqmSCMXFiyjiay9NY5id/TKO9A6mI2m4Ndw4nP+fRBk29zbw13/7pxhsL4eLSZS08hL2LJOFS9GjXxAd0rjK5M8i2LsX5AFFacHJAtjxAJhef4UIFwnmu8Oj8ucLL52PLmI3HWA7XI5KcFy2oy3sRVuHNmpGIco0gh9sopjoMQoThVlRYhwqOCE5GHtIJw/I7zayLewWAwyDMbZHIyRZTWxkLrcWNYpreehZurB4cBOfTEWbgqdwMdFpogbJYAvJcIDpaITtLMf5KEWesbrAQhQ72MwqRAuLclEWCKMIcZwvia1JJKK5buFPHLhn3HTYhyfa0zyAvfvn5MBZEeC+4P4rlpTuH1efx3ZRYGR5h363Od7AheCCRIouzi5K2oTkO0ZsmDqRe8AyXHJyDohgRWmBQc0FSdMEs5BKlgfek1yBg7PA7+M+GCuG56t6nCt4yRizzXNIIxJ7CyQz/cCyOuR6IJtsBbhhJZvPUaARdXYvECPuQ7Nz+D/JBBt5Id73fVsz8Z4JqotuJHtIFI3PClOSSVltsRdhZxxgT41QLop9QUkULByHIly3u/EBSdHl+f49s9MhrfAjzyuLS0y2UiGNXx3691EwQ1HkczIouDlPGpXbmvcwHGFvc3sezfEnl+DEYxSXN1EMY7mePdtDCBvvzipMd0JYow0hbKsB70U1TxkmjF7SgItSSf2kBxr/LY1xSZ5eJgZfHg4xnEb4APltxUKEqVTCCSHx+EjwmZ9p46AhlBIPDCOdMjlC6v3cTog0yHFmmKI4wC2pCoU0nCAajuoIpSXG+aCcYXdzB6PRLuwowCQfy3StKqaZU5K4HuJ+AIqCdTR46v1msQw6GZcIxpmI2j2hDZL77rsPL37xiw+9vra29riWiH4sMJnNEMYUqDnQppvlskE4Z5Jzgaf314TQBaOzyIMhnGBDcsMNrN0dig6gnBOxmihEdaiChOF8gsaIGCUkJlKToVTIkhjR3jayukb+kELicIDww/disn0GZRFguPueJYNGwuaDBCXTE7MLUNkWrFyXvXGBIsG1gSq5KR8I1YY7KLZ2kMQzWImSDUCOnlz9wWMoeePCNqIF7Y5rxTyVkC8bc4sRk4NG23A6RTLcW/LwozTFbphgysXmwIbODb6sAmyHY7meMT2oESuhVLOGL6Mel2I2Fd2AikYMQ+WlrkKS3xUzZJP7AbWDvC7rTCcZoplCHLsY5B4ujCs8kBdIywHKKsdGeBlJGcq8aqYGDV9Wn2zNtrG5dRnB5AKSZFN4Fk2fjzymB1xjWqclGFa2gEuRlq7eCPfTFTQKipAkPxwKbw/KEhN4UlNGW5FRCS6WKipQZQq7wQZm0e6cfLoX7SEpIiTpCCUVaRm5u/ARWCSvUrCtzLFB3tQ4AWU00ky/nh0oq5wVEUrm1bOrz5FFW8cuUqjBJs6ffQAXL2+L5/9Q0cfkgXOIP6RTSAdhM5iQc5M4OnLA66Dd8uDeHt4XXpRIzqVC4dxuKIT1s7vLczSvSknzkgzP1F+W0ttl6oKpsQx5UqGT7InRPJ1uYrx3bqmvSlN2XRUJkpgRjSHuLyqM6Omf30I807+fDFLEOav0Quxtb2A8eBBxtBBhOciJORiV3LyMcsg0nX6Oo4QpoLG8j9GEpWuKQ2xf2EAahJLIGcDFOMzx17NswZCrxDgKZpl4+c33BXmEIA+xHe+gzAvk01D4JfoUK5SRft4SZWE7dxDsjHF5awBVlMIJK6MCKsiErL1dDDAK6ohPVUI1k7nkeewiPyI9J+fCcysrjFMLe7P9zT8KY6S5NkbimI7g/roi0ZQ0QTafm3QkMgySKe4dnRM9GVH5nqO85hi4GPC8BVszbI8DjIYz7G3EKJMKVa0780h0YI4D1y0Deuedd+KBBx7APffcs/Q6+SPPeMYzcKtBy4vHsKv9du95lu87Z1WBrMjhVkpq3QfBCuKsRMe2hSyFZYdS8t7ataun5RGhSfYryLMh7Oyj4NpamW+WFLA8hcH4I2iXXXjOKu7fniFzbdxW2di9fBa5qxANPoL8xLMAdxWTxRDl7g6KtgM1GqPskzSVoygm8Lx1+XUa5ihTBTr96hQXmlWx5JM0QRzFmHn0zANM0w3Jw1t2G72+VjRNqGAYR1DIEfZDeBE7ifaRFUOEuYuWc0oqV/KLI1hxiW2lRBzu2XeuY7A7ktbeF7YmSNcc3HPq6I6YHKWHKngjKTALc4zzEu4B0tiiaBHSHZSnXKBriaHFsHl3NoVjOVDtA8es9MJWqMNiSPSOlt+cAfE2ULZls62sElntvQ2DPSDzcFZ1sG5rg7bi7mPpVN6FS1OcjjIRpM0tSwSs8mKCNJ5KSk9VWn2yIYVy8TwXjrA1HCLYvYynr3ExLaDaJS4OzmGtvYYnt5+MyTRAkmTotHxkswDeSnXkONKz9x0bD569D3ESwacgW0vPeaYPmjJvXnHMvLmyYcUpugtj4e7eh1YRITzx9P0S3SxCReNI9q4SUCfgJAPsWAoPbOZIkzXc0b4LUTSAw/cesVqrKIYK6gV/YcgZ7k9LhfUDKpxSAhoOkag97KkQbdjImAbSDW6X7yG95EmFyq+QD7QhpZ4awm51sZlswa59uqVvIN9FnIrDCrzDdA+qsjHMB3h6+OQjvxPKAiIbGdOAa7WRQfXiciYFHEmaQ4URJq0hKncLSRyjVZ0QEa2DRtUszyWSNqgs9CvgvkGIu6opwr0ZnvKce7DFFCyVSpMp4mSAKE5gJwmioQt0KlRphsy1hOejkgiBbaFT95sSRdF6L69qAvvOaIbNaYa7+s6hzeXMuR1Miw5WyhZGPd0Zd5JXWM+V6Bs16Z1kM0bV6SJb8JdFwZmRUUthsLWB2WyIvX4H4e234eNjRqYqWDMLF1ueGBhuGkF5+44Rq5+IkKlDq8RmvIm7cQc2grMYpz6e5N0lKdQHaVAAaHUWJAxUhUvTCL6jwLOeZDaSrEKa1wZJEggHy6nHPqA9txWhu+rBPn8G9mCGqvtkJhHrKUpuF/eEShwDp7V2YNJh3+i1jpjwrL5iWicKUdgd7JVtjMcB0sBHWEWwpgp2FaFSHeDJT8ET2iD56q/+arzmNa/BL//yL8uDvbGxgb/4i7/AN33TN+G7vuu7cKthd/deTIZbODmzUI1zYE1v4DI36WWnE9gZJ+JpTLMCuzsT7IRj3ON0UHRjKK8Hu+OKJyDhe68HqINWyjJojBDBpTPo+c+URZNKotNgG/btbdwR7aCs7sa5ooV1x8GMC3BWQmGCMo8Qhlu4YDlwzzyIbdXGWqeHO8IC6eQc8lzBoka6FCeUV83ZVipBEZ2RBbaq+oiSi3CtABVZ+f7T5u9rbb0PCLeh7AGUDcT9BDYfS6W9QM8rMf3wDpy0guXMEJ7qiNHGH4ZZSUZkKuL8mR2sufRMgN0SsNwKK1kKy7FlQwiSAvfvzPBRpw884DWmGwF2wxQzR8n33ybch2ULo4xTVCVPcoSinNAtl/I55urtykGRHh1UXCzRnpJkGuVYo0tc71TcsNVgCyofIah8uWcFbCnjTvIYwd4utuLzCLun4a9QObrhmZQoL74f9sQWNd2VpXMt9AZ8xDkN4wu4f3oZ951PcedgDGt9A+2TufBmLNeDuqPAdLRPpI2KNsYTB92VCv3bF1JfyQiJ3cOFQEdqbu8wPVShYKRMwvwlyvgjUBbP7EmIkgwDlaFTkgx5YL404mbBBhzXB3b22AREXrMqC37eQjGLWdqAbL2NpKgQZBFm8S7AOc1wfd6d6zLYzaLdcGCksqrApTzHmuNgR1VYLSvZ1mjG0j6kcaeYVovH6HkBevkYqlgRrzxEina7I5tErtrwbA/VtAR4a0kwWgANynGmI8JLEZOqhDW7ACvka1eWEJcEB8+lKBHsXoLltRHfrvXCncCRzZdGCVYYenFrR0V/rshiJMEEDonuvUJKXiWa0n8ySmeMk3f1oUYXAIc8qv3P2YwUpjNcytfwDJavjhJUEYmWFarhDuyQ60oFNwiRql2o27gutTCFjTYjf9UIuyfX4FUV/N0MRWihnFno2jZO1td1YZJjO1QYJAU+4fZlNyEOQuRVgZ2hQtE9DYcbehNJqA1J79z7YMe3oxVOgbufLpv3TFWYKhsrYYXcrsQ4Srmm0RmCJXQLVZF8zsjGM1CWIZRKUB3BpaEm1EGDm2tbyNL/oqxNBkZk9sObce1YJGkJhxEPzjemR2Y5VFbOI3YSQ2FlZJLKqrJY9ahLpvXRh5WFPTjo5mM8iRbnwpxo/jwYiCI/iHNl1yO/bQsrxQjxtIM4yRB1n4VO4ko5cowYq7MMVo96R9chJ3CzGiTf9m3fJjfksz7rs0RbgOmbVqslBsmrX/1q3GoYjXcR7zFHWyKcONizOrjL8XDKWSSs6al2LsmxGn8QRXYRWHu6vFYkOcIoQGtnF+V4hGL3Aai7PwpYObH0PUVRIb14CWBvm2ZXYlhcVfJQkJV/xpohmsxweSuAV04x7t4B1b0ddjRFHE7h+gppVCCeZBjEO1i/4zQi6m54LazEObpWhmxvim7RgsMSvucsPBVLokgJioShyDHKuI90FqFytauXZAppEGM8eQDWqRwf++xPkHJAZziBy1RABVh1I8JiO0G0xmuIkI4DtLwuKhmz+lhFItGlYhpKJctsL8dG/xLyFgW5bOyFCeyc/JAKK0+7QypNntRJcW43wAlGZZhCUUxzJHjaWoVolgk9j8ZNL2c0ZoLqti7Q3Y9uRRGNBA/oT1GqCCoZSlVLFVfw6vVzNqrkNvidDHQMW7QfF1a5i1GBpGQYuYDVURLGfgAp7GmAqrwX8XSGVgT0fB9ZbEu0g7BE4KyLycaDWPP0Eu8I+bGCVRPh5FZUuSzAR90bHS5WyPIxyixAFUZIggJFKxbCYFiG6LsnUF7exmjvEqw6zVpUeimIIwW3SHA52kKSDNBOhgjDHcTZOnq9vkSZaCDK0spNcnwGqRthVA5ghR1NhLS0fLt+S4UsUih2JihG56FOdpCe6gNBxFAfJ4y8r5O24ZeWpLtAXRbxoF0R6MriDEVpCd+2U2VScsxIl2t7QHnn8vPIYWFUSykUSYkszMDsfMSSSBpj9P5nJW7PhugVU7ijGZSTorytROEU2ByOEHgpgrU9PPf0c/cjAHzWaKy7dW+d5pmenMdkd4Q7Qxud1a4u570a+DESQptc/2SAyTjCB8MPI/NHWD3lwC3qyVQB7eAM8vbtgNXXpfUh9XvG8tz7YQ5rEgnXYWM4g+dk6LdyqVAJJrt4ctfBsMykSoyp21ZwAVmcIKrunvOpM5bgumR0l1DdQgxkl9w1FaOYlai6t9e7Y71VM2VWAUWoYGUK2Uxh5thIRaCs5h6FNnwfCFKFTtvetxkrYKRCef6LaB2OcuHkCVpJKOQBpkmn2ykSp4LdSxHkJcZJCZ5eAAeryRR9kF/D87GQVRm2kosY50+RqI0eMoU4mKDNcznQDyarCoxVBKtw0eNYlpr0yXlSeiWCYYaWzcxhiHG2DWXR+LXqlPsUZVagLxyzDFZUwmqXuHTmQxiGm3CqrhhqwWSKxLHQftYRt17O0ULzJE9UjidXOdrRFsqcz/sBx6IqoESTqo+IkvJFgZbno4hSrI8H2Jn04DE6ORvA4jo6o+7VGF6eoZ9G8Jybr1XddZ8xoyLf8R3fgW/+5m+W1A15ER/7sR+Lfv/mburzcEHmNRdHWvJ7eW0BxwXWWlpDZJKMkakTiMIMedfHmqeQ0ojIA0RJjMmUD16G9sYAvSLVy9yBBH2Rc6KncOIQt63RINELFoMWo61Qi+dUCsN0F97MhRtPcae6A2G8h65/cp/wpFhqp1eivb0RgtLGrt1F2GUaKcZzZw+gGltICx923wOiAdA+7OWV5RT2ngc1naAKLKg4A1YU4pRM9ASXL4xRdTuwBltC3rVGe8jGCplywFRvmyHV6RRlsop8MMPF6izcaoqn4+koWWaYxLgwfADK7+Ly1oNYG64gn6XIOwrx7hCtEwyvP0lysyg8MVaYG748CBFNP4KPuuMETpzSRs2wrHC6ghBD51h0dq9QbVSVFioSRWfk9RTo8d6WvBcWlE/SWIQwOIMkt2DbFVo1l2YrShApV/7NTcPZHWIvzXD76XXYYP45gJezNQDv8UmUzeYjX8roz76335xssDdEmXf05kgeQTlDlu0CVR9VZJF9J1VTOstNgyGBYni79tDYS0k4Fv0KmaOXw3h7D37VQ57sp1UanJ9dEGLgVnwZ91gdxHGEylayKJNPI8esAI+GQxYhD85hdOoZuLS7gSKO0XGS+V6QBAmqNEX+YASVDlBtZMCnf5yek3kBFacobAsOdwK7Qp4pBBQUO8WLdVFEFSZWhHCUo1WQ0FxgmsdYpdFY7kJd+FvmE1Ex5eK7oNPtMRKgCpQp+65UKLICk6FOe0SMSIUJupGDls17Z0mKlUbqxckAaStD764TQjJlxJKibpenBRxGvJSDbLSL8qSF7sc8Xwzczd0d+OfPobBOIvfWUFXPlPt+JA9AFUh3thBVbbisolMjdLttnAkiTAuFC/EYdwcjnK4aP13DS3YQd/oyjrKJxgm8NMN60UXpr+PB0Ebp+DiXFPhYpNjc3gVX460sl7RVHqfSRG5AUnUaI5rsoXJO6tL0aIzUyrDOkvJ4glFZoVe5YlCG0wSplTK7u38JFDDr9+U80rRCUihsTXKcGE/gPPA+2FEEuwSczBbieRM9mu06SCIPY6uA4wjBSF9bOoXbqeDYAbLNXag4QokQVbeNUczU9/5IdtIhbNeDWzA6VIn0e5G08f7hB5CMttHpdpAxfUd59lmANZ8G8yUkF8fIex1slWOMFPshWewmipVLFxCOhqhwWr4lHSc475UI98bo52NE/m1oO6fE4MiLoKZ6cD67QFhhtkatqXvRjgfI4y4FeoAO1WcXSOWcQ7tbUKst7FwAntSvMIgzjCcR+l4frdYItr2GdnAJU7WQXrHIudlC5rUwLlcxq80VBuyyMBGaV4wKkyLDyXoXT8Mpxv4OehRP7Nwh43Sz4WGbUL7viyFyq0M4ABYdPW5sehnmfAynCpOpEo7IOInlN2GcYxqMkLsZgoi56wDTYYLWiTWkSYluCYwwwuXsBJygi6r2WpmrJf/Er7gyNLNvhukgxCxchWulyONLUiLJZ0LCwGmBCZtGBinu9KinUKIDB/ZoCrXSQZD7SIIMe92WbOi7JGwx5FdY8FOFuHAwCiOMWwnu8GvvOZ9hXIzgpDOc6p48pMzI0jgaJbMwwaqKMG0V2Bh7yGYhAqq12ha6LOFTFWx6JYpjFAEnTwr/c1SV2MgvYRA4WOmeRHVbW0rdxJji5jrcRBhsInU9hN4pCYtSCChxbTyDGgkZ5etdDIIZVlr7G31QV1YslpcyDZNEZOXTS6KE/GxJ12lIL2oyhhKjoZTwK4mL+gYDKpjqH5dES1cW2MngAgbuKraCBHdkLWRpgdspqc/1b29PyKBlMJPoSlVQ0K2Yn5Nu9rYYp9XeFBdkqpdWmxewlyn0up05xYiVCBOmhxIf57a3MMgCrKKFohiJTTvhmHDsZAx1OmNU2fCL5Q1TqmTs/VcohFVkuyjKKVBHvoTPwDkMkgsZgVPoLRxkRkONstd5Bjsawjk9k2qs0WwXuyrHbUl0SNY6n8ZQrApq+xBtu5buNRNVHcQjB6hpasN0CqsoYVcFosJFNKPBT+JeKtGl4vKGiKW53bYMjVOTcEmUZcSOs7eVpDgRW0jzApvZLmw7kvkjBrqqMJ4m8D1ysSpYWYnhxhBBq0KwS42OliartnwpI9/es3HHxZOYzGJU8QS5ChGrVfTyAh9McwzHNhjf/BilYKeVcAUE4wk2/S4mlod2mKJYKXEpjKHIMcsrqBFTEFNMNyfo+acxtVZxplLIywmernJkiS0RvFYcwc8ztNIUl1dXsRXaOJ2GiNwZymQMteJCFQmq204x5Ac1m8HNCowxgE+jhlHHMkWytw17uANrvY+ozOuolgVVOUhyhdRimWmxtEkUEVtUZAhGA1jpKVGA9ooK09EEJ06dgAp2sJe1cdIHLqsSTm7hyWGGKFEyPzyfxPiWPHclH4waiim+Ws2XjgBh5TM4XNeKztJO5Yx30SoytNfWEeB23D+4F61yFfHoAvp3aN4aoy6W48N+//9F2bsH0WAPlbLFaQhaHVQHhdAUMA6myO1EHMr2dBsWxph2GFU9gzC30O24UNUMedBFil1M1iyccfpoD0ewVQl3NkS0Sr2pEt70AhDcCTW8CGsywuCvBiie2kF0xxp2hwmyOADaJaoT2tpzAzY1zOBOZ7CqROhHwkHzgIuUiWfhCNdIWGhnCboJI6fdpaYkeR17YSSo0a55QhokL3/5y6/5gG95y1twq4DWfzrLYY1DOIoTqYWpmiDLd3CqOrX/Rm4KeaZZ0dGDyNwRMvv5Muk28gxukeMO2FiLSwyiFYz6NtpBAN9uAZaDlISyytNhUUY30hmCnfsRD1vYGrZxChkcjICT9MF1OHmWFqhcB9NJiF0VIZhO4HstWNwgd/eA6i6UiYWqzZ2wPs2acFVUCjuJhzO7BZ62rnA+yXB3liEcb2DbvgwV7mJt/QBPo4xQjbYxDhScdIJpFmClncI+s4NwMkBR9oVMJuNWd/LspQPkiY0imWHL9XEOewgLX6o8ShI66zDvLIoQlCX6cYaMpLpZhHAtxokUGDohJrGPtNZHmRQj6dlTOHeh39Pft5cDJ4oS+/UkmlTGa40iRrjG4uWlGTkabUm/7SQFTlgT2NVMNncqdibhBtbKPtbVGvZ2JnA9QPUjFO0eHFZMFTbaLDnM1rGrKrTiEjuVgzKegnGFye4Anl+i5TqIKgsWyzrDEEw6jJIBZlmAfjiFneeYsjKiVeJkOkbSWsFuOoRTtLARBVjrnZQuycF4jL9mOau7jnOVQlsBSb3ps+LDm0U4vTulJSLaB1JpsKINtPnUzCKUrF5ZWL/2xpuoLmwiUZeRnTwhNyGi1goNpsk2ypgGGAmo/DzTRyVsCnmNXaRZgtCeYpA9iPHeCQyZ74fCmH1eONcOYWFTogdYWRgqhb2iQFbydy4SGlHciLIIVkxBPKW5IGkpufmCXjU5WKzUWZySJHpPSzgdB/1ASfRmbXuMEBO0aQIz2iA0H2GMonRLTFJWBils7W6j179f0pd5fA+qcYFiPcMeI5GJwrn7z8n52BW9VVZaJWBhVSspsaOAlTLHB/dC3FHZONltOGE8d3KHSEy2sauAfHsTahij7TjITnVQ7NJImyEJLGyfPokPlim6lovdvV2QQuOI2qfW4MmFFGMhF8J4B8U0QdkmwTNDViQY2RGKRuhtGmCQb6CtYrTvWMX2rEKbIlyo4LBRn6UQJhkqvyX3Oy5zZDafw/0IYprHmIUbsNKORLKcnKmzAs4KqUAlWnmEncSSOhHe7/7oLLrOk3DhwgXYezbaKpW0raUKWFmFsH0CXuUhKxyMpzN4UYqAnKnaMO8H96NkBIUaPe4+14saMhEcuLVmzl4GrOY5Us+WyJClKvRimuZdWFaCyi8x8xIx0Bm1KR3erxJJqeeLxUIXjlk+RNHNkEzHmM5CuJYSpWOsM1WWQ7ktWYs5JGlmwQkyJJaLiuPokVDKkuWY+SycuHwWVTqEtzcVDpJdRrAnKaJsIs8ueVitsg07aaNqszJnG1W2CmsSiLGsTnTm6Vlyqujs8k5YPOc4hEpiKOayGqqZjvHQHBHjLktzpNbDbxPyuDZIWNK7uAm/9a1vldc+5VM+RV7767/+ayn5vR7D5YkAenNZksIZb6LwbbQYEixyZI6PCwWznjqv0t84C4uFJrevw26FdDMQkYlPj7NSYvmOLRt3LxzbHU/h0Hs7cQfriWFNO8hOaW2Cc9M9uNEAw6gPiyJPIoJgIYCHdpLgdDqDF4YIu0/FiemHgOkIld1HNo1ghzMkVoTcOQWPDP5ZiuL2+sGsPRYhYJYhsjITw8F2bWTbu7DjAK4Vye+bUGxe5citMQpqJ6Q+3MSVzduxLNlEGOqXPiT0SBgZqDce7olWlSFKEwyHu5jgBHpVS/potFnKs0AUTNnps0ylvLUsedQMM8tFUO3CFSIaDbFnw80C7EW7KPx1PJAP8Txusvb+QsZAgLV3HlY4AKwEWUBvBtge7WFrh4vCCjpFC9geIr8rRmSR4xHDZpjW2UQ3OomiJH+GFUW8/2S57yHpZPDLPlqqt5QGnnMusxyTdIZzZQst9048r9pB6Hrw6ZnPRlIyqN+oEG1uwyqHyPs+6ChlqsDqaFVIy7blayGkIEC6rXAxjpHDRQcerHiEJ48twPKBJ9nwowqnxiwn7kBRsyRN4bk5TmOG1fQsqv7zxCMu8gFKO0Bp9RAUA3jZ3ZgMB2jNtjF1t7GXDZDmHQQ72wiDKTzXEXXQsmBKb4LB5oOYroewMhfREMjsAhYSyS4lTGcyJZMNkDF1U6VQLG/au4BqVXuGRWVJKo/L74S/siyMbE9K3yelIxGMGSz0Kgu3J0PYysVumWJtZ4iqVWH77Fl0M/qNekm+fGkT/cDC6fUVMbJ6uQevsmWptsMQNuczNTRa5AZoNiVnvZVzflWw7RJBzCjNBnanFU4ghJrdIZv+5XRDSoytc5fRaQXIbjsJh4ZWTuL1foqsnEwxpBHoBEj6HXS5mSlSmBnESxEoetoMsQeY7QQochfDtRbY3HvNayTVI1QxoycRMs9BMJrCynJ4JQmT2oDi06Q5PQVGxRpo9nZnE1jdFE+1O1Kdw6glh5yGRVJGcDHDbjRAu7RweXhaHkYnKxCpGKmXiUgY0zssO87gIZVKkBDtvI3u9JLuSdRT2GxbWLU+ArtLXtRTMYoCJNEI4xJot3bRyZh+eT6SzQ30x2M4tB0qhXHZ0TSaohKDPEWCMHCQ7Y6xWUyQ56eR2hmqkqXze1BxQJotqvYBQkhDUmapbZSgZfvIKgWrzOEWznw9o1JsVsbYpLPDXCs8icBspxtoj2O0ZiUc6WAeoogyKDdCnoQoh9uIvXU4J3VataosqIL3uYQf64g3hceiKkRVUHgvEQcnyV1JA88GI3QyXaXXRlvWryi1YTlMHeo1sadslN5YDEwr7yFJdmTRsEmSLdtazI88p9yDCx8hvQlGQbwZSmeCIlqRUvaqo2AppmfosJJ0S55OgSJ85C0pHpcGyRvf+Mb537/1W78Vr3jFK0QczXH0jWee9Wu/9muxWi8ytwp43TmVEUk24gYZx5hlLSFSniwUOtMpHC9GWmbosu8H5blr/iRDhznFkOr5Qk2SVLEzpCM8cIaoQyuCQ6LjcAYMR5j2ehjHEfJsCyoLhfXdVA1ObRcJXGxXHdxG6zn3sJJtw6bOQ5LDbdNLayOnhZ9bcNIRitY6St9GqhJ0clY59OtysQLI+ogvjRD1I3Tu6KKIh3A7m4gYKkwqJBOKgOUIyikqeypENz35mV9tw1EpitUYW1PqPLJSpae1BzoddNNQCKJpViAIE5y7bQVIh+jknmxmuTtCGgwwju+Q8UnpzdgpOhazyxZ6pZKutlk6QUt5Eu6mYdHK9uDnU6TKxSSaYmLbyDurcj0Z5dPjDPHmRcSOBTu8jEI5SIMAMysEch8ZUkSDGVpBhBZD6p4txLyeSmAz9M9wtd2HsnK4KoSqJlKtg9kMU8zQtXooex0UuUKLj4YqJL1lVQpBmCGzbNhlibAqkDo9hC4Q2wk+uHVOxsaKEqkUYljYKbtw6Ry5FiTn0xADrUo2zh1G05IUtmPB7w+wlg/hBidhWQGyuAW/7cNRrH6ykCof+czHqcpDe5pBdXJkg12kvY4YOAxcJPYEl9IWgt2PIMdUGtLB0WGTPGA1j6Ub8HVK5HEBy1biYfY5V1Spc/dFC37VQemsYlK62JhEsKecHwmKPMI0TjG0J6IJV0DLue8WfZTw0CUX1te5KFaGkC9RZr6kQvsMFNKrLsmNcZGrGWL7NDrZBJsTrfug/XKF8dYmnLKDuDsvOEZRUCMih8XKCVFI238OFw1xyRvZI7SLEXJ/gNzqoCq70uNoXAUooz1klYvUa0srACmiIS+DVVm0MBhpSHV6kVUgug19B5ujTeyMNnCycJDx+7mpFQNU8Z0IqjatIWRM+SUFwnpNlfvN6JNLkmgClbii9bLCTVfqszS7QqHUPZKKEj17hg3bw+mSUaouPJ5HwXQk0FIK/VyhZ6+gTDwMLfJuPFic0ySRevo5cxwLlVOiKF1UDgms2tia5BGekrVRJApjz4HfHmCkFE5XEeJ0hjJ1cQI2QvJ5oj2JGJVqCEv5KNIhWiUjxpXmCBellFnbdHgqB/F0giiciPOSJBGqrkJF0vNkCLiOzHfy7jazAneTEMsoCo9EwvTukLW8UH2FjhuhHQ1Er6bBLJphkr8feTdAVpyG6+otj+ZrOAiQZxHas4E2Z+22tFJgWiqOMyg+u+v1M8BS7MJCdxLAJf+IzkRsY2qpOQerqYxhJDErp/BVF6TLyF5BPyJ1sJoPYFk0gCwUdoK48tFFhB6rBdO6QlMM5ALBXgznrhOIhFOUIim7aNVpmSa7y3Ssm24B3VjWnbLMxcCxgxCWq6DYVf2u/hOXQ8JyX2qONMYIwb9/wzd8A174whfix37sx3CrYNH6zFgNwFb2JHh2dDv3rCwQKC4f+yWPgeVjanWxmlaYTGLJzSdFDFUmGGVs8nUCduYhLyOUrlbW5HLJ5mFeESAOE6yoiwiKAiHVXasH8KRoDWq9QFJ1oWIbGMXojUJsPnUHI1eh75AA2BK1Koak+24Cu1XCryJAdWAVFdoBhaJGcEoPie0iyBw0KtzTcQo33EJlh2i3KfveFs+lHNEQaIHinI2Q1SAZoaT4mUtmeo6JV8BKcrSrCFO3jZbfwYS53XGB1HVw3velYsYuZhjY68jzFD7JuoMdTFWGU9MElnoSPIaPFXuoWNJF2U7Ok1mKsjiFgsRWOggkdgpzPkAQuRjZLlIVYBI/iE6rj2Riw1Ys73TQAkPrFbLRGC7Le3Mfhc3w8cn5XsXqhaailOWCuXBsEhTdAslohtxOUXUt2KpCSmJmwWqUE4h4r9wZrCFVRWfIqdSYd2UbkXnDbcR24CHHyOrijvEUoQ+0chcZCb9FG3kUwVJdlOwx4uqmbQzTRlaA0lsVOe2wyuFZNhKmfxIPRWmjsnPsBkO047ugUuqDFLAqqmWw7bkC3Ax55mOcDpGUHbhJBKeykKgCA6uPtLAQpHvwZNFfrgyxkxhDrwu7rODXezCCEBVDzGkPjnIkA1NVXUnFpZMZPHr1KOFmrghSVSsRxhXHgRt3DDtuSbqAG06700LFck6Gr/MS6YDG0BqCPMVKmSBnZQO9yXKCVmLDtugQADvwMLUjtNwSXjIA0lNa+ZTie3kCy7WEMyQkWqaX6oaKzaXJnwWf0wRTZ4qORPgyKPJUKhqY5M2ksEsa+j6LHoSnJXdTqp84urYor6WMSiQZHCdBqyYlbZyZIBv4cBK2giAJeSpVU0U0g2/P0LZiTOyPQlG0ER7QVYuKUoz0rGiJlpGrgE7uwKpo4FOArE6p8HhWjMxlBQ95IIA3yiWdMPTGuK1I0ccqHC+Dl1XI2kNQniwvbTGUSXZmirBoA34vQFXzIXkcRgZoHIVJIs5FWuVIUWDkddD2XHSiAjuJi1nsYJwUaCUTMbLoqA0ww0knRa8ugxXjB0o65FTFBF1lY9fvYbescIJGL2y0CnI9bKkyEdXjLEMaFlCZg5nXQWJbiC2ukeymHMP2EhF69GwaOAouuyXXVXrRdIjw9EnEhY+p52GNfDAJYnBu2PAGA1jcBn1feiKxwWJBIT9yolwddbOzFOPQQtu1sTLmWt1hiAdeAuQeDcyFAhnyvZQljRx5n/usSlIWLD56qS0GkW+nsrZwPckKCzbnd8AUMiMntlgvSTJGEU+wlq4ArdOYRIXM6ZN5TaBnypSB8SpBnu6gLWJoqVSKMfI0z4Q+hMT/TW+Q8Ebee++9ePazn730Ol87qgPhEx3Up2CYUFk+otBGsFKijErEkxGsyRiuYyHLFAqGlcsMe3Ybs6rALKDFy+ZuCVTLFv2bpMhl86D+h82yNMYkOZOZN2Z1BUtA0x1YVQjfjoVP0Z2OMWLpZuJL3rEMGcKt7wPz4twsqxQrykeLJa1FhhmNJKXglhmc0pKeOyoYImWzrrIt3qWfu3Q8pP/K9ihFOc7gVhE6mKKbDhHMTkPlLjqhDWutDctmv5dLsHYrFLEFy6VCvIcgKtGqbHgqRe500ZJGlo4YWlKzX2khraxqYcXmQse1NcBKNIAK7scsvBN2toaWPPEKTpRgwOhOsYKQkR2KfZUMpxbAcIyVcBt5dx0XV+7BYDpCtBHBuWMdO+MMdPRXmFKrCjhuho4biwGkqCYqVlUXlRsidVwMW305bzZOE8OEio68zxU91RxhrUVQFi4yRqesAolqoWuzQ2mCcRqh40wxZfnkZAKV5ig6NmJWueRcbC1YDPEXJYZ7BSbtiVRxaLAUkffegs0wt1N3wVWWFqzjhmA5qBy2K9ivQ+BCuNfti1f0pGwTVcxx5sqkyYriptks4MwxSUYIVEK5R/RLG4VlIWXlwGwXGy0Ld+XkfnD7AS7Rw85nsN0p8jhAanVwuk7tUbmXHiNVM0VBXW4T70euxcHKEj200GYEpOwgtQMgcJB3I/SjGE9Bgi2OR3kSlpoitVsoS5KTLaym27ic+shSGwUnDq0InksYokp9FJnC9qyFmXIx7Tg4nTpILF1VwjlkFbHETdi3iMYJG5tJgqaw4aYrUBVJy3zWWugwPVRSKyeElydw/AzFGp/t05jFCRnpmCGHVzDwQT0NwJ3sYSWfaC0MEoXr8m3ydVrVCPn0QaTra0IQLZgqCitYa+xTYiHgGGYpvHQiz3erHyHhHDuwvjBN6RZM1ZYoTlHwK9XppbREXq0Kz8OS6E8mqZ+qz82K/CQLcXwWTFbxqJyfjORYTiVl3SuTMaw4QE4husCCtzJFRk8AJVqI4VNPSHW18BtTDbmFJJlg0KIZ0wKb9TKStdVfxwmue4kLZ1iiCnPYeYLC4bOZixhfmLCqsNalYQdfpulKBe7lTMfyu1I7wV6QoVutIHdKxNNYoq7CYSljlKmFpCjQc9uS7mQli6wjNDQllBhICXmW0ACWxIUYvDT+JzZTJxUK25HqtkYszWqaZNaOZUDRPhVKBI2cMKasaJI4Y2okrQClz9ki76cBa+UVrE6MKkmQZ3tQFDSs9onSWV5i2+sgrly4jLAwWskIVwbcVvTgxylwwkWVMtqqEIWWCK5ljC6qBCdSquwOAPcEIruFaW6jM2Ek2xatE3s6ARh9dHnHLDhhgo6KUHbKh9k29yY0SF75ylfiX/7Lf4kzZ87g0z7t0+S1v/qrv8KP/MiPyO9uJVDCOBjsYhzogeTzXKbc1FntQuMhRrudoAtPctNV5MGiiFVuo0wdZIOzgHMC+eUN2FYiD6dskGhJcFMUMNNCZK4pkRrPLiNt5+g7BRh5bHNxSGKZ4CwRkUZbJGJRxVMiMprrwcpSih9ZVoZVinsrTxY1UOeDGheUl65m4BbE8DljMiIWFBcYj2aofF+O4yIT3gG7GjvVBuLsbrRLporIeeHmFCAK2ygqcgAquNMIXlzCs/hg1yqFtfGeyve4CNDCRaeHFS9GpwpR2qlULeQYwFIzjKe3o5+MUPkd0aRgiWgVau+duXNdYslKlBRWwYVjJA//tK/wET740xz+6QJRZUNFY8TUpxDRAwfkGpK/oawQBVZk8SLGfldCriSKsIzRkcVPa6c4KLGHMWYo0C1LJNS68F0wbR0VNCIjpFWItj3F+TwQ3SorC+GSP+jSu0pFfoOLGiP9YRWgR0Mwz7CXrmPVYcdh8mM6SHwPLS/HU+uBs7MSVmFDkYHPaJG3hnZKbY0VmYC548B2E+Q00mjM0susPSWG+DskHntAuwiR5gnaytOlpFVHQsDxJEVQ9BG6HQycNlbKXcxYxUI7xqHqZQbbcVHRMBP+k4NZ2MEaeUW2rcPINHhYjsQNJ5jJHGDdKM+X9aBlZkFNKoxW9tBxqdZ6Gl3E2Gw/BSvVFL2c/BxuJJxzLmY8KMuSlC3RKqfQnI/ILtCxLBR5W8jkVCl2WizpDNBPXIzHF9Ar15DldBZyqGQqOg6Ra2Gl6LEDDKqCUSumM7jBlXC8ITw7REVRMx+oYupTBMCIUSELkRj6CXbyXZROiDum7LYL+KyAsSpU7W2k1kXecDgqRFSuYne0h2iWox9V8KsddOxNdJSPymKli3Yq9Opho5vGKFkzWyuTyubplEhtF7Hjou3YmLZ6sNwUsduCq1gkb0ElORx6NPIs1Kmcir2PSLKkIUuDn6lgghsj4Cc9JFMXeTpEjDU4SYLU1nJ8NFjT0pV1Q1J1HPdF9Wip5MiFeyF0FstHbPdhpQ5OMjpKo5ymUBIhBblyfHZoFun5KJFlfi6mFAGjehnsLAO1Tt0q0wJ4hY3cduEL4Zol7Uwjl0gWUm0SleJxVQk7pmNXYHZxiNV1G2nlwWOq2HKw6a1AKOwS0qNBNpB0aCPoZCkbQZVJhNSn88cog5/DshejC7KIQhVM0NQGDY0MsOoogZXSmWFE0pL0rvK4TirZE/T95P0pJX1rM61CfWA6m1mIknM7tzFIbJazYYWcmawNlccop2Np9Mnnhl8b5xX6JGtz/abKKxd/OsUJ4M9i3K3aCNwxHM5vZ2GwnqgGyY//+I+LfPxP/MRPYHNzU1676667RJfkG7/xG3ErgfoFdHKDwoGbVmhXsTSgc7IQcZ6jzRy8RDu6EoXwqylGt+dwMpYw6prGYhRgOkmw2srhl06jbCWbLUlauxnQj0KtBVG6svlZaxZstxRhoYjeg3KlooY5dqb+A4b1SEotCjhVC2Onhbi00E4nUujiz6bw+wlcPsTruq8MIwCJVXvoypKS1dAucf/FAXw/QS8YIi4YYfHFsKH6rO9EyLl1lNwNS9E12WG4FT76RYp2VYhwD2OkovTKhUV4CbXIMtO2KQl0QNtJ4WYlHD+Fr2JUNvOvpRhZPTWFnWZQlosCHHNHmsyxEd4eDS5yP+IJUstGp7JlcS0YkahKjFwL/TBCK2dFRqo5H7DhkoGvQnili1meofS0ZDojRwN7jMhKZKPz0YOz0NeGiys92bGToxOlcKMCkU3vOoOT5Mi9FjrJEG0rgu/l6JBJX3jChYi9jlRlkHsk956FelUsjdTSYiYeKQtLAtvTHATyKTxuzPqbSQwmcdKx6QWyZFiTf5lKcXoWXC+A65XIWyn2ck8iZT0hw7Vg5xYyxxLv0Z+yWiWD7RaIbV/SYKXF8VRCKu7lEWyGuFjxIu0CFBisp3R+43hxw5mJXgUQxV0UPueO/uGibHFOxKlwLpjbzl3ybmhUVPCzCipyZIGuLCWbKw1j3r9JkkM5ChUF+1jmWpF/SkG9hSaB9X8LmzoYnL4rsFceFCPItgKM2gph1kNWZLgjZ8QxR7C3gajM4KoOpp0OXDfCts2IFiXOdSSSEV6LhgUvSoIFFUKHmRhRRZMNkYYnyeyhb2EHJdZYHp6XmKy3UTkOVnhN3gQjKgIXOdLNc7hjmLCmFFM/w7ZzEorCYVSWoLGTKAQtlvgL0xOTKMLAKtCtbGTcRn3d0VVmZ6NGyx/HRuH4SBnAZ7m/7cC2azInP1ddQGlHKEkUL1041Toi+PDpPjClo5TInYdMazEaMh9VhYnPKhSLwbv5d1p0cEoFlxslVXYb/R5WPDFiUDo4Icq/Gbp2gpnqIY4yRB3yfepyXgmQkAvEVK9uFMksok9tkiRDat0G2y5gW3z+OeacIzQlWnJPpC1LmugK9fpnZTiGyzzWqarWRimkNJpBAqZmyeEQ4qmVo+L6oshtYZPMbeQViaPSXUaexZhS6zTWRCKe/5NFXtJzcv7klTBaRXoVI1NMGTLaypJl10bbytHPU4TFCjKWXNHv8R2tR1RHFNsVS7tJxGcKOsWsbKOdsET/pKReV5QLz+7gZGYhm3kI7TWsWR7WYwujnPdzD1XGddzFmsqRWIDNTtNpJdFsV6KBFWyWo2c02K/cjPAJYZDYto1v+ZZvkZ8pRXIoy3yLkVkXkbNnB5vLVS1pKmfLRphjUjmi4NnN6S3plvCRnUjIVc1c9OxNpHEXU6Y83BIderMevQh6/woRKxVKG8MswTQtYacJHLuNOHKRt0u4rlYZZEjz8uoprKCQMKMiiSxvQyUZSgpEWVywgL2e5pGsKUsEodwiRVLoypUWZbFtkln1Qy4LHqs53BD5eIyJneJO9uThbsmYfN5BbNHHnCEt2I47RlRRRZAPmbbKM06tYIbY76AnHo4731j5eEvJbWUjZkKXm2TpScqBy4DLxaMu3/OrVPLlbRpYdhdtZIgTR0LBpAkUrNxQLjbLHTyDug9qBV32iSGhj/LRLIeMZujmjAwkcJMYudtG6TFtpQmNodvGzPUllF3aY6TM/ZMTg3we8s6sUpj8IVNzJUWflLRfcdI2Sr8UL9xjmwySCtPzSL0eWqFC0fLhssLB7ci9jR1fBoBjQWWUxEqodoAAieTZuTH47UiMhVHrNFrsTcHyVm46TFnVM4TRtNKzoVoZlHKwUiVSieB4DIlDDCZ1ssAdM5YzMrvkwOpU8DJGw4q6KoSLKhUguxj5p+X+UuvjpJqgUznYLmhoVghThbVwBpe9S3x9PTJLCobMaTj5iN01uMpFScVK5YkhoUkmOkTDviQdRod45y2SZm30uP1JyEynv4oyQ+xHUraIypdz5Ll2cxvKttAuT0CRdC06FVo/JgtcxMVJZOu2bBCiBGxHmGY+fGXh9poRFCdTnIgYEYyw024h9vt6U+6dgmcnaEUFXFvBagOTdh99a4w4S+BOpkC2LqwHcANjxKHMMXUdtKsxBk6OvtXHWtFGLJ2TGRkpsV3a8IpMoky9SmFaOph6PaSpi5DiwNEKLKZAGd0pu6BkETewWV5g6CicZTdiNdSpSAp9WfZCXICREcoFhCLgZysHsfQVYtqxRLfaQaXIzYqQUy6gdLCuOtDtLOmlV6LCmsrzLNLJ8KoZ3LKnbxkjKuzxQIfdtuFyHGi0RxWmJ0+hI5Qm/R5qrNiKz0gizwTvdmyvIvD7wplIe6Vwqka5Jqe2chbfO7KJF3BQsNJEZgXTi1wXKEhYijNRMaqsmRVwKYmsXIyHKdalmkkbINQI8ixGDx0UniMVMXZmCdmf/CKHooB0CutIIQ0WlVYYUB3amcCNYjhdnpuSMnEaLCSOM2Jm8RxHW0jLSGLWFjVgWPUi/6PuToo9rMB3fDhFCt/KhbQe+D6C9incnXLNo6lNFlWt9yPcDyXtilKnhXNVF2u2j1bqYs3ZQ7vSzSlp8LuqSxtVOjKzvH1mKfSyUPfBIZcJvhBe6d5JSX5DZ6E0fT7DGqMlY91m5GbBI8o00RB5rIyRH/7hH8anfuqnYmVlBbfffju+6Iu+SDoPHzdCxt1raKEfha4KkLfIQ7gdsepKaWbpkQYG2JTci/oIpl1Eca0AWDAVwv4xXWHbRzZD1hUSem25Qlz2UVrU8SBhKZayrmJG/QV62JZMQtozhCMWcnNC+imkjkOomEctEFH9ieQyJoXKDGM1RKHo2VSwXYYtgcRxMbVp3rNrMMvaCgxiColRKTJlkBJjKxcuTKYynaOnx26lmiNRKXSrPrqZj9Tx5XTqKC0KlsDVTHTxpCVyosSTcWwfbaeC57GpnBac2+dHyFKFDlJ0KmoAkMtRyMIlxE12oWV4iKV55KaULiKrJV4ei0OocOiloZaxL0jMsySNxcoF26/bzpNEDPIGqCtDy4zkQCWEv4LlyxI8qstFOa5Oic2uh1g5sCVaRv4IxyJDq9DVNUrZrG3CaWsoxkRUtlGS58Dz4nzhIl3EsuhbXKxshmFzJE4bXU4Wh6k2hTSPZE6MbRvDclVC8IRllygYMakcBC5D7qxCAC60+oicCg55HLauBKGkgUcP0SuQuxaUReOlQpvzifODEQZudlw300LIzhzMtRE9MpZUUugqF+lvCmw5orobCXeBxMjKdqFsLo50bLmk6jFjPMplFMtqg/YqNyESwHP2BnIVukw/cNxpeMt25cErSLAtcapKcTot0KNGQ8UFvge/CIQTQCOLpbEuiZRxBo+8mzo8To2Obb8lmjo0cLpZgDbLYivNKyhsG76dwKYx6q1JVYMoOVg+CsdB6rFqayifpxlFF9e1bBlvpo+YYu21h+i1Q3iKrRYS8oVFI2VaTrFhjRCVIbrDLVhUqrWAiUuOAB0Epg84Niz9pNCdD69iKXCFyPGwwxLWMkKEGGmWoa0iiRoyHuJLaScfpkzmkdyjmiUkz5gq0KMw4YzieEyzKawVPSFMi4IqdUAK8jm43nhw7Tb6rLyxXCROF8xSkFOTsxJG+B6VEKtpJEwlWqcNAYluKaCHGD0M4SJGwtQnydbeCpSXY5s1caWeAzupJVFapmAoItYoteagYZKipDHIZ0yiJ6UsXU3MpomG0AMRgcTasKK7EXJtTT3Edolt18Wk1jpqYDOntlB8IFVaVRvO1EHCLt1MwvJ8hIdTojMN0Q3Ji8oROpaoAo8UNUT2sBKOoPIMKUnryke/7CBwOph010WELfI8TJwOhqqNIWXxlW5SyjPq2j24NKBkSabgIRD6HTisUHNsKRt24xE8Rs7qEhp5V4fjGiNh+k7yXEwj6egpU+X811hGnxGyXCJnndDBMM5xid8RXL2b+k0fIXn6059+SHFxEQ8+qMv5Hm38yZ/8CV71qleJUUJi7bd/+7fjpS99KT70oQ+h16NveQzgwxlr2WrLaiF0GDWw0VUZMpLHoDB1Kignx4pNLgf7oVBNyxViWKYiZE5AGxt2xoWQGzNvCVM2mimvk626ziOvWki6W6DN6wiDkN/A6IZuy27TQ1OeeFPaAKjQzVip0ZcwbsTFxr0dCcs2LRoyBbpRjLLbgZ2TsGVJXz+qAOYkqfDQxSb8nRyBG6Kbl/CqGCm9fearye9iFIFqkuSDOK6UB3axImS4jt2TRVPORFLlOsfNOIhIYFs2PLtEP4jRd8hY54T0pBKpRa+ZhlNdMUDQIMkc5t4V7IILiYLTjeH4lmgphImN/qyUcrdORi/FlR4X3IRK9PW61ExdbgqW0vwI5uvrzZNltonHklntyYjcuMPz8HFS5ZJLD2ttE+pDjLprsOwKTxtM4GTMT5OPQn+KXp2FvpOLIihJZ22LefIOtgvg7igQ3kN7XXM7TiNGVg6QtC2ULQt5oatweE7txEVHcdNXiKsWWsqGQ96D+EjczLmhyW6oewTVc3NMoRkMxTAQj5cEZm75vDSHRpEjxlRgu7JJM6TNemxXbmyB9owKN6wWKJCRRGs58FjqTrl1boZlCTdJMHNcRFUXhesism1ELKFmaXhOjgRLVdu43F8RAcC1vO7ySzIvtzKHhGfAL2IylORXfbUGBQ+rTH3aNAJYVp4jIQ+istFRE7RoFluryK0Skad7JMkjQWMoK8EkBIW7Bm4bp9kUzeaz1eUMh8Vwu9NEBxhZoLFH45GpClfy74yOpdwkaGzzT6qWukrzKtwA7Q6F+PjcaUdkXLpiZHaSgRgTFCaL8jHsggq/1LshuTxHF13MaMRZTG2SzG6jIP+FhG7liZEcIEbh9eEwnaRiCuijy61XtExoiGoiFu9/bjEqoI1AGpPctlap0NtlZGmGfthD5q6Lc8Fn11OxRA6aB8F1WG/GtAnnk4WOaqNl+ehWLcRS5QKETKfSWFCigAK7tNFiRZpsHwq2naHvjqjYgpak1ug88L70sMJ+OCSHSzSR0WJGE3WdEw1MASMxrCSj0UuLiGPOOSmPn14/OE4ysSUKQO+F64dMZLjoScPKwO9gjDX4ag991UJK4igXnoVWPE0TP46XMxljr3c3Vkm8ZVqFzkO+jl7GuT6W1PqIjThL3QF4ldfBKi/xOxk3ZZSVUvhtlK1cdII4BqVloxeTq8c0VEe0koRU7VqY+cJ4mxuSEulhlZuQZQu5NpuxUGqj9LXhEdLRQ2uB8MyoVKFLz31Ga0t0RDSSq66NrDqN4coprJcudmsxzSesQfLa17526d95nuO9730v3va2twmP5EaBx1/Er/zKr0ikhKJsbPB3FNI0lZ8GTYrpUQOrYrgKMQRKvkKrnNedEywbyy0XtuMg9DxM/R7caoRRZx2Z1UbltWDP9kQfwC06GNkVhjY34Fp7gou/bIwlEidD7OnFlA2WWpVDJ0lIbbTBKTDFDbvtBbC9Eq7Vg1NN4KUuHMqek+PIc7I9JP4JpHAlX+vSMyx1aShTJtxc6cW0hzny9kQ8DEppd70pCupE8H0U26InTLKbRCgqJG5Lvn+FSpAVF85UNjEt1qPXUJ8nLHulLoV27Rx390ZiQFjVCpxKh6ZJkBzZDnocV5L8XfJUGk+JJDZbCHgzv42um8Ap22i5CaxoBQ43gbzCyXKGGVyc4MLBsDZ5CIrZaBIKGRblEqA3VeHsMFrApcCyMGutYEVasrF2ciIVVIHdw47TwXqSwk8TdKy+pH4kNJyPZRnhwlP5NjJ6RzS7cvJfJqz3w5rLXjacixa6Ee9YG620NnykT8eT0c9ZuRRiu629dZtEXKYl3DG6vRmKpCdjF9tMgwVSmVVvT/Cl5JZnUcHJLLT8AGXRRuG4EqnRREJqctRVvAwjVy20LQuezc1PCzZxoVz1VtBWOcZuATXYRBn2Ab8LZVXY66/CKjxULQsnZlvCIWEhdW7FOtdf6c7LbpSgsFJ4RRdpm+/PhH+xkjMVkQuZtpI2BxkKrDI+AofqgTrbLufSEkPFQVv50j+IERwxzaWSp5R5z02JQX3H0hEZPjv0sFvsCkt5dLsHJ0vhsq8JZ92JBK0+DYE22kJk5H2vK5EkZaD5JOS7SEUEU5esUGGDPput7cnanQohuW5uohsuyydJZt+RudWdkq+k76NUZZAsWXM0+P5he43xGqxMCknPVQ4rcdrifVMmjqk9N2Gwn2EtfW00nLl7N47KpNPGqOdhKJu3C5+OCHfcPNfPdmmJg+NljF4ylWKJjs8kstCXQWTET//JzslM5TDlyBBZR3Q+GmI8CdMZXD9B6p7EKYrfMR3CIKpNYjnTquRF6F5MEhGzfLQ9ijZ20Jl5UMJ/YxsD9hrK4ZFDUu+wsWojFrk3umkND4bjRPNKp4cs9OCGFSLym5kaqdfZFlpYtduYKtZiR4hI6CYfhUcqbeypVW1sM6pFwUVyQFotbHkruCvehMNrYlMN8veoAZX1RQfIstroFz0MU2ojMb1JI4lP+/4CzxlFAblE+p1WsKkzxKqokvcw0s+28qT0nY6ZfAULgpwMfs77qQ1IFhIElogB6H5UNGBoZJIkXxViiDJKLcspny+LNjFT1hZA3Rh+T8Yx4hvaTISRmoSiSrRz8kQ2SF7zmtcc+frP/dzP4d3vfjceK0wmulD+5Mmm8fXRaZ7v+77vu2HnwAnjZtxMOTkZBrXRJqeh9hFiuw3H6YiYzaS9gswqEDiryIUMyCgISV993MEFhMs6RbAYsqSan4QeqQ+Row+y6AvMuLBJ2EK7+tJKjaQqaGIlvTiG7Vot6hS46GcndHpeZrI2AgTkbngtlAw3OzkSUD2R/+tIumbQ7mI9Zl40q7vMsv43husxb8wNzoaS/hIk7OqUEQ2FntIaIj59OqsU40Zk3hgVasas7s/CrHHZmsFVfZyyyEFZFaNAGAmKnVx3kZA/Yj2lNhqExihjnbZ8OUrs9dBFUH8XX2mk6S24cj7M9JZwlScGFEsjRYSAuiz10uJmdM+gNSdgCZckZ2MwLqssxXYT9P0cJSukLGDqt7FCUSeOJhcGkg8XS2uZCpL8MA0xyuDr1BNhVx7W0wx06B3usLK7uqgsHw49PdWFK94Yc/o+fObR2Xqdd8axhHDJz7AvC28pUzn0xrhZxQwvUf2yJqgwtUD+cKbasuBxPjEixN2MJGJ6432vLUYaCawrVguBRW4ST46VLi4KRiQY/eMYSujblZQVeWRMa9AZ9mcRrL4DP8nR8bZRsUkee4wxfy4To+Z2uCTRZmDVb20biRfoRwpVq4TVK6BsV3QwegFLucVhRDsv0WYVA4nDUtHBq9XjXbg6TZJ2HUz8E1jPJpwcogvTthLpkN3KqbSrjVHllRj1+pj6BU6oVDZhu8Nu22xcWEqagZspCd4kHfKWslNu3eAXfuUiY56q6NYRyhBuvaum1PZxMuQeNxvtyltZggl1QxgJ4Ny2FdrtFKmfIElZs8bIKAXCKJLlwHICMabFcGHkTomvLOW1kl7zKjEKba4PcBD7HjrtMQqvTdkPMbz5P5ZwU+iQ/yNHZUIDgs8IN7+UxFveBA4J50XzZNr1XCBHiHLoJHcGOqUqxTEVHC8RDRrLYemygu0VYpTIMSjGxeeBPjrTXjwhuyVJplbJiGEXubcny5rNcaB8+iqfEAt5yiiVg9Qp0BNhyDqly4q6OhXlWlRcdeGIDII2fJhO6jIty7h0ncLsgCniCm0pOEzlftEwq8q2Ll/miDK6K+nmFpysw2kt96tT+WJQxOWKVNOxquxESmGWUwhtxj64dLIiqw5PFRX83EMxr8ZhOqtA7kRo2a5+XjMSuTN9T6mdB0bJLNgeq3gcWctTasGUHnyms2ngSRpeGyPcVYQtIuecyvrLcuhckbMIeOzHJYq0OqUtuwaPy6Z8JMHfXEKtj1618ud93ufhd37nd/BYgGQ0Rmpe9KIX4XnPe94V3/e6171ODJfm5+LFi4/ueTDPuiQcoCttmpfcysEaVtClYJlsWpT21mHIpvRNf0x7sNwAdJ0CLWuWMzpIbaqBasn4Nqscmj7eXBctFx5L3uQg1B7Qm7Eckt5z3hJeAjdP5i5J0hIvmN6Wn0J1LHg++Rp1i7fKwnavj9ADdnoUEuEBuYj3MGvR+13wDurUEz1GJy/RysjnsCS3qh8+F3u9HhK/gxVrHX2rJ2QxpgzoPdH4IOihNhKHOipQYZUkOVZ7+KFegOuqFG4UYmHRXLC1JHYz7uKNisEm75T0VZ+rau3JOG6EVW8gapAUZ5K8duc2bPZOI89X4KcV1qScmZVJluT0JTJch6XFy6q9WwZW9bdUUoZas9DqcWfFCjc0B22pHW3OsIBb+VgPOWa8V41WjCQRdOURjQy7MXS00USp9JHTwU7nJLIO0M9D9OMpeinriHnL6DFbCBluoPcl9pXW8WQFUU6j0FJY9cewaWwwEybzUPc9kkhxfZKOncEh18lhxU0ffnUSHvU56i7CbSTyo8dXGylc4NmGvmeFsJnSYvrOtqR8VwSn5nd2/tQIhyGPCuxWK9hZuU0qoJjETOw2MpscG3dOaiYxlCqtSOtmbBXQt9ZlPmfS+ZWRwzZSp4Pd1pNk/CX1ZpVosxyyquAl3LD0BidPSi2OFjncPLRnLJ59ReMnk7SUGMDCQdRk7G6V4KRVYaVVImfzOhZn1iXIchupR9jpIbH03JXNoRaASx0LjsPQft0pmcRsaVyXokOyet1kkUftMIbB8XBSON0Jcj9FoagibCH1yLnx0XIqRH4HtkepcxtdqeazRYTrSWWf9PFayq+C5RYS8aQBRSVWN9GPkHai5ObLGW2unECrogEPeIWDoUrhlHojlRnqF+IUORV70VCqvOY01FEWPnvs8nyyXIPLcl0h2ALtdom7gyk6xYakmyiCLsZNQTXjBJ5DQbOFCippusdnuYQnHaz1KUpVikRKUvm8pVZFkVeUix06YDQYc6z6IVYtPl8F2nks8zLmuUgaxkfP1bL9PPfIOi0Ve1I8XTGl16TxaGu0JLZLrRAnVfCcPgqbIn6OGHxEljvws46kyniH+MHALcWoSB1GCB0x4OeTif+X6jUFt83rYMpMiRYURd9KGogVn1nqAmkDq1lrbBq5eYjU4nl3ZI7xG8k50hG+epzEkS3hWC1J5yVLDTufwN1+D+LNb37zVaMVjybIJfnABz4girFXQ6vVkp8bhUGYYcINWZjmfEhFdQquTS+GfiknWAywAkeaeJHfoYdcfDxhRtfGBXkMVRuFWoMjsqM0FICQUY9+D5bXA9oZTlPnIOkBpQe3StGy0jqMrSMmujzQksZQLK9cSwLETK24ZI3Tw6pzx90Yie3DpdygSLLWKqJuDp8PS2bDGuUo2jZi14Lj9rCSsorHRoiWVGGIL8Py4zaFmnQNPyst6GGVtofcaSFpdWCxAaEsaxwbPpAVWhbTCbo5lpQhMhfO87cdWVikqIGXwgrDRC84thXCskjcjOFWeR0J0RoOVcXQ6j64UbEEjz0yXScX744LoN2JUZYs5WV0Sac4SLaEnaKkl1KlWFUndTifdQAWN4qi5snLyc7/1PUOWuBMOgFzYaWBBaBndVkoK/exCTvT2JqH8OujSCJBSk+13qfm2NSLl976MXFsrDg+WElbrLdwZ5Riq6/bxxOKIX/RTeOmSl7Bfl9j3lWPm2R9xixhpRpq891NJ3j55laExPGk8oiebql8eFzgFJs3ShcQrQ5ZH010ReoQu0tyrX4HVNtBmbhwE10+qeMZtanMe1rGGIhhSS+a3rQlqqYsT9YPByMwhR5Ket6MAbEUvXTRzVkps9jXRKcaOE6J6yG3md5hXxEu5fyyJiWjj9s8ezRgOaf4917aQsgS4g7LQDlnajqlVB3p55Vl0Rl5Vf0J0k5HSOtFRgNcC6KTv8DrYVUMN17ZHEhcFf2fCu04gscazTafGh2J8Qq2iFNCNGWCJytLtKwEueKmzoaBTMEylkjngJwnGzbl5TkjbaY2uag4EpFUNHYZRbBddCl8SAUBWeDJJWHPGFZMUZV1X3xPZipTXXQUyOdidQk3eM4GhxuraPNJFSBHquPZOOHFaM8SITXHnh7P7dV1RE4Pt1epXhNkfPXvGPmz2IguZ6r5BFpWgSmf76aU2Kmw5um+Xnq+a8Iq77ekQMVJUeidGqPb8ZDFt6NHgr/NRoxcI5rNWCc8OoWHoXeXPGO3pxms4klgBx8mg/oeeUG+6LeQyCpdBMQ6U+iwfFYE1tJ51EhcNxLfmXav9Y5yVv5I1JlOJA0fjj+fe347jQobq2zyyBSj010w2vT876IPT+i4dUeIWiCxDnqDhQeMLCVORwjjMlfJb0kj0EeUqJ3D6iSg8LQTyn+3SB+onbx6sovzd7N1/b1ug+QTP/ETl0itXBS3trawu7uLn//5n8eNxtd93dfh937v9/COd7wDT37yk3GckI6byhGeBuWmb6v6aHW7qKTBmF6KGdKX8Jt4AY4sDAV5GAyzs11sqql8/P3GyklEOAlXsbMqJbSBoL0uxkfXY/VJCSvz6iWeXrROF9ERa/ViWK0MWboiCwwf6i4VJgtW5/jwqORod+TBUGAURz8oBdUF81hrCTAe0IqFx8GH0+8GCHNqZ9A+oHfTQ4+lx1wUbQerdoKuE4nRVLa5NVno5+tyXiTwihCSnCuNK25yOuog9QVOC5UTSOjfcblE0yjThEtuMOQNpNadGHVWUWIVTx5NJQ87n7AS0mb5HEPEOg3VkFDp9YgXUlIM3ELlWVjhgmMxjMqNSMtrtytdSMvFxGbTPksLrsnCJMPjwhVFM/b6oA5FTdCVE6iNP7mrLnzmF2xLh9PrNYBj6fVDKbstYltIoZrMtz+H6Jm1qhgO5w7JlGJkSDwdM8qXW0C/XEW3ooJEjtT3sSdGma50EZtX3FgafOTCpMjZ6lcaiXG/KuXcSWrl/WGeW+IdnFy6WaxUOnALT9BCLoRrHbQ6lZ9CGbMgmRwBHm0/9Sby1Azt1162bAw1T4K/i/027kALni19dWU+aEOAFVwhQrThdqg5kWNanICvZlqAvZ4fRIteIT1UCxh3Scymo+uiG2eSfmKQu0nTMY1YyndVSBxflEV1fbVOV8ptkT2SPCmd9mEkpnRcrLYyDN0+26ZIOSpzRZ7qYK18MlLlyOc2V0kQtqDaNM60d2urttig7NdCTqYfpZK2zH09Sx1WhUhaVfMweKPo+fP6un6EFY56RYNMN3ij3o1HNc6oQNblaLRhOTN4bDPgU1WYBqeDHcqcc0MVvouWQmu7KXyXnWYbErw2HiV1JUmrdVmTKEnA79NODEnatSaQ8I+agDnPk1GjjiZwyrV6sFRbE55lc9bEep4D721mZeiUHmzRK2k2W23QKDoZFsve9bE1MVeDlU/kyTi819Q3WYLepaUhHY0Gbv2KFHGdfO6mrFTT15q4PiatVZyUIBR1mnIU/QTlVDszOg3Enk0uEttDh43xGI0DDQodqbWsHJ2KDSv3Idpn9XxMuYbUzoROy9f3VD/tOqJaaFpqp9SR47mBxu7fDq+Uq+gqSofrLD+jSV2Wl8EqmUKj8nMLw/4K+hS/rGi8Ogg67CjOmAiTOAqROLZXzsfIWbiryMvhE9sg+Yf/8B8uGSTMJ9922214yUteguc85zm4UaDh8+pXv1o6Df/xH/+xVPscN7ior+YdrOSx5OUpwd2qPIQsSyU1zU7hddlwi1sxKXg2HNuqS04tKOa764fLWRvD7qzDzsgMz8WvpldG8mZXOmhmaLsOvLyNFvVO5FEir6GS8B/zF7wvwjyXB4Dbh4WcpMbSlWZ2kkW2uHB3JCJQOV0J51OpMueDKCFbLlBM8VQir+7TuxGjirITbIQ2w7rysUdtFX4JG2LRM1cdBPYdsK01XWEiUQ8ucfXuTJJhzXyZgx5QvTtLGFYUUVnFchptLmQU21oq6Fr4BxvncfPk4iqeIhe//TRYZmdouQUKGhI0RBjSZRjTUfBa4fy86EHOYx9cuOitt+OaEqIZ9dLps6PEOMnGXa2dsQCHu6h4JwwLV2Jc8pidFvPOlgjIZaVunMVwN9NsDVbVFG1yP8oZfHVSaK8kF0tEjZ1qeR9opUlJbk9k2F3bEv2VViuEW+oNX4aEiqRMRzCEz3BKHW5HJ4E97qBokdLbEpIwOTVNqUbmMQtfYOYo4b+wN9DA7Ukx4d3tEsM8QESDrcmd1xEJGh57vROYkWTBxZgKl+zy7LFssgNSfqWPU23EUSE+d1ew0WYHWRcrBTlCQOY70htH6LCLSW/FCAXNZIbwdfIg8tpikHADaTs05OrtgGkNuzUvJ+15nBuNWBsJ19F+GblsIjqdIpn3FpU+tYHJGct2Z0zfWFRgZcSIVUU0CppyTEZD+axIDac2zFjKyg2ap9kuMvhzdrvmFDEzlNo6osb2A1zPWpTcre8eNyzxaaULtifPXeLzunoiEObYJLg3PY3rFJukefUTtd5imTlgtWNEIfVuWsJxa65UjFG7gtsL0HID7CSrYigwDLIfs118zvoSibzyllerrs7/XUlZqyeGIFPLurJOzKWCZE9yPfQGz+dQr4jZfBNnBY5L1icNBPZG4viSQ1VHlCXSR/VnVoItoOWkQujV86U5e85H/vBYCRxGReqZKKHM0pOS9azjoeUzEiW1Z2i5OsXL9beJNVTk9S2NjjZo9W3gqGodHppWeqybKJx2ilgNo7dZjoSC16G6NjDontBPp9KGrpbbruQICbld8ryICydGoE5bOSitHN28j6Ki7NvC7Vq6M3TSdNH9hWgDT2iD5Hu/93txHGCa5jd/8zfx3/7bfxMtEkZliLW1NXQ6Tc/bxxYsu+qTNc6KGYSiE6CsDgpRXAWcViQywd1OxJZRUtpX00ikYy5zh5WUkCYo3VTUBHs+LVryI3RHT1lkSTu1yJ7O0bF4rVrOvFP1QJVrqrZqY0cvaroqkN6U9s5ko26qF8Qb4GR1kNkeWqXmrqSS764fZkJSDHrRI8m2XfWw4dm4LZst6AMwbKl7lPCTmVpFn6JsdR6dV9AreBWsnliG9tcXupzVz1XitBA4t+PpagcBPWBfsZUFcpuemCtRiFp/WiqM5EwUG8w5OFHqmnuGVf1ugjZJeGqEgt4dPXLGhix/6QmWksdMoeKmQ6tNwvqaY0EacFWfUyndlC143SncKQ235VVgPiZWhVWnP3cPJU+clVDsrMrRLel9M5qiP1d4PrbaT8G6NcYqy61Jaubmr1rolbGEYX2Rx7ZFa4TpDc+u0PKpWVF3/qtBY8piaS7LmS3KcOscdIsLvqiel4j7LQy7J5G4GfrTmVZf5c5haf0ZSXCQcElBplVpRwy3XaEKOWPYAZaKwGw+VsG2O7DaJ5FZMVyX/ALpLiJNzvrO6jw10mIqoSF693yEbg9VoTkwjd4MjVdWmjl1QzpBRuMgl2eBXYS1WNqC8qRcO1NKjOjsd/fl8XyX4fm2qLnKrKZEuTAwa/E/UabVxNLTYgYycsa0Ib+TJlBDkG7ikft3uZl3zWvLmzaNF9ZQlcJhsqx9SQJGR9yCz4mL0yR6Smp2P1rQbH2MRpLLxGeRkR+R4eLGyr9VHlwvhp9oF4djyvSanmls8lhio2dh4K3CL/pYFzVfXRFTh0J0p9wDeh0cQ32ldGJ8WP0h9fmX39Ncbc1VI/dlDpKc6/Rfs8iRQ+NYfNL7iCh/JFEZG37VQsfuCGmdb/SVi7h3BwYtD3aSYT3j9k6toP0x1zTP/X83Gy8dKv64TRmtxfV4/z7zUyTe6/fraqZWwUhWC64XIZBKGEf3n6mNu7kJIiXDdAybQ+v/yXvmkSNxOehGyXbqU81X7hQ1R7j28r16jrZWhyi8Ah0nRmWRe9KSZ1b4UJJmLWtDqj73Oo3N1B2vgd/ls9qu9BB6PlYbx6biWs50Yyyk7+Y+8iBTNvl7IpNa2dl3Z2fn0OuDwWCpA/CjjV/4hV8QYiojMZSqb35+67d+C8cFCgZRe4GkKskz1rlPqU9vWpozalHXqDEX6pe+MN/FG7OoTeHXVTOMQJQSlZBNfk5V4OJRs83lkHW5Xv2flsWCM6qBsLyX3jGJaNozkgORMCdKqdr7awwObaJwm2Z5rW4iNaNoWk0mlOlM9UHHw1qXHUBDibY0VTJ8ePrQZF1uQjpNJJ8WQ2fIEGMrgevvbyBO7e3IBsGxkMWYD/5Cy3W9RCF1KI5OY00flwZJY1DxHNqdGdq+NnSk7JXeVC0vruMs+nNemYtCKwXjJj6JtYcNiZOlB9ZCcdMW6ermsaAsOh90ekT1efPGtFfHmmgp7SUYcdp/jDoWN2JNKt1fOmko8HecI/yOLjpWV85l6tNDAmatVWno1hMVWF3eK59s5lGzUJKn0w11WklPqvnvKSin+RpMD+nPTT2WPTZXCokwZLXxyVLtnd66eP+NsB45DyJtz8VPWgp44tV6bJBndeXHprHHqIJDnRkHLYdVJPU9LnLYxX5cRAjaC9sIx4r+ceMNynWxsqAew4MKR5J4YWfqTgC7zYV8YckS3R1N8ha2Ciu/FlGv7ZyhJMTquS/0Yihqk4hmlmZayPMhEbr9CITHDs51emIRNJ6kgWV9slKUKsFCRjJO7Ec8yMugkvO86ag2dnm8lmwmi+vlPkFU+rDVDzzF2KS2Omdqz5cyfT7fbpsGCqMSwLpEE+ZTFiP2brEc6eQbsG9O06qe1YneCiYW1WEPkh0ZudMRqcpuwWHEVaxYStOwWzdTVfq7yVEiW0Qr9u7fqDHJnHZd6iwpbQtZ4SKlojCJ5JJiZeS0Tt9RELFkvxcLRXtVRocy+vo6SI6mMevDc1dROFyjmhSwHnPP0oqpTHWSW6SvgiXOdapMbFpW2dWpoJpj0XYT4fe1Ob6kweU5+myjIf6IjlQ094OiiJxzNPQZ0ZUUr9wnXRLN8vA5OaoGqx25hjGpqJ1BfgkniF4LLckd1mshI9fCv6rXODHq+cm6XQI5IyLwRs0mvaZnLiPdC5+Hh8ihsJ1fE5/3n5EDwdwnXoRksdJiEdT78P2DOcBHD1f63uNFbb1LeoMTlROxNi4sILIKZK0eIF4SS+WElQDL09wFn6VhfHQkFMv5ToufVMq5gSv/KR02gaKCX/2tUhamHwDp+1GT92iIt9icbE70Wob2WPcfHCUpCWpW6BLqUYeefTC/hsRJ4Teay81SytWS+eaqgp8oIQJK2Ll+26jdk4evz0oZisMxZXLgLOYVJg0pk4smSbn1MVjhYjFhyyqhQ1sURJKfuWc25QLL+fbXGkHj8ZNLIn/neQjHgHLMvEc0EEiE1UbOuLUCVyVosT+O6FVokE8gLetJZiSRofEQbb2wyjCLYBgXghZOq76kvfguEs2C1hrWQKlpnnSMddfGzCnRcU5KtGPv9CkWGuvzZ0TKydGiamPTR6Pmp8zdsXosuHBx82h8x+be0JBkGboj51v3DqJR5fnI3BaiFkMH9Li0Rz3uUWXZwqTLipqiTj0oMVSYg3S5uTB/T++Z3ZBlE6a0fc0fqE+LpGHN+9ivUlhUx5zPt+b+UKHU4sajKxO8Tt11tSaC6o17/4YOT3RFFopcAl2LUvc4WJrXuvEhPcQDsw2TVQ+Tzh1YT1juyjA5NzEtKCdcicUIHue7lLbmkt7oVB5mBY3FFA6bI+rpL/eLhOoO0xO1cBcDbKyO4+lrAUQL/YzPdGOU1UYXUwbUk6g9d/07HQPgsSiA6NRk9YqGQUyRN1Jb+YzQ4HekzYukGmQe6udRG8i18yKqN5aQytctGqo0LHPM+HzClUqtg6BuBlMULA1eNIQ9lkGT5yJOARspJvL9dBmap9ujyjMPvV0bdXWkhDONXF5ea0O6JG+Ml97JuVSUUto9BY3bfY0VGi3cqO26UkUo9DJ8i+a1vk6pxGPKpWpjVQioWpyN49GmsN4R05H6I4xkkFPWShlr0r2VvNURyvEJMQoKisXZVNdhnPGws90U++u/7a+5HTBdyWdrmWTK+cnqH925katCnfOyK4QdH61Ac61chyrAhazttdTN/nNe87R2Vk9gdbQpf9ecIBJcagOe995j/zByHPHENEj+43/8j/InN7Bf+qVfQr/PzUuDHhVJpjeSQ/J4BDvzymLIPiciHAB47Pbl0YvgY0m2tAuPNfkLNjS9W2ouNOYrFzuCJbQJ8/BSXdCYHOwke/BhaAKLFfwOpY56aFEdlgtkSrePj5CuLWB5rJANpX7fRuT76CbkNuj/8TGRSSxS8froOuYx5+EvYbd3ByorgTcbyYIrFTH1g8WHgjQ5yo4pt/E2989WXzxZ5fXfG8KYRFnqh7mgqFsfNvVBGI7efyLny1BL0lbLgfM2ib9ZHVKVTYPf0xGJby4mLGnkZ5Y8bIlS7W9vruWJtyStlOcR4IXybPHm9bYhSxAXAFHnpc+tNR10qSew11+D5waI3VO4J5nC6k1h2R2s9X1Uga2bCPrS6qxWnxTpq32js/4+Hpdpt2Xrkndmv1KGAm19yqmXDiwKMZHfI8El/S4u9Lu9VSFbl36he7TYlPfXEQOZKbLJ1sck94clsfQKJQLDtAFL0HVJIzPyXMi5M+vw9f49EgZBSX0GiR3JhkFibRMBb+YCUxqsvVq8MJ+drefzfsHIXGQBCydjXjcjBGxJT5KzpSh2p+/PHDYVQ33YToLIp4GrWxvQQ5a+QdRaEUJwXbXSxFRsdglmaCgnc1LK5IXIW18kt9qu6oohx/WPm6Wm+HIm27W42oHoSj2+ZI6JqVQbJHwPIzjkCum4CaNkOlIic6DyxfDhk6ZLtnUagYJq9NxJCJXIlMNohAeJMYg2BW16plA5r3R1lVX/aVPTRJYdbQBqBV8F29V8hcapkXfUhjfnBfU7hKq1cM95NW1W21U2fPKvRC6wGSrqolRocZ3iPJgxortPxNb3kJs/jRESiMW0romjnJsKNY3jUHRTT42OiPIRlHJnhMNeWDPaTHUrLVGnb1/tBEnlEFnMen4vPFp6PRAl3RYc/t5KJEK0H49tUkDz2kQ9V+qb3RJjW0dyD6Yg6mL7/bGdLzQNHwWweyFgc4Zq45jl+BbrtXU5nE7FsyrLddFabEhcj7jcP95yV2HmNqnMJ5hB8lM/9VPzSMXrX//6pfQMF9Z77rlHXr+VUM2YpmKXXkpN1xskK0SEeKUXW3pjBCMjwoqvp0yrGyJPVlCxCVeHm6Z+v6RLmgeHIlh0RUQEq/aHS276LNFbPBO9nVNtcD/TWiFfLZC0XfQmLGWrUzj7O+3cXCDfI2qRLJjoxWe+KR5eAOSjlYfc7UrXU21K7Idu3TqvzA1XLYu0LBxg6WBS9qqE1OVKx2PhQVAhaz8TsPDB+hr0qqg9bLg4WXk4yZJp28Emhdrn7Hi9+Os+Q1z86P01Y6CPt09E04aG9jqpBbBwrxfGrbzig7Mwvg1rpza+yroTq/TC4SZah8NFEps5ZEpx1x6gSLw5NHK0waDJfQdcvIVzY5KpMbRE56XeCLnNMo3HklSd+dvvw7N8rGpu9O6nFzRolLTR19LWHJtuoMXlav0Sqz+RZohc9LVODLUZKOTVnGAlRL5mk+L8dCm2pxydbhR1YEY9GvXN/TGUCLYYftyGm5xSve7sZwj1e0UYjyqwlOjW75FR4MbNdqqtBI5DI0jLa0udG6NMnqhi1OOu0yziMDBvXw+W1p9Z3lpcphvqKgqquTJM7ksAidZlB67K0XUpG65nija2Y2TkT0hkqCvXQjox1W09VueA3ZkdKKamFmZU2+PZLnA+JN+qaoPEhpezrxA5BjRofFhcB4Qnps+lIc7vf9yHxXr6etvXZoMuraJSL9cARh0OJ9DqKJyW35L+MzRi6pVOKo7ms6ceO4tVSiS9U++odsaqwoXXD+bl2ORaFE6FXtWroxss7wdW3dU6jaYryOQ7Fho26r/tj1TziGgCKxsAlCh8hTUF7NQVVnODZN4Z+eADweqEMYqY6WhHxlXmcq17qJ+w2gyRiLeWH5gb2wvPKaO+lJbneLJ8/ChCw9xJlWits/w6hd+EGF7C8qk7zWpFRoB0kYGszxKu087mIvjM0QEBm3k+EQ2Ss2fPyp+f8Rmfgbe85S04cULnSm9lsF8FQeYzjY2mnG0FTd4e+/lohvWrZOlVrxvpiR5w0rBTpA5Z73MWuChrOXd6rHwwEj5IFVMDJLOxLl5HM/ZTG/uLyHB1VbywgrcqqeB22O58P/foU7yq5aNgJ1huwBLe1Ooa8yBzi8aS3kzEgaxTOP2qK92FdehRL3jat7GkikVMAXpyiyvrYqzEoqfYxsj25H0iMlZ3GCW6agUjESNZHPF6Man/rqM7HIda3ZH3wqkwbVOmfd9gOTguV4WceB3yrTVFFn9FY2y718Fdg/peUoFTyL28LwtLzjxMrzfRnV6t0bN/+cItYhH3QnRcb441uc6jfo1EYucqHnPIIl8vQhJero2XxXFqoEWWasPAY/2E7khd5JoHQIGxrCUUas2jkVA2Uz4+tjsnJSXTCw6bXJLyY9v7WlCLcRRf+sLo85PrPDCG0mpMGsyS91DBJxmy/o2+/c3R95OL+6YNZUty7ldL90Q5JAbyWrRRwrglu3DPb4VXLES39JzQ0aB9r5bet0QQGhVNWeS1USfXys9SbqIO2PC5HLX6WE8D7K2eEOE98nF1dZv2vn2G5mtDUSJwIlKoRDBxfv7z+VAbYfwGN6uFFOvfSarq8PxtKp10pZGoTugKoLIHi7r7vCM+jXNdRdKY1c2x5uO6n2GZtxnQFUr7kSgisDP0aKjNNXgao7rUpOla44SVb/vPO5UHliyVmuemu0Yvm/D6rutbo09KG4lUsm1KaGtTuxGR2T/qgbHRvcMCtyftPCUa5Rx+NhbNG1mH+FxJ640QZdCrI551JFv3Ipeoi/x7zsOpIxs2xSvb867TeizqMWBq6NAd3Bc+WzyXionJTEmVIRtZ0v73mDqWNgJ6LZ4/G6Ijox3RpThiXdVIJe4nNKn17W9/uzFGGiyFNWsVL3lOJGkqr4vGYkMOYx6+0c1uMo91+FfeWxTwMiWqp/tgsaeeVOInyVcyG8nwLEsdGUbYX2iaDPL+eWnvm5oYDJk6nYVSvvlbWUlDV4xByf1ratttXVJbo2Wx1Kw+N9IRCmqI7D989IbYTKzFjqIlDQV6+XU/Clmv9kmpfGBEJXN/MPcjF/OTa3Ki+6mf+avyj6Zg0RK1T77M8G/utWWjXwWl5Vmdobsg7y/JR4PcHCacRKyMzPuFc1OlJx12myVaIgp2KUZlq8ctkKHj3txTEWOzRmn52sgUcTctNLVP0eXvGy/aQsXrqDvlLvFiJCy8fL7aCOAc0xyeOltej6WORsj3sFKnH8huSRPOp0deO04UM5PxYZXMvOEXpzK1aujdapLywe8VQ2DBK2sUUplu0Fv94gK5POaMCi3fa31UofpxgfUTeCvjulS8NrXrHVOnh5Y/y9L6bqYNuHbVlnJwvstv6cigGDILkZ86FrlgHVqygUuUSVJL3GyZthMpw9rjbjQp6k1TeEKeqMRKZQOroxiVkBy/jdjpiWbK4nfO/zuvKT04Apr3oBWNlzH3iJv3ykG0ETK3XaTijSXf+7Ocz7wQQNm9aGUq1yCb4FKUUv+Tkvc6UsKInH5OF+/g4nkx1clRcC0XLdcRoj4jlUvWtXxQIewuzx+xXhbeJpwlMTwW7lFdNaWjAE1copZXlBYCy1EfRhgoutZAF+4ufMk8Qnzg9HhUclWWXqsNaQvYW1nF1uppMRA9uzU3RvRlHHZYSPqW81k84pLhND9j+S95HnKNnRy2xzJ4ez7OrMJksQSLJppv8nISYK9127aEl/iEi5B8wzd8A37gB35Auury71fDT/7kT+JWgeixNHniuanNHK2NXofRD/aI2YfwARoFR3lF96Xh5I/Zgr1uu13v22L9rrgBvK6FPGMcoMS4tYrU0WRPIX5LXmDBZaxn/5z0anOxrEOlB8J6tPCbEjW3NYGdpnXvG/17yj8z7NlQDB2f/RcouuXVjdYUqEWoJZId9OAjrGXeKS3O4Wl4aIvjoCNASnL6+gWpL9ZN7iTiMXdb59ohixscQ6GLU5eboG+x4RmPpwevK8SxWh2RjgVLkdkQUCTVF85Hhz3mY0evU5M+2QdG8wvYHJHGZrPRMowr7+bA1osPF6IlRrtshE0JdhMe1mj3A6h4vzRxfir19UuYWjJhTLlozQqJnbQzlPHhR7bx2vU8rKWvrQqUEstEfXP5qxit020PxZTTAmdWJMqYRW18CFFQjJqGUaRTJ7Ve6+JUE0hvJkmZ6MiX1dqPBnJg9nPsOo42tynnb9J3fdBbx135lpQfk1MROnR+Fm6YcEYWUUcgFyIi83lBPRRn0cjez/2XjVlROxUU55PGkUIaJm/HR25ro3LBDNBnWqo6vVZfu8zA5tr0GSVeC4PeClajmrS8cF5umjPP3QzN3MhuVMalXwufD7k3hy5rbkAckWzQ83dBCVhbqiSXJ9Lcbf8Ai+YidWl0UqpR3uVbhisnxOCZb5402OocpM40cpP22TZFdJgao6u51eTWrcgGvTAX5C0HzS0XbjuGw4qWqH5ua7L+YSN8f6QbqT3+K+i00HMnyNlkr4ZEF+U4dY9xif4tuRlivDLtQgfpqLFuUpmZQ77QtSUUFlPAy/wnXlr9u3qvoAOnq2a0E5NnHcwkCrKfoqO6LrsC0TC2F8QJ9RGaVJE2GCedLlqyBu/HkW8mXNMIs5svu/o2f78SFgXTbglIAcfCg81qGzarazbao1YNeeOB3KUFTFp9KTEsxIXWL/PhWfUnolQqzcVZKSI5wYUEjdZ/lr9r40J7BrTsvSqsPWeWOurlihb4Pjdca5CIGiANiP2YoSxEO721Ol+8DM/LUXgOoryFyC+Q8aEVcTSn3rTmlymhWd0t9cqYKzjyYpjjqY+xpnoYLYUn9z/TplIBFYbm31TB6wZIo4ZQppcqbTOwJIHaH81ieyXq+f7jKwse02FkqmvK3zx1Qv9Z1Gzr95JyqL02TW5cxMFtcu5h1stWu3QROzrPzqvYbp8SCX72HZHIb+OVcjFtLNWjBvDAPGs4Bw13pRklXcYqy/P87EpHnwtF05owvByWX7xQMnro6T7wnRLhYMNJRpkaI+iI+X/UVTTkaqYNKV9PGfhWoYmoLivUlr63rlpbgHjnc0N2/6gUiWNLB5n9jfFx8CTk4jRhSV9yXaVl2xh0VjCyTsAH9XdqXRnpaHvkiMirGUv52Si6oLFOteba/ajntVeommyuDSMdWWLscf85adIIi9+gi+2ZUGsE2nTju/mZyHpUIrZaKMtGaEs/N3xGh91V6dOjs677R9aar4cNOqrYso+WJmfW1yBprf3oJZY4ENDEYdkc9RGvxT/nvWcaR2rK2jG8tRnKQAsJLt/Poz6ria1N+XtzX7jBhy6pwGxqSGLoYtqIkga1kUu+UZ2qatJzi1+q7YkWYFHP5XC6R6unXuUEDyC3dQNNqdYiu0dS8OR21ak9WZuWR46vNecm1WSK5npz9XqNIFLXFYVkmuCcr3yq3YMW3RPBIGGa5qi/3+rQWgR68aIyXtInf6KQsLMk6xcW9AYkZWnPE/Pdn9GROiEjHIJcWPH6FUf12ahe9/2Yf2YejNl/qREiq9NGFPJqicetobVQqAi6fD4snz0q/MgHuWRr6wM6jtzQZGGXqoJC+kTs51hV3Ym0/s6lT3Kz0VyDZVgL4X6qKOqqIGLq93RTKZ63pI6aMLveGJiWkXSOLnDS8u4L0FVCR/sIy7Zi/WBrDXr9CntDiCw/qx/2owzNuyfdHk7IYrT/opD85vVCB791/7XA62I12ddnYZlgjAQxewDJBmYjoZT1wjlKVO1ASescC5oYy1d0+DU7V3MjhdwEMU9rVVeRwF9IJjGVRGrgwaM1nvgimn9xw1oqjpkr8R4c7ysv4oPOmpQ2n0yreQWaXOZDeXv1YfXsWH6vfLaOzFFoTlR1m6s5kL6YXyQ3WHk2l39Fmi83sNL29bO7oNWmeyOzU24mROrt1TU8aaJ7tSgS1CX1ySQbn+3D49dYn9LNmd79kofNJNr+h3xpcNcI+WE/NUldD0YFFzZQppYWLmuprLf5+EHQAObTV5KQyQ174auaGMXS8FOs0HMOpSyaOIYOkC2FEZdkCOZHnavcLp3i0ga9n8RtzoaRA3ZaXzaXJFJTlLCoTlwHYrl8USNFc3DYVE+nSKn+K+XGkjZZiIuxYsl20G2PRYSxSJp0UoVWa6YJrbOrz2li2F4RHaBeTj2d/debUu3lJf0g3ZauXWtBsl+/tqhD1DSPXAQjljcTbq4E0+MMrP+eP3Bs3973MW5TM+Ro6KqHhTxpPX+G7dX6gVqeUFx8hBhXl2Iu4tDUr0tdmdM9GKjSjPn5v/R/Fza8o0LwR/yz/l6tGCjX71g6T96Ui7IJ1EId2lGT6zBzYJ8FTnJcg0U6HQXWDn7qkJmxMK4MIwuhryjrSonlb12mf+2XO8v51dci7biqVBQjdbh0WeBLv02C1kds2IcX2kVwURJ59wV71a98jHw9d476pITLD4Cpl4PXvv/+oz34RUOC3igFtsRbb7Cgcsn7rFsN6JnSjI0swFexDbRhVx+OglmifVGL4IlLzyaT1NI4evmhYaevYd/YJZdJ/lafazNv9lNvC1yntICfStvDhevaX+BbdfimcR4XU1oHIzqN7sPieVGTpokIUFp+2WjSZ0cZfZ2WWjDDrjZozXuYOlkYlv1qJR2FWBwxbV7Vz55FXZg6wtgEiqR3J/u6ZLDr53J5/opy/NLTQHOqWS68VjbndXM0U+nu3bzz4Hap+Q2s/Lnq814fXE+Rpkz6AK62r4uqqTS8WjI7Wa21fIx6HPhssK9VzvoqXVHFSqL9r2J8Zt/U5W+2eqew1Tu5PC51TyiHvKQa0nGckZZ6kJpbxSixvzLWPXgWELsswaa+kz9/zI5CJYrbD4GDnuUVoFNuT7AIyctf/vJrPiArcG4VLG3zV0hXLb58VPh+8RgkxemDaWmsporiyDcf+qKjv1Ofm7SMWzoRejCZo5eDK03+K72uWSWs8CE9rq3LWEXQiXqxR+Hw5njw2GSrzAmzB0DC5UFIObU0Vz68oPkWuTqHCvQXvlxvrta8GmQhqlOfGKM/83gLSzzJMZhHPxavw14yqq4UG5H3LvyC1VGLWCLBHXXKB/489Jm60qL5Iql0ODQ2V5ijBxZOfWy2WabHqD/XWpkiC3V+fn+Dfmh/hoY0e3LozzEFwG7Cy9UeVwLLrx2ZY1rRRJJMtSF3taWLRiiji35jsC1f7ZLxsoSadLw8ckfF9Cytk1ffWGqUzLeHOiraiqWeaKkM/9EPnmtrYr6ZkodA6XI2BhJ5fJ0OcDsUQduXsKe3z3tSm5lLURhR512KpOxfF//KY5Loe81YOD9Jd5HsLQSUlSO4JMtYDlwtLnBNeubAOyhGd4ieuvCOhWjClUBjYWlNn3/FEVEbVuXQ7hHDuh6Tqg2/vyPcLK8/QzFZSD3Vp36lSF9eVykJDWzhLUfNHCpnq0BJcHT/2IfreJrS9SeUQcJ+MQaHEWQkSpLkiSNLHOvaiCt8+qGXJ99iwZoOORK6o+p+4uKoo8xr5FkDP281vg9Oz8ip0LLo++us+MFjHJbzufLZaq9SazYsRjgOYtrWYmaLn9u/CM3P0LwNXBM8IeRSUYHyQTrMqo/Ask1qIiw/9iyN+//Z+xNYW9a0LBx/vqqv5lrjHs945+5LSzOIDPqX4EAEUQkxISZGRCAoGmNiEAUDIhhEBPGnhDApRI1RYoyGYKIxRFF/P0QFkTYCLd30cG/f4Qx7WkPN9c/zflVr1Vp77elM95x7++2cvufsvYaqr77hHZ7neRffzUOHPTCILRDf6nS5iowTpqkFpC4Xu5qgXm31vTog6wc1Iy7zpuXPpHbcsTbuNxq85iA5jYkwDew2jkdOF8w+Vy+6lU43f2fJwtwDwcqL16xtYNIuh7iBtk9Sk5+i3euzlfpsJVtid+9daJSr3y+aM9LM7Iy5RGHATorfUMJX0T3ta+/EfbglET7Uglizjl6FvL75qxxi3S9YK8V1rZuVXDphp53S7r+lt4w0rAtN5+gWp7PGhrnsMVE2ZZ61r1lclETonX47xm0zM0k0UQQrwbW5+uZ7wRD9SQmX2KpOyXUdjrTGrjU4r5YpuFIiqITRseICChzs9J5gMmbtoG4YicXP2zVgwO2rJOTVL5IZxdLj2sRq39FHiPmitrZy2q/Y/cCcde2jP8+JcegUYLhgeuUzQvwVUtuFZ0h/p67D+Peny50TN5Q/biItUZfvY5mpkVtdlvkbqr8qkVMmnx2j2WNqw/i0APx3lUPyUz/1U4//Sp5BO05JLmu9kbaOf7kJ0Elqn/86RpOSDTDdc2UTkv4dze878hOXOct5EN/vDeDj5JzMyGXladhgK0eh2d3THAqrx6z5honnY+oRCdOIWayZNLdzlhoRixtaEUE6vdyo8i7OQ1kL3uTAjuElZKVY6xIiG61buumOHXtjMMHA5nTZEvvZuY62u+9pY+bjbr+/cq+m3LK6sR03PTvMZ64etE7Tkrzzy4XpRkTvvJLQVUB262aEpzYZO+0S3GdCOIMjOf1aUaxdfduKcbOWxPmmQ1ko0cWZTlv39QRPkjae28y5MB3fdGuWF5rGj8R1rb/PfM3SqaDjum4tcPSNYIz6nERba6Zz8vIeCLgmkLUDLek8c6oFd5ySbjl1k9z+OY/S9JXaYI0DwrLVeaxPMjKcskA/WbL0On0fjTO1CMGbMpd8flvH4WnZvvZ8E2p0bdiEU4dibWu4kLV/sww2qfs49kPsTifwlCWOvSp7GE3uLV5nyiPH0L5rvPpuuauhvy+ynsSScJumojaxVPx50xJik2lNpqDJpvKzyH4JC/NULYfh3LI8yXYgtMMwBjG2vSzHIOuyH41ntxKIbbjxiedLQ0m0WBE2IyyZgduEtzFh0kEYi0Kvu2Eu44wA5l2HIWGDvf/8n/+z/NnUbO+9YIl0JGvQz80BxUnTpqjPM+kNcirtuPmAYDZg08506idNJE9zQkM3PN8ezHs2+69xHowepFlp604AVSNpJ/758sUtUKtrxFOsysafb20gwAiWDtz6hre49m7UvCH6ke6dWS6Zky5IjOBaTcXUpjfGxmuoSfdcO5DPsG72atNddimGbM9+1j08jE+yTiE0tvmzqXdzGCzT/pex9rhcv5TLOIsLuYrOm01Ds7ONbQv4h/2L2Lxw8b5NI9wc/l2QaPfKr1J53zTUm9Lsyu+ArtvqWn+2/Icc9Kff1zJxWgTJhY+Wjvqmw6lTWub/M6qeu54cgpuezbIZZntPm52mrhFT0wXMtxoudCbojLBp5nL+dvA1nVBGGGhOLoc7D+Q3+z1MG1Duevaxxe8Y2u46K8lgRtpLphOisxzO3HiZzCCxV1Gr3bspA8LSCO0oiHDsxYtsJzMim4yOAa29XqOdQokGMw7ro9fV8lnY4iaI19s83lbnebbfuarrZIwZxHe1Q3J8fIyv+ZqvwY0bN/AlX/Il8od//xN/4k9IN973kqlGW9z0NV1OnBMnNA3JKK1+xvo1fTMub+u1QCNcZIy18vUFdR5oavGaha65AX5dxYRyWFNplNF8BTsrli3AF/XXMzALze/bjanjR0kfCjJ5VsS4JMt+wTZ8RkNBGqveD1zAb9PHBNG1zQCbX81bdbEH/tw2yjn9sHyphxu7qPRtDqtVIwDx7BT35a396nVQ9WXsYb/dOBdnl0fWrT2wiSG67IWc9Ssuz6Uj+OAZp5WSVfMg15/VKlRs+Qb2A1p8zoY5clZ5k+uHbKq6M4eWX6DOBUwbbI8x00vXgsVmgw1I1G5aQ2z6LLOuO6Dpdn/BErx/zoivfdbqv09c4wwvMUTL6z304mV2kc0zu93ST7169XpFiUf58ucsY9lwUx8d+cQNPzZA99XvIYD89F2ejT2kGR2jpQO5bveiGG/1m3Jwx7pMx4eYuu+IXXmX+cZv/Eb84i/+In72Z38Wh4eH8od//x//43/gz/yZP4P3lDXYiZStn/XSKeD/DwtfIvz16PZBTbrBNpojLbis1RckXZMLyjTP2nBIdzccifDNz7k/am56p5q3XWwUh2LPEqnvltmKcPniu9pDd0Pa8K3+UKKl9U2b5RfpEXLG9eRuDeU3UdEmhP6plfuoaqjLFFD7ial2HuLj1jZzSoCLzn5bi9ucOdlkfN0p52NFHOshrJN5OvOX5739LI/8EjZxfaTeapROcbtT37HgHF/umi5jOisXyrWbWV6Xt+laF/SVR3/OB1Ge3pM1doad4yQyu1c1SrH3/P4is9AerFWxee528Wk0KpNSwdWs9c7nX2Kc48yUY1fu6SxgdVsSWvRk6l7P8j22b1oTtHvtoR9LCai1oiC2bDNGpCTubLW6du58aTPdzJSsO0IXGfdcA1KtTzl6K3bBMFYbnknLnNHNPrj4KFWJFpMO5s+qP3L5Xjat0fn4d//u3+F3/+7fvfjZl33Zl+EnfuIn8OVf/uV4L5myLHjVHG/2hzIZvI5Y01kaVlf6/M5ElH2YQM1Gc8OoLp6ezeQjtHYWy7CN1KgywRp6qR+c/S2bw5qGyabvW8e7CitHhJeaX1DUSTRHjAm4bg2US+Gf6Q5vqi13Nb0z7DVH7IpG1657ZS2fZnmlTPwu0+Vyz7pA3QEc5heUE9atKrQoU8o35Et9CX6PfKw4FJcqzjzUva9d1Zk7JNPVp8kV53/xw15WF2wrn9fpFrzRmOnThsZ5Xqwlz3IhbXu2tdnydWDjueidJjNYd5xLYjV2s9mVx4ZgcQGmXmF5korPjEYXc2Wk2c/5ns7fz8SVNZL4TR5k4yvX78kR3YzVddF1HupL0NvNXayPv/ludi6fOeTZmXlSdjqDGqp6a4Z11IqPUYm56b94rlEPp7WunMFG25DpYP+qraNM6N5HwVJBtmuXYIKfsoUwns350ZGy9+en5+oz5pFc+STa2trayLrhz95rPW7YTKnbpvtR20YMBNOmRK5vShUyyr5EXN2qqW7mOlzeWoyFYFzOuuDLmhGdbBwCJVHO+lpKLlEiUdEcTriMEC53YctvYkV5ZXNRSoTpyObpvlJk9LsicK1DcukdYDWKExVe9nhpuj3LwducaRc90U14BfYIvapdNBssadl+eUfjxGfrBDJ08MhNnHWqgXYi1+VjuwAoftZrOj/igUY1Xtqm6JjN4c/7dDrJjFZrqvdueFU7ht1Zvl42EGdEMqNnj/imLCGBlmfAXR/QOIYV7q0AALUJSURBVAnbsu45JYY1YS6WI9j48EHsNGNxaVPXl1E78ZbODU3n7ANm/kgZc2XYutehHkqnY1OW7ix7sz8ShiG1hx7UqjN+bmjOnX9v2HvUorvps2FX3iq+/du/XfrZvPnmm4uf8e/f8i3fgu/4ju/Ae8lI9+8CwrrGDe2xSdKcOccu943aX5Pifgds5Rbk4G30Ghow6frauiyGQTQYVuzhNmansuEtMiHqVK+U1a+qH66Ms4YJke7hRavGed4bNkeQD2Zn435sZ503cr6d9czOAlxexWxvJqn0bnr6LFuPQo2LcP4YSfffDcqXrTndzs5nGG+f9fyyIzwnasZC5Tzt5JzCgQmt3TgldFQXjv/iIs9zVK6Ab1IXrU+DF7MEP9J11tfec8Vp5ym2BdicpD89Qxr8jaowGyrJjlxsbdnEvJ/6uNInqhNweGS0XdHu7/hSBjtNXthAPFDqzDPiUlaf/ZgvM9wX7h3PesnmR37kR/Cbv/mbuH37tvyhfeITn4Dnebhz5w5+7Md+bPHaX/7lX8a72Sr2fznjd5JeZinhPN7eQ9omyuJlrD0nTDbl4Q7ss+/v4oVwnssmKqGdz9gki/yo7KwrdSjWXCo5CHKPImHnJuvl//NLOiRsdnjWx0h3VtGHWOpKnGfr1SKzyZtny/bnq3ichx9HKpa+k6lgZvhslyn0B9voTQdqarNfDQvStcsGyRLpswHvWsRvbWClrJtoTbTXvCHSJXj1YcwQ2GskLkXJVw/mt1rtHNqiO3mbW2IDvU1E/KtfwVlGbMgmbUPuqwwECpKo1nw6OpAslS3K3GUha4MlaVflcofsQ2SEzJrXXFBu3nzZNRLbu7AU9iCm1hYz59myvenV7dnSaX0Ah+SrvuqrHs+VPIumLiFS8BhKOm2ddX1Duuw3BUUiMsaL1z+Emt9ZDsllBM5YA31U9iC12IvM6Fg8Ho3Ns1PS5pC01hgKVzU2m1vqldSXfC7nYy9WqkyXGBIpaZ3tdz2EncV6OBdhsjBij84b3UcZRBB7UOZnH1wHwjx5+mxTq4KVhKYM8+MJEtg/aFqf3YKDlrga0kVuzRi4sMTFa6S4spQ/qZqwOcn5gNm6+rG9Q7NL/JqtYtquZln1EEzAZ8Eh+c7v/M7HcyXPoFWXmMyP46A8y8m5bHJuvZEeu48+Trsqice0hl+1qRtcUR3iwYw+0iozqnOgC8hw8/soTjRsWs1f1brxDw9KAbNekYa97tIs0/9XGPnLneeXNslirBNUHtLay2N37FPFuQWz6PI3oTZEyGSQPev2KBNYotKxQfX5cV2EOGnp+aVXZknK5PRhKyrM0hS064h3JvajmN8Xlbg6pr1EGvJdGllmPdignZ2tenyZ5afCIenaZDJBtbag+/2n0+N/LMa0+tOEGXonruU0CP6UcUFe1dY/kgJOcZacG9k+LhPmAvsLnXNOpa7GQX2ecJg6959dp4TfRbokN9bLWre8JVyINen0d8LmgQU9ffSTcl3B9enffh90DKoGPHuJRfZAdrnPbMG2QVkbdp/0wqqlkef5Vj2SazursOZGJyguyB1sCgjlzH9CE6VtNlieJ5n7gFYvFAKaUtomSjyeLbvyKP3Wb/0W/tAf+kOIomjBrOGf4XD4nmPZPEyp46G+9oyfh+dpFnSMPRMe+8V0bNOGYl1RGO6dtotYvQRYJt7DA1pppG1exdouvF3TWfFA81NdYbPQnc6nZ33ayfihYp4zP3ejNTo9pzjmZ7y0ZTRtskddpltvpnhZIzX/qnaZrCy71rrR5Eq8UK+qpKPv4jMeLp59aKM2zqUEIJt1QPVeRznSI+zJ21WCi0dn7N78LNmVZxQVWcmP/8mf/Ens7e1BPUba69NuQbFKO3tidsaQ+xJNVc+EU8VeEFezpykVdTYupD4jEnqSq0Q6INcFVNFp6PYYzPSdOftEkKzPEwxHWYosLon/6B6sj9sIAL3bG5zZy+kdMwW44RTZ7HIBCrMiz4quRRfwb4ChZ/RaekR23x8g2XeA5DEEWvXDvLl4dzsk/+t//S/80i/9Et7//vc/nit6lkwaLdVwgilqo1T25OwxsneuYvZlHJpHch6RMfK0U9iejmfSjV6veuye3Z362bBNmJB32tj3JJ1erQ8Q7UnMdsaT2n/EQJ9HZA/jyq6XV6+oW3hlo8gjsxG66a3zMFaVNuwrKsO+W9bzlef853/+5+OTn/zk47maZ8yqWS1pa2WXsNZUJR+3ndIkeIqNWhHWFTUs1o0bU+o+YafvqvaQ2cJWmbd+hDTnqxKZzhXWO3VJ70x29Ky+IuaXT49T+KiG6WHpvRd+/qVlpZ/s836U3/ZogcrnPI9HkUKqH92dP6IGEk9vhuQf/IN/gG/6pm/C66+/js/8zM+Es9bd9LM+67PwXrFauPgPQ8p675gW6eWHFCmL3nlBtwtNFQtF05UfX+atnf9eZU9qa+RP2h6tGujljUqdZ/KJP21PyC7x7J+ts/DSdm6i9hE4JGrt3w/Dgiw6mivvSoeE4mcf+chH8HVf93WLnxFHIn0XlEJJWfPHaD/8wz+M7//+7xd12M/+7M/GD/3QD+ELvuAL8E5Y5sw/vS9e0taJvFdNJqx0sHwHzLqy0/TkNoJna8t5eDtfoO7T9m4wgm7JzqvKxwycrR8tPbqSUsvDrcj6sqJ7aimySHrxWeKdz5Jd+Wl//dd/PT73cz8X/+yf/bMnDmr96Z/+aZGt/9Ef/VF84Rd+If6f/+f/kcZ+v/Ebv4Hd3V08cXsA2eH3pj38HLmMRPg7b+/SkPAMe6fcgjMVFxY0yPeai/bkxt1RLsq6eCKlAK75aToUUOrjgaI+ejtr7q0rsD6iLxM7FwP0jDnvV3ZIPv7xj+NnfuZn8PLLL+NJ2w/+4A/iG7/xGxfZGTom/+bf/Bth/Hzrt37rE78e1dGJeKfS1w9iT16h4p3XxHja7GkdkXVl12fJpN8OO2I/lSP77BsVbnncXqw/8mistC2Rg6+ki++zYSy1bqraXEXwzG60Sx6F7TxjGfwrhxK/7/f9PmHaPGnLskzYPV/6pV+6+JllWfLvX/iFX9j4njRNcXx8vPLnkdpDdHD8tD39Zj+kfPt59uxssQ9npzV3H96Sc/oFPaDQ5aftkpbPQpSph2xyvrT7p+0hTF3+pRd1mx/mzxa+8cqu7h/5I38Ef/Ev/kV86EMfwgc/+MFToNav/MqvxOOwu3fvCj6FZaKu8d+//uu/vvE93/u934vv+q7vwuNNzz09R8u5DIl31BQY5KwcFs+KoEFjVaEXqovvanuEANlTz/wR2dOz4t79V71udWWjXDSGeUJ2HqnqXTOyD2gX3Lydqne3Q0KGDe27v/u7T/3uSYBar2Lf9m3fJpiT1pghuXXr1iP7fK3a1vDP1kN/0saGbpVlweqgxSkgxq6tj1O461Fakfhw46dM2OocyybxO369Qs99TAygT5dl3lnbmp7gJD7/NU6ZIz+nm/HlFJ7Pnz/vdYekvuDm9dNIg3+UDsl675onZdvb27BtG2+99dbKz/nv/f39je/xPE/+PC7zqxyFu2xj9mk7x9Z7tzwi4Z8nZ49v26tMO71H9nll5r6rt2lmqtQZTuPTKvKl3iUlzChNEeQp3LLEyQXHx3kdgy9r2k1Qps9Gx1oe/SUDryeoEVXrGiX9fktBb2g58ZToZ17anpmz1HVdfN7nfR5+7ud+bsU54r9/5+/8ne/INalP6488sKlLizG9F+wR7xrPStrpAc0WTZvzmzgS5/Bpu5xdBjNq1RW2kiMMkpk4Iw8tYHdJs/Wzg8osHHYdfLJrzw1nqLQtDskmy5/aMv5meyC49HQ6xc///M/jE5/4hIBNu/YX/sJfwOMyll++9mu/Fr/jd/wO0R4h7ZfX0tVEeZLGgs3U8xHUT2dU9rRZaamF6mQXQvKoMwTvlL0b7uFR64XYT5Cx0/2msnBEy+LTdjk2S7ecum5hnmCUnsjfn+SILp7nM7Oszr7Qx3UL6oJPLt7tzfX+5//8n/iKr/gKzGYzcQbG47EATsMwFC2Qx+mQ/LE/9sdEmO2v/bW/JsJon/M5n4N/+2//7Smg65OyxNZXbxbyFFldAcU8kk61j9s2dfztBvJPs1NCQOvl7cFos4/j/utKXYluKNdR2o+0nEalyEcr2/1ojCwRZRVwwiekb/N0Tu1Lzwlmn8rsCWedLGvR1O9ZteoxlyHUBbuNc8kO8E+LXXmsyLAh0+bg4ABBEOC//tf/KtokLKf8wA/8AB63/fk//+fl+0jp/cVf/EURSHvHrFkwT4sV83eo+/AFxmzIRfvxE29OeAUjNuGyZpyKzt1eei999JtulbvvynLPWSWGq4p11ZV+YviEyn+2DoauVZmD7GSAMr2azMHDtDQwz/hiUOuD2Ch5xPIPjakzsk8PY9UDfOeztp67duXR+pVf+RV88zd/s2iAEGRKx4DMlb/9t/82/upf/at4LxkjLNrTEv8F6eUSqk9qjlbPcvroAawFVHYzHRftyQ+y3V72PWXuPPYs10X2RGNbRvGlulJGy5s9mSu0/c24l6tk0B6bXbAfVMWT10k1B7m5Z9t+tDgSp3xI+v4Zj8JCdepAJfbmcQeZ1nkX9YzZlR0S6o7QGaGxREMcCW0wGLznugCzsR7XculYyJ+CJkZEv1/G6ofM7KxP/SexFHI83IZOmvHjtk3R0CMgGlzZ7KpClD2Oav/TEW3VZw6qkhJkkQSXnpRx+vhLNo9mb3j6DhzD5npUpc61z27CPDJ1zurT8iCWzwJk03gl+8nS5lXsrFcTL2WvBWEmX9o2Yb2a1aVCfU4vn/wyjdTUs4WjuvKMYR+b//7f/zteeeUVfMmXfIngOYgh+Sf/5J9I99/3krFxke1kqGtCi56+DeNxHTDr76pRoUr9M9kP70x1Fac2nQfCC9SXGye+rLIUVHm1uzqvBkxVTCdc7XDMvfNCTbm6Rn8+x8R9tOWIS313x2xVoaQIzbvTL7o8HugJMy8etZHqu/HeLsr+1SzDPlg2okQJB9o49OckWq86sizT4TE27Nu0ngutoIsHPx/q6nRgU6FCjgIXoXqqx7H+HqNd+Wr/5t/8m7h27Zr8/Xu+53swGo3wZ//snxWw6Y//+I/jvWRK5c+k8qh6LFoy528NEil0SPHqMZcXTqWcH6BOlU76K9HUA3//hh21uqQq5oOymegkPm7666NqMfIonXkvzwRLwkP0YaT/y+zpaOdWFnpRrnksO8wlPtRZGcf6iWBI+D3MOPDuH2re1efjjB5rKawxRYfUf3AnKJ9t3oPqBYvm7HuwnzGH5MqjRMptayzZkOXyXrXuGfcM+SNrzsCjuXAu7POOz/OQ8qyTmtTk2elFi86M9XgBqevGzYvJVnXVsk1ZrkTIeZ3DU/aV4PGL694gRXmROmX3Y5m9u4qdNxtI2LnSbHkH+vRFaYJ+MoOuKhxcogkcI82zncH88bFWCvtSGcUi8eDE5nVXn42XuBZrNVC41HsW1/GIrwVcN+064Xcwy7ahRHwFBeB0HsA7NzN69Xtg9ffS5DVmFeX/HnSs6nODF6qF2zXHbvPn2x1tnmfBnq2rfcrM0tRZeFogrWfv/Y8jYXw6apPCzcbXXiSu3wpa8f3nH4hXH+tHAcjjQRBcApMhd6GAuZM/FNaFlNR3AkjYXMED/u7pMDq+dEbkqT0kgOdBVvbZeITOp9UKRXHZcpo6F6NxlQj/LJC5eoAi7fnH5IMZHfdTdgFDj1o3i7/LVZ1KiayYOrWHPMCcPi+QYM22e33MVj4WfGG9+Nt546OesQzJs3W1T5n5vveU1bOf5IFhFv9lNqY2JX+RbFCVuRI9bk6Xv7MDPZyvYjnOMkZO6/vPVZ5KnoR4eFMPnLG7KsDv4it59HbWJUbpHM473EurmF/8/AyZ9eJ1QwfdOqe8ap7V6oNelOg2PP9NU+JS86Qya/2sgOPMtz1UdN5c2MZETDc1fcb7Nlg/nWDn5PFQfsW0Pv392hYMUaIeLMCoL/h9dgHY31XPhux+a592SB7CnNYhUY8mkXrVBMA6c+TBzqCHufJ6RfOiK90tPzvniuoN/yozXzb0Tej8vH44ls3jNhlFRmsuWWgPMabrJZYH/KgHpRvW50RUV5UCn1sZ5piheEBg45l2xiX2k/myvHcFRtKjdu0fZVllNDu7QeKm7tNl7kqGLZv2Hhk+ggHFg0yn8mG0heqzGIHnZ0BO2/L97oENu65WnDC3fDRlubNYNMtvV49BIqFGxYyMIt24fmz9hJ6kPVtX+5RZ2XSyFPrvIxhJQYBfwfJLRGMXfmdNBcZHUR5QKGbxysZVtCnY9iDr/NKqWSN+dEWmi6O3x51hqWUO6MtuLM2tMyP0KM6Nx50bYzC+/h2Vff6BUzRroqwvckiuiHO5IAXenVdXBcwKW6rJ/T0ND+PhdCyuntU488k8ACjcjGV9JmWf3YA3WaktqMtuqOekeMQhY3ks8RucmtnnqjWHz6mKh36k52O6WHc6f/zKB33OFjCvp6i572z4Cu6zz5J92iF5CLNtLXVqBsSWWm5hj6q6euXPqR/s9cxMXMXkED3DNq27TXuZiXzaC+6+YEPHyqegLHbqgNrwT32V62xeW+XOEkNziYhSNuu1n60foK1g36WtPj+6J2uH33vVuSugxEtMynZ+XEbfhq8lbquqjeNHGOR5H1oRFfmELZ9Fp362fpWXuar6Qh2PR3DYrF1IO5PKR5DVMrDUs69xkC6zP+33ca0X2oayNdrbX2TYNk6Ii6+DeKyq7OJtrr5DZ51+ZY9GLKG9knXWzxVN26hUhQLZKTazenrgjZe2S4Xkf//v//1Lf+Dj7GXz1FldI9cVdKaQIIFj+WATWzL1V6fWRbyIzcZEHNX/HnrSX1E/4iIrEx92dHGqs2bq3G6j1DVuT8NGucwiLVmHvWB/JP7EcotTQ90yE5R1tdXJ+vyqI1WjyDQsNxcGzZlbrbWZ2cIsWknnde1N147vIy01DkY9FM2Ocn60dfE8si7opFwgR13XcGzjiNZFtXAkN/WxqR4YlMcP5bXYq/iJQq+UG9qxVOvvZBZt3cOtIWvNJelK2WeOxybH6izlm7NW57lgykaPw/BCOGYddd5O6fLsJ3HxcxSBt/MwArUyTot+2CzI44miFbMT8xAquBi3Uaxl0SrLQqpnqEEMRIIIsRBrzHQ4C9B5/j67vE/1UPcubLOrBh8PlKlQ5//6gnXJ0+NJNrd8Yg7J3/27f/dSH8bN473kkHAyZ1aJwsphldWiuykpWDyALNbjmzmlrjCJDWnUbHnt8bxxw7wkaMyA6Dqb8TliQ5dxneQQKC2h5JXnHPSLw4ILRxbk8noLT8NKaxESo4VpgpnXZmrOiJXbrAIyWLJRLc1OFGy7Nqj29XfXG9D3ZxjxK6QgU/8hTmc48UPRtqCVuQfLzdqq+oYjtPm+U4+lPmfIa+jSOFS1eCtLaufGZ96UTi67Hyqr3Mhm4GFOh3e99r0Jl7D8JZ3I08+7RgG1YStRG7zgtE5gJTtwY9M91rgrm7nNcrCT07hmlTRHasboDM9wc6nDvPiyCqJM9TtNO4DTZq6ZY7iuzrn8rXny/L2p8TfXfImpWOZ6ofG5ev2r/+Q12noVcN2lB2d1Bt/yN4xRZ8w3DWI70a5odlmjbLJSlGhPbfuKodjyuXlljntuCG15WM05bdof1KXVmS3RVbk4G8m5utHU6dcFC/Bodbps9Rjo76WsGt5HuXF8SfeVDOUVKd3vtF1qZf7Wb/3W47+SZ9CcQMOcqEsWeE7tg8YbptgXDzcrmMOplgv1IjMdEVoqbMtQucR7z6lTijPUAsXOAq9f1iERKt75q2zlN3RIihKFss3mrU5vhASbbbwOZSL0QlviWGz4dLFeOsc8evgGffyKVqQtThO4Rb5kbkg9OoDrpxsHqXX8Th044oudFcmvGlPXFs7G9FwtY3YGeI6ORfMMWqdXrnlD+n6lQHTaZ2j+u5z/3Y9ZzuLuezZcvzxXMoNI1V1+CbvL2sHmQyELXejMlrlhb+hounBLNzkra07X+pG/SOwL9frBZMvluui8cf7KnOeqfjis1vpYyjw9I8rhPRSph9LdzA4z40PX5eKg5qGPtMZ/3PQ5UT7H1AnkcJVwrnn+LIEv3n7Gm1OkcOwQZcHjuXmtZIyach67E3cmJAHMnGO5ZV9IK6aT0cXfMNuwMO7jwiw3F3Uu3kgxx5Vz0sGqMzhnsF64z9TO5vmx6fq44jLliJ5tdI5eTlE+BfXuK9inMSQPYbFrm33dNvHPWUhnLpcHqWWbaN1CvtZgiRvcVVHZbdo9pcPUPPUwP73Z1pdgiLRH2Xm2ukg7x1XDSjL/6mQV5H7aDaDNQDQ7mTIYhsQ5+ztT1xan5VHoABlBNPNdbrkagdRr+iBdwN656d+1cV3te3M68Uy7tOvBbEKDqaDpxHzCmdopGx7xpQKpx5F27jjbum161vVuzroU4lpcDVEnv8S3553Ya/nxDwuqNu9ndtQqV51lzkP2sGEmMLVWn0N9GWBU42hQJdVUZDZgewRztCEz0F5D7iGf+Q8F0zTBx6bXnuGRS+bWzFyvyDe+rvss2kxW6jgoLUuCNk03yapQq/IMtddm7TR7Q9eIFWG/GtKfJRhcc9j4r8tsEeeBgSs6NPLdq58rvyPjkouJoNyGIUQnfKLngoU5a9++rJ6VWhsOyQg313JqpK0C9jN2xD+Qnu1rr72Gn/mZn5HGelm2WuP8wR/8QbxXrPYIlLJhMymSd5GBLFEs/5nSM7ZsARmdYnVWtXECToEka5RMOWaRvIeYBtUAEMqaDsnp2Oa8LYb0r6ljvHOtipWNg+/zigypdsVx6qb56IlTgrtLv3swBkKbPzB9KkzKtI1im81P5VB1K3W+XGGMVfiaXGXwzpiyXJSpduAW2fnHyanEzkU5odMIB/lXsxEWVbGIesTx5Os2lhCWfzfni5LocEFAEvAJ8yMltNJyEFy2xFfXlUSLYaNMauXmWZmD5JwNqfmOc7ESPPQcYHd+HyfeYAXKs0mt8hReyDpjJlTNrzb4ZWZ8jcN6CvchJwoxWy5qePBXMhirD5eHmyXlpKXX0maCZA6f5/CsAYy5Rjcpmsq6qGxhMyzd6eWU4e+JKaq4fjc48xd1dOK8uDa5hyM3wMS/XBsDlmlsaMEKXbase8o2ZCWICalVDaeskK8xrLbnh7jjDSXDx0OQKzxMMxyHwYXLjHtZQXwVkxtrpb5arWbflrOiY2ufTbaiqSwuP2drcrL5NnF1YxLGWfcrlGVKtWuL1uZC7jyCtE7hKX814yJvs1BWJVQ3e3OG1Ze4AYmTy/pU5vld55D83M/9HL7yK78SL774In79139dGup97GMfk3T6b//tvx3vKbMYtbOz6vL8bOGsW/ND3LX2m9jfHMBWXaJckxBniby4IEpvdT5sz0RaD6Iv0J234kQ1nnq7MW8lR3g7HCG/sF3TMsW+cUe/1ApvQ6n1zzCJ26py4aj5YrNO5ehh1FGd41fwvdbGS9k+Oca9UdhxFlfpx121x1O3I4e2OmPDXl3smZB+Obak4a0Oha6BlI5nybIEnSyjmUFHs6ycRdGjqHLA9hbfTZ9RzrxO+WT9ahh58aAwVgJ1Z1mvbZDrT6yNoey6wCA9wX01hu2aFHCdBIKlUf4ch3YBv5ygQOdQFBDRmUMHt8qkTHdq9Djn5xHcYHoa0LSSjuo6wZ1fcVyUkujwYgqWGW8zzfmXCkFGWGx7H2sRdqVMRnINCMSIOavnCFQon5VP+/AaHEzNNb2B2izNBRffsgl+W6NyFJykRLmJQt15WL18hlJrzPVaxmPTVsC5hkTmhGbjz47vtZhHcs3VxrC7+y+z16yu900jrstSfmszU9dQdo1jtqrEMdEF7EJ8XMlm1LVG4WSLAMX4QWYsOXcW7RvMo1tacxHMSstt2KevjLIDrjiuxGmtSRCs3O3q/Sf1/IIhXnrOi6HrTs4Vq5CtUZhFTpLMzLUkclHxezU8Yn7aSi9jsY1Ci83/N4dOxb+Uqw4u3fEHVqx/h+zK7vO3fdu34S/9pb+ED33oQ/B9H//yX/5LfPKTn5TOv1/91V+N95JV0sGxxlSZKKB7cLlzJSJFJaOjC7zeFiux/GCF0ewEYZ6eAYJrnZUaftFNB3ddlc6bLB5YnQi/Wz6Sl5nobSg0vPNxIcstqfO6ZsPrvtNuDop2D0lPsY7WP3e1kp9PY1EtJcOmjT35iqyie7LqkrFM2i5aOaTWvqbbHGwdi1M9QAiSpKE4lt3+EVKuW6ymMxw1PgPJNJmEsGAmJON1FragHUMjhW5+cvqzrc6Gp7pN+S7jt/Jgb94f58kKQ6gWeXOFipRfOfyXGzXT68vEQzOK6+nkDhX+dInJkgNp0+/ksmpg5/je5mteyzadeZucFyIc1b7W3KdX5QJUDrMN2TRJR56/XoNitdQ5rafImj5McTqXjKLp/736OSu+VufvzmL2dxyzTgWomEWSsenO+jYLc24xpamQUs2TNOmFLtDiheeUQDuxahdX3CVwEbTaNWb82m83wNGlJdVc9DIKVUjGmB9TpL7B2TUXy1KNlC5aIHZ77guOzCydguXxRQqqwlwxf9q+sEYlYOBzpOhPLe/TZU3jMFgb59oSrdI+g2XeqzU6GuKAEq/CfUKppjTVlNI6uw4Zi+ZrDKtvpSxt0aFoZkZnX2v3gMwx18LPbwOS7vWZ0PNd7pD82q/9Gv7kn/yT8ndNj30+RxzH+O7v/m583/d9H95LptaiGqbdJHIrHZRzRmBMLq69Zg1k1C7GvFotfflFjkEylYV8Vlakl8xWuPwGh3HaukBCXmO6gblwlg3n5vN1Ix7UVkVPXct8Lo5UtTaxckeTEI3ZWo+Hsxx33bA4erPEFOLbFzfZEZZ1iia70BoPTLcw18dFnRMAy1xLDURJc3isVocuNnn9ZkBjVWmJ3rrjcFGzsXViB5tiycYimbVVcTSWBs4SNOqCTE19nRHv1dPyXVehLdFJWWE9Wm6ag61H+Hw0F8+iEm7NyPnsCLxrIlDVUNTzikWo5NQGbgJlgy2yFEuJ3c/rfnKBWucoXM6Fbh8Z85rxbILhfLpy8K8Yad9r5Y5asZNwheE8wd7R4RrYxXyAn2fYPz5EXTPrtYxVW1zU+ZLx3YuwFt1aq9xHNukLs41+/kXasiuBAZ37MpVSwcpzaOAn3cpU3cFDnc7nmBmgOVeaRbQ1O+q8mT2ESoozLTRormbdUGE5cgs2FZ0RxxZsSTfUMb1jrIX+yyrl+vxyhTgdLZtr/XdS7LMl60miQg4CSOkyLa+ySBmIru3ninnaSpy4ui7A6mlQrKrtdh3DZgnLukvZEXjl4xTc2uz8qxhEhcwlK2/pNHFecb3ktpbmf1A5dJ2/+zMkURQtcCPXrl3DRz7ykcXv7t69i/ecMeiV6WuUR9dFntb3uXXkR+mrRVmnJPWzk4KuLRulrjGvTAlg2TyK+geltFin581lVwnSmgyN5r1tTxg6ScS42PwsLeqa0q1z4bGfP2PDIsXtydsCgJW1IzdUIzxepmYX19uJblcGaGULOdvaiItHtZ9RU6StuDfXKAJ0vEepOi+unP8uahcmabx8JjcnB+inq06FOVwvYSpfKRGdbmVvojlVlbCZru5kwYrG4VsMg9TBm0inaF4nByUZL7x2U3lvDwzOo7Nq3l3wWlCmCwZQksTIch9V6m7Edpg50r36GoVWhr3UviZ3UdWWPD+ZJUqhkM2YFO8CUcYSy/LGVjqMNj+zmvnbXgPLlBwjpsHbVDgRUJuovlTN5EoqNef35tki19ZkXrjZSrfa00NkLolKdbbRCNr0+/P+NZxOVkpyJkLlDMvlkG+xTG2Nvk1KrWhANGm7lRQ7CsFrkea+PTtcfnvD2hCHi45Hw/TStQ1dU7+mc53NKcO53YJCu4+cr+/+Fw1mrDuPmeHKHbJamrFay3+a/7Zl3VUHxVo4sfUCVyOlgk0A2M4/GYvxSoquHLxVSr+edfLqwnliKVYOXyUHMGfr+qE1wQylaOusBX/tR3SuhfukwfssifvlPFilgivj9ksvHnnB5kxfxQxiK+3QZuHcxLAKFaRpwlzNm+RoZ18/da8VNMv5mhkRrhfzTBlkjaZz8R3bxp1GhbMZhQXLx0hFcBQ5TontyhTpZclZ5L53j0PyRV/0Rfgv/+W/yN+/4iu+At/8zd+M7/me78HXf/3Xy+/eS8b0NjeEVp5JqUoEfeR3ayDIpYdyegPM6hxFbiGvauSUX+/8PiNgcr2+3OwdJ/UxpuUEtmySBRzBARwsZeUJBHUsVMIG0qam2Cm3WOuUsA1R+enF01x3JopnK05Jzk2B31J3+EaSYlWN135W0rodieXvGJHwrpLCk8O6fUnmWI10uHE/2r2gRe53E5suAafNSdFmFhgRcukyl3N6K++miZvNeH2IOn9bbsKmXDezUhxbiVGdIMitHYLKbPwS0Sw2MOrMF6jtTJ7/pE4xbQ7s60f3haI4nm52Shbj0Vg6iVFkPrI0Qp1YBneyIZ3fbuWhpNaZWbIlBd5SLMtpjK2jDk2UapmK4EgtQOr1aItRXSeWbYZPwaoKlKpEppmOX7jqq5gocYrVCsOgOiGB0cXUCsRl4fealyy/mBgF/stTORxVwCubsmb34Ykz38ExNMDyxXdLqSxDvUjXNwcxD6xmB18pCVqbsznEYYljXzfifR1rV1tbVGJeb3nQ1xgkM/hVUzKSg9bC9akJ6NJ5v7PuzJU4XVxQY2GWYu/kvvy9aCJo3gO/16uJZeqU8tYycJusrYRsZraso5/XyxQablM+Xk3AquVh3+Bku+VjRUDJYp+hE2zmQs6AoLlwB+wPZa8crus5NwqrtViZ9bm2QDGpKTcuAZpuzQ+wNefYVRjM5qjmnrzfSNx09q+NQdZiF5Ry60Lmnv+hM+11J0yz18pnbD5uwyIxTRQV58zq3aW8d14PG/fxv7Ut5c71+W7kAFbbcVTVVTVgnkGHhCyaL/zCL5S/f9d3fRd+/+///fjpn/5pPP/88/iH//Af4r1kJKjRCZAJJBu72ZgG2QkKd3UDWWxGHXpmG4CXVY489ZA2BxLLEm1an2nFVDmLTYKR0kJVU66gpf6ZP3Fuoth2cbWpPkZaNBLPWgvTVKihw1kT+W6wBYWw+XdaJQ2OY9WBMduJubfuIshVjdzmRtPca+PJl6u59lORlfH6eSi1+af2hZak4Vuz1tKt7cZxbXKnc2VKnEeOd9t/ZX3LWMkeWA2os5sBWvdbuPnZHFeFOeYg3JN6A7XF2N7ofJhNyDwnHpB8FnSoGJkuDsEmm1NWlENfvRevKUOt2zrIVrYhTUAtAa08OJgRMJTLttRHx0Cuq6rhlavlQabC22i/deDakTNvNiPU+q/tY3fWJOq7Q2TeYSHZqLvQxtzr3p6FKGMmzpaNWEqAcgo13B1Gy83zWwwBl15ZdzAL5hfF2umVocCsnsMlpiv1TdZAFeJUEfvAEhEzM+u0d57dXaVaXoluAax0bGxibBrqZWcURKWYzJwmk1Qqcl7yjlOyOud13WRZy2Ztyc9Ma4pTo7dw+HkdjVPVOGB7x4fYPT5E1MkMBmul3LMqtsv83KpTtu6HtAd23XHg7MKWAOCUqVK0e+g0L56N63RmQWbA0YvX05teZkY5rNwFjLQ8c4oNQ7B5OUs4y3ER0NACyN72yunPs1NehV8Svs/9tpZ1do0luIqsFHPYmznOPapdq8tshFsW4kBUa1ipRVZPnR08dIZx8be6JGS/s6e197PmA8r8ZxPT1kNeJo4Xr2NwI5ihklnmdAVf9q5k2ZBd0y3f/OiP/ijeq6YdF2XFWIj/kONHTjZG8PTqu7ZY3EzLloz9TNK/tDKkdGaEObB8PaPGoiERsHK5+HmTvmX8w7+f8oGVaWdl14mpH2+47kIcHpMpGc5np7zoeT2DrwJJM7KvRNHZzzLWcsWtWS/XNCgKiwfJMupJ7BylXQmyfo4Edu0itSxEVFvtMI44LhSSatcatyCaJffTWZmSL250ADphTPceOJZt1sq2CpCRLedDXZk69+qAyXgZ3H9zSDA70kmNcPNZx8kz+qSTZ9RTWL9tIxz+3d0A9GzKVnzWklYxdG+C0S4bxbQR7Dm/FevNZ53N9/QbWGKSa2lf0bm5Nnhu71jKUqqUIefGS8EoHogavhxsrWj6Qtiqs++zXMNS4RKyyfcZjUlxljIXaBg9jNo9oc+aSG/uOpi7HnJUCCviRVYrjN0yCMn3W7P7SDFsfkqsQwuE7qydymlKSafxFnyGtmSwlsPZHbm0mcPdsaZuyiwIBCMVN9gnOpXEJUqPK3FkCuTaRV3Ucu46LLEWZFFlywXfMvSOIlSVt2DEizNjpaYMVlNTg89Ky/sksJGy4mo2gK4CHUviy8Jkivtx4wgs1JJXZ8zpuWdYLYnrIkqMAKAc9G12Qw5pfhFnvAkvNour8droVBFMy5nRxP7KbvRG+OVzk2VeeRJK1gjnYXuYM1uZYo5aebCJixDGIn8u9TtxxgruH51nQyD7cHIIZSfoVzHyRSpz7TIlm0iVbdswf9pxpOJsW4ZhE9WK7oYJubjrck/uNoomfoP7WnevNh/fdUGXRmK0XLEqUSYBamfpzBGAbKjqBPoaRA6fCn9SdB1+05nDBLZN4jUlS7+aY3s6hU/wtTJr4lmxB3afiCOhHgm1SLp/3ktm28xcnBZSKDYcAgQbibVpalkfJSq7RiBll9XMiTj+FTDzXcx9p4mqjcYAD1DV1YlY31UEMFnBoqR98yMC/FqrbS5Aan60UXq3dty9dmp/uMiJNbAU5jZl8jVSUlWZuUmjZc8NLg5GF4s9dnkUFE4qqVjqZWQEIiJFgSmOFstLSWQ8SCaShh5PTjDBHEF6KA4Fr4+OCc3iRseItAH+Nne08gSECiibQ4vWT2GXOayZu5Kh4oi6Jcdzebzx8F23VYCpybZcm95buDDrw5a7pFx2XcF6cagZLdbGIWgBe12Pr2MCIGy+n1LQ7VOiH7eIx9dqSoyOJYJfFNA7ZYxKocgdmRtezmfAkopeaqjQgaDjJsJOJlLm2O/OD0BlCx6EJJZJMz+pY8tdCCZiqaJLIPSJkUuvasFDnLg+ZtqT7zDlglyAhHRsOJ/NwWWq+qzbm/InUBLjYJFumyzHV7QeVvd3XgkF7NrXODVd8eUzFeUKHuSn6Jcdo/6OZJjMgcw//flUvnuGRFokpJ6Rc29tdJAizmemp5WURAGduULxPpg7sCuOy7QpbS3fV5TuqSXL/cAuPGxPj5FrU/AxNPZmI5Bsi3HEiyZ9v5JV7J6O7bjUNXZO7sPPEgkuBPBddrvvnl7xonckv+qu4GU5qHVKamaXuiDYise0hWOXFGaejsyKJlKWcyXL0Hxu49womT/LwkN3PApbI1G+ODOC+ZLEBx0Ec4+kzNNBkdcqG9PQg19kSNibqZtsEec7kwCrBcsLFqgpA3ZDAY647kDGh7MjBOlEBAeTwBMnKqlTyUAwa238Wq6kfA0ns9aKYa1kv2xp0I59Kdk1/q+fTUw7EpUJ7mlaJY1D0ny2ZWOQzGV+ycd1OMeLfUD2vUKCHvqxWXy60eO7yiH58Ic/jC/+4i9GEAR47rnn8MILL8gflmz43/eSuQw86u5WYyYIMwELUF/zG91Q2YQv3hxEciBWBXRdw2qiVm4iBKRalUbWCFzRaTFJS8aLTDUbR4OfkifLlHgLYjOlghoOSw+t09G5bmJdrk/eXAg6tSCqxWJZ/Echm/rIZj3M0iEKqza16qpA5mqkCAT9L5GuqagKuMzcJxUmHXilj7qwhQnDqLFdhv1s2cukuSq5cDIfnOaHUXaMwWQGl8C3Jmuqq6XOo1vOZePjRqgqjXQeY54NzDcsYfoNxsRFlkcy9sTVhOUccTGTw7P79HSxxFBoxfLGKtyOz49qrS0aR6KYqoJWlZTvBDTY1mra9zTbOJ24BV+qKdXUuS2btqEAdyJ3ZsIa3LHscVIi0txh5XCS91bWSmdZiaKKbCU7snBcuTkVPoqE6eEKe/N72CVLool821nMLBWzIiLo1ERnjoAALRzy1LRYRuB1NBkfWOjdMQDkdi/mnH7u6A15DUtYPEyKBvRrPnHJiEpbZ5iHdpMea86LlXkrfaHkMFEICqpeLrf0xUEnTpyJxbnJ807IjKDENiYmMpfPbIaHOCU+LkO5tOWWTDWGTnMXYdQyvAwuhM4hv9TBFIMsXZRl+MF+o4vhFTNYZJ4hk8aOUuNfpLiaUJ2MscUBZZhVVDc1MKPm4GzUSOmcLvKJ/Jle3gf3he4cXlgzeFwxQuPl3J+xtNiWME7nR4hhY5DDMWEpbHn3xjRFx5oSVuu4yDUkAWxxPrSsBXntWnDTznsGN62z0/Ly2tkmoP6qAyJva88dY5lMZDckMKEjVCEqmElidsBgeroDwPFpt4PCMc9utbxYm3Xd0PBZZiS7xc+NQyJVzPbZNf8tpHTY9CzrXJ/QmhVHeCo6NOK6nFLDPN0qo8VT1cy0CxUfUsZv12ZWNiBnpqhlVvEcWOodtL3STFCVw3JrZIGLQEgT7+KSzdd93dcJ3fdnf/ZnhWVzqhvne8hcS8OrEjloPKHtGkGryp4AFrMGvuQCxJrU5/Aghe5NMWtUFyWqqiw4omnC3gw+knmA7EAhDU8ENMchptfMdKW7RhFt9T6k2R1sAb+x9nxYzyRS5BniFnrRmrpuUO7ccrLMFZBg68UzSl1EMiUFu1zYGbHivlkocsEN3bJmBGeAc0aXke/nYizEeaBKZkmBH0aM9tyo2rL5XeIjUxX61psCXgQGC8ou5d9VudI9xchjl9wsmH2psJ1PMCuBwXyC3HIFB1DBh8vtr9LIawe5P5XSUe2kIpzgZjMj2CQ5DS74Qg7cmPe2BrT1joFpuHTwvFpjKo7dssbOCKkVt3dVKUyXqkqQS6XHRiIAxHaj9gGPZbFqhQZuauMVrMJBbTkYTI9xEnnop0eoa2oTWKirxjFoLpEbfdVsZFTgLHIPcZJiFqyKZfHg5ebcjaBNmpzPfVnuiMrUiHcxe8C8h0RqfE2xAMaa6LWJYUVd1WAj2sNGjtqaSCa+U3JTKOCiClk2ZHGPKOLlnGVq3Kil1oIjWmVvmHtjRoKAVdHuWgl5lxE1/feZTuFUKQKm1BclJkuURE9Cc2ilnAeqgpelqIK4OduaJ8nIXVSPuUr7zf0opJJmY0nFXxyXKdeWaLIwAzJDyrFxDLXcXBMdt2UmQWbx4iDqFpiacZBSxkwOfZnbDUOFhx8xCrK/yKFsAob10mwJD6V24KTE9nAdNp/bulI8MPk5BO7KOJs/vckJTvygye6ZQIdPz5QtzZMu5j6qaJll6pqUDeiMVexNZTBUZUWHqc38mrXh8DBuVFYz+bYmIGswQQZW3nQEXlw9vXTDSPNwIF9W2RlQBksHppmKGQ9a7rtFiqoOMPWAWe0hmM5NF2Tijyo23FyW4YziNFtntLO6IyMmGSRm7Ni1XQs2haDsnP1lGgerKCx4TWDJtcTWAE6DYetC2XLuL0bj2oB0G0/MlNn4caXs55YayL4tTk+TmVV0minQnXmwlMKdMsVgmuM3hmOUsz78itlKjczOUBDDxZK4Y8PJKyjJTBk8Ey/HZU+fNZzXu84h+ZVf+RX80i/9El599VW8183xQvGq3WouMRUnIJu8ZRYR/IYFIuhvTjRB4ZfwihLpQQR7yAZhQFymmFoe4yhzXDUBVFnnkhYdTo/h0scPT4OjGFVTHySfRjLZaxybg4Lv50JgvRYluJwZx1VWIZEAMx3txDWR8GrqllGEPfVQ1j1Y5WRjm2s/L3Av4GIP4eNkFaZVJbDsAKXjCP5Cl4R7clMybnw0nyIfmJIKtQzqqVk0vTrH1IsWOL3M1rIou/siDy2fZasqQapi5JmHqozNfdQKRzzOqgov8XC1S1h6CiszGRazDZWomYJpwJEt1qAVKbIbiqjBtNH5WgWQyY/bPab5UFn81M7oUlBbOmbhSGYijIFxdow71T4qzOQ9RNdX8GBbDvxiDvvkWBwWHtrd76MDxA2P0XeL8TAsIY2AnYjXHJL2ehcRrKSYTVQuDnBz4IXMzNEhUab2zaNkQRmm0yHlEy0HFjfMhB2a2bel0YCTT2xKO4boaui6yawv6e+t4G18yrkubBm5FlK5xe2ew68tEa4yqpwsfXIMK+RqisoeiHBLTx/jkE6+na9ohhnGFuXGC6PXZluLVLyIdirKc7u4lpT4eLTMIAYpm5tVCHJqnJh7cCpS7akT0To7y8lmXmXAtxMNDAtPfCvJhFgsTSwfklt6poSxaNfEXCEd0XXchpEGmNUT2HUKVXPlB5IdcYoK8Gv0siNpGTHKjwyA0sxUMxdaEGnSh1MfwqmW5Vv5Odc3wbAEXRYZbF0iCz2THand5nsa3I4ZTXElJdMozgGdfyDPqaPSlO/aFysehS6mXgWnkQKSpcSSYlMKnSsHXruAm7LqsR2JXuop+nLzuS282YDJXdQ1He0Yk8FdaGXmdsEeUjYPeZbAWA4KBKsjZRkGQMxCFQbNMhDKdrNKiPHjtdm50bkBy7YG5E/m03IcgKScm4yesCeNU1Uzo9K+oqKTSFxNJHsNHfmi8Dk7DDC8GasSPRTqBDmfAx0YGSP5BihGhnaBkkFL4+gwWPDLAq7FYpopO1XEO7GPGUpMyA7CyOQW2a+LwZ5kh8yED0o678QYtSKAqyXsd3XJ5gMf+MB7U29kg9mORs4oXNLxRkAnKuYoKYncSQ1LVLmYGWYrjA+AcXKM/flxg6Snc2CLBDNxFFKbJJiwEyMu05xrG5zDqN1MUA8VqMjhsWzU1ElNzEFcRYFCZ6IhwGwG04YugaSL3p/GuLlnjknxWsxhm/PGfBvLGEkCLzd16dPiQ/wUg0UgakDeJcDUFrpewSETqNFZ4Ge0NWQqaNpc8HIR5lBuyZPt3ec6x1STCszUc4o696Aob85FL/fKg4DOWONoLYCzy3HUPMCatujrCT5Pokqmg60me8SNhje/FF8zB3H3CSz/JqPd6EnIsydOwnaRJn0BM1rckKwSo/xYXhNUjLgNyNmtNBwKcvEZZkwzK9RZjJQbNTuXkrEk2YzlWDtlDV2YsoG5iDWQbAeqzzseT45FrEzGoXErpJQmCL6uU9mWV4zsWmVPURPVqbilOwLmLhf9lYiJYNnGMEQMWNcTFc5FjqD9+EYJKtHMbM3E6ZbyXnMoMf3tUjhKu0IccWxG2i101rBuWEs3ap41Ys5eiyVSOjetmSCA2cNl7sB0hL45uQ+r6QZrPrJcKK8KMLvTziBtShuZiuGDGU9GznK7UIGL2mHzS1tKksxyRAkPVD5/HvBWw/SpFvOCWCxqApUC9CbAO0XdMlPEIeO65MDXCLITyTCZq6ETYyixpem0RxiVUGEzuJg37Dx+BzOkclsd+AfP8rln1tusbQ3RTH4pz7XMlk6ZjPgNlnA5l9tyKddWEWeLazDO61JFmca1N7UmC74dqetkvFBIjqUut3Ib2v3pNkYETbNfVWbxeWh4SQynC3xvtEHcKpdyrSl7NEp6dLAPP4YbB3cQZGYusOTK4MGAuAkqpuNtPolOeJt1akHzhr1k8nycB7ZDcoJxl5i5og9hsVzZcdISJ0HqOx2pgUw+OxOFVrKwmKWdw3Po9NJhmGLumPyJlGkUeUYVrCqR/U8cnmaua+6gtoNZZHRFZMxaJbVmjm4nb1O6TcrFy53IlIr4La5kD9/FDgnVWP/yX/7L+I//8T/i3r17OD4+XvnzOIy9cr7hG75BMCrErrz00kv4zu/8zlON/Z60+WEfhfQZWW5w0thJvGYjc8xIWdZL+0cx82G0Hyg6xu0jKBPYRYEwnSM8+jiiyV2cVFMRMuOBIDLbba1wBY/OA9PoQ1S+hTpSsC1ezRwVF05hltz6Qw7LqaHMt/gXpv954DXGFCudlGntGxEq4iOELcDUdYm8Ao5xhBQ55k39uo2T23bXRnvAgDiFl6MTzD1bNpvjHjMR5gBK573VEg07o4oaKxewcUbkEG9+x8xPYaenZMkFJMzFqolX4eFNpUVTOhEwZVP68CsHYa0RshU5R5cRc6Of4KQlvDrFeHqEQX6AwiE8zLiEshFmBHMqTCMP88A841Z3hqBjc6ByY2jS6A2FtvR8HDD6qWJDCmC5zCaomM+WozSFK40DS9ikyfIQaEZVEzg8GUCxl5GuZU6YbBBLWK22hai/QEmDjOVo0rnlcyCVlz/tzaeSrZq1NSk5ZZREeXwOXqnlfhRPu9YZaQrTpc3vKuX33HD5jdSJEdJT7Ypju/TCqKipAO+kJfAu0COVlcBhpKyAqJjCtQphYcmoNDgTw7gyXVUXknJLtDQmUj40KB6+32fvluOoOYiXZZ2ZChYOiVUog9Oi02FTiIqlxRJFaQkwkutR0vw8qLoY4wbkyvE2jhF/5KLwXGTy7M3MTxQzJLRCMlB0FOdhD5auBK/E75PIVjAMPJiy0+JykrWiEJoNp3KQ0Alq70aCCTpxnNMsx5hM2sSPMPW7/BIz/xZgSjliyw7Oga4je8iY0oClNQpNAOQqYFcwTcKAWa4y7gUVAbXixzXg32YditQY53tJddJumcAEBcRKlYpAXxsucTIt9qTJQHLH6WUnkvmkp+OVpCsvzubO8zBZ3bli3pidlOkdtt9USylpWUYjjZ0ZpmYkGPwIk5cZXWamzJw1sD6q4HIv5Tzgi8xrZW27M5Q2s9426E6xTMvvmiHD3cbBy5UjgmRVcz2707cxTE3QwfKfJHrJOLN14+QR/9YAYrn/VpnMTzKqlkhAjYNhjNzVGM6PsDWddIJbA70mwHVh1EDi/m8R1Go4b37b3PDdWrL50i/9Uvkv9Ue6xtIFvcqyAWc+SmMTv6qq8GM/9mN4+eWX8b//9//GN37jN2I6neIHfuAH8E5ZrGPUiiJGRmynNMR8VPRS1jVBV5DYTA3y0CSW+oD5EuweH4gXnro1ErJLSl8Q004dSxlhXsH0xmFLbd9EdIwUGKEytSgLy9aoPBMhkRVRC42Wan1cNGRqkHsbgOVyRuOyJTb1bgJCtUtngFgCC0kZSA2b3Sf5eSEdpnwCPaswZRRjZ0hUgaBbTrEqVJmDKnFQ1Q7swOBfQAfCilB4OXLbRTCx4Tbp+1NJRUnFzyWysKz4VAajJEWPGYNmoyJ6nhFgW6IIikxEn5kClTsrHXFtzAUyuNG4ldzBBB5y14LOgPBOAdur4M0TKEtJloSvI7q+LkOotERNjBCjJjnTms6e3Es8HhJUwW1q1Yt01nInlQPNuQMkY9ko8jwUUFySeoiYnRD6JtP37eZholKzeVmIq1pSsjxIA2Go+KhE26UQuWkvLwRhbTPd235397kIMFahyrmFJiZdnfioAgt5Fomoml8ZRUk5KCxgRlCmZG5cJLlRkKRQWm82QeqOUDClzExDnYnjI1kkgWQYXkDJ2aVT9JiNmdm4H5hSiyp4SFjoFRPExQnmiFBrAk4dqp2hIhCncWPJ8BJGj3h6xFmYbENBXMHi/sRbMl2zF4WkBhNAXY7kCNXJIe6me5wci+fBSJOZGGKOXCJE5GDlt3U+ozM3YzK1hA7uoGZpL7RB+LOkyZvJJT1XJIM0hefGSGxvIQsneBlGw5YBfZrLZymODuhyi3ALC27twlMtj8Qc+qUtRFPjOImD7SJjOYKlPJEmZ2G288y7i8ZScFS5ANZTbJHZMQYvnI9cz3Ye4Nr8Dl7H1oLRV7ZCXS0Gg/OeuiumyCOOBcvVdJy4B6rjENhmZtOUXnjIC/FFaWHAlIoFiIY7xD2GpcpyBqd0oKq5lJ9G1TEOo6Fop6x0mTHwEikB25ZxwEsRf1s2zFBNAMAMMOMiqyxgWyThW/BrOttkbZneYgwcZtx7a5ZCTAmbwHtR7qlsZMSOVBVq2zhezFwyWBkUCQ5tH0Fh7oS5vVTKrga8bai5JkMRZnOMkmOUricieLLCBC/EQMg4xO36ZOVVCadmtRFEUPhwtSO4LmktlTG7Y5wo33LQq3JM7GbfYEnepmIt945SgFaDfvTudkj+w3/4D3jS9uVf/uXyp6uF8hu/8Rv4kR/5kXfUIdE6QknmBnMKAo7jAWzEqMhMMMDHZUmDdcbMs6HyApk9hy8pvKaCyqyJKD6WmCsfvcykb2vbSIETMKdSshVYkqEtyzeGHdNOdBtT2xfalxLOPq/JouqH1P+n1HVo3CVP6qu1OBWmNFJhZh+gUDtQloeQkR7Bq03X2ag0zdfsSkv0wnIEWQLcFFjH5ILLfBverBIVUn4m67yzJlthtFcL7FeMAIlNYLmC3sQyouJBkXsadWqj8jw4aw5JMouhtrglJpI5MaWgSoiAB1K9BeJsKotd+DdyOLNubMaLG7MhKBq579T1xMmIJ6UcmIaJ0TChiMHRGk5qi5aJlGIkG2/YMoa+a6C9jBi71Crqt3BH3Z6c4ChwMZ7dRWEZTQA6O9O8J3X+9iHaxLtQnl/E1oTLsYgiTUBkojZBejBjpmzknoP6pEJ/NsXUChHXNlKPTph8S8MAMnRdHkoTNW+UOigTbyGb7BhZblPIXznjjZYpgXfEAlWY5n30VIqonCJlPZtjweuUFHoNTANUfoWyDJFLf+YEw8rFEWzMRNqF2SCTDyClEr4FmzgeljFEDpsYmRzukY8y9lGVQ9R1Sp6qsD6qMgCCkwWYWNL+ZKVIIzvDLBBngauwwTylWQ99NUMy1R0gpVH5NbPd3CdnitHWacoDlN+uGW06Us6QOcMyVLnk3theYPJ3kr63UdkecjaCdJXMqX6dY6ZiAzTk3HAJ6iYoWcvBl/gu7g3HBrQpJ00z9FJmKKCk6/Py5xLskXVBqmkeyh7BoijxMgZ/AZQzBh5zJCqQY1ItiEnLsuiytEKXpMYsCVH4h4iLVATCdk6O8frWSMocRelIyUy+X1g+teAmal4bAeBlDjc7QlJQAn8gFzGdDjDu3YVVhLDdTHBkSOnIcWzN+5Y3a0Dgo/kRZrrGpI7huIWURikK2RTDYTELoQhWLqUr+Um8VAyhIF6ZBZhN+iLnL2uRz6fk/CxMdoKORtVDWFsiWcA1MauPUNK5Y7mQ88wKMdc2LNfHSemix4CqZiBVIiwq9FhFlDjINhk12xI8B9dBWir0ZA5TbM2WDJHJ6hEjOMHO/AT3guuYS7abd2SCPOlnxefpWqhSk3FkCa4FHPMZKTuChTlK+whHQQ7P8XAQlAiUB+3OYM9yUzJkdpGYL8E4GfFJYm4coao/O3blq2VX36fBjo6OMB6Pz31Nmqbyp7VHXVJSnifsE0W4uaTPTJaIM3Fa3RVImyD5u/gMUtakymGyGm1NkyBYHtE90s1UiNRKUdOzdgjWUvDblt7y8VwIhqNfOTa20hOcaAdhVUrdVKIJpZCWHsqswD09FhzCcZkgcTnpSSebSKQlLaMKA8i8O59LpJ9PfIykrq6hlI1MJSiklGJS4n4ewteZaMGJOFHNKK3AIJvjrjNGMbRRFLak0qWC0yYPpLUIQbYEYNWSygbaZ2iYNEKB1iWmvRgRa+0upZNrZFIbV5jafYQwOIi6PEZR5AjruUQGg/kcvTDFXnYgQ+TmpuOmVjF0qWCRISFxLRtjhZhZ95DkLor6PnYFjWAusssy5PUUrgs1Z83f/CyxShyWc1iejThnxsKWLqMsI3ETNs/ZFu2LqJrg+uEBrvtHeDMkJoJR0FwevMT0SgnmRxUEdp7Apa6Fsy2aFyLU5bOfDMdKQbFW5jJKbujHzYXyYKEyp4CspT5NGrnCOMmQ+sZBFjYD/V+mhTUBjBMUzHAIXmaF/9Fk2SmLXeJtP8fJgE5liCArJOrkYckDqxWnMgkqG+XkBK7fl3IDsyskR0OUWpmRcKDJYKhNn5hjjyJgrhxITLu7lY2Duod4XiE4DskjkJh/VmoUlc9am8x7ZniMnzaH0jl0TjC3JUwDaVpmOVDaZIqygl1yR7DKY+nFw/+d5o0o5KmPumcaY8oI0D/L7sHWO6LpUFrsL2LQBEYdvELlBqjqCHlFjQpXylRFNkDtzuWA4HHfs0J4UogrcGgXmLosCxohryTWcOhtk3FRKyPKRU8yIHZpIk7exPIxdUIJBvrUeXVc5EkPeUlZOnOtSYNJM6UBxtgE+i6zLjyUV7Aaok6rYFPPBA7SmgKIR9IXiRB4FxluHd7FsV+jcpWsaT7PtgmfYL0aRg6NOix01Eo6JA20mf2UUEdQfCZWZtZFU2mQa2n3g1qjSBVst8Rs7mFas5fSHDsx6dBTeMyaWSYLxDF44fANqOIeTnr7nadnKNVEXKX2AaAjoKgwr42mR7s+KrJ3lAXf9lEIOqiCbpXumKHQwJvedQTKwTw5xkkyxEAdQJcpch00WBRRCUFczDGzInFoqOeT5VqYWVua7DDDQuPYMmvC8qfXlLEnEgoajEjtAfUJmYAGe6g5b2uD5eEdMYvF8i0d4dQlt5IO7QxvssRpaQRkSnLd8t+UiTBJHik58dvo3NCccPjudkh+9Vd/dePPOcl938ft27fheUs8wuOw3/zN38QP/dAPXZgd+d7v/V6Rt39cRlCZE/ioMhtxdgwnPxSYHSNZp87hl2y5zXSeyZYYcBg38Foqj74iojw09XiXEbEDX7O0EiJnbd9jlKHhWQSgTnDoN500HQ3N1unMxtjcFFJJJ7oSNSlxSkQDJLNwL9uCbdkCIixVaFgR3d5WhF0oG77toLZznFgx/IQbGzd6030yrxMkzOhIqlBL5oQOuS14BRP5sM7Jg5VmllQTizUUO/NdCj6VKDFH4dJhMW3R26iX0Q0XeUj2TTKF1fcw8X0o1ZPIcG4R08L+NA19DjV2psfIwj4mfoDAmWMHH8ewDhvtB96HSOqi9l1JndImVohjHSKd+sj9E9gEdrAKQGexkX3vllyMGRpp+3eP126FQo02skocJ1eCQLJ2M2GAGMAqNxoySKLax2iewNIJDjwLWpcMnOG5rqRsT7wYbtJktbh1+Ta0RWeLB2GCMrcFhxI0dMrmUhbGiFW0s+RfWZN9Mu3rZ3yUbNompTxGjjVqPcMgJ0Ogh/GcjB8+1Bwer1flzA6jcAukXoJ5QXewxKHfR14Tm8GDlc4aU/8m5yBgOgFnEuRqoWIGiyDOxWxgpEqKkgF5kmFkMkEEgNKhMwiIMMtgea5E2VZRIHE5lsQ50LkkRdLgQCwCBjvVlcxzUNSe9LkRc1J4VYrEyuGT0SKqp6VQhoU9JaVVky00f1HYmR5iOuH3FdAZEVLG3aKCqlUzK2ecEksHCJ0eXqvIYPOgSxeT+iYC/SnMiJvhQWRbkn2MyhkKy0dVzCU6J7PuTZZPBERL4GOBwewYSpNiymxjLQ4+J29mOXJfjpOKIJrmAbUAbXO6tRmipicOsyIyvuY4ZraFPYuIaeEeE1k1yjZqLjRiPndvjiibybgK9Ef69FjYmRwgpPR7PZavK0sXUZnDpzCiYNFYn7JQzZc6KMzatcAMaVfA7BLp17LjEbDqCSDZEEwUXD7XeYDSY9mnYJILdj2VucWAZ7u6h7ssIdUaZWKwEdL6oGE4EQ82Uyy9HUvwYOshcn0CNTPlYsmkWRrH6hCx2kEtVN4SUxUgLqcieW+evY0tPcekiIyIXO3AO6oRhCUK34JrG/wOKeVJ+QZm9nVoO0asZpiqCE6aY+icIGXvMAaD/jZK51Cy4BR5I82A0RmDA5b3Cdk56Nvw6QyLjLRGPS/huylyFUhpidgqKfzXNaI6xJFz0DRfNWBkOU7YM8rOJTMujrE4tswc00k0PYDe1aDWz/mcz8Hnfu7nnvrDn5MKPBgM8LVf+7VI2rbv59i3fuu3mnTiOX+IH+na66+/LuWbr/7qrxYcyXn2bd/2bZJJaf988pOfxKM07ToYRj3kmY9RfR+qcqUDZMrUI9eko+DazJrUmOvMCGApYGCXGDkletQRqB2pT5IWnPv0ipk2dGH5PizXRkzkNWv5rLNHEM2J9jgyoFZG45nI1YuDYlV4Pnkdz03fxvPzGXwJbcjXv4u00CiYxltQBQ0F0QpCHMcljncCWehtupGbHzEkjHZ5IBCr4jsWIlux3G8kPWqWYmz4BE7WwIBALgsYzY87vYeb8bJ8eNRc4R3w3kVciilUjgM1VBzUQoer0WdEbjEl3QDMms8QF4hCaY0rxIg51RZmjukXw+v1SiZveVVL5ViyNnigFSpDzqhclyi9I9kcCdoVKrSIuRnAJFlTXbqzQ6dDlKrZ+VYUxGARpCY1HNNkUTIBzReS6My0aVIb4bX76EnDvPYuPDiY6SHm9g4SN4Cy2X7cRRIFyBj5uAGG0ji0gBtwg05Qlg7mUiJoFBQagKzBBki/c+SVK60ITClwYpRQKzYpJOC5hM2IszmIbbvAsHwL2+lH0c/ZaIypa26+dEU57gl6zNooI4YlSXtGdK63KCfRWUoDjdQ3LCCpoMuYGmYMnRK6hqRAEvAoirvt+S+XTCBkLayiotTg2eNoCwFZXm5oSpkEQ7KOvwCPs3bP6JnZJYMrWXCLZGJokPjAd5XEUWnDSqGTbSEVgk6qyc5acIA6s7QR9+LhzvlZFAJUz6xA/stypUVsl9ZwHR+lpM1KzLIeTmwbr/s8ENssjoLdL6HcDBazOY0guABMLQvzjIcfNTU81K6DIgigLVuk8sngI86IWAYeollz2ORcE7Bwz5phrpjxNbgFrv+6cqTMSTB25Sh4RQKfeCxxzEl5rnHSczEriHtzUOSxYPPYoLDdUVoms19oYdq1z1nKxrnJLJZlD4PKFxp0nUbI2aemppqLRla70lep5dFwPdQl+z1FmCrf4GzEeY/lUObzT1SFE0tJSUJKlixqMIsnE1zBskpkzgw5s5UnHvaStwT/41c1Qjp4zl0oK4Nr8ZCOUAQeZoFRtU1iX5xDaI088OHAR+Ju40T1ME17zfwyIpeuquBWVDUytS5mKJnlEbaOZ8NLuQYCyfKyjFnSGZfUD9e9CeFEVVl4voaOLmBZrlJbIy4KOASnFw6qwgbxzXRQHcTwqz7q0kV8UqAS0LkSyjQ1pQgHYJDAfZ5ZY4/OMjMkAkQGhtk9VLZGQBaYZL1DcYoEgLxW8n7XZUj+1b/6V/grf+Wv4Fu+5VvwBV/wBfKz//bf/hv+zt/5O8J8KYpCHI1v//ZvvzCDwU7Bf+pP/alL98751Kc+hd/7e38vftfv+l348R//8QuvlZmax52t6Qd9EeY6mcSYF7Z42NvlDJat4Do1Zqw1etw4zfnmKxshDwZJF2q4FIoS7Sgebi4czfo7FwM3ZNOC2ktO8Jb2m6iCGzHT7Bq5lyJ0KxzqEsrJkLEzK2uwVY2tml6zgl97SLTCJAiR3KcOyhw9dYLE8kx5ifoEKkMqB7rdAGWl/NhIWHCTMjoFjHNdbcFTHiovguY12pn0KSMQlGUfh9LFsxRlxdZVTFnzaDac+7CYY3s+wygrofosP3iCI6ATRWXaJO0D3qEBzNkOdHoNJz47dBrEKtkwvSpBWC7VVNNqhjvOBIE7gs2QqvBQzULYek7lLDmsSBI2QmTcwI1gkV/5OPJtWDmVcglQSwWkF3ADqYHjpilcrVPYuSN6L1GlqYIgtfIsMM/UjBFZSi4cx9SOo4xbky8YCAIDuaknvoe9bA6r8jCspohKBz06CdyOCqacW2Ek6grY8KoQtcv0LOePBzsLMalPDIZHJFxNCcb0hTFmQJ/mQxJ4cBU5UaVIZx9rF30mRhrtA2EkkIXg8Tt4xLEIYGTcOW/43HeOjzEbbsOxbdwR7JHRZTEFhiUFOveZTlaC+FeKmSOWlzQOGdH6NRLrCIo0Xn0MNSNGyGB6qFXDsfY4/iJkpVFVE4RsV+BUUPEIzmGGyp7DKg17gQ6rU0+QqhARE9muQi87xokViPAV8QLtoWpKYmZMBFhKd6ScQlUDwGWXVj4laj+0CGUgrl3cIVig2BbdnjlxHMQdSDnOh0pqaEeL4BaZb/NOq4G5VWJuJQjtY9TUovB6yAYvoOoByZ1Csj1M5pOlwcMzq0I4DFRY7vFclJ6LyGMQkeLA9pA6DhxigqoKExXjhHPJ4WymD2cyRr5V4O1ZDDuMYGlfxAAzx0eQzBEqHtI5CrajLzNkhQdtM0s5w0HSk2yHMFqWE8g4UuIomkM0cSqzrpouuDKuvN4wQl2l8AujjUNq/6TMcaiBPbID6azYpiRZZ74cqhQZJZh1WrB8xzKXAf6z+eaJc2JwIrDwSnkH960B9osEJ9JNF1KaVrYDK1CoUwvvs+9jXu6hiAlcreDZDGroZLN/Cxt6ArPIgevmUFMXVl9DBRHszIObK0QWdaaF4iYOg1tKIVlKc3RbBEkmzpCFUOXoOTZOogCzgiDoGjvZG0imQyl1HTosD09RZZogNaO4VIYo7ZkRDWSChz2s5Js0iukQvapA0jOZVWY3gpLZckpGONieHgJBhDofSudgEfujRI10lyal2YdLwDe3ZdtguLKqQMC/175IPnBPci2Wu+13t0PyPd/zPfh7f+/v4cu+7MsWP/vgBz+Imzdv4ju+4zvEOWHTPTobFzkkOzs78ucyxswInZHP+7zPw0/91E/JRHkqzI0w10pUQy07FzAbveDtoMQnuY61oXGyPnsruQ9tGw9agm+yRQQBz0jISIjT07aZIWHKUyac4OGwo0q8TZS4NNZi1EdQI0M/qmI7sHwbU2sXRTbHVnbXeOlC/dKYI8ZdJ4aFt6TUox0TYQY83Iicl5oyIwWNcXGME/umfLGfcvP1YVdMrc8F5s7as7ZCVP4QISMgnSPMTJRgu02nTG5kmtGt6YXDCIBLPKruwUvvIaeCra6gowrO/ZvQEy65QtLtXE6krjmUOa81/DrG1JqagwulAFaJF533faiTAuiTFucj6JkWd5M7e9im3oBi9DeVsggjYYIb84bPSVyPU8ZwGNULK6eSNDWvnVoQ6aJRl9HB4EHG/xFUJ0cbU+tag/uPmhH7YwLzVpOFCHyrSkXbg47jiRtJOtjKagEPJk6ByE6RqCGCii5FDeYnAhHKUvC9CnFFSClLFNQx0aijLWA6k+hfat+UQ0gM4p5qmXVuwXbNsUsHr3n8kkcimJQ1Npb6jAgaVR4z+HWCfY55fANaTySLwui9sBJolmga5tKr4Rj3CV6dNlkvHjK8bn0iPZFAKPEaDZvRK6PqA52KIy2bu2YGhzl5ZgtL6ID/tQREyPIiHQorz3Gocmjbg45LWJOZrBU6rFsnU5y4Fe57Zl6zRHmt+hSqMsLMjUF5DIIvJammCW7laOQ43h2gmPSg7rpIZwewfR+B1ph7NfxshkAUaE0OZs5sUgDEJxWSykfpkO2Ww7dJmaZDriSDU3oV5q6FO0cOirLfZMZa/Jb0XUa/quAykMiJx+CBTDnyGiGDFbvCfVJgnVDmQIuHdixiqJQIxdL1SCyFmTVDWHtNaQuYuMwOxKLwK+key8FUtFx4vRSRo2vpmXXuuRjYGie5jYAYM5nbKbYnb6NWMRLen5QRGsCvZJLYCmGGeXUI3yJov8k0clw5j2wb89hGWdCJ4Jw3+jRSYJAzmbiUpndQC6plY0tiKwgOJmCTympNVZRrhBij2qrR525RZxhVb6FyRnKA7xR3oHMPaRjCmd9D7uQYTVnqKnFMl96q0M8qxGT4OTmsnErZ3e65LgrilShUZrMMqjANBhid3F+8gs9eZWQxenDpPNg1PG0389aUSMrQR8Y4Z04AM8XefIy5hU8nKB1Suk1wSfx8WfqouEbI4tIlQvZCEs0cIxBJV+SeFSNg4NCoYfZKH1N7jiLQcKsEnxoNMMyYsSOs14gX6qLGnIBbxYBDYZiNkdYlpvKZzJYaVV86zVQSDzaJJr6bHJIPfehD0sNm3fgz/o7G8s0bb7zxaK6wcUZ+z+/5PfIddHLu3GlbywP7+0uA0zthNlOpjoVjfYwhAXRaYXs0hlW9Zn5PxUSyWdieu/BR+wWQ5kjDY4R2CNe1kZY8IBhvt7REs5b5MxOVasRuKM2e5rLQG1ETy4bthNAEQCqFud5Hld8BrBNYKpM6tGhJKMaSBEO+JXVQ9qOoJn1ZmKYcw4PQE5wDSygZgZaCFeF7uDgJsDSaBCIqNhzLvz1tIZxPsDWzoTXBhEy5k+5n+q1kqQ0vmpvOxG10xVbwoihoYZZHqIMjXLM80aQg+NaVPkB08Ji7d6Do5DSZgICqUrWDzOkhI+4izkBSdEUpbG1jPJ/jmEA5OxZZ70q5yKRrGRkKAaqigO3QbaCT6KCoYnjqWGiCbR8z3RwsUn+Ww4HRFksZCmF1gp0ZhDWjQ6ZQiW7nnpxDUYeiSdPn6hiDco5hFmOqxpiT/imKoqYM5gtgNZVNz7FNwzqR/tfsrVLAcgtEKbtAB0gsH2kQIrAjjCqKczGmHKCnMxzXIbT9SbiM6uoCrqjwci4QP1IYKm5L2Sxc9HN2pqUDQXyIhYE1I4AFmvMrcDCZUoppJlovjJ6nQhc3GZM9Zxd2dAd5yePMAhIbeRrhhJul5yKwOLNYQDsU7AQVa0hXdH0Fj/otZY5CO/CbBj1+VWFQT3F3vo1DyQK4cPgceIhbChHH13MlC8UCY5RncBwywlhCiREmNrZUhjincx1L+rur0Sf04IZey7R77RKgTe48nW/qyfCZGWk4V+Ym2RE2plIqsmB5Y6QnXBvk4Bichu8Q36XgOQnKoEY/9pC95qIqXbjaOGDMqrg8nPoJ4jiDr8j+MsbAI5D1wWaBjWpxxd5NLnp5Cm37Mh+YLWUIEFK5VtL9zCCWpqGlfYS6dOATG+JZIpTHcWVWiuUcRRVgK0ePYP5pBico8b7yGHdSV8qQb/PopYNnH0MpX/AVYRUIeJPlJ34GFVAG+hCFy2wDD/kMRWkjjwIEDPfJnKFrWpRSWmo9C5ZqlO1B8RBkisKQaAXzZWQagT7ZdwU5cTHm20M4B4lxvEvqMtnw3KlkGCitkjg25oLp4FqmajNxHEaagPewM5siDEt41tuY6VfEKaCj15s5uOOYbF9bsRAZdTrSWiG1e8i8CZLKg38iegnGd/Lp5RPHZgI9xw1QulP4xDORGk4NIL+PWbmHE3cMi7i5xMV2eiBgcc/XmOoQz09ex30JDo5hCfOFThPnCZVfm1qlTFLSvo3TxgBTN0rP894cb/QCZFkkezBxPKY05MDNHYSlyS4GzB4RiCwBmKF2yz2XzKAoxE7w7seQECfyt/7W31oRJcvzXH7WysnTgdjb23tkF/nv//2/FyDrz/3cz0kmhj102j/vtO16pMgqBK6DHjy8T/ewY1fw6V03nHI/TxEUOeb5GJkaYDoka0DB2ooBvycpW1+k5k29m2lf2twmFW1oqF9MwVFMSXAXgo+XRcaFq7WLgVUjcDX6jgeEfbihDwQubh/PsJMmCNwat6MQ+06OgWa6lSlwA4KzfUuiKF8YHxo3kxQhJhgmBGxR5txFhB5CFWJQ91AEPUz2b8MZxohrtq7SorMwqSmpHILyQWAfnETjsPBQJFtNRZlqiUSfU/KQeAQP84GDWXAfqmGVGJgs5fgruIELm1gwMo2ov5H4xH4hrSK5Z+EysHbqOPAcVwByFG+jpgR/GziulIT4R8oQko0wADYRa6KDw9ox8SCiH0FhJO7Wzc4gqWIX2isEbHZS34fODxGpHAOiQAh/aKh8pDVTaZfuTpGzB84USGLRPAg8Ykn6mFkDaKcHt8+MQoXcPkBa80Ai64WaEIxxzC5KvAcnz4EzRO3GKJ0BPNtG3+aW7KIsmFkkkLjFCJWwyhAVwZMBZbVNT6EmK23KcaSbRoGION0PCBR2oByjU+CSgcSN0baQaeqbsFpuroFDsh0ThOnC1x58N8JE5TiqHenJlPauYeZEDeiXWjMzVDkjPxt9xwB3w2qOOJ9glB02kms2bMvHKPWQ5DHcE5Mm53UMnRnCOJD52KoybCdzKZFQSIvASFLindwDcmrV+Ah1LeekEcxrylEUHaznbU8+o1DLCJKZMqm8ETjOuWGJwzLROe4H7N6rYPk8iN0le8XhwWJAn7YuoIMCA68V9aI/WaAuTuCpQxw7YzjjMazx9ZW9guBxoddrgW/DK6fYSg/xXHJXDtKQNQfNO6ZTaXANlB5X2oPr8PlV8IRayvlRwQ0r0R2S07lJZ3E9kNnDLIdvAX3iSBq2GNeA5ZqSL/wclTdB6c0xUcRuOchIqTc8GSlrknHCsaKywSQ2uCrRw2kyH5wvXiM2JsUX24Xv7qEO+8isHGWVwyl9lFzDTVNIW7INCr2kwCC/gZ53XaiyYZ7DkRIJMSFcz56MF93csgpwbA/ghQ5cURY0s8LSZPHY8OwKH4hzfPYgw7W+hyH7V0kprcYRS1/MXlse+m4JT9fInIFcO+nXBI6a5a6EIhsT+CtxD8G/U3heBofOpjYMSsUys9sHwhDKdaGtCHGtMaaoojrBfvE6tusTPK/exlBnIo7pYhuOsy04MwomOnUq4GyhtYuAYYVpEOJQuUgHOaZ+s7dRXFE3GDHNUrpCStIBezNJRrXCoJnnkhAS7G+FOvURZjGc7HLVh2c6Q/LDP/zD+Mqv/EpxDD7rsz5LfsbMCAXR2HCP9tGPfhR/7s/9uUd2kcSZXIQ1eSdMhEFD1vKI5FYIKJjjceMIMOf6kzVhUPmVKmTDJoUu82MkN55DdcJeBxEsQamfmPbgro1iECGX6IXRNr1cjbECrvccJHOy2I1+SUQQmEcKmYblldgKPQRVJAqwzKIXrw/hRA4GTiA16x3/fUiTDLb1WqMYS2/GRh16GG7XuEsBLDo+FUFUNhK7whZCiTSPqThJJHfFdKFC4XoogkLS11I6IkirSBCkFvpHCm9UfYxUgpMdwzpi5KZF+XVqOPNC09EoHQ9H0T4GzXcK24YsIj/C3HURbm2hvHcPYWYayLAOLbVkAXTl5iBlVsBzUaUattNHWs5RWQQJMgo2qVibGgPkN1N6Hi5mmkwhLfLmrGczwhVWETd3ljhaZG8TZVW2I/if3CePaoBe1RedjplVYVJ5cPK3kbk91KILYaM+GaKSDp0ujusBHCrh0jnqudAuncEJQh1jRNQ+NxRfCcWbSHs6HPLtJZ0cIpQ4vxqmiiahr0LpVwgmhmWS2iH0vMBUOUgDB+5oiPxYwz78eDNTZfcVIK0ba5wgRD88ROEECIZj9IMbcO7eB1Jm1ohm8QVX4gQ2ejzgfEsc2rllC3Czr0q85k0l89MvUjjEoEgZy4aVKRQV6bAFNEsrtoXIsnCQeojru7BJ9xHsDcsANiI6nrM5emnYHHQeth0Hu0rhqExw/eQNfMInqHss1NOcfW1YNhCflvlDc3+VQ7ApI1ECYgkqVBhZhdDXp+kch4Xpw2POM+K1jJNWMsIfebBFDCxHHftA3YMaWkA6Q+1k5rMdGx5xLVzTdoxoSAcuRc/K4c7JqyG7gsLsJTJ/jCTeQ8yIergPvPaRxgFjuZNBgAFycx7L4Vq4gnUhiJRaRTywKfrFJovKpxZMT8pWgqXwCslWsB9TPytwZO1BqRMuJXH2Vcr7MIeszywncWXMXDDbx2VHHQ1RnzXZMy2AeAfTmZbCKtlvg4qHOFlMRmVZph2pqQbuadYoMyXEKNDR5Q8LjXlvhFEQ4MgdQVsfh0pzDIY+DgoLmT8E3BNYzFBOU4RVjZ5kiBz5bBZ2xdlhuYHBVJ7BZSBCHaMqxczro9YB9MxDpvLG8cwWZVjPcRB6Fnw/Qj59DXZWIaOWibWFxNHolYlkILifciB5zcRGFSpBRQxd4MIdDaCJBWOfpVxJeWcIOtA82I3zwLJXEmiMeyGQMgzx4ExH4sgl+jUoTSWREEHkIvYLDP0QLgJsBS4OWe6jhgtLXfUR+gk7uw9g28xwlRj6PdjBCaYlA1SyChs2GOcqMYN+hCALYUuQaPalUWUaPzJDIvuqYNoc1LkPxWaleJc7JASU/tZv/Rb+6T/9p/jwhz8sPyPj5Y//8T+OXo+yVMDXfM3X4L1iyqcccAMUtGyM/R7cUYm7dzVenB/jNSptWglsj3LnrEfbcpBbbojXdj6AmycW7MnrsOypbHalF2I49nAnjdAPSTOMUHk34MYVrKMJLDazbCJ9Ac6O+xgMdrHFzTnal2Zx6vBANj7P8TFzfWwFI+wwDRzauDsD+owI9X1s1zsNcK2HflzCnVAHoOlzohSiaChSPbbD6GeCSisUVAWVRoENfubmDvCmDfc4kckU5wm8rITnUtra0JCPdS5RWspUuXCONeb6JsqohyKn08CkfAkv8BBaBQ7jIZTqw772MsKxRnj/t+DWGXK/wMSKMQgHsKocdZnBC3hgBrg9vInfnFGaLUHtUtCMPeBtcZQInlUON9u34ek50rovmhUe6XGWg4i0SALuiFvwHdRzbvQDKa8Q706MTWE5CIj1CUid5qGyA6s8QpGUwlzyLLIYEkyVhRE86o+aqq/KULo+ptkRbO0y6wp/ZCGlUq3yoWchHLtEVNRQzKScFDiExjadAuVLVE9XhONJ+rPlH2A/z4TV9FEpBzYS10z59kP09hM4jg9FldkjE/kJtbs2zB6Pm2KPKQsfI3cXYzvCCXVAbAcBDxemyuFLwz8q7wZ89gYZ1Ex4YGRPYCmWiiL01D58UP12gqkNhPMp3gjH6KXEF2iEXoSeJsA5RZltQ9OhcgjkrBHbwDFp8MwCSGrZYJFchxyppmVf1MN2/imJEl09EzC4wIltUuE1QoSYqRPogGDqpq8O14KTwXdClG4K39IYVBWOvQBO5qMQsAk9GjovBj3C4oJvBbilt3FAGmeooD12UjUAX1G+FMHBHJ43gNcjeBroOQkU2TclhfUUItdQ66vdHdR7t7FlhZi9+cvYqyscKmqrMJ5NMaxCvNU4ZZIxspiX0EJNz23CLUvpOtu3e5hVHgJ1JIEAM6knbo5rTf+i0LIMOLVSGFOAren4WxOHRjZHZEtZWOtCWGjSqYXsIpYbCzotBk49GQ0QFTsIsrsChs7UCEq1TepME0JtBSitqagLR3T+VB+O5aAc9FFlCum4j77NkhAb7DHesLDtKnxk2AdOLBTFPpwyRe1R2VrDk1qlEr2RmZVLZpO25w6RuCkCOkEV4dY0I5BWRy5sloNSys7PRZyMTpFBFTGTaMN2PfSsDHcKB743gD+dwG81e7SLkesi9gKc6D3Y7ptI2aDOdwE/FqeRJUDSupOBj51xjr2TOersLfizPqae0fVw9+gp2ei/GSPME/QKG7+B16U8n2uu+RrbvR0E/hD+nDqAGdL0bUzpWE0OkMcCb8WUqr6UM7BZ0rSxb8V4I+fYejgkSpwxjWZLCUv2KE8yuxFiisSVXKPMOmkJzPjc2JRD2oC5joj0RczGPkP2QDJudDy+6Zu+6dFfzTNot+Kb+Gh/C9bUwrDnwetpeEMb/onGQCXIpxpsrZI4JlonY0BEsTwLpe+iiizUh0zRMTIIMRpWOO5to9dnvfZtqN0xXshnCMKXMfkQWSJ3UKQuCvaKCY8Q9gPMey+gr3vohS7SOxZOyAqwGblYuBH4OI4iTK6PgU/dx9wpBJCnYhdVwvJKikTHuOVP4GWegGK5OerQwrbtofAclEmCiADNYgjX3VpInLv2CJE7RuJQ44H3t+6Pt/0qKtyrXfTJaSDmjmWfuo9MjQHr9ZXma4zsqtBFHQwlKuABFXk+1NzBiQbiaAf1aARHnWBrPkPfHuB2nGO8M8JvvsblWFANCPPQQxTwEIwAOlGkiIo8IsWx6Dz5kgYvcoVq4EEXFqYEnA1DzA87yrFsmujWmERj+NkBCt/BVG+hIJ5BFzgkrVdAijGYMxmUBeJ8Cu1Rt4I9TmYS+bn9gZQ5EPnktcIm80D5sMc3oaqPwzk6ku+r6LEwEpYW6LYAIOncDAINbJMl0YfO+yaiZCdm0c0ntkfB9mzsxddwt0okS8e8G5vpHQUhtqdzVCFLaqQMzpHTYdUOrH4fus/ncE8yYDz0XN9FnVnwQxcjT2F/awdh8lt402X/mQA9z0N/VuOQYMTKg8fGcjwgqwTHnIN2iFraG7CxGMWoNIZ1Ln/i5B5Suy9Fx+jabYyVA+eQHZ+NyrB2WHqROqRowwgN2eEhalhetooxpINVVdgRJeMMhRdIszsnYW8cF16YCqCQOWzLn6FvxUi3ttFPfVjx25jaFfKU7C0KsFEQVeN68ZaUu/z+LnTKMg6BqieoWP8XEUAXvjUA9B1Mgxi9/m28X/nY0/8dRV7jyMlx7BC4uboCXP8Gbu/uYX73DoKm6WKpPNQF6dEsJ5p6UiXpVgfFcAvh1EFWJtjWDrb3fXh3mBD1MFCpgJ/JWJGNWylsocAxcsQpRQ1nsAcK7pENJ7GQ9SMEw5k4q55fgcG5ZD04vRlRB77MZz9nFoZssCUAklwTOm1zskQIWBf1YdOwjjggy45w185w3e1B2TOj6054iQts0akljshR2O4xe+hBJdTuMXgNydSIPo3pWVSK2q4BUdN4+LL8LeVUIXsTM9IHygnG6ENVU8HNoCCOzYdne4jGu7AyF9ZLLyA/yFCcEKczRagChPYJ3P42CmcE+AOMywjzwMWBtQfCRlrHyihmm8BSeyF2boboqxQ4mUpGSJfURGpyE6TsOjFcX+NaasHK30IU9WRtsxEmNaW058s+XLg92XfoTLC3jpdkeF2AvyQUsFxsaOIls0duiTgfYVr3JKD09yM49RSD+R2EjsaMbKrCgZdvYXunhCIGhirAQYCgnGGsfURhjcQf4dq1bejhOw9reOQOyc/8zM/gD/7BPwjHceTv5xnLOe8lc2wHr/SuI7Su4ZXYEcGs3B3BuvYqMPkY/CxAmlDHgPS2HLUuYTnUxPBQD2LoZIpqfBvlwYmkgAcxOfehlHxCIvR9HmZb0O4YZcWOsUdGCZFia0wJU3zJi+Cp69iPZnizDnDCNHtCqquFvlVjd68HZ2+I1ycpevfG8HGIrQF5NhpVWYqmgsNNR1soCLyyMmg7xLWhjcQBZkTt5yX8mkweaiWYTXQHFobeAPft+1IXXzR260iej+spTjySf6l/MBDVUdPDnZsSV7WFkqUUyfgYTYB1x0aS0JKOzFD1tmGFW8QFI/I0ns95GFE4qo/nw1fh3Hsdyv4UUrcHy+6hJAjFPYTPdPjOEL30PirfR5UHiKwI9pTpUFJrXRG9Yg2Z+W9ei9Z0Ypi+JXhVQ3m+AA2ZoCWegOBNw6qwsRPuCp6jyg9hSWrCw66I0VniHIzCCmFEjIjJQLEh3SDqY9sJcTihWqkZL5YMcucYhcfDwRFZaSocaK0x2h7hHlUZp7wnqu0aLAyjWEZ2mV1hqPt4NX4Bv/bmryFjd9hkLocVDxNvdA1elMPKjoWKOCSOyfdxLQxw6LJ7cgHlTLFHXYrCxszdEsfquVjjE/kAtX2Aij1/whG2Zzm0X8OdsRmdSYHTnwtnQOzE8PQBbvk2Xnc1rH6MwfEUewQz+jGylNmJELuDl5GHwG5yIGloKq+6oYdwtwdndwy8ZuCgUlpjIzwbOPDZF8TBbl7DCz34VogTRZpkDOt4Lj17SkRQ/Vr6GPE8sRwLvRF7C/voT30cJAQqUyxNwZN6fQk3PEGpSjj0WlOCkF2EPWpklKDW19AeGY0g22iCaGcslNoYPdyr70kH3x6Bs02H4NYsZ1soxitWO0icAZQ/QGm/LiXfmSIVeYC+X8Fjd9dpLodgf2uI2aHGxJ6jl93FsLqHoNiVloU6SOEJvuwA6oTN34h7rOH4LtwJHS1L5qza2YU9uS9HOzsSU9lzWJU48lmaaxRDhPptaKhyiYUPHz2cJKQXE7fgImgYRqSa1l6MOj2CoytEZK1wPQYVZi7QGwxg3dEYjbhXALuY4tD1sRsDgzzDnWafMFjuGiMy4Sg8x/4sbEpB9mHb9buxAH3sMfPolji2ZkS4oLTYUNHC0NmG4/UFTKt8D2G/D7KIKZ/Pu6qYJWAmNB4jdIaYZ4TOs36uYffG2Ku2AcsTzN5JMJGu6CosMRxTnVgjDF149QhvF9uotS907vaJlqNtWOnbwPA6ht5rcJgNFSE9jd5eH8U91u6ZWR2hDgNxwGb7N+DEE2niN6w5WwHVGyEMc/hhIc6k5xKo30MvYCfzAbZmc4R2hDvOrvTruqMUBp6L+n0vAfdSUQ1X9TV4eoSBGmAYPQdr2APIznu3OSRf9VVfhTfffBO7u7vy97PscTXXe1rNI2XX4qGvcdMbC+CPwJIivomqYP35TXhM4eYVMqQ48QuU/hzueIhajVE7ezgKFILDGnvX7qFIPykHi68D8fwt4krWvpPiRzvTI1k0STTAxL+FQbyPzwhHiILrCKyPCqPBCVzk+9dFUGSwNcJ4K8DbrzGtydJDiNCdYuSVOElZgzQmHVqpljnwEXkDjF9+CcXxm7hbujgs7uDI3pMJwz99W2Pv+j7Ku3PUr0/kYCQwNfAc2J6RKue1j3SOT/ieCKGRdlr7oWAj+nt9lL6Fg2Shn99QuR1BiIf+EDvSRRW4p3PkVg07VFAho5DrCOMKfettRKOX4A6Gwj7qj3dwfO8YwcDIwAtGhklq1ou1j+vDvkQfde8G0gON0fRtzFqyLm/dJxDWQeiyVwlxCSFcPrswREGKJqOkvGQAJFGn7zNLRMAbcG28j53RLg7u/3fcfYtuB9kS1EFwEYUxNDNjjbR2oFwRsB/4GgM/QqI1vJlJp+sYKIl9Sajv4krNvfYVVCQIWrGg56AnGBqGpD3JFtR1goz9YRwbe56PI1fhLg86yvozerYLjJhe9yxMHBcRwXKN40dWyyu/5/+Hj/yb/wovPMYQx6I18yke5HS6wh3g5BggAJbnLTM+QYB+ZMOfn+AmqbqkNrK8xJJgaeGaE2PP1/iUzzmjkRFY7EeA46M4YqhuYTSM4A19/PonJ0ijAaLsPqytIeIXthF4PXFIFMGD1HSIHHi2i1JT76SH2j5G2OsjqiIc5yxnSXHKrBFKxxMb1UgSc005fo3x7hasox2oo3vSHPCIuCwCM10fFTv4sqCijSPqxy6ymY20tw9NXXBiIPIJVMXI1of2dwnfNw+kAcg6dH6b1gRdIwOL+jlHLOmUVCc2lFirdx2x/RpCawAv15gLJZS4LB7+AWbVGJZ6EdtjOjse7hz/f6j1GOGYGI9dqEmBne0+PnzwJuw5WV/0g23CkxrVVn6PjXB8Derj9+XAp+zAVpEgsm0c6hC1NRe8EHEMLgHcdBZ1D0EUYOpfR3F4D8pV4jD12WgudkWavx72oMmCciKEcxtWcQQVuXjDtrEb25jsjbFLcczJiWCgQlK9ez34x8x2mBJpTEQ+9VTqGH1FReIt1C5X47EARmvKFy/GUGHuX0c/m+HYewX+9j4O7s4FVOqUbwk2pm1ZOAgIxrVRsOnc9jZwmMleTSVmYsnkNZ7GVlTD8yxsETuje+I3inQmgfFN+YufQ6fAmlPkwIFvD1G59+GFIbTyYIc+1P6LcKt7Rg4h6EkWqbp5A65PuAgxI+YenOeuAzN2CN4B+se8TQwyG3agYAU2xqMYup7hVjrH//UUlYzMnsHMoT0U9Wk6xZECwjTDC1aAT1i7gHfPEB38EaBuQLEcbJGd9Xg1uN4xh4Rqfpv+/l43LpJXWRqg+mfn577HcsANOPYb0uEy8kJYbgprOEIa3kWx/RIyO8A+VRhZShgNEN7r4zizEOkIk9BCwSyoZySaW3PJoAl89Njl1bVw5N7C0H/J0BebqKP36i6CuywFRRKlIyIddZlHHubG/egxGrZr6SeiSImTaM5IqHuRj96LL8O7+ZnwZvuA/Rruz5l1IECVVECW0234joM5acBejcpO4fsWtvd2kBItf2iyL7FysKVjtvwyokyBRt+/hbQfgvycyo6lGdtiTL0Ie+NrKN1t3HJtvMZUsLAHDG2PpnWA54avote3EfiB6d5JhVnbwmg0ghtOcDilzLRpfGg+mGWyESx1B3vU9SjIVmDUbCxWNVIrwM2dXXw4O4bFPkVVhMwL0EOJ3SKXPjlv3aGORqPLwGQKlXiFheGgt+VjMh1gWwOz3MeOVrgrMucKXhhB21RKrbEf3USWfAx1dAO2F+L5nQ9ifjIRNkE2fwuWE0k2KlGsEZvr5+ezdTst6Pl4/60d/K9fvAPXSkQPRcSrohjW+3bgVDHUr0tefjFmbMYXOg78wMXJ3ENlRyi90RIXcus63NvPwb1v6OrsszKifLao5BEcMoLbP5I+TH4Yw5+YPkVBUCFz58g4Zvdb95kAzhCBZqo6bpqqNXOQFNyIAFhfMhdkVrlkS7CEGceoKZrWXWN0iKIIJbFRVYVePULiBciKe1BUDb7+PNxP3YNKeArfW1mf2aiHxI0QNMq0IrzFvkQEF0szvwIxRdj4HNUAZT2G4/tw58w62Lgx2EZO+XnTsMHcmdeDHb4Ei2uxXZdk9VgWer6NE5aa8gp1tGz7bjlb2OKaLeeItYN7roXhITFCFcrhi9DHKeq7IRBQt8aHa2sMBluYVBER3qi9CtuuhyoeILjuw3MjfOx+H2W+h6K/h93kV2CflDhuHrc8BctCrgcoAh++twfX/b8o0gShgOblRqBjH0nGEiZByS5CZRxGgkbd7ZuA9xasewemyWQDIqd8nuXGon6axR7c3hbsN9+E6zoYhRrxiFmMCqwkLO6f+xNxWr4P+4QyADGo6uc7xGZRYI4Oaw9220xQB4IBYllL8jYkC6hYSl0Tdw+2dwh3eA3Sx3uei1r08ss4xRp2o+UIgFxtjzGiUx/0kacKAZ3cyMV+34IVJIhtJYq4CbO+doFjVWGLei4N5b01260wigbSh4brUZOCG5OCXWM72sNryT5Ku4fe0EMaBNj1HXzCvQfLH8Hd+wDq2RsoBn0kqYse559XIQjYXC+Hu0XKMYQYkasce5Yn2iKttbdIbR0KznEfsZ+7jerERn2cYFQdYCB9u0hQfnbt2WoF+BTaadwED0yNra1tqBv7+PjsLuwsgKdI0R3gePcG9OAWovItAcHRXCpxKhs9rweXlMJIw/LZ/ZcaC4sPhaaMscc694C7KcbOaBHltubujuFuX5ctND0drKEa9LGj34J63w7wiTlygh9DcgQEci/OiDV1JO0p0H2WKoQtsAs7cySakra4rLYohd0gRuUkItbUjgWBenFZCT59gAJDHePtwmg5MDIKnQCvDH47dhzgPx//Kg6tQynLEFfmhhq3n78NzU5kWdNIjrLarDmTbtfYC/0XEQQzodwunkVbAxYHLIIO+tDJfRFOaw8UfxAhrRWCIJR0fmu59hG6Y+j4Oqb6UDZ0k0ylM1QhGhVws0oqJK2miu73RTNCmmnF1wQUW/Zuw69+FTGlpqfLz7cdB8MwFNVdl6Jqz70P5eAFWNSuOc5gB2NhKN3qP4/71sdEhMuEtD6RbAjDSKLm99nbGHo9BEGNrdwo0MZVBcsJUDgu3n/rfUKZHH94hPsftkHleB7ENZvB9XuIxjbuv/mGHHw5Qy06pcOmbXu3/dCycQ9AnIA6xlb/JmbZDJHXh6t7sNxINsCKWRwGKk3fIpkHKx3dyBhm07MjAc1ybIXMpGwMNA8ijdCmho2hu7usudPKIaBW9Yw43nZM3RGWdXahXB++M4ZdzOExI9CAYYVaLroT7iJC1UEkooW39j18YnoszeOFisravuVKrxPXvW7UVJ3r2FY7mDifwjy/ay7HHZjGe+H24npGpFn6KUZeAL3fhzWxUfep+a9W5yWxLYoA8QCuPRNgNAMMRub14KZoegT0dYcj+DMPVqhQ3T9BPtAiq8BL7dkh+n6AXnwNiXZwx7UQbe1DEWMiucWmyacq4PuFEYAbBLBDVzQztGchtEih5Z6jsYUtTLIJcu1B61Bkyks9Qk3MDrNFTqNYKriXdkpQc8aBTW7sjI62jXp4C0n5FvoO9weT6XR9D55kGdh6YIi93hTb1/u4HdVIjw4Q3fXgU0G6ac7ZzzJwufDJK2/AhjpANZceMFSLiewAbkHFXLMuXDoVB90j21hN/9epEXkZZrWHnhMgDhKgH0IHN1C+XotTblNifytCQoC1v0XSoVjEElRQQeVNrxxmGbgx2SXCeIA6iiR7K0KJtgdnfx/9XRfe4SFeiZ/DSegh8QuMwiHCRr6B2CAnug7Evx9qTs1jUn7vmZ5VcSClTzWKYU3Y98hFTvB7W/7mf0ugigyon6I2ppsG228YMYWq6gvD6nnrBtiR6jdQY2vR4AjvTh2SX/iFX1jQelv7x//4H+OFF16QUs6f/tN/eqWz7nvV2kPZ6F9YCEcDWCMXxbbGfP8aqt19+JoUx83vZ6M119mC7fhwCMJqTHRFRFOHyGt2KyB7pr9IQa58HA/J5RUtf9xzkDMzsfcCkmvXMfrdvwNqt0C/rzHukyJYgWeTx7rzmhKulEqCgflsOioSvSrY8d5C1ZSmhwP0+32EfojnkgTP6UJKIO2VsF09g4FwtIUXn38Oyo9RDG6iIqOHh6/rC9WNug9tpK4jHwWzBqRSOk1X0YXzw/KOj14UScZGNEm0Z0SMoh7C8S6GcQ++TVl+BX+rh97Lz4uT1XyA1JdTawzH3YGOXhI2hfG4zJhPwxTzmON9C2F0E6ETIqT4E9H9jXNS6QDZ1iuomveAVOheD9bopvkaS2HkaGzJJtI8o/EQiowYXgM/b2sMvXcNNUOwpqnbHkGhgY+bvpb/ksXhN6lYp64wTNKmqZ7C0I8xivuSAdjb7WE7NAeKMBkcC7s9aoMQ8Mwmjg76Qx/VqDSCF9TUYVdRh2BOHzWboLV7mhuh3Ps9cLc/gJG/A80+MCzRkQXBuSCtQpimMdoQxAYttJ+a2x1qClxxXuxBuduwnBAqGIpzd318HWEQS+bJYYt1fwc71z8bQTSAy4M0bLIN1KZwPUSjEeJgC4EbIbZDWDrE9dufgzjaY8siyX6woeTO6Ca27LEobqIeyJwOb7+KrW1fyoftnNyqE4ztADvd7C97FrURuzg4tgQCdIrtwTI70nNq7MQan+Fa+KJXPxef1YvQHxKK2ZSLOoNAULcebWE/ugYrHsv1kBFmxS68G9sId3cwindg+wN5RgQdry5rjZ7bh2tTG8eCx4PV8jHU2/AsKgVpDCyFF/UR+mGBvX6InT7HlV5rjZKy64JzAZ7r7cFrx7X7HZKxijGIY2HqHamJ6S9DSrHMU8CKB7DcMfxw2+h3uAM4TcbIjhWskJkJ4xCaMbYQ2DWi3gDjaIgPjp/HrvDXlhaXCrfTHLdl7yIoyjwfOpnMIu9tRbj90kjA9q21zgivU17L5pl81EGBfmxjGBiqNUG5VmjB8WMEoz6CviPBn+wzzPqulTZGzpaU2YYOAyA67YyUIlE/9aMYQ3cPe9Eto23Ez6aAI4G4cQ9bt6/D6y/vzR+P4I+3xAFSwRas4auS9apiOnw2ejtjDIYebg1r9CIf+3WBUYOpi10FNzDryQ1reP0K4aihWjfj3dvakb2yZndlaJHDf6HIpKzzrs6QfPd3f7eopf7hP/yHF9oj3/AN3yD6IJ/xGZ+B7//+78f169fx1//6X8d70bRiLxXWGfsrZRb5netiMriFyjMceFrsxpJBOGXS+t2F5wxQZ8fY7/u45jvImkZvcZHDLQuQpxDFkaSIqUTJaGZhwz7UwdHyI9uNgUVSHj46EOxBL9jFYHsoGg9hNMVedYB0kmCpg7t2acMtkUpn9EOOPoWKcLx6t8px4W3FUJ+6L2lF+hUf3O/jf32YPUpjjJIJAu2hjh1YnsZ2GOJwNMbgIEXgR3A849QOt1xqrOH1PJeNgOneICKQ0NwL2xMwa8QO02EUwbmxA2d+hEl1Atu/iakzwSgc47C8g/7IhjqpcHt7QTCA19tGeC/CkdboWy4G8R52g2vQVg+ePRAdk9rbgqoOoMcOcm8G19pDMC1QEunej5A5lmxGbGylyWAZsP28KywhmtP34esdjOPnYauP4rqzC8zXnjr7eYxfQkwntUgwP7gP1H3YwY6oXd7eGmIQzrCrLbzWrQuaB4uCLCB2KZYeMx3zelBuLM6JZH88BYf19PIt82sqtK6pOG6PfMzmW7D8iUSsltPDaGQ2vtoJMAx2UMYzeJWL5158Fa/deRvbzhCRF6FIPem7kpN+TMeCDoo/xIvVFG97PZROAb+6AXfrNqz0SDI+hurL/dnGLCQ1I8OYjIkoFobPeHeEwn0Z739+iA/9n/+DgznLSYaNMbSHeN6/Ie8fOTaC0R6i51/G3U/8Cg4liNZ4fuc6PrD1BfjVj3wc+eAl6MpFMOzhTfcWptYJIhHrYopfoUdtDgK7xYVoUio9x8hPuExSaYx9F3cob++RWtq6ehbcuI+tm7t4edhHtR3gmKUZqng6AV4OfZxYn4/f1P8NA+smPG+IspfgcDqDY40xiCvcUi4OJqYRG63/wj7uf+xT0NeMc+sPPbiZi2LalCx5MDbHsUcmi7eHmcMsRohtJxUdG8eJsB0O4XhM/RNDFQi1HhU/k7RtgzERCf46lwwIy2l2aSMcKEQDH3Y9ALVyq6GL7D6/l6J4SliESvdhg8FBAdcfInKP5EC+SxouqSvSYoKyAcnCuTfCcgbvs25sFBdpH06xD7d+G450QqceB1VcPQxCF7rPIE1hXFfC3mkQPOJYcS90ByNUcYzq/S/Ceet/i6PEJXPD28WtYIRPEVPE51bUGAYjqJ6N+5QGWEMh9Nxr2HUVtrwRpqVG1LNhzU22trP0FtbN0rQtTWw9hoW7sH1Pyny0wLExTcmqMXTC2vdx2/VRkIbcvwYvuQ93CuxHCY6CGie6cXgo3sf7jNgWwkN0wtIjmZAR9oMIRy/eR3kwBSbPPpzi0g7Jr/zKr+Bv/I2/sfj3P//n/xxf+IVfiJ/4iZ+Qf9+6dUua673XHBIu7J5jJtxw6yZODg/gD0eYHraC0cZEtEZkqh3cjG8iKIFDg3MUYxNA6gM45M11jL0zIpei3BD115llYStL4XguRsMt9F5+xbyfJQhG33d5wI2Aw2NE/W30esEy22G7qPwR5iEQ4r4Rpgr34ejbCOI38ALbos8r9Pwb2GWKkUZ0uPUWEkYNtsbucy/h9U+9ja0b1wW34sSNuBPFLkQPwFB3qeHg2ES597G/vYveRwlao+PEdsdLuf/n6BAEjjQGY7TisrFZ60Sdk3JkxNobLjNIZMXsvG+I4a6LeXKCm4d07GxMppTSZ4qadVdqS7wPWfAKwt230TsaYS/vCQB30O8jdvvyvQEiRKgw0DauR2Pc6x0ioJw4nbk7pdy371yDO5zD6jE6JHV4JDcevfo5yD/+/yGacqPuYxztotjfxgtJidimMPumm9GIxkNkhwfIm8iQQmPxYIAg8NDzGhwMny/lSywNz9sHgj4mPKhywjFJTe2MF/UOuNkSqFgVGOyQnRQgdrbhTt6A7TWOJNPji7lm4dp2DIf9PKoCO0PW65dZzxGdpJe3gCyDP3sNu4fUjjBiVvL7vkJ9QnltD3ZNuqkPDMdwJhlKTORw5BiFYQCf2jAsVQ4CuOxXw4NyZiEOqMJLhUqr0Zh5AVvDErFrIcuBY8nEsOSzdMB7to3twMX94TYmyR5w5y4cP4SvNeJXvgoq/z/w0ynccB+hPRFHSIobVoXCT1F5CXa8l+AU1/B/O3OOc0qkkKeKlS30LI2jWCPcpzrs8nV0lj1SPtv3qTE8l5mQLfjMcEU3geGXolRHmLLPCRLJRIziLXzBzSGGJxb+65z482NY0Q6C7QH2hyFe/+Tb7J0sETJVS4M6RtzzcG3nBXzkrU/gc25t44X+EO5rNg49B71ogCq5K3O1YgM7awDf2sVo9D7cdz6Kwosxm5m5xMvfr3LcYcK1qnGPKrHUTKI8uVtDewHC3j5u7j2PJBjjtfkJkgHw/PAabm/tQNlD1IEn8vT92QDVbAarcdLMvsGSDsW5HIEQDdye7JNbL97C/V//f1H3iN421+INIuCNCYLtLdRHR3ARi1iaqNBOMpkLbTnWuXZNZPWHfRe2S9ZKAev6NoJgC3pnRwIUos3rnS2ZT7K8COU3PGMj005Ru76H/ZjqqCZwc5iposRA6AsujU1J5b32UMCuXqcEJ+PXWWvducDrNus3xtbgM3EyeRsTNcIWM3J9DwezHLerbdzPPwKPzSXDfRkLm80hI0fkI+hMMjOko76IOVpHFYJeKs9stOdiOHofkE3h716XB/ny7vsxdQ8wnXwE7xmH5ODgYEUO/ud//ueFCtza53/+5+OTnxSM8nvOBl7fNJezNUbXrgPjLeOQSN8Kdu9dLlRRQmWNkMXojm/tkYlSs5RTyUGWZ7nQHftNaSF0LYQ8YHwLvZCdJC1Eg7EoZ9LoRYuNngfePEIR7sGnA+Da8Ok0NBb1b8LrFdgLW8VM44X70YvscC9loDv5trBSzAfbwM5LSN5+07y/18f+jQA6MgvW6zvwAqoXKukqSqEmGiWizefHCKMXEFYfl42i2LmO8uat5XhIF14IA8MmN5/9M9aMqICaddwLjPfhjtj0KsLt/AhJVWHOXjFNicexd2F7t6AsF729XYzu93E0G0CVOW489xkIpwYzEjcQiCEjl+0C0bU9lEcpkN3tfJmN8XgP+sY2Siq7Nhmq2B2g53+O6HQAY7y8/xJuvzLC9qeOMZ1QN8Nbee7WXiAKtvpojq2tLQziCJ86+BhUZiG2bezE5CicmBczmBtxDrjwvB0BIILKpXRIbGDALMPKeJhmbRRDC5maBtV+b+Bjzv/FVrwDxEMgHq+8R5Qh498Gq55D29tQ6m24/K6W8MDnGwSnyCQjf4QkeRux4+OoiezsoYfQ1TigYuugj3C4D6c3wKTvU3oKzt4+3O0efJatph89hQeIR80cpOaMR1aDjWPbxgs7z0GlywzgwjyFYkjWaA+KGbT2kqNdIKyl8d7AmmKbbRZ6LuoTBffWEHZ8BDvViG22cVB4cZdN5yy872Yfn3itZltJmQ+BvmUkyzsg8dbsTiBBNobWS0eP5lvbqOoBop0Ib2SHhg3DHEP8vKh/wp6gtEbQe2MjL7/mjFd99syyEfQCwRI9NzD9xETBd/givGSEuCJLaw9zlWH6tpmrdkQl3mt42b+OD7kfh1PUsIsYrhMjkmaac0JD4Ucao70Rso+/DXZukWuOexjtxXiroHOSwHIr9B0XPSeWHkgzO5Vu1GauGa0SgjVlDMhMy21UR2af8G0f1+Jr4gjglReAD/8WMM+MuNs4hj32YXuEGS+fq75+E+HbJaaRj5j9a4IAiT6C47wAz7+BYTTDJJ+i3x/BGY6BPs+nDfPiHGN2TBwVKm33qbHqiVPDpnfmvmx4mqXFVTo3x92JQkT9EXC0/J2vfewEuxj1XxBczkuD5zEtK0S2hUMGk5GHw0TjOdXDgV8icHuYNZUzxWfJUjNVgV98EdeTGMnkbVzbSXDL3cZhPsFz45vQ0a4B8TdzZLC7h6LB4KxYN0B5tzkkdEao0MpMCPvY/PIv/zK+67u+a/H7k5OT1bLBe8UIGAz3TB2yKavQgl4f1vAmRuoIdw5s3BwNMWHvAn+E656Dt1fnt5jn7oFBZDQYIUsS7OktDBssBU+X/b7G8YkLa85meQrB7f32qFqaGyLZ+gBw79epWSnMj+683HZd7ARD3AjmKObLFI21/X7BkYlgVNMEU7s2Amqr9CjEM5Fo5abj4tc6RSkuih71Ne4byXem7ycZv9M039uOSHFV6IVjQfnrIFzUh1eMh1x/DGuZ9BC7ZiuMd/so7oigORU5LvVYAqpwWhZea+7dczXicBvxzj72tIOs9uHcuom3jz5FZjR60QiK4i9sDnnzVRSTQwxGPZTDAwPss6nQeBeuF8lZTNrf876FX6WCaLXqRHmkt7K7bxSLNkW0FWL+RiMS521JC/VsZLZ9jldVmFSrgAGD0NSbCQhkr52OWZSc50bUPtAFTqMC/UtiZNaNTQ/ZQJEZJcHbOCH23F0DLuV1WmsZAcm29WBPOXs4hrfhMxuTrXog18NdHOMNyXKwzTkZXa43xIT5bxGXMnoVrHVfH1aYlwTGEqOiJQJ0wniJ4zE3sXqvnTnCXi7U66QWhK9vyjgZ6Oppq3WNgGUwRcVPsx/R+ciTQnoGcQz6FPC9tgUrykUrw8dcmEN9d4CxNKhT2H7fDvqOhfe7Fn4TBT6nwYXdZaW+M2bhcEhlrwubmFk9SsR7gofSNz4bM1Kce6SnhvB2bezPaxQRgb3i8py+L5/Kx6fv2XQ4sOBtjYF0iDA+xLw+lsaP1tY12DdNWYtOFEW8WKbpb72CPhtxhhnS1wmY5c8teFEAPdxC33PE/6S+yCTehi5dBPMcQz1tcBOAE4So3FqyIr5jI53ZuKfo8AG7hIINhlLyLI8CuMkdOFF/47Pmc2Y2kOMi90k5/WgPcOawBtfwRW6IN7MDUW+dOEDvxjVEbgwr8SXg8hyN8fgWMLgJ0PGcbHBI6LgzwLKI7Vhdq9LmYcPzYpaua9Kfa81sBgZ97sWMC5aln54byzozt6oQN5/FcZpnJfY8ikSWeInJnMEIsrVkdAsBZ38PNRWOmUFzXIO/q/cR6Qm2gucNrmldfW/dRn0RvSOG7V3rkHzFV3wFvvVbvxXf933fh3/9r/81wjDEF3/xFy9+/6u/+qt46aWX8J601iHpoC/6O7uY5zbuqPsYe4VkQCiiNAp87LgO7nTluOUztqAmM1gxm/VZcuD1KrodnSyKt4fAvYfRfgzLC7C7FePuZC6R9Cm7dRt46xCauIGOMePyKhuXQUlktDACFYc34VQflxQ/TTBsPRflcYq410NVJKdYPfJW0m3ZHC+MML79KiZ3ZsD//QRsUg7ZAl0iux5q0qHpcW0w9tzxdvuoKSrWsW1L4bOiGv+HeieIcPeKxLA2mOXGMKaENQ91mfgKpRuivzuCYl2XUtqNo8WIi4A4aVbUvF+PriFMK0TbPio3RjwirTXFngtMcuNItGZdvw7HSWCFPeitpfqlaeFuowyGuD3eRRi/T0oPKXsPrV83EyGRjRsvvQr4n4EizeE2lO3WxrGN+ydA5KbSACzorz8blmwo8ubB3hoLAE6MmRSnFjBl1+i8Ul7cZ5jbSQZtsl674YYh9q59EAkVZD+Z41Mfbyv7xqLgJcRBgPuz15E0oPf16J9VvCKKoZhuHw0Xr9l5/gWj4Hn3N8y4yqFwzsHfpNXlWTtk8LQ0aRd1pFHNCzCM9OPruO7eR709wHjLgZoewhUNoYYR07GhVviglaFXOxhqzUKn+czGeSMmguy0lbR9O0adQ03KGbx8UUsnFZyt6pvsgmPD2gsXv7boXZauZJionHza1o5Q16hwbN0awJke497bUtOU8SS4e3ENxMsEtgB6w94Ax7iPXBp0KngBM2kWhtcCVgPgDl1pxEnm1pE7RGQ3uwUZHjJOjMz3JXNYslwY27jTp8MHodGyJGVv76OfBgJktfpGoKs7vmSqsJOv3++juLWH2p6jZKM/lihFPZiN81w8F5jM/Li3h3vze7geX8e95O7KmqICq+kw1wwJs5bt4o22ga3ngbvL8M13bsBi92brBJQEbOfNuungBQSc6yLuYsadQopdo34R8THrWJR1uz0O8dZxgpejGNk9jcOkaggE4sHDsBB7yJHgleEtjGcu3swSKCtEpA326zKmWA7b3l+Re3hW7NK7O/Ejf/SP/lF8yZd8CeI4xj/6R/9IRJ9a+8mf/En8gT/wBx7Xdb7r7FbvFj6efBwJFZdZbtEevJvvM/1XzjCqRzJKG1CUJ2aTJYXPjINTC4mMCvbrHdwkrmTzpHQcbvwzkcjuGhfWpoXZGps+nWWRrzEMXLx5rYfg5dsI77DXDEWVFF54bke0NqJyFV3f7k9kJFlagYQR46t1Nl1FYJqN1zdklS4yt2dTcRra37Bb9G/Ai34D8Jrvarq3Kh4eFIvkSdkCgrWN8H2/Dc6HD6CaOrxtexhvv4JiXmLUWzpadCgt6Z9jsgStBSFl/YFwYLqndHEQm0xYTOxq7DkUZgXuGY2Q1obbPbjHhyjnFUL2R+pSTSlSONpHXjK1PELv2nUBV1O4kPenep1MSwO85jNwAguD7QDTOzYwr+DurJZ00B6alsa2HsC19hGMdtDrjXH8xm+i9kewbH6WuTduiuPxDvJDptodVMpCSMGqjt1wHfwav3tvB+gZh4TWzTpIm/vUaLBYii3slmb3DVNF5G7ZXUGZzrZsLtY1K2BdPgTKMYbCoBnBtthldrgxSl55b2gOjFf3ekg9G2NHSymHWBhKn5PK3dptlUt59QYlXtvnQWGuik5gBMxbfNmGqLtRKrb7njCWeFYKtmfYg12R4cRuu8v7ouCXZvdwNg6MXHG4aGRkEbjMvfoiY6fhnSHw/q1QVHRnlDAfuaDoDHvTXHMcfKJlk7H05VnQ28HiMGaa1toao7apDRMhim4jVhkSqqjGPbw176wjajeNXsUnnGN8dN4p8VO9emsApK/xIcOKLVE/xZtNulYyDz35cxkbopQeNboRx1uMb+yiSEv427uwAwdqcAIkb4tg49JqpFIGu4e8fwM6OTIwZ79kTVYA5DTdrF9LNJ9YdvbPH2dt4dY4BKZs3aAw3LLQuzmEl9t423ob18ta2IAe9w8q+aoEtn72OvY+EYdke3sb/+k//SccHR3JJJdujx37F//iX1xq8n/ajFH74JoL3C+Az7o2xMQ6QV0VKLsHccfCNppi6wJKHvvthn/aQXhlN0bOlP+by6pim9loIzvfvwHfJ4Xsoq2YGc+WWmwodK9oF6z4t2JsmyzaDhEnjR667Dce7KEDfbzqGPTGAeaTE2mitRW5OJxY6BHMdmq8Vv/dFSw6z+jkuL0zQhevh8oJBJ9iDXxYbLrG5mB7IcpfO0bRoRgudEzorHSqF+MeGTEsiVwcjXC8BlsUwjz/tW2Vjine88y90YdVD5F/7C6c+PRGPdjdgpeeSBkgHp8+/EJqTwiVtCfPh/gnZ3ZsmqL99pdRTwCfh8QGi6NXsc+mxYzsHNInPWD8ElSPip/XpbVJ5Y8xGC0dGp/lnSDEvWkLNDBjSgn+PW1LY8Kz7PortzE/GWLr5qu4Owuw218eVIrU8KEHdZ/MiC28MbwLrxfAbjEoHROAd8kKIRsIbqMXUJH15BQzrjXH2UOKjwpIVd/qC/i8u8sFIvG/DmykRpABSbbmvfwyyukU9nCIcKpRWXdNdqWx53wXb2cFbp6BldoRh/flxb9fDj2kVW3KAdKjiW0XluNHtdfhcLhgfZxl7N69QHvyufYJJlZI+x6mZG6sGwHrY8cwaQS7pqF3qPgaAJOe4OYsy8P7YiMnVx6t5GHFWD5kE0vqmLBkImPWYNrCl27AvR3DGjTzTh2sBidnWWcsaaPYh2bHXos9eWzolhXFbFJMSYDGWRzSkfJQCw28YaA57AIdIQtb59hkbQVn71gIKTjJMzEy5TD2q/E/8AHkjDYuaT3v+aZBqi2MsSGVgOf/04xpA4x9ULvMcD2tduU7H7QTZc3G49OR1HvCVmQl1zIVzSKT/67NVWoJOOTXuzwYbMzZTyVbrR5TiwCVicYp9fw8a99RJSld1Xz2meBOKil2fvZK6OGOozFsDjkeJJ6zyhY4y8iXH+wEKEhBo27DToDX2HE2duQe5PPOA1AR/+I5yAUrsVp24OHnEuA3A4Ys2zSLffFWWBh4A9R6Cjuz0ec42Ra2HEMofKjFqYjlMOBAbrBq1qgzUs2SHXHFkdox2g1NNBS5GteGPvb3eSzNMNQ2jgqKv5la9KysMNoaITu4C71pTVxivPsBRbpcSaGfZ9fGe0jCCEfHx9Kscd0YNPDZ+V4BJzg9B3lY3e7fXvybzgLVJ819h7B3zpaeFjD0uBGva0DT4/EIgfsW2HNZbb0fW7/tM05hK1iK3PNdlEmBIPYWFG5mTwLiiDYZhbucBL3xGL3hHna5d9/vpOefM/cw3L8OB3PUvUAcy27G6NRHsn8TRUsuMIvp8mtfhHhnR7A9p8fBzDFxVM95tpRCZxbKfKaRdJfraAKEoazNy2/H3A/YTYC2G+xiSnCn25cE0Xm2XpIqqgglRcDqm4v6JlljWXMvdKqGvo27dPrWsg2tEVBPFV3pItp+j1CoF90ONryJTRw9zIsUHjNnnka8G8o+YnfOmMHOHo7efhPx+IyeLGSJ9W8wxbfy456vEV+/gYljOgT7rQNCp6uLYeN9+gFQl3hpl/2wU+zELt7u4psaeymskPYZuLyCcOBixOylpdBfK9ldxkTH5ypv8PpAeiysx3ezfVqp9SGNE1HvhsAslUO1a0yBj/bJnFHSVt5mCaAxbWm8NHjpFGKfr32e3VYFVPY80vRTcF2Tthv2Y8wTamCw+d0Zm3fH9E6A8iCVWjQPn8/YinA4y7HdHgSexk5oi2LiecZN6fmYCHgLOquht0NEs1YAzkLci1EebSS0LhYq6+ls47X+KnYEpbHr8Vm2RSVFfw5rnpqN2GtEmh6lnfFx7CFREhTXscjVIralVA+RN8RvCwKJ/mlUjlXxDaCMV8TlCFYrDw7g770o/Vm1SKpvNje0YaXMTG1enmRZ0PpMYVsBjiigpTZEZ24fVVyj7u1ARbGk1i+yMHwRNUGwl+iDITTzdjMWVV+2QnCkoytP6a4zsn37OQFqU1jq1jqAlQC+0RCHx6tU+YUNbgPWpwRntW56dwd2A96js+Pt7MI/NK54m6HYdjU+kWSIO+WzxT1ceJdkqkSS2dhkL25HktX09/ZWynMX2av7Mbwt9ox6+C14J9wB/3fKVsa5rY0uD+4xRdgsS0QHPdsxzdiqodEM6YRG+7GDe4FGPjNU+k12maCc2dXOP3Aj3IPKjnAtvInXks1BjR/H8MIXTwk1LswNgZh9hTaLTJJl5/WN+OBAawketjuZx+s9Hx+7N8Ve5KLnWvjAjQF6vWu4M01PRTXMXHqegzerXPbvbc8RZ+TK1pQzr2RbL7FvywpOZt0obZClCteGGhOlZN6vly2fdvu0Q/IIjBG1dLbacCa3B6ffRNxdI0Vskw0WkRI7Tb6w+Ln7/POwtwJU9/8PbPviWirTqdb+8nv3+r786Vwc9mP7zFRCd4OgyihGZ0wX0e94G3VH2j3oDUQ3xb1gkzZYB3NNVHjcLNRhbMfRmNoWblyCAky8AGv2l9civrqJZklw+9TP5L9rGwfBxfxT1xWKYgKtl7TUdaPyYjjwVqI6Gh3YWTHD0DOHo6TK0xJ1n/KZDWqxa+EY1f4Y5XAV2HyenXddrZEldsqE1vLbMPFTwZ6sm60dYWw9kNHZGa6O83nWlje7c5eMK+ItstwTfNDQs6WRXqCXzSWvesA6N66jPDxEcPu2HNQ1G4tynRAncoFdGwYY7Vz8ukdmoxeA6ljKlK1tBWPcvvE8KtjobTlGgVaZ/SaoKiSTE2EL0nyKIlJXaEPm4DzjZ15PCswiexEIiYUKzonGvkv15R6QbALvGjvTGbnAHDb62xrD3THO2p6rsUPl345DwvLwB3ZicV4r1zi8ooTK7GldSxf0s6zbtuJK5veB3jUijK/2Puv8cYjiWlpK7I5c1DtjVEkBa20Pedrt0w7JEzYR7nkII1jQFkDqIzCmWAkS40TvTPb+yMLcs9EbX+5aq3gPZTyF3wDDyKxB1MPtD75iUtmNrURAG4K3lR9uwBNQM4BRSVsmOvfWtprFfpbs7CWNNd4H6V/N7y8OEui1MWSpzBFJ6rOxWicnMey2IdyaA9t1YkV7hn8IBj3TlpsvHZzJUQG9hiu+jHFjzpsNmAe89K5Zt46Y3dNWxqZAGY1tGZief240kX43VZU3zJerf6YejeRPa5I9eKkpAT4FDAfVlWFgSYM4hY5RNykQCfJaFJy7WUc6AePrN5EnCYqykh5aaU3HttqYqeIB3tpKQ7qei734dEZT7+2iLO/BZisIzuFLZO9W3t8VYTvHWLZscTRci+UkX5H+Z7mxPqwkgHH968vMV+gJpmeXWYbJY3iWvaU45KOweLyFyRsEzJvMK7EuXW2cZ8U+7ZA8Iev1ephOKeJz1mH0DonYbC+Bcm305Ece/P3LR2////buPLip6osD+GnSrG3Tplu6QimFMrIji6DyU2FAZEAcR5FhGEDFAcEBRRBcwD8cwXUURHR0WBwXEEaqoxZh2GFYRUB2QcQOS8tiS4GuyfvNuW3CS5u2WV76kvb7cWJJ8vqS3KQv5917z7nx8fFUXljoyjTISY4me5WBIq/WFguL1NANO690G0Gm5Jry+Z6GXPjMpCb7hydsplFVQYHoVXBor1BERM3S7B75OXwj/9LgNVXkX7GWGAtVV/MiZUaq4jNfX/fNBzhen8VHnLnGK4lyAgYHL87Jg4His0VLvIkMXAb7nO/t1c5koIsVlWIuUDjjzx2nz4shIPd7FNm/zWwT8zmcvVhKEMW7fBCZlED2sipRuVSOlye4WX2bEm3pZIm2kcaL3o6oOCuVXLtGRmsCFZbGU1k8V1Q2eWxXzvjzxGOp+JgY0ubGUHVJpV/Dr7yCutHKc/G8//vgHljRCyt/HtF60ZMsZiLLcKZLZm1PrMTP1WQibay8CEMQaHieV7VbL5a3eLhSl8rVs9UPhAOBgKQZAxK+NMzLj7ps4pji+CzK1rUmr98HoqiS7GxMzKvhCXwJHUSwkMjFsLgol1ZDJxqZispRvV5fM7ygMRhEZgKLpjhyJMXRlYKjpIu1kKl2/gyP63OXed0Dr/tOGz5L4OfJwyDi8ezuAQnXjeH/1AgTdboUclhvU2RMYk19gybwBE0OnsRCd0x2gM9MslBkFJexjvJY8MlbnJ3VvnaBx2Dh1Wnt5eWuYYJmEdeGtDo72S8WkYbXI6otjleTee7710+iKVFclJCVaKYLReWUUKdeTFM4/ZQXw6w738NmTCZTVSm1T84VKedVlRVenXnrYix0vfA2ZerslG2Ldk3EbXSOSBN42KS6yk56nmztZ5Zix7iaOjVyOl0sVVVxinltQOhNgo4zra2h+7nKc1oqaS/dauiUSBmJuUTlxR57oLwR7sEIQ0ASbngZdx4Plk1OU5QPZxxNMtR2H9ZmEXgm6+qtHe90lcGXsSQkUTfLAPqvspjiTTXZK/qMdJJsye5d03VodYlk11ykCI3n3grnEIjD7n6oSdHr6FpVNaUYIunG7dovqSBFJ/W6s7W8qnKs1weY2JgYUXSMU1LF/rRairTGkaa6ilKTrJQkC9i4C5uzWnj4TPGJwTKNpYQ3xJyYQhLX9JAVmWtKvdfg62vigoCmaNJnmUhvyiI6cTZkhpxM+khKls/58kJEE1/iVn1ck/Vv6nJOTuaJ3DyhXAlxKWaqrrSTvcpBpdfLScerA/vI07CY0ZgpTmoqZQkEAfNnEqq/J4TRdybohl/h98AhIFGKp/UtGpiR3sAOvN/UpFx3cCgRqYKNnA1yGXKbzub+O00sV8Dpuhqt76lyNoNOXJyTOPlMTF6lVsmDBQ/TcOVj3z4v7t3qmhslbj0LuvR0irdYRCG0uks6mDwsO68Ug4Und0qkN/l+tiZSib0MiDm7xlFaStq6qdW1FWR9fmzR9uH/FcALDd7QOMjkQwpxU+RzQiIUDFi5lD1xVXeDlqJ5/QaljiFa/gzUpi1zCfVA8RCKJZ3st/yozNicdGYSqVBeZMiFKgQkSuHSxXzmLjsgcl2Fqqoqt4q2LV4oH9MbyGpqCpf6d4qKq+2FUHjhKi5i5a+YhEQyRcdQZJ06GY0PEQYHp7brzBrSGIL7mdclJxPxxVOvXHy23+91KOEgleed+TIRnmOHDC46xvMRFMJzvzKsXBHav56vpvACoNz7UlntECsVK8GQ054cZWWkbXDOno+ik0nSN1XlRWXx2US8urlZmSFDNSAgUVJtkS0nkfveQCG5usyxsXTjShHpGyoOBf7h45sljYjXizEHXrwvSjZDP1SIMe4As7eUok+1UfWlkjuVNr2UYjHSxeJyivdxvkSDJwd+kM+5COZwlrd4yE6+wrpXeP7B7Ws1aaVNiNRxVVWNp87deqxclj6I2iVG0fVblV7Pl9EbTSIDrqFMEp5H01Qpd19xEUd7tYMiaytXhxytruZYF8YQkIQI7m7nM1w+SIByNFzjRJLIgWUNXPQaPVU6KilW798Xd2N4QbdIa83icb5IiDZQjFEn1vtQC68+rE9PdQ2/8mThsMP1WqJT6lUu9UQsQpjaiaoqr5JFgWA9EPy+p8T60BOk0VBim6xmDRy5yGVluZ2M9hAfugljYfgX13LxeiJhi7+AOLXXx2GCGFMUFZUUU6SPqY3eahNjpAKdhpJlwy6tXXZsNpXbyylKF0BhLnndCQ+Tb/15N1UJRupWSpb1UPKcHp4QHAq9JT7xIhhx6pyRQdduWslmCb+AvbnfF41WQ8YoDUWU1iwxAcpDQAKK0LRrR1RdTZomhpx4Ymg1l1evvW6JSqcOqVoy6oOzRgPXE8gJcrqq0jhbpqKiQmTDBAMvbhaliQr4y4DXjuHKs9x1Hq54IbOaarues47qTghWAheoc9gl0jWysrfSdAYDVZaV1ctC4gUc063NmGYN0IiwS1zmA3WPHj3EwePQoUNqPx2QdaHyAmJNyTYZyKLVuoIEXmQqJiqddH5mR7RECQkJYu5AqE+G5mJMvDaNJ+HUp8C1K5zVczndmw+KqUEsAGdJNFGcrXk/77HJKWSOjaOE9MxmfdzWRKerGfYyGDyvrQMtMCCZPXs2paWF98Sd1owLbLUzG+qtNwLu/E0BhsBwqjdXHOXPaUvCvVicjeVccRiUZzSmUVRUTk0lYPBLWP3V5efn04YNG+j9999X+6lACxNRu+BWhIqTKiE0hN2cEWhWZu4NFqX4tR5qoCBLslXMISksLKRJkyZRXl6eyM/3dniHL043boR4HjmohuuK6NKiw2usAQCaXYcoo1hWIOiBawS1OmFxOshv/oQJE2jy5MnUu3dvr39vwYIFog6I85KZifFTaFiwy6kDQMuA40QLDEjmzJlTUy66kcvJkydp8eLFVFpaSnPnzvVp/7x9SUmJ61JQUBC01wIAd9RZPBUAILSHbGbOnCl6PhqTnZ1Nmzdvpt27d7sWD3Pi3pKxY8fSypUrPf4ub1/3dwAgeNpbzXThlp1sMfi7A4AwCki46JB8JdKGLFq0iN566y3X9YsXL9LQoUNp9erV1K9fvyA/SwDwltWoo7j21vDp0g7WqtkAAbKa9VRYUkEWU9hM9QxYWLzSNm24cNEd0bVlwNu3b08ZGRkqPSsA8CQsgpGkTkSSo/mWlgfwkU6roc5plqAsaBiqwiIgAQBQlA7pmRD6NK0oGAnbgCQrK0tk3oB6DJoIqnBIFMcLksXEiEnHaix3DwAALUNYBiSgvg5mI5XZHTXFgfQxZDKZwnN1VAAACAlhUYcEQo82IsKtUiGCEQAACAQCEgAAAFAdAhIAAABQHQISAAAAUB0CEgAAAFAdAhIAAABQXatKjXDWLrlx44baTwUAACCs3Kj97gxWHbBWFZBw8S6WmZmp9lMBAAAI2+/S2NhYxfcbIbWikqcOh0MszMcVRZVab4MjRg5wCgoKyGKxKLJPuAPtG1xo3+BC+wYX2rd525fDBQ5G0tLSSKNRfsZHq+oh4QYM1mJ8/GbhDyJ40L7BhfYNLrRvcKF9m699g9Ez4oRJrQAAAKA6BCQAAACgOgQkATIYDDR//nzxE5SH9g0utG9woX2DC+3bstq3VU1qBQAAgNCEHhIAAABQHQISAAAAUB0CEgAAAFAdAhIAAABQHQKSACxZsoSysrLIaDRSv379aN++fWo/pZC0fft2GjFihKjuxxVy8/Ly3O7nedXz5s2j1NRUMplMNHjwYPrrr7/ctrl+/TqNHTtWFOeJi4ujZ555hm7evOm2zZEjR+j+++8X7wdXF3z33XeppVuwYAH16dNHVB9OTk6mUaNG0alTp9y2KS8vp6lTp1JCQgJFR0fT448/ToWFhW7b/PvvvzR8+HAym81iP7NmzaLq6mq3bbZu3Uq9evUSM+5zcnJoxYoV1BosXbqUunXr5ioO1b9/f8rPz3fdj/ZVzsKFC8UxYsaMGa7b0L6BefPNN0Wbyi+dOnUKzfblLBvw3apVqyS9Xi8tW7ZMOnbsmDRp0iQpLi5OKiwsVPuphZxff/1Veu2116QffviBM7qkdevWud2/cOFCKTY2VsrLy5MOHz4sjRw5UmrXrp1UVlbm2ubhhx+WunfvLu3Zs0fasWOHlJOTI40ZM8Z1f0lJiWSz2aSxY8dKR48elb777jvJZDJJn3/+udSSDR06VFq+fLl4zYcOHZIeeeQRqU2bNtLNmzdd20yePFnKzMyUNm3aJB04cEC65557pAEDBrjur66ulrp06SINHjxY+uOPP8T7lZiYKM2dO9e1zd9//y2ZzWbppZdeko4fPy4tXrxY0mq10vr166WW7qeffpJ++eUX6fTp09KpU6ekV199VdLpdKLNGdpXGfv27ZOysrKkbt26SdOnT3fdjvYNzPz586XOnTtLly5dcl2uXLkSku2LgMRPffv2laZOneq6brfbpbS0NGnBggWqPq9QVzcgcTgcUkpKivTee++5bisuLpYMBoMIKhh/wPn39u/f79omPz9fioiIkC5cuCCuf/rpp5LVapUqKipc27zyyitSbm6u1JoUFRWJttq2bZurLfnLc82aNa5tTpw4IbbZvXu3uM4HGI1GI12+fNm1zdKlSyWLxeJqz9mzZ4uDmtzo0aNFQNQa8Wftyy+/RPsqpLS0VOrQoYO0ceNG6X//+58rIEH7Bo4DEj6Z8yTU2hdDNn6orKyk33//XQwtyNfJ4eu7d+9W9bmFm3PnztHly5fd2pLXSuAhMGdb8k8epundu7drG96e23zv3r2ubQYOHEh6vd61zdChQ8XwxX///UetRUlJifgZHx8vfvLntKqqyq19ubu2TZs2bu3btWtXstlsbm3HC2sdO3bMtY18H85tWtvn3W6306pVq+jWrVti6AbtqwweMuAhgbptgPZVBg+B85B5dna2GPrmIZhQbF8EJH64evWqODDJ3yDG1/nLFbznbK/G2pJ/8rilXGRkpPjSlW/jaR/yx2gNq1nz2Pu9995LXbp0cb12DtI4oGusfZtqu4a24YNSWVkZtXR//vmnGF/n8fHJkyfTunXr6K677kL7KoADvIMHD4r5UHWhfQPHJ3c8n2P9+vViPhSfBPJcO161N9Tat1Wt9gvQ0s8yjx49Sjt37lT7qbQ4ubm5dOjQIdEDtXbtWho/fjxt27ZN7acV9nhZ++nTp9PGjRvFZHRQ3rBhw1z/5snZHKC0bduWvv/+e5FEEErQQ+KHxMRE0mq19WYi8/WUlBTVnlc4crZXY23JP4uKitzu5xnenHkj38bTPuSP0ZJNmzaNfv75Z9qyZQtlZGS4bufXzkOMxcXFjbZvU23X0DacdRJqB7Vg4LNIzhy4++67xZl89+7d6eOPP0b7BoiHDPhvm7MzuNeTLxzoLVq0SPybz7LRvsri3pCOHTvSmTNnQu7zi4DEz4MTH5g2bdrk1l3O13lcGbzXrl078WGWtyV38/HcEGdb8k/+g+GDl9PmzZtFm3O079yG04t5PNSJz7r4zNZqtVJLxfOEORjhIQRuE25POf6c6nQ6t/bleTU8hixvXx6SkAd93HZ8MOFhCec28n04t2mtn3f+7FVUVKB9AzRo0CDRNtz75LzwXDGe5+D8N9pXWVwu4ezZs6LMQsh9fn2aAgtuab+cCbJixQqRBfLcc8+JtF/5TGS4M4Oe08X4wh+5Dz/8UPz7/PnzrrRfbrsff/xROnLkiPToo496TPvt2bOntHfvXmnnzp1iRr487Zdni3Pa77hx40Q6Jr8/nIbW0tN+p0yZIlKmt27d6pbWd/v2bbe0Pk4F3rx5s0jr69+/v7jUTesbMmSISB3mVL2kpCSPaX2zZs0Ss/CXLFnSatIm58yZI7KWzp07Jz6ffJ0zvDZs2CDuR/sqS55lw9C+gZk5c6Y4PvDnd9euXSJ9l9N2OSMv1NoXAUkAONea30iuR8JpwFwjA+rbsmWLCETqXsaPH+9K/X3jjTdEQMFB3qBBg0S9B7lr166JACQ6Olqkm02cOFEEOnJcw+S+++4T+0hPTxeBTkvnqV35wrVJnDiwe/7550WqKh80HnvsMRG0yP3zzz/SsGHDRO0WPljxQayqqqre+9ijRw/xec/OznZ7jJbs6aefltq2bSteNx+I+fPpDEYY2je4AQnaNzCcfpuamipeNx8X+fqZM2dCsn0j+H+BdQABAAAABAZzSAAAAEB1CEgAAABAdQhIAAAAQHUISAAAAEB1CEgAAABAdQhIAAAAQHUISAAAAEB1CEgAAABAdQhIAMArEyZMoFGjRqn2+OPGjaO3335b8f0+9dRT9MEHHyi+XwDwDSq1AgBFREQ0ev/8+fPpxRdfFIv58Wqhze3w4cP00EMP0fnz5+nq1av1FhGsa/ny5ZSVlUUPPvig2yrdffr0oXfeeYe6du3quv3o0aM0cOBAOnfuHMXGxgb1dQBAw9BDAgB06dIl1+Wjjz4SK3nKb3v55ZfFl7UawQhbvHgxPfHEExQdHU2ZmZluz23mzJnUuXNnt9tGjx7ttnop3/bbb7+JFXqHDx8ullx36tKlC7Vv356+/vprVV4bANRAQAIAlJKS4rpw4ME9JvLbOBCoO2TzwAMP0AsvvEAzZswgq9VKNpuNvvjiC7p16xZNnDiRYmJiKCcnh/Lz890ei3skhg0bJvbJv8NDMdzr0RC73U5r166lESNGiOtarbbec4uMjHS7zWQyuX4/OTlZ3NarVy/xXAsKCujkyZNuj8H7XrVqlYItCgC+QkACAH5buXKlGArZt2+fCE6mTJkiejIGDBhABw8epCFDhoiA4/bt22L74uJiMfTSs2dPOnDgAK1fv54KCwvpySefbPAxjhw5QiUlJdS7d++Anivvwxl06PV6t/v69u0rXgP3oACAOhCQAIDfunfvTq+//jp16NCB5s6dS0ajUQQokyZNErfNmzePrl27JoIK9sknn4hghCendurUSfx72bJltGXLFjp9+rTHx+B5I9wrwj0d/sjIyBC9KDzc9O2339LIkSPFY8ulpaWJYZzLly/79RgAELhIBfYBAK1Ut27dXP/moCEhIcFtwigPybCioiLX5FQOPjhAqOvs2bPUsWPHereXlZWRwWBocuJtQ3bs2EFms5n27NkjAqHPPvus3jbOIR5nTw4AND8EJADgN51O53adgwb5bc4gwuFwiJ83b94U8zU406Wu1NRUj4/BPS4cKHAPRt2hFm9wRg73juTm5orAiCe8bt++3W2b69evi59JSUk+7x8AlIEhGwBoNjyx9NixYyIllye8yi9RUVEef6dHjx7i5/HjxwN+/KlTp4pJtevWrXO7nW/joR0OfgBAHQhIAKDZcEDAvRFjxoyh/fv3i2EaTsflrBzOpvGEey04kNm5c2fAj89DNzy/heuqyEsw8bAOT8AFAPUgIAGAZsOTR3ft2iWCDw4AeL4Jp+LykIpG0/Dh6Nlnn6VvvvlGkecwbdo0OnHiBK1Zs0ZcLy8vp7y8PBGoAIB6UKkVAEIeT2zlOSCrV6+m/v37K7rvpUuXiiGcDRs2KLpfAPANekgAIORxFsxXX33VaAE1f/EkXK4ECwDqQg8JAAAAqA49JAAAAKA6BCQAAACgOgQkAAAAoDoEJAAAAKA6BCQAAACgOgQkAAAAoDoEJAAAAKA6BCQAAACgOgQkAAAAQGr7P71T8MYTtSj/AAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot time series before and after standardisation for one subject\n",
"fig, (ax0, ax1) = plt.subplots(nrows=2, sharex=True, figsize=(6, 6))\n",
"\n",
"ax0.plot(data_raw[0:4800, :], alpha=0.2)\n",
"ax0.set_xlabel(\"Time (TR)\")\n",
"ax0.set_ylabel(\"Signal amplitude\")\n",
"ax0.set_title(\"Original time series\")\n",
"\n",
"ax1.plot(data_preproc[0:4800, :], alpha=0.2)\n",
"ax1.set_xlabel(\"Time (TR)\")\n",
"ax1.set_ylabel(\"Signal amplitude\")\n",
"ax1.set_title(\"Standardised time series\")\n",
"\n",
"plt.subplots_adjust(hspace=0.5)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## **3. Train or load pre-trained Gaussian HMM on fMRI data** \n",
"\n",
"In this step, we load a pre-trained HMM that was fitted to the time series from all subjects. The model uses a Gaussian observation model with full covariance and includes six hidden states.\n",
"\n",
"> **Note**: For details on training from scratch, follow the tutorials [*Standard Gaussian Hidden Markov Model*](./GLHMM_example.ipynb) or [*Gaussian-Linear Hidden Markov Model*](./GLHMM_example.ipynb). In this notebook, we use Gamma values decoded from a HMM model to focus on the across-subjects testing."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"hmm = io.load_hmm(data_dir / 'hmm_pred.pkl')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Decode state probabilities**\\\n",
"We now decode the state probabilities (`Gamma`) for each subject using the standardised time series."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# Decode Gamma (state probabilities)\n",
"Gamma, _, _ = hmm.decode(X=None, Y=data_preproc, indices=idx_time)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### **HMM-aggregated statistics** \n",
"Fractional occupancy (FO) measures the proportion of time each subject spends in each state."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"FO shape: (100, 6)\n",
"Behavioral data shape: (100,)\n"
]
}
],
"source": [
"FO = glhmm.utils.get_FO(Gamma, idx_time)\n",
"\n",
"print(\"FO shape:\", FO.shape)\n",
"print(\"Behavioral data shape:\", data_behav.shape)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Visualise fractional occupancy**\\\n",
"This plot shows the FO for each subject across the six states."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"graphics.plot_FO(FO, xlabel=\"subjects\", figsize=(10, 5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This gives us a subject-by-state matrix that we’ll use in the next step to test for associations with behavioral measurements."
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"# **4. Across-subjects testing** \n",
"\n",
"Now that we have prepared our data across individuals, we’re ready to test whether brain dynamics (FO) are linked to behavioral differences across subjects using the across_subjects function.\n",
"\n",
"Before we dive into the test, let’s quickly explain the idea.\n",
"\n",
"In this type of test, we want to see if people with different behavioral characteristics (e.g., age, reaction times) also show differences in their brain state measures. For example, does a subject’s fractional occupancy of certain brain states relate to their behavioral scores?\n",
"\n",
"To answer that, we use permutation testing. This approach creates a null distribution by randomly shuffling subject labels. If the results from the original (unshuffled) data are clearly different from what we see under the shuffled scenarios, it suggests that there is a real relationship between brain dynamics and behavior.\n",
"\n",
"\n",
"\n",
"Figure 5A: Example of permutation across subjects. Each row is one subject. The first column shows the original ordering. Other columns show permutations."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## **Across subjects – Multivariate** \n",
"The multivariate test looks at all FO values together to see if they jointly explain variation in the behavioral variable.\n",
"\n",
"* `D_data`: fractional occupancies (subjects, states)\n",
"\n",
"* `R_data`: behavioral variable (subjects,)\n",
"\n",
"* `confounds`: optional, used to regress out effects of other variables\n",
"\n",
"Settings:\n",
"\n",
"* `method`: apply a `multivariate` regression test across states\n",
"* `Nnull_samples`: number of permutations to build the null distribution"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Set up and run the test"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total possible permutations: 2.84e+35659\n",
"Running number of permutations: 10000\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 10000/10000 [00:02<00:00, 3934.80it/s]\n"
]
}
],
"source": [
"# Setting up the parameters for the across-subjects test\n",
"method = \"multivariate\" # Method for testing (default = \"multivariate\")\n",
"Nnull_samples = 10_000 # Number of permutations (default = 0)\n",
"\n",
"# Perform across-subject testing\n",
"result_multivariate =statistics.test_across_subjects(D_data=FO, \n",
" R_data=data_behav, \n",
" method=method,\n",
" Nnull_samples=Nnull_samples,\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Understanding the output**\n",
"\n",
"The result is stored in a dictionary called `result_multivariate`. Here's what it contains:\n",
"\n",
"* ```pval```: array of p-values with shape (1, q). Each value corresponds to a behavioral variable. See the [GLHMM paper](https://direct.mit.edu/imag/article/doi/10.1162/imag_a_00460/127499/The-Gaussian-Linear-Hidden-Markov-model-a-Python) for details.\n",
"\n",
"* ```base_statistics```: test statistics for the unpermuted data. For multivariate tests, this is the F-statistic\n",
"\n",
"* ```null_stat_distribution```: array of test statistics computed from each permutation\n",
"\n",
"* ```statistical_measures```: dictionary showing which statistic was used (e.g. F-stat)\n",
"\n",
"* ```test_type```: Indicates the type of permutation test performed. In this case, it is ```across_subjects```.\n",
"\n",
"* ```method```: test method used, here it is `\"multivariate\"`\n",
"\n",
"* ```max_correction```: whether MaxT correction was applied during permutation\n",
"\n",
"* ```Nnull_samples```: number of permutations used to generate the null\n",
"\n",
"* ```test_summary```: structured summary of results including F-test and model coefficients\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Display the test summary**\n",
"\n",
"We can print a clean summary of the result using the helper function below."
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Model Summary:\n",
" Outcome F-stat df1 df2 p-value (F-stat)\n",
"Regressor 1 15.4278 6 94 0.0\n",
"\n",
"Coefficients Table:\n",
"Predictor Outcome T-stat p-value LLCI ULCI\n",
" State 1 Regressor 1 -4.934702 0.0000 -1.956605 1.954004\n",
" State 2 Regressor 1 0.771663 0.4314 -1.979872 1.963015\n",
" State 3 Regressor 1 -0.076354 0.9390 -1.963835 2.002302\n",
" State 4 Regressor 1 -2.469949 0.0146 -1.954778 2.032965\n",
" State 5 Regressor 1 0.557554 0.5682 -2.020788 1.965015\n",
" State 6 Regressor 1 9.661851 0.0000 -1.988874 1.991025\n"
]
}
],
"source": [
"statistics.display_test_summary(result_multivariate)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This shows the overall test result and the contribution of each state. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Visualisation of results**\\\n",
"After running the multivariate test, we can visualise the results using a simple bar plot of p-values.\n",
"We will use the function ```plot_p_values_bar``` from the ```graphics``` module \n",
"> Lower p-values (below α = 0.05) are shown in warm colours, while higher p-values are shown in cool colours."
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot p-values\n",
"graphics.plot_p_values_bar(result_multivariate[\"pval\"], \n",
" title_text =\"Barplot of uncorrected p-values\",\n",
" figsize=(3, 3), alpha=0.05)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This shows the overall result and the contribution of each state when modelled together."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## **Across subjects – Univariate** \n",
"This version tests each state individually. It assesses whether variation in a single state's FO across subjects explains the behavioral variable.\n",
"\n",
"Each test is run separately and produces one p-value per state. This allows for identifying specific states that show a strong effect.\n",
"\n",
"* `D_data`: fractional occupancies (subjects, states)\n",
"\n",
"* `R_data`: behavioral variable (subjects,)\n",
"\n",
"* `confounds`: optional, used to regress out effects of other variables\n",
"\n",
"Settings:\n",
"\n",
"* `method`: apply a `univariate` test across states (run one test per state)\n",
"* `Nnull_samples`: number of permutations to build the null distribution\n",
"\n",
"Run the univariate test"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total possible permutations: 2.84e+35659\n",
"Running number of permutations: 10000\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 10000/10000 [00:01<00:00, 8130.00it/s]\n"
]
}
],
"source": [
"# Set the parameters for between-subject testing\n",
"method = \"univariate\"\n",
"Nnull_samples = 10_000 # Number of permutations (default = 0)\n",
"# Perform across-subject testing\n",
"result_univariate =statistics.test_across_subjects(D_data=FO, \n",
" R_data=data_behav, \n",
" method=method,\n",
" Nnull_samples=Nnull_samples,)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Display the result**\\\n",
"We can print a detailed summary of the test output."
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Model Summary:\n",
" Unit Nnull_samples\n",
"t_stat_independent 10000\n",
"\n",
"Coefficients Table:\n",
"Predictor Outcome Base Statistic P-value\n",
" State 1 Regressor 1 -4.934702 0.0001\n",
" State 2 Regressor 1 0.771663 0.4408\n",
" State 3 Regressor 1 -0.076354 0.9421\n",
" State 4 Regressor 1 -2.469949 0.0154\n",
" State 5 Regressor 1 0.557554 0.5823\n",
" State 6 Regressor 1 9.661851 0.0001\n"
]
}
],
"source": [
"statistics.display_test_summary(result_univariate)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This shows the t-statistic and p-value for each state.\\\n",
"A low p-value suggests that `FO` in that state is related to the behavioral variable."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Visualisation of results**\\\n",
"To get a quick view of the results across all states:\n",
"Again, we use `plot_p_values_bar` to display the uncorrected p-values. \n",
"\n",
"If you have more than one behavioral variable, use `plot_p_value_matrix` instead.\n",
"\n",
"> Lower p-values (below α = 0.05) are shown in warm colours, while higher p-values are shown in cool colours.\n"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot p-values\n",
"graphics.plot_p_values_bar(result_univariate[\"pval\"].T, \n",
" title_text =\"Heatmap of original p-values\",\n",
" figsize=(7, 3), \n",
" xticklabels=\"State\"\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Multiple testing correction**\n",
"\n",
"To account for multiple comparisons, we use the Benjamini-Hochberg procedure:"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [],
"source": [
"pval_corrected, rejected_corrected = statistics.pval_correction(\n",
" result_univariate,\n",
" method=\"fdr_bh\"\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the corrected results:"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot p-values\n",
"graphics.plot_p_values_bar(pval_corrected, \n",
" title_text =\"Corrected p-values\",\n",
" figsize=(7, 3), xticklabels=\"State\"\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Plot permutation distributions**\\\n",
"These plots show the distribution of test statistics under the null for each state. The red line marks the observed value."
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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kG08CCRmJKQGNfOblNZT3Wbqh5L2VwFGuk5/3VQq0ZZP/E5cuXVLvjQQpkvGTbE9u/4ckoymfR3lfJdCXkVOySXukXkjmUpJsp/yfkf8jEpzJQAb5ISLBinSj5kWKmPv06aPmMpLlMKTNEqzJ/wV5jtIGGd1FOtJhuDuV8Xl2ciNz5gwcOFDN+uvq6qqFhoaqmV/ffPNN7dy5c/mehyOvmUxzm502r/k4ZNbjdu3aqRmBZYbVhx56SIuIiMj1vmbPnq3mYpHrZ58dV+bZGTx4sHqOMjNwmzZttHnz5uU6w/ClS5e0oUOHqrlUZF6h/M6gLHPbDBkyRN1OXktpg8ygfPny5Xw/71u9XjmRGWdfeOEFrVKlSur5N2zYsEAzKMs8Om+88YbWtWtX20zOFStWVHP3LFu27KbHW7JkiXoNZXbg3GZQzk1+Z1CWWXplBuXevXvnOINycX9G8ppBWeZ8sd7Ox8dHXff333+/6bp5/R/J63NT3JKSkrRff/1Ve/zxx9VcNvJ5lPmkypUrp+bdmTJliprhuiDvq8ydJXPqyOdCZk+W12PatGnq/5b1vctMZgZ/7LHH1OdJHjun5759+3btvvvuU/cp/1+knS1btlRzLR0+fPiWz1P+Pj366KPqOcr7L3P3yHxe8jmePn16nvMKUelwkX/0DLaIiIiIShJrdoiIiMipMdghIiIip8Zgh4iIiJwagx0iIiJyagx2iIiIyKkx2CEiIiKnxkkFAbXQoayUK2ujlMZ6S0RERFR0MnuOTAJZsWJFNalqbhjsACrQyW1FYSIiIrJvMmN15cqVcz3OYAewrXYrL1ZJrBzs1GTtn4oVM/YvXgS8vPRuERERlRExMTEqWXGrVesZ7AC2risJdBjsFFDmlYfltWOwQ0REpexWJSgsUCYiIiKnxmCHiIiInBq7sahoTCZgxIh/94mIiOwMv52oaNzcgNmz9W4FEd2CxWJBamqq3s0gKhBXV1cYM9eGFhKDHSIiJ5+HJDw8HFFRUXo3hahQ/P39ERoaWqR58BjsUNFoGpCQkLHv6Skl8Xq3iIgysQY6wcHB8PT05MSp5FCBekJCAiIjI9X5ChUqFPq+GOxQ0Uig4+2dsR8Xx6HnRHbWdWUNdAIDA/VuDlGBeXh4qFMJeORzXNguLY7GIiJyUtYaHcnoEDkq6+e3KDVnDHaIiJwcu66orH9+GewQERGRU2OwQ0REDq169er4+OOP4Szs7fmsX79eZVeKMqKve/fuGDduHPTCYIeIiOySLM78yCOPoGLFijCbzahWrRqeeeYZXL16FWWZjFCaOHEiatWqBXd3d5QvXx7dunXD77//XuSAqXsOQUnHjh1x6dIl+Pn5FTowWrhwId58803ohaOxiIjI7pw6dQodOnRA3bp18dNPP6FGjRo4ePAgJkyYgGXLlmHr1q0ICAjQbZSbfKEbDPrkC0aPHo1t27bhs88+Q8OGDVXwt3nz5hILAs1ms5rnpij0eq9sNNKio6M1eSnklAooMVHThgzJ2GSfiOxGYmKidujQIXXqaG677TatcuXKWkJCQpbLL126pHl6emqjR4+2XVatWjVt0qRJ2n333aeOVaxYUfv8889tx9PT07XXX39dq1KlimY2m7UKFSpoY8eOtR1PSkrSnnvuOXU7uX3btm21devW2Y7PmjVL8/Pz037//XetQYMGmtFo1GbMmKG5ublp169fz9K+p59+WuvRo4ft/F9//aV17txZc3d3V89HHjcuLs52PCIiQrvjjjvU8erVq2tz5sxRz2fq1Km5vjbSltmzZ+d6vFu3buo7LfMmrly5ol4jeZ4eHh5a48aNtblz52pWI0aMuOl2p0+fVq+F7Fuf65kzZ1Sb/f391evVsGFDbcmSJeq62W8v92lt0zPPPJPlNX/hhRfUayLvSa1atbSvv/5aK+jnOL/f3wx2GOwQUVkMduQLN7ct+/Xzum62YCTX6xXA1atXNRcXF+2dd97J8fhjjz2mlStXTgUxQoIDHx8fbfLkydrRo0e1Tz/9VAUkK1euVMfnz5+v+fr6akuXLtXOnj2rbdu2TZs5c6bt/h599FGtY8eO2saNG7UTJ05oH3zwgQpkjh07Zgt2XF1d1XU2bdqkHTlyRAUsISEhWb6g09LSslwm9+Xl5aUCF7kvuW2LFi20hx9+2Hab/v37a82aNdO2bNmi7dy5Uz2GBCJ5BTv16tXThg4dqsXExOT6+kkQIQGgBIeXLl1Sl58/f149tz179mgnT560vU7yeoioqCitQ4cO6vW13k6eU/ZgZ8CAAVqfPn20f/75R93Pn3/+qW3YsEFd99dff1XXlfdBbi/3mVOwI+2X4HPhwoXqPlavXq3Nmzcvx+fDYKcMBDtduvfU6jZskusmx4mIChzsZMx/nvN2++1Zr+vpmft1u3XLet2goJyvVwBbt25Vf5N/++23HI9PmTJFHZesiDXYkUxQZvfee68KJMRHH32k1a1bV0tJSbnpviT4kS/8CxcuZLm8V69e2sSJE23Bjjze3r17s1xHvrx79vz3b/CKFSuyZHtGjRqlPf7441luI5keg8Gg3hMJCOR+t2/fbjt++PBhdVlewY4EFhLMSADWunVrbdy4cdrff/+d5Tq3yg5ZSeAiWS2r7EGJyB7sNGnSRHvjjTeyXCe36+Z0v9bnvWrVKi0/iiPYYc2OnYuIvIzRHy/I9fj0cUNKtT1ERKVFhWT5JPU92c9bC3TvuecetV+zZk3cdtttuP322zFw4ECYTCbs379f1eBIbVBmycnJWWadlrqVpk2bZrnOsGHD0L59e1y8eFEVUf/4448YMGCAWstJ7Nu3D//884+6PPNzSk9Px+nTp3Hs2DHVhlatWtmO169f33b73HTt2lXVNEndktTqrFmzBp988gn+97//4dVXX831dhaLBe+88w5++eUXXLhwASkpKep5FnTSyaeffhpPPvkkVq5cid69e2Pw4ME3vTZ52bt3r5oJWYqqSwuDnRLWtUcvFbDkJiIiHCEhuRd+nT9/AXYtPp7LRRA5Ivn/mpvsU/LfWJsoR9mLdM+cKWLDgNq1a6sC4MOHD+Ouu+666bhcXq5cOTUKKT+qVKmCo0ePYvXq1Vi1ahX++9//4oMPPsCGDRsQFxenvnh37dp101IE3ta/bTeWLcg+uV2bNm3UiKh58+apL//ffvsNs2fPth2X+37iiSdUcJBd1apVVbBTlNXAu3TporYXX3wRb731FiZNmqT2JTDLyQcffKCCIgn8mjRpAi8vLzXySoKegnj00UfRr18/LFmyRAU8kydPxkcffYSxY8cWaAmI0sRgR+fMzMS72t7yOBFRsSvID5OSum4uJKPSp08ffPHFF3j22WezfDnKwqaSKRk+fHiW4EOyHJnJ+QYNGtjOy31INke2p556SmVQJKvTokULlfGQtZckcCgoye5IeypXrqxGZ0lmx6ply5Y4dOiQCt5yIm1IS0tTgZYETkKCssLMZyOjsuS+kpKSVLAjmzyvzDZt2oRBgwbhwQcfVOclwyQBl9zWKqfb5RZAyqgw2WQY/FdffaWCHWugldd9SKAljy3BpmSGSgPn2SEiIrvz+eefqy4WySBs3LhRzbmzfPlyFQRVqlQJb7/99k1f5O+//7768p42bRrmz5+v5uQRkm355ptvcODAAdX9M2fOHBX8yLw90n0lAYsETzIXjHQvbd++XWUrJHNxK3Lb3bt3q/YMGTIEbm5utmOSZZFupjFjxqium+PHj6u5cOS8qFevnupWk+yPDCWXoEeyJrfKfMhcODNmzFDXP3PmDJYuXYqXX34ZPXr0gK+vr22eHXndpLvqypUr6rI6deqozJa0SbJj8rgRERFZ7ltuJ22R+5XbSVCSnWSDVqxYoV4ree7r1q2zBZbymkoQunjxYly+fFllt7KTxxgxYoSaQ2nRokXqfmR+Hulec9pgR94IiTIlkpc3WCK+nTt3ZunffO2119TS7nJcokD5wGR27do19YGTN1n6OkeNGpXjC0xERI5Bvpjlu0DqbIYOHaq6ix5//HH1hb5ly5ab5m157rnn1PUlUyNdOlOmTFGBkpDvBck8dOrUSdWWSHfWn3/+aavJmTVrlgp25D4kALnzzjuxY8cO1dV0K5K1adu2rarNke+hzOSxJHshAZhkjaRt8n0m9T1W8thyXupX7r77bvUcZXXvvMjz+u6779C3b18VZEhGRS7LHCxIl5YELPK6lb/R3ffKK6+obJNcVwImmTtHnmtmzz//vOrOk2yP3O7cuXM3Pb5kbSQ7Jo8twZoEjJKFExKISu3QSy+9hJCQEFtgl92XX36pgkPpUpQM12OPPYZ4KYsoIS5SpQydXL9+Xb358uGV/k55YSWQkTdHNvHee++pCFveWJlUSoqvJPUoqUGZOVL0799fze4oka6sijpy5EiVEpw7d26+2hETE6NmhoyOjrZFxcWlXqOmt+ymmvzb9kIflwLlowf/gW5Ys0Nkt6RLQ341y99O699LImf6HOf3+1vXmh0JZKTfTyJbK3kyVhKHSSGVRKPSzyi+//57FS1K6uu+++5TqThJbUoU3rp1a3UdmVVSqu0//PDDLBE0ERERlT26dmP98ccfKkCRYYGStpMsj6QarSSSk2K0zAVMEsG1a9dOpTGFnEqK0hroCLm+FIpJv2NOpB9YosHMGxERETknXYMdKRSTfjvpm5ViJ+nKkiF60mUlJNARksnJTM5bj8lp9v5NmbdA+nOt18lOusUkaLJukl2iQpKhmrffnrFlH65KRERkB3TtxpIqb8nIyCRHQjI7Ui0/ffp0ValdUmSY3Pjx423nJbPDgKeQpP80HyMWiIiIymRmR0ZYZR7fL6S621r9bV1lNfvQODlvPSanMj9CZjLXgIzQym2VVhkaKIVMmTciImel4zgUIrv4/Oqa2ZFhgDKBUmYyRE/G6VuLlSVgkamwmzdvbsvCSC2OdHlZpwSXCZhkvgHrlNtr165VWSOp7aGizfAsQoLLY+O6NaXWJiIqHjLLrkhISNBl1lqi4iCf38yfZ4cLdmRmzI4dO6puLJlHQSZymjlzptqETEwkkxfJnAlS12Mdei4jrKxzA1jH+csYfen+kqHnMq5fRmpxJFbRZ3i+5fpbMvTcWjMlGTYOPSeyGzJfigzgsGa/ZQ2k7EseENlzRkcCHfn8yuc4+3IeDhPsyFw4spaI1NDIBEgSzMhQ88wTM73wwgtqoiGZaEkyOJ07d1ZDzTOPtZepuiXA6dWrlxqFJYuSffrppzo9qzLoRtRNRPbH2p2fvbufyFFIoJNbWYrDrI11xx13qC038itEAiHZciMjr/I7gaCjS06z4PTleJy8Eg9XowssFZvhenwKynnlvPAbEZVt8jdU6iNl1KpkvokciXRdFSWjYzfBDuXf6SvxWHbgElItmYq1Wt2HDu+uwbO962JU5xowGXVfAYSI7JB8YRTHlwaRI+I3o4O4npCC5QfCVaDj7+GKttUD0KpaObjERiApNR2Tlx3Bfz7fhOMRsXo3lYiIyK4w2HEAqZZ0LNl/CSmWdFTwc8eD7auhQ61AdK4dBNf1H+P9IU3h5+GKQ5diMGjaJvyx76LeTSYiIrIbDHYcwN8nruBqXAo8zUYMaFIBRsO/oylkb2jrKlg9vhs61gpEQooFT/+0B2/8cRApaem6tpuIiMgesGbHzrm4euDQxYy1u/o2DIGXW9a37HxYmFpZXWhwgbF+H1jq9MDszWfw3eL1qHBmJTav/L3kGmgwAN26/btPRERkZxjs2Dn3uu2Rlq4hwNOMqgGeNx23pGs3zZNz6nIcVhyKQEpAdVz0HqZqfW5rXLRhe7mSicrWry+Z+yYiIioG/Clu5zwb9lCnjSr55nsysJrlvXF/myoo7+MGmL0wes4uvLBgH6ITOOyUiIjKHgY7duxybDJcQ2pBSnQahBZs/S5/TzOGtq4M4/H1kBjpl53n0WvKBvy+9wLXySEiojKFwY4dO3gxWp3WKu8ND3PB58cwGQwwHVmBnx/vgFrlvXAlLhnPzNuL4d9ux5kr8cXTSFkuonz5jE32iYiI7AyDHTuVnq7hSHjGnDmNKhZtVfa2NQKw9JkueK5PXZhNBvx1/Ar6frwRn645Ds1QDJOMXbmSsREREdkhBjt26nJcMpLT0pGeHI8qORQmF5SbyYixvepg5biu6FInSA1Ln7LqGFK7PY0L1xOLpc1ERET2iMGOnboQlRGApFw6BkMxrlJcPcgL3z/SFp/e3wJB3m7QvIPx6+7z2Hn2Gmt5iIjIKTHYsVMXbwQ7qReOFPt9y6iu/zSriDXPdYPh3E5IiLPpxFUsOxCONAsnIiQiIufCYMcOSYbl38xO8Qc7VrLEhGnfr+hZL1iN+DoeGaeWpUhLZ8BDRETOg8GOHboWn6IW9zQZXJAaebpEH0s6yJpU9sNdLSqpxztzNUFNQiiTFRIRETkDBjt2yJrVCfVzB9ItpfKYlct5YmCzimrdrZOX47Hh2OX83VCWiGjdOmPjchFERGSH+O1khy5GJanTSv4epfq4shzF7U0ylpXYfyEaR8Iz1uS65XIRO3ZkbLJPRERkZxjs2HG9TmkHO6JmkLeal0esPRKJq3HJpd4GIiKi4sRgx87EJKUhLjlNFQyrbiwdtKsRgCrlPJBq0bD8YDg0F35MiIjIcXHVczsTGZPRhSVz4Lga9QkyZF6ffo1CMWfbWVyJS0FcYBPUa9Q0x+u6p6dj+emTqBAaAhw6BHgWfQJEIiKi4sRgx85cjU9Rp4HeZl3b4eVmQpc65bHqUAS8Wt+F+7u9pIaqZ2dKTECFQS2As2elD06XthIREeWFwY4dDjsXgV5uxXJ/58PCcs3KqOPnL+R6rEGoDw5fisH56xn1O3c2r6gmJCQiInIkDHbsNtgpnsyOzJcz+uMFuR6feFfbXI9JYNOzfjC+++s4zl0DTl+JR83y3sXSLiIiotLCylM7IoHJ9YSMYCegmIKdoirnaUb8vuVq/+8TV9Rq7ERERI6EwY4diUpIgcQSrkYX+LjbT9ItftcfcHc14HpCKg5cjNa7OURERAXCYMcOu7Akq2NPtTFaSiLa1QhU+1tPXUNKGtfOIiIix8Fgxx5HYhVTcXJxalLJD/4erkhMtWDPuev/HnBxwXE3N6BhQ7VPRERkbxjsOHFxcnGSNbM61MrI7uw+F4Wk1Iw1u9LcPXBHrbrAwYOcY4eIiOwSgx07zOzYS3FydnWCvdX8PymWdOzOnN0hIiKyYwx27GgklhQoiwCdJxTMjdQRdaiZkd3ZGxaFhJQ0vZtERER0Swx27GwkltlogI+b/YzEyq5mkBeCfdzUulk7z16HKSkRi08eAxo1AhIS9G4eERHRTRjs2Al7HYmVnbSt443anX/ORyM+KRV1kpMz1sXichFERGSHGOzYCXuv18msaoAnKvq5q663XWdZu0NERPaNwY6diElKVaf+njcvtmmXtTs3sjuHLsXo3RwiIqI8MdixEzGJGcW+vu72H+yIyuU8USXAQ9UZERER2TMGO3aW2fH1sN/i5OysI7OIiIjsGYMdOyC1L3FJjpXZERX8PFA9iBMJEhGRfXOcNIITi0tOg3ZjlmJPsxGOpE2NAJz3DVb7CRFxqFvTS+8mERERZcFgxw7EJGZ0YclK5/Y87Dwn5YLKoeugZ5FesQlu23Qe02uG6N0kIiKiLNiNZU/1Og7UhZWZ8ehqtQbo8oPhWRcJJSIisgMMduxAjK1exzETbYa4SAxuWVntv7XkMDROLkhERHaEwY4diL3RjeXr4XiZHWNyEhacOoHJkx+BP9LUJIOL/7mkd7OIiIhsGOzYVWbH8YIdl/R0NElKhOue3XisU3V12bvLjiAp1aJ304iIiBQGO3bAEefYyckjnWsg1NcdF6ISMWPDKb2bQ0REpDDY0ZvB6JBz7OTEw2zEywMaqP1p60/gzJV4vZtERETEYEdvRu8Ah51jJycDm1ZAlzpBSElLx6u/H2CxMhERle1g54033lDzymTe6tevbzuelJSEp556CoGBgfD29sbgwYMRERGR5T7OnTuHAQMGwNPTE8HBwZgwYQLS0jIyJY7A6FPeNhLL0ebYyYk8hzcHNYbZZMBfx6/gj30X9W4SERGVcbpndho1aoRLly7Ztr///tt27Nlnn8Wff/6J+fPnY8OGDbh48SLuvvtu23GLxaICnZSUFGzevBnfffcdZs+ejddeew2Owuhb3im6sDKrHuSFsT1qq/03/jiIy7HJejeJiIjKMN2DHZPJhNDQUNsWFBSkLo+OjsY333yDKVOmoGfPnmjVqhVmzZqlgpqtW7eq66xcuRKHDh3CnDlz0Lx5c/Tv3x9vvvkmpk2bpgIgR2D0yXi+Pg5cnHzNaARuvG9WT3SrhYYVfHE9IRX/99t+dmcREVHZDXaOHz+OihUrombNmhg2bJjqlhK7du1CamoqevfubbuudHFVrVoVW7ZsUefltEmTJggJ+XeJgn79+iEmJgYHDx7M9TGTk5PVdTJvenH0zE6ahyc61GsIXL4MeP27LpZ0Y300tBlcjS5YeSgCv+25oGs7iYio7NI12GnXrp3qdlq+fDm+/PJLnD59Gl26dEFsbCzCw8NhNpvh7++f5TYS2MgxIaeZAx3rceux3EyePBl+fn62rUqVKtC/Zscxg528NKjgi3G966r91/84iPPXE/RuEhERlUG69p1It5NV06ZNVfBTrVo1/PLLL/Dw8Cixx504cSLGjx9vOy+ZHb0CHoN3OdsioM7oia418cmCdYhFRXR54Vu4bv4KLmr82b9Cgstj47o1urWRiIicm119w0oWp27dujhx4gT69Omj6m6ioqKyZHdkNJbU9gg53b59e5b7sI7Wsl4nJ25ubmrTm9SxGL0ygh0vN7t6Kwq0XMT3Z04B3bsDy5YB2YJUk9EAbP8Rrn1fQGpgDbQaNwNtqwdkuc70cUNKudVERFSW6F6zk1lcXBxOnjyJChUqqIJkV1dXrFnz7y/+o0ePqpqeDh06qPNyun//fkRGRtqus2rVKvj6+qJhw4awdzIXjYvJrPa9HHSOHVkuol1CPLBhA5CenvN1Eq6hR71gtb/t1FWERyeVciuJiKgs0zXYef7559WQ8jNnzqhRVnfddReMRiPuv/9+VUszatQo1d20bt06VbA8cuRIFeC0b99e3b5v374qqHnooYewb98+rFixAq+88oqam8ceMje3EpecMR+Qm8mQkQFxYvVDfVA32BvpGrD8YLgK9IiIiEqDrn0n58+fV4HN1atXUb58eXTu3FkNK5d9MXXqVBgMBjWZoIygkpFWX3zxhe32EhgtXrwYTz75pAqCvLy8MGLECEyaNAmOID4lY7FMbwftwiroZIM96gfjYnQSohNTseHYZfRpmLW4nIiIqCTo+i07b968PI+7u7urOXNky40UNC9duhSOKP5GZsdR63UKyt3ViH6NQvDr7gs4dCkG1QM9USfER+9mERGRk3PuvhMH6cZy1HqdwqhczhNtqmcUZa85EonYGyu+ExERlRQGOzpKSLaUqcyOVbsagQj2cUNyWrqacFCD468JRkRE9ovBjo7iUpyjGytBFjD19Mz39WWF99sah8JkcMH564mw1OpSou0jIqKyjcGOXdTsOG43liwX0aJBYyA+PstyEbdSztOMbvUyCtEt9ftg//noEmwlERGVZY6dUnCSYKcsjMbKSaMKvjh7JQEnLsfhP+8uhOvGz+FiubmGhzMsExFRUZTNb1k7ILMnx1trdsyO/TacDwtDvUZNcz9+/kKuw9F7NQjG0dPnYPQORt1HP0avBjcPR+cMy0REVBSO/S3rwKQ416JlrBHl6cDdWMaUZCxIiEM97wAsfu0zWMw3T+Y48a62eQ5Hj171JQLu+j8cuBijhqJXDch//Q8REdGtsGZH52Hn6YmxMBkc921wsVjQ35KGmts3qP3CSLlwCM0q+6n9tUcikWrh7MpERFR8HPdb1knqdSzx1/Vuil3oUCtQ1S7J7MrbTl/TuzlEROREGOzoxFqvk85gR3EzGdHjxuis3eeu43Jsst5NIiIiJ8FgR+c5diwJUXo3xW7ULO+N2uW9IaVMsnaWFHETEREVFYMdnSRYa3aY2cmiS50gNenghahEnIiM07s5RETkBBjs6F2gHM/MTma+Hq5oVS1j7ay/TlxhsTIRERUZgx2da3ZYoHyz1tXKqWLl2KQ07D7L14eIiIqGwY5O4lOcoxtLlotw9/LD1JVH1X5xcDUaVHeW2Hn2OjSPjGHpREREhcFgR7fZk61Dz9mNlZM6wd6o5O+BtHQNaQ36690cIiJyYAx2dJCUlo70GwON0jkaK9elJLrVLQ8XeY0qNcO2U1f1bhIRETkoBjs6SEzJqNdxMxmA9MLNOmxPy0X8mBSPAW8+rfaLU3kfNzSq5Kv2Jy0+hHRrhEhERFQADHZ0kHCjXsfD7LhrYlnJEhGDLWmo+9eKQi8XkZcONQOB1CQcvBiDpQcuFfv9ExGR8+NCoDpmdjxdHT/YKWmeZhPi9yyGV9shGDtzFcavnwoXLetw9JDg8ti4bo1ubSQiIvvGYEcHCTeCHWfI7JSGuD3LENTpXiR6B6Hz81+hSaWso7OmjxuiW9uIiMj+sRtLBwmpNzI7Zsaa+aGlJqFtjQC1v+30VU40SEREBcJgR8duLGZ28q9xJV/4uJvUZIz7znMEGxER5R+DHR2wZqfgTAZDRrGyTDR45jqSb2THiIiIboXBjg4SUjNGY3kys1Mg9UJ9EOhlRnJaOnadc+yZp4mIqPQw2NGBM3Vjpbl7IMDTF5/9vkftlySDiws61srI7uw5F2WbhZqIiCgvDHZ0HI3lFAXKLi5IcHHJWBfLReY7Llk1grxQwc9dLSMh62YRERHdCoOdUmZJ11Q3jLNkdvRYRqLdjZFZ+y9EM7tDRES3xGCnlCXeKKyVJIi7LBfh4IwpKfgqOQF9P3hJ7ZeGqgGeKrsjgSNrd4iI6FYc/9vWUet1XI0qS+HoXCxpeCgtFY1W/ab2S+UxXVxs8+7sPx8NzexdKo9LRESOicFOKXOmdbH0VC3AEyG+bqp2x1Kri97NISIiO8Zgp5Rxjp3irN3JGJllqd4eV+KKd8V1IiJyHgx2dFoqgpmdoqse6IlgHzfAZMZXf53SuzlERGSnGOyUMqcadm4P2Z2aGbU7P2w5i2vxpVMgTUREjoXBTilzpgkF7UGNQC+4RJ1XQSSzO0RElBMGOzoVKLNmp/iyO8Zja23ZnejEVL2bREREdobBjk7z7DjLuliyRERlTx9M/2VLiS8XkRtDxGHUC/FBXHIa5mw9q0sbiIjIfjHY0almx2m6sVxccMXFgET/gFJZLiLHJgB4oltNtT9r0xkkcUV0IiLKhMGOXkPPWaBcrAY2q4hK/h5qCPqvu8/r3RwiIrIjDHZKUaolXU2CZ51B2RnIEhEfJyeix2f/K7XlInLiajRgVOcaav+rjafUUhJERESCwY4OXVgmgwtcjY6/VISQJSJGp6Wg+Z9zS225iNzc17YK/D1dceZqApYfCNe1LUREZD8Y7Og07NwZ1sWyN9I1OLxDdbU/fcNJaBqzO0RExGBHn3WxnKQLyx493LE63F0N2H8hGptPXtW7OUREZAcY7Ogw7NxpRmLZoQAvM+5tXcWW3SEiImKwU4qSUtPVKTM7JevRLjVhNLjgr+NXcOBCtN7NISIinTHY0SGz485gp0RVCfDEHU0rqP2vuYQEEVGZZzfBzrvvvquKdseNG2e7LCkpCU899RQCAwPh7e2NwYMHIyIiIsvtzp07hwEDBsDT0xPBwcGYMGEC0tL0HRWUG+tkd8zsFK/zYWGo16hplm3ppxPVsUW7w1Cuat2bjmfeuvbopfdTICKiEmQXM9vt2LEDM2bMQNOmTbNc/uyzz2LJkiWYP38+/Pz8MGbMGNx9993YtGmTOm6xWFSgExoais2bN+PSpUsYPnw4XF1d8c4778BuR2M5UbCT5uaOeh4+eGHGIrWvB5lTZ/THC266fP7OMFyMToKxbjeMfnFCrrefPm5ICbeQiIj0pHtmJy4uDsOGDcNXX32FcuXK2S6Pjo7GN998gylTpqBnz55o1aoVZs2apYKarVu3quusXLkShw4dwpw5c9C8eXP0798fb775JqZNm4YUHSe4u3U3lu4ve/ExGHDWYEBMaGW1b09aVM34PHk27qUmdCQiorJJ928n6aaS7Ezv3r2zXL5r1y6kpqZmubx+/fqoWrUqtmzZos7LaZMmTRASEmK7Tr9+/RATE4ODBw/m+pjJycnqOpm3Uu3G4misUlGzvBd83U0wuPvgyKVYvZtDRERlMdiZN28edu/ejcmTJ990LDw8HGazGf7+/lkul8BGjlmvkznQsR63HsuNPJ50i1m3KlUyhiqX1mgsZypQNqSm4J2URHSZ+Z7atycGFxc0r5Lx+dkTdp2TDBIRlVG6BTthYWF45pln8OOPP8LdvXRrPSZOnKi6yaybtKWkpWuaUxYoG9LSMD41Ba0XfKv27U3Dir5IT0nE9YRUnL2WoHdziIioLAU70k0VGRmJli1bwmQyqW3Dhg349NNP1b5kaKTuJioqKsvtZDSWFCQLOc0+Ost63nqdnLi5ucHX1zfLVtKS09JhzSs4U2bH3rmZjEg8tF7t7zmX9bNERERlg27BTq9evbB//37s3bvXtrVu3VoVK1v3ZVTVmjVrbLc5evSoGmreoUMHdV5O5T4kaLJatWqVCl4aNmwIe5J0YySW2WhQE95R6UnYtwLyip+7loCrccl6N4eIiMrK0HMfHx80btw4y2VeXl5qTh3r5aNGjcL48eMREBCgApixY8eqAKd9+/bqeN++fVVQ89BDD+H9999XdTqvvPKKKnqW7I094VIR+rHEXlbFyicvx2NvWBR6Ncha50VERM5N99FYeZk6dSruuOMONZlg165dVdfUwoULbceNRiMWL16sTiUIevDBB9U8O5MmTYK9SXLGYecOxDoM/XB4rG2+IyIiKhvsYlJBq/XrM2orrKRwWebMkS031apVw9KlS2HvuFSEvir6uSPYxw2Rsck4cDEabaoH6N0kIiIqJUwzlHY3FoMdXbhkGob+z/loNesyERGVDQx2SomzrnguS0S08PDG9zMX67ZcRH7VCfGGp9mIuOQ0nLwcp3dziIiolDDYKSXWOhF3ZytQNhhw2GDE1ep17G65iOxMBgOaVPJT+1KoTEREZYN9fzs5EduEgiYnC3YcjAQ7MvL/UnQSwmOS9G4OERGVAgY7pV2gbHaul1yWiHglJQntv//M7paLyImXmwl1Q3zU/j5md4iIygTn+ua1Y864VISQJSJeSU1Ghzmf2+VyETmxFiofi4hFfLJjtJmIiAqPwU4p4Wgs+xHi644Kfu6QAVn/XIjWuzlERFTCGOyUgoxFQJ1vxXNHZs3u7D8fDc3A94SIyJkx2CkFsgioFYMd+1CrvDe83Uwq45ZesanezSEiohLEYKc0FwE1cRFQeyHvQ9PKGcPQLTU6QdM4ySARkbNisFMKWK9jnxpX8lNBj+ZfCTvPXte7OUREVEIY7JTqulh8ue2JBJ/1QzOGoc/adFrv5hARUQnht28pcNZh58JidkMndy/M/Wy+2nfUQuUVByNwISpR7+YQEVEJYLBTCpy5G0szGrHLaEJEvaZq39EEebvB5cpJtTDo91vO6N0cIiKyl2Dn1KlTxd8SJ5aUwmHn9sx4apM6nbvtHGKTUvVuDhER2UOwU7t2bfTo0QNz5sxBUhLXF8p/zY7zBTuyRMSzKclo9cvXDrFcRE4MEUdQq7wXYpPSMG97mN7NISIiewh2du/ejaZNm2L8+PEIDQ3FE088ge3btxd325yuZscZC5RliYjJqUno+vUHDrNcRHYu0PBE11pq/5u/TyMl07xIRETk+Ar17du8eXN88sknuHjxIr799ltcunQJnTt3RuPGjTFlyhRcvny5+FvqwJy5QNlZDGpRESG+bmol9EV7L+jdHCIiKkZFSjWYTCbcfffdmD9/Pt577z2cOHECzz//PKpUqYLhw4erIIiApBuZAmfsxnIWbiYjHulUQ+3P3HgK6bJwFhEROYUiBTs7d+7Ef//7X1SoUEFldCTQOXnyJFatWqWyPoMGDSq+ljpFNxaDHXv2QLuq8HEz4URkHNYcidS7OUREpGewI4FNkyZN0LFjRxXUfP/99zh79izeeust1KhRA126dMHs2bNVbU9Zpzl5zY4z8XF3xbD21dT+9A0n9W4OEREVk0J9+3755Zd44IEHVICzaNEi3HHHHTAYst5VcHAwvvnmm+Jqp+MyucHaI8LMjv17pFN1mI0G7Dp7HTvPXNO7OUREpFewI91UL774ouq+ykwWUzx37pzaN5vNGDFiRHG00bG5eqgTWYPJ1cjMjr0L9nXH4FaV1D6zO0REzqFQ3761atXClStXbrr82rVrqhuL/qWZPZ26C0uWiOjr7oX5H3zvkMtF5OSxLjXh4gKsPhyJo+GxejeHiIiKqFDfwJLByUlcXBzc3d2L2ibnYvZy6i4sWSJio9GE883aOeRyETmpWd4b/RuHqv1P1xzXuzlERFREpoJcWSYRFC4uLnjttdfg6ZmRtRAWiwXbtm1Tc/DQvzTXjNfIw+QcgUBZ8XSvOli6PxxL9l/C2PAY1A/11btJRERUGsHOnj17bJmd/fv3q7ocK9lv1qyZGn5OmZg9nDqzY0hLxROpyWj2x4/Yf/tQpJtc4QwkuLm9SagKeD5ZfRxfPthK7yYREVFpBDvr1q1TpyNHjlQzKPv68tdufjM7zlqzY0hNxScpScDnk3Cwz11OE+yIZ3rVxbID4Wo7dDEGDSvy805E5IgK9Q08a9YsBjr5ZStQds7MjjOrF+qD25tkjDicsuqo3s0hIqKSzuzIshAyUaAEObKfl4ULFxa2PU48GovBjiMa36culh8IVyOzdpy5hjbVA/RuEhERlVSw4+fnpwqTrfuUT07ejeUMzoeFoV6jprke92h7P+JCmuLdZUewYHQH2/8Dq649eiEiMvfFb0OCy2PjujXF2mYiIiqBYEe6rnLap7wxs2P/LOkaRn+8INfjX744Eu4DmqtZlSXD06dhSJbjEujkdfvp44YUa3uJiKhgCpVuSExMREJCgu28LBvx8ccfY+XKlYW5O6fGYMfxuSTH2lZEn7zsMFItGavYExGREwc7spq5LP4poqKi0LZtW3z00Ufqclk3i25eLsKDwY5DG929FgK9zDh1OR7fbzmrd3OIiKgAChXsyGrmsrK5WLBgAUJDQ1V2RwKgTz/9tDB36bTdI3DNmFHazeScNTsWsxl3unli0Zsz1L6z8nV3xfP96qn9j1cfw9W4ZL2bRERE+VSob2DpwvLx8VH70nUlo7Nk1fP27duroIcyRCemAi4Gp+7G0owmLDe54nS77mrfmQ1tXQWNKvoiNikNH648pndziIioJIOd2rVrY9GiRQgLC8OKFSvQt29fdXlkZCTn38nkekKKOjUbDWrVc3Js8h6+PrCR2p+34xwOXIjWu0lERFRSwY6siyXLQlSvXh3t2rVDhw4dbFmeFi1aFOYunVJUQqrTDzuX5SIeSk1Bw5UL1b6za1sjAAObVYSshTvpz0O5LopLRET2o1DfwkOGDMG5c+ewc+dOLF++3HZ5r169MHXq1OJsn0OLupHZcdYuLOtyEV+lJKLfhxPVflkwsX99FcBuP3MNi/+5pHdziIjoFgqdcpCiZMniSK2OlYzKql+/fmHv0ulct2V2nDfYKYsq+nvgyW611f7kpYehGZ1nPTAiImdUqIrS+Ph4vPvuu1izZo2q00lPzzrvyKlTp4qrfU6S2XHebqyy6oluNfHLzjBciEqEsXY3vZtDRETFHew8+uij2LBhAx566CFUqFDhpunzKWvNDufYcT6SrXtlQAM8+eNuWGp1VYGtv6fzDr0nIipzwc6yZcuwZMkSdOrUqfhb5ISjsdwY7Djl2llSmuzS/hFo5etg4/Er+E+zirq0j4iISiDYKVeuHAICuPrzrTCz4/xrZ12LT8H3m07i9JV4tdUI8ir19hERUd4KVUzy5ptvquHnmdfHoptFJbJmx9kFeJkRvy9jROKGY5eRxnWziIicI7Mj62CdPHkSISEhaq4dV1fXm5aTIOB6/I3RWCbnzezIEhEPuHnigQnvOPVyEXmJ3/EbQtoPUjNm7z4XpebiISIiBw927rzzzmJ5cFk0VLYzZ86o840aNVIZo/79+6vzSUlJeO655zBv3jwkJyejX79++OKLL1SQZSXz/Tz55JNYt24dvL29MWLECEyePBkmk/5LF5SFeXZkiYiFJle06ZrxnpVFWmoSOtcJwoqDEdhx5hrqV/BRa2kREZF9KFRE8PrrrxfLg1euXFkNYa9Tp46aifa7775TK6fv2bNHBT7PPvusKoSeP38+/Pz8MGbMGLUO16ZNm9TtLRYLBgwYoOb82bx5My5duoThw4erTNM777wDvS17pivadOuLoO5cCd7Z1QvxwYELMWoo+l/Hr2BAkwp6N4mIiG4odDFJVFQUvv76a0ycOBHXrl2zdV9duHAh3/cxcOBA3H777SrYqVu3Lt5++22Vndm6dSuio6PxzTffYMqUKejZsydatWqFWbNmqaBGjluXpzh06BDmzJmD5s2bq4yQ1BNNmzYNKSkZWRU9+Xm6wiXhKkxG563ZcbGk4e60VNTZuEztl1Uy/UK3uuUhszCciIzDuWusZyMisheF+hb+559/VHDy3nvv4cMPP1SBj1i4cKEKfgpDsjTSXSUTFspaW7t27UJqaip69+5tu47Mzly1alVs2bJFnZfTJk2aZOnWkq6umJgYHDx4MNfHki4xuU7mjQrHmJKCuckJuOOtcWq/LCvv44ZmlfzV/vqjkWoUFxEROWiwM378eDz88MM4fvw43N3dbZdLlmbjxo0Fuq/9+/erbI6bmxtGjx6N3377DQ0bNkR4eDjMZjP8/TO+PKwksJFjQk4zBzrW49ZjuZGaHukWs25VqlQpUJuJctO+ZoCaakCWCtkblvEjgIiIHDDY2bFjB5544ombLq9UqVKeQUZO6tWrh71792Lbtm2q0FgKjKVrqiRJ9km6yaxbWFhYiT4elR0ygWSn2oFqf9vpq4hPLrtde0REDl2gLFmYnLp+jh07hvLlyxfoviR7U7t2xqKKUpcjgdQnn3yCe++9V9XdSBdZ5uxORESEKkgWcrp9+/Ys9yfHrcfyar9sRCWhYQVf7L8QjYiYZGw9dVXv5hARlXmFyuz85z//waRJk1RNjbU4U4aAv/jiixg8eHCRGiSLikpNjQQ+MqpKFhu1Onr0qHocqekRcirdYLIYqdWqVavg6+urusKI9CD/H7rUyQj6D16MQbpP1q5WIiJygGBHJhWMi4tTWZzExER069ZNZWd8fHzUiKqCdCdJjY/MsyNBi5xfv349hg0bpmppRo0apeqDZA4dKVgeOXKkCnDat2+vbt+3b18V1MiCpPv27cOKFSvwyiuv4KmnnmLmhnRVyd8Dtcp7qfWzLA3K7hxEREQO240lgYhkUGS+GwkyJPBp2bJllpFT+SEZGZkXR+bHkfts2rSpClj69Omjjk+dOhUGg0FlizJPKmhlNBqxePFiVesjQZCXl5eq+ZGsE5HeOtcOUutlpYfUw1/HL9uyPUREZOfBjnQzzZ49Ww0zl4yMpOxr1KihamRkYkA5n18yj05eZKSXzJkjW26qVauGpUuXFug5UPFJd3XFY2YPDHn6NbVP//L3NKNpZX81KuvtJYex5OkgGA35//9BREQ6dGNJMCP1Oo8++qiaPFDmuJGZjs+ePauGot91113F1CxyFOkmV/zgasahvnerfcpKrZOVkogj4bH4dfd5vZtDRFQmFSizIxkdqbGRouEePXpkObZ27Vq1Ztb333+vuqaICGrOHePxtbA0GoCPVh7FHU0rwNOs/7ptRERlSYEyOz/99BNefvnlmwIdIUs6vPTSS/jxxx+Ls31k52SJiNvSUlFj2/oyvVxEXoxntqByOQ81FP2rjaf1bg4RUZljKOgyEbfddluux2VtKilYprJDlohYlJyAO199oswvF5Ebl3QLXrytvtqfufEkrsQl690kIqIypUDBjiz4mX15hszk2PXr14ujXURORVZBb1rZD/EpFny65rjezSEiKlMMBV2s02TKvd5AhoKnpbErgyg7g8EFL/XPyO7M3XZODUknIqLSYSroaCwZdZXbhH0yFw4R5axjrSB0r1ce649exocrjmLasJZ6N4mIqEwoULAjE/bdCkdiEeVOanc2HLuMJfsv4bGwKDSv8u+6b0REZAfBzqxZs0qoGURlQ4MKvri7RWU1587kpYcx7/H2BZqIk4iISmltLCIqvOf61oXZZMC209ew7ui/i9gSEVHJYLBDRSJLRDxjdsfaMVwuIr8q+ntgZKfqav+9ZUdhSZflQomIqKQw2KEikSUiZri6Yd9/hnG5iAL4b7fa8PNwxdEILiNBRFTSGOwQ6cDP0xVjetRW+1NXHUNSqkXvJhEROS0GO1QkLhYLulrSUHnfNrVP+fdQh2qo5O+BS9FJmLXpjN7NISJyWgx2qEiMKclYmRSPeyYMV/uUf+6uRlWsLL5YfwLX47ncBhFRSWCwQ6SjO5tXUsPRY5PS8AmXkSAi0n+eHSIq/mUk/u/2Bnjwm22Ys/UsHmxfDbWDvbNcp2uPXoiIvJzrfYQEl8fGdWtKobVERI6JwQ5RCTsfFoZ6jZrmGaz0fvg9rD4cgbeXHMKskW2zHJdAZ/THC3K9/fRxQ4q1vUREzobBDlEJk3l0bhWsfDegATYci8S6o5ex/mgkutcLLtU2EhE5M9bsENmBGkFeGNEhY6LBt5YcRqolXe8mERE5DQY7RHZibK86CPAy40RkHOZuO6d3c4iInAaDHSqSdJMJE13dsfHRCWqfCk9mVB7fJ2Mo+tTVxxCVwKHoRETFgcEOFUm6qxlTzW7YNfRRtU9Fc1+bKqgX4oOohFR8vJpD0YmIigODHSI7YjIa8OodDdX+D1vP4nhErN5NIiJyeAx2qEhkiYhWljSEHP2Hy0UUk851gtCnYYgaxfW/Pw+Ba6ITERUNgx0qElkiYlNSPB4Yew+XiyhGrwxoALPRgL9PXEF6aEamh4iICofBDpEdqhbohUe71FD7aQ0HII1D0YmICo3BDpGdeqpHbYT4ugFeAdgdFqV3c4iIHBaDHSI75eVmwsT+DdT+jtPXEJuUqneTiIgcEidGIbLjtbOkODm19UigQl1sOnEVtzUOLfX2ERE5OgY7RHa+dtarjw9F0L1v42hELJpW9kNFf49SbR8RkaNjNxaRnUu7fAaNKvqq/Q3HLiNd42B0IqKCYLBDRSJLRLzl6oYtD47hchElqGOtQJhNBkTGJuPQxRi9m0NE5FAY7FCRyBIRb5ndsXX4WC4XUYI8zSa0qxGg9jefvIrkVE7gSESUXwx2iBxEs8r+KOfpisRUC7aevqZ3c4iIHAaDHSqa9HQ0SLcg8MxxtU8lx2hwQbe65dX+P+ejEJ3IoehERPnBYIeKxJSchD2JcRj++B1qn0p+ZuUqAR5I14Ctp67q3RwiIofAYIfIwXSqFaROj4TH4nIs1yMjIroVBjtEDibE1x11g73V/qaTV/RuDhGR3WOwQ+SAOtQKhMEFOHs1AemBGQuGEhFRzhjsEDkgf08zGlf0U/tpDfpD40SDRES5YrBD5KDa1giAyeACrVwVrDgYrndziIjsFoMdIgdeFb1l1XJq//0VR5Fm4dB/IqKcMNihIpElIqa4mrFzyCNcLkIHLav5A8lxOHU5Hgv3XNC7OUREdonBDhWJLBHxstkDfz3+IpeL0IGbyQjjiY1q/4t1J5jdISLKAYMdIgdnPLsNAV5mnLmagD//uah3c4iI7I6uwc7kyZPRpk0b+Pj4IDg4GHfeeSeOHj2a5TpJSUl46qmnEBgYCG9vbwwePBgRERFZrnPu3DkMGDAAnp6e6n4mTJiAtLS0Un42ZVR6Oqqlp8M3/DyXi9CJiyUFj3bJGH7+2doTsMj0ykREZB/BzoYNG1Qgs3XrVqxatQqpqano27cv4uPjbdd59tln8eeff2L+/Pnq+hcvXsTdd99tO26xWFSgk5KSgs2bN+O7777D7Nmz8dprr+n0rMoWWSLiaGIsRg3vxeUidDS8Q3X4e7qq2p0l+y/p3RwiIruia7CzfPlyPPzww2jUqBGaNWumghTJ0uzatUsdj46OxjfffIMpU6agZ8+eaNWqFWbNmqWCGgmQxMqVK3Ho0CHMmTMHzZs3R//+/fHmm29i2rRpKgAiKgu83UwY1elGdmfNcaQzu0NEZJ81OxLciICAAHUqQY9ke3r37m27Tv369VG1alVs2bJFnZfTJk2aICQkxHadfv36ISYmBgcPHszxcZKTk9XxzBuRoxvRqTp83E04HhmH5Zx3h4jI/oKd9PR0jBs3Dp06dULjxo3VZeHh4TCbzfD3989yXQls5Jj1OpkDHetx67HcaoX8/PxsW5UqVUroWRGVHl93VzxyI7vzKbM7RET2F+xI7c6BAwcwb968En+siRMnqiySdQsLCyvxxyQqDRLsSJeWrIi+6nDWQn4iorLKLoKdMWPGYPHixVi3bh0qV65suzw0NFTV3URFRWW5vozGkmPW62QfnWU9b71Odm5ubvD19c2yETkDP09XPNyxui27wzWziIh0DnbkD7EEOr/99hvWrl2LGjWyrt4sBcmurq5Ys2aN7TIZmi5FzB06dFDn5XT//v2IjIy0XUdGdkkA07Bhw1J8NkT2YVTnGvA0G3HwYgzWH72sd3OIiMp2sCNdVzKKau7cuWquHamxkS0xMVEdl3qaUaNGYfz48SrrIwXLI0eOVAFO+/bt1XVkqLoENQ899BD27duHFStW4JVXXlH3LRkcKlma0YTpJjP2DnxA7ZP+ynmZ8VD7amr/07XM7hAR6RrsfPnll6pmpnv37qhQoYJt+/nnn23XmTp1Ku644w41mWDXrl1V19TChQttx41Go+oCk1MJgh588EEMHz4ckyZN0ulZlS0Wsxnj3Dywbuzrap/sw6guNeBmMmDPuShsPnlV7+YQEelK15/i+fnF6e7urubMkS031apVw9KlS4u5dUSOK9jHHfe3rYrZm8/gs7XH0al2kN5NIiIq2wXK5MA0DUFaOjyirql9sh9PdKsJV6MLtp66hh1nrundHCIi3TDYoSIxJSXifEIsRg/toPbJflTw88CQVlVsa2YREZVVrCglcnDnw8JQr1HTHI9pnuWAns9j47HL2BcWhWZVsk7QSURUFjDYIXJwssr56I8X5Hr8vWnfwL1+V9z16ky47phz0/GQ4PLYuO7f6R2IiJwNgx0iJxe78w8V7KSHNsLgN39EeZ+sUzJMHzdEt7YREZUG1uwQOTlL1CXUDfZW+yxUJqKyiMEOURnQpkaAOpUV0a/Fp+jdHCKiUsVgh6gMCPJ2Q63yXmqf2R0iKmsY7FCRyBIRP5hccbDPXVwuws61qZ6R3TkaEYuoBGZ3iKjsYLBDRSJLRDzm5omVE97lchF2LsTXHdUCPdXcjzvOXNe7OUREpYbBDlEZ0u5G7c7hSzGs3SGiMoPBDhWNpsFT02BKTOByEQ4yq3LNIC/IO7WFC4QSURnBYIeKRJaIuJYQg7GDWnC5CAfRsVagOj1xOQ7hMUl6N4eIqMQx2CEqYwK93dCggo/a33TiisryEBE5MwY7RGVQ+xqBMBpccP56ItJDG+rdHCKiEsVgh6gM8vVwRcuqGYuCpjUcgKRUi95NIiIqMQx2iMrwvDvebibAKwBf/3VK7+YQEZUYBjtEZZSr0YDOtYPU/rR1J3H+eoLeTSIiKhEMdojKsLoh3nC5egqJqRZMXLgfGqcPICInxGCHikQzGvGr0YRjXfqpfXIsLi4uMO37DW4mA/46fgXzd53Xu0lERMWOwQ4VicXshmHuXljy6qdqnxyPIf4KnutbV+2/ufgQwqM59w4RORcGO0SERzrVQLPKfohNSsO4n/fAks7uLCJyHgx2iAgmowFT7m0OL7MRW09dwyerj+ndJCKiYsNgh4pE1sRKio/Gs33rZayPRQ6rVnlvvHN3E7X/2boT2Hjsst5NIiIqFgx2iMhmUPNKuL9tVbWm65i5u3EiMk7vJhERFRmDHSLK4vWBDdXsyjFJaRg5ezuuxiXr3SQioiJhsENEWbi7GvHV8NaoGuCJsGuJGPXdTsQlp+ndLCKiQmOwQ0Q5roz+7cNt4Ofhir1hUXhk1g4kpDDgISLHxGCHiHJUO9gbP4xqCx83E7afuYZRs3ciMYULhhKR4zHp3QAisl9NK/vDc/cPiK13N7acuoqGT30J1+3fwSXt3zqekODy2Lhuja7tJCLKC4MdKhJZImKZ0YR6rTpxuQgnFXXqHwwdMQGL9l5ESmAN+A+djDtbVIKHa8b7PX3cEL2bSESUJ3ZjUZHIEhF3uXvh97dmcrkIJ1bBzwODW2YEOJGxyfh113nEs2iZiBwEgx0iypdgH3cMaVUZXm5GXI1PUYuGxiSm6t0sIqJbYrBDRPkW4GXGPa2qwNfdhOjEVBXwpHsF6d0sIqI8MdihIpElIq7GR2PMwOZcLqKMkOHoEvCU83RV8++kdnwchy/F6N0sIqJcsUCZisxL/klO1LsZVEjnw8JQr1HT3I+fv3DTZd7uJtWltWjPRcgKWvfN3IrvHmmL5lX8S7i1REQFx2CHqIyzpGsY/fGCXI9PvKttjpd7mk2qaPmzX5YjOrQu7vxkrRqWbrh6Osv1ODSdiPTGYIeICs3N1Yhrv7+LVi/9hPPXgfTOT+D2JhVQPUjl+xQOTScivbFmh4iKREtNxqBmFVEjyEtlif785yKOR8Tq3SwiIhsGO0RUZCajAQOaVEDdYG+ka8CyA+E4Gs6Ah4jsA4MdIioWRoML+jUORaOKvtAArDwUjrNX4/VuFhERgx0qGs1gwEaDEWFN26p9KtsMLi7oVT8Y9UJ8VIZnyf5LSPevrHeziKiM47cTFYnFzR19Pbyx4MMf1D6Ri4sL+jQMQbUAT6RaNKS2exgnIuP0bhYRlWEMdoioRLq0ZFRWiK8bYPbCiG+341I052IiIn0w2CGiEmE2GTCoWSW4xEXiQlSiCniiElL0bhYRlUEMdqhIZImIsPgYPHFPey4XQTfxMBvhunWWyvAci4jDY9/vRFKqRe9mEVEZo2uws3HjRgwcOBAVK1ZU/fyLFi3KclzTNLz22muoUKECPDw80Lt3bxw/fjzLda5du4Zhw4bB19cX/v7+GDVqFOLiWB9QmspDg2f0db2bQXbKJTFKLSXh427CjjPXMfanPUizpOvdLCIqQ3QNduLj49GsWTNMmzYtx+Pvv/8+Pv30U0yfPh3btm2Dl5cX+vXrh6SkJNt1JNA5ePAgVq1ahcWLF6sA6vHHHy/FZ0FEt1I/1BdfD2+turZWHYrAq78fVD9miIicfrmI/v37qy0n8ofw448/xiuvvIJBgwapy77//nuEhISoDNB9992Hw4cPY/ny5dixYwdat26trvPZZ5/h9ttvx4cffqgyRkRkPwuNpoc2Alo/gJ+2n8MvP3wL07E1XDuLiMpuzc7p06cRHh6uuq6s/Pz80K5dO2zZskWdl1PpurIGOkKubzAYVCaIiOxnoVHZnnrpf+hRPyTj8nq90en5bxARKeumExGVwYVAJdARksnJTM5bj8lpcHBwluMmkwkBAQG26+QkOTlZbVYxMTHF3Hoiyk3Tyv6IT7Zg+5lrWHc0EsbQhno3iYicnN1mdkrS5MmTVZbIulWpUkXvJhGVKe1rBtiWlUhreR+2n76md5OIyInZbbATGhqqTiMiIrJcLuetx+Q0MjIyy/G0tDQ1Qst6nZxMnDgR0dHRti0sLKxEnkNZIEtE7DQYEV63MZeLoHyT0Zc96wWrldJhdMWo2TuwNyxK72YRkZOy22+nGjVqqIBlzZo1WbqbpBanQ4cO6rycRkVFYdeuXbbrrF27Funp6aq2Jzdubm5qqHrmjQpHlojo7OGNnz7/lctFUIEYDC7o3zgULldPITY5DQ99vY0BDxE5X7Aj8+Hs3btXbdaiZNk/d+6c+uU3btw4vPXWW/jjjz+wf/9+DB8+XI2wuvPOO9X1GzRogNtuuw2PPfYYtm/fjk2bNmHMmDFqpBZHYhHZP1ejAa7bvkPbGgEMeIjIOYOdnTt3okWLFmoT48ePV/sykaB44YUXMHbsWDVvTps2bVRwJEPN3d3/zSD8+OOPqF+/Pnr16qWGnHfu3BkzZ87U7TkRUcG4WFIw6+E2DHiIyDlHY3Xv3j3PicUkuzNp0iS15UZGXs2dO7eEWki3YkpKxNGEGPg/1BPff7UEae4eejeJHJCXm0kFPCNn71DFyhLwzH6kDVpVC9C7aUTkBOy2ZocchKahmqbBL+KC2icqasBjzfAM+3obVh/KOkCBiKgwGOwQkV0FPN+NbIue9YORlJqOJ+bswi87OVqSiIqGwQ4R2d1K6TMeaoUhrSqr2ZdfWPAPpq07wbW0iMj5ZlAmorK3dlZmEtoY6/eDpU53fLDiKKZ8OQvGg4vhoo5kxfW1iCgvDHaIyC7WzsrNnnPXsfH4FVhqdkS1tn1wW+NQNWQ9s+njhpRCS4nIUbEbi4jsWouq5XB92ScwGlxw6ko8Fuw6j/jkNL2bRUQOhMEOFY2LCw65GHC1Wm21T1QSkk9ux+CWleDhakRkbDLm7QjDlbh/F/MlIsoLgx0qEplXp6WnD+fYoRJXwc8DQ1tXRjlPV8Qlp2H+zvM4ezVe72YRkQNgsENEDsPf04yhraugkr8HUizp+H3fRey/EK13s4jIzjHYISKH4u5qxF0tKqF+qI+ax3LtkUikNbgN6ekcmk5EOWOwQ0VeLmJ3QiyGPzZA7ROVBilW7tswBO1qZCwnYandDWN+2o2kVIveTSMiO8Rgh4pG09BQS0fg2RNcLoJKlayd175mIPo1DAHS07B0fzjum7kVkTFJejeNiOwMgx0icmj1K/jCdeu38PNwVaulD/z8b+zjqulElAmDHSJyeIarp/H7U51QO9gbETHJuGfGFvy257zezSIiO8Fgh4icQvUgL/z2347o3SAYKWnpePbnfXhn6WE1QzMRlW1cLoKInGp9LQ0uMNbrDUvdnpi58RS+WrgKFc+txqaVf+jdTCLSCYMdInLK9bWORcRi9eEIpAbVwgWfEKw/Gonu9YJ1ayMR6YfdWFQ0Li446+KC6JBKXC6C7ErdEB/c36YqgrzNgJs3Hp61Ay//tl/NvkxEZQuDHSoSWSKinqcvvv1hLZeLILtTzsuMe1tXgfHUJnV+7rZz6Dd1I1YfitC7aURUihjsEJFTMxkNMB1cjLmPtVPLTFyISsSj3+/EY9/vxMnLcXo3j4hKAYMdIioTOtYKwspnu+KJbjVhMrhg1aEI9JmyAc/P34ewawl6N4+IShCDHSoSY3IS/k6Mw/1jBqt9Invm5WbCxP4NsPSZLujdIAQyKn3BrvPo+dF6vLJoP8Kj+RkmckYcjUVF4pKejtbpFuDYAbVP5CjFy1+PaI09565jyqpj+Ov4FczZeg5zNp+C4fweGE/+BUPcZdv1Q4LLY+O6Nbq2mYgKj8EOEZWpeXhyEmXxRqOH31L1POlV26itZpAXWlUrh4r+Hpg+bkiptpeIiheDHSIqk/PwZDbxrrYY0qoyLkUnYtfZ6zh5OR6nrmRsFfzcYQlpgPR0DQYDp1cgckSs2SEiuqGCnwfuaFoRw9tXQ6OKvjC6uOBSdBLS2g5Hn6kb8MuOMCSnWfRuJhEVEIMdIqIc5ueRAuaRnaqrriykJqlszwu//oOu76/DjA0nEZOUqncziSifGOwQEeUxeqtz7SCYV7+Ll2+vjxBfN7Wq+uRlR9Bp8lpMXnYYETEcwUVk71izQ0V2GS7w8vPXuxlEJebC6RP46Mm7oLkYYarUDJbaXRGLEMzYcAoz1h6D95UDWP3xcwj1c9e7qUSUAwY7VCRpHp6o4uWLyfO36t0UolIrcNY0DaevxGPn2euqpicupDm6frAOw9pVxZPdayHYh0EPkT1hsENEVEAuLi6oWd5bbeevJ2De4rVAxXqYtekMZm08BuPpLWquHpeUeHV9ztNDpC8GO0RERVC5nCeuLpyE0V+vw9ZT1xAeA1hqd4OhXnc0q+KPllXLYfaEe/VuJlGZxgJlKhJZImJlYhyGPP8Ql4ugMq1aoBeGtq6M/zSriGAfN6RaNOw4c11le9Lq9kJUQoreTSQqs5jZoSKRJSK6ynIR/2znchFU5kn3Vo0gL1QP9FQTEm49dRVX4lKAer3RYfJaFQw90rmGCoyIqPQws0NEVAJBT63y3nigbVXc3jgULtEXkZhqwXdbzqL7h+sx+odd2H76mip0JqKSx2CHiKgEg546IT5w3fgZfny0HbrVLQ+Jb5YfDMfQGVvQ66MN+HL9Sc7VQ1TC2I1FRFTCZEWtTrWD1HYsIhbf/HUaf+y7qLq63lt+BB+sOILu9YIxsFkF9KwXAj9PV72bTORUGOwQEZWiuiE+eG9IU7w6sCGW/nMJv+wMU/P1rD0SqTaTwQUdagWib6NQ9GkQwokKiYoBgx0iohJ2PiwM9Ro1zfV4hap1MeTZt7HiYDiORcThr+NX1PbqogOoVd7LlhVqXzMQfh7M+hAVFIMdKjKZNs3s5qF3M4gcZgbm7F4Z3A7Xzh1T+65egUgPbaQ2rVxltQCpbN9vOQuDS0ZmqGW1cmghc/hUK4eaQV6qNoiIcsdgh4q8XESglx8m/7Zd76YQOV0wlJRqwfnriVj2x0LUaNtbBT1HwmPVNnfbOXUdyfQkXzqG1PATcIm+AEP0Bbgkx2W5H87gTGUdgx0iIjvl7mpE7WBvRCybBtcDf8Ds5oP0clWhlauScepfGdGJAPxrZGw3eLkZ1fpcMrmhbCs+eloNc2cGiMoqBjtERA6a+ZHLr8QlY+aHb6LtvWMRGZOMawkpiE+24HRyvFqsVOkzEW3eXoMmlXzRuJKf2uqF+KByOQ+YjJyBhJwfgx0qEmNKMn5Like9Vx7H4tc+g8XspneTiMoMo8EFIb7uSNi/Cv0mva0uS0lLVwFQZGwyImOS1OnVuCR12bqjl9Vm5Wp0QdUAT7Wgqcz8XMHPXW1ynxX8PBDgZYbZxGCIHB+DHSoSF4sF/S1pwPYNap+I9CXBSUV/D7VZffnc/fjpz9U4eDEa+89H48DFGJy6HIfktHRbAXRuvMxG+HuaVW2Qv2fG5udhztj3kP2My3xv7GecN6vbsduM7AWDHSIiJ3fhzCk8cHu3LJdpcIHZww+ad3l4h1bHncMeUTM5h0dnbBGxyaqbLD7FgviURFyIkuKg/JP5gjIHQJm3jIDp3wBJBU03LivnaVa1SkTFyWmCnWnTpuGDDz5AeHg4mjVrhs8++wxt27bVu1lERA4x9H3u/lVZLjPCBUZXN8DVExHX4/DwW1+p0WHJqenqNCntxmmqBccP7IXZ2w+aqyfg6gEYTUhL13AtPkVtBeXjZkJ5HzcE3SiwLm/dvN0Q7OuuTuW8dLNJVx5RmQh2fv75Z4wfPx7Tp09Hu3bt8PHHH6Nfv344evQogoOD9W4eEZFDB0MT72qL6nms1D7xf3fZpp+QUV8S6KigKC0jOPrmrfEIrFAFmjkjGNIkIJJTc8ZpmosrjB4+GYGSwYjY5DS1yXIaedLSgeQ4uFqS0LFFoyxBkW3fx01ljnzcXVl/VIY5RbAzZcoUPPbYYxg5cqQ6L0HPkiVL8O233+Kll17Su3lERGWG1OlI4bOr0QDvG18xiad24amPvswzmJJgSQIlKbBOUF1naWpUWUJKGpbO+xZt7hiGhOR/L5dV5OFiANx9kQpfbDj2b+F1btxdDfB1l8DHpLrQMu9LjZGH2QRPszHLvofZCE9XI7zcTBn76nzGPoMnx+HwwU5KSgp27dqFiRMn2i4zGAzo3bs3tmzZomvbiIioYIGSm6tRbeW8zLbLf9nyM/q+8FyW66anayrgkeBn/meTMPmDqbgcl4zLsZm2G+djk9LUbZJUF1zGSLXiIEGdh6sEQBmBkafbv4GQNVDyyhQ0SQAo3W5Sz/TvqcF2XrbsNd2Zi7yzd9hlvq5LtqM33Q/+pcnrp2nQtIxTZDmfkZ2TfQ3ajfM3jt/I3NnOZ7t9luvmcH5kpxpZ3tfS5PDBzpUrV2CxWBASEpLlcjl/5MiRHG+TnJysNqvo6Gh1GhMTU+ztk7YlxWedzTQz+QDY8/FbXceYlADrq5aYEAdLerrdPQced+zj9tAGHrfP41LG7GsALu5cjYkP3pbr7SMvXcKEb1aorJFsyWmWjFNLuupmk/2Nf86Dt38AYHQFjGZoRrOqPYJJTs2wuBhhcHVX+9LVJpJvbFG5PjJl1qu2D4xB3ihO1u9t+YzkSXNwFy5cUMHm5s2bs1w+YcIErW3btjne5vXXX1e34caNGzdu3LjB4bewsLA8YwWHz+wEBQXBaDQiIiIiy+VyPjQ0NMfbSJeXFDRbpaen49q1awgMDCzWeSEk4qxSpQrCwsLg6+tbbPdLRcf3xn7xvbFffG/sV1l9bzRNQ2xsLCpWrJjn9Rw+2DGbzWjVqhXWrFmDO++80xa8yPkxY8bkeBs3Nze1Zebv719ibZQPXln68DkSvjf2i++N/eJ7Y7/K4nvj5+d3y+s4fLAjJEszYsQItG7dWs2tI0PP4+PjbaOziIiIqOxyimDn3nvvxeXLl/Haa6+pSQWbN2+O5cuX31S0TERERGWPUwQ7Qrqscuu20ot0lb3++us3dZmR/vje2C++N/aL74394nuTNxepUr7FdYiIiIgcFqd/JCIiIqfGYIeIiIicGoMdIiIicmoMdoiIiMipMdgpQdOmTUP16tXh7u6Odu3aYfv27Xo3qczbuHEjBg4cqGbblNmyFy1apHeT6IbJkyejTZs28PHxQXBwsJok9OjRo3o3iwB8+eWXaNq0qW3Cug4dOmDZsmV6N4uyeffdd9XftXHjxundFLvDYKeE/Pzzz2qyQxkKuHv3bjRr1gz9+vVDZGSk3k0r02SySXkvJBAl+7JhwwY89dRT2Lp1K1atWoXU1FT07dtXvWekr8qVK6sv0l27dmHnzp3o2bMnBg0ahIMHD+rdNLphx44dmDFjhgpK6WYcel5CJJMjv1I///xz2xIWsm7J2LFj8dJLL+ndPJIPv4sLfvvtN9syI2RfZKJQyfBIENS1a1e9m0PZBAQE4IMPPsCoUaP0bkqZFxcXh5YtW+KLL77AW2+9pSbWlZUE6F/M7JSAlJQU9Quod+/etssMBoM6v2XLFl3bRuQooqOjbV+qZD8sFgvmzZunMm7SnUX6k4zogAEDsnznkJPOoGxPrly5ov4gZF+uQs4fOXJEt3YROQrJhErdQadOndC4cWO9m0MA9u/fr4KbpKQkeHt7q6xow4YN9W5WmSeBp5RKSDcW5Y7BDhHZ5S/VAwcO4O+//9a7KXRDvXr1sHfvXpVxW7BggVp8WboYGfDoJywsDM8884yqcZOBMJQ7BjslICgoCEajEREREVkul/OhoaG6tYvIEcgad4sXL1Yj56QwluyD2WxG7dq11X6rVq1UJuGTTz5RRbGkDymXkEEvUq9jJb0K8n9H6kWTk5PVdxGxZqfE/ijIH4M1a9ZkScvLefZxE+VMxkpIoCPdI2vXrkWNGjX0bhLlQf6myZcp6adXr16qe1EybtatdevWGDZsmNpnoPMvZnZKiAw7lzSvfPDatm2rKuOloG/kyJF6Nw1lfdTCiRMnbOdPnz6t/ihIEWzVqlV1bVtZJ11Xc+fOxe+//67m2gkPD1eX+/n5wcPDQ+/mlWkTJ05E//791f+R2NhY9T6tX78eK1as0LtpZZr8P8le0+bl5YXAwEDWumXDYKeE3HvvvWro7Guvvab+aMtQwOXLl99UtEylS+YI6dGjR5agVEhgOnv2bB1bRjJxnejevXuWy2fNmoWHH35Yp1aRkK6S4cOH49KlSyr4lLlcJNDp06eP3k0jyhfOs0NEREROjTU7RERE5NQY7BAREZFTY7BDRERETo3BDhERETk1BjtERETk1BjsEBERkVNjsENEREROjcEOEREROTUGO0Rk92R2a39//yLdR/Xq1dWyLUUh69s1aNBALbZY2mQW6TvvvLNY73P69OkYOHBgsd4nkT1isEPkoFxcXPLc3njjjSLd96JFi4rcvsLcR05BiSy/cuzYsSIFRrJK9+OPP46ieOGFF/DKK6/YFliU11iWgnFUjzzyCHbv3o2//vpL76YQlSiujUXkoGSdIquff/5ZrcN29OhR22Xe3t5wFrIQaFEXAy1fvnyRbv/333/j5MmTGDx4MJyF2WzGAw88gE8//RRdunTRuzlEJYaZHSIHFRoaattkcUbJpGS+bN68earLxd3dHfXr18cXX3xhu21KSgrGjBmDChUqqOPVqlXD5MmTbZkVcdddd6n7tJ7PrjD3IcHCoEGD1IK4Eoy1adMGq1evtt2nLAJ69uxZPPvss7YMVU7Zmn379qkFXWXVZ19fX7Rq1Uot8iorcY8cORLR0dE3ZbiyZ4yioqLwxBNPqLZI+2WV6MWLF+f6esvrKQtfynWtbfrf//6n2mJ9rJwWk5WMlBw7cuRIlsunTp2KWrVqqX3pFhs1ahRq1Kihgrp69erhk08+ybUtOT0fIVmmzBk9eY6PPvqoCvTkderZs6dqb2bSjfXHH38gMTExz8cjcmTM7BA5oR9//FFlej7//HO0aNECe/bswWOPPQYvLy+1wrv8kpcvuF9++QVVq1ZFWFiY2qzdPcHBwWq18dtuu83WZZNdYe4jLi4Ot99+O95++224ubnh+++/V1+2kpGS+1i4cCGaNWumupukvbkZNmyYel6yUrrc9969e+Hq6oqOHTuqACBzliunDFd6ejr69++P2NhYzJkzRwUdhw4dyvW5CunqkSxI5q61AwcOYPny5baATYLO7OrWrYvWrVur9+TNN9/M8h5Z70/aU7lyZcyfPx+BgYHYvHmzeg0kkBw6dCgK65577lHB07Jly1TbZsyYgV69eqkALCAgQF1H2paWloZt27bdtOI8kbNgsEPkhF5//XV89NFHuPvuu9V5yRjIl7l82Umwc+7cOdSpUwedO3dWWQfJymTv7pFMimSIclOY+5BARjYr+fL/7bffVNAkWSL5ApaAQzI2t3rsCRMmqIyVkHZYZc5y5UaCk+3bt+Pw4cMqGBE1a9ZEXiTjVLFiRdt5CSIkkDKZTHk+ljU4k8DTGuxIsLFr1y4VaAkJ1CRLZCXv15YtW1QgWdhgR7rd5DlGRkaqwFJ8+OGHqo5qwYIFtvolT09P9ZrJ8yNyVuzGInIy8fHxqrtIukXky9i6vfXWW+py68geyYZId8nTTz+NlStXFvhxCnMfktl5/vnnVfeaBELSLgk4JHgpiPHjx6vumd69e+Pdd9+1Pa/8knZLJsUa6OSHdPNYu7DyMnr06Cyvu7jvvvtw5swZbN261ZbVadmypS1YE9OmTVPdcRIoyu1mzpxZ4NclM+muktdbMkWZ23P69OmbXi8J3BISEgr9WET2jpkdIicjX3Diq6++Qrt27bIcs3bTyBetfOlJ94ZkOSR7IIGD/OLPr8LchwQ6q1atUhmG2rVrqy/ZIUOGqPqfgpC6FOkCWrJkiXp8yWRJTY3UCOVHYYqdg4KCcP369Vteb9KkSep5ZiaZH6mXmTt3Ltq3b69On3zySdtxabvcRrJxHTp0UJmtDz74QHUt5cZgMEDTtCyXpaamZvkcSDeY1DFll3202rVr14pcwE1kzxjsEDkZKbiV7pZTp06p7pPcSMGq1J3IJgGH1NbIl550JUm3Sn7mkinofWzatEllhKxBiXwhS8Yj+wih/Dy2ZGVkk2Lm+++/X9UHyf3m5/ZNmzbF+fPnVXdSfrM7UiMkXYG3aqvUKsmWnbwXMnRd2irvjWR7Mr8uUm/03//+13bZrbJVEpxkHpEXExOjgs/MwWh4eLjqZsutyNz6OElJSer5ETkrdmMROSGp/5CRUVJELF/o+/fvV8HAlClT1HE5/emnn9QIITkuhbGSfbD+4pcvR5lAT74sc8tmFOY+pLZGipClG0m6WSQ7I8W5mcntNm7ciAsXLuDKlSs5didJfY9kLKTORAIFKYiWrjHr7SWIkseW2+fUPdOtWzd07dpVDSOXTJM1QyXFxrnp16+fqoPJ3la5rTwfeazk5ORcby/1U1IQLRkdGUmWuf5HXhcZTbZixQr1Wr766qvqOeVFMkU//PCDKpyW91dqsTIXWEuWTbJEMhGhdDFKUCmFz//3f/+nHstKbi/1StaRYUROSSMihzdr1izNz88vy2U//vij1rx5c81sNmvlypXTunbtqi1cuFAdmzlzpjrm5eWl+fr6ar169dJ2795tu+0ff/yh1a5dWzOZTFq1atVyfMzC3Mfp06e1Hj16aB4eHlqVKlW0zz//XOvWrZv2zDPP2G63ZcsWrWnTppqbm5v00dz0/JKTk7X77rtP3V6eW8WKFbUxY8ZoiYmJtvsYPXq0FhgYqG7/+uuvq8ukDVOnTrVd5+rVq9rIkSPV9dzd3bXGjRtrixcvzvU1luvL9Y4cOWK7LCkpSRs8eLDm7++vHkvamZehQ4eq63377bdZLpf7efjhh9VzlPt68skntZdeeklr1qyZ7TojRozQBg0aZDsfHR2t3Xvvveq1l9di9uzZ6vrW5ytiYmK0sWPHqtfI1dVVXW/YsGHauXPnbNfp27evNnny5DzbTeToXOQfvQMuIiJHICPApLtIRrU5g4MHD6oMkWSTcho2T+Qs2I1FRJRP0gUkQ+yzd705Kqn5kbmOGOiQs2Nmh4iIiJwaMztERETk1BjsEBERkVNjsENEREROjcEOEREROTUGO0REROTUGOwQERGRU2OwQ0RERE6NwQ4RERE5NQY7REREBGf2//RNZ2aTcik9AAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xlabel = \"Test statistic (t-value)\"\n",
"\n",
"for i in range(result_univariate[\"null_stat_distribution\"].shape[1]):\n",
" graphics.plot_permutation_distribution(\n",
" result_univariate[\"null_stat_distribution\"][:, i],\n",
" title_text=f\"Permutation distribution – State {i+1}\",\n",
" xlabel=xlabel\n",
" )\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is a helpful way to visually confirm which states show a meaningful association with the behavioral variable."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "GLHMM_env",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.21"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}