{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# MEFISTO application to longitudinal microbiome data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook demonstrates how longitudinal data can be analysed with MEFISTO with its interface for muon.\n",
"\n",
"Please find more information about this method [on its website](https://biofam.github.io/MOFA2/MEFISTO) and [in the preprint](https://www.biorxiv.org/content/10.1101/2020.11.03.366674v1) by Britta Velten et al.\n",
"\n",
"Other versions of this notebook are available: [R version here](https://raw.githack.com/bioFAM/MEFISTO_tutorials/master/microbiome_tutorial.html) and [Python version here](https://github.com/bioFAM/MEFISTO_tutorials/blob/master/MEFISTO_microbiome.ipynb)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data for this notebook can be downloaded [from here](https://figshare.com/s/242916198fde3353f3e6). The following files are used in this tutorial:\n",
"\n",
"- `microbiome_data.csv` containing the microbiome data used as input,\n",
"- `microbiome_features_metadata.csv` containing taxonomic information for the features in the model.\n",
"\n",
"The original data was published by [Bokulich et al.](https://stm.sciencemag.org/content/8/343/343ra82)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"\n",
"from scipy.sparse import csr_matrix\n",
"\n",
"import muon as mu\n",
"\n",
"from muon import AnnData, MuData"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Set the working directory to the root of the repository\n",
"import os\n",
"os.chdir(\"../\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load data\n",
"\n",
"In this notebook, we put the files into the `data/microbiome/` directory.\n",
"\n",
"We first load the dataframe that contains the preprocessed microbiome data for all children (groups) as well as the time annotation (month of life) for each sample."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"datadir = \"data/microbiome/\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sc.pl.scatter(adata, x=\"month\", y=\"Factor1\", color=\"diet\", \n",
" palette=sns.color_palette(cols4diet.values()), size=100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Downstream analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For downstream analysis we can either use R (package [MOFA2](https://github.com/bioFAM/MOFA2)) or the Python package [mofax](https://github.com/bioFAM/mofax). Here we will proceed in Python and first load the pre-trained model generated by the above steps."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"import mofax"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MOFA+ model: mefisto microbiome\n",
"Samples (cells): 1032\n",
"Features: 969\n",
"Groups: C001 (24), C002 (24), C004 (24), C005 (24), C007 (24), C008 (24), C009 (24), C010 (24), C011 (24), C012 (24), C014 (24), C016 (24), C017 (24), C018 (24), C020 (24), C021 (24), C022 (24), C023 (24), C024 (24), C025 (24), C027 (24), C030 (24), C031 (24), C032 (24), C033 (24), C034 (24), C035 (24), C036 (24), C037 (24), C038 (24), C041 (24), C042 (24), C043 (24), C044 (24), C045 (24), C046 (24), C047 (24), C049 (24), C052 (24), C053 (24), C055 (24), C056 (24), C057 (24)\n",
"Views: data (969)\n",
"Factors: 2\n",
"Expectations: Sigma, W, Z\n",
"\n",
"MEFISTO:\n",
"Covariates available: month"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = mofax.mofa_model(f\"models/mefisto_microbiome.hdf5\")\n",
"m"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Variance decomposition and factor correlation\n",
"\n",
"To obtain a first overview of the factors we can take a look at the variance that a factor explains in each child."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mofax.plot_r2(m, cmap=\"Blues\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Factors versus month of life"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also plot the inferred factors against the months of life and colour them by the metadata of the samples taking advantage of a plotting function in mofax."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using the first two factors, we can project the samples into a 2-dimensional space."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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aGxs577zzOO+8HfNVseOYZTPINjzXPTbKZgyiN3sGqdW/R3pZIC+fkt30NKERZw2yVwrF4KPWqr6zVwVXAJFpn9qmjWYFqT77RhLz/g5AdP/T0MxA0ddufvIL2ImXAMis/SNVp/0Ts6xn0CbdNJ0fXoabXAUIwuO/SrD2hKKvvz246Xqc+DL0yFiMyBhfGy+b7A6sAJy2erLrPiC0T7HNP3YPrKqjyG54EunlTzkDQ7b9b0uh+DjNj1/evVh9hMylaH788h1esAKBAMceeyzPP/88p556KnPnzuXggw/m1FNP5eCDD+a9997jzjvv5JhjjuG6667j0Ucfpaqqiu9973s95qqrq+P+++9n6NChfO5zn+PDDz/ENE1OPvlkjjvuOBoaGrjwwgtVcDUIWFVHEJUSu/199MgoAkNPHWyX9gC8rYfSHRw3FIpdDLVW9Z29LrjqK3q0ktIjv9gnW7tjIU7HB+jhMVgFugp6Tg47/jJ0lURJrY308r9gzv5OD9ts08tdgRWAJL3m/gENruyOhSQWXYX0ciB0opMvw6o4qIedMAIIM7hVCqUW3nu0U4zIaGIzb80Xk4eGYpYfMNguKXZDnBb/Wr1Cn/eVs846i5///OccfPDBdHZ2MmfOHH7961/z2GOPIYTAcRxaW1uJRqNUVVUBcOCBB9LcvHUKdHl5OUOH5k/Phw4dSjabZejQodx///3885//JBqN4jiqNmWwMCsORTMnoIXLVc1tPxAadT6JZb8E6aAFhxIYMrAbmwrFropaq/rOXlVztT04iRXEF11HfNF1OInCRW9223vEF/yYdN0jJJbeRGbD33zthG4izOBWn2nRan9b8bH28GJgf0zZTc/mAysA6ZLd+JSvndANyk/6PlqoBHSDkoPOIjB83wH0dPDRQ8MJDvv0XhlYebk2EstuJb7wKnLNrw62O7stRqW/JEOhz/vKpEmTSCaT/PGPf+TMM8/k9ttv57TTTuPmm2/m4IMPRkpJZWUlyWSS1tZWAD744IMe8/i9sN97773MnDmTW265hRNOOAEpZVG+KnYMN9lG45++RcMfLqHh3i+R21S8MP3OQkpJbtNy7KbVg+1Kr1hVR1A66zeU7HcTpTNvR7PKBtslhWKXQK1VfUedXPng2XHiC69COnEAnPhiSg+4G+1jCvdA10vl5h9Wrum/BIed1sNOCEFs1jXEP7gW6dlY1YcRmXyu7/Wt6jlkG/+N07kQhEF43P8U9jWXofO1P+K0bSA4djbRmX0rAuwNYYS3HvcioBwadxCh//eg0k7ZC0ksvgEnsRQAu/19YoGfY5RMGmSvdj+qzrx+qzx2AGGFqTrz+qLnPvPMM7n55pt58cUXCYfD/PznP+e3v/0ttbW1tLW1oWkaV155JV/5ylcoKSnB8zxGjx69zXk/StF4+umnKSkpQdd1crlc0f4qto/EO3NxWvNdcL10nM7/3kfVZ4v/d9PfSClpe/rmbimUyIwTKfvEVwfZq8LowRr0YM1gu6FQ7FKotarvCKm2HHvgxJfTOX/rfM7YjF9iRCf0sE3XPUp63YPdY6vqSKKTfuA7r3RSpNY+gJdrJTj8TMzYxII+SOnhpTcgzBI0s3CqXdtzt5Fa9O/ucflJ3yc86aiC9n3BsztILLwGJ7kCPTSC6NSr1UKj2AopJW2vfYYt6xPC4/4fwaEnDZ5TuxCLFy9mypQpfbbvfO0hmh+/HKelDqNyJFVnXr/DOezby913380Xv/hFLMvi+9//PkcccQSnn376gFy7ENv7/RtMzjjjDObOnduvc0rHJr3ydZCS0ITDEIbpa9f+4t0k39+cWWANnUz1537ua5vdtIz2f/8vXq6DyOTziR1ycb/63Bu5Tctoevj7W3025OJ7MEqHDJgPCoWiJ2qt2nF6+96pkysftNAwNLMcz27Lj81y9OAwX9vg8DNwOlaSbXwNIzax11Om+OLrcTo/BMBpf4/YzNvRQ/7zCqGhh7fdoTC3adlWY3vTMigyuNLMUmIzf4l0Mwg9uO0vUOx1CCEwYlNxOhd0faBjlEweXKd2Y2KHnTdgC9THiUQinH322QSDQYYPH85JJ6kAeTCRnkfLE1eTrcuvFcnhz1L12esQmt7DNjrzFNLL/ouX6kAYFiWHnFNw3tbnL0SyDnRILL0Ks3o8ofFzdtp9bIWP7373s7shpcRNrUNo1i7d1Veh6C/UWtU3VHDlg2ZECI35LvF3bwQgeuD3e6TKfYTTUk/ilQ/xshpZfQ2B8iWExh/cw056TndglR9ncToXFwyu+oo1bEp3WshH4/5CBVaK3ohOvox03UPIXAeBIcdiRMcNtkuKHeCCCy7gggsuGGw3FF04Leu6AyuAXP1C7OY1WDXje9ga5cMY8vm7sJtX5yVDYv4ZBp6bQ7JF0bnmkGt+Y8CCK6tmPOH9jif1Yb5tfMlBZ6GXVA3ItXcWUkqSS39OriVfbxoaeS6hUf6p/gqFonh2p7VKBVc+eLkMbU/eiduZzytt3XA7NRf+Cs3qGWwkP3gaL9slMug6JN6Z6xtcCc1ADw3HTdd/9Al6uLgiQICyYy5BmCHsxlWEpswhtM/hvdo7nY0ITUePVhZ9bcXejWaWEBl3yWC7oVDsUWjBKAgBH2XsC4EWLCw8r4VKCIyc3vucuoUWqsZpXw1SIqwQ1vDZ/en2NgnvNxEZfBE0k+DEnoHi7obTuaA7sAJI1z1MYOin0czCPyuFQrF3oLoF+uC01uF2NnaP3c5GnPZ6X1vxMf2rj3cE3JLolCsxyw7AiE4iss+3MUoK11z1lVzDCtKLXiBXv4DU+0/hpeMFbdv/dRcNv/8ym+75Ip1vPFz0tT/CzTTgJNeojmGKfkO6mW0bKRR7IHpJFaXHXIIwLIRhUXr0VwqeSG0PMjkVvDAQQCZr0fXhxTvbR9z0RpIrfgUiBzJJYtkv8OzCa9Vuge96p9ZAhUKhTq580WM1W+k3CSuEXuLfNj160Flk6+ZjN61Gj1ZQelThImE9NIySfa/qV187Xvl998mZ3byGxLy/Ezvs/B52uU3LSX74bPc4/vrDRKYdjx6tKOr66fWPk177R0Bils8mOuVyxAC3jlfsObipOuKLrsHLNmLE9qVkypUFU3IVij2V6IyTiEw/EfBvL7y9SM/Fa00i2KxXaLeswxo6MN098/XLcouAxEY6nbAbn/IYpfthVhyC3foGAMERZ6OZsUH2SqFQ7Aqo4MoHPVxK5ek/ofPVBwCIHX4hesj/oamHYlSffxteqgMtVNJvRbq5ljfJNv4LzSwnNPrCwqkG7taCaNIrIJDm9VSZL2gLZNcvILdhEWbNBIJjZvnaSDfbHVgB2G1vY7e9h1VxYMF5FYreSK26By+bPzV2OheSrp9LePTukWOtUPQn/SltITSdwMjpZOvm58eGhTV8ar/Nvy2MyHi8uE2u6QMQEBh6BFqwdsCuvzMQQhCdfBluak1XQ4uBOwlUKBS7NgMWXNm2zY9//GPq6+vJ5XJ89atf5ZOf/ORAXX67CYyYRvU5P+uTrRACPVLWb9d24ktJLLmBj4IWN7OB2LTrfG1LDj6H1mduAddBj1Z273Z+HHPoJAKjppBa8gwgKDnwgoKpJumVb9L6z++CEQcnQtlR1xLZ99g+eq/SIhQ7jnSTW4+dxCB5smewfPlybr75ZtLpNKlUijlz5vDNb35TadLthZQecwnNj/4QN9VByaHnY5YPXDDgtDeSXSIgMBIQZFrSeIfE+3XdHAyEEBiRsYPthkKxW7MnrlMDFlz9/e9/p6ysjJtvvpn29nZOP/30XTq4Gkyc+FK2DFKczsUFbUP7HMaQ6rtwOxswa8bni6F9kE4CbUQ9wWAVQghE1QqkZyO0nvopyUW/R0RXdY2aSC6+2ze4EnqA0OgLu06vwCw7ALPc/5RLoegLgaGfxll+GyAReojAkOMG26UBIbXuIeILLsdL1aGFR1Iy7XrCo4prd9vZ2cl3v/td7rzzTsaMGYPrunz729/mkUce4dxzVVezvY22Z3+Bl00idIP4mw8THHsA1pCe2o07Ay+bAGlAZrOulcylYDcPrhSKvY3+Xqv21HVqwIKrE044geOPPx7ItzDV9d1f42JHkF4O6eXQDP8gCMCITgQEHwVYRknvefFGWS1GWe8pFm5qDTidGGX563qZjXjZRv9UBrN967HVWXDe0IjPYlUejnTT6JGxu/VOg2LwCdQcgx4eiZtajxGbgh7c80VGU+seouPdS8DNdyf1UuvyYyhq0XrhhRc4+OCDGTNmDAC6rvOzn/0M0zT5xS9+wTvvvIPneVx00UWceOKJPPjggzzxxBNomsZ+++3HFVdcwbJly7jppptwXZe2tjauvvpqZs2axTHHHMO4ceMYP348X/ziF7nyyivJZrMEAgGuvfZahg4dyi9+8QsWLFhAe3s7kydP5sYbb+TOO+9k/fr1tLS0sGHDBi677DKOPPLIor+Hit6RnkuuYRleuh4pXbRANXbTqgELrqwh+2ANm0JuQ36jMDhuNnqZ0oVSKHYndsZataeuUwMWXEUiEQASiQTf+ta3uPTSS33tHn30UR599FEAstksTz31lK/d7kiu+VWSy29Fejms6qOJ7PMd32DEiE0mOulHZBv/jWaVERr9+YJzSi9Heu2fcNP1WBUHEag93tdODw7DS7pkV68DIQhOnIhm+bdjD086Bbv9bbx0J1ogQnjSp3u9LyWeqOhPjOgEjOjAvPTtCsQXXN69WHXjpogvuLyo4KqxsZGRI7eWe4hEIrz88susX7+ehx9+mGw2y9lnn83hhx/O3Llzueqqq5g+fToPPfQQjuOwYsUKfvSjHzFp0iSefPJJ5s6dy6xZs9i4cSNz586lvLycSy+9lAsvvJA5c+bw+uuvc8stt3DNNdcQi8X4wx/+gOd5nHzyyTQ0NABgWRa/+93vePXVV7n33ntVcFUEUkribz5Cds08jKrRlB71JV/JEKHpCKsVtz1fzyidNrRY4Q2+/kboBpWf+QnJhQ+AZhKZ9nm1EadQ7GbsjLVqT12nBrShxcaNG/n617/OeeedxymnnOJrc84553DOOXmV+TPOOGMg3duKXOvbpNfeD0Bo9BewKorTBJFSklxxB9LL5edvegmr8nCsyp6aWABW1WFYVYdtc97Uyt+QbfwXkG8oIYwIVtURPa/vmWSXCpy2LAiNHAYc4X96KDPD8TpLEaaGl4wgk4Vz8710nPg7jyNzaSLTT8CsVvnnCsX24KXqtuvzvjJs2DAWLVq01Wd1dXV8+OGHLFy4kAsvvBAAx3Gor6/nxhtv5N577+XnP/85M2fOREpJTU0Nd911F8FgkGQySTSafyEvLy+nvLwcgGXLlnH33Xfzu9/9DiklhmEQCARobW3lu9/9LuFwmFQqhW3bAEyZkhc6r62tJZfLFXWPezvJD54m/npeViO3cQlIj/JPfbOHnZQugX0rIJhG5hysEdVo1sDVM0rPIbH0epzUgrzfyzYRnfxjFWApFLsRO2Ot2lPXqQELrpqbm7n44ov5yU9+wqGHHjpQl90hvFwbyaU/6w6Ekkt/hnHA79CssmJmRbrZrT6RH98B2AGc+JIeY7/gymleC46GUTI5700yhRNv9C1qzq5+F5Kjuqu+sqvnUTLLP9BtfuJq7E3LAUgtfZmaC+7EiPm3rVcMLp7dCUg0s3SwXVFsgRYeiZda5/t5MRxzzDHcfffdnHvuuYwaNQrbtrnppps4+OCDOfjgg7n22mvxPI+77rqLkSNHctttt3HNNdcQCAT40pe+xLx587jxxhu55ZZbGD9+PHfccQf19Xm9P03bLLcwbtw4Lr74YmbNmsXKlSt5++23eeWVV9i4cSO33XYbra2tPP/88906eOqFuv+wm9fgxptx0x1oVohc40pfOyF0zPKJaFM+WvI19Oi4AfPTSSzH6VzQPbZb38TLbFJZDwrFbsTOWKv21HVqwIKr3/zmN3R2dnLXXXdx1113AXDPPfcQDBYW3R0svFxLd2AF+dQ7L9dSVHAlhE5w+GfI1D8OgB4ehVXhf2q1PRglk3HT67ca+9qVDwfdwGldD0Jg1oxHj/inBRofy4U3yof52nnpeHdgBSCzKeyGZSq42gVJ1z1Ket1DgCQ47HTCYwvrsSkGlpJp12+Vxw6AHqZk2vVFzRuNRrnpppu44oor8ifnySTHHHMMF154ITfddBPnnXceqVSKY489lmg0yqRJkzjvvPOIRCIMGTKEGTNmcOqpp/Ltb3+bWCxGbW0tbW1tPa7zox/9iKuvvppsNksmk+Hyyy9nxIgR3HXXXZx//vkIIRg5ciSNjY0+XiqKQXoudvNqALwkyExhYd6SKVeSWvMHpBMnMOT4XlNvcy1vkG14Hs0sIzTm80VvyGhG5GOfCIS+6639CoWiMDtjrdpT1ykhpa/M+C7BGWecwdy5cwf8utLL0fn+t3HT+ehXD40gNvM2hGYVPbfduQhpxzHLZvS6uDjJNeSaX0EzywnUnojQ/ONg6WZJr3sQN12PWTGbYO0JvnZeLsOm336B7Lr3QQhCk45kyEV3I7Segr/SsWl/8W5y9QswayZQduzX0axQTzspafj9l3DjzfkPNJ2a82/DrBq97W+EYsDwss20v7N1MBWbeQdGZMzgOLQXsHjx4u60gr6wM7oF7s5s7/dvMBmsdQqg7V//R/sLv8ZLtiCsCJGZJzPkgtuLmtOJL6Vz/g/Z3FBpKrHpNxXta7ruEdLrHgahER77FYJDTyp6ToVCURxqrdpxevveKRFhH4RmUbLfTWQ3Pg1AYOhJ/RJYAZixbQs3uul64vN/iPQyQH6xi076vr+veqBPpxB24wqkncYamu886HY04HZs8j2VEoZJ+ae+sc05hRCUn/xtWp/6X7xcitihX1aB1S7Ilqew3fh9phg0wqPO22sXKMWO42XieMkWAGQuiffRRlcROPHlbCUFklhW9JwAoZGfIzj8DEAruFmoUCh2bdRa1TfUE64AmllKaFT/9th3M42k19yL5yQI1p6IVXW4r53d9l53YAVgt75R9LX1aCVoGngeAMKw0EKxouaUUpLZeDeBKSZQipP5G276WJVHv4uhh4ZhVR9NruklAMzyg9Cj+wyuUwrFLsruJHgvAlGM8hF46Q6EFUIr8U/13h7y0h8a4HWN/VPNd4T+2qRUKBSKXRkVXA0gicU/xe0qBkx0LCAWrMWIju9hpwWH9jreEYyyoZR/6pt0vvon0A3Kjv6fgoLDfUU6ia3qvaSXw02uVMHVLkhkn+8QqD0BpIsRm6aaCgwAUkr1fd4BBjtTfXcSvLeGTMAY5iFMD+l6WLXFSxgYJfsQnfJjcg0vIKwyQqMu6AdPFQrFropaq7afba1TKrgaIKTndAdWeTzc5Brf4MqqOBBryPFk1j+OZlUQ2ed7vcybI133CF56A2b5bAJDCr8EhCbPwRgSRWgGRtmsYm4HAGFE0UPDu2vThGahRwauA5Wi7wgh+pSSqugfgsEgLS0tVFZWqkVrO5BS0tLSMqiNjvoieL+lHqNf8fRAYVS7mCN0vLSBsHTMkW5BWyldsg3PI+1OrOqj0IOFheetioOwKg7a5vWl6xB/+zGc1vUExx5IeMrRO3IbCoVikFBr1fbTl3VqrwqupJSkPnwOu3kNgdH7ExpffLe+viI0A6NkCk58cdfY6kq/6ImbrsduehnNjILMkal/rGDNVWrVb8k2/BOAXMtrCD3kq48lPYf4wp90t8O1Kg8nOvlHxd2TEET3/SnptX9CuimCQ09BD/l3FtwVcOLLcRIrMEom+ga1CkV/MWLECNavX09TU9Ngu7LbEQwGGTFixKBdvy+C97uKHqObXINRVgtl+UDJSxfWm0ku+yW55v8AkNnwN0pn3o4WqCrq+h0v30Pyg2cASC99BWFYhPbZtj7jnoSUHiDUi6lit0StVTvGttapvSq4ir/xMPE3HgHy4osVp1xGaMLAaW5Fp1xBZv2jeHaCQO1x6GH/H4zd9h7SSeI5cYRm9lpz5XRuLb7mxBf5BldOYtlWOiO5lldxM5t63b3sC3qgmujE7xQ1x0CQa3mTxJIbAQ+ETnTy5VgVBw62W4o9FNM0GTtWCWrvrvRF8H5XwCydTmbjP5BOAqGHMMpm+NpJ6ZJr/u/msRPHbp9HYMinirp+dv2CrvnzaUXZ+gV7VXCVXvcw6fV/QQiD8IRvEKg+arBdUii2C7VW7Rz2quAqs+bdrcer3+234Ep6zjY7IGlmCeGxX97mXMIoJdf+HtKOg9B61cPSo/tgt3+AdDMIsxQ9OtF/Tj388U8Q2sCm3sTf+xuJ9/6OWT6C8pO+h15kQ43tIX+6ly/QRrrkGp5XwZVCoejB7iR4r4VHgmfj2e0Iz0aP+J/IC6GjWZU4yZXgOQizFC1QvB6hHq0i+f7TSCeDFiqlrKI44evdCSe+nHTdwwBI6ZBcfjtWxWyE3lO2RKFQ7F3sVcGVHi4nuWExXi6NFooRO/zCouf0nCQd73wZu2M+emg4pQfei1HgREpKid38XzwnjlV5KJpV7mvndHyIzLQjpQOA3bG44PU1qwzpJpFuGnQLzarwtTMiYwiOOJvM+j8DGuFxXylKFHl7SS15maY/fRvpZAHINa5g2FcfLHredP1cMnV/RmgBwhO+gVUx29fu4yKYokhRTIVCsWeyOwneZzc9gzDC6PqY/MnRhr8RqD7C11aPjCPb9BJIB10P9lof69lZ7I1L0MJlvcprSDuLFoohbRMtFMPrRcR4Z+DEl5FceVc+LX3Y6QOqnSWdj92rtJFuWgVXCoVi7wqupOeCEUBID2EGkK5T9JyJRdeSqfs3XsLBDTXROe+bVBz+V1/b+PxrSS1/EOk6mOUTqDjmzz1e+gEy9e8gPfjoxyPTHQWvb7e+gx4etcX4DczSab624dEXEBrxWRDagLfETcx7sjuwAsisLL69vJNYQXrNfQBIN0Vy6c8xD37Q995Coz+Pm6rDSSzDKJlMaLTqgKVQKHpyxRVXcMUVVwy2G31DGDjxZUi7A/QQesS/W6CUHnbbO1utDXbr274NkLxskuY/X4bdvAaA0jlfIjrrNP95c6mtgi8v3VnEzWwfUkrii6/N3zuQWnU3RnQfjJKBkZkwYvuih8fgptYAYFUeVnBzU6FQ7F3sXcFVJo5Vs3m3zk22FrTNNr1Ces29AITGXFwwlzq7cT6Z9+NIV4IAvKXgI18lPYfk4j8g7bx+Va5hPukVTxCZ8oUetmbkULLe46DZgIBcTUE/RaAGr/297rRALdB7DZXQB2f31azeOqdXL+m9kNru+BAv04BRNgO9QPqKl9u6S5f0skgnhbB6BleaVUZsxs2q5ahCodiD0JCenf+jdMgvQj0RQkMYka1OW4ThL8WRXvbf7sAKoPO1BwsGV+H9jqX16Z8g3QxaqJrQlE/s0F3sCNJNdQdWXZ/gZRtggIIroQeITf8ZuZY3EFoAs/KQAbmuQqHY9dmrgqvQpKNILXkJL5dGD5cRnnSkr52XbSG5/LauxQqSy2/DLJ3muyvltZd3nTIBEtyWAtpREmTWyWszfvS1qbSvaXTGhaSX/xsnMQ+8ALHZVxW8Jz1QhZdtRXoZNOmhFUhJHGxK53yZ7Op3SK9+Gy0Qofq82wraZur/SmrNHwAQRgmx6Tf7diE0Y/uiB4fhZjbkx+Wzt5nqqAIrhUKxxyBzmLF9kdJBCKPX51t04vdILLsF6SQJDDkes0CrdaGbW48N09cOQERWE5xejpfMYFSEkKwDipfjsDsX43QuxIhOwCyb6WujGRHM0hnYHR/kfTFLMWL7Fn3t7UHoIQI1xwzoNRUKxa7PXhVcufFGhBVBQyDMIG682dfOs9u6AysApIOXa/cNrgK1nyRb/h7oTeCWEBx+gu+cQjcwIydhJ58F4YA9nNB4/91AzQpRc/YfyTWuRA+VYpQXbm/udC7CiE0CKUEInLZ3sAosRjsD6eXIbnoO6aawaj5R8JRJMwMM+fK9uPFmtGAJmlX4BC2z8R+b53fi5JpeJjTq3B52wghTMv1mcs3/QWgBrOo5xd+QQqFQ7CYEaj5BrvGFrl49gkDt8QVtzfJZlB30IEi31+ZLoUlHkVr6Ctk17yEMk7JPfLWgrRNfhlFeAuUlALiJZVBz9A7eTZ5c69skFl8H5EU6IxO+WbCroVV5HonXP8TLJogddn7BOmaFYndCeh5C07ZtqNhl2auCq+yGxejhUgjn65yy9QsJT+2ZxqCHR6NHxuEmV+XHkXHoYf8uSKFJU0itacPLZhCmR2By4W5JlafeTuK9v+Jl4oSnHotRNrSgrTAsAsOmbPOehB7Cbp8PXjafFmgV3wFqe4gvuJpM3fPguRgVcyk76Le+dWSQPzUyYtv2TxglkG3aelwAzSwZ0CJmhUKh2FUwSiYRm3ErdudC9PCobQqFCyFA9L7sC92g8vSrcONNaIEIWiBS+PqxqbhbaGsZ/SBUnmt6hY8CK4Bs08u+wZWUktYnb8JLekCYzlceIjD8AKwh/nVnCsWuTmbNe7Q9+wu8bIrIjJMoO/org+2SYgfZq0Ljjz90rSH+udlCMymZei1GaA5GaA4lU69FaP6pEYlF94KRQ4uCsDxSyx4ueH3ptiFiy9HKlyNZ26uv0k1jt72Lk1jVu5308t2JtABCD+J52V7t+xPPSZBa9hhO63qc9o1k175GrqH4RhWRCd9Es6oAgVVxKIFa/9NAhUKh2NvRwyOxyo/CKNn2ZlxfcdrfI7PhD6TXP4BnF+4AGB73FYIjPotVcSiRCd/EqvLvVAj5hlKZte+TrfsQKWVBOy1QufXYqvS1k7kUXnKLulspcTs2FZx3sHHTG8k1/xc3vXGwXVHsgkgpaXvmFrx0HDyX5Lwne8gHKXYf9qqTq9KjvoTQTezmdQRGzyQy3f+lXXoeTX++kuT8vwGQmbGe6nN/4XtM6yZWgBkHIQGBlyscDCUW/xQ3XQ+As3wZemg4RklPXSrPSRCf/4Nu2/CYLxIc/hn/SaW9dXckJ1Hw+v2NtF28ZLo7RJeug9PeBkWWfRnR8ZTNvrdP2mEKhUKxt+Jlk7T89WpyG5eix2qoPP0qzMritKac+HLii68D6QLgptcTm3adr63QLMKjP7/NOaXn0fK368h2vSyGJs+h4sTv+dqGRn6OXONisnXvYNZOITz2Yl87LRAhMHI62br5+XGoBGtY8SdnOwO740MSi65BejmEZhGdehVm6X6D7ZZiV8Jz8bLJrT8awO6biv5lrzq5EoZF6ZwvU3XmTyk58IyCdtn1C0ktvwdzTB3mmDqSy35LdsMS/zm3LB2SEmH5f0ul53QHS12f4KbqfG1zTa9sZZuue6Sgr4HazSlxQg9h1QxctyYtUIKw9wcnBJ6FTI7GqvHXmdoRVGClUCj2VtxUB26qsAwHQPztx8htXJq372yk45XfF31dJ760O7CCfF1vsdgNy7sDK4D0kpdx2v1PcHINq0m9uRJnXYT0O/Vk1/mvvQAVp15B7IjPU3LQZ6k+52b06K7ZCj2z4UmklwPydcqZDU8OskeKXQ2hG0Smba6Z1EuHEBxz4CB6pCiGve7t1cumcBMtGKVDEIa/1lNm/RsYQzan1xlDsmTWv05wRM9dMbNyIk7H60jPAaFhlPof2wjNwIjth9P5Ydc4gBHzT+MQWqDX8ZYEh56IHhmDl96AUToNPTikoG224QXS6/4EQic87pKCgrt9RWgalZ++hfYX70ZmU0SP+AxWzfii5lQoFIq9nc7XHiT+5qMAlBx0VkHBe5lLbT3+2M73jmBEJ5Bv6S67xsW3NhdGIL/BGG8GBHqsBmH4r2up+c8inXwggueSfP8fhMYf7GurWUFKZn+2aP92NkIP9zpWKABKP/lVAmMPwMvECY47CC1UuN5csWuzVwVXuY1LaXniGrxMAqNsKFVn3YAe7ZnPHRg+kfh8A7yujoGaQWCo/wLjduSQjp0/A/RcnNbCi1vJlMtJ1z+GtBMEhhzr214cwKqeQ675v9jt7+bTLsZ/vdf7Em4pMp1GxAo/sN30RpIr7qSrrRTJpT/DmH0fWgGtk75i1U6k5txfFDWHQqFQKPI47Ru7AyuA+Ft/ITT1E5jlw3vYhqcdT/KDJ3DTjQgjQmT/U4u+vhGbTHTSD8k2/AvNKiM0uqcW4/ail9Yicxmc1rqu8RC0cIHGR4Gt1zEtUNwatSsQGn0+bmIZbno9emg4YSVir/BBCFFwI0Gxe7FXBVedr/4RL5NASi+/gL0z17cbS3DUUQRHnkB20wsABGqPJTjKXxMrW/8i6ALp5vf63OTygtcXRrhP+elCM4hO/QlepgnNivUq/Jte/iqtT98CnoseraDqnJ9jxHqKDnu5Fj4KrCCfmiDtTigyuFIoFApF/yFdu+eHH53kfByjBXNSO6K1Az3qQaje3257fchV4GysQg+XwejiheftppVowSiBUfsD+bXS6djkGzCWHHIuuU3LsDctxygfTuyoLxZ9/cFGD1QT2///kE4CYUSV3qJCsYezVwVXbrKdbN18pJNFC0QJ73usr50QgtCUU5HaOgDCk04p+DAUWg2erEeIru5HTvHBipSS9n/eTmrxi2jBEipO/hGBkf7Fr/E3HgWvq/A40Uryg6cpPfKiHnZGdAJ6aHh3LZcRnYQWrC3a1+3BblpNevlr6LEawvseqxYYhUKh+BhGxUhCE48gvey/AIT2OQyjaoyvbWbdw3j2SrSogxTtpNbcR3jU54q6fq5pNRvv+hxOWz1CN0mvfIMhF97payudHJ1vPIzTup7guNlEph3na6dHKkHTEF2vHMKw0IMxf9tQjJpzf4GXy/Sqh7i7IYRAmCrNS6HYG9irgispPTw7A66NJ9JI/NvBOqn1JN77OV46X0wcT91MoPZ4jHDPXbbK4+6l6e/H4JEAaVF++G1F+5le9h9Si/4N5LvFtD13K7VfvtfX9uN1Y4XqyIQexBpyAskVtyOETmDYqQgxcP1M7KY1ND3yg+5certxRa/ilLsDUnqkVv6GXOvr6IFaIpO+hz7AAatCodizEEJQftIPiMw8GaTEGr5vwY0oJ7kK6STAy4vIe6l1RV+/89UHcNqXgOkipSD+1oMFg6v2l+4h9eFzAGRWvokwQ4Qn9czyMMpqKT/u23S++gBoOqVHf2Wb9SR7UmClUCj2Lvaq4MpLtQMShIaUbte4J3bzqu7A6qOvc1rW+AZXVvU0hpy7mNSqJwkMP4JAefHFv146jpdrxcs1I4QJhl7QNjbnS7T+7Vq8TAKzZhzRAjn3bnoD6TX3dtdYpVbcjlm+f9E1V30ls/qtzUXKQHr5a7t9cJXd9BzZhmcBcOwOksvvJLbf9YPslUKh2N3JNb9Cuv5eQIL1RQI1x/jaSSeEl5ageeAJNMtfjxFAuhky9X/FczoJ1ByLEfVvPmR3vA9mV7dAIRGBwvIeuQ1bdxLMbVzsG1wBhKccQ3iK/30oFArFnsReFVwBCKGDroHQKHBwhRnbB5ktB7Mh/4FdixHzV32321ex6fen4nS0oAVD1Jz3O0JjimuHbgypxHPq8Ox8MBKoHlPQNjBsCkO+/Ae8dAd6tMpXiwvAy7Wy5Q0PdM2VXrr1iY7uUxe2u+HlmnodKxQKxfbi5VpJLr8dZL6hUnLFHZil+6EFqnrYylQpOCGkayM0PT8uQGLJjdjt8wDINbxAbOZtvk2VQhOmk9v0NG67izAE5vDCJ0xW7SSclrqtxr3hZjaB0NED1b3aKRR7I14uQ+K9J/AycSL7HotZPXawXVLsIHuVzpU1dDLWsKmY1eMIDJ+GWSBo0WPVGKUTcNZrOOs1jLIJ6CX+KvHtL1yD09ECgJdJ0/rsVcU7KhsJHzKJ4LQawrNGYY7yT/X7CM0MYMRqCgZWsLnmSno20nMwSiYPaM1VeNJRRA88A72kCmvoZCpO8BeQ/Ag3XY/d/j6eU3xr4Y/w7A7sjoV4du/aMX3FqjwMxOadYqvKf8dWoVAo+opnd3QHVgBIF89u97XVzWk4mwy8pMBp1iDnL+8hpYvd/v7msZfB6Vzoa1ty4DcJTphKYGIMa0I5JQcW7lYbnXUqXqaT7MbFaOFSQhMOLWibXHEXHe/+Dx3vfInU2gcK2ikUeyutT15P/PWHSM57kqY//y9O+6bBdkmxg+xVJ1elR38Zt30DTvtGrGFTCupjuKm1mMNAr853NtJMiZtahxEd18PWs3PgZpHSQQg935a9SPTQaLzsCrRQGgAhxhQ9p9CDGCVTyLW9C2gYZTMGtOYKoPTIi3ybbXycbOO/SS6/A/DQAjXEpv8czSpOHNKJLye+8CdIN4kwopTse53vz3N7MKITiE2/GbvtHfTgUKxqFVwpFIri0EMjMaL74CTynWf1yDj08Gh/Y6HhtVbgbYgjzCBarb92lBA6mllNduPb4LrosWq0kL8mox6opPqUf5Freh0RrCRQeUhBX1ufuwE3vRwR9Mhu/A/xtx8iduhFPeycxMruFGqAzPq/EKw90fc0TqHYG5GOTXbdB5vHuTS5DQsxylQd9+7IXhVcmeXDGfLFu/HsLJpZWJhXmDHc1Hq8TF5BXgaHopn+nY3C+x5BasHfwXGRmiA0eXrRfrqZDeihEXi5FoQwkLhFz+kkVpJt/Fd3w4VM3Z/zi1uRQcvOIF33CB+1jfeyjWQbnic08pyi5sysfww3sxHp5IOrzPrHiE7+YdG+GtFxRQdpCoVC8RFCMyiZdh3Zxn+DlASGfBKh+ddSCd3AGjoZZL6hxcc1orYkt8rETWZAc3CabJhZ2FazKggOP3mbvtqN7yC7ntXSy5Ld8B/gop6GsucaJn0+U+w+SCdHx3/+gN2wksDIaZQcekGv2TOK3hGGiV46BLejqxxFCIxy/w0Qxa7PXhVcAWTWzSPXtJjg6EOxqgrks7pZEAGctvzD3xoWQHpZX1PPacSaUIKXzCKCBsLoLNpHoZloVhmaVZYf66GCttLLkV77J9z0BqyK2QRqjy9o97FPkJ7jazvYCPGxF4kCLxYAnpPEbnkNtABW1REFT+Oc1Brc+NLusRvbt198VSgUiv5G6CGCQ7cd3ERnnU5mxRu48WaEGSR26Hm+dtJzsTfWA5tronKblmJWFTgR6yPW6FHYbflNSKFpWGMm+trp0X2wKo8g15JvLx+oPRE9OKSoaysGl47/3k/y/acAyG1cgrDCBbOBdhekk6PztT9ht9QRHD2T6KzTBvT6laf9hI4X78bLJojMOBlraO81jIpdl70quOp8934Si78Hmk1iUZTyOXMJjeqphu15NplFbTjN+S59sr0N7xAbv559zqYWhC7QY/m2sXZje9F+WtVHk2t6BbvjfYRmERlXuKte5/s/Ibnk/5CujWaVUD7nUYK1PRtqGCWTMcsPxG57B4BAzafQg4WbSiQXPUhm4ytY1QdQMv1/ir4n6Kp5av8ALVCNGfOvDQAIj/sfEktuQLppjOgkgrUn+dpJN0N8/g9x0/mCarv5VaJTLvO1FUY0H6R5NmiWEk9WKBS7NLJLv1BohbvFGrEaai78FU5rHXpsCHqkzNdOaDpmzTjsxlX5DzQNs7r4E/fyY65CmD/ETXRiDh1PyX5f8b++EEQm/YBg4jMgdHXavwdgN63+2HhNv83tZZMIKzzgWpgdr/ye5AfPAJBd8y7CChOZ9qkBu75ZOZKqz143YNdT7Dz2quAqseKnOO1xZFqixTLE3/8JoVHP9bCTKYnXuflb43YakAZ83seN6AFk1r6FMDuRbggtclDRfgrNIDzxu+SaXkQL1GJV9VIkvOS3INIIA6TXRufb1xA8pWdwJYQgOuWKfBGzMHoNbjrn3UViwbUAZDf8HTfZQNmhVxZ1T162mc753+/qWgjhMV8kOPwzvrZm2QzKZt+PZ3eiBaoKnkbZHQu6AyuAXOvreLn27hO/LTGiEzBK9wMvB5qFqRZ3hUKxi9L69C20v3AXICk75v9R8ekfFbSVro2XTaLZmV7nrDztStpfvgMv20pkv7Oxhvh3wN0ezPL9qTz+L3jZJvTwSIReWJtKCIFRUrxUiWLXIDByOrn1CzaPRxVfEuFlU7Q8cQ25DYvRoxVUnPYTrJqBW6tzm5Z/bLxsQIMrxZ7DXhVcOZvasdd35Xk3gh6s97XTrBBGZByyK21BGFGE5Z+aVzL7LHL1i8htXIoeq6HsmEuK9tPLtdH++tk4yVUIzSQ84etEJ3zT11Z6OcQWG5tetq3gvEJomKX7bfP6mXVPbzXO1v8TKC64yja91B1YAWTqnygYXEG+AYfey0INoJlbtx0WmlVwcQ+N/jxethknvgQjNpXQqAu2w3uFQqEYGHKbVtD23K3dJ1dtz99BZNapBIb13BCz2+pp/vP/4qU6EIZJxcn/S3DcbN957c7XEGXvoyNx0v9AegcjtN470faFLVPYFXsPJQefgxaIYDeuxBoxjci+xxY9Z2Le38htWAyAm2il46V7qD77xqLn7SvWsMnYDSu6x4FhkwvaSinzvgqBNXTygJ+yKXZt9qrgSjAMc3Q7wgIvJRCWf92NUTaU2BGfz6vJA7EjvoBR6p8frgWjlB//HTLr3sesmYBZ3lNoeHtJr/sTTmd+R0i6kFr+q4LBlRHdDyf+DgiQrkZk4hlFX18PjcDpfBuEB1JDC/bUQtlehB7ZemwULqbuK0bJPoRGnU+67s/59MkJ3ywYXGlGhJKpxQWICoVCsbOx2zfg5VLIrpMoYQZx2jb4BlfJeU/iZZrASiLdEPG3/uIbXEkpSa25DzfZCq6DdGxyza8RqDl6Z9/ODuEkVuU3wiLjMGKFX3ABpJNCejkV4G2D9PLXcONNBMcdhFE2tOj5hBBE9z+lHzzbjMymth7nUgUsdw6lR16MZkWwW9YRHD2T8NRP+tpJKWl7+mbSy/I1hKFJR1Fx0veLvr70XFIL/4WXSRCadCTGHqAHurcy4MHVBx98wC233MIDDwy8zoVRbeN2/a7qUdBj/k0qAEpmf5bo/qcCIIzCu3u5Tcto/stluOlOhBGg4qQfEJ48x9fWTbTS+eoD+WLF6ScQHHOAr51nJ/CyNjKTA02glxS+ftmRt9H6n1PBSaBHJlAyvXf9qL5QcuA3yP1zLtKLgxam5IBvFD1nYMinsNvexW57C2GUEC4QLG73vLUnIfQoQg9iVhSfkqlQKBSDiVk1BoFAel2i75KCYqJSxBFlC0DYgI40Cm/u2U2rcTu7mk8YFt64gX1x7St2+wfEF13TpfUliEz8HoHqo3xtsw0vkFz5f+DZWDWfJLLPt4s+QXBTHXT8+9c4HZsI7XMYJQedXdR8uwIdr9xL4t0nAIi/8QjV5/4Co7z4TdP+JjztOFKLXsDLJECIAW8oIXSD2GHnb9POaV7bHVgBpJe+gn3w2ZiVo4q6ftszv+ieN/HeE9Scfzt6dNfr6KzYNgMaXN1zzz38/e9/JxQq3P1uZyIi7QhHQ7ogDIGw6gra2p2LSK97CIDQqPML1igl3n2CzOp3kU4WNIPOVx8oGFy1/O1a7MaVAGTWvEvNub/0FTLWrINxNjqIiA2ugGQvjSeW3YKma6DHkG4L6bX3ESkycEl8eCfS1oFycPPj4NDiNJyEZlAy9QqkmwEt0C9H6NJJEZ//A9zMBgByLa+p0ymFQrF747lo0crubq56tBI8z9dUr8jhrYqDkwNNRx9RQHRdSpwNAQh5gIfMleB26DByJ91DEWQb/rWFiLIk2/BP3+BKeg7xD64l17gcpIfdUkeg+ijM8llFXb/t2V+SWvo0uBmy9e+hl9YSnuQf3O0upBa90P1nL5skveK1XbKzn1k5kpoL78zXXJUNG9B6q+3C6NnBWOiFuxr3BenYWwVsXqqD7Lr3CU/tWUOv2PUZUFGCUaNGceeddw7kJbdCC5QjQhItLBFBiRb2X1k8u5PEop/idMzH6ZhPYtE1eHbc1za7cXE+sALwnK3ydbdEuk53YAWA65BrLGDbmUBkD8DbOBGveSoyU3gFdONbFGBKF7v9/YK2fcVp3wTCAS0DwsbtbOrV3k2tx4kvQ0r/F4AtEXqw33KT7c6F3YEVgN32Nl6uvV/mVigUisFC6AZaIIIWiCB0E1ngmWlvWolmhdGCMbRAFKd1o/98mobbZpGZD9mFguxiB92K+NoC5FrfIbHkJpIrf11w7dtZaNbWtbSaWeZrJ51Md2AF4HY2kN24sOjrZ9b8Eze9HjfXjJNYTmbdf4qec7DRIluffujRykHyZNvo0UpCE4/o18DKblpDxyv3En/rL0jn47I0249ZPpzo7DO7xyUHnVV0qqUwTLRwGehpMBKAh16iRLZ3Vwb05Or4449n/fr1vdo8+uijPProowC0tRVuzrAjCGcCmQ+XIQzAFYTHzfC18zINSDeFl8oHTVoYvGwDmlnSwzY4cgaZ5f9B0gEyjDXCv2GE0A3MIRM2B1+6gVXj363Jqp2EMKLoXXVKgaGFO/vpsX1xG+ryxVlaELOiZ2v57cUom4qT/ld3zZVeUrirVLruke4TPrN0JtF9r0KIwq2D+5OPCyALLdgvtVyKvuFlm0mt/h1erp1A7fEEao4ZbJcUit0eLRjBHLIPXqojPw6Xogf8AyFNn4qX/hsYKfBMNL1A+qCUCN1EyAAy56DHYkjX9rV14stJLL6Oj4Tc3dR6YvtdX/yN9ZHgyHNxkmtwOhZgRMcTHntxAUsDmapBhDblh04ETS8uLQtAKxPQnv+zAPTS3V8Yt+KE79L69M248WbCk48mNPnowXZpwHDaN9L06A+7axiz9Yuo+sxVRc9besQXiM48BYRAj5QXPR9A9LDZJBb+EjwHs3IW1vDe6w0Vuy67XEOLc845h3POOQeAM84ovjnDlqTe/wCZ1PGkRAiN5JsvUHbANT3s9PAIsstbyazKnzQFx49HP8RfKTs882gyzf+H9HQQkujsowtev+K0y2l77id46Q5KDvqib0oggDV0EhWf/l9Si/6NFi4jdviFBee0KmZjN7+MdDNoZgyzzL+Oa3swh5SRaxmNl2pFC5ZiDa32tZNuhvS6h/GyrSAdct672G3vYVX4d6vqb4zoeEJjLiJT92eEFiA84Rv90v1K0Tfii6/HTeZ/R5z4YrRgba8t/hUKxbYxYjWUzvkinW/eBkBs9hcwymr9bWsDuG+E8FwDITXCRxU+jdIjFWijZnaPC6UxOfGlfBRY5ceLt/seikEzIsSmXZcPCHvJctCsIKGR55BYcB9gY5YfQHBs8XW30YOOR1j/wEtnMWvKCY0rLiV+V8CsHsuQL9w12G4MCtn1C7oDK4Ds2veQnturflxf6c96KCld7Pi/CYz8aINekmt5o2C9oWLXZpcLrnYmXtrLFwkLifQ8vIz0tXM6WnBbIuiBfK2T2xzF6Wzx7QToJF7HGjURmUsjjABu7l3gzB52AJn1f0AfUocOZNvuI5jbv8fpy0eEJhxKaEJhfauPcBPL8znmUoIQOB3zsCoKB1hSuoAoqB0FIJNZvFQ7SIGX7sRNFCp8FtgdH+Jluoqk9Ui+pqoAdudiMhv/gR4aRWjkWb360FdCw88gNLx/g3DFtpFS4ia3FJHMj1VwpVAUh5QeWPMI7RfLj4PzkPIzvs9LLagTmDgSe0MLenkJeoV/PbMQgrJPfo225+8A1yE47iCCBdaXvBaVAPLroxEdHG2qvqSPa0PqCWRrwHExa7JItx0orqY7Ouk7aGYUL7MJq+owrKojippvT0VKSXbj33ESqzBj+xKoPa5/5nVyOG0b0KOVaKGe2ULbi1E+HOnkcJOtCN3AGj6tXwIrKSXZdR8ghMAaOb0fyh0E+Uodd/MnA5QFpOh/9qrgKjRlKonXWpBIhKYTmVlgl8tz8dIpnLYWAIyKUvBcf1uZ7xzjpdsRVgQj5t/eXXoOuebNudvS7sBum0dgiH+rz76iBWvzQrpdv9i9tU1P1/2ZdN3DCKETHncJgSH+4nj2JhOZLUUYCXDC+UJoHzw3jdyyxsnL4SRWEajuudNnty+g9fXTwUkCArv1TUpn/rKvt6koEs9Jkm14DqRLYMjxaGasqPmEEJil07E73u/6wMCITS3eUYViL8dNrcv/XnU9052O+bjJNRg+wudesoL0grWAxGmNE6gxYab/vKHJc/ByadxEC5H9ji/4gmmUTCI66UdkG55Hs8oIjblomz57dhbN9F8nPsLuXEym7s8gdEKjL8CIjNnmvL1e00nipddiVpd99AluciV6qLjaF82MEZ1UfNfdPZ3M+ke7SwJyTS8CkkDt8UXN6Sbbaf7LZTht9QgrROWplxMYWZw4sVFai3Rt3EQzQjP6pQ29lJLGP36d5PxnQQgi00+i5sI7igqwhNCIjPsfkit/DXiYZQdgVh5StK+KwWHAg6sRI0bw5z//eaAvC0Ds8LMRkTROaxyztoLIvp/2tROBKE5iEU68M/+BmUEEor62ziYnH9zoOaTTjr0uDvv7zKkZaGYZnr25jkwLFC5WdBMtZFa9hRYuJzSh8C9YZMLX6Zx3FU7nSgLDP0mg9kT/+VLrSK/7E9LNIhEkV96FWXFQDyFeAD1SCZ3jkVoOPAu9QFqgQANp4nVmkEj0sI7Q/FNN0mv/iNfZgpfJgaaR4a8quCqAk1xLrvF5hB4mOPwzCL24nVjpOcQXXI6bXAVArvHfxGbcWlATrK9EJ/8v6fV/QdrtWDWfLPplSaHYlRgs2RChh5FSYm/M1yebtSMK1pI6TS3ogbG4qWa0QAlum38dFUDrk1cQf+8hkA7xt37L0K88UTCtKX9ic9g2fbWb19Lyt5/idjYRGDmdilOvQLN6Ple8XBuJRVcj3XTe78RSyg64p6hnkNDD6KHhuOn6rg8M9PCYHZ5PsX3Y7fMBkJ5EaPkslmKDq8S8v+G05X+eMpem47/3U3PuL4qaM7P2PbRAhMDwaQBk172P9DyEtuOZM9l1H5B494nu5hiJd+dSdsz/bJHSt2MEao/HrDgI6abQgsOUMPFuzN51cjX6IoQewU2txSibWfDUKFP3H6STQovkd/akkyRT9yrRKT0F83Idb4AbAi8AUsPRFhS8fnjSj0gsvBLP7iA86lzMMv+GGm68mcaHvtNd0ByddSqlc77saxt/+2la5/4DaWfQS9YT+NZpWEN6NqDwnAROfBVu5wYQAqN0VH6h8wmuojOPJdP0a7zMJjSrguhs/2JmYUSw1wfAaAUkTtxAM/wfLk5bJ26yK2XQ9XDbCrQM3stxs03EP/xfpJv//tgdHxLbrziFei+zsTuwAnDT9Tj9kMInjDDhMV8oag6FYldkMGVDNLOC5KvrsBuXAWBWO1QcVmAjTrrYDasBiRfvxBvh39lPei7x9/6E9PIvg3bbcpILHiV2yFeL8rX9xbu7u8lm6+aTeO8JYod8roedm67vDqwgn7nhZZvQC3Ts7QtCCKJTryG54g6k3Ulo9IXoYf/aaEX/I0Q1iVcX4CbSGGVRAqf1gx6YlL2PdwA9UoGbbM3/O9UNAiP3KyqwAvDSnXiZeLdcgnCyuJlE0b4CaFY50D8NMhSDx+7fBmc7EJqBpu0H2enoZuEUJj1YhhYFa7yLNd5Fiwr0YM8gBMCsHgkIkDogMMr9C48B7KaXQNpoRphcy+t4dqevXXrlG9hNq8ltWobdtJrEvH8UnLP9n7fhZZL5POWOBtqevdXXTto2ufX1uIk0bjxFtq4OKf3TQrJNT2ENG0lw7GysEePJNj/la+cm28ktt7HXleLUl5FbESG74i1fWyN4GLgxQENgQkalkPnhdC7uDqzy44W91rH1BWGWbd3oQxho1q7bilehGGwGUzYks+pN7PpGsMvALsXe0ExqC/2brdHQoqWgeWjBEMIsEAwKEMbHXlTN4l9cvUwHROogtgyCjcis/wumHh6FMDanImuBGrTgkKKvn2t6KZ82mVpDdsPfu192FTuf3Jo02DE0owSZiWHXFS9KHZlxIpIW7I73cVMriM7uuaG9vWjBErxcGi+XRGaTCK34MwU9Vr3V75qwQhi7cHt7xcCzV51cJd5/isY/fRsv04leOoShX3uU4PCeL/lm7WSscQYym0+x0MfqmEMm+c4Znfo/uMn5uMlGhBUltr9/rrb0HLINz+FlW5GejfQc7LZ3CNT0FIhzUx3kNi1DujZCCGQvjR+8dCde9qPdSoGX8d+5dJrrsOsCiLAGUiBTBm68ASPUM+VPfiTg+NGJtOefaqIFo2ihGF6yM1/6rBmY1f6tgAOjDsL5exWeI5HSpPSgwwveU74L4UN42UbMysP2qm45emg4WxaTa1YVaL3XMmwLzSwhMulHpFf/HildwqM/jx4sLEytUOztbEs2ZGdKhmihUjY/AwQg0MNlBYwTYLSjlQgQaaRo8TUTQif2iXPpfPlRpO0QGDOa6LRzivbVHA3u2q5W6MEE5nD/TUjNjGFGPkvL369CaDrVZ32v6M6u0suRXvdg99ju+AC77V2syp5yJFJKOl68m9SSl9CjVVSc+P2C3XoVfUNmUujhza3vvXTxJzdO4g1Cs8pwEwG0oIVr/xcoTuLDbl6DWT68uyGZl+4sulugHqkgOHEfnOTyfLv+yES0fmrHrtgz2KuCq8aHv4vTku9w5iVbaf7zjxnxnSd62LnxxehlEWQ2Xz8kAhZuYglGuOdOmxEdR9lh9+PGl6GHR271sNkKoWO3LsduWgNItFCIyCT/fFrp5BBGFq08DY4GTuGTC6N8OHbz2ryQom5iDfNP9TKrZ6KZlXjJVgD08DDMktG+toGhp5Je8Xg+jz9YSnTq6b52mhmg4vSraHvqOqTnEJ52EqHJc3xtneY16CVDIGkhDAsn6f8SAJBY8gtSyx9FOln0yBOUHXJXviPiXoARHU9kn2+T2fB3hB4hPO4r/ZJ3bVXMHrAW+QrFns7OlAwJjJhGdPapxN/MB28ls88kOHqmr60xzEAvdXBbk4iIhTWm8JJeduiNhMcfh3Q6MauOQAsUv9OuR8EaNhVpZ9CCJaD5B5p2az2N930Pmcufbmy65/8x6idvoYeL7Qa3eSMqP/TfiEwveYnkB08D4GTX0fbsL6m58I4ir713E5lxItn1H4KUCMMksl/x3QK9TAPC0DHK8jXuXrax6DmtoZMRhol08pvE1vCpRXcL1EIBzFE27rJ8mq052kELKRkYxWb2quDKaVu3+TksJNl1b/ra6SXjEUZ480utHkL36dTUbR+oRg/4N334COk5pN9vxEs74ElEKEdun0UEfYRXZa4Ra5INmo6A7tqrQhg1YTAdZMrCy/ofzZsVIyg//jvE59+K0AxKD/pJwTanmWXzyS0rAUPHdUOky97HOsK/Pkyv3ER0zgik42HWZMDL5lWXP4aXTeRPuoL5h6Ys4CdAaulc3GQ+j99Ld5Ja8SSls4sPrjJr38duWIY1dHLRHYh2JoGaT/ieaCoUij0f6aYJTM6g1x4ESIzSHJ6TRDN6ali56TVg5iAAwnLxMnUF5xVCK7o77ccxYlPyDZ2Ced/0En/R08zqt7oDKwAv1U5u42JC43dcl0poFuGxXyS1+l5AYpYfhFnuL0PiJrbezHN72dxT9I3QPodT/blbsJtXYw2djFlZvICzWXkYmU3PgMx3Z7aqCme49H3OkZSffBnx1/6IFq2i4vjvFD2nk1hPZnEDXjqfGphZtBFnzgascv+TW8Xex14VXAldz8dWBuCACPqnWxnhUcSmXUdi2W0ARCdeilFE4S3kFzanIYt0unZM2l2c5iZfW73CQAuF851ohIZZW1gY0hgiEZW5/MmVEOgx/x+pZ3fgei8SmjweADv9JNI70Tc1w960HKQJdunmsd+cTpJ03TNkly9DOg7STmGPft+3y1Ro0hwS783Fs+vBs4jO+nzBe/KS4mPjgqZ9JrX4Jdqe7epOKAQVJ/2A0ESlX6JQKHYt3PRGvFwrWji/Pnl2O156A1pJT70pu64dpz6DxMNLOmRXtsGxA+dreNz/IIwobroes/yAgincgZEzELqFdPM7/cIKY/o0XvqI9PLXyNYvwKoZT3hq4YAwOOw0rMrDkW4aLTSi4Cl/cMKhxN9+rHtTLzyluFSz3RGnsxEv2YZZPRZh9M8pi1W7D1Zt/+mgmaXT0MUnyNT/C6NkPIEhpxU9p5dN0vrUjeTqFyE0Az1aRfmxXytqTpkBmRPdpRMyp0F2r2phoNgGe1VwZY0bhTCXIkzw0mANKdziPDTqPIIjzgIo2F58u5ASLVyD05I/PROBEFatf5pWcMxRZDY8hBtvBt0kOKJwS1y9RiDbYt0iwnq5vx6Xm1qHdDbXY3nZxny3plBPYWRr2BTSWxRQF0o1FFqA5Bvv4sXzXaDshnai+zVj+TS20oImxtilOIkVCD2IXp3uafTR9SrOIFP/KOgZyFUSGlv8Aza99JXNAylJLXlFBVcKhaIggyUbogWHIIyS7ue1MKJoQf9GSU5nez7DQeZf7LxE4efqzkBoFuE+6GBZNeOovvBO2p79BUIzqDz9JxgF2sBvuRGWBNx0JyUHfMbX1ssmSbz7HF4uRWS/4wuenpjlw6k+9xdkVr2FHq0iPKmnFuOeTGrxi7Q89XPIZTCHTabm3FvQAoU3bQeL1KIXaH/2j3ipDoS1GuEMoeLTPypqzvg7fyWz/HU+Sltqe+5Wyj7x/4rqGGiUjcSsmImbWJcfl4zBKC2sMarY+9i7gquRLm5SBynRgxpGReF0OzddT3rNIwCExpyLHiruF0foBnqgFC9Yls9RNgOIAg83q2I2JTN+kBdxNMuI7PPtgvMGRx9GmlaknUQP1xAY5iOyRb5RgtBD3e1wNasi3yzBh/D0E0kueoHsmnlYwycTPfBMXzs32YhMa3mxSykRWDjN9eDT0yK+8BqcxCIApJsj/uGPCI+50Hfe6P5nkpr/PG68idCkmQRGTCt4/31FL9k6bVOPFdYYUygUisFCMyKU7HstqXUPgZSER5+LZvqncAdHzyCz6k2ElQPHwBrpn5a3K1Ay61RKZp26TbvM6ne2GmdXv1MwuGp54qfkNiwGIL3o39RceCd6if+z3Swfjllgnj2d1n/cSK7uQwDsljUkJs/xbZk/2CTefwqnrauRTDZO4v0niw6u8imgm+vypJ3earwj6OFSqj5zLR2v/RGEoPSwzxcss1DsnexV55h6aRSnySC3VsPrMNDKY7520knR+uL5dL5zC53v3ELri+chneLajErXwagYgVk9FrNqFNbwfRHS/5QJIDTyc5Qd+HtiM35RuEkGYJbtj9CSCDMNWgajzL82SbMqsErPxq5vw94QJ1B9EUL3T4tMvP0QbuZpjJFL8bwX6Hz1Hv85I7XoJZUIszTf7tsIYw2d6Wvrplbnn2dSgpR4TuFcv46X7kYLlmBWj8NpXU/yw+cK2vaV2BGfJzhuNlqohOD4g4kdekHRcyoUCsXOILvxNdLLHiO9/HGyG14taBeZfjbByQbmUAdrnEfJwf2gNTTIGBVbZ1MY5f7aVV42SW7jfIishegqPLeB3MYlA+HibofduLr7z9LO5BtR7III3frYuPj9/+jMUzdvrgqN8OSji25oASC1FRgjlmMMX4bUVhY9n2LPYq86ufJaRuO1LwI0nCYQmX197bKN88g1L0Gm8sGPzVJyje8TGOafnudlk9jNazFKawsq3gvdIDTxiO50Oy1cSmCU/ynT9pBrfgWjdHM7+VzTvzEiX+xh58abaX/+AdxUDrBpa76bwJcOQbOCPWwzmx6DSD0ID6w4mZa/AN/sYadpGpWf/Rkdr30HvCzhCecTHHGor59WzWlkNzyDJP891QPjC96Tl+7odbwjaIEIladdWfQ8CoVCsTNx4nV0vn05Xi6/w975zpUEaudgxMb0sE0vewSZA6FFwdNILXmE8OjzBtzn/qRk9ll4qXay6xdg1UwgduRFvnbCCqNVrUPKfAdcAu2IcD+k8O+BmEMnkV37Xj7DJBAhOObAwXbJl+gBp5Fe9h/cdAeaGSR6UPGbBVbNWGq/ch/J9/+BFi4ndkTheu++4mY2kVpzHx+dgKVW34tZcaiSOFF0s1cFV5o+FqNsf6TTiWZVIdwCgZCIYa/L4LZnAdBLgyD8T7mc9o00/+Uy3EQrwgxQedqVBTvRlZ/4PQKjZuBl4oQmHVUwENsehB5E2tl8+/ZAGKH7i0jarWuwW+cjvXxaoMy14Caa0Cp6NuoQgRbIel0DDxHwb68rpcRu/RvBcfsB4LEMJ7kGIzKmp21nGV7bPojQJvCCeB2FU/3C046l/YWfId0senRYwfbuCoVCsadht60mt6EZL56X4NCiAeyWlb7Bld28If+HrhbkTnvzQLm50xC6QdknvrpNO+mmMIcNw2m1ka6LUVqLFsgNgIe7H5WnXUnrkzfg5VIER80kMv3EwXbJl9CEQ6k6+0ayq9/FqBhO9ID+kTkIjplFcEz/ybnkM5m2TC2USLd4EWUnsYLkil8hnQTBoZ8mOPz0oudUDA57VXAVHDUz3/kukM/JLqQdIowoMlEFXl5jQSYrEUbU1zbx3hO4ifzOmbSzdL7+MNUFgiuh6UT2O77Iu9gaTT+I7LpHQeQQoprYNP+TIxF0EYaDl8k/EITlIAo0DAoMOxgnvQBcGzQDa4j/Lpd0EnjZFtxkK3guWqQcL10PPsGV0AxIjsHtqEIIC6O8cH6yVlpHcFopXiqLUWkAm4CejTf2VJzORtJLXkJYESLTjkMYajdWodhbkFIg9CxG1yPPS+bwPP8aEavyOHKbXgMzAa6FGdl7JByEHsYoHYcW6NpQFAa6z9qjgND4gxn6/x7ES3eil9YW1cxhZxOedBThSf5dJ3cV9MgYzNIZ2B0fAPnyjN7KN/pKYvH1eLm8TEBqzb3o0QmYpcXXnCsGnr0quIoceCbJhU+Ta1hKaOLRBPfx11AQhoU1ZCpuOp/rrYdihV9wP5a72x+5vNtDat5/kC3TQbhIaZBa+BKlR3yhh50RG4lRVYqztA4EmPuMQgv6K4obZQcgzIdA10GYWOX+6YuaWYLT3IkTz+cbi/ZmtJn+LeuDkw6i/ZUrceINCF0jdnThwmYnvhijshS6NC7tzsUF9Uv2NNxkO00Pfx8v1Q5Adu17Kp1RodiLkHYzWomB9LpSqEt0cFt9bUsOPAenZSPpZS9j1U6h7BM/GEhXtwspPZzORSB0zJh/B9rtQQhBydSrSa+5D+mmCAw7Bb1IyZQ9mS11JhXFIYRGdOpV2K1v5eVyKmYjCghY9xXp2d2B1Ud4mQZQwdVuyV4VXLU+fRmZ9S8BkFr4KJ1vTKb00P/pYWeWDyd6wOkk3n0CgOiBZ2CW+5+clBxwBtnV7+K0b0QLlRA73L8D3vYgpaTliZ+SnPd3tHAZNRfcXrhjnm4AAmT+Ryk0/x+pG8/gtUfRy8MgdJyGIDJr+/4L8NL1mGUzkW4aoQVxC6ike9kk9powhIaC8JCZauyG9Rixnjs4TttrhA4YSTBdgzANPPmOz4x5jJJJ5Fpe22q8t5BdP787sALIrHobL5fxrY1TKBR5Wltb+e1vf0sgEOCiiy6ivDy/cfSrX/2Kb3zjG4Ps3fYRGHYoWiiMl+0EQAuECYzwl41w2jeSrXsdrFZyLR+Q27SU0LgdF+bdEaSTwrPb0AJDCq4/UkoSi6/HbnsbgEDNJ3vtgttX9NBQolMuK3oexa6D3VZPrm4+RvkIAiP3G2x3CiI0w1fTc8fnMzErDsZufTM/Nkowy2b02/yKgaXX4OrRRx8t+HfnnHNOvzuzs8nWbX5hl3hk1rzgG1wBxI78ImbtRCCvRF4IvaSKmgvvxOloQI9WogXCvfogXQfp2miWf20UQOKdx+l46e58Z732DWz63cWMvvotX9vSoy6m9W/X4WWTmFVjiO7vfyIknSxaZRI9KAEHmUzlRYr97ik8HKFZ3QLDflpYAMII5FMoU5u7OWnhMv+bEgZCCES4K0gQhVPdAlVnEX//echuwqw5FrN81yy+3RkYJVsXxGrhUoTp39Vxe/ByaVIL/omUHpGpx6q2sYo9ih/+8Id86lOfwnEcLrjgAn77298yfPhw3nrL/7m5KyOlwGnIIaL5VEC7LYcskBYYf+9+ZOgNhMjXyMbfuo3QuIcKzu0kViGdTozYVF8B+e3F7lhIYvF1SDeJHhpJyX43oJmlPezcxLLuwAog2/gCwRFno4eGFu3Dnki27kOkkyUwama/dMzbXcg2rGD9TUfiJtsRhkXNubdSeuTFRc+bXv842Y1PIcwYkQnfxIgWbqg1mEQn/YjspmeQTgKr+mi0gJKM2V3p9bd21apVvPjii5x66ra1KXYHzNpR2M3ru8fWMH+FeCklbU/f3N3ZLzPxCMpP+kFB9XdhWJiV205HSK94nbZnf4m0s4SnfpKy477lO2d23QdIO5dXsxcCp62+4JyB4ftS/pmv4LQtJzDsqIIvzVpUQy/P0tXPAmNIBi3kH+AER5yNZ3fidCxAj+5DeEzP7oOQLzyuOOkHtP3zNqSdIXrAZwgMn+prGxhyHLnmV3HiixBakPC4SwreU9sL1yNzS0FzyW18muSHnyI6/dMF7Qcb6TkFd2y3F2vYZEqPupjEe39DBMKUHfuNgv/u+uyf69D8+BX5ekMgtfBfVJ/7S7R+CNoUil2BXC7XveE3ZcoUvva1r/HAAw8gZXF6NoNBdu0L2BuyyI96CmlZMqv/iblfz+ew5y7Ld3XtQhqre9h8RLruz6TX/QkAPTKO2H43IfTiTsTTa/6AdPOyGm66jsyGvxMe7ZO90WMzTfRLcLcn0vb8naQWPA+ANXwqVWdet9cEWA1/vBi3owkA6dg0/eUHRQdXdvt80mvvzw9yzSSW3EDZgb8v1tWdg9DRAtVIPYQwdj2RZ0Xf6fU39rLLLmPVqlUcddRRTJ/u36Rhd6Ly07cj5UU4resJjJpJ6eE/9rVzmtd2B1YA6WX/peSgszGrx+zwtaWUtP3zdqSdQUpJatELBCccQmj8wT1szZoJeLkkeC4gEJHCXQVTqx6g7YVb8JIZjJr7qPr0vb757AKJVTsRL90JQkMLliA9x3dOoZlExm+7WxOAUTGCwIj98LJJrGGF8+iFHsCoPAwnuQotPAojVjiP2HXeANGlAWYmyDW9ABQOrtx4M+gmerjnjunORHo2iSU3Ybe9gxaoIjrlCoyIj4LydhI94HSiB5xevINdOO0buwMrAKelDrtpFYFefl4Kxe6E67osXbqUSZMmMWvWLC655BK++tWvkkoV38FroNGsIV2NyLo2VSRolv8JT3Dc4dgdryJzKYRuEhjlnxIopSRd90j32E2uItfyGoEa/wYYna8/RGrBP9HCZZQfd2nBtU/Kj60hHx93YUTHERx2KpkNfwcEoVHnowUqfW33Ztxke3dgBZCrX0R2/YcERxcv27I74MUbthrLXKb4ObMNSM/D7UgiTANoRkoXIYqrj5eeR7ZuPgCBUTOK3gQFSK38NZlNTwMSPTiU2IxbCwqIK3Zttrkd8rOf/Yx0Oj0Qvux83CSBMTVYw4NooVJwM+C3O+DTvEIYRe6yeW7+JbdhBUgPvaQaL+svpCs9B2EG8w8WoSHMwruL7f++m1xdvibKae0kPvQPVBzz8x52eskkzMpDuvN5A0NOKFqTQUpJy1+vxmnfCEC2fiE1F9yBWdFT9DGz6V/E530VpIcNeMnVlB/2uO+8elkNTmtX+3ehYdWOK3j99n/eQWrRC3mV9KMuJjrrtKLuaXvIbnq6O9XFyzaRWnEXsRk3D9j1+4oWLkUY1uY0UE1Hj6oXG8WewxVXXMF1113HrbfeSlVVFSeddBK2bXPDDTcMtmvbjVUzHaN8UnejICM6jkCt/8t1eNwFeOmV2O3z0UPDKJlWuKGFEMZWwVChk6PMqreJv/EQ6Gnc1EZan7qJIRf9xtc2NOo8Ekt+BtJGs6oIDC28CRYe+2WCw8/M786b/tImO0Jm7TxkNklgzIH9UpvqZZN0/ud+nI5NhPY5tF/blkvX6fUUShgmaBp4m08je1v/9zRKDvksLXNvzt+/EATGFr8BqEemkHpnJU5bOwDRA44tPrCSkpYnrye7/p+AIDDyeCpP+XFRAZb0HFKr/kRm6WKk42GOGEJw5NsEh+w9HUD3JLYZXFVUVPD73/+eL33pSwPhz04lteaPSCcBQsPLbCRTP5fwuK/0sDPLh2ONmEbnaw8AEDv88xjlw4q7uKbjpeN4mXi+lqrrM19cG80IInULtvHL6sW3rpvyOv0DYSEE0ck/xokvQQgDo2SfgnNK16Hjld+TW78Qs3YfSud8xXfRkplEd2CV99vBaV7jG1xlNz1Fd54LkGufV/D6pbN/Que8q5F2GqNsPOF9zve1y61fkA+sAKSk45V7Ce97LFpgYI7TPbtz67HTWcBycNFDMcpP+gEdL90D0iN2+IUYMSV2qNhzmDJlCg888MBWa9Vpp53GKaecMsiebT9GrJryY6+k9R83ApLyT/4Qo3SIr61mRIjN+DnSzfSa4ieEIDD0PDrfuwLcHFbtHMxK/2J8u6MeUboEzCQgcFL+m4AAVsVBlB7wG7xMA3pkLNo2Upk0y79D7ZZ42SStT95Itn4hZs04Kk/5ccHNoPYXfk1y/jMAGFWjqT7n5qIDrPbn7yS9PF+fnV33Plq4jNAEf4mTvuIm22j527XYDSswh0yg8rQr0SM9vxdaIELZMZfQ/uJvwXOJ7P/pfskwcFMddL5yL068ifCUo4lMO67oOXcGlSddj5QOqQ+fw6weS82FhesH+0qubgXCG4UeioAwyK1JIKUsKhDKNa4k1/wnRCy/5mebGrGbz8cqJrsJjeS7C/E68u90TtN6opM+VMHVbkqfEnlffvllLrroInR9YNuM9zvS3Xr4sfFHuPFmchsWExieT13L1S/CTbQUfMC76U6cptXoZcMwYtX+1/ZcvHQ7QjOQ0kNKidOyztfUGj0Lz80hM3FAIzCicEpmeMoZdL5+D9JOogUrCU/9XEFbIUSfWuDG3/4LyfefAsBuXoMwLMqO6VkjJYJR9FiMTN2rgIseHY05xD9o+3jHPz3g/7IAYET3wSwfi5uux6zaH2GW+dr1SGuUcqsdv51NoOYTZDc+3V1zEBx6cr/M6+VayTW9gjAiWNXH9Es9V2j8wb4pqArFnsTH1yptF9bzKYR0cnT8+9c4nfmNq/aXfkv0wDN7DRr6UjsV/88LuC2jQHik6xuI7rMCq6tp05bosSwikOnaC5MYQ3pPrdQD1eiBAuveDhB/4+HudCt703I6XvkDFSd9v4edl8t0B1aQT+fPrn2P0D7FdXDLNSzHTbUj7SxauBS7YUXRwVXna3/CbliBdB3shhV0vvYnyj/1TV/byPQTMWonQi6NNXzfoq77EW3P3EJ2XV6TKbd+AXq0ql9EddOr3sJuXElg+L4ECuh7bi9VJ/8MTv5Zv8wF5DexpQa2AZrZP/VrbhNYmzdThdWBdJqAMTs+p5NFJi2klwNPIkwLN+7/jqrY9enTv7K2tjaOPPJIRowYke/4JgSPPPLItr9wFyM06tx8ZyMvi2ZVEBzmn0LmpjvAcxF6V3qg5+KmOnyDK7utnuY//y9eqgNhWFScennh/GjPxXOSoIHMeQjLv7NgduUbCCmh6+TKblpR8J6CY4+g/YXf4WVAC8YIDC1+l8tuXofTsQkvE0ezItjN/kEgeJj7ZHG9GNJxsUaZoHUCPQOn8LhLcOJLyTW+gGZVEJv164LXTy6/Hc9uQxhh7JZXyTbMIFh7Qg+7wIj9CIya0b1oRGedOqBd8PTQcGIzb8fpmI8WrO0XsT/P7qDzg+/i5fK6NnbrO6rVcJF4uQxtz/6C7LoPMKvHUnHyj9CjhesYFbsve8JalV79Dq7zAYF98/UmbsN8MqveIjx5x4VVpefiNK+CUCNoDmSqsJvX+AdX0QrM4VPxEq0I3cQoG11wXjfTSHLpzbjp9ZgVs4lM+FbRm0FuqmOr8ZbSFFsidGPrdGfol6wF6eSwG7pqVNu0wh1wu3DaNyIMq9dUa6d9E9n1HyLtDMIMYhWSViEfiMXf/DMAwfGHUHHKZUXX89iNK3uMiw2ukvOfpf2FuwCIC0HFpy8jNOGQoubcGVhDp+B0bMLt2ASIfAfGIr+fRvkYjPJhOG0busYjMMoL/570Bc0KoVlDcVqWgxSIgEZw5NFFzakYPPr0FPzNb/zzrXc3zLIZlB5wN25mE3p4dMEUBrNyNOaQCeQ2fAiANXw6ZqW/+nZy3t/xuhYD6eSIv/mof3AlBNJIokXyOxFCyyJz/juCbqoNYQa6W3BL179IGKD5z/+L274JKT1y9Qtpfe6XVJ95XUH7PuHZOK11+T+m2pG2v5/STSP0LKGpmx8qXrYJfFIOhRCUzry1b5fPbS2YKXP+AppCN6j8zNXkNixGGAGs2sKpjjsLPViDHjy23+Zz2ufjptbj5ZpB6GRb/ktkGyk/it5JvP0XMivztYa5DYvpePl3VJz8w0H2SrEz2BPWKmE4GMPTiEDXWjE8Dbq/bEaf59R09BFxvExX59lQC0aFfzBgVc/Bangex1wCaITHFS4JSK28CyexFIBc00sYkbEEh3+mKF/DUz9Jevmr4DogBOH9/FPYhG5QfvyltD13G9LJEZlxEoFR/aALpBnopUORThY9XI6X7vA1k1LS9uytpJe8BEIQO/xCSmZ/1t/WySDtbP7PdragDIqXjncHVgCZlW+QW/9h0adC1oj9yKx4PT8Qotfgrq+kl/1n80BK0stf3SWDq2zd+xjlI9BLqhGajtNWh/Q8RBGn2npoKCUzLyO1+j4AIuO+VHwNu+eiR0aihTvAyWFUjsFLF07JVeza9Cm40nWdG264gZUrVzJmzBguu2z33UnXrAo0q/dda6EbhGeNxBP5vOvw/qMKHyV/bJeu+7TrY3ieB26iayTzwVDrB0DPtrWlR1xE/PWH8p39gOjMwkXCduPK7vRG6dpkVrzZy531DaFbmDXju0+uNMs/CNWMKGbZLOz29/JjqwKj1D+NQUpJevXvyDa9jBaoJjrxu+hh//b1gSGfIl33cN4XLYhV5S+gmf97vbDA8sdIL3+N3KZlWMOm7LIpclIInPiS7hRW6WZAUy3Ti8FNtH5s3DJInih2NnvCWqWXl6PHTKSdfwZoMROjsriTVildzNoYTlsteC56SRXoBTatNIuSaTfgJFaiWRXowcIpf15u698lL9tc0NZJrCKz/jEQOqFRnyuonxgcPZPqz91CbuMSrOpxWMMmF5wzNPEIghMORbrONqUlpJS4nY1owWivJ1xGSTXeFnXDWoFuvbn6hfnAKj85na8+QGTa8b7ZE3qkEmv4vshcEmFF0HvpANyT4rvQlR//HdrNIE7reqIHfqZf6rj0j2kyFiyJGGT0cFn+FLurMYgWLCkqsPqI0IjPEhyWlynqH1kBgZdsATsfeHvxZijQ0Vmx69On4OqKK67g3HPPZfbs2bz11ltcfvnl3H///Tvbt53Gttpwuql15FpexBqVf3jkWl7ATZ3hGwyUHHgm2TXv4bTVo4VixI74gv+kgnxziu7jaIHQ/DVYzKrRjPjhv0i89wRG2VCiB55Z0Fe9tBY31U6+X69OYJi/zhTk06PSy/6D0A1CE48sGDBatRPRIxXdC4A1tGfqyEdEp1xOZsOTSCdOcOjJvgKSkN/VTK16CDfZitAt8DxKZ93uaxsadS56dDxeZhNm+QEFF+HtIbngn7T983a68iepOOG7hKd+sqg5pZR0/vd+MivfQC8dSvmnvlF8Fz7poQWH4mU2dWle1ICXhSJPrjJr36fzlXuR0iV22IW75A7jziI85WhSS17qkjaA8FRVILynsiesVUIPo0WH4WXybam1YA3CiBY3p9DRwyOQdhtIB2EF0Ao8V6WUJFfcSa7pRYQRJTrph5hlM31treqjN2sICQOr6khfO8/uoO3Vb5NdsRKEIDv5TSrmPIDQ/QMiq2YcVo1/l9ge96bpiELNobqvn6Xlr1eTq1+IMANUnPRDguNm+9qWHfct2p76eVe3wMOI7He8/6TSw7MzuJ2NCE1DL61FSv+a3+j+nya79l2kFUIYJtH9/TdMtVAJJYeeS/z1/OZiaJ/D++eUaclL+UBQSuKv/YnAyOnooeI6NpYedTFeppNcwwoCI/YjetA5Rfu5MwiOPZDorFNJzn8GLVhC+Qnf7be5+1erTYLQyb8syq5asX6cXjGg9Cm4ymazfPKT+RfRY489lj/84Q871amdhZveSGLxtbjp9Ril0ymZ/GOE4Vf35LdT5L97pEcrqLnwTtx4E1q4vGDRsSY0zCGjsBvXgQd6SZjg6MLpZHbDMpy2DchcGi/ZWvClPTrrVFqfWwWeg7DCRA8+29dOOjma//K/2I2rAEgtepHKM67xzT2OzDoN6Tlk1y/EGjKekoMLN8nINb1Eet0DIF2k3UF4wjd958w1fEBuw6J8OoTQkLaktJeUb6NkEl6gJh9c9AOpRc/gdMxHSgchDJKLnu01uMpuWAxODmvEtIILd2rRCyTemQuA07aBtn/eQdUZ1xTlpx4agR4ahh7K69poVlXRKYFeOk7rkzcg7XwNR+vTP6f2i7/N717vBQRGzaD6nJ+TrV+AWTWW4OiZg+2SYiexJ6xVemgoQg921y4JPYgeLn6DSQ8OJdf4b6R0MIwYerDW1y7X/B9yTS8CIJ0EyeW3UTb7Pl/b0Igz0UMj8jVXZftjRP0DIrtlEck35yGd/AaH2/YGpQfUYZROKPq++kJq4b/I1S8E8ml57S/eTW2B4MqsGEHNhXdsc069fCRuZwNuZ14KRYtUogX9a34DI6dTfcEd2I2rMGvGYZYX/nnGDjmX8ORjkE4Wo3JUv+gndb7xcHeXYqdtA+lF/y5aS1GYAfSSKox0J3qsumDWzq5A6ZwvUzrny/06p5dNkVz4HCDyJ5ZWqMgZBXrpEKRrI50cemltd2mIYvejT8HVlgKNS5cu7Zdf9sEgtfoe7PZleSFf+x3S9Y/7qsnr4ZEEak8kuynfiShQeyJ6uGd78Y8QuoFR5i/y2G2j6ZQddgWdb/8eZA6zan/CE4/2tc2uX0Dbc5tPddx4E9Wf89dP8pJtBEfNQNoZtFAsX4g78fAedrlNy8iseQ+nbQNCCLxMHLdjk6/fQghKZn+2YP74R0gvR3Llr7tT2LKN/8KqPsp3l9PemMRNxrtP63J1bQXnzbW+RXLpz5FeDj08hpL9bkArcufW9dYgokm0gIvM6kivUJMOaP/XXSQ/fBbIL4qVZ1zjG2A5bfVbj9s3FOUj5DVtIvtcSmbD3xFGhPDYnlIB20u+89UWYoyugxNv2muCKwCrdp9BqclTDCx7wlrlZTah6RW4mXzKnRatwEtvQCsgn+Gm1pNrfg2jdBpmqX/mgpQudvt7GLHNKXZ227sEhnyqp62T/Ng40cNmS6zKg4He06y9DEhHQletkRQmXoEyMuk6dPznXnJ1CzBrxlN6zCXF61e5dr5Lby6N0E2kaxc3H+A0rcSoGIUeqQRNQ7NC+Y3QQs9V1wE3l///NpB2BukWV2e3JUI38+uAk0UPl0E/BEId/72P5AfPAB65jUvRApFtvjP0lW3pgW0vna89SOerf0QLlVL1uVuwqvxr6PuKdGw23Xc22fp3AUi8exC1Fz9elM9C09AjFWRWvEH+yEoU7L6s2PXp07+EK6+8kh//+Mc0NjYyZMgQrruuyIYJg0SucTG5+kV8dORqlq2CAg1egkPOIbc22/3n/iB2+IUExx2El+7EGrFfwQXDbloFgRZEoBnpmdjNhc+GhRnIPyy3GPshXYfcxoVIJwUIvGxH1xF0EUgXaafzHXM8F720Bulm/U2zAntVFK3ERtoawi28y5Ne84d8O1LATa0hu+lZQiOKe2gHRofwXAdpuwgTzFH+33s30dodWAFk6+aTq1/oW1AcHHcQiXf/2t3+vb/quAI1xxCoOaZf5gIwyoZiVI3GaV4L5FNJzaqx/Ta/QrGrsEesVdIkW7cQmY0D4KVzMNs//SjX9i5tr30W6cRBs4hN/znh0Rf0sBNCRzPLcFNNSMdFBK2CtcdW1WFk6h/LNycCAkOL1wozKyYgMxZeuhUQ6LEa9Jj/6U387cdIzvsH0CUFYlqUfeKrRV0/OP4QnLk/wY03gRCUTys+NcwoGwYCvFwKITRE6RC0kH9afGbNe7T8/bp8YKUbVJ56RcFufR3/ua87IyI4bjYVp1xedI2QUTGC5PynkZ6LF63uc51yb2Tr3iez9r9IO4sIhAhsmEUJxa3TbibJhjvPIFe/ED1aRe2X/0BwTIHuy30ktfQ/ND36w26dzY2/+iyjr36rqDmz9W93B1YAmbq3yG6YR3Ck/2loX5CugxtvIjBqBtJzEUaA3PoPMVQa+25Jn4KrTZs28fjjj3ePn376aSZPLlxkuqviNHh0J7G6EqfRP2jxchma/3JZt0Bubu1iqi+4Y5sFs33BGjppmzZaWQARWwPSQwB6RVlB29Kjv0LLEz/FS3di1u5DdP9Tfe28XCMiKJFJAQJE0MPLtgI90+68XIb25+8gW78Qa8gEyo//DlrQ5+RIC2Kvz+J5+bQIN24j9vc/wQtNOIzEu0/gdrYiDJPglDkF76lH3nqBPPa8rcRNrUFoAfRQYaFnLVSDXloK0gFhoIf90w2Fbubr4qTc4jP/F5vAsClUfuZK0iuewSibQHT/XTPnXOgG1Z+9gcQHT+WFKWecVPxO8E7EszvwMo3o4ZGqS6Jiu9gT1iq7qYHsCgejxgMBTp2D3bABI9ZzJzCx6Fq8bAMgwU2SWHKjb3AFoOmfoP2Vq8G1CY47BOOwmb52woiRWaSTWfMuQi8heGbvGzHSyeGlO9EiFQWDALutHi/dhpfu0u3Rm3ATzeiBnnXMTuv6XscfJ1s3Hy+bIjBqZsHnWmb1WxiVo/Lp9bpJbv3CwvfjuSTnPZmvuZpwaMEOhFqkPH8ilGhGCI3A2AOhwMlFcv6zm0+sXIfk/Gd8gys33dkdWAFkVr2d7xbo44N0Hdqeu430itcwYkOoOOWygl2NMyvfxLNz4Nl4uRTplW9gVhXXOjzX8CZeJp33JZUk11B8M63WJ64m16Vx5nY20PjgpYy6/OWi5kwvf22rdwintQ7PyaEZO14vJQIWQghkV/MJYVqIQHGngUI30EKleKn27hTLvSm7ZE+j1+DqxRdf5L333uOpp55i3rx5QL7r3QsvvMBJJ500IA72J7o1BaexCfQ0OCXo4/wXDae1jlzT6i5dhHyOttO2Hqtm/ID4qQWyCFlFdu1GRMDE2r+wdpNVO5Har9yX7+zX1RXHD720HKM6iBjp5uNLO4wW9u+YFH/rUdLL/gvkH+4d//mDr+ChzCRwG6NgTAbhgV2C07wOs6LnAz40eQ5lx1xCaukr6CVVvRaVhkd/gcSyW0A66KERBHw0riAfWCWW3IDdmn+oh0Z+jtCo83xtzfJZOPHl+eYQWgCzzH83TAuVUDrnS3S8/HuQksiMEwt2q/JybWSa7kYGNmFn3sNuGYVVVZyA5c5CC5UQ3u9gkO42dVsGE7t9fpcWXQYtUENsv5vQAmqBUfTOnrRWCcPCaUrhbOx6GTeSYPq/CHrZRrasepd24bbhnS8/htvmIl2P7Oq1ZFa8Tmhiz06snf/9I8l3nuwaddB4/1cZc6N/MJLbtIyWJ67BS8cxa8ZTdea1vhtxdvMHSC+NFpVd608CJ74Gq7JncBUcewDppa90jwOjCxfntr94d7fgvVkzjqqzbioQYIn86dJHNVG9pIt2vPjbbnHi5PxnqPrs9b4nPbkNi8B1uptIOc1r8JJtvhp6H/+eFKrNEogem3sUqPlNfvhs9/fJaaun/fk7C5YPZOvmI7P59E63YyOZNfOIHVzcZqAIhxABE2k7CMtECxbf3MHpbMDLpcG1Qei4Sf+OlttDcPzBeSkczwEEZsXIogIrALN6JubQKrJrVgACa9hIzMr9iva14pTLaP/nHXiZOJGZn+43YWbFwNNrcDV58mTa29sJBAKMGzcOKSVCCE4++eSB8q9fKZ3zZVrm1uG0b8Aavi8lBbrwiWAUu2F5d52Kl4kjCrQj3xl4cY3M8iZAR+Y8sks6oBcpJaEb6JHyXuc0SscT3DeK2xkHITAqKtFCPcV+ge4C3ULj7usGoxhlQ3Hauz7QDYxq/4BVCEFo2lT0IS1ogSqMWOFWtFbVYZSV3IOXa0GPjCnYkcfpmN8dWAGk6x4hMOxU3/qs0MjzwHNw4ksxYlMIjvBv/AEQ3f9UwlM+gXQd9EhZQbvspmfyXf0ApEN63Z922eAqufLX3TWEVtVRRCZ+b5esR0mv+xPS6/q9yzaS2fAE4bH9W4is2PPYk9Yq124D1wW3+xM827/FeXDYZ7A7FoLMATpWdeF04szK1/Gy+XqqXLqDzLoPfIMru3k1SPIvo0LrIeq7JR0v/Q4vnU9ftBtXknjvb8QOO7+HnVFahRbwkJ7XlTkh+P/snXeUHFe19X+3UufuyTPKOctWsuSccMABY2NwAJNNesAjZz5yziYYeDzCIxhwBBvnbDkH2co5SyONJnfurnS/P2o00miqRiP32Jah91piUeOjW1Wt6bp1ztlnby1Ajjw660yEqlPevQq9aSqxuYPnwsBjWOxPrLzzb6W843ki0wY/g6Ozz6Kw9kHPTFfVSJ76rsB7Km1/7sCBlJR3vOCbXCnRWo9ml+8BoaDWtCAMP4EsSJ70VqyOrf2CFsmTArqLkQR64yTSS38PUhKZfjLGGH97k0PNlZ188Byz61h9aqmeIl2Qx+aRQI1Pxc0/A1IiLQe1tvJEQG+a3ucBJkG6I9K5ic44CX10A6VN60FVSJ778YrXtLt2QnECoXEpQEAhhdO9C6VxYkXrGs3TiM1/HW4pS3TmGRVfZxWvHIZMrkaNGsUb3vAGTjvtNDZs2MBJJ53Eddddx5gxlSsXvSJwrP4NA9tEuo5vmCzlUJNN/a7mWv34/qrPywG34KIaY3Hyrd7gqV35A8Yp7kSooMQMPOVDE2l2gI8cb2TayV7nqq965rcBg5cw1V/6dTKP/RHXLBJfcFGgCpKVXk1u/XfZX2V1S/uIzwr2oFFC9Sihw8uam7vaKW/di1AUwrMnBsYJRUNY05G9ICLT+5W4As/vR4MctKg69PFBcIqt5Df9FNfswmg8w1dI5aWCU9xLfv2NlDftBgn2lAzh0RejBQzIvxQotd1Nue0uFC1JdMoHhpDXPzThO/oSwCqOPvw77VVOt6coi9L3uy/B7moFn69rZOJ7KGy4HTu/EcVoJDb5075ryv0v1330KIkS+DIePeZ8eu7+Sb+gQmj8/MBrlY6JdPJIp4TQEkjbf+YWIdGaDZycVzhRa0Keh18AItNPCdx3+pdUNYRmDDDkDUpuhBEhdvx0ils3oyYaMMYGCxpodeNxMh0HHfv7MWq1YxBCYHXvBKEQGn9sIC1RjdfRdJVndiyG6Jp4tMB/gBbyErudKyhueoKoj0hVZMZp5F74F9L0qHmxALNlAEUP4/RRFoVQfL24jhR2eztC6H0KvDrW3mCRqOFCq2nCaJmOnd6LEk5gDGEtM1z0PvYTShvXee8zrkvXX79JzUmfrai4qBhR7z3S7CtqC4EI+f/uHQk6rv8suef/CY6N1jiRMf99c5Ua+CrFsKYkP/WpT1Euew/NZDLJpz/t/wA/2pFe+gfcfA9CUbE6t5N77mbfOCUc97wrVN3jVPcZD75cUKK1WJ17cPMubqaMWy5WvKa0i0gnj1AMhKIjrUxfm3wwItNOouHSr5M44UrqL/5SsM8HoKWaiS94PfEFFxEaG9wWtzN9QiJ9sDKrh7hWk8wT19Fz908obgnmcUsrSXlzFrdk4hRKlDeWEfhvXPmVd9N9x/fJLfsn3bd/l/ya+wPXHS6Mlguwe7KUdy6jvHcDoaZLA2NzG36AnV2PW+6gtPtGzM4nKj7/cOGaZQrLNmJ3Z7F7shRe2IRTyL5s57fSayhs+SVOfhtWegW5dd8KjI1MeBtC9cROlFAz4dEXv1yXWcW/Af4d9qrQ6EUII9zviyiMCKFRi3xjC6sewNqaRLbPx9k1gdwzd/vGKZqBCMcB4TUvhMAY428kK4u9hMYdi5YahV4/Ea0mOEENTZ2EnV2Hnd+KU9pIaKr/HqBEJqCP0wnPMQjPMdCbjSEVeIcDoWrUnPPfCM2bT4kdc16gzYLZ8QjltjsR4TKuvZv8ph8Hrlt77kcJTzkBvWEiiRPfQnTWGf5rtq4BoRCesJDw+PnY3bsHGZYPuubD0NGcTDtuKYMs55BmHrec9wSufKDXj6fpqmtIveYD1L/hKySWBLMxItNORks0oUSS6E1TiEytnGHhdO30OpEIpONgd2yreE0lnMRO7/M8xEpZjx5YIQqrHvUSq74/brGMYwYn9sOBVtNC6tR3eZRNRSV1+tVoycpsY6RtkXv2RqRZQDomVttGss/fWtGaVbxyGJagRbFY5MwzPbrBRRddxI033viiTua6Ll/96lfZsGEDhmHwzW9+kwkTKhuqPBLY9i7EqAdAsZB2BLt8hv91lnLoo+uwM95DTUuOxi3lwEcIyMrtpfPumSDzIHRSJ/yL6Fh/Dl/bXy8j+9gt4IDWlGTSN/wrh26hB7WpgDQzXnVEzwTek9Wzhu6ll+La3WiJY6g/+14Un66MGm7G2teL0EteQ0rWoOj+JoJWZjv7bj4Xp7sXNRmn+d0PEar3b/m33XQmru3xvl2zjjFvafXdQBx9HIXNd6CEveKpoi8MVO/d86eTELEXQED+SYjZj1M7Y7DprZvtRDRtJFTjgvTk3t1yHtXn/OnnroXmOxGap2mRXhYiNsf/32nHz1T0Zrxh8jSMf69/h7P9yZtxe5ciDMCG9tvfzPj3t/nGdt39c8ITAQXcIkQmvtP/5oHdf1BRYngV61wj46/2X3Pj91qIje9AqCAtMNVLmXSlz3fTVhD1ezEa+u6pBwhQa9x222cxMj/07smF3FaD6V/wT+53/q4ZLd7pKWYVYew7/D8np7iLwqY7UKLePZV2QXLBtb6Vw303vQ0lthIU757K2rk0z7/Md93hYu/DX8Nt/TpC9+7JyR7LuPe+UNGaVRydGKm96pVEaMxsIlNPobDe85qKTD6R8AR/UQUn3Y6XMHkJhp3Z5xsnXRc1VtffkRFGFDUUMPejaghFQwnFQNUR6hA1WGMLsZPnIgtllFQUt7wCGKyYpsV1hFqLk9kDCLTaBoQeLFQ0XERnnk5k6klIx/SuNwBuaS92dr0nKy+UfvsQP6ixGupf/4XDnls5xIRXaDqiQq8jJd7oXd9+SNDqgt+RpOt4jJzDyLvXXfApum//HtIqERp3bCDV8oiuNdUMbRu8pEVRAjt8/ddqm0gphxQGs9MeC8Ute1LsbjH43We4iEx/Lfnn7u6v7Qo9hBaq1JMK4osuITb/dV4B5DAm1i8WVd7GqxfD6lzpus7jjz9OLpfjySefRHmRsqD3338/pmly/fXX88lPfpLvfve7L2qdFwsReQjUMggXRS8g1Tt845RYGK2lE2OyhjFZQ2vpQon6PxC67j8JKXNIJFKapJ96Q+D5s4/cgrS85MJqy9D6W3+JzXLmdrSmDPpY0Me4iOSqwDW7Hr4Up7QTaeewep6k9/H3+cbl1t2AdEvIMmCCNHspt/t3j9pvOB+rrQvXdLA607T/1X9uoZxrw3WWer9FCijhbjoffLdvbOb+N6H0Pc+ECq71fOA9idgL3poClBDknzjDN67nhc+j1XocfhTQR+cp9WzyjZXGnd7LtQChg8stvnHb/u9c9Bb6z6/VwNbv+z847S1XI0JeHCpoqQ7fOIDwJC8GAUoUOm7zTxh2/q4Fpa/AjAJaooNMxn+DiY3tQGh992SAXva/p57lP0NvOuie6qD78Q/7xmpdPxxwT7FJwV4rWqLzwL9TFHb+xr8qu++GC71kse+ewuMJpGSIyMr+z0kYYL4QbGA9XDjbv+4li333pERXVrxmFUcnRmqveiVh9bQiYj3ETq0jdmotIpHG6vKnXIWnnThAnCGwIyEETrYdoSsIQwFZxgzoiGi147AzbTi5Tpx0GyIUzNoQWhwlDEoNCE0gAvwInXwGaZZQQjUooRrcUg5pVt6VAE9YorxrJe4Q3QjplJFOX5FIuoO8vF4MjOapJE58C6gaQg9Tc+7HKjaSFYogNOV49PrxaLVjCE9Zghbzl3e3OrbT/peP0nPPNXTd/GXPKDgA4YmLaLzqGurf8BXqLvnKYTtow4EsF7xEUPE2gaFGJ3Iv/Is9117O3msvJ/PEdYFxdncrSBfFCCNUbUS8IyMTF6HEkx7NVlEwxhxesXk4sAtpMk/+nMyTv+ifO6wEQtOJL74MoUdA0Tz154VV5sarFcPqXH3zm9/ke9/7Ht/85jeZOnUqX//611/UyZYtW8app54KwPz581m9evDL/fXXX8/1118PQE9P8IDmi4EUpQGzNtLp9Y+jhDBCyKJ3fhGtBeG/EUi7F1n0quyooET8X0bL3bsHKYrbHVt8Y4WRQYmquGXXe3YNoaUhza6Ba/Zu8I2z9j0zoAoiBJRbHyUy9tRBsU6mq6+FDghvY/Q9d3qT98K6f2EJbtF/w3atbhT9QNyQdOdD/pvQ/D97p7Aa5WCKu4DSzjuIjV0yOPjQ8aiA33y77VFCh4hCBqmBD1pjqPe4Q+8poHgn6D70BzjbboZ5gwewB418BdyTs/deOOR8Vto/sT606SkC7qm7u3vwPan+1WDlUCq6gG3r1jFp1mBa0qH31P87UwHEIWtUau9WxdGLkdqrXkm4ZjdEtiD7kgUR2dqnCjh4Tig8YQENb/oW5Z0r0BsmDDmnJGISLLzneghE1L/bYe7biNE8zZufUtRBwgkHQ69dTHHX38Dx1D31uhMDbiqOLIxCRD17E5kbg3Qr/yL2Pvhr8ivu9K6lYSINV3zfd+5JCdWiJWfjmj0IxUCNj4zyb/KEKz06nhBDzvC4xSzdd/4Ac+96jFEzqbvg075zT2okSXLJm8g8/r9IXCLTTsAIoNvnV99Defuyvjk3QeaJv5I84c3+sesepOOvH0KaBUITFtJy9XUoFc4ICUVFCcU8T6YhzHOdXDfpR37bP8Odffp6ItNP8ZWCD409hnysHifbgRKKBcrgAzjZTtKP/Ban0Ets7jlEZ5/lG2d2L0etDaHWNgIgZQfSdSvyDpO2Sec/LsB1vfed4o6baL78gYqT1vjC11Pa+jTSKhGd9RqU+OHnzqs4OjGs364JEybwy1/+krvuuouf//znhMMvznsml8sRjx+obKmqim0PfMBfccUV3HLLLdxyyy3U1g6tgHek0GtOQNoO0rKRjkt4jL9aoCxI3JyNEoqhhGK4ORu3EEAjKM3ELeMNIFvg9NT4hoXqxqJED3zcQoHkaR/zjY1OuhoR0VFTGkpCQ00GCw8ooYNeUKUg1OTfZYrP/9QAJoS0IHKMf5dLa6wD26PPSRvUGv+HcGjUIbw+AdHp/g93VZk/4NgdonDoHjIT7ZT8BzrDE9908BgXuBCa9U7fWFkYmF24Rf8Ko/HGlQepdOHZx6gBswnmQLUrdwgatzwk57YCmlzG6DcPuCdpQ61PYgXgHPIZ9qs2HoLYab/xfj/7LxQSi/27xtYhuZ0bMO5XV1c38J4k4PgrRe634ekPtfBNrACcQ0Ss7BGorxz6uRz6uVXx74OR2qteSSiaANce+McIrjKExs4ledJVhxGAkESOmYRWn0RtSBEa10R43FTfSL1hopcsaCGEoqEHKMACmJ2PoKeOQa9dhBqbgNn+gP+aTVPQoicjuxYguxZg1J6JlvL3RASwMx3kV9+L1dMaGOOaJfIr7kS6XlfK6txOeYc/I8JoOgstPg3FaEIYDUQnvD1w3SOFUJTDiiNknvgL5Z3LkVaJ8s7lZJ74i2+clBKlbgfhBXEix8ZRx7cHbixWx7aDBETkkH5g7X96N1bHdux0O/lV99D78DXDubUhEZ17DsKIoISiCCNC9NjzfeOkVRooLQ/9IhyHQm+ahN2zG7eYxs7sQwn7jy4AdN3+HYqbnsBsXUvPvZ4vpx+M0eNRYweeA8aExor5dqXdj3uJ1f45LmczpT2VGRNLKem9/1rUWB1azWjK25+ntLWyNat45TCs5Oqaa67hhBNOYNGiRcyZM4d3vStYxnQoxONx8vkDbzau66Jpw2qejQjMdQnMLSrWPiit0TC3+1cZhBFDpmci82O9P+mZKLp/+yjc/BbcznE4PWHsjgbCqWAVuPr3fA21XkNJCSLHzyV1/Hv912w5h5olf8VoPIPw2MupP+vZwDUbL7gXxTkdt2scoZr3kzrenyuukERmF+HkDZy8AaWTUANoGUJ10ceD1gj6OFAj/k8iaWURRh3YAhwQIo4SwGWuPeNXmDuacXoFVruOmgpWCpSFhdg94BbA3KlSM/9z/msu+hxCGY00vYRMpI4nlvLnfde/9s/YPTpuHuxuncbz/akJE6ZNo9CzGCfrJYC5TREmf8i/yzPu6g6cbANuAZy0YOzbg3n85uK12L3emqWtMPmz/rHN5/8RoZyFWwA3B4kl9wWuOe5qB6vdW9PcAxM+5L9mcvwJGOO+iZvzYrX6jwQmbBM/6lDe7cXZXTD2ncH3pM/9G0667/zt9Yx732bfuKlfdCht8eKcNJijfxK4pui9ELvTiy3vhNjow88+HA6h2jMxW701rQ5QnJGhhVRx9GEk9irXdfnyl7/MFVdcwdve9jZ27NjxElzpEOe3wwgaEFHd+0M9WMFzKq6VwepdjlPyt8wATyEudeIHCM+LEZktCB+/CKN5MGsBvGQtuugCyr3Lcdx91L8u+FkthI6Ta8ds34hTzga2mhU9RP2bvk10/iJii06k4Y3fCOwcFLc+y7ZvTKPtb+ez/VszyB4ktz7g3KqGa3ditj9Fed+TmJl1CMP/cxIiTHGrIL9iGYUV28BuCbwngJ4nP8e+206juOPeIePy6R20/nkye/86f8g4J99NubAcm3spF5YH+jdJqwez53kKmx+nuP0xiq0bsbPrfGNDExbgJNvRprQjmtoJjQ+WQrezXagtJvo0E6mVKe8OfqfYdteX2H6NytYfDN1ZrL/oC4Rm1qJN7yI8dyo1Z77fN06tGUVk2kmU3TswuYO8EUZv8S8Ypx/+LTKWJXSshTqq5CnnBcDq2Ea5cAeWuIP83iewAgQ1Qi2noU4djdLcjmjsInXaexFBlAxg87dUdvxMZeP3g1X61FgDhWw75Z4Oyj0dFLLtqLEKu0yug7TLlO07sJQ7yGfXBiahVRz9GFZm89BDD7F06VK+/e1v8653vYuvfe1rL+pkCxcu5KGHHuKCCy5g+fLlTJ8+/UWt82JR3LoUp1cAOiAprLmV+gs+NShOrx1DYvGVZJ+5CYDEksvQakf7rhmevITCmnleBUOH8BQfShqeZ0jh6RtQjDowwGlPU97zCJHx/p2myJjXExnz+sPeU2HN/ZhbskgrQbGwHnPhVoymyYPilFgtqj4KpLepCF1HCeDSu6U8SuwAHTGIyy70JNZ2q4/iJpBmGbHYf/g2PGE+Ncd/g9yyWwilRtPo87nvR/Nlf6DrX+/HyXQTn30SiUX+80FqdCz1Z/yN4u6bEEqI6KT3BEqs2+nVxOcckKq10qt9lehcs0TUnYDTmURKl2g0itW1C93H7FLaJpHaD1LevgwtXofZviXQaHrSjBkUtSdwcl2EJx0XeO8Ao9409IZ+MIISqkPRcNLn4aTgl6SDMenjw1uzad7lMC9YoepgTP788NZ0evdg9xxQXTJj/jTTI0F81rsob12FY1tIUyGypDLzzCqOXozEXnXwbPDy5cv57ne/y69+9auX4Gr9odeORWqdCN1r40rZiVLjr6znFFvJrPqcZx4sdBKzvoBe668smF3xDaTcDhrYe27BznwNo25woSG/5SE6//pBpA32nlZ2/nAmk77m77NVbttO9uFnkQ4okW3EJg02mwcvYU0/eyl21itU9TyzgrqTbvKN3fe31xEan/WEemSRjluvIDHfZ55HuDj2Cpze/SJN25Caf9LS++TPcKxfoTUBdNBx95mMvdo/Gd1741Sk9F7Ue548HyvzC5LH/NeguHx6B+m7JiPCXmO+9TqVMVf5P+cKbb8jPK0VBOiylULb76jni4NvSY1S3HanNyMLUHiUXLodPxJP28PvIX4s3pqA1f0X4I++5w8dW0DrW8MYC07GvyO47ZYPEjL/B/oEInf/UQ0UKtr1x2a0hrRXoZeP0vqnGYx9x8bB9yQExfQXCfexWg37ZrZv2OjLXij03E78+L57Gg1W+3rfcwO4sVsJ9zU/jVHd7Hnwo0yf/7pBcT0v/B5hP9X3mTr0PPohYlM+4Lvmjp+rRPteS3XZw9bvqL57V1e3Q6TmAOVcmqColTGthKoha24n3PfeZbRsI731n4FqlVUc3RhW56qxsRHDMMjn80yYMAHLenGDqOeccw6GYXDllVfyne98h89/fngveyMFLRlFibuoDS4iLNEaagJjkye/nZb3/ZGW9/2R5MnB3ajIlOOpv+QrxBddQu1rPxYohypdibXrwHyUWyhjjoAvRPddP6K8awXlPesobn4ikG6g144hdeb7UcJxlGgNted9ItDrQk2Ox8l6lDQnB0rUv8rn5HowN6uUN2mYW1XMTSHMrf4vw+XWtfTc8xPK25+nsPoeuv4VLGZi1M1l1DseZ8yHVtJw/u8QQwzeGA2nkJp/Dcljvzekb5MaH5hwarHBCSh4htFm2ybM3aswW9dg7duMnfXn8OVW3EF5+zLA45X3PvDLwPOnH/0/um/7FukHf03HXz/uyc1WMQiR6accGMhTNWIHJcQvFvEFV9Hwhv8lNu0d1J3zQ+rO/krFa1ZxdGIk9qrhzAa/lCh33IsSK3pCAYqCEithdfh3b0p7/oXVuZzS9ucxO1ZT2PFn3zjLsnDMA5V9iUPvM1f7xnb87a0e5dcGHLD2BHNz88/eiXQ9yXi3JOl5wH9PN9vvxepdiWuVcK0SZudjmL0BwjJGZ/9cpBCgxv2r93ZmN05vCRHvKwQqksyya3xjSzt/PGB+VIl1+cYBSOegDogC2VX+zImeW08eMMsrDOh+wn/GT4nvOEBFE33HPuh85KsD54g1yN7vT2GMNhcG0Nu0Id7ttZqDLwakusz/Ovf+z4B7UqKw7U+DExYALXaQubQAofnPkG/5luoJCu0P1UDeOdiUGSA0Oj3gnvQhLJ7UgxmDCkSS233jCis/OeBNV4kFz/PrjQcdCAgFCCCW7zhhwCyvMGDX7/3fKYaLvRtuGzhfr4C1++cVrVnFK4dhda5aWlq46aabiEQi/OhHPwpULzscFEV5RQeMk+eeRX71TqTtIAyd5KnBvkQAamx4lYjwxIWEJy4cMkaoGlrtbOyeNUjpoIYaMRr8K4zgvayXtj6DEqslMiVAsxyw2jb2myFL26S0+cnAWL1pMiIUR6g6WsPE4IstTsTa/RzSdhGqQIv4V02VcBKhR5GWjrQ8pSM15Z+IZZ+8DjfnbWjSscg//w+4Ymi1yKGSqiNFZNybQbrY2Q1oyVmExwV0XFQdWTqg/CPNQp+z/WDIUm7I44NRWH2gG+UWsxQ3P0FiUbCy5EsBp9QG0hnCwPeVR8ObvoUSrcVs20hkxmkkTxmZ2YjYnNcTm3P4TnAVr26MxF4VNBt8MIX9pRReEmqkb+bpwFuuCLDNKLc+Rf7JLUhLgtKNcJ4kNX+Y51H859FkyT4woykZOIM6CIfUZ6U/lUy6AllOI/cv5pQQAa8fQlMYMCQaUAIWRhJZOjAXKjTQAp5tIpxC2nsPmv0c/tCNdKX/z53BFya0gBmhQ5fwXxLF8HnnkP6fkxzmmr4IUsH3WyPub7gs5fA+RReVQb9Ew1XhH+qe+gS3+g+P5J6Ge/qANV2vVzjwZwHfp2Ej4cNoGR7ho4qjEEN2rn75S68S//Wvf50pU6bwmc98hqamJn70ox+9LBc30hB6CGPsbIxxUzzDW+fl47MKIWi4+FsYzadi1C0mecJ/EQmgEDq5Ltqv+xi9D/zS63Y88rvAddVUM6KvzCdUHT2AlmZn2mn98UXklv2D7DM30PqjCwPpfm6vDWYK4STAqkFm/J9OihEmeeJbkeUcbjGD3jKdRIB06KFyvkILniF4KSAUjejEd5A85ttEJ7yt/zMbFCcE+qgZaHXj0WrHYoyeFSivG5191oDuX2xB8Mu7Eq0ZcKwecvxSo7Dt96SXvY/08/9FfvMvXtZzHwmkYyMUBcWIIKQ7xI5ZRRUHMJJ71XBmg19K4aVwyzkDVPf02iVERvmLBVitOaTd94YpwdpZ8I3TdR01dsB/SkiDmjNu9j//7LcOfGvWgl8Tkqd9qH92SgkZ1F34B//AktaXjEhAIm0V1/J/NU+e+g3va6940dG57/CNU/QESqi+/1qFqhMa7x9be/oNeC0jb12tNthE1840HnghdyDU8CH/65z1Zc/aZH9oGuJTAqSzi8cdWFP2Hfsgdcy7cA5qCMky1J/4J//rLM4fkARb/naIAFgHEyUcQPH/fXLPWespH+8PTcOkS/0ZGVZ33YB7crMzfeOmfdEcIGDllmDyp/2zBjV63MB76g2e+7IPZoA64LT4jxpo065FHqSb5vRCTU2Nb2yplQP35EJht/+s/aSPpQeIPbkFmPwRf+rscDFq9OgB4kvSBv3spytas4pXDkMmV0899ZQXpCj85Cc/IR6P87a3vY2pU/1Vho52KEYdamQUWnwKSqgBxfD3jzhSZFf9lo5b30r66W8j3WAzv/Ck4xj1X39l9H/fQs1Zgznc+1Hc/OQA+dv8qrsDY2vP/Qha7RjUeCNG81RqzvLfCAobHsPJ7MMt53DLOW8YdI+/uk5o4kKUUAKhRlCMOMaEBb5x0rEp71yBVjMaJdkMrkN5l78nV+r0qzFGzUSEYijRWmpf+7HAe5JSkl9zP5knrsNs8/et2g+nsJP8ll9R2PZ7XCs9ZGx55wqyz9xAeVewz5EaTZE84Uq0VDNazSiis87EGDPHN1arHU3TVT+l9ryP03jF94nP95+fA6h97cdRUy0ITSc69xwiM88Y8lpHEk5pH4XNf6e4ehvFVdsobLkVO1f5LNNLgfSDv6a09VmcTDv5lXeRe+G2V/qSqngVYCT3qoULF7J0qWeM/krMBgM0nPEg9Wc8Rv0Zj9Fw5iOBcVpqFkKNg4gh1ARqMvh+lcypuK3H4+49Fmfv2ZD277jFZ54BarTvJVNBb/RX9gSoO+27jP3Ecpqu+l/Gfm4XkdH+LAsRDiFLcZyOEE5HCGkmUDT/F+fI6LnoM09FrZ2IPvUUYtPP9F9TKKjJerT6WrT6FFpdI4oo+8bK8laMUeejJY/FqD8Foy74c4o2fxhz40xKmxuxtp1IfLL/c10YLuVVIfKrobAc7O0RpPSnoeqJ08k/VU9xZYj8U/XoidP911QU7M3TyT0XIb/CoPzChMDi3qQPLsOa8S+KWwTlzAlM+Ghwm0OkTya31LvO3P0qNfPe47/mjBm0XLKN/EbIbY0x9p3B/k0NZ/+U0laF4nYo79RpvPCngbFj3+mQ2xgjt0Fn7NuCrzM6ZQmOiGB1KTjFMLFpweye8R9wyO2eQGEjlI9dxaTXf883LlEzlvxjSQprBbllGs52f0oiwORPOpTzZ1PcBOXoZ5j+Bf/Ot1AUxlxVxtwzHnPvBMa8tVyRtPt+jH1XBqt7CsVdEZRFDzFq+tDz2VUcvRiSFigP6jvLQT3oVx+ik99H3uzGKexAS80nPOZNFa+ZXf4buv7x1b7P5wHsdDv1514TGC+EgCE8IWBwV0OJBCeBqVPfhTF6NnZPK+EJCwJlcxXdGOji7toohr/EeuqUd2C2bcRJt6HG66g503/407XKmK2rkY6FAKz2rZhtmwiNG+zLoSWbGP3fN1HeuRw10UhoXLCyUfqR35J56nfgllGeaqTpLddi+KgLuWa3N8xte3Q8q3c5yfk/9ZXFLax/hM4bPo9bzqGEEzRe8b1A6eLkSW8lOvsspG2i1Y8fUmZXidagt0w/bCfKaJlGy7t/M2TMfjildsyOhxFqlFDLayumR0qrRP7ZDbglTzvd7uwltSgDwd6grxjs9N4Bx07vEOXYKqrow0juVeeccw6PP/44V155JVJKvv3tb1d6eUcM1yxh7vLaDVq8GPiCHV/4DtIPX4eb70boGvGF/i/N0nUw925A0NBPNTL3bURvnOgTbHvDTooGQvTTzoNgNM7GaJw9ZIxWMxNpWwi9z7/BdlAS/uJHdnY9oUgSxnpFLTvjr5YnMQlNTVFal0ZKidaURK0Nela6KEJAqLFP9Ci4I67GanC6s0jTQanNoiabfONi0y8hPfZbyJ3toAqMGTPQApI2Wcqj2CqkUyh9x35QYrVEZpyGuns1SBe1eQzG6ODktrmmhdJxP0NNNXld/4B3Cy3VhJaZgiyWCY1pCqS6u+VOMis/S/0ZXkKZXfs1ksf6Jy3ppT/D3aeCLXA0SD/+M8JXnh14rdO/eHiKbmjU6wl3PoobTyOUMKHR/vNe/Wt+fBhFQlVHDWm4+xSvydnQx4gIYK9Metc9h18Tb9Rj4kf9FQpfLHLrvkVi7kxgJqLr5zjFaaiRYMuCKo5eDPmWf/BL5eF8HF4NUEONJI79IbKUCxRzOFIU1t43YDMvbngcKpzBD087mdgx55Ffez9qJEnt+Z8cMn6omaz9MEbPwmiZjtmxDSEExqgZaMlm31i1ZhQ1515Aec8z6E3H+G/AgJAuSiSFk/Pa4UIPo8ZrAq+hsGEpxfWPoCYa0WrHosbrfOOyz/8Bu2sT0nERoVbya2/F8Gn527nNOIUe7L3doCroo12k1ePJwx+C9EO/wer0HoROtoPeh/93SF8YrebwDzS3nKfzpi9itW9F6GHqLvoC4QnzD/v3hlzT7CG78lO4Vi8AVu8LJGZ/qaI1pSkQsgbYr46VQpYrMzt8qRCZeiJWe9+GKQThYfxuDwelPbdh9a5EjU0kMu7KQFXJKl6dGMm96pWeDZaOTefNX8Tq69oXVt9H4xXfR2iDE4fi+ocwWuaAbYKqU9r4KAmfDrpQVPSmKVjtfaIDiore5J8IlHcsRw3HAI8SJYcwEQZPCVfaOYSeCvzsy62Po4RCSFfpvx6rYzXqqMGdCS0xDbNz6UHH/p1DoUYJTZ6G1lwLjosSCaOG/Wd+9ZpTMPd8Hbe8G4RKfM7/C7yf9NLf42Y7kUis9q1kn76B+ov94lUU+1iU0HqEUFGceYiAAR+9fjxGy0yvuBeK+6rPgve51F/0BTr/8RWkWaLm3I+gBhjJlnetouufX+sfvrLT+6g925+5oqaaCdkHaHtqrMY3zs6sQx5kBGhn1+HaeRRtMD2uvHU7btryOpyKQ3FjsLLfcBFuOQdp/z+s7udQo2OJTnx3xWvavetwizmQCiBwsrsRytHnJC9dCzuz+qDjMnZmbTW5epViyDeMNWvW9FfvNm/e3P//hRD8/e9/f7muccRgde2i6x9fwcl2ordMo+GSrwYmWU4xQ6GPjhc75vzAOK12Mm7hAaRpITQVdZK/ZPuRQAhBzdkfJHXWf41YUms0TSE86Tjs7l0gBNHZZwcmN+W9t1Pc7alOlds2oOgqkfFXDYpTIgmix7yW0tZnwXXQakcRGuvfkSpuforMUo+Pb7Vvpbucp/Ey/4qw07MLJ9s3O1AsYWf9/ZOEUkf+6Q24eY/8bHeWqDvZf6DYKaa9CqzrgKLiFl+cKMvByK+4oz8RkFaJzNLfE37bzypa00qv6k+sAKyeZ5FOCaG++GFZNdGIXn8MSs5z81WiDWg1lf+evhRIHH8FarIZu3snofHzh+xwDheltrspbPstAFbPM+CaRCdVvmlXcfTg32mvsrt39SdWAFb7FqyuHRjN/smQEAL0w8+w1l/8JTKP/wm3lCU691xfyw6A6JyzST/y2/55R70lmBZp5zaTXfs1pJVGi08nPudrvi/iWnICoCCU/UUdDS3u/9IYGvV6XLOAufcZ9Ma5RMa/1TdOCEFi1pfIb/kl0ikSHn1xoGJsYcNS3FwaDBdchfyKu0ku+KD/PXXvRvbdu3RsStv9jYmtjm3YpXaQeSQqdvcW3HwPamKwxF188Rsp71yOW86jhGLEF/uzZqSUdN/9Y8zWdSBdeu/9KaExc1Cjg9kr5Z3LB6haBBkoA9Sc8xE6b/4oTraT2NzziMx6jW+cEhmDN8TmrasY9QjVn+Hi5vvDwGXAXFUliIx9E5GxlbOK9kNSRgkruEUTFBAhgetYKOrICWaNBISio4ZH45T27P8JatRfTKSKox9DJle33fbvNe+QfuS3OFmvy2K1bSL73M2kTn3noDhpm3Rc/1nMvvmh/NqHaH7rTxHa4Gq/0Xwysvw73JKFoisYjSeM2PWOZLfQbN9CYfV9SMfjhGefuYHaCz+D5vPQPpSGYWXW4U9KgYZLv0Zu2T9wzQKxY87z3VgA7O6BsvN2V7AMvRJNIYxepOOihHSE4V+5c7p7wNSRTgcgcNMqbjHrq/JojJlDccNScGxQNUJjgnnXw8UAmiX0f7aVQA0NpKAIPQVKZeIfihGh/tKvk33yOqTreAlMQOXySOAUs3Td+jWcbCfJk95ObI7/hn2kGGlfDzszsKJqZyuvsFZxdOHfaa9SIilcq4jd6cl1a/XjA2nH8YWXUNryNE6mHWFESJ7kn4gAqPG6IWdd9yM641Sa3nEtmcevQ4vXU395sKprYev/eh5bgJ3bSHnPP30LcaHm+cRnfIL85t8Agvjcz6Al/As8TqadzAP342Q6UKKd6MkzAxNBLTGd1PxrDntPTu550POe8p4A9OBngBJJId0eREjiFlT0gHMTltj71vfTrXFMRMh/pzSap9L0zl9jd+9CqxvnmywBONlOCivvwu1TrHWy7ZR3rSA647RBsVrDQFqlXu9PswSw8/cRWWAg5SgUdT1OYTtabPAIgRafTGzaxyntuRWhRolOfm/ge4jRPI1SvhtcFxQVY7T/bPIrDb1hLCLssD+vV2u0oy6x2o/47C973yk7R2jUBUPay1RxdGPI5GrMmKNXsvnFQJqFQ4791QLNju0U1z4w4AFndu4g5DP3k19xJ0LoqBHvhb6w5oEhHe2Hi8L6RyisuR8lWkvqtHcNWxY+CKUtz/T5NXmlJqd3D9a+TWg+hrZaYhpm12MHjuPBX3AlFBtyQ9+P0Lh5oPytn+sdnhg8qBqedDbSvhvplFGMWqITzvKNk7IH184gNG94yLX2DZAvHnCdRhi9YVL/zNVwKr2HQ+yY8yisfRAn0w6qRvKkwS8VRwotOZPIxKspbr0OYSRJzPzUiCTZRtNk6l7vUVtGKmnf+4s39YuDFNY+xOiP3EzkMAbJrwS0xAzMjgcPOn75BQqqeGnx77RXCVVHug6uVQIpvY57wMuglmyk6W2/wO7ZjZpsQo0ESIEfIRILLyGx8JLDxkl3oOKsdPwVaAGSSz5Fckmwefx+ZJ+5ESfjeQu6hTTZJ6+j/uLKqNHG2DkUW8NIqwSIQKo7gDE+iVS9Z6R0FPSmAJ/H7q3eTJrjIgRI28YtdqIY/gpzajQVmFT1w7VxD3ovkbaFW/ZvCUVnnIaTaae46Qm0VAupM98fuKzZ5Vm0CCGQronVs8w3uQIINZ1BqOmMoa8TiBw7E3PvC561ja4RnT941vrFwOxaSXHbjegNi4lOrNw+Q4QKhGbGsPeVEJrAmBxBShchKhegGGmokdEk5lR9GP8d8B81eBBf9Aa67/wBuA4iFCV27Hm+cbJPUW8/3HIeGfCAGzRAOgJc3nLrGnru/nF/y9/J7KPxCv+h0uFCidV567kWIJCagRLyVzQwRl1M+tEbKe98HqNlJjVLrghc1+pZRm79j5F2jsiEK4mMf3PAmjNouPTrFDc9hppoJD7Exl13wRfpvTeOndlHZNrJRGb5q0VpdfWEZ4yjvGUPQlUJz5kAij/nXY3Vox9U6dNi/pTII4Ear6PprT/D6tjqzZGl/GfYjgTSdcg99TylDR2g9qDrG4gv9Je4PRLkVtxGzz3fAemSes3HSC72/3caLlzXpbz7IHNVxyS/4s6jMrkKtZxHfvmDlLY/jd40jfDit7zSl1RFFYGwsx2ooTjq+Pn9P3My7YEv5ooRDqQMvuhryO/A7FyKotcQajk/cEYxPOaN5Df+GHARWpJQi7/EN3iUN3PPWoRQMUYP8Uw7RGzhcIIaw0F47IWYnQ9hpzcitBDxWcFzzGp9EadkADZCGEhll/9lWiHckoVQvZd0t2AjAzkew4MSqyM07ljPv1K6aDWjCY0OFgtJLH4TiQCK4cFQwy3YuexBx5XP8Rhjo0RPSGFn8uh1SfTGyud4C7vuIf3EZUgs2CIo730ftSdeU9GaSqgZrSGBVuddnxKuoyLzqyqqGAb+o5KryLSTaLrqGuye3RgtMwIpbFrtGPSmaf1UNs/zyJ/CkDjuUkrbnsMtZlCMCIkllwWeP7/mQTqu/xSyXCC+6A00Xv4d3zhz3xasju042Q6EqnsVzAqhpZoRRtRLEoXnO6UEdMN67vgu+ZX3okRtihs66bzxCzS95ceD4qRr0/vMJ7DaNwESq3MrWmoeesp/MwiNO8ZXSXDQtSYbaXjTN4cRN5fIzEWojZ7yT2TshSi6/wtI/Pg3kN/wV+yOXejNE4gtHhlDWSUUJTS2corhfhQ3P0nuqb/ilLIIBF23foPYvAsDVaCGAzvbQdetn8C1vQJB951fIDLpePSGF+8orygKarweJ9vR/7PQqMqTwJcC+eW3U1q/AajB2tlB5vE/UzNElbeKKl5JeNYWjbhFT3xCCU9Cq/M3cgcvaXELaZRwvKLnxH44xT1kV366vytlZzcQn+HfcQo1noYSasbJbUCvOxE13Bh4jd3/+jalLZ5vT3TO2dSe+xHf2Phxl1La/hxuIY0wIiSODy7uScemsO5BZLngqewFzBEreoLUwp9i5zb3WbIMMXOqFhHhUt/7t4Mw/FkOWmosWnIsTs57Bmp1E1HUyoqrih6i4bJv0X33Z5F2keTJnx5QFHyxiE79KJnlH8U1OwiPugij4eSK13TKHYhYFj3qIJQ0rtl9+L90GORWfNNLrACQlHb9FSpMroyGE9HrluAWW0HRCLecH+hzWUUVI4X/qOQKQG+YcNiHlZZqpu6CT5F+1BNgSJ36LrQAOdbo7NfQ8MZvUN65Ar1hAvHjLg1ct/2PH+inGmYe+z/CU5aQWPSGQXHSLPS9tEqkY/bPiVUCoRmExx2D3bsHhIJWOxYRIFlc3P4v9HFZPLlaQbnNX5rUNbNYHV5iBeDkOinvejYwuRppSGlRXL2K0qbtIATihFXEZ0pf2pvZcSvhObU4eQ01lsDs/Bd6Kthr7JVCuXUtdrYdaXs8ftlhIa1yRS9NTmZbf2IFHnXH7FlXUXIF0Pzu39J+3ceQpQyxBa8ncfzlFa33UqFfIW3/8b4tAZFVVPHKQ+ghYotGUdyxDJCEJ5yE0P0Fbdxils5bvoTVvhU1Xkf9JV8NpLy5xSyZJ6/DLWWJHfPaQLEYq/eFAXQ/s+uJwGs1e1fRc+9/42R7McbOoO41v/EtcFltG/sTK4DCmvtJLLkcrWYw5U6vH0fz23+J1b0TrWb0kJT47ju+179u7oXbaLzqmkBqZHnXGorrl6ImGogvuRwlgBruFgpgCBASHE8Iyw+h0bMITzvFm41TFMKTjvMYIj6QUpJfcSfm3vUYo2Z4BbMAenbm6e9Q3u3RrTNPfYfYnHNQtBcvaARQ2n0D0s4AArPzMezspRXP80iz27MJkQoIDbfcfvi/dBgI5ZDOn6h8NkoNNZKa/xPMjqUILUGoxZ+xVEUVI4n/uORquIjNOx99nNfZMuqXDBkbnXM2kRlLEFoikMfrmiXcUs5TIZKeCd2hL337oYTj6M3TcHOdoOpDJoNuKUf64f/1fK4mLw6s8hkt0wlPXoy5dwMA4cmLUQNobCKcRlr7qRgSEfU3EhRKGFmqQYT6zCidEIoRrG7jSbF7m1vy5LehhPy56dJ1yC+/3aMFTjkxsNtV2HQnpS1boM8HKv/Mg9Se0YYWG0x5KO1ZSfahx5CWjTA0lHMnE5sSeKk4uW6kY40I1e9IIDTdGxA+GBVWo7XGmegNtVid3r+TVpMgNGZhRWsCRKYsYcwn/uIphSWDvVheaRhj55J7/lbcYgYRihIaN3KdxiqqGGm4xV2Y6ScRIS/BsdJP4eS3ocUHF0Oyz93Ur1jq5LpJL/09DW/0l5Fv/9unKKx7AByb7HO3MPqDf/fdWw6VMx+KQtZz52corPf2FHPHPrTUz6g5wWc+ymdmLKhg5Np58lt/iJVejdY1hfjMz6H42Gu45cKAhM3JdmLuWulrsVHes459f/owbrYTNANz32YaLv2a7/llGfDY8yAFxAPmeEMxGt7wFXof+h8UI0LNuR8PTJjyz99KeunvASiufwQcm/iiSwbF2emd5FcdkKE3W7dR3HArsTnB3bvhoLTnNpzcJqQrEVoIs+vxipMrJdyCUEL0vdCgjADVMHXir+i692QkaYTUScz5VsVrAqiRMYEjC1VU8VKgmlz5QEqX3LpvYPV40qZm7SLis7/smzi5Vobsmi/j5LeiGPUk5nzNVz5TMcKoNaMw96z1jvUw0WP8+emRqSeiN0zA7ePYx318S/aj94FfUtzoiU+YbRtR4vXE5gw28hOqRsObvkVxy1MIRSM85fjAjUCrn01x3RbcvI2IqISn+vP5FSNCbOrHyK/9IwgHvXYJkcn+dIPyzhX03PnD/mMn2xE4pJx+8H/I98ng51fcScNl3yHkY6Qo5KHVPMVTg/I7/7rVSMtT95OmTWn9Kgiwuco+exOZx/8MUhKdfRa1r/2of+BLAKN5GlrdWJxsFwiB3jipYgEK1UjS9JY/kH7yu+A6JI//BFq08o2wuPsmijv+5J0jOp7EMd/zlWF+paFGUtjpfTj5bi+hD5g1rKKKowGua+FkN3pmvoBj55DSX4lUHkIZl5a/SJN0HQqr7+7viNud28mvutuXHqvXLiIy4e2U992LotcQm/rfgddqth0w/ZaAudu/YGg0TSa24HXkX7gdgORJVwXS8ku7/o7V+4J3ndn1FLb93peWKPQwwohidW4H10GN16MEeELln78Nu3N7n8S6IPfczYHJFe4oJL0IVeKWdLRa/yTENUt03/5d7O7dAPTe/SPqLv6S7/O6tGsldrqt3+eqtGulb3Il1DACBXmQybEYgWeq1bGX0qo00pJoDTrRSZWbs0fGvhG3uBvpFBBanMiYiyte06idQuPrV1PafQ9Gw0KM2qO3aFdFFUOhmlz5wMlvp7jjbuw+OoCdaScy8Z1osYmDYku7b8LJe5VD1+yisO13JOYMfmhL10WrH4tbyoFjodWNQxZ6fM+vxutpuuonlLY+6zm2D2GkanVuH3BsH3J8MIRm+Eq6DrrWdB32XgmqAhlwa4IVjmrOeB/R6afhmgVCY+f6ytUDmG0bBh7vDZbCLW179sCB61Le/rxvchWdfh7hcSdS3vUsKCrx+Zehxf05/8JIeKqC0gFFQ9GD/c32J1YAhbUPED3mXN/zvxQITzyO2NxzMfesB0UhftylgZ+plA6l3Tfj5LeipY4hPCo4CTcajqfxon+M6LWWdh3wD3IKO7E6HyfUUqGD9kuA9NI/4BZ6PKUss0Dmkd+RHIK+W0UVryQEAiXc7M2IAEq4GYE/IyI270KKGx719hVVG5KW7nX4zQNnGYJqFm65GFWZixJNoQ5RiAmNPRmr7Xqk46CEIkQmBlOuas54H4nj3gRCGdIKwjV7Bx5bvb5xQlFQ43UUNzyCdB2EEQn075PS9Zgjrg0I3HBwgSUyezbZxzpw8wX0sS2EJvir6pl71vQnVoA3e53v8Z37cnNdnsck4OZ7cHP+80lqvInECW8nvfTXICWRmWcQmR78XB8urO0q0tFAuDg9GnZX5YIO4dEXoRh12LnN6Km56LXBCsDDhVNqI7fqs7hWD2bHzcSnfwqj4aSK162iipcb1eTKB24h35dY9Tmfd+3yeNg+BSTHylNcvxq7sxclESVxvP+DGPBUkpomeRuREek3KvSDlXkC27kPpVSLU5oQ6DwfmjB/wAM+NG7e8G5yCNjdrciy4fk2qRpOb8eQ8UMqP+2PaZkx8HgI8QMlVkd+zX1Iq4yaaAoc5haaQWTqeVjtHQjVIDIteGNPnfFJzD3vwy2VUCIRUmcEqEW5zgBjRsDzxnqZoBhhGi7/HuVdK1BCsSHFMoo7/0pp941A31yEUAm/nHxyxQDXHHh8FOJg5U8ItmCoooqjAWpkFHpqLk6oGZCo4SbUiL/UvF4/nqa3/QJz3yZPiCnoWamoJE+4guzzt4Jjo9WPJzbPnznhmiU6b/oC1r7NIASpM99PfN4FvrFG80KEuA/p5hFqI3rT0PO2QYITA9asP430I3/C7uxFTcWpv/gD/tdZLnjehQBCxe7eRWnbs77MDTXR4BWpbDwKW6Qm8PxOh8RJd4MEe08riuufXCrRgbNgQjMQhr/hrhKrRU21IEt5RDiGEpBcStfF7sxg1C9GSgmlaGDCdiRQQ5Oxyh1Ix0KNJdHCI+OfZDScPCLiGPtR3nsnrtVXdJY2xd03VJOrKl6VqCZXvogh82MRMS9pkfmxiACJVXPbJsqb20BKnJ4ixfgaanwKOEJRMMbOJfPwbwGJ3jiZ8MTFvmtavcvJbf4FstQOagjXSgcaJaZOuxo13uDNXE1aTHiy/5oA+VX3kHniLwhFJXXm+4lMPdE3TjoWUjqgKCBdpGP6xu2Hk+3EtUpotWMCKWyh8fOoveBTA2auglDeuRy3mAHXxUnv6evOnT44bs868stvR2hhhKLQ+8C1RKadjGIMrsga9QswRp2K3bsBrXYmRr1/EqrGaoktuIj8C/8CIDzpOIwxL685YmHdA+RW/AlFT1Lzms8GyizbmbWDj1/G5Co25UPkN/0E6ZrotYsxGgJ4lkcAKSWFVfdgde8kPGEh4RGQdo8fdynlHc97M1dGlPiiyukrVVTxUkGoERJzv0Np900AhMdeitD8X9rBS1gi8WB2w37UX/JVwpOX4BYzRGadGSjSVNy4FHPPWpx8L0LVyDz2x8DkqrDmfux0Bzgm0nYoblhKeLy/UMZwUVizgvKGNG4pi93hUFi+ksjYweeXUmLn21Fq0yiKxO2NDFAvPRhqogG9cTJ27x6EHsLw8azcj/zzK8GKAi6uqZN54jYiU84ZFGc0TSYy+zWkH/wVQg3RcPm3ffce8IqJet3zA4794Oa7sbt2eXsa3ky11b6l4uRKGDVgGSB13IKLmgruRlrduymsvhclFCO24OLAe3pJcEiBThylBTvwmCNWzwsIIdBqFhyVvllVvHKoJlc+0BsmEmp8LeWdHu87NH4hWoD7ud21B6ElPLqZUHF6075x0nWxWtdgjJ3r+WwZEco7lvkO31o9y7G6noQ+nr1rdgcmV0JRCU9ajF03dlB3aOCarfQ+8Mv+rkzPXT8i9N7/Q/GhR0Smn0J59ypkOY/QI4SnBleOOm75Mul7f450HcJTT2Dsp+8JTLCiM04bFi3R7t41QOyitOVpUqe8Y1CcW85j7tuMk+v05pPqxiHtMvhsBtkn/oKbTqOIFtzeXjJPXBcoBVxzxnuJzj4LaZcxRs0cMdPd4aC8Zw2Z5z8GWg7Xhq67NtLyjod9r0GLT8XOrBlw/HLCaDgZvXYh0i4gjLoR+ZyyT15H9ukbAMi/cDv1F39pyILBcBBfeDE4FuVdK9EbJw3L9LqKKl5JqJFRxKYFzzq9GAhN974Lh4FbzFJuXdPfsZd2OTC2tOUppO3NfclimsLaB6k958O+sfnV95F5/E9ece+M9xGZ5r+v5Ffd3aeQGgLHobDqXupf9znf+zEmFRBGHwOkoYwU/teq1U/w9gnpIs1ioJhS38q4BROkC6oMpE9avfvIPPJbrxAIdN/5A2LHnOcr1JFYcjm4DubeDRijZnjHPlCiNajxOpw+2qDQ9CFl+IcLgccekY6JEk7i9O7xjXNyXXTe8FncoidiVdqxPNAy5qVAePTFWD3P4eS3IrQE0UlXv2znPhJIKcmt/SZW7zIA9NolxGd98WV9V6ji6EY1ufKBUBTqL/kKpa3PABCevASh+FclwpNOo7D+ceirWoTGLwhcV0qJcpCkbhAt0Eqv6h9mBpDlYFpeYcNSz3DYdVGiKRqv+D5azeCqlJvvGUB3k7aJW8r6JlfRGadR3vacx2NXVGJzXuN7bqeUp/fuH/ebPBY3Pkr6of+h5jX+NA4Ap5BGMaKeKl4A9OZplLYvA+kihBqc3LkSJ9OBa3q0LyfTjggwcT7U5V6ahcDzg1eVHA5cq4zdtRM1Xl9xdRGg3PYIaAdobFLdiFvOooYHywtHJrzdS+hzW9FScwmNuqji8x8pilufwsnsJTLzfLQhJJOHi9K253DKHUgrhxKqo7TtuYqTKyEEiSWXDelBV0UVVfRB1VD0CK6TBQTCCDbGFUbUMxiWLqgaIuzfYbN799L9r29j9+wBAXZvG6M/fCNKZPDsq5YahVJfRImayJKOmvQXvpBmBrUmjDRdb2/TwiiGP+XX7tiKMWoWbjmHUPVA4Q+A0JjZ2J3bkNJFEYpvARSguP5BnFxX/7HVthG7axd60+DRAKEoJE+6KvCc/XGqRu2Fn6frH19BWiVSr/mg735+pFCTzZS2LUPaZdSEid7kL5Vr7lnXn1gBmK1rcMv5wySjIwdFT5Cc92NcswtFTx21nSsnv60/sQKwep7BKezwncs/EkgpKW5YilvKEpl60oi8U1TxyqCaXAVAqFpgZe1gpE78CNJ1KG1Zit40g9qzv+G/nqKQOvVdpB/5LUiJMXYukSn+tDw1OtZTCHI9PVjhI0O7H7lnbuqX7nYLafKr7iF16jsHxenN09Dqx/WLdBhjZqMm/WXGo7POQOghzNY16E1Tic46wzfOyXZ6idV+6XChYAYIakjbpOvWb1LeuRwlFKPuos8H+qykzv4gpd+8E2mV0JqmkPBRVQKwu7aDqqIYMRAgbcvbCHwSxviCiyjvfAFpWwjNIDav8iFhp5Cm84bPYfe0IjSd2gs+M6T4yHBgNE9HrNeQfVVjJVKDEsDjF4pOdOI7KzpfJei6/dOkH/sj0nXQ60Yx+sMPosX9qUbDhVPchrlzRZ9ksEps0WtH5FrtTDtW20a0+gno9eNGZM0qqvh3hJZoRB89EansBSJoseCOeHzB68k89n/egaKSOsG/K2x1bMds29hfiHNb12Bn2jF8kitjUg1mvuQlbAkXY5K/+JASqfeMzM0MIBFAeII/M0KrG4dQNdRojXdcG9wNUiJJIjNOR9pllFAUWcr4r1k71iuq9hVJhRZGOUyBSUp/H8aD/3vv/d/H6nwOKV16H/wRkclLfJPQI4Jj9xU0Jaj6IJXJ/VBrRoEQ/YVYNV4XOEcGngqlW8yiRFMj1rWRVgYntxUio1GjR+ezWqiHFhyEz8+OHL33XENh3UMA5J69mca3/GRI8Zcqjl5Uk6sRQM3JH4eTP37YuPiCizzOezmH3jAxsMsSnfxflPfe6VG+FJ34LH/JcvAMJ4c63g9FD9F4+fe8L66iEptzdmA3Djw5+KCZrP0wGieghBO4+T7lI6GQXHKlb2x+zf2Udy4HvC5S7/3X0vyu//GN7bn1mwhVQ6hxnMw+eh/4JXUXfmZQnN48FTVWi1voBUCrHROYiITGz6P+iu9T3rGc8IQFw+5MDYX8yruwezxFL2lbZB7/U8XJVWj0WURnvZXy7ntA0UnM+39eZfgog5SS3od/j5vzOoDl/DYyT/2SurO/WtG6dn43GBrCdhGGhtUbrCo5XJjtW+i88QuekIWiUnfhZ4lMPaHidauo4qWClBI7vRKQaKl5gS+urlWm564fUd7xPFrDBOou/Bxa0l8xdbgwxk5GqVuPW+wEoWBMCJ6harz8O2hN9VjtK4nOvpzYXP+ZT6GHkI6FW/K6Imq0BgL2P7t7BUokBa4NiurJ0vtAShdCRRT0vs6VgmPuRmfwjGxkyvEkT30nxXUPoyYbqXlNsIF8eMrx5F/4l0fv66Pd+yEy/RSSJ11FbvkdCKFQc+5HA1+EXStNbt23sbMb0BIziM/6gq/ZspNto7jlXmQfc8XsWE5x+1JisyorBtrZfV4iKFSEULADaIFG0xRqz/0I2WX/RDGipM58f+DvntXTStctX8bJdKDVj6Ph0m9U3GlxinvIrPos0koDCvHpn8RoPLWiNV8KqJFRRMa/leLO6wCITHgbargyT0zp2BTWP9x/7OS6KO98geisMytat4pXBkffW9u/OTxT2qG/hIoWpu7Uu7ALu1CNlK+B4n4kT30nHdf/F26hB2P0XOILXh+8bjhOfMHIUcfccp7QhIWYe9YhHQu9eSrS8qfbHarQ5gZUzgCc/ECJeqtPwvZQhMYdS3jmHEqbHwWhEj/hvMAKn9m5k32/vRonsw8tNYrm9/8JYwS47ANReeVOCEFy/rdxZ30coYZ8N+CjBbJ40HyD42L37Kt4TUWLoyYPUFBUpXJPqvyKOw/8/rkOuRduqyZXVRy1kFKS3/A9TwEU0OuOJz7zC74vubllt1Da8hQAVtsm0g//hvrXf7Gi8+dW/RGEhdLns2juuy8wttyxFKk/hjbGxcr/Dae4wFfZUKgGaAaK3lfdV40BFPkBsXoLwiiAYoOrIrQgWmA3uCXP6Fd6T18n5++zBZA47lISw7BgiB9/EVb6Puz0HqIzzkEf5T/LLISg8YrvU3PuR1G0UKBvF0Bh+5/Jr3gQpzeHWtOKEhlHfNrg2TShAqr0VA0BgUSMADPOLeX6xT7cUsZjewQgOvssorPPOuyamUf/DyfjrWl37SL7zPVDJq3DQbnt7r7ECsCl2HrziCRXhQ1Lya+4CyWcIHXGewLFXI4EkXGXEx7tvW8JtXLRD6FqXrG6eKBTeqgiZRWvHlTlTY5SCEVDj08aMrECsEuPElmcJHriGPTpOez82sBYc+8Gum77Ft23fw+ryz9hOaJr1EK4hV7cQg+ylMXp2YPSR7s4FNFZZ6Lur6j2zcAEwaMhei8SQg8TP+6NvnFOfgva+C6MqQqhGSoisQrp+CdtXTd9AattA26hF3PvOrpu+n/Dvc1AxOZdgNZHMROa4UvHfDEQQqCGm47qxEoIgTF2DkLx/p2UWILYnDdVvG7t2V9BDdUjlDBacgKp0z9f8ZrKITMjhx5XUcXRBLe4qz+xArC6n8bJb/OPzQ0sRDl5f/+kI4IcyH6Qjn+HCaDUejP0Gd5KO0u57W7fOKHphEbPRqsbi1Y3rs830N9rKTTpWIQaB1dHKFFCE/3tKJRQA7KgIl3H87EqmyhasLJrZvl17Pn1uey78WqcQ2ZwD0Zh889QG0qEptTh2Msw2+8PjAXQa8cMmVgBFFY/TmnTbqyOXkqbdlNY/YRvnBJtIXHy2ajxCEo0RHT+sYTHV55cKJEUWv0E1NQojFEzB9lTvBhIa6B4iDSDC6bDhVAPYeIo/kycI4HZtomeu36E2bqG0pan6LrVf3TjxUCo4RFJrPaj7sLPoiYbEXqYxJLLCE+YP2JrV/Hy4j+uc2V17cLu3oXRMv2wD8SRhpQSq/MxXDuLUX8iilF5VcJOr0QoCiJs9B2vwKgbTGNw8j10/uMryLLXWTL3rqP5Xb8JNKgdDqTreMaIroOUEiffhdW5g9CYwV4naryOprdcQ3nPWtRE45C0vMY3/wi9eSpW505ix55PLGDmy+zdTHnnk2DZSAuK2x4keVwBzedhZ/fuxTWLngKWqgXSIo4EaiRJ01t+gt3TihKrQ40evcmQk+sit+wfSOkSX3BxXwe1MjS9+Zd03fZ13HKW2JzziM7yFz45EkRnvIbRH7wXu3cPetPUEeGbx5dcTnn3aqz2rajJJpKnvqviNauo4iWDzxB/0AtcZNbp5Nfe36/sN1THwe7dS7pP3S527PlEZ/t/XxPHXk1x06247iZwdWLTPhq4plAGXlfQderN04hMO5nydk8EIDLzjEChBiFKqNExOLkulHANQnV846RZwNk7D6mtBmyEMxVM/0Qwt+YfdN54NUrSRnYK9ly7knGfeNY31i23Dzh2SsEd+fzKu8k+c4NXXDvzA8Evw6UkODbSsT26YcmfYSGEoO70XxKd/i+kWybUfB6KPljM6EgRGjMbuT+hFGJIn8nhIr7oEsqta5B2ESWUIDb/dRWvGRp9CVbP89i5TQg9RXTSeype0+rcjlvMYGc7EIrmJeN9Yl1HG0LjjqHl6t+90pdRxQjgPyq5Km56gu47fwCugxKK0XDZd9AbJ75s5y9s/jnlvipYafeNJOdfU3F3Qo1OxCnuPujY38TY7t7dn1gBOLlu7GwHeq2/OaVTSGN37UCrHRvIo3aLGZAuSuTAw98OoPABKJHE8GaSVEloqoE2NoHWEOwkX9rwFG7OYX9xy+4o4/S2orUMvl412eRJBrsOSHtEFJjA61jpjcHG0S8G0i5g9T6PUKPotQtHYD2Tzhu/gN27F4DSpidoevu1FStAhScuYvSH/4G0zRH1QtFqR6PVjh6x9RTDILKgAbVjO1pNLWqs2rmq4uiFGm4hMv4tFHf+DZBExl2JGvH/PoTGzCFx/BUUVt+PMWYWsWOCfe66bvsmdnYVCBvzvjVotWMwfChvSiRB02V3UG5djRqtwWiZHrhmdPL7yK39Gq7VixafQWj0Jb5xQlGou/BzZJ/+G0IziC+5InBNa3eO8u41nlBE714UsQSOGRynhGLIUhGzzcETftqLGiBUkX78h+ijrb4jiZtfHnh+o+FkSq3/6LtwDaPOf8+yOnfQ++Cv+sUfum//Di3v+xOKz9yzYjTh5gQIgZQCxQimpQktSmRc8OfzYlB73ifIPHkdTqaT6MzTCI3z+UCPEHrzKMLzwtjd7RjNY9DqKpv1A1C0GIljf4i0ehFaYkTmjZVwAnPfJm/vx2MuHI2JVRX/XviPSq5yy/7Z/wVzy3nyK++i5qzKOMLgDXaarWvR68f7blYA0rUptz/Qf+yaXVg9ywg1VVbtN+rfQPref2Gn93mGt8cHqCXVj0cJxfolydVEA1rC/2FodWyn8+Yv4hazCD1M/aVf66NxDISaaMAYMxezdTXgeXTEjvU3mzwS5Ddeg9XjyeDbmVUoRh1G/eAZGS05BWuHihJ3QArcnI4a8+/ISL0EiguuBMVFapVTGI4E0rHJL78dJ9dFZPopwb8ndoHMyk/jFL0kNdRyPrEplf2O2um2/sQKvMTa6trp+296JJDSobzvHqTVi9FwGmp0pGfYRgbF3Tdi9TyD0MDJbaCw7XfEZw4WSKmiiqMFkXFXEhrldQIULXjusLDhUbJPeEP1xcw+1Hi9ryegdB3s8mOIZF9XxjEw29cFPoeUUJTI5CWHvU5FH4Xbexx2z1a0SUtQNP+CjXRsuv75FcxWj7ZutW+l7vX+vkDZJx+gvE+ixEEWwN7xGI0+o8RuuYAIJzwfKNdBjTfi9OwGv4KpHDgLLCLBRbvIhHeiRifgltrQ65YE+gd6vlkH2ZuYRWQ5Bz7JlcQGQyDLFiKke8cvI5RQjJoz3jeiaxa3/x9Cy6I31SLlPoq7/lbxXgVe906MAKtnP9xSFqN5Gk62ExQNJVp71Hauqvj3wX9UciUOGaAVI1BtN/duoPOmLyJtE4Sg9rUf81V3EYqG0BJI+6BhRb2m4vNnHvkjbimCUEZhtfWSW/4v36FdNZqi/k3fJPfszQhVJ3H8FYGUwNyyf/R7XUirRPbpGwi94SuD70kIRn/4Bnru+zmylCF5yjvR64NfsPebU6qJBozmYHlfO7cJp7gHXBNh1GLnNvsmV7F5l9P5jy9ht+0FJKHJC9AS/hVBu2MFQrigA7hYHc8Hnn+4kK5L+sFfU9zyJFpqFLXnfQKtpsU3tve+n/dLrOZX3knjlT/07XhZvc/3J1YA5ba7iE66uiK/DzVej1PMUm5d5dkAtMxEC5DhPxLkN/4Es3MpAKU9/yI5/yeoYf/7fyUhzYFzKK7ZFRBZRRVHD4ZKqvajvGvlwOOdK/wDhUCtLePu1xXSbESs8gJT74O/orj+EQCsPVtRY7XE5pw9KM7ct6k/sQIobX0Gp3evb4daOhayKHCKXuKlhv1pgUIPo0ZTCHFgdFwNKBhqqdmY3Sv7x7xkKfh5KoQYVtHTGDUTNdmEk/ESVmPsXJSYP8tD2ttQIgpEvH9T6fjP0AG4ZjfFXTeAaxEa/Tq02MgyI0YK0ikccvzyFiyHC71hIkokiRL2qJh646RqYlXFS47/qOQqdfrVdP3zazjZTvSmKSSOq3wAP7/mfpxC2jPkNSLkV9wVKJ0Zn/lZ8ht/jLSzhEa9bkjKl3Rs7O5dKJEkarw+MK68Zy3m7tWARKg6VtfOwFijaYqvpPkgHOIw7+c43x8aq6Xhki8fdkkn103H3z/lVY+A1BnvDVQutHv2kX96PW7ZRavXiU72Nxwub38WWRIIkQQhcDo6sHM9aPHBVS81EUaJqkhHIjSBmqg8sS6svof8Km+A2yyk6b3/5zS86Vu+sfsNqcGTbS/teME3uRJaHCdXxGrtRGgqoUnjQVT2NXXNElbHVugbQLa7tuMUMxXJ5kopMbsexy2ZSNNGiUusnhdQR51f0bW+FDAaz6Tc8TBI7yUt1HR4Jawqqng1QG+YOPA4gKIshEJozHzMttVI20SrHYNeV7kdhdWxFSmlZ/iuqN5zxgdK6JBEUVEC/ZMSJ78N659bPYVPLRRIIRSKQvKsd9J5/UeQZpHkqe8M7MRpjRPIrw6jxCykLRAieN5aOmWKu/6GW9qHXn8ioUZ/NogSitF45Q8orH0AoYWIzj03ULY8PGsWZucqnHQONRUnPMufNSClQ3rZBzC7nwbpUtx9E3Un/+OwwlavBEKjL8bKrAFpI5Qw4VFDy8Xb+e0gXdTYpBHzxBoOjJZp1F34GfIr70aJJElVZ26reBnwH5Vc6Q0TaH73b5HlPCIcH5EvuFvMYO5Z228keOhmN+D8qWOoWfyHw69plem6+f9h7t0AikrtOR8OHlR2LPaX46TrIB3LPw7vwW2nV4FQ0ZJzA+8/seRyyjtX4GTaUWK1JE/yN4Y8EhTWPYSd6UDaZYSikX32psDkqrR2F7Ksg3RwunVKG5cRHT94g7XTbbj5bq9rCEjHCTRHjC++Cqvte0jH8jp3x72t4nvaL23bfz2ZjoBIz4PLbNs44NgPijqW0ope7FwbAgWF2YhTKxP1tPZtBsc8YK4sXczW1RgVzBsKIbD3mRSWr0RKiVYTJzHz6JSN1WuOJXnsD7Aza1Cjk9Brgn17qqji1YTYvAsobV9GaeNjaM1TSZ4WLAAgnIU4mcdBcbA7FLR48PegsHUpued/iRofRe1Z3/WdIwLvOZZ/4XakY6KEEtSc90nfOL1+HNGFsynu+AugEJv+34FiNTWnvo3Chr9j7tyA1jKe2te+3zdOSknvg1/A7t0HUpJ9+vfEF12GUTdYMTA25xwKq2/G3NOJGg6ROPX0wHvPb7kWs+NhAMyux1G0GHrtIt9YNVZLYvHhi7ShlrOR6m9BZJGqS6h5cHcPwC3uxex6vP99wsltpNzxKJExFx/2HCMFKSV25w5EKDqkZLlRdxyp+T/DKexAjU9DDQfH5rf8mnLbnd7faziN2PRPvqwJlohn0Cf3IjQH1OLh/0IVVVSI/6jkCrxql6jU7fzg9fQwSiiOW8og9AhiBGSeixse8RIrANchvfT3gcmV0TIDp5hFWiWUSDJQoEJKl/Szn6Dc+gAgiEy5jOSx/h0nLdVM8zt+iZ3tQI03BG6sRwRFxdq3AtdMg1AJ6/7VQACcEKjhA65RbsBnKlSkY/d1JAS4FkoA1TEy5VTKS27A7u1Fq60lPPnkSu4GgPCUE8k9fyvS9hLa6IxgydzaCz5N7/3X4uS7iM46M1DYo7xnLTgJhF0PiobV3oFrlioSjDBGzUCJ1OAWPTqcEkoSnlC5UIa1U0EoUZAWslyD3ZHHCJhpds0S5p41KOEkRsu0is99pNDiUwNnJ6qo4tWK0panKW97DqGHcbp3k192C8mTrhoUJ6Uk//xT4CwAJA6C0uYnfBUDizufouPm83EzFqhQ2v0oY97znO/53ULaEwuyiijRGpz0Xt84p9iKK1ai1TZ7LAP7MVzrfb6CTpnnfkR5x1pkycJq3Ur68W9Q/9pf+azZRXHNeqRpAxKzWKaw5m6MUwcnV3pqEYoYjRoqgBLCSJ3re50AdmbNgGMrszYwuRouMk/8DnNLF9KyEN0mmSd+R+MlPnuQYnj7mu143l2agjKCUt+Hg3Qdum/7FqVtz4EQJE99J4lFbwiMV6NjDztr65Ta+xMrALNzKeHRF6Ml/PcBKSXS7EboSYTiz1o5EliZtRS2Hvj9ya37FqlFv6543SqqGAr/UcmVa2UpbLkWJ78drWY+0cnvRYjKuLdaoqGPiiABEdiROCJIiVvK4uS6EKqGrge/jKZOfw/lvRtwHRO9cVKgibDZ8Rz5tdf1ybEKnOy1RCe/Cy0+zjdeaEZgonYo3GIWaZeHlLZ3C61I2Quq5Z2/6E8fAUie8CF6H/4JOGWUWDOJRVf7B9omQjOQllflQzNw7RJ+/6JmxyPoDRPQGyb0H4caKkuwjJZpNFzxA8rbn0NNjRoyudJSzTS88euHX1TRMNs2IF0HhADXRlSY3KqxGmpedwmZR/4PKSWJE147Imp8Qo2gJQ/I7kvpPyTulgt0XP8Z7D7KauLEt5A84cqKz38ksHpasfauR6ufMOS8XxVVvJpQ6pM2P/jYL7kCT3DB3LsB6dpoiabAmdveh7+Dvafc70JVNlf6xu1f82DlVRngH+UU9mG2rkXaHjXZyffglnt9k6vsk3fgdGX6xCIE2Sfvo/61g9cUwkCaNtIx+06igOOfiBTXPoibB7cQQgnFyL1wP4nF/uwFLT6Nwr5tyGIZtTaBFg/ef6XrYu3bdFjV2Pzqu3HS+32hyuRX303jJYPjlFAjwlxI/rkHQUrCU6ajN5wSuO5Io7R9mZdYAUhJ5tH/Iz7vwoosW/DrUAV0rVw7R271l7HzmxFaksTsrwQmYcOFW2wdcOyU9iKlU/G7XxVVDIX/qOSqsPU3/eaMTtselHATkTGHd2wfCvHFb6K07TmKW5/GaJpC6oz3Vnydat14rJ5WZCkLCIxxwfQNq3MbSIkSTuDke3CynQfoXwfB3L3OUwp0XRDgFDNY3a2BydVwkV95F70P/Q+4LpGZp1N73id82/12YTsiHEP0bZjSDTZxTJ1yNcaouTjpNkKTjgtM8rTGyQjdRYS85EooGkrUn5uuGPVIp4x0Cgg1OiSHvbR9Gb0P/hoci8TxVxI7Nlje2GiaPKRn1xHDtUG1kOUebwNSa5BWqaKOqFNqQ4rVRBdPASkR4Z3YuS1o8SkVXWrqtHfTc881SMciNH4B0Rn+3cjSlif7EyuA7DM3eIIqQ9BCpGtWJOJxMAaJzpz/qSET4SqqeLVArxt7yHFAsUwIQPTRpiWumQ+cecIxBtj7usXg72ls4evoefQzQA6hjCU6178j5BYUZEntf+OQeRW3LMBHs8Puzh2kwidx0gE0LqEhFYk+GoQKdju4ZX8VPrNrB8VNB9HtiunAe3IL0yk8979Ip4iWmkDNogm+cdJ16br1G/3eXfFFl5A67d0Ba6a9+qsCuH3HfmuaBcob2xFCByR2m4XVXrmy67ARUCCrBGqokfCYN/YZTkOo6ZxAFkF5z62Uux73pNjVCPktvyY1/0cVnV9LzkUoYaTrjQzoNQuriVUVLzn+o5IrtzTQONYtVm4ka3Vsw+rehRpv9NTwdq5Am3tORWva7ZswWqYjzSJC1fqSLH/kVtyJUBRQQmCVKKx7kFTj4Ae8EpmEtVeiN9qAwNqroUaCld3yq+/DbF2D3jSF2PzX+b4IS9uk96HfeAkbUFz/CNFZZxKeOJhyFpt7PvkXbsIplBBCED12aL8rvW4cihFBjQbP8UizHSWhIy3vnpSQQJYzEBqciGg1C3C2/AJpZRB6Cr32ON81XbNE9+3f65/d6n3wVxhjZqPXjx98filJP/Q/FDc/iVYzmtrzPj4kR304MHtWgpJFiXtfTdfdDWpl1Agpobxzeb+YiBKtJXFs5VLArmNhp9uQVrm/I+gHoQ3svClaKDCxcgq7ya77Om6pDS05l8Ss/4fQAl4Ch4n86nv75/KQkvyKO6vJVRX/FojNvwgn10V5x3K0hgmkzvSX25aug9B0QhMWgHQQqoGT81fNrDv3axTX34+IZZG2Qqj+jMDzl7tuA7He67Qr+7Czy9HrByd4Wmo0MjsXtHZAINzRaAHKenrzLKy2zd6DSwi0+oDkxjEJT1cQhjeTqtYqiACLjcKah7zEqi95cLPtvnEAmaU/wC21gXSxuvJkl11H7VmfGhRntq6mvPthSLaBVMi98Hfix73R30zeUNAngiyBCIO0/Odo3XIax9qMNsoEReL07sHuXT9kciX7GByHg3RNpJ1D6LXBwhuTjiM0YQHlHS8AkDz5bZV1rfoQnfgOQi3ngXQCPdsArN4VuAWvECetDFbvssDY4UKNjCJx7Pcw2x9EaAnCo1+++bUq/nPxsidX9913H3fffTc/+lFl1YgXA73ueOzcpr4jgV43tI+HdPd3RIIFBQprHwTH7n9YFVbfSywguZJSUtr8BG4xS3jKCYEDvXrDRIRQEH0mr3pDMN1gv7xo0PF+CM3AbtWxW71ERKg6CP/7yq+8m94HfukdrH0QaRVJLLl88P24br9vWP/PAgQ1wmNeQ+Obv09h07/QkmNIzP904D0V1j1M5y1fQpol9OapNL/jl6ixwUmWEtNRQhFkH21OCRv9G+2hMDseHFAtM9vvx6gbnGC5pexAUQwpcXJdvslVfsWd9Nz9Q5x8N0IL4ZayNL/9F4H3NRyoIQVjko7dVUKoAq3FQNpFUF/8nKDT1UV5exatT3TS2pPH3NuGnvJX1houum78guf1AuRX3UP22ZtJnvjmQXHhqScRnnoipc1PIjSDmnM+HLhmYetvvBcbwM6spth6C9EJlQmqHGqW7NfZraKKVyOEogR2SwbGqUSmn0Jxw6OAihJJEp6wwDdWb2giee4J2N1bPBW8WcGd+/yav0CfZ5O0ivQ88jUiEwcLFWnJJurO+zSZJ64DRSV1+tWB30M1qSEMBam4CEdBTfoXl5SQjtZUj9tXNEILEZruz/IQmnnQASCCOzROYXN/hwvXxEw/DgxOrly7F5HcgJR9a6dyB/7eIdDq4wj1gHS5dPzvXRgaxiS7vwOnjymjpvxp4dI26b7je5S2Posar6Pu9f8vkPJs9bxAbsN3kU4RPTWf+Oz/58sMEIpK/SVfwercjmJEBlA+K4UaPrz9hxJq9NRxZV/BdIRUErXYJLRJAeMFRxGcYiuFLf+DtHOERl1IqLmqbPtqxcuaXH3zm9/kscceY1aADOlLjci4y1GMepzCDvSaeUMOqeZe+BfpRz1lv9Rp7yY+/3W+cWo0hVvM4BQzKEYEJVoTuGbv/b+gsPo+7+89cwONb/mJb5UrNO5Yas75MIXV96PEaqkZgmqYOuM9dPz9fTjpfYQmLSEWMHMlrQJqJI60vQe10Ayw/OkWg71TVvomV4oRJr74jWSe/D+QDuEJxwcKJUjXobhmB6WNadS4RmR8F0aL/4Oz8x9f8xTuALt3D5kn/kztOR8ZFBcafSKxJQsobVgHqkp80WtQQv5zX0I5xONM9afZqYkGjLFz++TtQU21YLRM943NLb8Jq2cXON58VH7VbUBlyZUx5ji0RoHa4NEWFCOFYlSWDEjwEuu9fcqSrk6lOk1SSpxCz0E/cLE6t/vGCkWh/qLP4+R7EHpkSHEO6Qyki0o7V+GVeuqXpW3PUdr+PHrjJFKnHf2bbBVVjDRqz/sEofHzcIsZItNPDZyRNbufQQnrGKNnAmB1PwZ83DfWzTsosYOPg72OItNPITJ9GPNDeoHwPB2hO0hHQRFl3zBFixGbeRHlvc8ibQutbgKhBv/kKrLwJPLL7wNHggS1MZgRYUyvJ/9EBmlK1Hqd8GT/mR8lpiGl1T9npiainhqd35r1M7AyXf3dOKPGv7AlhILWMBonuweQKJE6lLD/teZX3kVp67OAZ3XSe/+1NF31E//YLb9EOt5+b6WXU953P+FRF/hfg6KMLNX9CGDUn0i5/SGvw6aGCTX5qyr+uyK79uu4JU8Uxt78M9ToOLSE//tHFUc3XtbkauHChZx99tlcf/31L+dpB2A4lQA70076kd/2UwjSD/8v4clLfClfWuNk7Mw+3EIa14gEClpIx6aw5v7+YyfbSXn7Ml+1JoDonHMIT1yEMGJDvoxamXuJLIwi3QkIpQM7uxKjbvGguNDYueiNk7G6dngP95YZaAH8fL1xIsWNjx10HNw5U+t6EeE2XNNGaewExb8iWFj7AMUNS/vvvefea2h++7W+sU6mDbmfwiEkVru/4aJQEwhzDkq0FVBQ5OJAukNkwtuwcxtxS3tRI2OIjPcf+hZC0PCGr/ZTyaKzzxrU+dgPs2M9WPvpdXKQNPug+yrsxjW70RLTEUEKUKKEllxEeccWhK6jj54JbhkqUIzSGyYg4uDmvBcfJWpgVMjhF0IQnriY0tanAYkSihM7JrjCDfh2Hw9FaNSF2Jt+CkiEEibUHKzqNVxYXTtxMvvQEo1Is4C5d12g2XMVVfy7QigqsYCZqINxqLm9YtT4xgEYo86gtO1elJCLm9eof/0HKrxKCE8ZTWGD9/hXNDDGB1Ot43O+hhr/C9IpEB51IWokQIQpq6LU6Li2jaIqKEqwSJDbMQ43vwUAp8NBUQYb2AM4mTK49DNA3KKLa3kM/UHXOe8yeh5dBqoJrkF8/uBiJYAw6rzCn1Lse/9wUOP+L9duaWDhyS0PUYhyy0jX7vekwvVPWF9pGA2nEJ/+Saye51AiY4iM8/c4+3eEdK3+xKrvJziFXdXk6lWKlyS5uvHGG/njH/844Gff/va3ueCCC3j66aeH/LvXX399f/LV09MzZOxLBbd08EAtIGWgClJ5x/MYzdOQjo1Qtf6Ox6EQqoYSjuMWD8xPKX7cbLxErOu2b1HevgyhGdSe/ykiU/0f8Hba6zLtpy7a6RW+yZWWbKLxzT8k++TfQNVInfZulJD/LEv8uDfimkXM3WvQW6aSPNlfVUk6Rbrv+BlO1qM7ZB+9l+jkB4hMHGwk6xYzQx4fDL15Gtaa+wGJoocJT/NX9SvvWkl52zrASxJzz95KYtHlKD5S+2q4idTCXyPtDEJLDimmIDQjsFM5IO5QWoUS/HUqtd1NYcuvAIkaGUPimO+j6IOvU9HGUnh+B27JBEyEnUecWpkUr9m5HmGkEX2XK4wC5b1PoyX9fcaGi+Z3/oruu3+Ck+skcdylhCf604yOBKGm16BGxuEUd6MlZ6GGK0+CCmvu9+TyhfBmrlbdE2j0XUUV8MrS118qSNehsPo+3FKGyPTTAgsMRsNJhDOvo7zvXoReQ3z6YErcfjS94Xe0/fkKrH07iM07k8SCDw15DXamA6EoqPH6wBgtNQ61Lo60iwg1hF4bPM+phhqJT/fvqg2ANBB2AlWY4Cogg2nW5radCBnyCnyKQWH5AySOHSx8JW2F8gaBWq+CFDhdEhFg+C5FN9E5p+OWTJSwgcR/3s0td+AUd0OfoIV0CljdT6H6GPRGZ7+G/Mo7+98pgpSCAbTUfMqbfgTSRQk1o9edGBj7SkOvORGc0WjJphGRYn+1QCg6WurYg97pwgPUeKt4deElSa4uu+wyLrvsshf1d6+44gquuMKrVlx6aWVKfi8WesMEQuOOobxrFeDR9IKGapVIknLrGqRZQKgGxrhjAtetu/Cz9Nz9Y9xSjti8CwhP9KclFjc8Qmnbs7ilLELV6X3g2sDkSo1N8h7G+4+jwV2myNQTiUw9/ENVKCqpU95x2Di3VMDJHqAWSsfF7t4HE33OPf1Ucsv+2Z9UxeYFu7krho4S0ZG2iRKLBPLYB83CCQFDzMcJIRA+0r9+8DpnLmKIhEmvnUFReaLv+gRKKLgzU9x5HfvNnp1iK2bHQ4RHD94MrfbdqKGpCDo9v5N8vGKfK6ewAzfn7j89bsHFymx50evth5pqJj7vPJxCL+HJgxP6FwstMa1i+d2DcWgRQ4kM73egiv9MvNL09ZcKPXf9qJ+RkHv+Vpqu+mkgNTA6+X1EJ/uLYxyM9CN/wtrdhpQOxeXPU5j5CLFZZ/jG9j74K/Ir7gIgccKVJE98i2+clDZC0RB6DE9ZNlh8x0qvprDlWqSdJzzmDYTH+HsyhScvRm+YhpPvQqjGkPRE1yx4Ah2AtMpI05/qqIbjCLUOa3srCNAbW/o8F31iY5Nwdj2Mm+1FOinU8f77tHTL4BRBerPL0iniWv6CVlrNKJqu+inl3atQUy1Dil7YmdVoiVmeCqsWx+p5DjVy+ALiyw0n20nHDZ/F7t2LMCLUX/SFwPekf0ckZn2RUustuHaOUNM5qJGRm3mr4uXFf5Ra4HDhDXV+leKWpwAvKQkStZC2iWJEcV0boUf7lfP8oDeNIX76PKSdJdQyNzDOyacxW9f0CysMEFg4BNEpH0QoBk6xFb1u8WFpj9I1AWXIpGG4UKJ1GE3zMduX43VkmglP8D+/lmqm6aprKO14ATXRSHjC/MB1rd41niS5BNfKYXUvAwbTKIyxxxCZdrInsQskT7oqkMInXZvizuuwsxvRkjOJjH9LoBxruf0hb8N2bSLjLgukEIbGHYMwot7mqyjozcEJgRD6AHljrzI5GFqiCbeYx0mnQVFRx4yr3OcqNBFccWCI2wUtUrnX08EzhLlnb6bpqmuG9Do7Ekgph+wuHgkSiy/D2reZ8q6V6A0TSZ1enbmqIhjDoa8fDQwL8LpR6aW/o7z9BfSGCdSc9SHfzr10nf7nJHjehKUdLwSKL2XXfoPSnn8itBTJBT/DSPnvV7lVf0YdvQOhSKTZSfb5v/smV2b71v7ECiD71N+JzT3X93mhGvVoyblIJ49Qo4FCCFK65NZ/B2l7yUdh+x/QkrPREoPnmaIzTiN52rsobrwXJd5C3WuDBZVC4471klDXQYTjhKed5Bun1tSgxIsQC4EEJVZGRJL+11qqxdqzAijjZEPISf6FOKElkURx8wVvzWgYLTZE5y7RMKwuvHRtpFPwkis11CcYURmklJT33Iqd34qenEuopXIKd/a5WyiuX+pRHFWdnvuvZdR7fl/xuq8WCDUS+L5RxasL1eQqAELThyfXbFsDZ5ICuiwA2XXfwMl75rlW7wsk5/0YLTa4giWRXvWslAOhHJCR9rtOdJz2OuyeIpoWTLUAKO78K8Vd14NQiE56b+BAK4BrZXAKO1EjowMVe4QQNF/1W9JLf4tbzpE47jJfGd79UBMNgZv5wZCO2a/UKG0H6RR844QQ1F74GRLduxF6aEgZ9OKuv/f7bNiZVQhFJzJusJGta+fJb/55/+ZT3HU9et3xAb4cEiWchD6/GGUIydro5PeT3/gDpGuiJecGJ8GagWuVcEppLwEWouIkQ9GjuCUdnD6evaoPmqs4UkgpKax7qP/YLWYobXuW2LGDKaFHAqtrK533vANZ3oOaWEDDRX9G9ZHWPxIooSgNb/zGiCZsVbz6UQl9/WhgWADkXriN/Au3A2D3tIKqU3f+JwfFCUVFjdf32zEAgc/L4u6b+ynMsIf0M2+n8ZznfWOVmi6k4yBdCboEbZf/hfqoyErH/wU/POZSzJ7nkFYaoUYIB83dOCUvsXIlEhehqLjlDvBJrqRrotRvIzS7iFD2gtgHjB28JnhzaUKAYyH0cGDnxLU7CM22cfI5hBCoyTLYaVAHJ4z5tT9HaDqg9x/HZvixNxSs9SGkiIEikeUIbmVe996qoTrMvtllaaVRfT6jI0Vp9/UUd/4VALPjYUASavFxez4ClHcuPzA75liYrWsqu8gqqniF8LInV8cffzzHHz+0x9GrCbF5F1Dc+Khn0KtqxBf50xKka/cnVt4PHJzcFt/kyvPgEJ5xrFBwh/C56n34fymsugeA4qYnEHqYiE+lzc5vp7jr7/3nLmz9DUbDySg+NDk7v53s6i8i7SxCjRCf/VX0pD/lQKsdTf3FXw68voORfv4bFNbchJpspv7cPwX6bOk1k7zP03ERhoGWmBm4phBiyIRuP5zcQBqcnQugxTmlQVW9IMU6rWaMZ96c7UAYETQfufb9MOqPR1v8R6SdQwk1Bb7kW+0bsHq2IMtFEGDuWVYxLVDKIgKnf4xQ4CLd4Jm34UAIgRqrw8kc8ItRhpijGC66Hno3Unkeoi6OvY/exz9P/WuuqXhdoJpYVTEAldDXjxY4PXsHHNs9rYGxdRd9ge47vo+b7yG++E2Exs/zjbPSq+CgPrtb3he4phJO4uT7hHykDJTu1lum99sxAESPeW3gzJcaHUdqwS8PKu4FdXmiYNdT3PEvkC5aagraEn9afnnf/f2zLNItkd/yK2qO+61vbM1ZH0RNNeGk9xGeemIgy8It7UK6PSgR77niWm240saP4yJUY8jjAxdqAs24+TIgUUONUKz8Nc0td6CljvWSTC2GnVkTuKcPF1bvQFVhK72q4uTKGDULod/lsXWEGigtX0UVRzuCB1SqGBb0xok0ve3n1F30eZqu+mngbJRQNNTYVMw9XZR37MMtu4EqMGpqFGq0BqHqCFUf0mvi0MqOuWetb9zg7o/bL816KEqt/+inWkinSGnXDYHnHy6ya35N9y3fobhmI7knH6XtumCJ1dQpH0FPzUSrmUKo+UTi8yqvDGupOQOO9eQc3zglVI9Rf6BUqMamBA+VKppHHVH7Nr/DvLwrWgw13DzkS77ZtQpZyINtg2Vj97aBCO6GDgtuCSUhUJJ9fxIg8f+3PxKkznwfVucOyrtWobVMIzJ5aN+44UC6G0G4SClBODi5pypes4oq/l0Rnrx4wHMnPMR3sLRjKeXdD2B2PU1+3Q2BnaNQ89nevKdrI6UzdHGLuQg1hFA1hJJE1f2fq0IIEiefS/T4RqIntBBf4q+Sux+KnkBPzQlMrMDrfGUffwZ7n4vdISmu2kt5p7+gFK459PHB16rpJE94M7Wv/RiRKUMVggVCi4MwQBgILYZw/FX4Uid8tX/eV+gpUid8zTdOidZgNMxGr1mAXrMALTltyKLdcKGEGhFqyBNREgpKqDKzewAt3ifX3le1U30KxUeK+OJLCU85AWPMXEIT5pM6PdiGpooqjmZUaYEjADXRQGQYsyZ2awPmxpy3afU0w/H+ikXhScdhjJ3r0QIVlWjAgDCA0TwNu/uAoEXQ3I8Wn46WmI2d9ZIvo/4klJA/l32Q4tEIzGcV1tyOtA9UQ82dOwNj4wsvRk2NwmrfTHTWa0ZENjs85o0IRfdmrhIzCY0KHuaNzfgMRvfTSNfEqDve12wRQJbSGKNmeMPPQhly3m64cPM5hKp4dWPh/Y+0nf1skhcFNdGAmojgFryESoRD6HX+lBiAwvpHKG17Dr1uLPHj3nggeTwEXTd/Cbt3D0hJ7pkbSR5/JZEKhS2E2khxRQeyJFGSCuHT/71EBaqoYiQRnryY+ku+QnnncvSGCURn+9ONpZT03P0NXNub3y1te4Ls8j+RXDTYgNioXYRWswC793lQQkQmvifw/DKnUd4UQegSWVaITfPvsLvlTvIbvuMZ7krIrf06Ncf9zus++SC/5n5PrbZpMrH5r/MtSLlmBiffiZt3QEqUSAmrZxURBvPojKYzKbXd1Sd1LQj7UMKPFKHm1yKzIZxSDyDQ66ajRP0TIaNpIc1veg47sxUtORlFCzARVjXqL/06mcf+hLTLJI67FC11ePPdwyE+/VPkN/0Et9yJ0Xg6ocbTKl7TaD6PwvY/9smFz8RoqtzwVq8dQ/Pbr8Xcux6tZjR648SK16yiilcC1eTqZYJ0bEqbnkaNesOp0vRk3P02Q71uLI1XfJ/ihqWosdohlfVSr/kvRCiK3d1KePJiojNP940TikZi7jewep4DoaHXHhfYQQmPu4zcyjux23eh1TWRmOev6nQkMBoXkHPuR1oSIbxh4CAU1j5E+18/jiznyY7+G6P+628o4cqMdIUQyFw9zr56VKV+aCl2ITDq/TuQByM87RRyz98GfTNxQZ/9kSAy9TxQrgGrAAjUmiYUo7KZIzU+hsSpp1NcvxokhKZNQ6/xp1sUNz1Bz12e/HQRcIppas4YrBrmui7FrU8j7T6LAitH7vlbK0+uSovA3oFQLChGUNz/HKWoKo4evJro6+GJCwlP9Ddv3w8pnT4xo4N+Vu72jTU7lnp061rvu1fe8w+iE97sG6tEEqjRZqRVQq1NIRR/kSCn1Dbg/NLJ45rdqD7JVW7VHaSf/ixCz1LYHcUtdZM8cbB6rRKuARdkyVvXdSVqnb/5raKnSM37CXZ2PcKoH1IkYrgo71lBab0FIgYS7F1tuOdnUMP+aqRm6ybMvRswRjmEJwTbVjjZDqzObUjbxOppDaRvHgnU6FiS80bWVqCw6Rqc/DaQDnZ2LcWtvyE+8zMVr6vG63xHG6qo4tWEanI1BNyyR6UL8oPaDyffg9W+Ba12TCCFT6gaSiSJW0j3/0yJBc+oCCE8usfhqGZGmJoz3z9kTP+aio5Rf3gp9tLGF7B3akh3NHbJoLT2WfQllbX8Y3PeTc9df8Atd4KqE50erIjTccNncTIez7+07Tl67v0p9a//om9s7oV/kX3mBoQWouasDwa+ZORX3k3Xrd/ALedRQnHqL/0qsTmVub8bTZNpvPKHlLYvQ6sZNSIbglBVtNQYnGwXCIGaDDDFPAIoWozkom+i1/8RpENkwlUoIf/fvfKugTx6c1eAb5sQHrXQ7uvWKS6uudc39kggRA1G3RKkW0SocXD8X9aOFHZ2E3ZmNWpsEnrN/BFZs4oqXi1QFI3osWeQffR2pCvRmxuJBxXNjoC5YDROwuk98L3Xav074mpsEopRj2t6/k5qZAxKgApgcdt1iJAXJwyT4u7rSDI4uZJmEa1mJrK0Cuk66HXjEVZwIUpoUfTaoZPQ/ShseBQn3UZ40uLA7omd3t63P0dAeHPVbqHdN7kqrH+kv2gFUHv+J32Lca5Vpvtf3+lXCE4/9D+ERs8+Kjs4ZvezB6TnXQuzu0rhrqKK/agmVwHIPn09mSc9JZzkSVeRWOLvqG517aLzxs95Rn6qRv3rPh/o+VN34Wfpueca3FKW+PzXBQ7KWt276bj+M0jL42+bezdSd0GwkeNIo7RzBVZ3K24pgxKKUdr+QuD9Dxfl7c8SGrUQ+nJPu2N3YOyhBsN2us03zmzfSvrh/+0/7r79u4z6wF8QPqp96cf/TLl1DbgOKBqZx/9ccXIF3szdiG58roPeNBUtNQpUzetaDaFAOVzoqbno835w+LimKYcc+1eCARRD4JbwZt+FQCSGLkIMB7Fjz6O8cwXSchAxlejsyv+NrN4VZNd+tf9FIDblQxUPXldRxasO5Rb0+qlIx0QNj8UtmKg+zhVG42mUdt+M2fU4qCESc78TuGTqrA8C3j4YnnxcoFqoosWIT/sSmeU/QgiN2PTPBRrEKlENp9XGzdsoERW9LiAuFEMW8khLBali96RRY/7KtkeCzON/JvvMjYD3HtBwxfcxfJ6D0amvRUt9GzvtSfGHxk5Fqw1gBGx4FIQFWhHsCMUNj/omV7KcG2i9IiVOvqviPUZKidl+P265E73+RLRYZesBaIkZOLlNgAShoCX+syjc5X33Udj+B0AQnfjuw9rgVPGfhWpy5QO7dy+ZJ67rP848/hci00/17Urll9/e75COY5N99qbA5Co0di4tV/srFB2M8o4X+hMrgNKWl7ci5GTacdJeNdIp5wOTmyOBmvSqlFK6CKGgDiGbHjvmtX2bm0TokUCzSTfX1bemjRAK0irhlvOoPsmVuXcd0u77TF0bc8+6ym7oJUJo4nFIs4C5dx0gSJ72Lt9k8aVCbO45uMU0pe3Po9eOJXna4JmMflgGqLY30CwUhF25Oa+0TayunchyDtUsIkdA4c/seHiAuWe5/cFqclXFvw1KW5+ltPMF9PoJROee60t5lq6D1bYJNXagE27u2+j70u6W9uKU21HCLSBUrK4nCQe8OLqlLGb7FqzOHajJRk9y3ed55Zolum79Yf98sL3nRzRc8T1fGqFedyrWzn+BY+Mokvgcf3qmW84jbQtpmYBEMaI42Q7f2CNBYf0j/f9f2ialzU/4JldqtJHGK/9E911fRdHD1F/6i0C6uYhJRN0qEA5IFRHzZzkosTqMlhnk194P0sUYMwdjVLCgiNn5GGbXkyjhZiLjrgycDy5s/TXlNs9nrNR6C8l5P0INmA8bLuIzP4Nbbsctd6BGxxGb+uGK1ns1wSl3kN98LeAVPvNbfoFeMz+QEVLFfx6qyZUP/Ex7D052DobnXXHwcbDhq5SS0pancUtZwpOXoEb9X0YPTeLUIdQCXwqoyWa0mlG4xSwiFENLVS4oEZl+Cr33/YLy1qdRIklqhujENV75A4yxc7A6dhCbdz6Rqf5URmPMbKTSg9W5CVCITDsTJVrjG6vVjMHat8UzJ1a0QPrKkcLq2D6itECzdRVOvgfper4tpc1PIV0ncJZhuChtfZb00t8hXYfkyW8jOiN4oDmx+E0kFr9pyPWE6FPKKpdBSoTU0GoOL4l/OHTf+QPcQqfH4+/eQe89P6H57ddWtKY4xKdNMaobYBX/HihueZqO6z+DW8yg6BGcXJdvMUooKnrTFKz2PgsKRRnUpd4Pq3clyD6zWcDq9fe4Auj659fJr7wLXAdr3ybPpPvUdw5es2PLAOEls20jdroNvXYw7dluS6PXzUNaGYQWw+n0V/aTQsUp9PTT9qVjYvcV3CqBmmgcYDGhxv3Fqpxihp47fo7MKziY9Nz+Axqv/KFvgqW3SMx0AlnOIUJx9BbpsyIgJXZuN25xN1I6OPkU0rbA57XC6nme3Ibv9x+75S7i0z/uu6zZ+diBU7hlzO5niFSYXGnxqYSa34m5bynh0RegRl7e95RXEtJKsz+x8n7g4NqZanJVRT+qyZUPtIaJhCcvobT1GQDCU45Ha/AfgI0vvozSjuXYXTtRYrWkTntX4LrpB35FftXdAKjJRhrf8hNUH0f38KTjSJ7ydgpr7keJ1lBzzn+PwF0NH+Hx8yhtehz6VHAPNyw9HBTW3I+0y4TGzwcg9/T1xAJe8IVm+IooHAqntB0RzSCLJigKMrwd3BKog3n3yZPfit25HbecQwnFSZ5UuUiH2b6Vzus/02/ynDjhysAu23BR3r3GU+BzHaR0MNs2IB27ouTKLWbpvuN7/dfZc881GKNmDmm6fDhIKVESCZxSl0cLDOlosZoXvd5+OLldSGd/ccPCTm8dMn44iIy9DCu9Eav9cbSaOUQnB6ufVVHFqwnZ527BatsIgANknvxr4DOo/uIv0XXbN3HzPSRPfjtGQHJ1aEdDjQYXTcrbnvWo1nhFyeLGx3yTKzVWB8oBRVWhGajhwXsfeHujoiVB8/67GqDEqygqodGzsNq3Il0HLdWCMQIU7dQZb6Hr4SvA7kZLHE9k7rm+cda+Tbj5HlBLIAVW2ybcfDeqj9+f0KMYzVOQrolQDITuT6F2sm0Ut9yNpAQCrPYXKG1/hNiciwefPzPQhsVOrwq8JyXUhGMf8MtUA5SCjwSZF64lt/pbgKS47XrcxdcQm/Hq9o0bLtToRLT4NOzcJgC0+AzUSOXFxSr+fVBNrnwghKDuoi9Q3rkcgNCEBYHtfjWaoumtP8PNd6NEUoM6WfshHZv86nv6j51MB+VtzxGd7e/3MZzuwUuF2LHngaJitq5Fb54ypFrhcHGoEXI/lbICmHvXY+5qR0S9sl55zTac12XQooOTq8SSy1FCMcy9GzFGzyQ+74KKz1/a9Fh/wgJQWPdwxcmVGq9HWqV+CqMasAkfCZxC74DrxLFxcl0VJVdCCNSUg5QpjxaoqaD3VHytoWnjcZ7bh3RchKERmRVMiRkuzM7NpO/9HU4mixJdiZ44l9iMiypet4oqXmnIQu/A45K/4TlA9rmbsPZtBiDz5HWEJi3yLe7pNccSnfwByvvuQ9FriE75QOCaWv0E7P2CFkJBb/H3btRqRlF7zkfIPPEXEAqpM96LEvG3IkksuQKndy/l3avQG6cEUpOFplP72o/T+9CvwXWJzDiV0ITgQmBp332Udl6PEhlDfNYXUQKMfHMbv4gS8eTVXZ6ltPPPRCf6qBUmmiC5FWH0iW9YU1HC/vek151M9vkf4Fp5FD1GbIa/QJNr54ADLBkpbeyc/3yyFp96yPH/b+/O4+OorkSP/24tvXdrsWQsr5K827LBBgOBAAmMCYEs7IQkz2yPCUwmCUNYHGdICDjABF4GQghvJsMWwrxhGTxAIJkkBPAAwYDBBi94x7stW5Yl9V5dVe+PtgWWu2XJ3VarpfP9S9Wf0q1bbrlvZ8JAYwAAJVxJREFUn7r3npO7DAtAaOINxFbfi5Pehaf2c3hqT8l7bk8l1v0HncWmXYf4qt8OmuBKaQb+MVcQXf0zQMPfcCWqCCVrxMAhfw15KE3r8YyN0rS8T9c6z9ENNF/ogKBCy7MssD8INs0m2DS7aO35J55K9L3nOrMlhmbkrzPVU5pnJG4S7I42UGBWj0CRu84K0FnssFi0YDWZ2HqcdCtK92EOKzy9r9JNlMeD66YAhebzdps2vieMyjrMoY1YzdlZIKNqBGZN4QUf/dPHE393MU46g2dMLZ4REwtuM/LZi9C8CeyOOEZtJcFphf+dtDz/bawd2cDPiWdoeeF6Ca7EgBBoOpPE+kU48XaUx08gz2e26zjElr7UeWy3N5Pa8E7euli+urPx1R36AdSQL89j1zPzcJNRjJoxVJySf+VGYMrpeR8mfprm8VH9pbmHPA/A2zCWkDUSx4rir5+W97My1byQvW99LTsrrjSs1sUMOeV3Oc+12lZit8VwbQfNa5JueStncKWMNjwjK8nsjWcDy+HZz21FjoRKr/6C5EcK9ADYijbjFwy96ODl7npwOJ7RR2E17wbHxagJ4R2ee8+ZZ8hnCDReQ7rlTXTfMPz1+f/tdf8IIj1IaNQbSo/gZlL7lq0bqG4KPg80jtVBdNUduJnsw4zoyvlUHPsveeuXicFHgqs+VPXFG2n9/T046TjB6V/EVz94avgYkaEM/cZ9pDYtQQ/X4B01vdvzMx2rcJLNGBVNaHk+tDVvGJwASrfIVtwNoMzcwVV08QLaFj6Mm0kRX/kXcDKEZnyloHvShlhokd04ze3gNdFHtB/6lw7FiKNFFCrlz6b59adxlU4h4ZXSDWou/CmxZX8ExybQdCaap5sgtIec3SEwLJRysgWKM4c/E7ZfcOzVaGYAO74Zs3JGUTIwOdEus6bxg/dUCtGfJNe/Q9vrj4LrEvnsZfjH5v6CHTr2XOyOZlIbl2AMGU3V7O/mPE9pGpo3eMDDPeXN/0XQal9JuvkVNE8FvhEXdu6/6srXOIu6a/4du30nZm0DmjdH+sEjxHVdoitvx7H2AhBf9yBGaNxBMzoA8fW/wrXj+37RwWp5/aBz9ss0K1zHAlzsjI0bzb18EddBD1Wjhz69pzP3Azy7rQVcBRn9k+McdF+IihN/Tvs7d4FrExh7Cb5Rx+Xta0+D4CPBrDyL5KY3UR4LN2XgnT54Hlg5yR2dgRWAm+nASe5EC0lwJbIkuOqGvW+WJV/iid7yjTmGumt+i+u6Bc9GlCNr13pSm5aih2swh01EM3MP2MltvyO+4V8BUGYFken3oOeoieKmYniGT8aJ7wWloQcqcdMJyNFuYvXr2RpOtoXSTeKr3yg4uLJaXsOsB3N0EJSGk1xSUHsARk013jHDsDY3g67hnzYKhQUUltBCeXx46+vAddC8hRUlhuwXm/iHH+IkvICLvTNFYu3beIdPLayfmgdlT4FoEK268JkwgNDx15Ba8H0gA2gEpw2OpSuiPNnxtgP3SL70MzxX/LrLl/gspelUnn5tj9qt+uINtL50N04qRnDaWXkDtkxsIx3L/hFcK3scXU94yi152zUitRiR2h71wY62ZD+rg/lnOZx0ktY//Jz0lg8xh46l6uwbc47Brh3vDKz2vYKT3AE5gitldvn9rrW8Pt1KawNWx1aUJ4MbC6DG5l5uZ1RMw6w6Hqt1397sERegmbkDscDUi0htXoHr2iilE5ia/zMoPPM8glPPxLUzRfvucSRkdm9Hd06BhAtKYe3cUOou9RnNPxzNrOz8+9M81ej+4aXtlOhXJLjKo/3N39Kx6CkAwidcQuSk/EVve2swBlaprStoee72zqV5mb3bqT4ndzX35Lb/6vzZtdpI73oF/6ivHXSeZ2QTRmQoqb3bQWl4p5yOniepgrV7I06sFdfJoDQDa/fHhd4SSq/J1uRyM4BC8xS+odWsmEbg6Ok4E1tBU3iqZ6H0wmaZsk9478BqfQcAI9JEeOptRVgj7pKdMVT7L1Rge9CxeAHtCx/OfgnRvdScfxveUdMKarPy5L9FD9QSX/kHfKNnETn5qoL7KcSRYkdbDtgj6WYs7GhLzuCqN3xjZjDsmifAsVF6/v/7mbYPOwMrAGvv+3nPdR2H2JIXyOzZirfxOPyNx+c9d9d//iPRt54Epag4/Rqqz7o+53kdi/6js/xIavMHtC98mKqzDs6CpxlBjIrpZNqyhc+VEcGITMnZZnDiXGIrnwbawdXw11+Qt59OMoXTsj9IUjjJ3CsSlFKEJv8QO7oWpfu6TfxR8ZmrcRIpEqtfxT/hc1R85uq85wJ9OgN4uMwho0hvWbavkDKYNYVlHywnmhEk3HQHiS3PoJTCN/JCVI5EWmLwkuAqB6t1a2dgBdlCgoEpp+escyV6Jr112QFfvlObl+Y9V+mBLse5P7Rc28omfjA8KKXhJKN5ZwWdTAq0fcvrND1vav3eyOyI40RdMBU4kG5PFNym5qkiUH8FsXX/imaGCDR0Pwj3hJPc1hlYAWTal2HH1mGED39mSClFYOpsEqtfx7UzGJFa/ONzp8zvjdiHL2C1LcV1LDQ9SPyjlwsOrgDCM84jPOO8gtsR4kgzq0diDBlFpmUzsH+PZOH7OWHfg71uAisAPXjgtbqrh9T+P48Qfe85AGIf/oEhX70lZ53HxIbFtP/Pr0FlPyNb//tuwrMuxBxycNt2l3TqXY8/LTz5FpI7XsTNxPAO/Rs0T+4ANPbeqyQXu6CZ4GpYG96nOk9OB0/dRNx0DCedwAjVYFTmn5FQSmGE8yeS6Lz+ypdpf+MB3EwUa9dyPHWTCU7un0VnrdbFJLf9DmUE8I+5DN2Xe7l35LNX4No2VvNavCObCB2XP2DtjeS257D2vIsWGElgzGUFP1w8UvTASEITrit1N0Q/JcFVLhnroJeK8WV8MDNrG7sc504DDBAc9206Vs7HtdowK2fiHfbFnOdZ21fhJDowwtklKdaO1Tix1pxPeL1HjSO9aUk2bbBm4Bl26AHxUJxUG9aWCJo/g2tp6L7CZyTt+BZia38JbgYnFc9ulJ1ZYJ0n3Q8oXDsDLihDR+mFPxmtOe9W2hY+jB3fS7DpTLzDJxfcpmNt2LffARw7hm2tK7hNIcqJMjzUXnQXsQ9/j+s4BI8+u08LiZsV0wiM/TtS2/8bzVtNoPFbec9NbjywBlZy0/s5gyurZS3oHaAcQIHbTmbv1pzBVWDiqSRWLex8GOefdFre6yvdi3/E+Ye8p+THr2RTpgMoBye2Nu+5waNPJrnxJTAy4NEJTMl//Z5qX3Qf+Heg+WzcVJT2Rff1y+DKjm+hY+VP963GADu2nsiMX+V8YKl5fFTNLm7h4FTzK8Q3PJQ9aFsKdpLg+O8V9RpC9AUJrnIwasbgH38SiTVvAtkCuPnqXIme8TUcR+UZf0d81UL0UA0Vp+VfmmWEJ1I56zdgJ1BG/lTkesVRONZenMQ2UBpG1eS8qXDDx19Mesca3HQC5Q0UJc198Jgv0bH4OaytCZTHIHxW4eltM7H1+wIrC6Vr2InNuHaioCUHmqcakkfT8dpDgEvohIvQA4UXUdbDNXmXdh4u36RxJNcvw4mlMGoieMcXnopdiHKj+cOEj7+4JNd2XZfE0lXEV65H8zXjCe9AH5V79sKoHkVqx+soLQZuLWZ17lkuz6h6lFfhJLNf2vVQAHNo7lpLvsZZ1Fx8F6ktS/EcNRHfmBkF35OnfgwdbztgOaDAMyr3fl8AR71D6LNTcJJp9HAAq/0NjEiB44V3O3r1vuAuYIF3e2HtHSF2bENnYAVgJ7bi2nGU0TfLFO19daP2y3Ss7pPrClFsElzloJSi6pybCW7NFunzjJg6KPdJFVtw+lnZGlo9kN62Ert9J95R03MWZQTQAjpmg0N6nQ26i3c8oOV+n/zjT2Lo139OesdqPHUT8eSpx9Ir6RqcvTZuyoaMhrMnT1apXtCDjcQ//Bhr267s0ruZJxS8ltuOtpD4cClmVba0QGr1BqwTN2MOKWyPmJPaTXzDv+Gk9+Id9gW8Qz9fUHsA9k4vyjTRKw2wFW5LAAqfZMwmNNn0AebQBgLTzpL/z0LkkVzzBvEVLwPZeoStf/g5w65+NOe5et0OjLaPcW0b5dmLNiST8zzN48M/I0J6cxSlwKyP5F3u5VjtpHY9RMZajdsyCvOoH+ddmtZTRnAseiCIk0yCpqGHunlY6lhofi+af18A5ua+J4D07jdJbHkKpXkJNPzvvEsEffVTiK9dhZvJoAwDX0PuvWGlpofGoTQPrpPd86cH6tH6KLACMCJTYfsnKfKNiqY+u/Z+rp3ESe9B8w6V2lXisMlfTh5KKbwj+/4/toDoe8/R9lp2aYDmD1P7tXty7nezE1vxDK/GM3z/MkAXN9OOyrPu3lM3EU9dcTLQAbS/8RvcDCgjBEoRe/8lai/6p4LazDTvxO0YgmZmUMrA+tjeV0fk8LMFOlZy3xKbTwIKNx0vqJ8AHSt/ih3LLtvLdKxE8w3DjBS2NNBNGZiRJlwngdJDOLHC06bHVy2k9aV7Oo/teBuREw9OkCKEyFHwvZvCxFbLK+iRT1YXpLY+g3/EwbXpNMOHZ+gU9MgOIFt3CU3L2WZy83+Q3vMWTqoNJ7mLxMePEJp08+HcyifsIJ6GavA0g+tFy+SvS+kbdQmxNfcBDpq3Fu9RZ+ZuMrGV6Oq7wbUB6FjxEypnPYLSzIPbHHk2dmoTbiaKMkL4RuRPn+5kYqS2PYfrpPEOOwvdN6x391oA3V9HaOptpLa/hNID+Edf2mfXBvDUnEzQ/h5W62L0wAh8I/t29jbTsZqOFT/BzXSg+0cSbvpp3lIwQnRHgivR70Tff6HzZyfRQfyjV4mcePCHvBEajzLCuJnslwE92Igy++6DUPP4cZMduK4NKAj3LB1xd1wrBa6Jm/ZlE2/Yzr59YocfXBmVww9Y5uodfQzmUYVNB7mum11C8skr2LENBQdXvvpjsZrXdz7V9vawkHd3Uh8fuC8ktfF9kOBKiJx8Y09Ef/tp7I7dAASPOSfvucpTjdO2BTdjo7wmmj93IKCHJuCp/Xxn2nLv0DPyBg2pXW+T2rQkOxumaSi9puDgSqvKkNmzG7vVQpk2/um7857rHfp5jPAEnNQu9ND4vDM3dmI7meY9pNZvBl3DN7Ee12pDeQ8O3HwjLwJcMu2rMCIT9x0fzHVdost/RGbf8rh081+IzLgfrWsq+SPIjEzBzJN1sS94jzqjKPUND0f848c6v0/YiS0ktz5LoEGyy4rek+BK9DuaL4Td3vzJcZ5il5qnisi0fyK14yXQvPhGnN+ny708dZNQHj9YCVA6Rm19wW0aNfVk9mzBibdmjyvr8m5md+0MHW/9P6xdG/CMmkZo5rk573//MtfAxvfAcfCOmYHK89S4p5RSmBXTsdqW7HvByJsGuTfCJ30TLTSETMsmvPUzu03t3FNGl03zXY+FEJ/Qg1XUfv2fSW18Dy1Q2e2eJ809A6d9CWg2TtSHZ8ZXc563P215pn05ShkYkfx7KVPrN+JmsnujXNshtWE7fK6we7K2rcJNeFGmQikNa0trt+fr/hHZ2bVuuHaY2HtLUWYC14X4uwmG/E3uIEgpLWc5kYPaTO/pDKwAHGsvmY41eKrzFxIWRdRlCajbzZJQIbojwZXodyrP+DZ7XvgpdnQPvsbjCU7Lv09LD4wk0Pi3fdi7TyjDi69xFk4qhjK8mFWFJ4mwmtfiGToWO9neud7bSSfRPAfvT2h/83Gi7y4AILnhXZRuEjrm4CU5kP1y46s/tuD+fVpo0lwSW57GtdrwDD0dI1hfcJtKKUJH518yczhCM8/Fie8ltfkDzJoGKk69sqjtCzHQ6IEKApMPvYfS2rwD2k8GLYNyTJIbP8TXkLskQ/aBzKGX2muqDmtrCM1r46Z1vHW5E18AOOkE0feew03HCTSdiVmd+zNYM0aidLNzKaLScu/j7Y30trcx6iyUJ7vk2ol1YLdvQatuOOw2lRk+YDUGSkf3SwmYvuIfdTHRj+7EddJoZiW+uq+UukuiTElwJfodz7DxDLv6UdxMuk9TEPdWcNoXiK94Obt8RtMJF2GpmVFRl91w7c8+AdVD1Sgzd2ar9PbVXY5XQZ7g6khQRoBA/WV9dr3DpTRNAiohjgC9ooZMaiFKT+KmK7qtCdVTFafcTGrjSuzkHjQzROXn5uU9d/ezPyax6jVwbKJLfsewK/4VPXzwsrzgtK8QW/J7Mh1bUJqHis/kTy/fU8pvoXwuuNkl23qFna15WEibmofwlB8RX/9vuE4K/8iLDjmDJg7NycTI7H0fZUQwK6fnPc+sOpbIzAdxEtvRgw1oZu7sw0IcigRXot/qz4EVZFORD/3mL0jvXIseqcWsKnwQ9AwbT+Xp1xJ9/3k0b5CK06/Ju9TRUzeR9L6MlgCeItSZEkKInvKO9ZDJWLhWGn2IhVFXeMFX74ip1FxyC6ntCzFrZuIfd3LO85xUjNj7z+Mk2gCw25tJbng3Z0ZaIzKUo+b8C8mPF6OHa4oyi+8ddhJm7Ujs9p2gFGZ1I4a/sKyGkC1FEjn67oLbEVlOJkrH0huwk9sA8I04j0D9FXnP17216N5D75+2Y3uJLX0RyJZl0QN9ty9O9H8SXIlBw461ktmzBWPI6KJ9EGq+EL4xxxSlrf16mrI+ctI3UYYHa9cGvCObCE7PXWxZCCGOBCe99YCC7E5sfd5zrfYVJDc/BUrHP+abGMHcy+dSza+Q2Ppv+35ejeb34h95wUHnua57QNZT17awE+15r59ue5VM5lWcWC1manS3X6Ct3RvJtO/EWzcZzZ979sKMTCLc9EMSm55AaR6C4/+h27qMojSslkWdgRVActvz+MdchlKHv+/YsVLsfnoumdZsu4nVrzP0m/f1+wfCou9IcCUGhfSO1bQ8+2OcVAzNG2TIhfPxDB1bcLvR954jsfYtjIphVJx2FZovd/KNI0HpBpHPfL3PrieEEJ9mVDRhJzZ/chzJvafKSbcSXX4rrpMtrZCJrqby2F/nrHVltS7ucvxezuBK8wTwjplBettKXMfGqDgK3+ijc14/3fIWiY2/AcCObyK26h4i03OXzYgt+xN7//J/QKXQfCOpveTnGJHcgVig/rJ96co1qYnUT3UtgKw0X0GBFUCmZVNnYAWQad2KtWcLnqGNBbUrBo7C/sKEKBMdbz+Dk4oB2eUk0Xf+s+A2E6tfp+21h0hvXU58xcu0/un+gtssJ67rEl/xFzrefZZM285Sd0cI0ccCDVfjH/11PDWnEZzwfTw1J+U8z05s7QysAFyrDSe1K+e5emBkt8f7KU2j5uK7CDTNJjDpNKq/NDdvHUM7saXb40/rWPwAqvIDVOVHuOb/EFv2fN5zs/3wSGDVj5nVJ+Admk3trjQfwQn/UHCberjmgFkqZXrRQ4UnSREDh3wiiEFB6V3+1IswGKab1x1wbO3KvySm1Fw7Q2LtX8Gx8Y8/qSjLF/b+6X7iy/8MQPTd/6T26/fmfcIrhBh4lGb0KMW4HhgDehhn3/IsIzQWzZc7C6BvxIW4VjtW2zKM0Nhu98d4h0/mqDkPHPL6ZuUMEpv+vTPVtlnVTWpz73qw3H0dT2GnVxyy/Z5wXRfXjqH0YJ+WDBnslFIEx3+PQOO3QDNR6vBrRu6nB6uoPudm2t74DQpF5JTLZM+VOIAEV2JQCH/m66S3rcCO7kEP1xApQmY/78hpB8yAeUflz0JUSq7r0vJft5HatASA2NIXqbnozoMDzl62Gf/o1c5jJ9FB6uN3MWTflxCiC2WEMPx1pNo/ABR64AyUlvsBj9KMopfXMEJjCTf9FGv362jeGrx1X857rmfEVFKbXsd1Mmi+ML4xhRcyd1K76Vj+I+zEFnT/SMJTb0PLUWxYHDm5lqAWwtc4C1/jrKK2KQYOCa7EoGBWj2To5f+CHd2NEa4tysyNr34m1V+aS3LdIvTKYYSPu7AIPS2+TOvWzsAKsinbreZ1eZfQ9IRSCj1YfUCxZz0kXxaEEAezo6vJRFej70tiYbW+jZ3YXnANJ9fJkGr+M24mhrf2c2je/EuzzMhkzMihM6qGm24A3cK1YhiR8fhG5S6M3Bvxjb/tXIpoJ7YQ3/hbQhOuK7hdIUT/JMGVGDQ004tWhHTpn+YffxL+8bn3GfQXmjeYLZ7pONkXlEIVIfFG9Tk30/rf/4yTaCM47QvyFE8IkZsyu76Qd+aqN6If3YnV+g4Aqe0vEDnmPjSzsOVZemgCZvUsnPgmPLWfRzMK/6x07Xi3x0KIgUUSWggxwOnBKirP+DuU4UEZJhWnXlm0mlxHXfYr6q55gsjJc4rQUyHEQGSEGvEO+zJOoh0nGcU3+hvdzjL1hJuJdwZWAE56D5m2DwvtKrG1v8BqeQM7sZnExkdI736j4DZ9dV/qDCaV5sFX13fF3oUQfa/PZq46Ojq48cYbiUajWJbF3LlzmTFjRl9dXgxQTipOcv0ilOHFN/ZElCbPC3IJNp1JYOpsANlMLYToU67jkPhgG6mNfgB0ayuBUQU2qvtQRhg309H5ktaD4q+HYnep1ZWJrcdTk7uQcU+ZldOJHPML7Nh69GAjun94Qe31lmunSG59Bie1G0/NqZhV8t1LiCOpz4KrRx55hBNPPJHLL7+c9evX8/3vf58FCxb01eXFAOSkk+x66mYyuzcC4B9/MtVfurnEveq/JKgSonsD+SFgpmMNsbX342ba8Q47G/+oi/vs2tbONaQ+XgxklwfGV75C+MSvYVQe/p4rpTRCk35AfO0vce04vhHnYYQPfx/pfmbFdFLNL++/CmbFtILbBND9w/s8qNovtuZe0i3ZGbhU8ytEpt2FEZlUkr4IMRj0WXB1+eWX4/Fkp8Vt28br9fbVpcUAld66rDOwAkiseQM73iYpUYUQh2UgPwSMfnQnTno3AIlNv8UIT8CsPKZPrn1QAiGlUEbh3wHMiiYqjv2/BbfzaYGx16J5a7CTzXiGnNhn/0ZHktW29FNHDlb7hxJcCXEEHZHg6umnn+axxx474LU77riD6dOns2vXLm688UbmzZuX83effPJJnnzySQBSqdSR6J4YIDRf+IBjZZhFGbCFEIPTQH0I6Lo2TrrlgNfyFfE9EszaBkLHnUf03QWgFJGT56CHqvvs+r2hNA/+0d8odTeKSg80kGn/ZD+aEWwsYW+EGPiU67puX11s1apVXH/99dx0002cdtppfXVZMYC1//Xf6XjnGZRuUjX7O/gnfLbUXRJClIFDPQS8+uqrmTdvHscff/xBv9v1IeCLL77YJ30uRPSjn5FueR0AZYSpOOa+Pq+1ZCfaUUpDK0K2UtFzTrqV+IaHcFK78NSehq/u7FJ3SYgBrc+Cq7Vr1/L3f//33HvvvUyaJNPRonhcx8kuM5E9RUKIAg3Uh4Cua5Pa+Sdcqx1P7anovmGl7pIQQgxIfRZcXXvttaxatYoRI7IpoEOhEA8++GBfXFoIIYQ4JHkIKIQQolB9uixQCCGE6K/kIaAQQohCSXAlhBBCCCGEEEUgFVeFEEIIIYQQoggkuBJCCCGEEEKIIuizIsJCCNETrp3BSbSjBaskA6QQJeKkW1F6AKUPjFpf5SK9523iax/AddL4R12Cb8S5pe6SEKKXZM+VEKLfSDevp2XBrTjxvZhDG6k5/3Y0f/jQvyiEKArXtYl+dBfWnkUozUNwwo14hpxQ6m4NCq6dZO/b/wvXSXW+Fjn6XoyQFP0VopzIskAhRL/RvvAhnPheAKzm9XQsfra0HRJikEnvWoi1ZxEArpMmtvb+Evdo8HDt+AGBFYBrtZaoN0KIwyXBlRCi33CtLl8sMqk8ZwohjoSuX+7peiyOGGVWYVYe23ms+0dgRKaUsEdCiMMhwZUQot8IzboA9OxWUM0fJjj97BL3SIjBxVPzWXT/iM5j36hLStibwUUpRWjyDwmO+y6Bxm8RnvYzlO4vdbeEEL0ke66EEP2K1boVu3Ub5lHj0INVpe6OEIOOayew2pajeSoxQuNK3R0hhCgrElwJIYQQQgghRBHIskAhhBBCCCGEKAIJroQQQgghhBCiCCS4EkIIIYQQQogikOBKCCGEEEIIIYpAgishhBBCCCGEKAIJroQQQgghhBCiCCS4EkIIIYQQQogikOBKCCGEEEIIIYpAgishhBBCCCGEKAIJroQQQgghhBCiCCS4EkIIIYQQQogikOBKCCGEEEIIIYpAgishhBBCCCGEKAIJroQQQgghhBCiCCS4EkIIIYQQQogikOBKCCGEEEIIIYrAKHUHSuGcc87B6/WWuhtF1draSlVVVam7UVRyT+VhIN5TKpXixRdfLHU3xCAnY1V5kHsqDwPxnmSs6p8GZXDl9Xp59tlnS92Nojr//PPlnsqA3FN5OP/880vdBSFkrCoTck/lYaDek+h/ZFmgEEIIIYQQQhSBBFdCCCGEEEIIUQSDMri65JJLSt2FopN7Kg9yT+VhIN6TKD8D8e9Q7qk8yD2Vh4F4TwOBcl3XLXUnhBBCCCGEEKLcDcqZKyGEEEIIIYQoNgmuhBBCCCGEEKIIBlUqdsdxuPXWW1m1ahUej4f58+czZsyYUnerYOeddx6hUAiAkSNHcuedd5a4R4dv6dKl3HPPPTz++ONs3LiRuXPnopRi/Pjx/PjHP0bTyu95wKfvacWKFXzrW9+ivr4egEsvvZSzzz67tB3sBcuymDdvHlu3biWdTnPttdcybty4sn6fct1TXV1dWb9PorzJWNW/yTjV/w20sUrGqfIyqIKrP//5z6TTaZ588kmWLFnCXXfdxYMPPljqbhUklUrhui6PP/54qbtSsF//+tc8//zz+P1+AO68806uu+46TjjhBH70ox/x8ssvM3v27BL3sne63tPy5cu54ooruPLKK0vcs8Pz/PPPU1lZyd13383evXs599xzmTRpUlm/T7nu6dvf/nZZv0+ivMlY1X/JOFUeBtpYJeNUeSmPkL1IFi9ezCmnnALAMcccw7Jly0rco8J99NFHJBIJrrzySubMmcOSJUtK3aXDNnr0aO6///7O4+XLl3P88ccDcOqpp/Lmm2+WqmuHres9LVu2jFdffZVvfOMbzJs3j2g0WsLe9d5ZZ53F9773PQBc10XX9bJ/n3LdU7m/T6K8yVjVf8k4VR4G2lgl41R5GVTBVTQa7VySAKDrOplMpoQ9KpzP5+Oqq67ioYce4ic/+Qk33HBD2d7TF77wBQzjk8lU13VRSgEQDAbp6OgoVdcOW9d7mj59OjfddBNPPPEEo0aN4oEHHihh73ovGAwSCoWIRqN897vf5brrriv79ynXPZX7+yTKm4xV/ZeMU+VhoI1VMk6Vl0EVXIVCIWKxWOex4zgHfKCUo4aGBr7yla+glKKhoYHKykp27dpV6m4VxafXQsdiMSKRSAl7UxyzZ8+mqamp8+cVK1aUuEe9t337dubMmcNXv/pVvvzlLw+I96nrPQ2E90mULxmrysdA+PzraqB8/g20sUrGqfIxqIKrmTNnsnDhQgCWLFnChAkTStyjwj3zzDPcddddAOzcuZNoNEptbW2Je1UcU6ZMYdGiRQAsXLiQ4447rsQ9KtxVV13FBx98AMBf//pXpk6dWuIe9c7u3bu58sorufHGG7nwwguB8n+fct1Tub9PorzJWFU+yv3zL5eB8Pk30MYqGafKy6AqIrw/A9Pq1atxXZc77riDsWPHlrpbBUmn0/zgBz9g27ZtKKW44YYbmDlzZqm7ddi2bNnC9ddfz1NPPcWGDRu45ZZbsCyLxsZG5s+fj67rpe5ir336npYvX87tt9+OaZrU1NRw++23H7D8p7+bP38+v//972lsbOx87Yc//CHz588v2/cp1z1dd9113H333WX7PonyJmNV/ybjVP830MYqGafKy6AKroQQQgghhBDiSBlUywKFEEIIIYQQ4kiR4EoIIYQQQgghikCCKyGEEEIIIYQoAgmuhBBCCCGEEKIIJLgSQgghhBBCiCKQ4EoIYNWqVbzzzjsAnH766aRSqRL3SAghhDiQjFVC9H8SXAkB/PGPf2Tt2rWl7oYQQgiRl4xVQvR/Rqk7IMThevbZZ3nllVdIJpPs2rWLOXPm8PLLL7NmzRpuuukm4vE4jz32GB6Ph/r6em677TZeeOEFXnvtNZLJJJs2beLqq6/m5JNPZsGCBZim2Vnh/NZbb2XLli0A/PKXv6SioqKUtyqEEKJMyVglxOAiwZUoa7FYjIcffpgXX3yRRx99lKeeeopFixbx6KOPsm7dOhYsWEAoFOKOO+7gySefJBAIEI1Geeihh/j444+55pprOP/88znvvPOoqalh+vTpAFxwwQUcd9xxzJ07lzfeeIOzzz67xHcqhBCiXMlYJcTgIcsCRVmbPHkyAOFwmLFjx6KUoqKigkQiwbhx4wiFQgDMmjWLNWvWADBp0iQA6urqSKfTOdttamoCoKamhmQyeaRvQwghxAAmY5UQg4cEV6KsKaXyvr5u3Tri8TgAb7/9Ng0NDXl/RymF4ziHbFcIIYToLRmrhBg8JLgSA5Ku63znO99hzpw5XHzxxbS2tnLppZfmPb+pqYknnniCt956qw97KYQQYjCTsUqIgUe5ruuWuhNCCCGEEEIIUe5k5koIIYQQQgghikCCKyGEEEIIIYQoAgmuhBBCCCGEEKIIJLgSQgghhBBCiCKQ4EoIIYQQQgghikCCKyGEEEIIIYQoAgmuhBBCCCGEEKII/j/KmrV5Hg5cAgAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mofax.plot_factors(m, x=\"month\", y=[0, 1], \n",
" color=\"diet\", palette=cols4diet, alpha=.7);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Scatterplot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also look at the factor values on the sample level. Here each dot correspond to one time-point-child combination."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mu.pl.mofa(adata, color=[\"delivery\", \"diet\", \"month\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Factor weights"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next we have a look at the microbial species associated with the factors, focusing on Factor 1. For this we have a look at the weights of the factor."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Individual species\n",
"\n",
"Let’s first have a look at the top positive and top negative species on factor 1. We find top negative weights for species of the genera Bacteroides and Faecalibacterium, meaning that their abundance varies in line with the negative of Factor 1, increasing over the first year of life and with higher abundance in vaginally delivered children."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Factor1
\n",
"
view
\n",
"
Confidence
\n",
"
Taxon
\n",
"
class
\n",
"
family
\n",
"
genus
\n",
"
kingdom
\n",
"
order
\n",
"
phylum
\n",
"
species
\n",
"
\n",
" \n",
" \n",
"
\n",
"
c4f9ef34bd2919511069f409c25de6f1
\n",
"
-2.010341
\n",
"
data
\n",
"
0.999160
\n",
"
k__Bacteria; p__Bacteroidetes; c__Bacteroidia;...
\n",
"
c__Bacteroidia
\n",
"
f__Bacteroidaceae
\n",
"
g__Bacteroides
\n",
"
k__Bacteria
\n",
"
o__Bacteroidales
\n",
"
p__Bacteroidetes
\n",
"
s__
\n",
"
\n",
"
\n",
"
010f0ac2691bc0be12d0633d4b5d2cc4
\n",
"
-1.978174
\n",
"
data
\n",
"
0.999978
\n",
"
k__Bacteria; p__Firmicutes; c__Clostridia; o__...
\n",
"
c__Clostridia
\n",
"
f__Ruminococcaceae
\n",
"
g__Faecalibacterium
\n",
"
k__Bacteria
\n",
"
o__Clostridiales
\n",
"
p__Firmicutes
\n",
"
s__prausnitzii
\n",
"
\n",
"
\n",
"
ac5402de1ddf427ab8d2b0a8a0a44f19
\n",
"
-1.877653
\n",
"
data
\n",
"
0.999770
\n",
"
k__Bacteria; p__Bacteroidetes; c__Bacteroidia;...
\n",
"
c__Bacteroidia
\n",
"
f__Bacteroidaceae
\n",
"
g__Bacteroides
\n",
"
k__Bacteria
\n",
"
o__Bacteroidales
\n",
"
p__Bacteroidetes
\n",
"
s__
\n",
"
\n",
"
\n",
"
8937656c16c20701c107e715bad86732
\n",
"
-1.603405
\n",
"
data
\n",
"
0.758990
\n",
"
k__Bacteria; p__Firmicutes; c__Clostridia; o__...
\n",
"
c__Clostridia
\n",
"
f__Lachnospiraceae
\n",
"
g__Roseburia
\n",
"
k__Bacteria
\n",
"
o__Clostridiales
\n",
"
p__Firmicutes
\n",
"
s__faecis
\n",
"
\n",
"
\n",
"
2a99ec1157a90661db7ff643b82f1914
\n",
"
-1.569408
\n",
"
data
\n",
"
0.997669
\n",
"
k__Bacteria; p__Bacteroidetes; c__Bacteroidia;...
\n",
"
c__Bacteroidia
\n",
"
f__Bacteroidaceae
\n",
"
g__Bacteroides
\n",
"
k__Bacteria
\n",
"
o__Bacteroidales
\n",
"
p__Bacteroidetes
\n",
"
s__fragilis
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Factor1 view Confidence \\\n",
"c4f9ef34bd2919511069f409c25de6f1 -2.010341 data 0.999160 \n",
"010f0ac2691bc0be12d0633d4b5d2cc4 -1.978174 data 0.999978 \n",
"ac5402de1ddf427ab8d2b0a8a0a44f19 -1.877653 data 0.999770 \n",
"8937656c16c20701c107e715bad86732 -1.603405 data 0.758990 \n",
"2a99ec1157a90661db7ff643b82f1914 -1.569408 data 0.997669 \n",
"\n",
" Taxon \\\n",
"c4f9ef34bd2919511069f409c25de6f1 k__Bacteria; p__Bacteroidetes; c__Bacteroidia;... \n",
"010f0ac2691bc0be12d0633d4b5d2cc4 k__Bacteria; p__Firmicutes; c__Clostridia; o__... \n",
"ac5402de1ddf427ab8d2b0a8a0a44f19 k__Bacteria; p__Bacteroidetes; c__Bacteroidia;... \n",
"8937656c16c20701c107e715bad86732 k__Bacteria; p__Firmicutes; c__Clostridia; o__... \n",
"2a99ec1157a90661db7ff643b82f1914 k__Bacteria; p__Bacteroidetes; c__Bacteroidia;... \n",
"\n",
" class family \\\n",
"c4f9ef34bd2919511069f409c25de6f1 c__Bacteroidia f__Bacteroidaceae \n",
"010f0ac2691bc0be12d0633d4b5d2cc4 c__Clostridia f__Ruminococcaceae \n",
"ac5402de1ddf427ab8d2b0a8a0a44f19 c__Bacteroidia f__Bacteroidaceae \n",
"8937656c16c20701c107e715bad86732 c__Clostridia f__Lachnospiraceae \n",
"2a99ec1157a90661db7ff643b82f1914 c__Bacteroidia f__Bacteroidaceae \n",
"\n",
" genus kingdom \\\n",
"c4f9ef34bd2919511069f409c25de6f1 g__Bacteroides k__Bacteria \n",
"010f0ac2691bc0be12d0633d4b5d2cc4 g__Faecalibacterium k__Bacteria \n",
"ac5402de1ddf427ab8d2b0a8a0a44f19 g__Bacteroides k__Bacteria \n",
"8937656c16c20701c107e715bad86732 g__Roseburia k__Bacteria \n",
"2a99ec1157a90661db7ff643b82f1914 g__Bacteroides k__Bacteria \n",
"\n",
" order phylum \\\n",
"c4f9ef34bd2919511069f409c25de6f1 o__Bacteroidales p__Bacteroidetes \n",
"010f0ac2691bc0be12d0633d4b5d2cc4 o__Clostridiales p__Firmicutes \n",
"ac5402de1ddf427ab8d2b0a8a0a44f19 o__Bacteroidales p__Bacteroidetes \n",
"8937656c16c20701c107e715bad86732 o__Clostridiales p__Firmicutes \n",
"2a99ec1157a90661db7ff643b82f1914 o__Bacteroidales p__Bacteroidetes \n",
"\n",
" species \n",
"c4f9ef34bd2919511069f409c25de6f1 s__ \n",
"010f0ac2691bc0be12d0633d4b5d2cc4 s__prausnitzii \n",
"ac5402de1ddf427ab8d2b0a8a0a44f19 s__ \n",
"8937656c16c20701c107e715bad86732 s__faecis \n",
"2a99ec1157a90661db7ff643b82f1914 s__fragilis "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m.get_weights(factors=\"Factor1\", df=True).join(m.features_metadata).sort_values(\"Factor1\").head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also take a look at the data for the top features on the factor:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
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"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mofax.plot_factors(m, x=\"month\", y=m.get_top_features(factors=\"Factor1\", n_features=3), color=\"delivery\", palette=cols4delivery);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Aggregation to genus level"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We now aggregate the weights on the genus level."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"df_weights = (\n",
" m.get_weights(df=True, factors=\"Factor1\")\n",
" .join(m.features_metadata)\n",
" .query(\"genus != 'g__'\")\n",
")\n",
"\n",
"df_weights.genus = df_weights.genus.str.replace('g__', '').str.replace('\\\\[', '').str.replace('\\\\]', '')\n",
"\n",
"# summarize by mean weights across all species in the genus\n",
"# and filter to top 10 positive and negative ones\n",
"df_top = (\n",
" df_weights\n",
" .groupby(\"genus\")\n",
" .agg(mean_weight=(\"Factor1\", \"mean\"),\n",
" n_spec=(\"Factor1\", \"size\"))\n",
" .query(\"n_spec > 2\")\n",
" .reset_index()\n",
" .assign(type=lambda x: np.where(x[\"mean_weight\"] > 0, \"Cesarean\", \"Vaginal\"),\n",
" mean_weight_abs=lambda x: np.abs(x[\"mean_weight\"]))\n",
" .groupby(\"type\")\n",
" .apply(lambda x: x.nlargest(5, \"mean_weight_abs\"))\n",
" .sort_values(\"mean_weight\", ascending=False)\n",
" .reset_index(drop=1)\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"