{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "\n", "**This is a fixed-text formatted version of a Jupyter notebook**\n", "\n", "- Try online [![Binder](https://static.mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/v0.18?urlpath=lab/tree/cta.ipynb)\n", "- You can contribute with your own notebooks in this\n", "[GitHub repository](https://github.com/gammapy/gammapy/tree/master/docs/tutorials).\n", "- **Source files:**\n", "[cta.ipynb](../_static/notebooks/cta.ipynb) |\n", "[cta.py](../_static/notebooks/cta.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# CTA with Gammapy\n", "\n", "## Introduction\n", "\n", "The [Cherenkov Telescope Array (CTA)](https://www.cta-observatory.org/) is the next generation ground-based observatory for gamma-ray astronomy.\n", "Gammapy is a prototype for the Cherenkov Telescope Array (CTA) science tools ([2017ICRC...35..766D](https://ui.adsabs.harvard.edu/abs/2017ICRC...35..766D)).\n", "\n", "CTA will start taking data in the coming years. For now, to learn how to analyse CTA data and to use Gammapy, if you are a member of the CTA consortium, you can use the simulated dataset from the CTA first data challenge which ran in 2017 and 2018.\n", "\n", "- https://forge.in2p3.fr/projects/data-challenge-1-dc-1/wiki (CTA internal)\n", "\n", "Gammapy fully supports the FITS data formats (events, IRFs) used in CTA 1DC. The XML sky model format is not supported, but are also not needed to analyse the data, you have to specify your model via the Gammapy YAML model format, or Python code, as shown below.\n", "\n", "You can use Gammapy to simulate CTA data and evaluate CTA performance using the CTA response files available here:\n", "\n", "- https://www.cta-observatory.org/science/cta-performance/\n", "\n", "The current FITS format `CTA-Performance-prod3b-v2-FITS.tar` is fully supported by Gammapy, as shown below.\n", "\n", "## Tutorial overview\n", "\n", "This notebook shows how to access CTA data and instrument response functions (IRFs) using Gammapy, and gives some examples how to quick look the content of CTA files, especially to see the shape of CTA IRFs.\n", "\n", "At the end of the notebooks, we give several links to other tutorial notebooks that show how to simulate CTA data and how to evaluate CTA observability and sensitivity, or how to analyse CTA data.\n", "\n", "Note that the FITS data and IRF format currently used by CTA is the one documented at https://gamma-astro-data-formats.readthedocs.io/, and is also used by H.E.S.S. and other imaging atmospheric Cherenkov telescopes (IACTs). So if you see other Gammapy tutorials using e.g. H.E.S.S. example data, know that they also apply to CTA, all you have to do is to change the loaded data or IRFs to CTA.\n", "\n", "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "numpy: 1.18.5\n", "astropy: 4.0.1.post1\n", "gammapy: 0.18\n" ] } ], "source": [ "import numpy as np\n", "import astropy\n", "import gammapy\n", "\n", "print(\"numpy:\", np.__version__)\n", "print(\"astropy:\", astropy.__version__)\n", "print(\"gammapy:\", gammapy.__version__)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from gammapy.data import DataStore, EventList\n", "from gammapy.irf import EffectiveAreaTable2D, load_cta_irfs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CTA 1DC\n", "\n", "The CTA first data challenge (1DC) ran in 2017 and 2018. It is described in detail [here](https://forge.in2p3.fr/projects/data-challenge-1-dc-1/wiki) and a description of the data and how to download it is [here](https://forge.in2p3.fr/projects/data-challenge-1-dc-1/wiki#Data-access).\n", "\n", "You should download `caldb.tar.gz` (1.2 MB), `models.tar.gz` (0.9 GB), `index.tar.gz` (0.5 MB), as well as optionally the simulated survey data you are interested in: Galactic plane survey `gps.tar.gz` (8.3 GB), Galactic center `gc.tar.gz` (4.4 MB), Extragalactic survey `egal.tar.gz` (2.5 GB), AGN monitoring `agn.wobble.tar.gz` (4.7 GB). After download, follow the instructions how to `untar` the files, and set a `CTADATA` environment variable to point to the data.\n", "\n", "For convenience, since the 1DC data files are large, and not publicly available to anyone, we have taken a tiny subset of the CTA 1DC data, four observations with the southern array from the GPS survey, pointing near the Galactic center, and included them at `$GAMMAPY_DATA/cta-1dc` which you get via `gammapy download tutorials`.\n", "\n", "### Files\n", "\n", "Next we will show a quick overview of the files and how to load them, and some quick look plots showing the shape of the CTA IRFs. How to do CTA simulations and analyses is shown in other tutorials, see links at the end of this notebook." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "README.md\r\n", "\u001b[34mcaldb\u001b[m\u001b[m\r\n", "\u001b[34mdata\u001b[m\u001b[m\r\n", "\u001b[34mindex\u001b[m\u001b[m\r\n", "make.py\r\n" ] } ], "source": [ "!ls -1 $GAMMAPY_DATA/cta-1dc" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "gps_baseline_110380.fits\r\n", "gps_baseline_111140.fits\r\n", "gps_baseline_111159.fits\r\n", "gps_baseline_111630.fits\r\n" ] } ], "source": [ "!ls -1 $GAMMAPY_DATA/cta-1dc/data/baseline/gps" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "irf_file.fits\r\n" ] } ], "source": [ "!ls -1 $GAMMAPY_DATA/cta-1dc/caldb/data/cta/1dc/bcf/South_z20_50h" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hdu-index.fits.gz\r\n", "obs-index.fits.gz\r\n" ] } ], "source": [ "!ls -1 $GAMMAPY_DATA/cta-1dc/index/gps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Datastore\n", "\n", "You can use the `~gammapy.data.DataStore` to load via the index files" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_store = DataStore.from_dir(\"$GAMMAPY_DATA/cta-1dc/index/gps\")\n", "data_store" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "ObservationTable length=4\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
OBS_IDGLON_PNTGLAT_PNTIRF
degdeg
int64float64float64bytes13
110380359.9999912037958-1.299995937905366South_z20_50h
111140358.49998338300741.3000020211954284South_z20_50h
1111591.50000565682677411.299940468335294South_z20_50h
111630263.9999985700299-1.299980552289047South_z20_50h
" ], "text/plain": [ "\n", "OBS_ID GLON_PNT GLAT_PNT IRF \n", " deg deg \n", "int64 float64 float64 bytes13 \n", "------ ------------------ ------------------ -------------\n", "110380 359.9999912037958 -1.299995937905366 South_z20_50h\n", "111140 358.4999833830074 1.3000020211954284 South_z20_50h\n", "111159 1.5000056568267741 1.299940468335294 South_z20_50h\n", "111630 263.9999985700299 -1.299980552289047 South_z20_50h" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_store.obs_table[[\"OBS_ID\", \"GLON_PNT\", \"GLAT_PNT\", \"IRF\"]]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation = data_store.obs(110380)\n", "observation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Events\n", "\n", "We can load events data via the data store and observation, or equivalently via the `~gammapy.data.EventList` class by specifying the EVENTS filename.\n", "\n", "The quick-look `events.peek()` plot below shows that CTA has a field of view of a few degrees, and two energy thresholds, one significantly below 100 GeV where the CTA large-size telescopes (LSTs) detect events, and a second one near 100 GeV where teh mid-sized telescopes (MSTs) start to detect events.\n", "\n", "Note that most events are \"hadronic background\" due to cosmic ray showers in the atmosphere that pass the gamma-hadron selection cuts for this analysis configuration. Since this is simulated data, column `MC_ID` is available that gives an emission component identifier code, and the EVENTS header in `events.table.meta` can be used to look up which `MC_ID` corresponds to which emission component." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "events = observation.events\n", "events" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "events = EventList.read(\n", " \"$GAMMAPY_DATA/cta-1dc/data/baseline/gps/gps_baseline_110380.fits\"\n", ")\n", "events" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=5\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
EVENT_IDTIMERADECENERGYDETXDETYMC_ID
sdegdegTeVdegdeg
uint32float64float32float32float32float32float32int32
1664502403.0454683-92.63541-30.5148540.03902182-0.9077294-0.27276932
2664502405.2579999-92.64103-28.2627280.0307963711.3443842-0.28383982
3664502408.8205513-93.20372-28.5996250.040096291.0049409-0.77697752
4664502409.0143764-94.03383-29.2696270.0395800250.32684833-1.4960212
5664502414.8090746-93.330505-30.3197250.03035851-0.716062-0.87333482
" ], "text/plain": [ "\n", "EVENT_ID TIME RA DEC ... DETX DETY MC_ID\n", " s deg deg ... deg deg \n", " uint32 float64 float32 float32 ... float32 float32 int32\n", "-------- ----------------- ---------- ---------- ... ---------- ---------- -----\n", " 1 664502403.0454683 -92.63541 -30.514854 ... -0.9077294 -0.2727693 2\n", " 2 664502405.2579999 -92.64103 -28.262728 ... 1.3443842 -0.2838398 2\n", " 3 664502408.8205513 -93.20372 -28.599625 ... 1.0049409 -0.7769775 2\n", " 4 664502409.0143764 -94.03383 -29.269627 ... 0.32684833 -1.496021 2\n", " 5 664502414.8090746 -93.330505 -30.319725 ... -0.716062 -0.8733348 2" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "events.table[:5]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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i+Lm/3HD/P3zu/ndrGB4eHh4eHp5QX0281UJD66xho8BtRFC/ifTMlhQ3On4nkLxjDGdtF5WPWGJosyNmEXFNmrpzSD6RR8TULiC0qAFvIFmGHbcl4E1Tv9+M8TmzbxWJb19H5BkzpmNmHGOmvyfM+b6KXEOsJMOObcj8buPcS7Km7jEU8T6OotM1U8f6aWPKjhKXnsyb62SvzzRwG5o4WOIdzUYZzUCZRZMc25/HjYtLkeaNSLaHh4eHh8e1hCfU7xAjiGBaUtlpZxdFlMTZxCU2218TRX2jvsudFnkr6IaNI5JYQVHXIi6SXEYk9GikX+sWsh+R2sO4xC12YV8L2THYBY0LZnyYfu5DBPMV3GKPEiLhJ804LREFkWAracmbzwlEiG9H+u29wIvmGrYRIZ9HoU9rjVfFLXJcxkljorZ94HyvLVHP40h1xYx7GLeI8lL2hPaNwVOm/zYeHh4eHh4eHpeHJ9TvEIcQSWshEnkp+UB0IWIbkVJLNvtR5Njqe6OR7ijxewhpjzFtDSIyOo8jsntMO9aGYQ44gIjzuhmjXcz3nYioZs34F3H66hYi1VlE2h/HLSS0bh23IkuHLkRc13G+1y+b69KHIs0tRGxHUOq902ZfA+dRbS0C7XIJ61LSF7l+GVwk3trkHcfZAdoJh23XLrTslHZE3xoMmm/rv/1NM9Z+HCn38PDw8PDw8LgUPKF+h/hrnNxiI6cIS44bKDo8CDxiPvbYIiKN4zjruxLwSZx2+qg5VkUkL42I5zROi90CelDEuIHIftrUKSKT4HuRA8eTiIzaRYM2xTc4zfE+RMh3mnKLZoyY7XUUNZ5HpP0ocNCMeR1FuK2f2l5EoitoUnDc9PcDwCni7iPHzLV6GBF5S4p/2NQdMuf9OG6RpF2EWTb9dzobt3GuITZbZIa47hvTv5XV2EWUy3h4eHh4eHjcDOi03/vyiV+8Ku16Qv0OsZEONwor81jARaVhY711GhHBFCKGhxGhq5hyLXNsDJHKRxHxHkEkeRYX7R4FtiIyaE1wKogQl03fRRQVftm09zguaj6DyGvd9DtgxmYJ5n3IDu81JKGYBu4A7hqAZ1dErB8x5zZi+r4f+AqSfthrcxY5gIzjtNl9pszTiAh3I1J/wozBGuRkcXrxNNJJf91cozk2Tuxi78eiGZe1BoxKO6zMZhEv+fDw8PB4N9EoFtzvbfFj54da8R098b/Q4bqzdAu6wkseAwiH422tNzv87SIIzsSpUtCOtNXutJGL95s8FzdTS0aiOOs98X7CzjFH2j43EG8ndeaSw70Im07Fr9OZPanYdnfd9dtd6xj/WrtjO952p1Xe2z0GUN/R6zZyXTzzu//8zc2LfKQjdorr2+K+aMG2Sb7y1L+7dN0IoraMVxueUF8BNiLBl3OIiMo8asSJc1T7vIKioQM4QpkkrlXO4SKwi4gAZ0wZu5iwgPN+bgNfQ4R4zLS9Ay0O3Iz01OdM368h3bVNNf4Xpj3ra70dEV8Q2Z4HHjNl7CRhAEWlj6yonSdweu51c40eI575cMG0ab3YVpHbyBuIKE8iMv2MOV+bnAYUPV9GJP4Zs+/rpt59iLhb6chGqd3tg58w13sjj/AaThvv4eHh4eHh4XEpeB/qK8BGnsWrxB08rI15FhFm6zfdwqXmLphjK+bbanxXUFTZunJYv2lMvx9CxLWKSPZuRE57gF5EtJvAR1Ekt4gj0wBncJKRGrALEeyt5njd9L2Ai8zOIqIKLj35mDkvSzabKGp8wYz7K4h0jyAy/pr5XQTuQhFkm/mwz5y3Jb+ncdZ4NZRqzzqAbMV5YmOOv4Tzrk6aMo+Z9ibMuadx98cS6Spu4aS9p3aiY++ZdfmI3lcPDw8PDw8Pj054Qn0F6HSGsEQNHNm2iwz7EQFeMeXt8UFTZhZFnG17NkL9CiKDebPPulbMosVyA4iQ1pBDxnEUlX7GtGMt56wV3QqKRB9D0d4KimhbKUkDWd+tmHbtgskEIsxNRHr34mQfg0hmYd1N7HXYEulzGPjBfpHsdKTtFUS2R02bK2a8KyjqXDbnfSewhiLddTSxiKb1m8ZF1PPIu7qMCHkJRbTthMW6jHQmplk118AmqCmYcVk9eTpS7/2Q+MXDw8PDw8Pj28N1kXwEQbAb+B3E0drA58Mw/A9BEAwCv4cUBj8ShuENZQVsnSEscoiYlXDJWjKITJ5AJLczAUkVyRTqOG10Hkeak2iBH4j8VdAFmsMlN7HWb3UzhhwiucNo4eHXEJE8a76/iYjvNJJ9LOBs5YqISNaAjyC99SBaYLiIbtBDaZhpaPHgDwxDuQzlmvpdRYRzG/D3uMhuFZhdVRv3mrYWcNKXfkTwv2rOw57/AWB3EsI2nGur3XE0cbCuHoOmn340mZhEk5Mkkns8gsj0irlWdtYYtTO0MraohMS6l4BzHMng7P6iCWU8PDw8PDw8PCyul4a6BfyLMAyPBkGwGfhGEARfBX4M+KdIIfCjwH+5TuMDLp2oxaKKyKTVBYNObA638M8uWgTnE/068WQk+9GNOIqTHUwjWcQtSJqxDRH3YqSeTRJTwEW6rafzTkRiXzFtPoTTLM/hIrfPme0kIvCvmv4fBJ43dcsNZ2s3vwg7+mCk5iLBXcB5FIW20e0MimDXzTh2IkK8jEjwtKlbN32MmXGfALa1nLXfCSTj2GbObxey3VtHOa+XzO8VNEF4xPT7EVz2SRvlT5tx2WtoXT4y5rrYFOfWf3saTVIWTJ0oIX+rZ8PDw8PDw8Pj/YPrQqjDMHwNSWsJw/BsEAQvIK7UhZPMBpdu4dojunDwUolaGrgFbtaf2UaewUVdrURkBblxPEqceOYROZtHZDCBIqYrKNnKCiLGKdMe5ngakckZRFaPIclHEumeJ3Ca4wWzf09k/CXiLhyvIBnJqyjqexr4eBJ6MzBTlUSjBrxa0s27PwNH65JmDKBvzDn2o5s5hG7kFnPsJSTnsNHeNG7x4xIiz3+Lexj2oEj7KVOmH2mkW8jVA1ymyQFzDepoMrATJ7dpoHu5ikvlPm6u+TDOFSRrrmfbXJPOqHY0oYxNuNPEu4F4eHh4fDvotDAj4vLh8f7CvZ/+pTd/91ym3Ea4nLPHleCdWOpdd5ePIAiKSG78DApI/i5aP/fD129UzlZugUsnarERyjwuc6EliVEybttbRv7P4BYbjuOioMOm/GHTTh6Rwh5EOodNvQYuev0STgaSMeVeRCRv3XwSiFj3IYu8brRYsIIj8/tNv3kUDX7S7N+UhvmqzuckLtHLClCtK9q+hmQsK4jojgPpNNQbGtcEssDLmfFsB7b3wYslkfmSObd+nLxiHEXsM8CHTZ28Od+iOXbKnK+dgbXM+ApmjHOmzhTwp6b/KRypBufBXcHpw+29tJKWflwWSzvZmcGR7WF8qnIPDw+Pq4Hus803fyfPxe3d2LQe20x0xUMZqc3OlymRiB9rrcdt8cIOu7uuXtd2ay1etr05PowwUrXTjo+Ofi7k42MO2u74ek+HRV29Y0yRSF7Y4epX3xnfzrwW376QuXRMcsfXVmLbrTkneKz8xN2xY42tcZrYdSE+5lZP5s3fnRZ7vS+UYtuddndda66ti+z5LmNv13W6FiO6V0Kmo+d6tXFdCXUQBFng/wP+5zAMbWLAe6/nmCw6FyD2E3+9H5VzRNON27TXoyj6GV2QaL2qxxBxLKGI8wKKPu9AhPA2FC3+GFpQmDPf53DuGmlEZNNm3wlT9wyKLO83Y6qZsXwURZ6biJwOpmF/P+QXNa4VpD/OZmG2pv63AtM1F/kdAib7YWZVJHcVRZsXELGuI6I/BLQb7nztQsqEuY5HgdGSSLZd6LiVuDzDZjncbdqwUeguU79p+jpgxjGPS5s+hEvOshu3wNDaCloSvIyi7j3mt/Xotn8exk3d6JsGq61u4yQ4h9DiSU+oPTw8biYEQdCF/my+Gobhw9d7PB4eNzKuG6EOgqAbkenfD8PwT66g3rlrNyqH6AJEq1W22fw6U4LPIDJpU1jb+XUTEcYKImp34iQcVnM9hAjhHch/uQa8gNP5Po3I6F7gH8xvS7pfQNHSUbNvDyLdA+ZzCpHnBNI4j5hxVBDhfXFRUedR028NWKmJkBdQJNta6Vmbucqq03/nkUxjDRFe68DRQn+BraNGG8k28mafnXQkcQ/gSTP+HTitz6u4hZFNRPLvwFkDnjXnsoyL7q+Ya9GHi163cItCo/PlBCLT+0wfT5vzHEb3etaMMzphquDeLqTMPmudeK3w8ssvx577MAx7L1few8PD4yrhn6H/arzRkYfHW+C62OYFQRAAvwG8EIbhL19J3TAMe+3n2ozOIZqm2ko3rIVaA6dBXkVRzUmUDTBnyueAuxFZ24ZI5xO4TIFWbtBCZLqNSNpOU3dHWtsZUzeDoqEfQgR5CEeGF5Gc4xTODq4HEdAuZCtXQoS6F5HjHkTU06atQkoR6O3A9+dFqgs494wDiFwmEakdHVTdHWiCkAZuB0ZyToN8GBHVNCLo84ioriHiaj2nH8pqElEx18Kibs7rDiRxOWfqvIEmMEOo3oAZ66S5njb7oX25Yxcj9plrO4YmGItmPMvm+tTNtnVXgfibigYuk2LOXM+j5vtaYc+ePe/qc+/h4eERBMEQ8D3Ar1/vsXh4vBdwvSLU3wH8N8BzQRAcM/v+TRiGf3WdxrMhorKOVRT5XECky0ZBF0zZKi6D4bApswNN7dtIEjGIiF4Skci9KGJtPaOtE0UPItKPNFwk12qMrXSijfTIs+Z7ByLimxF5x2xns7CrpkV+FURq84hkW0u5PFDMw0IFBtJwex9syUGqIgKZA0byMNyCVApeKMMdA/C1ZdVtAIcGYW4ZdvfBuZr2P1yAI2WNfQUYzEO7onP4Js66rwQM1eRZvWbO/6y5npNo0rBsxj5grkc0KQ4oIt5E5NZGi4umbAE38RmN3LMlc7+sM4slyp2LUKO6eNAExpLsTitFj+uPXflNFD/3lxft+4fP3X+dRuTh8Z7E/wX8a/TfioeHx1vgerl8PMF1dvF4O+jUUdsopyXUh3DkrIHziW4g0pVGMoZdiDS2EIHNITJ+GKcrXkUL5kCk0i6oA12oXYhEfguRvguISNuI9AdR5Hne9HMG+PQA/NmK6t47Au02nK3BTEkzGpsxcbIfVo3g+SuLGvfrJbg7Afm86s1VYKwAZ6qKjh9bEXFPILnG4jL0Z1UvlRC5/SMTti2a81gxBN1qvEtIix0isnzEjOdTpt/Fsq7Tsrn2XUAxBw9Wde5tc/1t1PqeyHW2toNDKBo/gpuQYMpYN5Z7zDVv4LTSNqmLLZND0hDMvVnBW+jdqNiIOHcSbA8Pj0sjCIKHgdUwDL8RBMF9lyn308BPAwwPD79Lo/PwuDFx3V0+biREFx52kqQikm88hUhbFfhrXKQ6gTTSz+M0uFWk++3GJSNZNb8riFQeR5HSW0z5MVP3LIqIlhA5fQ4R+RQic+tmjLtNex8wbY8lIJmERhOmV0RWNwNfm1efB5KwNwenqiKpVeDRVZH0/hRsa0O5JaLaasNcWeT9zqLIeG8G7srAkRWVuS8N+wqwKaNjTx+HbAoONkTu02a8tyThWy1dy3FEgqvAj94HR47AQk3nXkYEfr6suoMJbf+dOY/frOp6pBApHjD35Tsz8M26SPQkzsrQpnM/aa6jTcl+3FwvS8pncFprmwoeRKrtYsMnzLeNig+Ye2gj3Bu5wdxICILgNwH7H+U+s++XgO9Fl+dbwD8Ow7Bijv0c8FPocfufwjD8G7P/w8BvAZuAvwL+WRiGYRAEPShh04fRvOkfhWG48K6doIeHx9XCdwCfCoLgk5j/DoMg+L0wDH80WigMw88DnweYmpoKL27Gw+Pa4GrZ5F1NvO8JdZQ424WHILI5grNQayJfvzIiUmlEdvsRkX4WyTu2IXmHlW9MocirTRiyzbTZRGTcEvE3ENl8BEfi86YNu9jRpgUvI0JaML9TiPHcbuQWMw0RyFsQ4c3nodmEpTKst2B0FHKr0JOGYhVWVmGkCMcWFNn+7nGozKq/HErksrgIc234+CisGSnKdiCTgUeXRVJ7k3D/XSpbXtZEYiovC71qFd/PKs0AACAASURBVFItkdutGeiuw2jBtFtTX/eNwZ+ccL7bHwbeaCsyvdec6z5EgPeZa9CDMjSm67p/58z1bptrPGTayiGifRSnVU8jsjyHe6OQxck+KsBd6M2DfRaikWm7AMHqr98D0enfAv4zIr0WXwV+LgzDVhAEvwj8HPCzQRBMAJ9FLz8GgUeCIBgLw3Ad+DUUlXoaEeqHgC8j8v1GGIajQRB8FvhF4B+9K2fm4eFx1RCG4c+hvwWYCPW/7CTTVwuNDt/p8rizyjs7ErdS25Rdi23ne8/HtpsRy7owjL8E70nG/0JXz6fjbWVcW7W1uF3fhVbcs65+1tUNmvGlaEFHUoLuM/G6zW3ORi9oxse4lolX3jzn6vacic9Xzu/oqNth3x2z3EvGy5YO7Yhtb43Y2WWXLsSO1Xd0x7YLz7we245a4V3YHL9u5Tvj/WyZi3tKZE/W3/zddTruk9VpsRc+c5xLodNibyNrvK+2//iS9aO4Et/pTlyXRYk3EqxO2i4kBJG1MTTbsIlXxlDU0i58O4TIWgKR6UEUqX4dRUEnzTG7QHAeEbILpl7WlNuNZBsnTPs2Gt424zmHSO642T9agFuTavN1RAxHEQmvVJTV8AJiQZuAMw1YWIGXyzCQEwGenYWhIZiZg+VVGOiHUgn2F+GDWThxQpHtgwdEpruTIuH3DYuQLy9rnLeNKA35TmCwAOda8MjT8JVl9fWP75HMo9kUqZ4aVIKXnYMwOCD5SDqta9EA5uZ0L0AE+gKKzFeR/3Q38MGkczW5LSGyXEDkfigj2UsKJ5+xiW2mTDtt4CCKLBfMPSua3xPmftvEL3mcX/VGsH/6BnFWezcywjB8nI71k2EYfiUMQ2ve+jR6PAE+DXwhDMO1MAxfRvOOg0EQ7ARyYRg+FYZhiMj5ZyJ1ftv8/iLwXWYBsoeHh4eHx02N932EOqqTtlKPaXRhcigyaZN4JBGZm0NEq4rIt022YieEw0j3nMJZrOVxvsw26hygjIM1nPXaPtwCRZDDxSTSW1eBUhn2ZeEOk/q7D5Hk4RacbKrtzcBoHuYrcMe49NEDA1qgeOIEvF6Bv3satuegbHQKxSI8MQ2FhH6Pp1V+WwE25+CFGe0vl2FsDLYa/7muJFxoSRpSzMHICGSPQS4nkj5YEBkvlbSg8eVlODqnyPICUJ5RdH3EjOGb83BgUJrsvjwsVjR5GDfXbXMWRiuSyQxnYUdV96kLOFwXMR7FpRQ/gCLWT+K00VZnnTb3yjqt2EWL1g7P3rsRnFuIzfAIGpddUVuNHLcTMTuG95C2+ieBPzS/dyGCbbFk9l0wvzv32zonAUzE+wx6KRN39/fw8HjPIAzDx1CCWg8Pj8vgfU+oo7DyjxoiqoM4B45qZDuFpB4NRMRSOGLWQPrcPLJ6exYX3T5u+kihiHQ/IstlXFrrbUj+kQc+gryY7zHk+AkzlqEhOD0r8pgC1poimhM5OF+HRALqdZgY0HcyCY0GLC1BqwV7BkV4j84amUMWDk+LHA634ei8IrgTE5JkZDLqo15XO/U63DIMQQIOz8P9k4o0T09LZ93frzLttvpeXYWFBRHqbkTy63UYqKrv0VG1e6okon3cRMBrFUWY+9EkYQV4qaJJRwM4XHVvFfYDB1JwoqnrgimfRoTYvljagUu4A2KDaeBWFJVfxGWuBOcXDm7yZHNMNSK/LXK4xasLXD51/Y2EIAj+LXqcf9/u2qBYeJn9l6uzUX9+MZOHh4eHx02D97Xkw1qhWclHHhFcm2p6HpHgBCLTozjP5hVE1JZQ+G0RkbIDpu0lZA2XMPUqSKYwZPoYQJ7NJ3DWbjuQtMFGqHtN2URChGwKRWJ/b1aR6yoi1M+3VObFEtTqihKPjYkIn6tDX5+I6/79UKorytzXB3dNwvCQCO/UhBb37c/p3FMpeH1V+utsFm4bFwlvNuGw0UG8PA9TRTh+HNbbIutbcuonk4ETyyLXIMJ98KBSjqdS0lQvVTTuxx+XVKQroYj25CAc6Ne5fRiTIKYIE2ldy4G8JB4tc58y5r482nQTmtcRAS6hkKq99m8gwpxGJHwcaditubOdJLVxbwtO8PYJcdX0ORP5fg8sVvxxtFjxR4yMA/QI744UG0Jyces22Lk/VicIgiRS+Gxo0R2G4efDMJwKw3Bq+/btV+tUPDw8PDw8rgve1xHqzhTh1qaugSNCdjGb9T7eiSQfVjYwgshyHZHd7aadBI6Uz6HIcwERuToidV2IsI1G2p9ARLKOorkN4HhZ7VaAhybhsePOi/pVRAobZqFgX0HkdW5OEeLlCrxRhhfacGcexoedFV6jIRKcz8PxGem1d6dhLA2zq5BPwPyKxjPYLxL+qU8paj0+rmu1sgKDg/CNI/CBUZHlVgvuvx8qfyISXi5DoaDvu+/SdzoNd4zCpjSsto0byIrKt9si3G3gQyPaP7uga1IFHq3o2nYj9jZs7kU3cP8gPLIsZmc10HUU7bcZFfsRy9sOfB1Fkm2SlxJ6Q2G9wq22oYaTgERlHxvBykdsvRsZQRA8BPws8LEwDOuRQ18C/iAIgl9G88m9wOEwDNeDIDgbBMFdaJ3ujwH/KVLnx5EZzvcDj0YIuoeHx02Ml6aX+MTYzwIXLwqLLhrrXGxGx0I2D49rgagrSHSBon1mo7ALEzc6djm8bwl1GreQzLKIBM7VI0qY5tGrf5vZD1PXEuEMLhppsytivk8g/XPatD+Ck3bMIMJ2BKUS70MLEG8F7k0oyvuEYWQlFDHNZOC+SZHaUsV5SbfqUBxSNPkbR2VR95CRVuzfD63DKp83s4b+fhHbvHHhuHVcixpvHYOjR6GvJAK9e1j66UJBJHdhQdKM2VmR30JBJHrnoBYvDhiZCYhYt9s6PrcgYry8rEh1Og0vzcH+Sem9m01H8Et1LdT8nn3SfDebLmHLhLmGeUSud2XhWE0EdgJF1RvmGr6GFme+gRY3Fsz9K+GkNQ00YSiY+1sx22Xk+LIfyU2sw8tGiV+isJZ6N6LEIwiC/4qSXvYFQbAE/C9oJX8P8FWzfvDpMAz/hzAMnw+C4I9wjoI/Yxw+AP4Jzjbvy+YDyn76u0EQzKHL9dl347w8PDzeu+g+24xtp99wrhK1vvhf0mw67vLR3bUe2+7pal3yWCYZd6/oPN5sOTrU6eqRTrVi22x247qQjtOo5pme2PbaprhzRxAJMXRX4/0E8SHR3BL9HVfUbX45XnY93m0MyfOXj2u8/hE3ySnMxu9H11q87rnb+mLb6VV3LTrvZc+mty+CuGgSRodzR0f5KCm+USz03reEOocIlL2FeUTIjnNxljz7PvtWxDyshdocLo01OP/pMrqwT+AWDtpsf5YALyEJRwolfwFFqOcxotM21GtwTxpeacBHx0Rmv34EPnwAtvVJ2sFRPWgtRFyXlmBHP+xOiTRfaMFfH9aCwUZDiwgzGTh2TAT6yYrG/bEpOLUKZ6uwb5+I8P79MD+vfioVkedGAy4Y144PT8Fjj0FPSosOH3hAhPjIEUWt9+/XeGo1LTwcHxcpX10V6R4cEDEfGFC9YlHbP/qQiHS9DtWmruFdyJu7C8gloNTWPajXJNf4qHmST7Xg/jzMVpSi/SWcR3QdF322Upy9pk1rtZdBiV6sXn07Ive3mGdhDslHbFudiC5OvNGSvYRh+EMb7P6Ny5T/eeDnN9h/BJfnJrq/AdwYf9k8PDw8PDzeRbxvNdTW3aOOoo4JNta72ox5TWTRVkekt4ZZIGg+GUSSM4iwjSMi1YeIeA74KM5OL4Mi2HcjW4R/MP2nTB0wPtMNSTEWFuS28VxLi/9ente+JLDLVBgbEylda4pcZ7PSJe8fhllDlDdnFd1Op7Xo8GAWDph6+/apj4UFRafn51Wm2XSR7Xod7rlHx186IU308jKcbSqyPTMjMm4XJRYK+nzvg4pi79sn8rzeFkm34+zrkxa71YKnn9YiyVoNMgldh2RC0ehCCuptLaC02Sk/aNxILrRge1LnlkPXbQXpFSaRVrqAJkQN9PbgpLneSbSINIWi3Wlzz6OTnBFEpu+M3CP7RiKNI9E2XbvV5nt4eHh4eHjc3HjfRqitzV0aEVmrSYZ4xkSbcjprjs9F9o+Y7TbS8vaY/UdwkpIiioCCSNlxRKx3IFK4Fel7Z025QWAkD80K3FMUWT3ZhJeairx+wBiQZbOKNGezWng4kIcv/LUi1YMpEcyFBUWUFxdhd9JEitsinKOjaufBB7X/9RU4cED9DQ7CiydExg8fVh+1GkxNqa2ZGRHsWk3R5kJBhDiT0XYiIbLc329kHqtqs1wWgS4URNKfKcGBHEzPSPqxYwDCtqQkjYba2L/fjaleh7+ZhVvTysSYQV5OX6pBsQajCZhvQXlF13IVTWxOm3tTQdH4FJokDSD99AqaKD2L3iK00dsD6xu+A3jR3PcEkn9YHzhLnK3byITptzNtvYeHh4eHh8fNi/ddhDoaUQSRJJt8pYoimAdQBHIAka+q+b0LEaZ9iJAlTVuzSK9rFzO2cBHMaXN8HZGwXkSst/XBwRTsMQ4eNtV4A7lfnEQE8mRTZLAL+Ns52JKWFV0+72zwdg3CXXfBmhlXuSkZxfCwyPAaSieeTis9+NSUoscATz4pApxMSr5RLivCfeuYCPGBA2pnaEhl/+IJyTHOGQu9XE6R8dFReOghtV0sKpHMqZIi3vv3iXzfe6/Ou1IRSd6fVdlD92icdrHk0BBMTmr7TFXjm55WvY8VdR5JFB2/z5zzPNBsKyr9EtCXltOHTYAzZu6R1bFbxxYbqR7BZaSsmvu2z9zLEKe1HsVo1s39SuLSzFsSHX2ubhS5h4eHh4eHh8e1w/suQm0jirM4f+loUhZrpWf9iJNmu4JI1GYU1bS+YTOmzSkUfZ5AC+jKuNf/bbQILmE+s0C2pN9lFP2+HSgkFVmuVmGgISK5N6fo7/S80Q/nRCz7+uD4ItSXRXpfmNUiu8Ek/Lc/qjZmZ0WUf/yzIqR9fc5L+vVVyT9qNbfA8MABHXtpTjrpZFJa63N1uH2fIsvblrSo0EatQYT7hVkR6GPHJOvYbqLk9bqi0qurim5/a06R84MHdaxcdm00m4qK28WM2azGUa/DD/+w6rda0oHPVeDZkgh0BZHqOUR6x4C5hu5bEUWdz5pyZZyTx0DkuWghUp4x9/0ESgbTNG1i2rKpxwcQucbcd3AuMTeiftrDw8PDw8Pj2uF9R6htFDGBe1UfJT1NHHlu4RJ/2MhnCkkA5nCpwkcRmbIEvWnavx8Rs0Xk9JFERNxGt3uT0GgpG8Zm4GgLPlKRLKMbkeJaHbpTGtP+fpHOVEqkenJYZUolEd58Hl6clWVevS65xdiYosH5vJNk1Goix9YbemsBTi6qzWJRZRcW9MlktOgwZ4j9T/yESG8m45K8FAqKkp9cFBEuleDhh0XiBwbU3/kGPHNYCyoHB7XvtRX44ITOz2ZSTJh3Jk88oXE0m+prZkZkPZuFDx2QNGRlRY4ge1FE3xLdJiLGWeC8ua89uGQ9RZwOPofeMtjFqTZBT9u0lzd1Zsz+EXNv+9HEKhUpt988M3Zi1flseaLt4eHh4eHxznGjOHtE8b4h1P04kmM9gm0WvvsQ8U0gze0CIlHW8aNljn0SRS2LKGPFEVO/ggx4x1E0tIHI2iPAg0hGkkN63ArwLdPmgZaizruyiup+PCunjXN16DYGyFWguwK3m4QofUZLMj8Pu4acNrnR0O+dAyKy6bTKj4+LYO8YEDEeHFSUd2JCJLVel1yjNwOvLqvszIz2fXCfyHOtJoI7OamIca8hun190JXr5at/eo4hkyDm+79f7S8twUfvhdeWVf/2fSLsVl89NycivrQkacnioqQe4+M6/3Ta+Vknk+pvve2s/lotuY8kF5U+/baMJh+riDjfPiobv8dm3VuBAXMPHkFyjlnzTPShyVEeTaCaiBxXzHPSbY4NmX234NL/Wau9Mk46chCR/BUUDY+bJgmeXHt4eNxMaPV2U75zBwDtQztix7prznrt/Pa40nS9w4a6tsf9xRzcdiZ2bFu6Httuh3EruXTENq8VXl7RGrXYA9jac/7N3831uJ1dqsNir929UVJYYb033m+70UGz1i49rrCjaPaVSxa9CKla3N5u02k35vPb4ueTiDsIEsYPx9DYGh9vmIxvp1cjZfvTsWO9L5Ri241iIba9HrHV6414lcPFNnpvhbey0Ysej8J6Tr/dY0Hwf1yy/E1PqK1LhyVVnYvEbMQ6i3NkKOGStWQQEVtCRKxmju3EpQ4/jMj0AUSinkYXto6i2r2IVJ1DWupduBTYgyiqe6okUrmyIiI8MSGyeU9RkeLbxkVgH39cUdr+fqUZf25OWQTTaZFsm/Y7lRLhzOVc9LdUUrR3eFjE1tYZGFC/1pu62dRn76jGkEopit1qidyeqysSXq9DJnOOclltHzwoUr2yItLcaEBvVudy3nhMV43bSLGocuWySH4yCT1pOYXMz8OmjEj+3JzOoTcLHxjRuL/8V+rbnkchpzHtn9RkIp+XC8q+fXBgENImlXnF3Md+XBr4IWBbEoKWvKqn0EQpiUj164g8j5pnaMA8L3lzf4+abyvvAS02ncctcLSISouiEzxPqD08PDw8PN7buGJCHQTBLcDeMAwfCYJgE5AMw/Ds1R/a1UHnq/hO8mK3kyjyOGfKWn1sGUU9R039MrLPux2RMbtAbQmR6zOIbHchovUy8Am0IG4EkfXTSCpQA/IpWK5DwSzwq9UkgZibg+UqPL0K+0wGmpNLIsHWSaPRgKGCCPbEhBYVXohMutsmHfh994mwz82JuGZMezsHRWxfX1W71uZueFjjqFZFjJtNuW2EbRet/r7v03hXVtRWKqVj6bTIdy7n5CX9/S6ibGUny8vqb2QEXlmU3rpQgNOG/N95UE4jpZLaKBY19lLE5SSRcFH7xUWR/3wevlmW1GPcXIuSua8PmOehjDKS3ILIdNmUs1r5JiLE60gq0jb7rEZ7yPy2ObWtVnvWPCOriGAPmuMbOX14FxAPDw8PD4+bB1fk8hEEwX8HfBH4f8yuIeBPr/agribsCdr04hvBJnV5HmehVkGL24YQEbYR6UFEoJuIRI+YunUk5biAFsDZxWwtlBhkCWe7twMYSMGD/SKqwyY998wsLFThz0vw9aqI4IG8iOOxY/C3R+DlZZHndluyjHvuccT2wAERyt3DztbuC1+AP/gDyR8GByXbsPrqs1WR2LWGCGuh4FKWJ5OwfTBJs6n23ijD7ql+BgdFgksl6O7bwvy8+iqXtVhwYAD23bWZgQE5j9TrGoclw03jQJLJqM/+fjfWpSVdj3vugdsmJC/ZPazzbLVcRPoN89Yvm9WnUoETNTmLTBuWe79hs0eX3b04bZ6DbeaTB0634Jvm3uXRNR8xn1eQreEiIspL5rlImPtr9dV7zHNTQ2Q6YfY/aL43+kfmXUA8PDw8PDxuHlxphPpnkET0GYAwDF8KgqD/8lWuH2yyDRABertpoQso2nwWRTFBZHsKRS2fxS1KfAkR5QFTto70s3+HotpdpmwfSk6yta0yq02YWRWxrFR1LJmAE22NeTfGKSQHhw6JcB4/LjLaaIj8jo3pG0RU221FeEdGFCXeNQi//wciqdYrettonvPLFY4cUVvVqkhtkIBUQr/7+yW9+Ju/aPEdh+BcTZFgKhWaTbWVz0NYOcPH7k9ALsfqH1TYN5lgabHN8uGzjI7KPaRSkZ2eTRYzN+ckIffeK0eR84YgT0/reiwtOdcRm/jliSdEyoeHFYX/2L1KAAMwv6zr3A0MJeC8cQhZXNS9KSBiaxPupID+DJyo61nYDwya7Ukk2diPW9Q4jIi2Jcdtcz+tNeISmnClTbklRLAfM98pNtZLex21h4eHh4fHzYEr9aFeC8PwzWTtQRAkceuzbij0owiilbmnuHTmugp6/W6Pl3HykFfMdxkRpW+iCHMfImenkM56ChGxY8i+roAilr0obXYWEcJtaIFhHpjMaCFeIS+9bzKpdnLAg4dgPKuIsnXLGBtzdnjptKLCq4aUv7lIMOkStSwswEcPwXc+lKJaFUl9baZCpSKnjJ2DKlMua/HgsWMiyjZivGsIsgObAfXN6F42ZUTcd5i04S/PtXnx6Qq1GpxebbOt4LTYt99XYP9+R6ZTKfjow1u4915H5k8uKop99z3wgz+o65HNwpe+JNKdTsPu8V7yeZH8bFZk+sgREelqVaT1Ewckf7H+2sdPwHQNDo3AfeO6x1lcJsSn6truQ28RputOL59HkpBx8xztQmT6kNm3itKal5FOuowmWt+JiLjV7RdwZHqjZ89nU/Tw8PDw8Lg5cKUR6r8LguDfAJuCIPg48D8Cf371h/XOYb2mp812HUUW6xuUtUk7VlC00GbRC3EODkn06t9IhtmF5AMfRgTqGCLDFbRIMQfcg1vgmESkcigNJ+ZhbASOzysT4b59SpYyNKQFeVN5ketEwpHmJ59URLdel3Qin1cClulplc1mJYvYOSBSmUhIi729D07ONanXoTubglKTnWObefn4WdptuWrU64rmbjZJWkomyn2uBi8cPkuxqHG0H3ueUknE/IUZJ8VIJIxH9V2jvPRXc29KRnoXy/T1iWA3zVjhDKeMLvrRR9XW2ZrSmFcqchopFrXA8a67dO7Th88xMwPfqsH5x+F7Pqn2Pnm/seQ7Cn9xVLaCExMuccz9RpoyPq778Qqa0Iyn3CRkua5FpA3k/NGXgO9ISC++2NabjV7zPMya+ikUER9BdocvmXv9hHk+ckhTvYCTGW2kl7Y66jouyYyHh4eHh4fHew9XSqg/B/wUMkT474G/An79ag/qasASGJte3C4cq6PIMbgIZQmXiMU6gthEH2XcwsYCilwXcVrZb6GoZQs5QpxDF/VDiIDfnpRDx9ycoqkvL4tgl0owOaLobakEp2vOH7q/X+R6ZUXyh0RCLhmLizq+Oees4/J5RYt7M4o6/+7viKCn07KZ2zG6mdMLZzlxAk4tiVhTKLBn5CxhW2Oq1xUxXjfR3WpVbTcacOcDm7lQPkurJTu9/fth62Aamk1OLrTp71f5tSYwP8/wsCYFyaSi5NUq7BxOsjTfol43CWjK6vOee9TP7mEtSjxXl23gqVVNHioV6b4PH9Y16evTxOGxx0S2KxX4+8O65uM5pThPJtV2Oq2yZ6q6rilcJspTTTjbhFuS2p9EEeg6MNOG/rbu7xqKPNfNvd6GFil+0DwHA+htxHacXn4IEfTo8wcXk2Ur96jjbPs8ob522JXfRPFzf7nh/n/43P3XYUQeHjcXWhko7d/42HrETS2wrxEvgcyw8ziYyL8eO9abXIttd9rmdSdc25ULm2LH1tbjdCfXHf+LW2r0vvk723P5fprne978HXYc63xnH6TilntBxY2j3R0v29oat/JbO+vKJprxsptPxq9jci2+vXLQ1e0pxw6RWY0PMvuqq3tmT9zHsLseL9s55suh0/pu/ba+2HbUVu/M/rh6uLejbjJiq3ellnrvFq6IUIdh2Ab+X/O5IWGJSsQaccOIIYjI3I0RhKNFiJZIz5p6aSQFaJp9e5BG+ijS29rEHvcCQ4MwbSzaXgIOpWGhAa9Mi0RPJkS2Pp0XGazVnFtFFyLH1k5ufl77Jyb0PTcnUr0pLU/nREKyh71jsHtIpPzZY9JC28V69Tq8Mn2WZlOke/vIZlaePMuzX3qFbX3SWzebkpX0ZJO8MtdiaUlt2QQvYfUsySTsGM+zvCxn5hePNbh1HHYXE5xcaL+ZgvybR9pMToqcbx3v5+yc7sJriy2GhlQmlxNxP19XJN1OGKx7x333KZI9P6/o9MGDItPttiLZxaLKN80fl3umYL2licl9hyRbyWQUabe2gLOzIsZT4/DkrBaOfgvIt2AoD/srui8VpJduI0/pUaSdHzfPx0nzbf2o+80zUUBvLPrRGxH7Zzoq5bBa6aR57prmeVswz+bTeFxLXIo0b0SyPTw8PDw8rhRvi1AHQfAcl9FKh2E4edVG9A5hdakJRHoaKPq3gIs2Y46VgKcQid6HSBSIVJVRwpfHEGFawUU4jwIfQZFRq5V+HAiWRdZ2I5nAQsPV2ZcXwcuviBgOD4sk9qRFXK1X9MyMotDZrEhiKqVPvS4ZQjarqO+4YXmNhup84uEEry9rlrl3n2aYL003mZ0VYd7UhvOrZwkScMcD/bxyeJVWCz7ymV3Qvx0WF8lkyjw3DQ9/Sm1Z945tE/0w8gGGTjzFvPF3Jp2mVmrQarmJwf79EPQVqC6VKT2xSsIsctycT1Crtmm3Nd6tI3nWFyokEiLHw8MiwdWqFl4ePCii3WpJS33ggK7ZB4yE49AhyUWSSRHsvj4R7PMNRfbzeZHyoSF4vqakL7ek4OgsjORhtqIoM8CxiqQgA2ji9Mk01Boiv3dlYbYmgp1ExLeBSLRNSb9qnh0LKymyC1ttWnL7O4WbxFm5h49Oe3h4eHh4vLfxdhclPgx8L/DX5vMj5vNXyEbvhkEVked9uAhhBpGhgtm/D5GhFpJl2DTjq4jczJr9jyDivYpe9y8h8pXFEaBUCgZzIuHjSEf9oQy8Cgwm1G4KOFIRafxoTsRwe7/I4dmq9MOTk5Is9PeLJFarItzWf7lYVFR7YUHktdkUyR4bUxSbZJLerKLDVg+Sy8HUFOyc2sXQWC9LS7CjH9YWRXbzeQiXXlVYN9XD9tEtbM7CmbKkHIkEbBvZos4WFkgm4cMP5OnJS/JxalVkNpOBnYdGaDTgtekylYomBdWq8bweHaVScVH5l49WlFa95iLw35qXe8d99zmnkQMHNAl58knYknOJYEol9VsoaDIxP6+2zpr+EglJRgDuHtTkY7oiz2+AXUkj90krWnynuadbgD9p6L4XgRUjFUkgAp1AE6tE5LML2fEtzJxTcgAAIABJREFUIYJcw7nL9JtPxnxbF5BnzPNTNc+dh4eHh4eHx3sbb4tQh2H4ShiGrwDfEYbhvw7D8Dnz+Rzw3dd2iFeGBiI90zh5RzRCPY0kHUVEqlOINB9HxGccRbFbpvwEesV/AbgVyQDSKDr9NHC8CV+pirz3IB31kYhPck9ShHw7MDMPK1XnK91owOyqFg/Oz8PQgOotLoqo33efI5Dz8yLVExNukV8yKVePWx6+nbDRpCsBO4ZTnF9Y5XytTbMJ24Z7IZnkjaVz7H1ohO33jtOzf5zd+7YwNATB6AiMjXHq+GucnD7Dx/79x6hUJJOo14Hmmn5Uq2wd6uXCaoWXZxqQ3kTBZE+8dTIFzQuk0xpbowHbBlMMDcFrK0C5zNmqvKVtivTlZUk6etI63zfKmlgsLjoNdqmk9rNZLdo8Z/yzDx/Wvm5zjV5d1gSl1dJQKxV45BER+nmTTj2Bs+Bba+m+92YlvXjMPBMgQlxGUekFtPAwZZ6JlLn/H0OTM+vu8aJ5xmy5PLrnx5GWPo0WLJbMM1ZHco8c7o3Ku4EgCH4zCILVIAimI/sKQRB8NQiCl8z31sixnwuCYC4IgheDIPjuyP4PB0HwnDn2H4MgCMz+niAI/tDsfyYIguK7dGoeHh4eHh7XFVdqm9cbBMEhuxEEwT1I3XDDwGqoo/J8G6E2CQJpoAh0EZFqEPm22QunEIm2epgasky7HZ1sFhGwAiJGto0A+RbXge/MwNNVeKUFxTTsNXr7/qy+z7YkHSnmRAoTCWUzrFZFJp+fcVrhdFpkenZWGult43309Ulike1LQ/0clYrRISe72ZRLsimXpK8P1qvneOPYK2wd6hWjXH6Ns4dnYWAHPcWd0FiDg3eSz0siwfFnyecV/d052QfJbpic5HzpHOTzdA/1s+dgH2vlc6yaDIvr9SbUzxEU8nSNFhkf177to1sY2t/H2fkS/f3A8C1sMpkSk0l9k9vCHff0cuiQpBy5nMh2Oq3zHx2FPSMi3ltyGlcqJUlHl9GRn63CM0c0YTHBdPbtU/ryD47qmk4YO8BEQg/99j54vaT7mDD3fAty67ASnxNogrWOJmJJc4/PIQmHXYxYNc/THbi3Inbxazci5dbJw5LnWdOvfSMSWbNzLfFbwEMd+z4H/G0YhnuBvzXbBEEwAXwWqWMeAn41CIIuU+fXgJ9Gywn2Rtr8KeCNMAxHgV8BfvGanYmHh4eHh8cNhCt1+fgp4DeDINhitivAT17dIb0z2IhfEr2CbyECvYAIjCU007gFYdYJZArZoD2HSPKiKZsFHkWyjhZydtiPkXUMQHIVnmrLQm8N+C6z0PBgVrKNXE6RU/t6/5lZRbMnUdT1hRlJGPr6RP4GBqC1pGhuuSxSWS5LAnGuBusrJdaa8LVHYWiowdDQ/JupwktPnKPVUhu779kNpVNszXVBe50X/mSWQgF2TBS4MH2C2Vm4/ZO74Y/+kEYDNg9u5vxyhXZbUeIdE20Y/QCUy2zq3wwTt0HtHBw/Ts+hKfY21qBS4cL8SVrLZXqyepy2FIyeJJeD1VPUakb60WoxdP8Yz/7RCXYMqI+11TPMz8Ntk0m6Ey1aLclYslmdv7UA3DvqMjwODMDjj6v511fhgxOK9B+agKdmdA9LJUWue1Iayvi43gr09SmBzqkS5DLwgwNKfV5uidxuNvd2BRHhBEobvxOYysKRmsodR5MuG7lewvmVN9GEzmZDBKfpt+4f9jmdMWVzXHsddRiGj28QNf40Wi4A8NsoYP+zZv8XwjBcA14OgmAOOBgEwQKQC8PwKYAgCH4H+AzwZVPnfzVtfRH4z0EQBGEY3pBe9R4eHh4eNwc+nviBt338q+0/viZjuFKXj28AdwRBkAOCMAzPXJNRvQNYb99JRJKHcQsKo77UFfNtLdGKuNTT1nu6jKKUlugUELmeRF7TW5G84Hzb2e3tQBZ4W9IicXNzMLsCIwV4+D6VH2q41OGvr8q548ABRV1HRiRvsKQ2lXKe1B+YSPHaQpP5eZHnBx5Q1DqRgD2fup31Y8/RbsvCLtvfC6lusc6xW2HlNW4bbEtT0Vije+oOio1nNaD+HWzOnYdikU3ZV9lUKDDaep711TJdg7s4fXiebf0JmH4eMptErKtVWHkdmmt053thcpLwyacIMr2E5QpBvwnJD+xgJ8b6qFaDoV3ccTBF2Ghy//3Qk0mQz7eh1eJCU1HrgQHYPpxm+kiDC01nhXeuLpI9Pq5zHh9XpsVzNXjggI71AvsmNLwd/fDNZbjDTGgaDV3PqSldt1NVSJZguSWXlUH0FuOUeWa2mmfJOg5Va0rkkjHHQIS5ibNfbJnnqIKIcss8F+lI+TTO17zOdddR7wjD8DWAMAxfi2Q+3UXcfGTJ7Ltgfnfut3VOmrZaQRCcQcsPSnh4eNzc6G4T7tw4LBB9FZ7sidvIbdt8LrZdzDmPt1s2nY4d29NzKrb9+oUtse3uwP01LXVtjh0704rb6HXa6vWl3TgSQTwGcLbZE9tOp1w/5xpxm7n2eseL/45wQrjJvT/vPtsVP1iJb3dFLmdXh23e+e3xflrp+PamiONgIn7JL7K+64q4BKbfiNvvZU/Gs3c0+tOX3Y6N6YGp2HbUJg9gfVs21s9Xnvp3b25/YuxnL9lucGfcByN85vhFZaKk+a3I9tXCFRHqIAj+fcc2AGEY/m9X2nEQBA8B/wFxmV8Pw/AXgiAYBH4PZf3+kTAMa5drYyM0ULTvOCIvyzhJRgaXOrpmPg20YCwJHDG/95n9c+b3VpRK/DFcMg+QFODphkiRjTDeP6KI58gIHDkGfXm4a1wOE8uPKZpZRx7UyaQSsayuSrqQz8u9YmREco6nn3YZEBsNeOVEk4T5NzM8LC3xxz6T58JqBZprdO0bp2vpVbpHPwCrp1ibmafnwAchK8JLO1QnzQtQPcPmid2w8hq0c5J+HD3K+VqbTZO3s/2u8+aCnmfb/XfA0kkY2EHtiWNkH9gB5TJh5QzB4E4uLL5G9/IywdAuaLcJ+gq89ugsO3/sAUW0V0/JSaSvD2ZegMlJGo8foVqFnnRb/tf5PO2VCh8Yhb9/HCYaDb5xROc5NCQyXSxK3rHelnb88GFNKg4fVlbHLWYRJiiiPzcH92Tg1jFNXCYmXNrzoSHIVXV9b0vCE2V5hp9u6bkZxkky+pGu4RGzfw6R7xYi3GmkrZ7DSY0y5llp4dxj7sK9FYmS6RvU4SPYYF94mf2Xq3Nx40Hw00g2wvDw8LczPg8Pj7cBsy5iECkSF4z9rYeHx1XGlUo+olPJNHL/eOFKOzVazP8b+DiKcH09CIIvAT8G/FPERX4U+C9X2ja4bId23mQ102PoNX0LkWPryJBAxHsEaWqHzKBSSMJxCkUhB3ALFB/OwmJN0cthXMT7hXnpZstlXaypogjz7aPyfbYe0adKSqW9YwDuPKjyjYYW1zWbCubaFOD1uoji4qL2gb4nJoCREboLFYW1x8Zg/FbpHQoFenKbYfYFCY+HhmDXARh8Xg0tGtZfOwv181A6BX3b2bS0JHKd6dVA931QK/xyORi/jez4baqb7CY4OAV9fXSXT0PjvPMCnJlh572jsPyaZgZLJqBZOwepbt74yhGyWWMPOJRnU7oC6U30HLyFnlKJsZVXuWVyC4daZ1helsvHZz/rZB7narDW0Ok+/rii0Y0GnM1paJmMyHQ2q4WQmzLQnYTTxvu6XJEWfd0seHxpFR4cgsUl3fNDCai25QLypw24DZew595+6F/V81BGRPsCimjvRbPDo0jOsWyeG+voUcPZ5EWTvoDT/nfufxfwehAEO010eidOpbKEHCAthtApLZnfnfujdZaCIEgiWXpHSgEhDMPPA58HmJqa8pIQD4+rCCPL/Bngh9CftVPoz8yOIAieBn41DMOvXcchenjcdLiiRYlhGP6fkc/PI+3lrreothEOAnNhGM6HYdgEvoD0l10oyNdm42jX20ID59YxgEvMMY2I9OO4d9B5FIWu4qzQ5lHE8RB6fz2D/iLtQeygBizUlG68CIwWDNkuyEJtwDhdABw9Zqzi5p1jRS4ngrdjQN9LS7KMK5WU8CSZdE4X/f1aZLewIDLY1yepyMKCZBFUq2rAEuBCAQZ3iVhXzoh1Fgqw6xZ49ajKJxIi0ouvQN926SDKZTW6fz9MPyd3jyNfV8i8sabBWP++dhtaF/R9/Dl46BPw4HfDiZfUdn6r2q1WYeZ59VWpwPBu+MEfpDvl9NH09dGV64XyaV74wrO88MirmjQ0zjM0pPP9rgc0vPFxuPPeFLWaTiufVxvWp9tG823GyaEhZWA8tar+5hdgW5/u8c4BeVv3pKVnX1rSvbAv3BrIjSSFwjr/P3vvH93WeZ95fl4QBEEIBCGQokiKomiaommalmVZlmVFdhxHdRI3dXvSJJOZnabddranP3Zmp53taTrd2cxMp9Pubtqze/Z00m07bdp0+iNtPW6aOo6iqoqjyLKsKDRNURRN0xAF8QcEQSAIghAI4u4fz3t1CVqSJUeOk/g+5/AQuL9x+ZJ83uc+3+ebQBOxw2mNn1FkL5lFqnM7Ok4rXm51rx17g8gqBF48I3afdrxOnoPUNoP5DuGLwI/b1z8O/O2a5Z+wyR1uP6MT1h6yaIzZa9M9PrluH/dYHwUO+/5pHz7eEfw1+vf1iOM4dzmOs99xnN2O42wFfhP4YWPMT72zl+jDx/cXblWhXg/3yfat4qrX0iKF4oD/L+DzwALwz76dCxvD80bPIRV5DCnJrXada/UI4pGaFuBbiEi1ISLUhdj9AiLfbmOPOLBjEE6NyWISzelcLqEr5fS8u69VPHMsB+lx+MlPiDxv61aiRbkswhePe3Fwra0i3vm8UkBARLp+xwAE69l+oFU2DBB5DQZh/Cy0ZUWAe3thbpaF8Vmadz0As+ehsqrlw8OyfZRX4NBXdbKeHgg1WOZ6t6wg7qP4zg59j8d1QR/4OLQettvepYsuFGD3A7DjPsgv6HrccxUKMHiPPtD4WaJPvheKSzZAegnCDTiZJeJxZWbT10fqz77Gqi2uLJclwD/yeJCVQpl0WpORXA7u3QEvHNOhs1lZOsplqdSlkvZbLMBKGXbu0OWfBeZHZdlpmNHkakcCxrKy90xVNRbm5uBAADL2AelddmyA2OWiHUtunvQYIsQF9ERkGyLobiTfoB07VTv+3IYwo1y7k+fthjHmz9EkuNUYkwI+jf65fsH+c50GPgbgOM5pY8wX8Gp7f95xHNeJ97MoMaQRFSN+2S7/r8DnbQFjFqWE+PDh4zsMx3F+4Abrvgl88zt4OT58vCtwqx7qtR0T61By2K+9hfNe02tps64ffQvHewNc28c4XrZwHhnJHkVFhW1ILXSbr4wgstOByFYBEZ0r6MNuQ4/r+xDRzgFHx0SE3A6MdyIuGYvBQz3ioMPDKjqsTIi3Hj4stXpmRpxyzx5ZFHp6YN8+ke3N7fDapJedvLUvxKujZbbHkhCog2CdVuRyUFrm4niWTX3N8isP3aMTxOM07+kXoZ2elq0jYMQq9zwoWTfSaI9xRcp2LgexGIWD3yC6x5Lg0jJ0bYWWDwNPAIfggXp49QUde2oKspd0zlBIRZDlKxBr0sxi33sk9z7/vK2wNF5l4ehpFueWaNozQEd8VkR+bpblou7Txz+uezEzA+enKsqUDigZpadHvmmXt+/bp8uZm5PQ/sqo7DQg8b2zU4r2k316EpDLyQ6SL9oMa0R+I8C+ThiZgc6QssY3omem3WjSdRl5o924xTE7BvbbsdaGmgB14kXoTdtjd1NbIAsaQ3O8vXYPx3H+6XVWvf862/868OvXWH6S2gaR7vISlpD78OHjnYcxZtc1Fi8A5xzH8ftK+fBxG3GrCvWH17yuAPNv8Zfyev7MN4Ux5vPAR9z3672n7nvQ43a3ex1IdXQ9LmVEYDrsxRRQekccNWe5iGT0AUR+okiO640oI3ksK7J9HPjnXTCRUtpHzn6wZFLcEWQzMAF5nkdGvNSK3l5x2xeOKxYul/PU6rY2cdHBQdcPXFZ3wUyJ6MBW62GYEkvccR+bdtXByZMU0ktEA4rJU6vBRpm4CwWFMx87JiLuJoCUy9C2WUyzWhXBTs8T/fD7dPHBOhU1PvAYMjlk7F1s1kWGG+StSKVg4qyM4e0dsG0QXjqi9cmkiPKBAzA8zKXDL9PS1weJBKMnltjahfKuo1Fmxxfo6A6yfTBALlchYL3OQ0Mi1b293j06dEgfPxLR8rsH9dFOnNC93BDhapxgOCwFuyEMJ0eh15LrKyWrHOdFlHfGRNinZvQzD4XAlLVuCyLFL9ox5MZh7EYFrXPAMTThmkaTtSoi1Gsf5Uziee5jdn2O65Pp119/HWPM2vqFpx3H+bHrbO7Dhw8fLv4LsAvpRQZNhEeAFmPMzziOc/BaOxljwsjd1oB4wl87jvPp78wl+/Dx3YFbTQe5VUL9n9b/IzfGfP4t/HN/CdhuvZkX0KPhm7J42HP9mD23szbPF0SaexDBSSKyAno0/zAiQ8+v2XYWL1LvDuSXbUBEehQlMxSBp/rh2IQIVqkksuUWnS2XRIaGOmF5BrZbf++zh0TO3LbhK2Vx2K4uHadS0Ws3bzpgSXc4LOW0XNbyh/cBvb080HNJBy4tQ/8uscfJSX2YwhLk80Tbm8TWs1kx0P379T4clgI9flZM3fVOF5f1/tAhybqZjFTuUIM1JC8qHu+Vb0DfPDRuh8Uz0GRbkicSso4kElfj+Rgf1/exMyLuA3fD5Ku2BWQ9LT1NcOQItG5iaM+aeL94nI7KCpfG0uTz8km784ZCAR75ZA/LY0nyeZ0iHPaKPMNh3d/JSZHmSxmR7JkZ8f4z4/JIj83ZgtWwCj1fOC7S24Z+hkfyGk87B+Avx8EUVFn3GvC+AIxUNXnrQwTaLTB0q/Ta8CZqYTRJO2q3czOnXfLcZsdu0n65WD9JvOOOO7h06dJ3VQMlHz58fE8gCfyU4zin4WrDpl9CT5afBq5JqNGD2ccdxykYY+qBo8aYLzuOc/w621NX5xBrVjrU8pXaXLZYoycXNNTXanDbmi7XvO9ZE5XX1zBfs64zWLttU2C55n2x6sXbrY++a66r3bZS3VTzPlO+/p/YhmDtNW8MeFFyq9XaB+4rpVpaVV2pjcILLK8pXVv3rN6s1i4odnqfoa5Uuy5cmyBI/bpMNGfNZYTytfeitLH2WBvPeHrN+hi8hb7a+7I+cq/xkpfJtz4W781Qd6nAlyeu3f+rMjn1hmVuFN4TD9caI8xDO2oi966339uNWyXU96x9Yyv5H7jVk9qM2v8Z+ApyU/yh+wt/q3Bzp12LRx/eY/sevMftWeR/zeB1rJvGS2AAxZWEkA4btPt8EZHn16ZElEZyOm633S6C2mZHkEUgDBw7CR96HO7sEtmOxeTjfXCPrApzcxKPQyHx0GJRPPkeq8JWqyJ8bldAurZy8fgU1SoEgwu07NyqwsFUStItyHLhBlZPTlr1ukNMPr+gosVkUmR8elokuO9OnSTcIHbp9vru366EjlxOinW4QTLv8DC0zUqJdhM9CgVIXZDFo7tb+xSXdZ6A0fu5WbFe8KJKuobg1DetTL8oO8ruByFzkZahOhIzsxw/LgUaNCm5eCLJps4gY2MVDhzQxx8d1aSkXJY4Hgwqf3qpoNvQ3a1b0hxTx8WZOdi1Uz+DF44rA/yubt3vuTloTsODu6VyLwKdrXA+o0lXdzfsTGoMpfGa/7jj6y5kFWpC+7bZ5a5fegrvMUybHZtJPP+0i7WTxO/SSD0fPnx8b2Bg7f9Wx3HGjDH3O44z5cbeXgu2mNilaPX2yy8w9uHjBrgpQm2M+RXg3wKNxhiXfxok0P7eWzmx4zjPAs++lX3XosQbSYerGrpEG7yiwywekSmjKL0kIjVjwHuAh9rh+Jy2n0De6YsVr2hsEHmwC8B7gVQVhhKydQDMZODlERGxaEBkbXOb1zo7n4fZORXMRSIwNQe7E/L1DgyIfJ8eVXFicwwoLFKpeO24yedFkg8c0OtsVkT4J38Snv2yiK5bQJi5BLFmMdJ0WsS6bRNEm2RSDoVg5/1aVrbFjEeOKLc6ENAxCosqaCzaZi6dHVKwUymR9NYW+bbzebHb4rJSQLq36YZUqyLYExOszqSpe+oHlfgB2n/XLp17eFgsuFrF9GxjMH8O0P1oa3Mb3VSuFh8W7CSlqy/MV79Yor1d9zQc1vbFog4Pmi/8/bPQ26NJSzwOqTlYLej9qZwsHXf3Kv97ASV7vJbRf5Kd7TCZFJHus2MuZcfQDCLTA2hSNo9sIG4WOnipH24Lcne8uSr3+vGbvMZyHz58+LhFnDXGfBYlaQH8E2DCGNOAEj+vCxtv+030J+93HMd58Ubb+/DxbsdNEWrHcX4D+A1jzG84jvMrb/M1vWXkEIlZm+Xr+qnXkhRXvZ6wy7J2+25gewiem5NBPIXXajyGvNHngc4AbKzCV5GHugWYysKT++DgMRGwjnY1FHnxhDhiqSQbR0+PiuwupOSomE/D1lZxyulpaO5NMHkwSywmC4MJAJVVymWRyPv3hSGxUU1Vxs6wOn2Buq4Oeabn5qUmhxsli0++qhSOwpI6x/T2isGfOiX7R+cWT30++ZKIb25B5DpzUUS9t1fsc+aCF82XTisuL9Korx/6CMynpEZPvqZjTkxodhCJaP+pKWjfTJ31aJO5qELI3GUx42xWEXtdttlMNktze5gruRL1QXVErAtIRO/vh22Degx1JbsE4TCTk6Wr1o+A7Xy+c6cawizanOpLFVhM2p91UYP/zj5F65VG4GwJlqdk9dmJCkyX7Lh6Zk5PKlbRI5WMHS9rkUQqtNuspQMR5hyKWHTRgzc5u9aEMIpH2m+5s5EPHz58ePgJ4OeAf41EsKPA/4rI9PtutKNN9dlpjIkD/90YM+Q4ztpa6poGTfWb3oHQTx8+votwswr1gOM448BfXatq2HGcU7f9ym4CBsWMXK8Zxnp/dQ9SFMOILEcQcRlFVo8twHjZszVtQ7aOVbwiMoByVd7rLtT0wy2GnJvT91XELXt7pTC74RfbumFrtzKp01a6DIfhvTbX5MIMLExlWbYRenUBeHUCGkKLZLNw/56gdpiexgzJfVMXj1uCmoGEzX+Ox0WQIxEla/TfBV1bpAL398sn0denpi9ueHMwKOIdCMju0d8vUp66oO+trSLqJ07YGJMmKCzhTE9i/uj3le3XuUXFhdVVFTpWKpLk2zfr/ZEjIuADd8NzX9Z17bxfEXqxmGTlSCMrxQr1PZshmSSZhLv2JbQut8Crz89KpS8tq6tj6wb+4a9zDA2Jv1cqmhfMzSlyrykK3zwp4by/DWbS0Nsu9bouCF+ZhIdadf/dHtldQGcMvp6Xx2kVPa1wx0CrXYYdRwE7ju4EXrXv3Y6K4MUyuq3J3Scnb2bniOA1J/Lhw4ePW4XjOMvGmP8CfMlxnLPrVt/UfN1xnJwx5gjwQWrDiWoaNEW2d/qWEB/vatysh/oX0Sz0t66xzgEev21XdAuow/NCu4/H3WQP1xs9gRS/jF0eRTaNRUSu2+z+3Yg01SEicwLdnPuQ6phHJKqEChg3ob9Gp5FtZKNN/+jtluAbj0txduv8gkGJxJGIrAdbOhXzNjwsftvfD3cPSDyu2tzjREJttrNZuP/RJuYnF9m8u0nENp8XUQ0EYDwre8Xka/I3B23VQGurLmD6vJadOgWhcZHXmQvapqdH1o2eHqVzDA/LvhFqEDtt75B9Y2ZW27dtstWCV2D8DOk0tHEOMzysKL5cTt7ogQHdgNZWEflAQKQ7PS8lOrJB69Jp7QMQrOfi0QliMXQDg0Hi8QqXJ7NszGY5l9TEZGoKtv7k4wS+dIhXh5doa5OV3M3yLhTkdw4G4eBBTWzGx71mO52demqwUBF5vrMXDp6ARAAS1oa+VNQTidPAgQR8MWszxpFXv2jH3kPoF8DNM9+KVO0jeOp0O15BbIE3J9M5RMZ78BVqHz58vHUYY55C/R1CwB3GmJ3Af3Qc56k32W8TsGLJdCNwALh29ZgPH98G1hYY3qiwELzUDfPQjls6x/q0jrerSPFmLR8/bV9+yGbNXoWN13lHsIoenffZ96PU+qZL6K/IQ8ALiFS3IgvHRkSWynb7EeSFHUTlzd0okWEcEZwnQvBKWQQsh8jOh3aJf4bDkC1CaVxCaj4vLhoMykv98F5re84rTKM5JsLnRrq1toqjTk1JWe3t9TjmSlnbr2QX2bx7K7MnzpNMikA2lZZFrj/yETj2AkxMMDuSoaO/ySrSZZmI2zZLBW7b5KnRgTolfnR3Q9922TRS58XeH3tMSvTMjCXtjSLUex+Sij1uu82nLrB5zzadJx5XOkisCfY+DMnXtU2oQfu2tqpwMp9XduDeh3XOgQGYDOp1LscmUOpHNgvBekKhEpmMJiItrXB2XPcq9blDvDqh+xAKgQkGqFSqVzsqXsyoQ2Jrq4h0pQL375JaPTAgR0rB/oy/eEK+54Uq3BPS7TmckzpcBp62DV960URrCE3UDCLTo3YM9aDJV9GOn7IdfxEUaxNAqR+jiGxfDyVqE0R8+PDh4y3i06gz8REAx3GGjTE9N7FfB/DH1kcdAL7gOM6XbrSDwaE+oGd3Tqh2XWnFi4bo21ibBLGhrlzzvjnopXHE65Zq1rWsS+qo3qDZc8mpjaMImdqkjsb15633jlWp1iZzrEelev3zmrpaod4p1m5bbah6x3Fq19XnawtFnTrvfd06FWZ92kbdleteEiuR2uPeaNtwulRDbB/8yd+uWR9NXd96v9oSve66W0Wwr7Zn4NrUD+fFkdt2nhvhWsT7RsW8t5rycQxlWr7Zsu8YyojElPDiyNwCxBwi0WvJ9H3Ay3bfLqROV/GacXSgNJABRLIuoOK0L5VlISmcGEp0AAAgAElEQVQBHwzD4RK8dkqWgFgI5ouwPQjn5qAlKhV0Ia8UiUgEvvAl6OsUn+zuljCbyUhAdslze7vU6cFBbbepPy4l1y3qq1bp2NlGKJSmqcf21i6vqAiwr0+xc9kvSxEONegipqZEaF2GHwxi40JEsA8dUhfDSKNk23hcxNrmRF9N8chctN1T3iPWX62KeI+OQrzZ9gCv1zHc8wzcbaso0XFbW67G40mh3iRLSnc3JJOcf+40W/dtVQFkKslyETZ2holGS9QP9NJQrdJTSjI1JcuG28J8Pg2xWJWTJ7XsxAk7j2jT6dwklQ0R/az/9M+U+91rowmPj2usPBhSXWcyCcNfhCcH4X8fEyEesuMnhsj0PegpRwYR7aNIVe5EvvqqHSs96PHNYbzOnPDGaLz1uJa3+lowxmwEtjqO8535C+PDh4/vJVQcx1m4EQm4Fuzfk/vfnkvy4eP7EzfroW5HFuNGY8z9eDbjGOIb7xjcxhlrG2PE0UUV7He3A10B71H9NFIPbQ4Fg4hgfxWRoKN45LwHFanlUNvq8RLsQ+r4BSCTg0vAtrIe9w+2w9eeh3uH4JspCJ6AA/vs9VbFMefTsnjEYiLWhw9LOXWzk1MpCARyhEI5mloVWr2ayTE6qgAOWlthbEzsu1iUhWP8jBh6pSJWGItBzx1SixMJFfvZTohks/IwV6tepF1kg+IwnvuKih537RTL3/8eW1l5Rcc4dUr51sGgFOy5eZHpZFLycWIjHPoHbdu2WQQfNCl4+BH41kkp5pt2wY+2wZnT0L2VrU/V65g9PTAWo3HsNKuFEvk8TP7ZFIODundXrLCwpVNKM0jJ37VL924xf7VR5NWwk0BA3D9oU1fm57RuuQRDXbAjoNvyuc/B4bzGwhfH4OOoEBX783Y7H34d2YfuR+pz3I6fFJrMhVCu+evA71KbO51Av3ghvBxq19d/MxYP62d8yh5mGLhojPma4zi/eBO7+1iDLfFGej71929Y9o1PvSMuNh8+bjdGjTH/DKgzxmwH/hUSwXz48HGbcbMK9QdQtXAXsFb/X0Rxeu8IHGofnbuqn0tKotR6qsPo2dW4/V5C6nYakeW83WaTXbYJ2T82IILdjhq9OFgOapt+hIA93TAyreYuLQlxy/Mp2Gf9KMkkpGZgcAC2dIn3NseswBuXmNzZqeMWi+K1ja0bKKSXcEplymVoiIUYGipjImEWT05QKsGmygiEG9UhsTvBpWdP0PLB3QCsHvk6da1x63tY9tTlyopOmsspPq+nB44etSkfamVuHn1EqnVXl5blcjY6bxkef1zH6eu7GnPH0aOQaJFino17Hu09D8niEdkgT3XnlMg9wNIZKeBuRnbnFu99ayuEQtSFoKWvk5YPtspSUi6zvyvPmZNL5HISt0+dgrsGdBlu08ZWW2g4PKxthoakXl9Ma1mlAq+l1MSnt9ebf2TzUpxDyOYxgYhw1Y4N1yYC+mWoR+p1P+quGcFTlyeobSeet+Nqj10+bMdmEfgh9LTFfWB2o86JQLPjOHljzL8A/shxnE8bY3yF+i3gWsR5PcH24eN7GP8S+FX0r+zPUe+HX7vhHj58+HhLuL4RaA0cx/ljx3HeB/yE4zjvW/P1lOM4T7/N13hTCCP1cAci1QN2uUtY2pCKOICnarupCzG7/2MoP7iEl+7wECI3KaRqJ4HWqEhYDBWyTaMitkZEhufmZPVYKcP5aSVN3D0Ij+6Hj35U5G1DRJaEYFAK9Xwann1WQRiuRYFQPeenlf7REAnw1S+p/Thov017eiAe59XhJaJtG1iYyip3uSTLR13vNohsoDA8KdvH8eMqWiwu244oW8Qsjx2THaO/X57sri4pyNPTqqQcO6PlZRUikl/QBR45orbkfX2aDXRvtd1o6nWM7m4ZnPv7JRG3bpJqXanofekKxDdq277tItOtLdo/l9Ny98MG67k8fA4yF1nOLNHVpXve3g4f/KDu9ZEjItOVigo+Z2bg2JxsHamU0lXqQxLXo1E9TQiHYWQKilWlfkRCKkwtoQBWlxAfR97nCt7ErIQ6crq4YMdSldqZahivTXnOHnPCvk4jkv4tRKiH7NebBFAFjTEdSEC/oa/Rhw8f7144jlN0HOdXHcd50HGc3fa13y/Kh4+3AbfkoXYc52+MMT+I+GZ4zfL/eLsv7FYRQ8qiG1E2bZcXkfe1BynTbtFiLypbvoCITR3qwVqx6xxEwF9B3tgIavpyGnHJl0YU5Pnoo9A6BufT0BiwKRTTIuP3D8LZCa62yu7vl7/3PfvEVZNJqaquJaGzU9zx1UnY1AqzYznuHoTVCixkq/zAT2wR0S2v0Ni64SpxTiTgtZEl7vyRe9kZfUUKdLgBZyqJGRxQO/LSsghxsJ7lk2qc1VipKKe6WFSu9I77dFGhkG0Os1EXFmnU8kpFKnLpishu2LZ5nZzUdpkMhJd0rtZWEeQ//bw82q7/IhYTWS7YVobtm6WSp9M6Tyql95EITE1xfrLM1qpu1OgotLdXaIzoEK9PyfZxx9AGmuNLDA9LKI9ZNtraCjuy4vhtbTrFhZRsIv39sCsiYt1ZhDNTauJSQk1dmuyYabFjJIhsPln05GIcEewImkhNocla0o69DqRau09GevGKFyd4o/rcvmZ8hvEawMSvPdz/A1KajjqO85Ixphcl9vnw4cMHxpi/4wadDd8s5cOHDx+3jlsi1MaY30Uc4n3AHwAfRcEH7yjWWjlCSOmLoaSFaURmphBxDiIl223ccgfyw0YQcY7bY8SRUfzBIGQqUhGTiGAVq1IZu4BDR0S46oEPDok4V+y52trEG9vb4dQUfLBXtmfXbZHJiMt2d3sxzIUCNIREuKNRaIqBU7V8M3KBqSnYELX+3+QSgQC0fPxxWmZmIJmkrq/nakKG6euVPFtYZLUCdZEQoyeWuHvAKuAjI2Kb1arI8bN/LyW6bZNIczCoi8vnpWq7lpDODph6TVaRWEzbtm1SIWQup7tXXNI+bZvFbFtb5LXO5+XRSCTU+hxUOBmsk5XkmWdEwnt7obODraVlLs1VaInl2LlTuw4NwWwRnnwSWnb38PrhJJvaPH/1zIw+drGoQwaDempQLkuR7rTFocGgtp3Oagx9eL9+JqfGYdcAHBn3Gv4sIkvHVkSqsWMmu2b8TOB1Ujxnx1kEEe3Kmn3cid8wnmXJnejF7XoQqR5CqTTrMOs4ztXcINtG+LffuJkPHz7epfiM/f4RNF//U/v+n6J/ZT58XBc1MXM/8fA7ct71KR9v9TjfSdxqysc+x3F2GGNGHMf5D8aY3wLeMcuH29glgKcOuiTaTfBwg3GK9nUn8CgiQlOIeDeh4rE2RKyakB1kAliuiAx1oeK0J1H76vmkiPRmwA3ySaVEigcSIm6u8nzyJLSH4etH4YFdIt2b2iTyrm1CMjUl7rl95wYup5Y4aRuSNO3qo2lmFiKN3BWV52M5J/vHnTs2wOioWnq3JSB7WeQ0n4c9D7Fy6GvUx8LUhRogFmPo8SuQSNDUtllVfKOv6MJBF9O+GSZeFQHOZvXV2qo4vLk5kWgQUc5kYPS0jjN2WpnVGfmc2fuwlPK82pU7h/8REwnDgR+QpaN/u6dMB4x80888o5vQ0yO2m7rA6xMV7uhTC/Ri0UtCaW8XGc48lySRgCslcfRYTJORQkGXHY/D6TFZbAIB7RMO676OjGj9fX3wzUl44Ths7YKd/RLk44jwXkSk9h47JiYQ6U0AzyOLx170xCKNfqnc9JmA3W4EkemMXb7+T0V6zWu3Tfmo/dryxqH///LGZJ1rLfPhw8e7EI7jfA3AGPNrjuM8umbV3xljnn87zhmsq9K2QRVMobrVmnXhOi9qLWiqNes2hRZr3m+uX7j6OlFXrFkXXrdvU+D67pX1kXqXKrWRbpF1sXkrjheVt/Z64Y3xdsUVLxdwpbIuYs+pTVQxwdprdtZcV3W19iFCZUPtoYJL14/NKzfXvg9frj3WcrO3b2Bd0l1jpnbby3d7J45/7oWadetj8lYba+9F3bL3+d4szq5yYHfN+/pF72ewft/K5FRNbN2H+n+5Zv2XJ24tFv3typ5ei5vyUK+Byx2LxphOxCHuuL2XdPNwG7uAFD63eUsaqc1u2sIoUozdX4EMIkFxVGz4Msqg7kOpH2eRIh1EJN2N4MsDh4DRpAoVm4H2uJcWEg6Lf+bz8NqU54RYrYpor5Th2YNyM6xWbP1fSe3F83mp0e3t8ProEhW7fmoKmJrCKSxx/lSG1FQZKhUa4yG6u1EGddtm6qLWgdO2SekdwXoWvvg16uMblDm9a5csH7t2ifBGo/JDhxqULV2tygudycgGMjVlixK32uYrC2oeA2KhXV0ixP3b9SEDAVk93C6LLkm3BY1m1051RTzxoo5ZrSqeb3RUqvjRr0vVPnBA6yIRLk8vEgwCQ/dC5xY2D8QJh70GLeGw8qbn0zYyu10fq6tL975YVAHitm5dnku0Bwe9OL2JGZHxO1tFujMZfcXj0JnQhKs/IPsHeC3DV+w4cv/GreD5oLFjqd++PmnH0H5Ermfw2o2tD3F325SPokng2ggdY8zDxph/A2wyxvzimq9/j34dfPjw4WMtNllLGADGmDuQDuXDh4/bjFtVqL9kjImjzkunkEfr92/7Vd0kVnljG+cCIilpRJp78FI+2pCCPYbXdCODkhXcyLNeRIYmkcfabfpyP2Iso6iY7TRSDjM5L8u6K+A1bFkqwN69In3hsAj19LSNY24V0WtthcWCjXDbK+I3N6djgIhhXRBWy1XqBvowM7aZdSjEcrbEpSx0Pf20rZC01ovCEkSjXEpaMhqPszh+gaa2TXAk7cXfhRso/MnTRDubxUITm6D3TpHtWEykd8d9Ype9vbJrRKOyhkxPi2wHDFQd7fPEByTF79ihD1dclsq992GR9h077D4BFTJmMiLSO3fC9Dl5M44e1eebm4PSFTb2Jdi4Z4/k4oCByiqZjCYtsZh2dV0okYiItYueHhHq1lYdrlCQ1aM+BCsVkedcDhIhbfdCFva1wqsZkd45vGLV1lbIpqVMb0QTsXN4TVcqiExn0QTPbTk+YMefO6Fz24+X7HgZRDYl8Nqax+zrsh2rjyIfv0XIDtcgepDiIo/sVz58+PCxFr8AHDHGuF0xelDXYx8+fNxm3GpRohu38zfGmC8hjjBwg13eVjjUPip34RZyre82l8cj4DFEnKvoA7QBzyCyE0A3ZhplDUURYeq2+2yyr1vt9k9FJfyOj8PYuNTK5rBCNeJxxeS1tIpDDg2JED60F2ZnJP7GYlJJMxnF5Z2wrvRLWXHVupAk7K4ubJFghHyyRDwOq/kl6sZOQ+cWvvaFNP39C3Q81kRDGKJtGyCXoyluEzX6bIZfdzcUi9QF4PzoAlt31Ys8j4+LIMdiupCgVbYzGUXWdXaIwWYuisG6xwwErEeiWSS5UJBSPnpa3RFHRsRKJyZYGT5N/e77vCSPAwdkjK6sat9UikszZWL5WQIBqAs3SmGfnuaV4SrxOGxul9o/MaH729OjS2+x6Sj798PfPqPLGh7W+qWiLuvcNNQFNEdIJGB8Gh7ZBalD8q53R2GyoJ//CiK30Yy+j9vx1IeXR92HF7V42o6VPjy70YwdSxU7ViP2tTsWA8gn7T7sGsR7ypJBlpKN7njXY9yvGWM+5zjOuWv/Vrw1GGN+AfgX6NfqFeB/tJf7l+ifcBL4uOM4l+32vwL8FJrX/ivHcb5ilz8AfA7Vaj4L/C+O41y3OMqHDx9vHxzHec7mT7v/p8cdx7lBnzwfPny8VdyqQn0V9pfyijHmrxC//K6C+6h8bZ6vmw8ctV+TiFCPIukvjD7IHGIQjYhEZey6OeSjLSFFOxIQWVuwjUQiEZGoDNBimwWWbXReva3vGxkRj9yxw4tjbmsT4W4Mwx/+oY75/g+HKWRKbIhAarpKUzZNc2tQLLEqYtnQ2gSJBIuj50hPnOe9TzVL1k4kiEYnFGMXrJe14tg31Lnw1CnZMh5/nMZP/DBbR1/xFO5g0PqmE7aCz6Z4HDrEpckcLRFLbkFMtrKqD3HwoFTwn/sxqc9zc1KlAwFt9+ijYr/peanmIy/DE09AIMfKZ/4f6gd6daxIBIJ1pFJZ7tvfBIVFqeLBIIu5Kvd+1Mb6pdOcOz5LoQD37tD9LZd1f7NZtSePx3X6dFrCeX+/fk51AU1ULmVluwmhJwSDPdo+FoPyFLxaht4gNFUgVVVqx048O0YYzxIUtl87ERF2PfwpRLy7EYl2vdOjdru03c9N/wAvI93NvC4AD7xxeDcYY37PDtOrv8OO47ylbiTGmC2o4cOg4zjLxpgvAJ9A/P4fHMf5TWPMp4BPAb9sjBm06++xH/GQMabfcZxV4LNIATuOCPUHgS+/levy4cPHW4MxZr/jOEfh6v/ql9etjwHdjuOMXmt/Hz583DreMqFeg1vrafo2YW0r5xwiNxVEmtc213BJ827kbe1G6mASkZ2cXTaF144clG9dttttAIbisnuUSnA6A5cy8vBuCIKpyF4QiYhoT0yI6EUiSqFIJLwCuc5OWUKcqhTUvj6R7UupEi17+yCVoj5YIhzmKpm+NJmjIQwNpWXIZmnqbCISWWR5boHGri4R6O5turjUpAjtkSMsH/w6jYM96p6YSEh5jmzwmH0+r5zo1hYtBzjxErS307J7t4oO3Vbh7R0qOpybhc4OmgoFKdgHD0LmEnRtoTBxgehgVkQ9kYDyFUylIjU8dQGyWerDAa9bY7iB5aOnuG8nKo5MrcD4Gc5+4WU6O4H8IpTLnDk8C0iN/uZJKdZ9fbJjp1KylScSsoDs2CF+7zbN2dzmFYreMwRP9utn8sqIFeKzGituGYbbUfMM8GQntMzA1xBh7kSTJ+zYyKEnGp2IFOfsGAqgiZtbsBBETLhk169tTuRaQVyb0nXwV6gB4x8ghfh2IIg6oa6g+egM8Csonh3gj4EjwC8DPwz8hf1H/boxZhLYY4xJAjHHcV4AMMb8CfAj+ITah4/vNH7UGPN/As+hSP2L6N9fH0rp2gb8m3fu8nz4+P7D7SDU79jj3KD9KiEy7XpSq4hMzyDiUsSzcsQQ4XGjz9xkjzZUNBZEbcSD6BmZu18SJTmcRwVmZ3PQGRQXvGLPMTkntfFu4NQEDHSJRCcSKkwMheT7PT8tgr2Qh8ceE+GbmbHX0+aFa7R0TkO4kc39DSKrwPyRceJxke9oqEHkNxikrlqlsW0TV06dpmHvTqV9xJohdFGq7mOP0ehaL6pVFSRGNuhEc/Pw/Nd1gZ02U6KnR0WM2Zdg6FEYvNt2ndkoD3UsJgV7clLkOtwgQl5eERkGorsHIJViZWSc+q42bffoPTpu5iLEYqymqtTl85KUk0kaB7bZas0rjJ4sMRR6lXhcl7w8NUtjROR5Pg0x64sOBGBjWxATqDA4qI80be9xpaJ72hCGzqhavA8NaRJTF4DnnlNR6Iqt00zbn/cqcL6iTGoHzRonZ2Rc3oY6LIZQjF4Dsmb0IVXafSqSRwpz1I6vMl529X50rlPUEue1tqQboOI4zmdvvMnNw3GcC8aYz6D5wzJw0HGcg8aYzY7jzNptZo0x7vxyC1KgXaTsshX7ev1yHz58fAfhOM4vGGM2otqKj6GHbMtIG/j/XPXah493G64VqXe7EkBuilDfICTeoGjmdwQR5GOeQYR22i5zVecSHpnuRMTZjctz7R/DeB3qRhBJutsuc4sRJ+3+pxDR2WS/mmO26BDojMNcTskO93RJPR1NwQf3yoVxznaamZ/TPtGo1NThYXHJ3bthuaT1R4/CwAB863gZKJNOwweeXIS2zYTDamzY3g6x2BL18bj8zbt2QTZLPg+bJl9TxnPV0cHHz6i5yq5dag+enpdsvvN+2T0C1lQMItzd3Z5vuu9OpXdMTyvV473vhxeeF1t99BGPXO95CJ5+Wmp4Pm+7qYhY1ycuiNTHYrZVubWKJFqoq1ZFtLOXrIVkIxdPnmPT3hbu6gdKy2zesw3CDaQOT9ARgvruDpy5WfptvF0+D+l0Bacq64criA8P67729opID49qwI+Pi4i/Zst0LmQ0AdvVrgnXaWA70B6CA33w52Pazu2cctGuTyOifASpzGU0Ccvb10W8xkL77dg7afdz/5vVhkJ54xJu2Njl74wxPwf8dzSfA8BxnOy1N78x7D/eH0aJPTngr4wx//xGu1xjmXOD5dc6509ji6O63SpcHz583DbYeoff5zsUHBAKrNIRkRSwoa7Wph0w3p+BhkClZl1zcLnmfb3xHrrVUV23jnXva9ffChrWZclFAl5QUnXdn7Lyam2I0mrVC0hbWamlUc76S1oXo1e36B0rWKxdV4nW/rlc29NydV0k1LrbyJXm2mOFFrguShtrtw2sec6Z+dl9NesaL97CPV4Xiwfwjwe9uLv1ZLb0Q3uuvt7wJrnTlcmpG67/bsDNKtSfeYvr3lYYZNMo2PfujyOFR3Z67LIBpCyfsMvHEFnZiUhOEpHqK6iJRwCRncv2dQ/QHYETRRGeoUE4Oga5rEhYJgdta5InDh4VMxkdFcG7s897nc1qu0IBNiZUTJdKwfmUjXDrgz17wIRDEI9zZTrNK8NVgsFZ2tvhfU/a36xSSWpw9pKsF7mcrCHFJVJfGqZr3zYR5IARKR4elrc5e8nOBBogZhuyuN0NQw1w6JD81+EGscNwo0hvPA4XZ72ONKOnxVa7uvQB+rbDc1/RtQXrRaBHRqBaZWXyHPXd3SLTmYyncE9P40xOqQlNtcrlw8Ns6o9DKER9m+2AY6M8up7aBWNjvH5slnRaynIgIGH9xAlx+WTSJv5FNOm4a0CHGB6FaFgWkJyN1LiYgccehYVjcGev1OxYAB4J6nU8rp/V/QGYqWqClbdj5lt46TAlvJb248CDKKPcRQbPXuSOqwJ6olLAa/qy3uIR47qNXX7cfv+lNcsc3hhvfbM4ALzuOM5FAGPM06gx5LwxpsOq0x14NcApJM676ELz2pR9vX75G+A4zu8Bvwewe/duv2jRhw8fPnx8T+OmCLUbEv/dhiK1BV3u4/RuRGzcx+dFpDIH7bKM/R5EqqFbQLYRqZDbENmpIHWxavfJFEW8E8DImGcFGQBiEUjn4cjzImlP7JfV4OBBfZ+dEZELBuGTn/Rims+OK+giGvU6/O3apVSKpXSZmeNpKhV4cF9QdoxcjktTC6RSUrEb3FaMlQrEYjR1rbCaXaCr16Zut20SIT74Fdj9oKrzMhkR8ErFi8M7dQpnZhazd4/IbiwmAp5MijSPviKLSKheto6eHn2wyUl9sL7tMH5WGdaZjBq9xJph9wNw7AXqW1tFoMNhKF3h0viUHm10dWGSSbHX3l42Rk+LdCeTan0eLsHcLBdnKiRm0tR1dRAIzF7tZL65TfOKXE67dHSqvXjAZnv/42ER74d2e7GE5bLW9VlxfqmiZSA7iZsc+NURPR/tQDagh4CvInJcQWT3iB0b7pOSbtQ1cwavy2LGjjPXW91t369NnAGvTblbC1BET1PclA8XjuPc7uz3aWCvMSaCHgu/337MJUTef9N+/1u7/ReBP7PdGTuRYH/CcZxVY8yiMWYv8CLwSdRwxocPHz58+Pi+xu3wUL9jWKG2oMt9PYVUaLe4q4KUwJP2exsqMpyyywJIjnsd+aRHkQp5FhGbOqRmjwL3IjKUR4r3z/SLl5ZK8HoR7ozKUtDaKoK8XBKHdDv3dXYqaOPwMYiHVVDnErzduyX8njol4t3fD/d/vI+VsUkWMhXChXMkk+Ky/f0SbpmcFAucm5fs3d5B3dQU5C6LwI6f1Q4f/jCc/KZk8s4OSa/VqprADH8Lurdihu7x5NvR0yLi+/fLO53LqcFKJOLFZ4y84rUtz+XUMSV7ScQ7FtM5RkdlMQk3KrWjUIADP0BL9YjsIn19Ur9LV3SewXtgcpKXj5doa5ulozcMvb1UUxMUi5A8OMu9T27lzMHzXM5K4T9nG7Y89pgmKoUCHDsOT31YCvVXD+pyL6RkBYlEvG6LySR0t+nSDx3S3KJctpnhyMLjpr58y46LUUSgD9tx8UFkB9qHGGgWkeM4sgwtIWvRUTQZCyB1u9+Oz/WI4NUDFHkjoTbGfPIau+E4zp9ca/mbwXGcF40xf20/hhur/Xv2Mr9gjPkpRLo/Zrc/bZNA3F+vn7cJHwA/ixeb92X8gkQfPt4xGGMa1sfkXWuZDx8+vn18TxPqtVir7Lne6aT9HkMq8hgekQki0lJG6nQSMYPXkI96Bkl1D4VhrOQpjMuITOXsNqkUFIo6TzMi15WKSHQoBJtaPQG5WlVTkXgcdg7I1rGpDaKxAPPpKjMzItY7duh7Ngub5+bJ5US064I2mq8MTb2tYuiTkyKrXV1eHvTAgDoPViqKsatUpDa3b5YnOtasJJCpKR04vyg1eGrKU59nJsTaXaKez4t8t2+GYy+IOLdvVqLHmgxpWlt1nGCdGrlUKsymqnR0LSszO94kttq+WUR6/IyU7sqK3k9O4hSWGBzUpAKAuXk29zezML1AKARkLrJa1f18zQrk3d1qHb5Stl0O2+VFj0bF2fN5cfz2du8y3Z/T9LTIdL4MM1kYbINkQar0e+2EZySrosMxNBZa8Qh3Au8XaQlN9NqRMt2ENzGL4ZHo6xUflqjNTy9xzaq+B9cN/fcjMvyWCDWA4zifBj69bvEVe+xrbf/rwK9fY/lJJN5/z2JLvJGeT/39NZd/41NvKZnQh493Ci8Au25imQ8fPr5NfN8Q6jj6Lz6KCEkEL+Ejj9S+IGIfFSS3ubFn+5A5dBwR5hKwPwIzRZgqKSZvBVlBUkjlbrffLxeV8vAa8EgMcnkR6UgEZq1kPjMjvlsuK2/6/LR47MSEyNzAgEz/bpfFiQkp2ytlqBxbpFjU9p2dIuRzczAUzNAYaq7RJ+EAACAASURBVBDZjcdls5g+pwMkX+dyusLGWE7+keMvSkVOpRRxMXbGY6vFZW0zdloEOhqVWtzfLxvHyIi2DQTEXGNNsONeEflsVukfz38dPvyDOm6oXkw1lRJRDwTo2CHyXxe3Wmv5CiunpqivVsVyKxUx3sKSovUiYepLJRi6l5VTr1Df0wIzFxgb00clUEdzTCkpNkmQxgg0RWHfPkXi7d0LXz/q5VHPzXmt3vN53ctcTvd/Y0L7xoswndb2fXEoWbG+XNZEbB4R4oodN12IcR6248LNII/Z11uRZ3/GLitS29nzerF4N1oH4DjOv1z73hjTDHz+Brv4uAVcjzRfi2T78PHdCGNMO5qLNxpj7scrGI7htWnw4cPHbcQtEWpjzFeBjzmOk7PvN6I82g+8HRf37WCtAui2enZlsxm8vOo4ikibxisOiwGjRcWXtCD1OofaTQ/Z9dtaVc07bXOL24HxPPSE4HweurKwmJf9uFQSsXv2WVk8tnVLIc3nRaLHx8VjJya0rds22+2imMmoEHFhrkRzdzOEG7g4miYwdYHy+AUW8tA1ZHuad3ZAOi2+nM3C8RdZzS1S9+TDUq/DjWL8AaPX2Sx0bZGCPTGhluOVii5i+93aJ5MR+ww1qLHLzKwSQHI5EfiBu1QV2N4BJ0+yMJykeVevlPKJCane6TTkFmBuloUcNPe1yn8xNy+bh702J3mO489XuHcHRKenqe/uYPbkBVarOsS9O4BQPRsT8PKI7ms0qu/fPKkJS6mkOcAHnlC3SiWiaHkgoEmJG33d06OvfB4OHVOCR2ZOY6EKPDcn4hxE6vM51A48jywcJTTR6kJPQUaRnegoSgtxlem1kY4hNJlzc6hvRJ5vEkXkY/bhw4cPgA8AP4H+NP32muV54N++Exfk492JJx7+tTff6Dq4VsSdiw/1/3LN+y9P/B83PNb67a+H9dd78IV/d1P7wa0r1K0umQbF8qzJpn1HkUNkBqRCr1f5XIIdR2SmExUqbkap9yk0bZ9GBKloj/MSeqR/Hi9feB9wKqNjJYJwtiJFsgVxyMi0CNquXV6+9PHj8vOeHYetXVJXL6alXGcyItaTk9qvt9crZkynRfzOT5TY2hfCyS0wPe3lL+fz0LXTZksXl+UjCdbTVFnl4uQCm6JQF9sgL3U2K/KanreNWewUIr8I/dtlBSksarvJZRHuuVl5ooNBWTiOfUPEPZezTV22aP3MBV1wPs9iAZrTF0XO2zdDcIsY7+HDEA7TvH+73p98SSR94qw+TKWC2buHhxMTUCxy5vgCodAC3d1QH99A144GrsxkuTSZY3YOHt6re/bg3gAX56rs2MHV6LwZWwRaZ7tV9vbq65ln9FTBLWp0M71TKdg1oOSPXA4WK9CVUKOXo4gspxEBPoz+S4XQ05AYItGT9nsWjQcXrv0oYI8zB+zBK0x0CxjX43qxeetiLOtQ0uMXrrGpDx8+3oVwHOePgT82xvyo4zh/850454bAFfbGXgMgsC4tc8XxouJKTn3NurCpja/bEPDs3Yl10XbrUbfuPGuPVarWr9+89pqqtfSnsNpw9XVwXRxfxQnUvK8LeOtDodr8uitO7XGr5dprrIbWvF9eF3V3eV3E3hqn+5rLA6DtW7XnXdh2fTq37pJqYvIAgsveNUVTN77nq42B664LJ2uTW1dborXnWReNFzyTuS4RvhGZXn+c9VifK72WTL/Zvt8Orn9nro2qMeZqaKwxZhvvYGOXtXAJyRAiyy6ieP2ZK4hA5xHBySLFsQ0pzDvtvufwFMicXXYvUhndpjGLyGPb0S4iHgEetqJsNGpTIg55NX67dkFDSGpoLgdLBZG5yUmR44kJ2RISVnnt6ZGXuq8P7t+l411MlZmcFEEslUTEz04gRli6wtf/4gI892WINHI5uUCxiC7mqad0suKSChDTF0Wc3fzpyVdhwqYs562PolgUSQ/ZtJBHH1V3w5kZnTh1XqQ8VK+v/Y+IiEejdD3Wx/zkIuRtEGZxWfaR3Q+qcjA9z/xff11kurMDBu/hysiEbsyJE5KUIxHyefH4+hC6GeUVUild2vlpXUY+D/MzVaJRFRa6BaKdnbr8Sxn5pONxbXulrCcSTfb3PBLRPCAc1n6nMlC0LcnPZBV/V0bPS+9H6nQJrT+AEjva7ViatmNmCpHhe5BFJI4X35hExHwEXUcvXsrHerixjtfAZ4Dfsl//GXjUcZxPXecwPnz4ePfiG8aY/2qM+TKAMWbQFhn78OHjNuNWCfWvAkeNMZ83xnweNYj7ldt/WW8NAURk+u37MFIS96OCshDK9H0UKYUJRI6CiDRX8Owdo3ZdL4oruD8iYuWSpzJSJCsVGEqIWJmAFNCM7Ue9vU8kLRxWnV7Jsn7XYx2JyL8LaoPd1yfi12ztCcePiyvXBaB5xzZCIZHuQEBEMxSSfYRKhUJ6iUceCzCfLEG5fJWss/M+OPGiCHC4URczNGQj6RpEkJNJqc9TU9B7p82IDqub4fR5EebR07KGFJdl0+jeJpLd1ydlO5+X9zoYhIG71YylUFDBYj4Pv/tZLn7xBX2ocpnNA5bgF5dh7DTZLHzr6BLLRVgdHYf2dh56opm6oA3KnzjLmROLTEwo1eORR6Uqt9nnI43WFVgf0n25YosTIxHdh1JJH297HxzYJ2vIqxOayJw6JS4fjcIP7YD7B2H3ThHaOwJ6IuEWC7oNXNyff9GOn3E7bqpIfR5Ak67HEWEex+v7G7dfZ6mNfbxZ2BjLcVTzuJFaQdyHDx8+XPwR8BU8nWkC+Nfv3OX48PH9i1si1I7jPIeqg/8SPWJ+wHGcr7wdF/ZW4KrHIPLSjjKEx9Gj+J12/SQizncgYjOJHr27T0UG8Yh5HVIpTxVFjLKIPIcRi3luDkazEAzAS5MwUpa6PDomwfZSVvbkXE7ku7sbmmJeS+yWBGy1mn+xqH3DYXFatxCxsW8Lq1PnaN7Vy/79cOdAkMa2Jkol2NovghyNBVjMVUkkgFQKs+Ne3v/UBiVytG0WsY3FrCf6osh0NitGGY/rxLEYjI1p3b73iEz39EhJrqxAfpHV3KIKFt0Oi/lFJXWcOKHmMMVl2T9aWyAeZ+Xky2KqBw6wqT/O8kxOnupEQlaRXA66ttIxlCAWsxOIIPK67NhBfVCbXBzPXr0/D+2R2v/449p2pQJffx6ef14fb24OXp/SJfb1qW5zbs5mT/fpY3/jqD7uXQN6quAS7mgUTo3ByWFNvlJV6O+E+xMizEm8ip4JO+Y2oSchCfSE5IQdZ2ngIB5h7l0zxsaR1WMOz4PfbseVixyK21sPY8zH7Wk+BnwceNEY89FrbOrDh493N1odx/kC+lOF4zgV9HDMhw8ftxk3RaiNMQP2+y7EJ2cQz+y2y24axpj/wRgzYr+OGWPuW7PuE8aYU8aYW55Bh9GHmUCP02PoMfvrdpnbjMPtbFdFqQ27kWpYQYQoipcG4rqZqvYDb7Ff792tmwD63hWAchV298I9QXhxHAYHpKI+sEsOhlxO1uMrZXjxuPatVNT++pURqdCRiFIn3ILE3l7YEIXCxAVGRmBxeEoNSLq6oLCo9IxSSTv19tLUGqK+xzZ/OfKKiHKwDtLzrGYXcGZmxRhDDSLaU6+LKBeXRYgjjbqIuXlJ7ZFGXWjusshvvJm67i2S4I+/AF/6O+VMR6OybszMiii7JDybpX7HAJSvyH8Ra6axK8H81JJH4js7lDBSLHLn7jibHrtHx6iswuQk1Sps7EtcTfO4lPXSOo4cgeWibseOHRLel4sizZWKCHIgoNtTKkm5bmsTaV8owTdTItYXM/CSZb3RKHQm1FVxIK4xFQzKSz2A1Or32J/7NjvOlpEdpB1tU7ZjqIoU7D47NqfsWHTHThyPRA/hFbxGEflOIFJ9Dfwq8KDjOD/uOM4nkSh+85UTPnz4eLdgyRjTgrVm2qZLN2hK7cOHj7eKmy1K/EXgp5Fncz0c9GT7ZvE68F5b0Pgh1EDiIbvuEyhj978ZY6KO4xSud5D1cJMUgkjVc6PyQARnCqnLAURkdiOSfdSuD6Eg360oBq8bEaUmRJK2AtvisCEHL56UX3YTitPLVhWhtzkP5ys6x8vjlldae0c4LLfD/v1ankp5zQZzOTkvRkeluk5NiSTG43A5C1t3Jrg/as3+8ThkLzM7Ax1BtV5cmMpSHs9SqUBHQI1VWvqMzZO+ANks5bK1Q89lqAs1SEEON4pttm32vNPlK7qg4pJmAJmMCPZAQskg6XldR6BOxDcUkrf6wAEKR04SrbwqmXj/exS5V74C8TiFZw4R7YpD11ZKp7Iw+Zo+y9wsK4Uy9bvv49Lhl2lxCyBzOQjW0bGzDYrLtLQFaBls5fJ4WsmASW2STkswr9huh+3tUqDd3jNuU514XKT6mWdkzdnaBi1FuFSQ9QNg1k5kqlU4a6tatwHPTGt8BPHiFuPIQ38f6oyYRuR3EhHjuB2TbUjVrtoxNYFXoDhox+eoHashRMBbkU0pbbe/BgKO46TXvL/Erdu3fPjw8f2PX0SdTe80xnwD/dvyn2b58PE24GZbj/+0ffkhx3FqAgmMMeFr7HKjYx1b8/Y4Eo2vHs7dbM3rN4WrTk8hZQ88FdrtlpjG66QYQIS7CxGgMLKDTNoTl+z6D4cgWRZpngUu5aQa5u25iujZWdye61xG67LAk3F5c5Np6O8S4RsYEGFrCEuFPnJEZLC9Xc4LN8YtlxMB3JiAaNsGKBQU0TcN7e05GuJh8nnInKpw74E2mqsZnEpVyutciebuBim8MxegWOTccI5tP/NB5UX39akd+alTULkkYl2tcjm5wMb4GXmtIxtUPNi+WbOBREIstVKRFQTE+sONOKOnMbt2wtwsdQF7/v6YPlD3VknHhSVI/r3OHWogHEbLAwFIzxMMwvLxl1kuwfLkBRofU1KJmyxyZXqcUgmauyNsbA0Qi1UZHlbW9PS0CPDIiNq11wdtN0prs3lgt+7vuWkYHYf+Xs0Tjp9Q6/F8Qb7rzcBDA7qkSATqcorJW0C2H5BFCJQ9fRwRaLemuWpfR+x2J1ByTM6OryIix27KzBheKg3oF7EbTcwyaKKHHc+X3zjknzPGfAX4c/v+nwDPvnEzHz58vJvhOM4pY8x7gbvQ/9SzjuPcOMbBh4/vINwEjsrk1Dt8Jd8+bjU27xhv7LB0rWU3i5+itjXx00g4/lPHcRZv9iBuJ8RxZPfII2VwbSMNF2GkBBaQjaMfL54sa5e7BP2VMtwbkvVieFwNXuKIYLsVHo/HYSoHrwLNQS+JLpeDO/sgmhHhK5XEMffvl41jfg5OpGBiBn74gIj0Ql4+4OlpEcFYDOanltjcE8YM9JMbmSAWg4bWeu4aqjCfqkCgDqdSxQQDhEJVGrpamR/NUC7D1qfuhJkZYjHUJnzwbqnN6TSzo1m19S4WobWVjX0JNYaJbNAHqKzIwjEyovdtmxS5d+qUiHFrC0y+hmlvY/bZYTo6ofGJR2icuQDRJinTvXeqIjCVUtHf5CQUi6xUkN863MjlmRIbh7bQmJ5nOVUhVYTtJ09SyFe5mBb5bepsoiHSKCtLukogoPvV0bcBWCKVgvd9NEFqJHu14cv+ffKr5/N6GnA5C61xuKNX935wAF6d1CQrWoShLmvtSENqBgZjMJzXRAo02aq346qM8qo78UizWwjbjp5s5PHajD8EvGjH1UN236rdz234ErDj181Nd8dhEa9TojGmD9jsOM4vGWM+goRsgzqf/bfr/4b48OHj3QhjzMeA5xzHOW2M+d+AXcaY/+Q4zqnbfa7GQJn7wucBKK2LpCs6oauv89XGmnUhU2vpbgosX329sk5XezP1bnXN9pFAbXf13OqN+9nkK97R18fkBUxtmNnyyvUj+aqr6x4Wlupq3gYq3jVW34SBBYvea6f2MOR6a3eOT1Wuu379ukpD7TUubvXeB9Z9tsh87fwrnH5jyKub1bw+6i54VeK8PVgfh3ezWE/Wb3ScW8mdXo+bItRvR9clY8z7EKHe7y5zszNv9Vjrm7gA7MVTptcihpTAKaw/FimOJ/Hakrci5flV1K1wfFxkKm6P56ra9yLSW87Be20h4WLaPupvg9kZEbjZGamkxaKsyi7BFh3UOUIh2BCBchCeeEI2headPTCchPZ2zn5xgkrF5i4nFiGygc1dQPYSJhSEcCPJsUUC0xmiUUvsx8YgGiUWy16N1iMWg6nX6OhEKnDV9vDO5/nWKbj/53boQnMLkJ5nZeo8hQLEYuepGx2FH/kRMdVsVg1jHn+cjvgZ2UcmJ1XwGGrQLOTIEa5kl2hoa6arLyyle+BuumKvKr965GU2doa5PHqBjTu2sj2cYzW3yPxMlWxWZDqdhlRqkabYIl3d+qWPx2FjdxMvH12kpVWX+5U/y5LNwu7d8OIJFXsGAvo6cUI/j5kcDBRkDalU1BZ+cQ7yRaWEjI/q57EMzOU1TgL2Z34ZtZYHkdz9KF5xCyLL04hou77pCPCAXfcC8uj3IzI9hkem3ScobkvytX+q3GSRNa3H/29sUwbHcZ5GE1CMMbvtuh96wy+HDx8+3s34d47j/JUxZj9q9vIZ4LN4NksfPnzcJtysQr2269Jv4RHqm+q6ZIz5eeB/sm+fRJz1D5CF5NItXC/GmKX1y1wSEkMfKMIblWkXRUR+Anit5c4htbHHvj9lj9OPHsu7k8Q0soZsR57qKeDz0/LZtrVJCQ0AW22kXVeXWmGfOKHXkYi80m5axbFjUlPTaXHRDz0Jm9s8/+9rh5JXUztAqvVrk/DCMejvX6KlP8FX/yLLDzwBy+lF7nqyV+rw6CucT1Y5erjM/v1Z6qJheaI7O2ylXp1yo0+8qEi8QAD2vYf726e0zYmXpCBXZSPZOLRFinNkg9qYj56GeJy6Jx6Xx7poFYXurRBrYv75CTZH5yGRoGHXLkjPc+nYBC2JKxDdoPzqQ4dYzizRuOdeqqlXIBDgUnKReFz37u7HO1icmCUUgubBLRCqZ3EkSUNYqnNxbpFEQo1y1nZGr1ZVCPrNUzB31NY3ovsdichic/iwjnExr59XKABjGXjEyszT0zBX0n4bgjBVUdXfNBr4bnv6Enpa0WfHyChSrH+2FT6fgW8h+0bZji9jx0waL64xafcdx4t9XD//f/31191x3wi8D83FrsJxnJPGmB58+PDhoxau/PuDwGcdx/lbY8y/fwevx4eP71vcrIf62+q65DjO7wC/A2AbwzwN/JjjONepubrhsa6SCWOM48bj9eCRExeu9D2KlMMompa/jEjLK4jZ70aE5hgiPnlkC8nbdRl0ozbZfbtRxvAmu/8oMDmtBIhEGAolmJ2Tn7dYFOfs6ZFgPDcnx8TUlMTitjYRyJ4eaAzDfFqk2a3329iXgNIVenoqvDYpUrh7t4gjiQS7d2eht5dGEPEulyEYZGt3la2P91EYniQat+pw2do4+rfrAPveo+1PviS1unwFDh9mJZ2j/vFHYPQVNv7/7L19dFvnfef5uSAIQRAIQRBMURRE0TRFMzRNy4osK6rGcR2vm3iybdptO+nutLPbl+zp6XTa7sxO09m3s+3pnnZmTs/09GXPZjrbl22nmdZN0zRxEkdxXEWRZYWRaYqWaZqmKYgCIQiCIBCEQBC8d//4Po8uQEu2lMiWX+73HBzgvj33uc+9lL7P735/319vVCQ7FNKxP/Mp+PpTqlSzcFZFYnq3s3LkBBt+9iehtsy2ZFIzgtgmtdlosHXPTrzsWVg4hzN6DySTbIxugGKRrUMpXn36DHft3YxXvozrwqmnFunvVyT5i585x45e33s7mzWV0Yc0vuGwlCl790pOMz8P942p2uRyDe4e1P4zM/DZz2r/ZhPuG4aj0xqK7SE4PaN9EwlYqItMf2AYLk7BYTRxiiLj5+cQUd6DCrj8PXqDsQ34m6KIdcQ8dyk0OXvFLFs0zfPaRBKPtHnOumnX/t95551cvHhxk+M4s57nDV7nT2PjddYHCBDg/YtzjuP8P6gO1W87jrOBIIE5QIC3BDerof6g4zhft+XHHcfZAvxLz/P+15to439HVbr/0HEcgKbneftush9XYe3x5hHxtYUu62a5iP71GEWk+VlEhIbMMWlEnJMYPS2KQHeg6OMkIj27zT5hRKg8FNleQ9KPnREoN0SmB/thfB6iTRgwZfBsomEsJsK3b5+i0pGIr7qYnBTvjUa1fLkCc58rEY9LQVEuizPbAjGp+izhMAp71+tiiskkr50s02zC7v4m8Yf2cunwSbY0VlmamONyBTLRrM/Ky8uczzbYdqjPlBHfSOfsrBh/OKzOVCraFt0A3zmhjs/Pa31jBcbG2DAyAE9+CUIhvEIRp2+nLuboN7lSg417hnDSKclBohugfoXVvJxJNvYmicfh4txlSiXJY5JJ6EqGIN7FhyOX6RrshmKRiwXJQfJ5dS+RUHficV3OUkUSmmPHYFuP7AhTKdntdXfDxAx0R0xFymm9zegKa/IzXoflWd3TBwfhhVn44pSvcR5GXpHWyq4fkeFL5tkYQCTY1PVh0DxrUbOfdfqomk/rmxXbXg3focZGrFvwbcdxfs7zvP/YutJUPvsOAQIECAA4jnOn53mvIZ/6jwL/3vO8suM424H/+fb2LkCA9yZullB/zPO8qxIPY333OHDDhNrzvJ8FfvYmz3tdWP20tRuz4bscqohoC2tYX+AsihxaveocIj3W/9dWtetBBHsvcBYRKcx6D5HxMdO2hyQdlTmT7JiDoZTWNRr63hgT0QO5fYDkB9PT+g6FRJZHR8Vlczm5VXSE4Upd/HXvXpHGjmQXpFJcmjjD5uHtXJxaZGu3ZBtMv3Q1+k02C41V6a77w3T1JelKbJbMo1iUE0gmw7YDZZHj3KKY+9DdYveDu+VFXV/R/n19ss3LL4qdjo4qut1sSqPd3Q3ZszjJzero/Dyk02yMx1mZnGFDX7c8raMboLEqMp3eBPU6rgtbu0OEQi5d/Sm6ymUIhXjuqcs0GnBnpcClkiYZyaS590YuEw5rjKem5JwSi8lE5I5uRfuzWTiW033/+F45fmyKwz/ar/GfqSgJcbiu56MP6dnnEandZJ6NJaRnnjfPmX2GetCErYreWkzjT+xs1HoBEe0qvhSp9e3KcXwSDe0ONS34ZeBvHcf57/AJ9D7zSP8wAQIECCA8gdI4/t7zvI/YlZ7nLeLnWl8XjuPsBP4M/RPlAp/xPO9336K+BghwQ2hNemxNLFyfDLl++9uFmyXUHY7jbPA8bwXAcZyNyLb5tiOOiMkcIioVRKZzKAppI4Quvv61G5EnS6KmkN3ZnWZbARGiGRSdnEMkZwWJyfNmewRxxznT7kfGVC778EnYnYZnpuGje0Te+vpk9zZlPNOaTUVTIxGRwPl5kelMRnKGpYq+H30UnHSKjkpFxVoMVuYXaTbh5dMud8cnwHX5yGMhiG5kKb9M19gdPPDRKyLPsU0sTZ1RlPrgLp080gnNNVYXCnRGEHHOnROJLpXEzOtXfD+/zE65fdRVMpz+fkO+ByUbSST8sHvu3NV9N3Rv5tJ0geUaZMjD2Bgb+5aNPjzM9kO9ULiA6y5xcUaR62zWpbfXVIN0XS4WGyzm4N5RkeRTU/CRR1SJstHQKR9/XOPVbCoZdGBAxHtvSpHvSETFX7amdEwsBm4FFkuQScHJkrTOoUn9T7KA3F/uB76NL/PoQmQ3bp4BO6nLmOfNelL3owJCGbPOWjeulyqtt3lsTbS18DzvPHDQJPSOmtVf8jzv6Wv/VQS4ldiR3Ej/p790zfXf+vTNWPEHCPCWI+Q4zv8BDDmO8z+t3+h53u+8yfFN9Pb5pOM4XcB3HMf5mud5p693QKfj0tMhZ40lp90ZYpPX8DtGu2PGKu32FVHn+q5+q+uPXWd9seT67/TWu3p0OG7b8so6iw23xdmjsda+bXk10ra8KeJfzxWn3RWj5rZTIifefj1rYb9tZ61j3ba2RVa7fEeQdcYjr1u+vGvd9bR0q9rTvi16qX0s0qf86+lcarRtuzzYlrJDar7E9eA8ONa+4mJ7KZF6f6ptOXx4/LptwZuT5hvF20Wub5ZQ/znwdcdx/hgFZn+a78KV41bCOiVMIwISwnfxyCGyG0Nk2XoCr7cqC6F/PaxEpIEurobIThIRHvs9GoPDNb3it6/tD7v6vRfxzldmYbjbVOgDvjih6hs7jLSjXldQ98EDsnFzXUWj3at+0yLeTiTMC+NN5uZgT6KEMzgAc3OcOlLGdWFkRBHbbf1RqC5xqehSLsOdQyvEYrA2PnG1ymAH0LVngK7oRhHiSKc6u2cPndEN0k2Uy5yfWGTb3h14C+dwercrqly6JLJ88qSi1H196mSxqONmZ0We02mF2AcGZK2Xy+nk6a1sSSZpnDjDxYU64fwJNo/tYq10mY7hQS4enxW5dTUu6TQ8cCjC4nyDxbk6hYJOHw7DE0+o+d2DIs/RKCxVNSFpNkWay2VF+GdnNT6XK5ofZLNqu7dXyaLZmnTzTYyW3Twvl5GuGlfPw3OIPGdR4aCt5jm6D3gRTbhK+JOqpGnTun9Yx5CQaT8DbEehoiIi1+ut815vTiR4nvcN4Btv/Jdxc3AcJ4kShUfx/7ZfBv4LPu//cc/zLpn9fw259KwB/8LzvK+a9R8E/gRpup8EfsnzvPb/Bd+luB5pvhbJDhDgNuOTwCfQ//FdN3twayTb87wlx3FeQi/orkuoAwR4v+OmCLXnef/WcZxTwEdQIO837H+ktwuW9FpdahT/L94medmoXwJfC5tHJCaLiMuU+bav6meQzjqBiHgSRRxDiITZAhwPmZon3YiYHRyWZ/XYkEhzrSapwCZzXs8oIcbGpAPuCIngffOobNxsVb/hYbVbrTZJJLTvU09BanyOdFocNp/X/p0RKM3VSaf1O5GAarlJvE8lc7iuwAAAIABJREFUvBenL7P94SGYmWG1eJnOaIjVukvnUL8cN578kpb33gv1Fak3Fs7hZHaoMVucpVLh8tRZNvduEvMNdSj8u+8BX+JhKy7OvqLj9u6FcCfVz/49G6OwLRNmrd4km4XNlcssLMCu8Cxbu0N4TfcqGS6VoCvRIJ1WEDuZVIT/0CE4fFgJiR0hqUxCIY1FzZQhf+opjen0tLj9f/2Dfn2a2VmYOq15wPZeIAfVmnmD4cJgVKQ9lYKZrO5xzTwDMfwEw2kk5eg028aRDMS6bvaZZ8/Kiprm+H6z/X5ExHsQER81+9ss3TLXJ9RvEX4X+dX+qOM4dh76b4Cve573W47jfBr4NPCrjuOMoP+w70GP/WHHcYY8z1tDllyfQiqWJ5F+88uvP12AAAHeQnzU87zfNm+Uf/17acg4CN2P4goBAgS4Dm4629fzvC97nvevPM/7l7ebTINPUuzLnTqSatjItX0BFMUv9WwlHmVEgsbM8SFEjA+Z/aeAZxAhsi9IppEM4G5MBLIkd5CTiFSdnFZ0E0Ty4nFZ7DVRueu5Ofj4x0UIAb7+NDz5pCQI/f2KnFp1RbWqiOq5nAK9mwzbt5HaSETn6AyLvJ8vwIYIbB1KEe/pUgPVJcJhuHB0RuS7O8nFgks4DCvT83DyOyLTh/ar4eFhQiFw4ptUKbFnu9hlIgE929jcnxRRrlSgUsGrN8RoSxfxcotcWliWRvrQIZHw8mXInSM+2k9HTFVypqYUVX7+6TK79qZYWJBkpVBQlL5e1+k8V03fuS/Frn64Z1RdOXQI1poam5kZfcplkWVrUXj6tAj2vn2wUtf6WExjtITG7rU57TPQb4oAFaBYh4UqHM/63tG2qmYOJaROIWJ9xjxLVUSKG+YZ2oXeSoBvkzeHSLN9tqx39Tw69xz+5G8UP1Hx7YDjOAmUcvCfADzPa5jE4x/CfwP1pyjihVn/Wc/zVkzi0yyw3yQ8JTzPe9ZEpf+s5ZgAAQK8ffgfzPf39PfnOE4c+Bvglz3Pe50TreM4n3IcZ9xxnPHSRff1DQQI8D7CTUWoHcc5APwe8AHEGTqAZc/z3s7//9twLa0p+K/PbeS61vJtyXMakeMBRJxcRIpKiEDNmGP6kVxjFLl+nESRbBfpafea47aY7+0mwTBiWNUD+6TztaYZExO+rKPRkG9y2FjsrbnK9QuFRL5jMe1z6JCIY7OpbcWiSGfCjHw0aiKuptLh80eWuP/QJgh3kkotUy6LQPbWy6RS4HSnJX6vVOhMmE7FYpBMcucn7oOZl5WkmErB9Ms6ca2mGcLCgk48P48Ti0pLHduEE99EJbtMZbzIroGKypKnkhz9Ypm7h8Tv7xzs5L4fGWBpYo7eXqCvjw3TJTqTsG2sm7VcgXv3hKCvj7XZeZpNKJ4uMTWlku0vTmkSkckoOm3lIaUSqsCI9OnVKpSNfGt6WuMzPa2xvqsMf30C9qalpy6V9GbBdeHbM9LRD6LocTgEH3CVmFrBt7lLowmZjWAn8CdqIIZpq2naGlUJ86x2m2czie/sUWvZb+4az/NbjAFUc+aPHce5DyU8/hKqymhf+y46jtNt9t+BItAWC2bdqvm9fn2AAAHeXrzkOM48cIfjOJMt6x3A8zxv7NqHtezoOJ2ITP+FKST1Onie9xngMwBj93W+J6RdAQJ8t7hZDfXvo1e9f43cBX4K31jjtuB6WtNhRF4socZ8tyYiWvszS2QeQoR5Ev/V/pT5hBGJuh/fizqMotEvocIfq4iVnHHlf/xIVKTPc2FXn6KoiYQfOZ2dlbSjXJZa4rHH9D0+riBwLqdkxEJBpDoSUe7flsEUiUSJK3XJHspl8d7X5iAeX6bZXOb+/WEWZpbZYEh9vQ737glxIe9SLEKaoiQd4U5T9EWWedSuyHc6FhMLLZehuqTt5UsQSnBl5iwb99/LWsOlWatTyda5YxiIbWTXYztg4RyMj1Muw5aBJIceqnBqwuXeg114Uy9eHYdmE8hmuaMnxELWhViMXA5yOZfe+XmSSY0RaMKxUtf12wh2LCbHjo1mnD8wAheLmqiUy/DFY+L+JRf2DviqlGgU7gzJdWWlobHOZrU9j0kOjMI/1GGz6xdeiaKH3T4TVhMdx3/7YSUbRfNcDqDjC8ARNFmLm+drG/AaPnmeMN+3Qe4RRvPCX/Q87znHcX4XyTuuB+ca67w3WP/6BhznU0gaQl9f37V2CRAgwHcJz/N+wlQ4/irwgzd7vCNP2/8EvHQDCYwBAgTg5gk1nufNOo7TYfSSf+w4zrG3oF/fM6zrQo9ZtiSlgl6z9yPSU0FEJoYiiPejgi8jZlsM3xmkhi8dyaDwW92sm0Sk2jPr48D5OqRNQmx3t4h0tSoiaZMSi0W/WuLMjF9NsVKBLSl4dQ5OTYoE7jZR3q1R1fDoCMHG/m42lkoQDpOq16nX1WZ3d5PtPQo8j47CHQcHIRSiuTBDo6H19w9vUuXCQgFSKVZPniIUgo5yWWHf2rKYaWyTSor39LA6M8/GPUMwN2fOI32zVyzJLi+3qBB6KsWWpAt9u6C5xr1JkXZn+iW2pJoQDlNZaBKak6PH9h4gHKZWE7HdOdIFoRADrgq9hEJK5gyHRZhtKfc70opMWw31+LjyJeNxRYBrLhwa1XGlEpzOQl9KxDwSgfEp+KPjevtQQ/aIdVTYpQtNmF42z9AQSiQsmU+/WW8JtoW10LNFhlJmeb5l+T5USTGPT57z3DYsAAue51mN5BOIUJ93HGe7iU5vR/MCu//OluOtImbB/F6//nVojWzt27cviGwFCHCL4Xle3nGcB1EcwANe9TzvRufq3wf8JHDKcRw71/83nuc9+RZ0NcC7HNaB43UuH98jPjb0q296zluN9e3ejEPIzRLqmklYmnAc59+iLOBNb3LM2w5rm5fA9xabxI9mWxJjBeQ2Ur2EyLP1Et6KIt09iHxnzX5JJPsYRmwhjCLWOaAvBA+70l4/C3QtwJ4xvyLitKnMVy4rSj0/L91zHZHleByckPYbG1Okuyuhyn/T07D7IVgcP0ckYrypowUmJmBwsEmxqEjrwYNqK5EQudzQvVmMsrpMLAbb93QTmSiwND5DV28XJJOcP3yKalWEvqu+zPLcMt3d4EQjsukLdUDfLjrLZR23f5ht9RlenXG566CkGqHyZUW945ukn26sQPaMKipaDAxA/jyL05dJpcTlN0RhazrJ0slZXFeyl5fHl5RcWRVRTiQ0XmsunF2Ao0dhZ5/8okH8/7NflOSmWJLMprdHuuvOsAj3gQOamFSr8PQMPDSge2f1y9tRtctpxBxT+ER5l3luSsDD5hjrYR5H5NmaCU3hR51z6FUO+A4gRaShfpuj0NeF+Y/3rOM4d3ue9zJKOj5tPv8M+C3z/XfmkC8A/9lxnN9BypbdwAnP89Ycx1ky0rDn0Bus33ubLydAgPc9HMcJA/8X0lJn0X93GePQ9b94nnd9bzrA87yjXPuN03URJkQ6pKylqNNuvZZr+nPm9bZ4HW31YyHqNFt+t8+16157l9beoIurXju9WVprLya74rXb3TVbfOiqzXabvA0dzbblmutvr15pt8kLR9ballcL7ecN1/0+r3Pye701XourntPeBVbXebesP3Z92+1o33lpp389ndX2a9/8Wvu9XI/m7Jzfh+cm2wjoekJ8MzZ5b0Sm3+zY24WbJdQ/iXTT/xz4FRSl+m9udae+VyRQZLmIT4jWa1KjKMJ4Gg3CGEoy24WMtXvMtghycuhGZPsCkn50I8J1FIXhLIGfdWF3GA40laSYlNSYCaNiqwPdcUWo11w4NQO7+2D/mLhmvQ4XCnCpJNI9NKQIcKMhIpjPS1tty3I73WmGh4tEoyKnyzU/GXJyUrZ6i9OX2V65zNmsJBD9tQL5vBIgu8IdrMye9Uud929mtXiZ1YjOuaFvGyQSXDr6IluSmyHeRT5fpvbMNNv27uCukRRXTpxi495hdWh+HmpxlTmPb2Jtdh7XVTLkSq7EhmRSdnpcpqs7SqFQZ2sKSKepTZdZc1XuOxSS3KPZ1KfRUPT5oYfgZTMpOWd06s2movIHx3TNH3kUtnVL/nE+D1+ZggMZTTbiJrEzCYzPwVgGti3o3npIllFHcgxbuKUPaejHzLqzaNJlHTVdFJo9ue45q6PJWsm0UUKkvGqez/WFW24zwf5F4C/MhHkO/UccAv7KVGLMAj8G4Hnei47j/BXqfhP4BfPGCuDn8W3zvkzg8BEgwO3Av0Mv2QY8z1uCq8nH/958fuk29i1AgPckbtY274z5eQX4P299d24Naois1Lj2a/QEKt5yEZGYNL405AzSvaYRme5Gr/yvoEQz6ym8FxGpjPm+jB+xjDW1bxSYqOh8U4iQ5YBIFc4ZcgwiweUyfG0SdidEdAEeflgkeW5Okdi+Pmml63URw0wGXjpSJJ1WIt7CgrbH44rq9vRAZ0+K7ek1qMh7pNkUkR8ZkbSEkGaqoZCit7gunb1ptjSbknoUzoPrsqU7LNbaWGX3RwegVGJp+hwLC+fkZFJZYmn6HLEYdERWoX6Fy7nlq9KVTtdTmfT6CmR20GjMcTlfJ2VYqTczy7ZeGT83Goo479mjoje9vZKoJBLwhS/4PtKVClcnAnNmknzwoAq6TEzAZhPhTmKkMmn5gwMkQjDnanwfNPdvewxCNd3bi+Z5GERkuWruYR96JbPY8jyE8RMWe8wxrVlAc/g+1K0+6DaZ1mb03k5C7XneBH4wvRUfucY6PM/7TeA3r7F+HP/FUIAAAW4PPg4MtXrAe55XcRzn59FLuIBQBwhwi3FDhNp4T19X53gjGcNvJ2JIr3otp4QoIjbn8d05qoh4d5vvSfzX+AV8nXUNke1hc9wxc64F0+YofgGZQdOua9rcCAwkVRQmarz8Ds/BWBzuGREh/HCvSPP0NMxlFbGen/eTDvv7FbUNh0WAq1V912rad3hYv595BvbvF8FOp0tXpSQ7hzdRKCzjubAhtYlYeZlXT0ioYMt5b+zZxuKRWWMnXWb3HqOzzuxl9egJOhNRLhyXF3ZXd5RktU4oBJdPn+PsguQVg4PLdCS72LxnN+7hk8zPw87mZTmWzJ4jNHeOZlN+0R97XGXZL5eh2XT56yc0HiMjsG3/LvpzZzh5Utcfiyli39ena1tpiONb4j08fHV+wLZujVOjAT/+OPztk/pdQmXhF0rGw7yh+5sHFmt+AmsHsrjL43tL25dkx/HlQxF8C8Y0frXOMIpgj5nfTfPsJfETZq0gOUCAAAFuMbxrFVQysqwgZyFAgLcANxqh/vhb2otbhG781+j9Zl0/fhKijQi6+AVdBhAJfgpFF8fwSdX3A5eQc0OvaSeGdNKfc/3ooo1aNoDHkNSkPwrP1SUhqQM/e0DeyOGwIq3xOPxYSs4Vzabqn2SNJKPRgA3GRi8cFuG0FQJHRuAHfrSLVyeWKBYVrU4m9fmHI7AzoyhtTw/s3Jvm8myRUkmR2Pn5ZVYaOtfCzDJ3pGFbj6QRi3lJLcifZ/sn9rN9fh6iG2HhLNWT1rsCqNSvJg7WCnW2D3VBpJMrC6Wr7a3UoaO5yoWvnCQSUUXDXA42p8N0jo7y6hMT3DUcplRq8o2nRZKjUXlQf+gAVysm/umvnyGTkfZ5YUHjMLo3witTDYpFRfh39ilSfc+oJCDPTYsMf/xheOIZkedGA77/oCL6X38aXizC/j7oyMLWuHynzyPSez+S6tSBA/jVDMMYmYjZZp8rzP2+2+wHfjKiJeBNNElr0q5c60G2i03g8DWe5wABAgT4LnHacZyf8jzvz1pXOo7zT1GEOkCAALcYN0SoW6Qe72i0elJbl4/Wjy3pDCIzfSiaGDLL1olhJyJY38SPQoZR1Hka+IrrJyMeQuT8YBSm6srE2gxk64pEWoeQrxyXnGRvTeS2t9dIjrOy2/vwAd/mORyGC004NQU/8UmtP3FCXtR9fbA4swT41f9enhGh/uBeyR+2HhpWyHvobjbXrlAsLl915EgkRMKXKiK+dw2HuVJvsqsPOjLbuTK3yMbYPNRXOD9ZYFt/lHMLde5+qFs2GfE4vZR5aRqWq7A3ukRnNMRFo/mu1XRtK+U6Tz+t6HFfnyLHL0812VGeIJOBs3NNmk2R5Tt6wyxmlXERj8Pde6J848k6IyOaGNTruq5vPA3L1Qa9vWpvzYVXDNff3qN19/bByawi1nv74FgW9kfh+HE/sl8Dpk2GabGqzJv70D2tI1J9BRiNw7eqekYGEHHebp6fC2bfUbPuefP8TOPLjKK83grPVvKs4Jcn91M6AgQIEOCW4BeAzzmO89PIV94DHkAvS3/4dnYsQID3Kt71hV1a0epJbb+r675BUeV+RJ4tKQojYpxB5GcfikZWEZEuIAIeR1Fnq5e1coGJuiLkXehfrhqSeJwuw0hMNm0vnoa5JvzAoEh1saSodiIiwgxysmg2YU+fCHOlIo11X58i2N3dinTv2yfims8rgXFuzvdm3ppb5FK+Qf6PvsUHPrqLDdFlMhnfjq9eF1FNJIDYJjbFLlOtQuHoIo0GfCBR4sysSp4fPWySBmMxVrIFGqUyjYa8n1cb0Dm4C2rL3FEr0hUX597Qk+RKrsw9oyLYuZz6XypJErJqkgynTZwkl2tela0cPw6JRJ1iUfvv2aNvEPkuFkXcMxlFtVebshVcM3VnjmRhLKHrrFZhf6++L7mwoQGxkMY8B4yYZOazDbgzBuWaHuqTGClPVcS6iYr2WNI8CjyC6mpnEUnejiQfs+uex/Ua/tZntIwi129zEZcAAQK8x+F53jngQcdxHgHuQXGDL3ue9/Xb27MA73U89qHfuPq74w32uxZu1tnjnYZ3fWGXN4NNArPRaauhnsa3y7OFW+5FDh+b8MtN1xGZHjSfHCrsYs12beGYOUS68kgmMoxIXQgR5IlJHduBiGA4DIm4pA0W2YYIsuuKgFaMP3WP8ZPeZUi1JdLhsLYnEr4vMwCxGLHYZboSgOuyZsw39uyBpaoSHMNhnaej+w62uC6vTS7R3S0vbBIJtqZLxHs3s70kezsqFSaNH3ZPj9+v73zuDHv2wIZYiHDYZXwcotEyXQkYfWwH50+eY1tviG8fd69Wg4zHRXIffxy+PS5bwP37NVE4dEiE/8ABEfHZWZHvfF5RajsxaDR03dks/KOH4Kxx8Mig4zPmBtmI/CYkoznXFEF2ULQ6HIatDXi65k+mXGSft2LuZ9Pc027zXGQReXaRFKgJvGKWB80xSfOcuVy/UEv9OusDvLuwI7mR/k9/6XXrvvXpR25TjwIEEDzPexp4+u04l4NDpyMKtcFrp1J3tNjONWi2bXPddgu3zha/t7Lb3k5kncXe6rrzLLu+hV2H88b7rq477+bOK34f19qpUbEea1uOhn3rv/jGlbZtS8vRtmW62q93rcPvR2hl3bVfbrcBbGzxryG83L5vaJ2bXbTYvtxmudfu5EfHaruMfvMp/3rOP9Bumxe91D4WnVvj7Y21RJHW+1Cvrdu32d+e995qoxceHGjfd/aN392+VTZ530u777nCLpZAg69xHkEE2kUkxyaFWYLtIlLUgYjWHSjh0CYhWq/ivDl23ByfwJeEjKHI9HlEqmaBl134gSgUDWvKmPPU65JqNBqmwEsd0kmIt/yBuK5kHNmsKavdkFvGxaK0xl/6oqLU6bSWL5ZU5ATg7IlFIhFJMs4eO0soJBIej8PmgZTs6zJpFiaKePlZdh7axZ0DS1ypSaO9ViixMQpnJi/TaOi4pfkS+/aBM9BPdWqeAwfkl90ZUf+iUf3h53Iis9uHN0NsI64LV6oue/b4RLhc9j22P/yQ7PAuFHRum2RZLqvdV2ZVwObeMe0jz20/ETMa1RhOz8DIMHSb5M18HsZzIryZDGwLwfkiDCWgWvHH+EpdE6pZc3/vN/doHhHofcjxYw1/YtVhngEbfe6l/Q1Ir3luoub5sB7oAd6buBZxXk+wAwQIECDAexuhN9+lDW2FXRzH+RXeYYVdLIEeQcQmgu9qP2K+5/ETx5KIDMeR3vVlpGl2kWY2h0h2Bl+Lvcu024tffvocIu3WYeTDYckFPl8X+WrgF/bIZuH0tCGXdZG1sTF4ZD9Xi5n87TERzg8dFMkcGZG0oVIRsYzFlADouiLbW1MizatNP5kxGhVZ3TkYEfFOJ/GKJTYkIrxwuMhSRSR3be4MV1qqOHYkNjE+LnlFV0JtXDbSE7JZlquKeJ+Zh8zeblxXSYP5vEh+OIw6WCpdjbJPTYnYJhKaBCzXIJ6KUK0qcp5M6trGx30f7YuGUKfTuuZJ40WXTity/dnPqsDL556CeAwuFCWjefYkzOTgxw9JIpNKwbmiCHC2onvRBVxoQK4Jj3VLXFjD10a75l6G8F9b9SBHF8/8TppnwM6jq4iYD5jnpoFfgvyNEDWfAAECBAgQIMC7E99NYZcQ7+DCLjYhMYaiidaybMqsDyH9dB2fMIXxo9YVlFjYi+85vYg0soP4iWQhRJpsyepl4IPAN8zyC01FOEPm2AQi9mNG5rEE9MRl1XYW6DwiS7cuVEjm3m65VmyIwKb41ergzM2JOA8OKgKdTCqau2Y8lTdG5djRaPjFYI4+3WBjFGL5MskkbB9LUCwWGR+X13UuJxJcN8yvy11jcBC2DqUgtonNibOUy4qOL1dd6nVdQ2cEVrIFssbib2uPHqdqucnRJxbZ1ddeeMXqomMxRZrL5QYf/ai01KGQSPmjj6of/3AEHtyvqHsopPatdnpyUqT7I4/Cq7OQqvrlyAFeKGoC1GiIlKfTGltLiC+YZ6XbfE8UdF9T5lmIolni0/j+5Au0Sz4ytJNg+/zkzXNjcZ85xlbvtG9FWmVI7wQf6gABAgQIECDAd4/vtrBLnXdoYRerS7Wv28Mommy1ztZlwUasp5Et3gC+33DOfEcRoY6gyOMuFG22xTtAuukiqr18DpHpfkS6esz58yha/QHgSBV+MCONdLWq6PQPmgqJ5Zw03PG4osvlssjjlbrs5IpFaY37+vyKibWaor2dZVgyzhd3pGFHBq7UFMVeNBcUj4vcnj1ZZGxMhLOvT9He3l6VAL+jW4mIdw/BpdkSUKIzAjuHolzO11mqwq6BEAtZlwsFv+2tBwb56u/PMjgoEn3PiKLY9+9FBWJYvppU2RGGD5qy6xcM0b5zQBMH6xSywZRWtxUgy2URa1sM565B+PYJXcOhQ9onFIK7BkT8h4fh1Tl4sQkds3rrUACGozAWgdMV3a9zyLquE8k7Yvg6+DKaPPWhyokeIr/d5v5uR0S7aJ4tm1zoIoI9ixIZG1xfdoRZtnr+AAECBAgQIMC7Dzda2OWHgIzneX9glp9DUmOAf+153hNvUf++a1iHhW78IiutOtcqfkS6bJbjiNwMIpK9Xg/jIfKUx4+AL6HI5hIixxFExPcich1BEpAdiFQnEEGuVExiHSK5G2NwcFhR1tOnFQEum6TG4WHJRPr6RDJfmpbftOsqan3kiCK4iYT0w5viKrmdSKjAydmspBsgEl8sKkqcTotkDw4qStxsqqx3tQrFlF8kxXUhVqyTz+v8P/IjLksV7Z/Pqx0WFhgcFGF2XRHgcFiykJ6eZZJJnetCUXZ9tlDNN4+IgD/zjKLtHSEtx+OaMHR3yxZwYMAfm0IBLtfhAwPqa6Oh8Tw+Bemoqh6GQtAVh/0N+HYF7ov6uvQX8jAUg5M13aNjaDLVgQh2D5ooJc3zswVJgYposlQwz8sZ/JLitkiLjXrbkvYZJAmxxq+WWLdWSRwGniFAgAABAgQI8G7FjUao/zVy97DYgGSnm4A/Bt5xhNqigsixrXwYwy/+UoSrOcN1s76ACNWM2T9rPn1mvyYi1HHzGTLtNNEMo44I1gB+IZB9+NUYHVQS+8icIe8xkc9EAr65APcWpYkGSCYUoU0kJJVYWNDvFUPIXVeuHT09fsGYWg22on1HRnw5yFIFPBfu3RfhhRMN6nWR4ZWGiOfIiBw3ymXJQDJ70rx6vEilIuePRx/V+fr74XxBRDeZ1Dk3xWG1UmdqCj7+cU0YOsLa1xLriQlFwM+3uHXY6PQnP8lVzXZvRuR+fl4FaAoFuHtI7eRyisbbZMSpKbU1M6Njm8DLdbg/pQlIowH5BtwFLNQVKY434FUUvV9BE59JRHp3mnu+igj0EHAEkej9iPRGUEQ7jzT39tlqfSvimvtt31AM4NvjWSJt5R1h/AIxAQIECBAgQICbw38V+rHXrWt161i//Y22rXcb+fLMb99wP26UUEc8zzvbsnzU87yLwEXHcd5RSYnrYV04HgSeRUTIFn1J005ubPKidW+wJcfjaKCs1V4cEeweROKSyN2jgBwhxkybx832l836rSjKPTmnczwYFhmenJPUYk+3IrMLCyKTxaJI7NSUosADAyLBfX0izrGYSO1P/7QivJWK2imXRWZB0d1vHdUx8Tg4xmsnlRKh3ZmBswtQnoYdvSKvSxW4OF2kt1d67D17RJJ39imCvL0/wvlsg66EyLrnqp/d3SLCritS3Ncn4mulKjMzkmdMT0vicjYrQj4xob5nMiLC6bQiz8ePm0h1CTJxrjqFbN+jgi6hkEh6MqljTpyWHn1nSVHnEPB4EnJlkdY0arcHGIrA5xsi2WP4co1BRIg3I929vdcnzPNRxNc/h8y934cIcxI/4bWKPyGrtDxn63XSMdqrLgYIECDAux0dTrv921pLFfSo024jV19HQ1zPP7Yr1L7vqtfebsVtT+eue77l29Ja+7bLzY1tyytu+3mXm77lXsNdb7HXvrzWYrnXXGt/l91cad+3I9LuWbe23GKbt876bm1ju53dhot+225n+77hK+3LjWT7csh3wnvdsc1N7eNY3+KPW+bpKm+Ejovrtg8OXCWd632k6/2p9j632ORBu81e87nJ153rrbLGe6two4QqDh/GAAAgAElEQVR6S+uC53n/vGXxDt7hKCIy3WrTGKfdPg98i7y8+W3J+CAiYxHzGUD2ahcQ0WqYzzCSdpQR+Y6gUuR5ROLWUCS0icj0UhNm5nTOk7NwCugsqB2rNy4UJAdJJOBMViS0pweOZ+GRYRHLtaaixl1xeOm0IswrDWmjl6vw2GOK1oZCItClktFvG8nGjl6R9nJZ8pLeXsktqlWfCFdyIvTZLDSbDZJJeHFK5HloSMcPD2syMDMjGcnJk7B7SCS4XFYU/ELRX45GpYVeqeuYF6bhwT3yp/7DPxSJHxmBy8c1AZic1Di8NicCPTqqfn51Gr5/QCQ2ie8hvoIi+AD/ZFBJntEozDeg1tD9raFCLgPmfnUBL5r7eKd5BqbQH0AfItG2gIt9XipIT/2yeQ7s25AUSkp8lusnHNqodYD3Fq7lTW3XB/7UAQIECPDew40S6uccx/k5z/P+Y+tKx3H+R8Qp35FodVOYN+u6eb2O1e47h17z97Ss68P3KLbFXMaQZrpgfufxNdfbEGG2+tk6SoTL1xXt3ockB5konKtCf1SR5idLImqDwKMPw5PPQHQOwiER1XBY5bUvFuWuMRhT8ZMjRxQJbjREbm1y3nJV0d3vnJQlX72uSPGpKRHh/n5fLnGhKKLquiK7x46p7fsf6gLXJZFYJpFQe8PDJoHSZNHF44pKDw2p/Xpd6zrCItWdYRWScV2dxxLrZlP9/PwXYN9e+OEfkX57axq++pT6tqNXbdeamkA8PCTXjssVtfPsSUX+V9G5+40ndRh4ZACm5uBME0YS8Bezui9ddUlyEsABRIDtpGgVJaT2tDwD51qekceQznra7G8LAiWQKwzm+dmOP4F7zuxr5SDrn8uguMt7E9cjzYE/dYAAAQK8N3GjhPpXgM87jvPfooAeyCVuA/CJt6JjtwLWk7o1Cl3BTxBrlXtY67IpFKmsm+1VfKu9ECJHk2bZFnnBbKvhyzwGEEGbA/b0wPl5tXUO+FgvHMkpgmkLmfQDIykRzWPHRNw6w5JY2CqBw8MqZb6pDKmwXy3x8GFFbG00+OhRtTM6qqh1uSzHC5A+O5USgY5EfLnE7KzI9dCQb3N39vQSW1Ii/LOzIquNhgq67B6EFyZFzGOmiNSLp6Wh/odn1O9SSeTadXWOhQVF1wcGdM3z89CXkcPH8yfVp1OTOmZnn6QktiCNrey4Upc0xJZPf/60xjEaNXrzumQWgzWNfwWYqWhykwKOolcqc+iNwRnk1FFGJHo/vt79jHkO7KTqsHk2EuYe22O6zfYivszDvg2JmONbn8FrPZcBAgQIECBAgHcvbqiwi+d5Bc/zDgK/gYK988Cve573Ic/zzr913fve0JoE1oooIsOJdfv2oRmGtcprIsKTQhc8g4jvdnPMSUTUDiDbvDJ+8mISuXr0YSQO5tgzwIkcjEREvlYaqpQ4nLQVB/XZ1aMy2TMNEdy+Pjlc7OsV2esIiXhXq/DsaRHgv/2cvhMJrtri9fZKs1wui0wPDoo0R6O+7Z5160gkRJwHBnRMPg//35+J+FarijDHYpKK5HKSl6w11Xa1CpdKIsZb076s48hRKxMRqX7g8TQLC+r7iRMiyd88IlLd06OKiM2motOjoyLs0ahI9dRpuNtIUpaqmhhsDMGmMHy7AN8saJwPGi3ZK+ZeWJ17FkWSz5n7esrc9zT6Q+hD5Lgfad3z5pjTSFdtHT8K5jlJ4uuf84iI24REq9G/3+wfwvetvt5zGSBAgAABAgR4d+JmfaifRvUu3hW43ut0G0kGRZKHEOk6bNZZzfOHkE46hp9Q2ESFXvoQQSrgl6puTYG4gAjXCWCk4VfTG0JFYL7SkFzklaYI+7awIsY9PSK6pRIcHBCZTaXgqRMi+f3dcG9ESYulktr82EElH/b0aP/5ebXRaCiym0xKd9xrJBThsAhqPC4iXK2KtN47JtLtur52et8+RYPrdZH6WExkOZGQVnt6Wuvm53X+8XGdr1bT/lvTIt2Tk5J6HP18kXJZZHt01C/Dns8rWl8qwXxWv5NJjclzE3BXBhJxODYOXRFFsJ84qvvkunBvQlUQS0C+rDcHNeTIkUUym6R5HvYg549pNMGJILLsAl/El/YkUSTZSoFASY+D5v7bEvQj5lz2mflLs++8eZZ6UQGgOfxotbXZCxAgQIAAAQK8+3GzlRLftWjVrbZ6BluDlLmWfa2HdRRJAAqIeFnf4H3mt9XNziKSdRqRqF4k2agjTW7VbO/Ft1f7PhRdbbo6912IQH5tUl6Em8N+wuLcvMjdCiKYa64I6/SMpBfd3SLJlYqIaCym7fG4fheLIsyjo9peLqudPXsU9Y5GFbl+ccqPBltyXyyqX5mM2iyXRXojEZUF3xiVptlzRapzOR3fqtFebWq/qSn4xCfk6nFHtwj+1JQI/fZeJVyWyxqjswswOw+RENzZq30iEbh/RJOH+XnfXeUDKRWQKR8WKc4hUnwavxz8BfyIdS/wdfO9FxV16UAyjf3I2tDiBIouN/FLx68grZMtAmOjzTWknW595nrNMzaHb9NY450Jx3E60DzhnOd5H3ccJwX8F/xA/I97nnfJ7PtrwM8g5cy/8Dzvq2b9B4E/ATYCTwK/5Hlee+p6gAABAgR4z+D7H5PLR/RN9vte0Gpvt97a7p2C9w2hvp6eesr8Xl+pro60tQ38Yi9TZr+j+OWl9yJilUHEud/sZ8mT1dR0oMGOm2O/AyRcJdXdDbxY1MN4CvkhrzUVyS6YNpPA9pRvldfb60d0v/IVRYy7EiLGs7Mivxnj6JFKiRxHIooaT0yI+F4oyiIvkVCE2BaQGRpSpDmR0PfBg2pvW4/2q9el0+7vVxT8ww9JvjE0JFIfj0uSsZjTsePjSqT0XHjiCSUWbuuGC6ac+vS0+tlo6FjKKjv+1DFNODbG5GIC8HwJ7o6qEiToHOEw/M1hkevNKGH0AnAPfjGdlBl7kHSnYdadRBUwrQViztz3jLl/dmJlnxNb0GW/eSZaJ2h2e9Tcrxi+E0jNrO/Ht9V7B+KXgJfw1VCfBr7ued5vOY7zabP8q47jjCBf+nvQnOGw4zhDnuetAf838Cn0EuhJ4KPAl9/eywgQIMDbDQcIXUdFutYypY5crf4gdDjtyxV3AzeKmte+b0dL26teO70JOd4bLm/o8C36Qs32bRvDq23L58qbr9snb52131ppnWddi6veOuc+Olbaj13Z6l9Px5X2sW2s60J4XaTGa9k91N59NpTalztr/vXmD8Tbtm0srhun7nba3HHF7+Pa1vZjo/PtJ2o3QWzH90KSwy3WfdfCG9nv3UprvhvSUL8VcBznAcdx1hzH+dGWdZ90HOek4zi/fKvPdy3dqo1E52l3YOg23018XWw30sSO4dvkFREp24nIk32tv8UcGzHrHkR/Q1nkj3waX2t9N8YlIqRjepFTyCbg8T3wWLfIWSqlSPDXZuDloiHDVRHgM3WR6wsFOD4hUh2Pa1uxKIJdLEqbbD2f02mV6R4c1LZ8Xh+bBDgyov5tSYlMLyxI6/y1E3B8WhFjGw2fnRXZXljQ8b29SqhMJv0KiP39+oyOyvVjdFTtu66Ie3e3iPq2HuhNqi9jA5rAnM2qjZUm3BkSmX5uFr45Cy/VYK4gqUcHfsbsHSgpMYxCqB2I+OoffV8jX0GR60U0gZk1nymzvbVYy7C5zwsocj2LT5TtM4O5n6P4kekJdB3vZO204zgZ4B8Df9Sy+oeAPzW//xQ/AfmHgM96nrfied5raCj2O46zHUh4nvesiUr/Ge/gpOUAAQIECBDgVuG2RKjNq+XfBr66btMnUQXGv3AcJ+553i0L5K3XU6+3LrNojWRjfs8iZ48+pKXOI9K8iIhVGEU4o/gexXFEqAqITG3Bl43ci+93jTmm4Pp+yAlE1GZmRDITCThRUjtlNEB/Nw4HMiKviar2c10RxVJJFQX7+2F6HgYzvpNH3bhk5HIirTYRcqUhQjw3J+I9Pa1je1OKbI+NKdJ8T0bFVNaaiigvLIiUJxJqs7tb61dNoqPrmuqGxl7PljP/66ekST8Y17q/n4TdEXh1VhOFXFkk2EXSlIkJc/0uXJn13wbUMOXZjUSlkNU9iqGJCChUGkMTlShKIAWVKN+N+mEnV934bh2YNsrmHNP4yYZW7mPJ8Qi+Znr9m4/W5+sd7OrxH1BF1K6Wdds8z1sE8Dxv0XEcW1l9B34aAmiOsQPNYRausT5AgAABAgR4T+N2Rah/EfgbXp+bZd93eLRLWW8Z4oiIpRAJSqzb3hpFtL+biEQ1gOcROb6ItNTdiGRdQGSpAyWw7UZR5r0oCa4LSQseQIltZXP+GeAp87EkMYskIc/XoOH6tm/DwD8Cvn8v7OsRcT1fUEQ5mRQxHejX98aoItGJiO/kcbGk/SoVEWfXhYW8CGxnGGYXRLYrFUXEh/r8subncpJehEIqQlOv+0VgrD1ef7/KkIfDkncslJSUuHsQvnlU53voIe27GRhIwV+dhvm8kgqjUfXz+w5qTDvNWH3lhLblgT1xjU3UjFc6pt9ZQ+5jaEKTQ28DlvCTTs/j6643AQ+Z+zJr7kMaMUBbmGUGn5gPm+ejG0k95hBpts/JvLl3CfMclGHdi813LhzH+ThQ8DzvOzd6yDXWXe9v9pr6acdxPuU4zrjjOOMXLly4wdMGCBAgQIAA70y87RFqx3F2AD8MPIL4ZSs+h5Ki/tzzvKW34vxp5MTwHNd+/R5GJMrqXG0SoY042gp4ZXwdtSVQp9EM5QHgBUSCZ1D0OoVI3r2oEp9VGkVRQuJz+JKBLcia71vI4u0AsNck43WEFAl+Li9SvxdFggcHoVTRd7ksYrohKg3z6dM6ZqEEu/pEgm30+9GHRcyzWegzZctPz8GeYZHY/n45dNh2VuoioZGIEgdB+ujzBbWzmJf0JJGAnWn196mntGwdQmo1Rby/OWnGOyTXkrMLmggkEvBPHlWS5MEiXGxC3kwqXqwqCl9GJPbRkO5NEph0FV0+ZO5dGBFn+5qjiiY+VrIzb7Zb33HMffkASi7MmbGfMfuG8DXR0B59tr7TNrL9LvOa/j7gBx3HeRzz8sZxnD8HzjuOs91Ep7fjT4AXkNLJIkO7/Hz9+tfB87zPAJ8B2Ldv3/smaTGooBggQIAA703cDsnHfwB+1fO8NcdpD2h5nven+JrN18HRActcJ+p1I2gtQ96qJ7Fk1hLuZ1u2WzmALTvdj4hSDlW3ecksRxFRWzTftuhHBd/T+iwicOOmvc2IfEdRJPUZ0/4dpu1ziKQdPq3o92vAlrzkI2OmTce4fmR6JI1IpyWTqFa17JoCKdbxY3pa5DeXg5fnZUk3NKTjpqYk8ygURKKfPS7N8/i4SHqlIvu6Ukm/e3v1EK3U1d5cCR7Zq2hxR0gyj/5+Ra1DITh+XP3J5+HuHujI+xKU1+ag5OrYrWnJR6pVuFzVOHVHIN5QomE/ijTPVPXbFtRJo7FZQ9HpZ1B02Uafm4gJukhiYxNKQ+jNQMbcD6uznsGvmDmNyHvMLNvnI4HGYNDcjyq3Vi/92muv4TjOsll0gE230jnD87xfA34NwHGch4F/5XneP3Uc598B/wz4LfP9d+aQLwD/2XGc30Hql93ACfM3veQ4zgE0R/wp4PduVT/fCwgqKAYIECDAexNvC6F2HOcXgJ8zi5uBzxoynQYedxyn6Xne59+sHUMiYi3t3jSpqPJ6h4UoIr812gl363arx60iolRDpOqSWZdGyYcvIBJmHSNySLs7j0jysrmAYZRIdxqR73vNcS4idWVgXwYuLCgSvRlFV23RmTryJdsUhqUmvLoAm6NwyYXeiCnk0lQU+nxdZLhWU9Q5lRKB7u9XpNqWHV9ztX2xBB8c5apf9I5ev+hLoaJI9nxBfd9bhoMH5PIxMgIvlUSWcwWRyZ4IzM7ByLCOD4UU0bbyjgb6HYvJgSSShxfKsK0MY0NQNmS6DLgNjXsSkdvHe0XEnzH3bxCR6U1oAvSyGeOSGfMtZowx+8bQhKeAL+mxGqgHkbzHVkqcN/c5btbNoD+eXrPdhm5tm+vdP74X3HnnnVy8eHHTLWruZvBbwF85jvMzaL7xYwCe573oOM5f4SuifsE4fAD8PL5t3pcJHD4CBAgQIMB3gVarvHcD3hZC7XneHwB/sH694zh/AnzxRsj0WwVLpvtRlNNGGFuRRDroJtLb5jHOHPjJhWXkFmHt1nL4iZAeSpTbYI63xUa20F5xrx9FpGdRhHVyQaTMFhVZQ0TuTkSy+xGZBhH1jjrc1y/SGg5Lz3yhAPeZgi+JhKQV4+Mi1x3GiePwMZ1nBYUa7zcOH1NTcL4JO40ryNCQItKzs778oYzkH64r2UgZRcHjUehP+17YhYI+ZeDgiCLP2RwMJGFiBoYyIvrNJkwvyBmjOSNimgmp/RqalLxq7sWRnL5LZkzOoOj1WXQ91hqv29yXabOvcebjfjQhsomkDXznj2fNvtY32nqQG3OSq97jmHNtM9/WvSVrjluflPhOh+d5z6A5Cp7nXQQ+cp39fhP4zWusH8cfpgABArwPsd4+r6PlZfTaOlu59fZ2ay2pGGV3Y9u2htfRtnxudcu6tvztNTfSti17JdW2nL/S1bbcWPOPvVxvP+/Kansfmy37rtbX2fOV2s/rblxrW47m/P3ddY566y6P8LI/jpHL7duc9mZfZ2+31nn9NLRWmzyADRW/sdj59uyf9dZ369Gc9at4eLyxDd16guw9N3nd/d+ITDdn526p3d2twvvGh/p6SOBXrVhPfKwTiC3sUcR3lrBODpY5JBEZPYUvCcgjomVlA/vN8dOIVN+BZBxpRLYtEbee2OeAh/ELxGw1H+s4sjMBuYranjbrjs/7FQFXTL9mKpo0FCp+xcNnT0PlpKLKmRQ8PAhPnxAZDZvqh48+CpFjknZYR5CX8yKtg3GR33JdEpIDByQv+eERaa1LQE9YBPyFSbhnRIR+fl7k2HXhsUfgM0/D3gTMLGjiUKnAXWHINHUNmZCi7mVkF/GauSZbDnyfuR/P40fvDyDSfcXctwKaJA3jJ35mzP2cor3QypTZJ2n2KZn7nzTrW/2o6y33ehGN8bzZbsn2JO8uQh0gQIAAAQIEuHncVkLted5/fzvPDyJT87RLPKA9cj2NIpL9+MS7B5EtW+wlguQeceQeMY+I8hy+lKSOyFkURcOtrd4aItSWxKUREcwjp4q06dMkItQ1s32iokhoD9JTL6MbmojASEbJhXdl4PiCSbDrg2PHIdMLu7shXxBJfqkEhRMmapuSdrlSkYf01jR86AB8/vNKeAyFfIePuTm4nIezBXlBP3YQjh2TM0gPikiHQioe89dHYHtIxPv0ad+/+hww1lRJ9XIZLlZF6m3594arcV5GJLlsxiOMrskmglrJxjQak63mu4HI7XFEgvNm7MJm3wU0aRozYzyH7wCzE02QrBe1JdO03B/rNlIzz4PVTLcWDwoQIECAAAECvLfxvo9Qx7h29brWyLWNGNfMJ4PkAs8jElU3+/chd455RMwK+MVd5hABTAIHEVHOo0h1Cd+mLYNInotfEGYa3+JvEhHEsDlfDMkjbGnyJWCqAY8sQCom2ciuMJxpijwP9MML87AtKtPglYZe04QRSVw0b3cuVyQHOTmr5aEhfazmOtXy9iwUUjvT0yLTDWN/sr0XrtRgvqFrW3YhPA4DA3B6WuOxx/ShVjATlSScKyvavw1NZLowWmvkanLGjH8Y2QgumjGzkeg+M269aCJjXVYypp3WiHFr5DlmxrnHbPtmy/22L7XsG4lJ8229zC3sOOYJEODGcS33j8D5I8DtguM4/y9g7TQDCVeAADeA9z2hvp4bQwURWQurh+5GhOt5RAhjKCodQqTMyjvuwydjcUSCXUTwjpo278EvSb5s2k+Z/WaQvd4ORCitTRxIL/xsS9/KiHg+FoOpmn6fbogcRlFS4cUsTFVhu0nyc12R7/NF6IvAUkPk0iqpdvRKCw3wnVnImMIsCzU41K8I9unTIsfW09p1pZkOhxVt/vqsJhiZEPS4EI34CYiYvm0Gck14sB+enIdqWUS/jojpOVRNMmLG4kXUz4tmfF9Bso99cThelXPHtNkfM+5F04b1CM+jiPawOc8kIuPdZvmY+S4gC74ZfO83G6W2mur1RYDmTb8CmUeAm8G1iHPg/BHgNuJPgN9H1U4DBAhwA3jfE+rWCooP40sIRvF1urZaniVZBUSSbdm4YbOu1xxTBf7WbGsgEjdn2rWFZIaQtGHO/J5EBHLBnO9hROS2mnXHkHH3LPD35nx5RBgPmfXHaiKP+zAWfg1Fr6ezOs8gvv91uaG+vQr8QC/MzuthsK4bWVPuO1+D+6IwWdXk4TLw9GkYMxURj55U2w+lIFtS9Dpuqh9+NANHp+GKK8uHiQbsbcBfnpQWOoMI/M4IPD0PoyHIuRqXFIoQgyLVB03CYrll5rPL3JPzQL6qvveiNwDPIBIcMh/rtmKlPCfMOE2aa+5DY3fYtG318/Ye2kh0a+TZPg/WBWaad18SYoAAAQKsh+d5RxzH6b/d/Qjw7sPHhn61bfnLM799m3ryveNmXUbe94S6FdYOrxt/YFz8KGQDv/pdN9JKP4Wikk1E5qxn8TwiVgNmnY2GWsJuo9UNfPlABBG2LiQDSZjlWRRRzSPyXEbELw58OAyvNlWM5JzZdsK01QX847jIZgRVHhxH5LYHuDci8pvN6vy70iLRX5/VuR6uw0FTnGW17vdjRxhOFXRdu5IwnJCcBGAmpz4UgINRkXA7aelBjiB3NESobdGbEw1NYEom+dBWO7RSmhXkb33a3ItxRGBziFSvmnUVFImuoIlI1Yxz1vzuNm1ZbXUFaadd9Lag1XvcRp9Pmvs1YsZ/oWWf1qTVVilIQKgDBAjwfsMaLlVX//qtrqsTu+T6bhX5tXjbtvJarG251fWjq+NK27YLzfbaxivrbDIWG5uv/q40o23byo11zh3NdvpTbnH2WGm0b1u50n4et9niYrLW7mjixdrtN2Lz7W21dJHouuSt1fahITHvu3GEVtu3tTpzACxlrk/n7jjZ7l222tXuRPJGTh71/nZ3lPDh8bZl58Gxq787Lq73SPvu8U508XgzBIS6Bfa1/4BZdvElIdaP2BaEscVeXPzExSk0oNbqbhY/Au3gywb6zT57TBszZh/7578VP0lyzpxrN9I6P4NIqL1xX23KLaQHFZjZh0jjVrPPVFX97gIe7IFNee2/iHynF0vQm4ZLJfiHItxX1hhEgVwdanWR1w4kKZmrwc4MdORgsqE2vzKtftrjkhjpiqvlCURYD/RJRtLRgEfN+Ng/1TI+Ua4iomwdUKrmmvJmXQPf47uCNNUV/OqVZxEp7zXHbDXj6CLyO4gmQHYiUzLnCKFJii3MMo0vBSogl5ZQyz2xpNveewiSEAMECPD+geM4nwI+BbBzR8eb7B0gwHsboTff5f0Fa4c3gf/6voiI3UP4Mo8Sil6WaddaD+Pbt1liPoVInz12GpG2In4kNoxIsS1zbuUmtq1VRABzZv0Y8FHTr1PAV8x+s6iUeRIYzYg4XkAR84m8COOqaSPXVHnzV4ow6+qY7zRlo/eyuT5bzKSK9NNVYHxeco80SlLcm9LkIG4+YWAoAoUGPG36tQgcy8JiTZH0Kn6hlROI+ObNuD5kxmEB6c2n8XXVLwGPIVlHyrTdZ8bdnrsf1dIum31eQwR7wFx3Ez9JdM7sZ5NAraOKjTJbC8Ky6VsvItJR9MdjZR62/0F0OkCAAO8XeJ73Gc/z9nmet2/r1oBOBHh/I/gLWAcbeW4lR/blSKFlXb1l2UWELoUI1iQio3OI7IXxK/JZmcAwInZV/IqJRZRwOIZfDtJas8+ZY20Uu4GkC05Lny3sROALCyKIZXO+wbix1Qv5uvCI6VfFfMLAyZLRLZvtkQg8nJQcJg30xxUpH0dR6KqxutuT9Il4JOJbBcbxI893ROBHhn2bQWsB2G/26TH9umDGIWKOu2iubRCR9OOmryNmDKwLR7/5/VVMciavd9yw0p5WXKtCptVfg+7ROL5vdY8ZU5eARAcIECBAgADvdwSE+k1gk9j68CvttW6L4ier3YdIXgm/oIglylnTxiCSM6Txq+lZT+tJROryZt8Qiuza6ntD+HIFG9neikinjZLuM9vSUa2PI6nIC8ATVSU3Fl31eSfw471qt4pI/EUUuY0iYlwCXmmYsuVmOWsSAG1EvNCQpKNclhNHBZgwUqp9ps/WpeREA/582veTtv2fR+R01ZzXRtL7UPLibvwIdJ/p+wi+fKXQco5ufKJuUUUR7z5zbaOIwNs/gCY++beTFhdfM9860bJWi/MEEo8AAQK89+A4zl+i/47udhxnwXGcn7ndfQoQ4J2OQEP9Jmj1o7aRTkvYuhGxtJpeKw9JIsJmi74kzD4gUtfA1/2mkdTgeUQ8dyN3C1u8pLUsdralHZCuuNiyroSSJEtAqS4yGEbSioTpYxitt7KFJ3J+8qQtXtOFpBXDSPqyE8gZL2lbbvwxIJOBiQUR4L1owvFQBEINtd+FJCXdiLjuR/t2ImKfNH3dY/q/hjTSnWasbaLlbnyf8DJKzJw2x88ja74qvowGcx32e9783o7Itx0vS86LiCSv95gOcW3C3FoMKIhOB3ircC1vars+8KcO8FbC87yfuN19CBDg3YaAUL8JWn2qrQ+19RseQiS32+yTRWS1NVHXJq5lURS0jIhsLyJzs8BziORNILlCAz/h0SKEIrWtrxTOmHZc8z1g+hEzfUohacReRAJzpo2s6cc9Zl0vIqMZRJ6nzfH9UZiu67rPmm2OOd8cUDZkOoycQwC+0tC4FPHJ/jJmktELbk66aBd4APgamhi8iCL121ra/4bpx/OIDIdRBHwSTRIWzHjsRCS8Zrbl8TMCdDMAACAASURBVIvwgE+ubXnwGTPuESRrmUT381oe07YUeSuuVwwoQIBbieuR5sCfOkCAAO8WvJn1XKvN3rvZYg8CQv2maPWpBp9gW/IWwi85bQlw2WyzmmQbWZ4z64YQkR3A1/wO4+tzP4RI5AKKUA8iEm7JdgS/6p/1t7ZOIj1IUoJpz+57xHxHEGHeiZ+cOIvIYwYVe1nGROPrmhycMv170Rx/yJw3b64hgyLJM/j67R3mHH0oav4ScDbnTySmUbLgTjShWDBjsmD6bycHNpHzDCLbF83xc/g2hfYa7H2w9yuBSL0l1rY8eMiM+6zpx5g5zk6IbMLhHCLPUa79DARyjwABAgQQXKDmSWi35LVvW/Z8m7Zld0PbtiW33c5u1bu+W8j6Y881trQtV1Z9q7zFK+0We7lq+3JnqN3ab7Xpn7dea7eVc+vr+uQ5V392Xmrf5rYfitN+GnYe9t8zn3+gfefkK+sGrgXL25225dj59oY3Xlh3PXF//3p3u4VgtND+bnX5A+mrvzuutLfzRjZ5Fk89+78Bb06e1x97K2323gpcy7rv/2fv3uPsqur7/7/eJFzCLREJ1xAnGFARAWGMKN8qeA0KilUL6Fe0ohGKl2qtSmnV2h8/sVqtWkVStZQWRCoiRLkqIFqDEJD7zQARQ4IhxFwwQJjk8/1jrc3Zc3LOzJmZc515Px+PeczZa++z99pncjKfs+azPktSjSMTB9QjVA6w15MqUtzF4ICrfExRhm9y6Tl35e0nSSOjRQC3LSlIvps0IvsklYC7WHq7WHFxFZWqFQ+QRr+LRV12IwV7W5MCxnuo1MkucrdvJwWpzyEt7rIsP78YwX48X3OL3H4PKV+5qL7xKCnIfna+h+LYabm9SIW5mUpN7m3zvmlUcsBnkEaOt8993ImU9jEtt60AjiCtiPhA7leRp70qv45FOkv5v6byKoZF4FusvrhzPi/5GjdT+aBSlMN7fr7n51Mpk0jpPE71MDMzs4ID6lEqqnXcQwoki1HMor0YKS3K8BVl27alUuf4NlJAV6zYVwTexaTDco7ualJguQ0pmH0RaRS7qNCxPj/3+nzOOaTA8Vn5XLvnfryINCJb1F3ei7T89yzS6HRR0m7n/LUyn+9gUgA7nTRS3EcKxB8hBcQvprK65D2kQLt4PbaikuZyc/5ejAjvAhyaz7OIFHzvRwqgD8j3c03uU1++x8jnLPLV98ivUZF6U7zuRTBdjEsUwfL++dhfUllopwigN1H50FP0cSsq1UccSJuZmVk1B9SjVB4BLb5DCrz6qAR2RXWIIjWhLx9XBG8bSEHxynxcsYpiEbxtWzr/JCoB7VakILlYLGYalcogK0jpHJCW5X6cymj07fkcs/M5JpFymJeQAuuNpIBzRqkPk/P5f5vbVpOC2jWkYHqX/L1YVXJH0geElVQWU5mcv9aSRqGLiZpbUZl8WQS+u+T2Vfn5RWD/QKkvz6GSvzyZSorIWiofatbn78VIeBFo35aPWZm/F5MMi8D6Lioj2OUPOV4F0czMzGpxQD1KxQjo9qTc4WIktI/a5dSKwLrI5y2Ws76HNGq7nsro9fbklQbzdhEo3pyP35E0YlxUrJhNGiG+mxTQFznNi0mB59ak0ek/kEbD15IC1p2AP5IC5O1IwfbkfE7l44vUil8CrwJ22QkWr0qB/O/ztRbn/k/L28tIQXHxGuxNpdJGUQnl5Xn7eioBd5H7XQTdtzC4Fvje+Tr75f4U538o39eOpEC4+BCyKp9nCfB64DLSz2pZvubOVCaY9uXzlFdHJL9uxYec8ZozLWkv4BzSP59NwPyI+KqknYDvU/ln/RcR8cf8nFOBE0mfwT4cEVfk9kOAs0nzVC8FPhIR9RMDzczMxgHXoR6lIjB8KZXc2yLILi8Ksz0pGilX/ihqJt+Vv5eDwBmkEeID8vdtqQTrA6T85WJEe3dSusOLSQFxH5WV/oqJkFuTRl2fn8+ziErpvrtIKSFHbpv6ty2VCXrLSUH7PvnaD5FSPDZsqFQSKVZ3LEaTd8nHTSvdz/NIo8BFjnSRPrEy33tfvoddSKPey0mpJ0UVkh1JQe2GfI7nkSZYlvOiHyKNHh9AGqV/MvfngPx9FWmhl2KVSRi8rPxKUrQ4k80XankkP2+cr4I4APxNRLyAlIFziqT9gE8BP4uIfYCf5W3yvuNIP6K5wDclFTNzziQtRbxP/prbzhsxMzPrBI9Qj8Em4Hul7fJktWJBmFmkIBHSi12UtCvSOMql+O7JzytyqPvy83YiBYcPlY67jzQqe2/uQ5EysYGUJ30kqSr/bVQmJO5GCgyXklJCVpFGta9Ynz5ZzSbVhy7SIX5FGjU+IPfhkJ3heytTUHxdvtbS3MeX5f5uk/tWpHMUOdjTSEOZ5P0z8/38H9JI9EpSpZInSaklf0aqKlLkRx9IWpyGfL7i2NtIHzCKr62AQ0gVRC6hMtJfpOTA4NKHT+bX8S7S6o8TUUQsJ/8zjYh1ku4mzf18M3B4Puw/SS/RJ3P7+RHxFPCgpMXAHElLgB0jYiGApHOAY0h/HLAmcX1qM7PWqK5UUqvSRz0OqFukSP94kMro5i657XoGV58oT6ArfiCrqNRS3o3KpL5iie1lwA35uB1JQWOxouJGUlBaLCtetP2ONPJbLJBS5EgXo+tFKkg/aSR7Vb7mY6QR7l+vrKRLzCYF9uVSfruSguTn5OfslK/1SD5XsYDMEioj6ItJAfvNua8zqVQRKaqBbCAF00tJwfSB+X5WUlkNsigKVNSZLvLP+3J7uTjPWippHvfgEnhlkvpIf/T4NbBrDraJiOWSiiqGe5L+GReW5ranqXzGKrdbE7k+tXWjjQGrNqWSYhsZXFrskYFKybrqMnl/eHrq4POUnrta2w4+z4Zpg7YfHxhcdu736yv7Vz85+Dobnh4c7mxgsPXrKiX54k9bDtpXXSht0p9Kf9yPwXu32DA4w22rql8ua2ZV+rzlusH7tl67kXqqy+RtuW7wHWycMjjhYOotK6lnYPEDg7bLxQifOnrOoH0jCRJHEnyORw6oW2QtlQog00jB63oqKRHlihHVZfb68rFrSQHibFJqxh35uOfn8/SR/lOYmc+3iRTBFBPzIAWbxeTAlVRGq/cmBcP75uOK3OI9ctt9eX8xwr2BymItO1EpV1eMIBf1nh/P93cwlRzoYqVE8vOK5dPvIr2Rb6NSI3tyflzU+t6CFHBDpc707fna/aQgvFjBsVjenfwaFbWpZ1HJ4S5e7yKfvfi/rlwJZKKStD1wIfDXEbF2iHqbtXbEEO21rjWPlBrCzJkzax1iZmbWMxxQt8iTpCB2f9KLfB8pgNs7769XMaK63FsflRJ6s6ms8rczlZzlFaQAtkilWJyPLTxECnyLkeRyXWxIwfe+uX9Pkv6uXyylDimon5b7VJyH/HgJKWgvAv7tSXnlD+c+rs59KSplFKPHxWft5flaj+c+bKSS4w2VCYsDebuo1f0Qm9eDLupMP0llwugLSaPb1YuzVH+IKafgTESStiQF0+dGxA9z8x8k7Z5Hp3en8gePpaSKi4ViLurS/Li6fTMRMR+YD9Df3+9Ji2Zm1tM8KbFFyqvtQSWQviN/1UsxeJIUtZQnORaVP4qAeXsqNZ93IQWti0i1n3enkjd8Xz5nsdLiNlQWilmc+7eYVDavyO9eS6W28x75XPuSgtjnkXKet6Iygr0JeAGpIsi+pID2ClL+9R2kEeLieneRoqtikt9qUrC+LSmYv4PKcur7569iwudDVEas1+fXoBhh3pSfu4L0QWUVlZzqhfk6g9fIGmyir3yoNBT9HeDuiPhyadclwLvz43cDF5faj5O0taRZpMmHN+T0kHWSDs3nPKH0HDMzs3HLI9QtUqy2dx+VUdnVed9ObJ72UUsxiroNlYCvWMDlV1TqKBf5zxtII777kwLsYmhw39L5ioVMDiIFs7+kUqO6mOi3FWlhmEdIgWxR/ePqfP4B0sjv1qTc54X52kUpvFtK91BMIBwgBb3l1IonSWkx25I+KCwhfUB4gMoo9uNU6ndvyn2+K98jVCZvFh88ilzpbfJ5H6n90g7ilQ85DHgXcLuk4sf3d8AZwAWSTiT9U3g7QETcKekC0ss+AJwSEUXy38lUyuZdhickmpnZBOCAukWKUc8tSMFikU6wGyk4LSp5NFKOrRzwbSKNOBcBdjGquhtpFPw+UuBaBJYrch+2orKc+E6k6Ei5fRdSUD2TSvBeeE4+FioVRG4lBdOzSUHwPXn/tVQWctmP9I9rcd5XTGYs8r/XU8n7LoLp8sqQj5MC4gEqQXEflRrfd5SOK0aqy6tUlhfeWZHvsXgtbbCI+CW1858BXl3nOacDp9doX0Tl8461Ua3qH678YWbWHg6oW6TW6HKhSMXoo5K3XFa9fHnRNo0UQBaTHYva0QOkZNWirai/vCg/9/mkILqoGrJfbn+QFIg/RCX3Z4BKcLoFKdDem8oIe5FCsYEU3D6LSjm+tfnc5QmORa70HrlPS6jkd99GZfJmce1itcUlVKpwFBMqi8C5mFRYKD48lHOhy2kcRS51ueKK2XhTK3B25Q8za5fqknONGE+VQRxQt1h1OkFRrg4qo6vFqoLFceXR1SIoL6p93MbmQefjwFHAj6nULCuWIS+WNy8WkXmSyup/W1CZ3FcE2UWQPiNf9xYqo8FFv4vVGItUllm5vVgghXxPxWTK4h6Kcn3FfZbvef98nWLBmyL4L0a7iwVYyoWDykuMF3nYd5XOW5y7j1TGr4/aH2DMzGxsnorJ3P/0swHYVDU9a/XGSvm7Rwd2GLRv1cB2g7Y3lcrQPbFxcFm8R54cPBtmw6ZJg7bLpfLWbxhc+u5Pj289aDuqyt3Fmsq1NLhCHVuurT/dbKs1g7ef3mHweTdUTeB59l0Dzzwe2Hrweau3t//9+mceP73D4Nei2tYLbhi0vfGlBzzzeNJjj1cf3vB5Js/ee/ABjz3OZfd9oeHz9ZqxBPgOqNusutJEeZGRYvS0GLUtViKESp7wFlSWIy+Czk2kYPoBKkuFF6PDj5NSHopR6+I65dSTO/L5tsnHFGkbc0gpIeUVBouyfsUI8W6kvOq+3Pc+Btd2LupBF6sQPpK/imC4Orgtj+xDZUR+MpUJmNUfPJaUXp8VbG5lvq9iFN3MzMysmRxQd1h5kZFi9LRccg9SoLiEFPyW84IhBZy7kEaWix/mairpFDuSytetIo1U70wlqBwgBeFFFYwi6C1SKx7Jzynyjx+nMqo9M++7h8pExqKvxYjxUPdYBMPFMuxFf6EyIt+Xz1d+LYpR7HIVlOKDRfH87fN9rmTwREUH02ZmZtYKDqg7rNYiI0X+chFMQu0VFotjixURt6JSb7k88nsPleoaB1AJSosg9knSP4RHqKwseA+pgsdkUkWQ8nLo9zB4VHgaKUe5SAGpruu8gcro+xZUKpMUkx/Lo9LFIjB9VCYgTqZS+YN8vU15X/HBYqB0jzuTlkJfyOAVEs0mGi9TbmbWHh0JqCUdDvwrsCWwMiJemduPAz4BnBMR/9qJvnVCdQBclNwrgudpVEaCq1MkdiSN3s4g5U/fXOOYYrnuW0k/8C2qzrUNKQjdjRTEloP7InVkGSkIX0IlF7o4bj0peC3Ot750nmI1xSJtZD8qEw3LHyB2pFIFpHo58J2pVEopXo/qhVjKeecrc3/qL7xqNjF4mXIzs/Zo+8IukqYB3wTeFBEvJNe2zY4DXgIcmpdBnpCqV0t8PoMn45UVy5k/TBohrk5rmEYKtm9lcAC7TemYYkXGJQyunlGkgTxEGjmelo/blsEL0DzO4KW9ty0dtwfwuvy9PCq9Xz5/cd5iUmRR8aNcDrDoWzGaXkxcLN9r+TUr+uPRaTMzM2uHToxQvwP4YUQ8BBAR5XlkxfTYoH5d3HGvPHo8mcpoby3bk4LVexm8XHihWLq7qPkMqQze46Vjy8Hok6TVEIu0kKJE32oG13yGSik/2Lx6R/l8V5b6Vl1K8FAGj0iXR5phcKBfHo0uVwiB2qP3Zlaba1abmTVXJwLqfYEtJV0L7AB8NSLOyft+SCqf/N8Rsa4Dfes6A6QgdqDO/upc6GqrSGkgRTrFLVSqeBxO7SW37yg9LiYsFuevNeq7bT43VCZMFn0pcqh3LB1XnlR5bf6+G5VAvmiD2lU7zGxsXLPamu2J2JI7npwBwNObBocWfxyoTFNf9sS0QfvWDwwub7duQ6W83ZaTNg4+9unBpeOeHBh8ndVrK9fZtGKbQfu0qapM3uQYtL3lusof7CdV/TKdev/gYzeVuvzEzoPPO+2+wcdWK5fGm/zU4L89T3qi3t+iYfJPFw3aHvoqg2189uA/+OvZB3Dlwn9o6LkjqS09nmpKj0YnAurJwCGkFdimAAslXR8R90XEfwL/2YE+da3hRl4b3V+MChd1ncujwtOo1IF+hEquc3VwXCgvPFOUwCtX0qhemKYYda7OjS4rRtIbyUFykG3WfJ7AaGY2em0JqCWdArw/b14AXB4RfwL+JOk60py5++o9v3Qe4dTYUamVblEvEC+nbJRVTx4sJgVWB/XVVT6qU0CKah7lPmyislKiDfbggw8i6U95U8B2ETGSAQqzYXkCo5nZ6LUloI6IbwDfAJD0AuDfJE0mVXp7KfCVBs8TwDPLKklyUDGM6tHi6uC3+KNYkTNNaX91fnR5pLnIrd6GzQPz6oC8VhWT6iod1bWorWLWrFk89thj2w1/pFnzeeTazGx4bU/5iIi7JV1OZRXtb0fEHcM8zUapVvAK9Ueby88rFlO5jc1HmsvBdVECr5w3XZyjvF1eKrx6BNyTCs26U72g+bAzrvbERjOzrCN1qCPii8AXO3HtiaZe+sZwec1rqUxOrDfSXM7JrhWQD1Ur2nnQZr3NExvNJqbqiYr1JiPWmtA4nicueqXEca7eyG91XnOt5z1So736vOWc7HrnH6rNzMaPeukhQx3vEe3x4Y8btuWihw6quW/dE5XKHQMDkwbte/qJwVU+hppIM3nF4Cofqjp2y9Ivs63WVJ226jLaOLg6x7YrKhmkW68dXF2kuvrG+l0rJ9vrR4N/Uz7Zt9PgPldV54D6QeWR+35ys7bL7vsC0Fi1jfJ5R1Kdo9FzNvO841FPB9TPfvaz6evra8q5HnzwQWbNmtWUczWL+9SY8d6nBx980HMFrCeMNDj2iLaZjRc9HVCvXLmyaYu/SPpTt038cp8a4z6Z9SYvMGNm40VPB9Rm1n0kzQW+CkwiTTo+o8Ndsi5VK3CuNdlxKA7AW8PvY7ORcUBtZk0jaRKpROZrgaXAjZIuiYi7hn6mWTLS4NjVRprP72OzkXNAnUVE1/15vhv7RFoevqt04+vUjX1qkznA4oh4AEDS+cCbSfNRzZquGaPcYzUOA3i/j81GyAG1jUhEvKvTfbCutifw+9L2UtLiTWZt0+7gdhxOrvT72GyEHFCbWTPVmii8WZUSSfOAeXnzcUn3DnHOnfUFVjajc2O0M7gfJe5HqQ8N/Bt9Tlt60hyjeh/feOTna72PpwJrhmkrbw/3eCw/71p9afSYxu7jt8Pe11RJDd+H9M8N91Pa7MdW915yH4Y6tuGfiaSGfyYj6GMjx4z031b19jM/Exr/t1X/fRwRE/KLNNHiN8CP8/YewNXAxcD2HejPXsA1wN3AncBHuqRfc4F7gcXAp9rVJ1KJ6xuAW/Pr8Y+5/bPAw8At+esNuX1L4D+B2/NreGrpXIcDi4B/bmef8r4DgIX5+NuBbZrZp277Al4GXFHaPrX8sxjlORd1+r7cD/ej2/vQ5Ptp2vsYmD9cW3l7uMdjea1r9aXRY0Z6H0P0f8z30e578c+ksa8tmLg+Qgq8Ch8GPgR8G/i/HejPAPA3EfEC4FDgFEn7dbJfpYkpR5IWOTy+jX16CnhVRBwIHATMlXRo3veViDgof12a294ObB0RLwIOAT4gqS/vOxn4M2CSpOe3q0+SJgP/DZwUES8kBdFPN7lP3eZGYB9JsyRtBRwHXNLhPpnZyDTzfbyggbYFI3w8Wo2co94xI72P6u0FdY4ZrXbei38mDZiQAbWkGcAbSQFhYRJpjaZN1P5zV0tFxPKIuDk/XkcK9vfscL+emZgSERuAYmJKy/sUyeN5c8v8NdQCJwFsl4PYKcAGKosybpH3j6m/o+jT64DbIuLW/PzHIqJYgqspfeo2ETEAfBC4gvRv+IKIuLOzvTKzkWjm+zgiNgtWqtvK2408Hq1GzlHvmJHeR/V28bgZ99HoeZp1L/6ZNGZCBtTAvwKfYPAip/8GnAWcRBpV7Jg8svpi4Nd0tl+1Jqbs2a4+SZok6RZgBXBVRPw67/qgpNskfVfSs3LbD4A/AcuBh4AvRcSqvO/bwK+ALSKi/FeJVvdpXyAkXSHpZkmfKJ2qaX3qNhFxaUTsGxHPjYjTm3DK+U04RzO4H4O5HxXd0IemasH7uFnGy2s9Xu4Dxs+9jOk+lPNGJgxJR5FyXP9K0uHAxyPiqA536xmStgd+DpweER0tUSfp7cDrI+J9eftdwJyI+FCb+zENuIiUZvIoadJAAP8E7B4R75V0GPBXwHuAZwG/AI6MXPapQ336OHAK8BJgPfAz4O8j4met6JOZmZl1xkQcoT4MeJOkJaQUhldJ6uiIdEHSlsCFwLmdDqazpaTJkoUZwLJ2dyIiVgPXAnMj4g8RsTEiNgH/TkpLAXgHcHlEPB0RK4D/Bfo73KelwM8jYmVErAcuBQ5uVZ/MzMysMyZcQB0Rp0bEjIjoI020uDoiOjEJcRClWjLfAe6OiC93uj9ZxyaYSZqeR4GRNAV4DXCPpN1Lh70FuCM/foj04UiStiNN7Lynw326AjhA0rY5t/uVeGGEEZE0V9K9khZL+lQH+7FE0u2SbpG0qI3X/a6kFZLuKLXtJOkqSb/N35811Dla2I/PSno4vya3SHpDi/uwl6RrJN0t6U5JH8ntbX09huhHW18PM+suEy6g7mKHAe8iBYVd8R9yhyeY7Q5cI+k2UmB/VUT8GPjnHNjcBhwBfDQf/w1ge1IweyPwHxFxWyf7FBF/BL6cj70FuDkixt0KEK0yRJWZTjkiV3Fp2V8+ajibVLqy7FPAzyJiH1IaUTs+aNTqB9SuuNMq9Sohtfv1qNcPaO/rYWZdZMLlUJtZb5D0MuCzEfH6vH0qQER8vgN9WQL0R0TbFxDJk5R/HBH75+17gcMjYnn+68i1EfG8DvTjs8DjEfGlVl+7Tn8uJk2Q/jc68HrU6MdhdPD1MJC0N3AaMDUi3tbp/oxE/svqN0kVqq6NiHM73KVR6+WfQ5mkY0gV4XYBvhERVw51vEeozaxb1asy0wkBXCnpJqXV4Tpp14hYDqncJuk/+06pVd2m5aoqIXXs9ajqB3To9RgPaqUV5faG074ilXg9sbU9bdwI7+nPgR9ExPuBN7W9s8MYyb1028+hbIT38aP883gPcOxw53ZAbWbdqqHlj9vksIg4mJR+coqkV3SoH93kTOC5pEWOlgP/0o6LKlVCuhD464hYO9zxbexHR16PceRsqtKK6qV9SXqRpB9XfXXyg2U9Z9PgPZEm/RcDCBvpPmfT+L10s7MZ+X38fd4/JAfUZtatuqLKDEBELMvfV5DKJc4Z+hkt9Yec2kD+vqITnRiiuk3LqHYlpLa/HrX60YnXYzyJiOuAVVXNNRcXi4jbI+Koqq+OvA+GMpJ7Iv1/NyMf03Wx2QjvpWuN5D6UfAG4LPLCe0Ppuh+amVnWFcuYS9pO0g7FY9IKmHcM/ayWugR4d378buDiTnRC9avbtOp69SohtfX1qNePdr8eE8SI0r4kPVvSt4AXF3MuulC9e/oh8FZJZ9K85clbrea99MjPoazez+RDpGpeb5N00nAnmdyavpmZjU1EDEgqqsxMAr7bxiozZbsCF6U4isnAeRFxeTsuLOl7wOHAzpKWAp8BzgAukHQiqVzk2zvUj8MlHURKw1kCfKDF3SgqId2utFopwN/R/tejXj+Ob/PrMRGMKO0rIh4jreDbzWreU0T8CfjLdndmjOrdSy/8HMrq3cfXgK81ehIH1GbWtXLpsY6WH8urbR7YoWsfX2fXq7ugH99pcx9+Se1ffNDG12OIfrhMXvN1TdpXE42nexov99KU+3DKR4dI2lXSeZIeyJUDFkp6yzDP6auemTqC671H0h6l7W83OnlA0uGSfjya6zZ4/j0k/SA/PkijqL+ttKjCx5vfOzMz65CuSPtqsvF0T+PlXppyHw6oOyDn4P0IuC4i9o6IQ0g/wBlDP3NM3gM8E1BHxPsioitW7YuIZaValQcBXmHMzGwCyWlFC4HnSVoq6cQOLy42ZuPpnsbLvbTyPrywSwdIejXw6Yh4ZZ39fcB/Advlpg9GxK9UWlih3jH5+Z8g5fhtAi4DFpFKxTwMPAG8LLd/PCIWSZoL/P+kPNWVETHoz6eSDs/HHlXVfjwpd1DATyLik7n9ceCrwFH5em+OiD9Iei5wbr7OZcDHImL74r6Ag4HFwJTc188DL6C0WEIeoT8qIpZIOg04gTSZ4FHgpoj4Ur7ON4DpwHrg/RHR1GXIzczMzAoeoe6MFwJDlWBZAbw21709ltpJ8TWPkXQkcAzw0og4EPjniPgBKah+Z14S94niJJKmk0o8vTUf39CEnpw+8gXgVaRR5ZcorSoEKci/Pp/vOuD9uf2rwFcj4iXUyE/K5Wo+DXw/9/P7Q1y/GNV/Makg/ktKu+cDH8oj/x8nrT5lZmZm1hKelNgFJH0D+D/Ahhxsbgn8W54xvhHYt8bT6h3zGuA/ImI9QERU11usdigp9eTBBo8vvIS0POqj+R7OBV5BSmXZQBpxBrgJeG1+/DJSsA9wHjCWJXr/DLiouE9Jl+Tv2wMvB/4nV2UA2HoM1zEzMzMbkkeoO+NOUnoDABFxCmmWFdB5lQAAIABJREFU+vTc9FHgD6TKAv3AVjXOUe8YMbLV5EZ6fPl59TwdlVyijYztg9sAg/+dblN6XKvfWwCr8wh38fWCMVzfbFiSZki6WNJvJd0v6at5ckux/3tKS1J/VNLzJd0i6Tc5PWkk1xk0ubjU/neSNkh6V1X7O/N1b5P0K0k1q5UouVrSjjX2jXnCr6TtJS3Kk7D3qNp3rtKSv3coLQu8ZW4/StI/juW6Zmbt4oC6M64GtpF0cqlt29LjqcDyvOLWu0g5x9XqHXMl8F5J2wJI2im3rwN2qHGehcArJc2qOn44v87P21lp2c7jgZ8P85zrgbfmx8fVOaa6n0vIHz4kHQzMyu3XAW+RNEVp0Y2jAfISwA9Kent+juoFEWbNkCcZ/xD4UUTsQ/pr0fbA6Xn/bsDLI+KAiPgK6a80F0fEiyPi/hFe7j2UJhfn8/9f4PWkJXP/RtJrS7sfBF4ZEQcA/0RKh6rlDcCtrVjKW9Jk4ALSnI+/BS6uCtzPBZ4PvIg0f+J9uf0nwJuK/8vMzLqZA+oOyKO3x5AC0gcl3QD8J/DJfMg3gXdLup70y/lPNU5T85i84MQlwCKlRQeKkaWzgW/lkbEppb48CswDfijpVqBe3vKr84zYpUoLO/QBpwLXALcCN0fEcCuU/TXwsXy/uwNrahxzDbBf7uexpOV9d8r3cjJwX+73zbmvt+RjflE6xzuBE/P93EmXL4VqPe9VwJMR8R8AEbGR9Bek4oPtlcAu+d/0Z0jvg/dJukZpFcafSLo1j9AeC2mOgKSfK5XUvELS7pLeRvpr1LnF+1jSa0irA74hIhaTVnH8x5wKRkT8KiL+mPt5PfUrCb2T0gqDkk7Lo8Y/BZ5Xan+upMtzv34h6fml9usl3Sjpc0oTkwtnkZbu/WpEXEj6oHF+MRIdEZdGBtxQ9DFvX0ua3Gxm1tVc5cPaJgcXT0RESDoOOD4iHOxaT5P0YWBWRHy0qv03pGB3Lbk6T27/LLlyjaS3AnMj4v1531RSZZqfk6rjPJqD7NdHxHslXUuuzjOKfn4ceH5EvK/Gvt8B+0fEOqUJv2cDLyWla90MfCv392fASRHxW0kvBT4fEa9SqlN/bkR8T2mJ3i9FxPYj7N+WpL98fSQifpHb3gkcGhEfGun9mpm1kyclWjsdQppIKWA18N4O98esGerNQ2hkfsLtwJckfYEUdP9C0v7A/sBV6a3CJGD5mDooHQGcSJr8XMtOEbEuPx7NhN9mTDj+JmmCdPmvTSuoSnEx6yaSNpLex4XzI+KMTvWnkH/P/oy0nHnx16fdSPOaHs3bc3J1reI57yF9eD++1LYzqTbzDNJf0v8hIn7b8hvoQQ6orW3yL0rnM9t4cyeVuQEA5BzhvYD7gV3qPTEi7ssjwm8APi/pSuAi4M6IeFkzOifpAODbwJER8VidwwYkbZHnZMAwE36b0a+qPn6GNCn7A1W7tiHVsjfrVk80+z0haXJebGQsinkRvyOVth3017E6z/kh6QP+tsUHauBtwCUR8ZSkM4FPUCmFayXOoTYzG5ufAdtKOgEgT9L9F+Ds0i+lmnLFi/UR8d+kUd2DgXuB6ZJelo/ZUtIL81PqTS6ud/6ZpF+S74qI+4Y49F5g7/x4NBN+G5lwXK+P7yNNqjy+FNAX9gXuGMn5zLqBpCWS/lHSzZJuL8032E6pms2NSpV+3pzb3yPpfyQtAK6UtK2kC5Qq9Hxf0q8l9Us6UdJXStd5v6Qv1+jCoHkRNfq32TyN/B6/jvyez44Dvpcf/wJ4jdJEY6vigNrMbAzy5Lm3AG+X9FvSxNknSauIDudFwA150u1pwP+X/wT7NuALeWLtLaRUC6gzuXgInwaeDXwzP6de7vVPgMPz/Yxmwm8jE47r+RawK7Aw9/HTpX1H5L6Zdasp+d9t8XVsad/KvPjamVQKBJwGXJ3XnDgC+KKkYsXjlwHvjohXAX8F/LFUoeeQfMz5pOo3W+btvwT+o0a/DiOtA7GZ/NyvA2/LC6B9l1yViBQ8H5eP24P0ofYagPyBdzH+S3NNnpRoZjbBSdodOCciXjvswbWf3/QJx5J2Bc6LiFeP5TxmrSTp8VoTcCUtAQ6LiIfzBN7TI+I1+UPtNqQ1FgB2Iv2F5qWkEpd/mZ//I9LKwtfk7ZuBeRGxSNK/A5eScpv/Kwfn1ddfFxE7VLV9FngcuBz4FfBA3jWJVIb3dfmD+kPAc0nznPaOiA+XznEuKU98wUhfq/HOw/ZmZhNcRCyX9O+SdhxlLepWTDieCfxNE85j1ilP5e/lBc4EvDUi7i0fmIPuconcoRZP+zbpL2D3UHt0GjafFzHoctSZpxERT0i6nPRXt+NIJUDLPK+hDqd8mJkZEXHBaBd2iYhfRMSBefGaV+Sa2GPtz40RcctYz2PWZa4APpQ/fCLpxXWO+yXwF/mY/UjpYQBExK9Jk57fQSW/uVp5XkStffXmaZDP+TFSKtb1Vc/dl5TuZVUcUJuZmZmNTnUO9XAl8/4J2BK4TdIdebuWb5KC3ttIi77dxuC5CRcA/1tauKnaM/Miqg0zTwPSYlR7AN+PUl5wTsN6IiLGVMZzvHIOtZmZmVkXydWCtoyIJyU9l1RNaN+ibrTSYkpfiYif1Xn+mOZF1DnnR4G1EfGdZp1zPHEOtZmZmVl32Ra4JlfkEHByRGyQNA24gVRjumYwDU2ZF1HLauC/mnSucccj1GZmZmZmY+AcajMzMzOzMXBAbWZmZmY2Bg6ozaxYJvf28mp6kj4r6eHS7PU3lI4/VdJiSfdKen2p/ZB8nsWSvlaUhjIzMxvPenpS4s477xx9fX2d7oZZS910000rI2J6Gy51RESsrGr7SkR8qdyQa6IeB7yQVFrpp5L2jYiNpCV255Fql14KzAUuG+qifh/bRNDG97GZdUBPB9R9fX0sWrSo090waylJv+t0H6q8mbT07FPAg5IWA3PyUrs7RsRCAEnnAMcwTEDt97FNBF34PjazJnLKh5kBBHClpJskzSu1f1DSbZK+K+lZuW1P4PelY5bmtj3z4+p2MzOzca2rAmpJ2+Vf6Ed1ui9mE8xhEXEwcCRwiqRXkNI3ngscBCwH/iUfWysvOoZo34ykeZIWSVr06KOPjrnzZmZmndTSgDqPaq3Iy2uW2+fmyUyLJX2qtOuTpOU0zayNImJZ/r4CuAiYExF/iIiNEbEJ+HdgTj58KbBX6ekzgGW5fUaN9lrXmx8R/RHRP32600rNzKy3tXqE+mzSpKRn5OU0v0EaCdsPOF7SfpJeA9wF/KHFfTKzkvyXoR2Kx8DrgDvy0rWFtwDFB+NLgOMkbS1pFrAPcENELAfWSTo0V/c4Abi4bTdiZmbWIS2dlBgR10nqq2qeAyyOiAcAJJ1PmuS0PbAdKch+QtKleWTMzFprV+CiXOFuMnBeRFwu6b8kHURK21gCfAAgIu6UdAHpA/AAcEqu8AFwMumD9BTSZMQhJySamZmNB52o8lFrQtNLI+KDAJLeA6ysF0znCVPzAGbOnNnanppNAPnD7YE12t81xHNOB06v0b4I2L+pHTQzM+tynZiUOOTEpYg4OyJ+XO/Jzr00MzMzs27SiRHqehOaGibpaODo2bNnD3ncYWdczcOrn3hme89pU/jfT71qJJfq6PnNrDOOPWshAN//wMs63BMzM+sFnQiobwT2yZOZHiatuPaOkZwgIhYAC/r7+98/1HEPr36CJWe88Zntvk/9ZOS97eD5zczMzKz7tTSglvQ94HBgZ0lLgc9ExHckfRC4ApgEfDci7mxlPwp7TpvyTNA72tHk8qj0ntOmNLV/ZmZmZtZ7Wl3l4/g67ZcCl472vI2mfFQrB9CjHU2uHpU2MzMzs4mtq1ZKbFRELIiIeVOnTu10VwYpRsD7PvUTDjvj6k53x8zMzMzaoBM51ONWM0bAzcwKnhxpZtYbejKgHm3KR1k5n7rYdoUOMzMzMxupngyoG63yMZTq4NkjymZmZmY2Gj0ZULdTrVrTjWhGRREzMzMz634OqLN6AfBoq3o4n9rMzMxsYujJgLoZOdTVHACbmZmZ2Wj0ZEDdjBzqoVSPVpuZmZmZ1dOTAXWrOd/ZzMzMzBrlgLoNXKLPzMzMbPzqyYC6FTnUreQSfWZmZmbjl5ceNzMkLZF0u6RbJC2q2vdxSSFp57zdJ+mJfOwtkr5VOvaQfJ7Fkr4mSe2+FzMzs3bryRHqXuca1daljoiIleUGSXsBrwUeqjr2/og4qMY5zgTmAdcDlwJzgcta0FczM7Ou4YC6A1yiz3rIV4BPABcPd6Ck3YEdI2Jh3j4HOAYH1GZmNs71ZMqHmTVdAFdKuknSPABJbwIejohbaxw/S9JvJP1c0p/ltj2BpaVjluY2MzOzcc0j1GYGcFhELJO0C3CVpHuA04DX1Th2OTAzIh6TdAjwI0kvBGrlS0eti+WgfR7AzJkzm3IDZmZmndKTI9SSjpY0f82aNZ3uitm4EBHL8vcVwEXAK4FZwK2SlgAzgJsl7RYRT0XEY/n4m4D7gX1JI9IzSqedASyrc735EdEfEf3Tp09v0V2ZmZm1R08G1K7yYdY8kraTtEPxmDQqfWNE7BIRfRHRRwqWD46IRyRNlzQpH783sA/wQEQsB9ZJOjRX9ziBBnKvzczMep1TPjrMFT+sC+wKXJQr3E0GzouIy4c4/hXA5yQNABuBkyJiVd53MnA2MIU0GdETEs3MbNxzQN1hrvhhnRYRDwAHDnNMX+nxhcCFdY5bBOzfzP6ZmZl1u55M+TAzMzMz6xYOqM3MzMzMxsApH12knE9dbDun2szMzKy79WRALelo4OjZs2d3uitNVR08O6fazMzMrPv1ZMqHy+aZmZmZWbfoyYDazMzMzKxbOKA2M7MJ4dizFnLsWQs73Q0zG4d6Mod6ovCiL2ZmZmbdzwF1F/OiL2ZmZmbdzykfZmY9yikM7efX3MxqcUBtZmZmZjYGTvnoEV70xSwpRge//4GXdbgnZmZmSU8G1ON1YZeheNEXMzMzs+7UkwF1RCwAFvT397+/030xs/GhnBd71/K1m7V5RNzMzOpxDrWZmZmZ2Rj05Ai1uUa1WbOVR6CbkaftXG8zs4nDAXWPco1qMzMzs+7glA8zQ9ISSbdLukXSoqp9H5cUknYutZ0qabGkeyW9vtR+SD7PYklfk6R23oeZmVkneITazApHRMTKcoOkvYDXAg+V2vYDjgNeCOwB/FTSvhGxETgTmAdcD1wKzAUua0/3e1/1giHNmBzp1BMzs9bzCLWZDeUrwCeAKLW9GTg/Ip6KiAeBxcAcSbsDO0bEwogI4BzgmLb32MzMrM08Qj0OeIKiNUEAV0oK4KyImC/pTcDDEXFrVebGnqQR6MLS3PZ0flzdbg2qHkX26LKZWW9wQD0OeIKiNcFhEbFM0i7AVZLuAU4DXlfj2Fp50TFE++YnkOaRUkOYOXPm6HpsZmbWJZzyYWZExLL8fQVwEfBKYBZwq6QlwAzgZkm7kUae9yo9fQawLLfPqNFe63rzI6I/IvqnT5/e5LsxMzNrLwfUZhOcpO0k7VA8Jo1K3xgRu0REX0T0kYLlgyPiEeAS4DhJW0uaBewD3BARy4F1kg7N1T1OAC7uxD2ZmZm1k1M+zGxX4KKcJz0ZOC8iLq93cETcKekC4C5gADglV/gAOBk4G5hCqu7hCh91OD/azGz86JqAWtILgI8AOwM/i4gzO9wlswkhIh4ADhzmmL6q7dOB02sctwjYv5n9s85z8G9mNrSWBtSSvgscBayIiP1L7XOBrwKTgG9HxBkRcTdwkqQtgH9vZb/Gs3LFj2LbVT/MzMzMWqfVI9RnA/9GqkcLgKRJwDdIi0UsBW6UdElE3JXLdH0qP8dGoTp4dtUPM2s1j2Cb2UTX0kmJEXEdsKqqeQ6wOCIeiIgNwPmkhSKIiEsi4uXAO1vZLzMzMzOzZulEDvWewO9L20uBl0o6HPhzYGvSksU1uX6tmZmZmXWTTgTUNRd/iIhrgWuHe3JEzAfmA/T399dcNMLMzMzMrF06EVDXWxTCWsDLkpuZmZm1VicC6huBffKCEA8DxwHvGMkJJB0NHD179uwWdG988bLkZmZmZq3V0kmJkr4HLASeJ2mppBMjYgD4IHAFcDdwQUTcOZLzRsSCiJg3derU5nfazMya6tizFj5TCcTMbDxq6Qh1RBxfp/1Shph4OByPUJuZmZlZt2jpCHWreITazOrxaKiZmbVb1yw9bq3nVRTNzIbmRWrMbDQcUE8gXkXRzMzMrPl6MuVD0tGS5q9Zs6bTXTEzMzOzCa4nA2rnUJuZmZlZt+jJgNrMzMzMrFv0ZEDtlA8zMzMz6xY9OSkxIhYAC/r7+9/f6b70suqqH+V2V/+YWCQtAdYBG4GBiOiX9E/Am4FNwArgPRGxTFIfaVGme/PTr4+Ik/J5DgHOBqaQas1/JCKifXdiZmbWfj0ZUFtz1AuaXf1jwjoiIlaWtr8YEf8AIOnDwKeBk/K++yPioBrnOBOYB1xPCqjnApe1rstmQyvXJL9r+drN2lwez8yaoSdTPsys9SJibWlzO2DIkWZJuwM7RsTCPCp9DnBMC7toZmbWFTxCbWaQguUrJQVwVkTMB5B0OnACsAY4onT8LEm/AdYCfx8RvwD2BJaWjlma26yJPOI6MuXXY7SLtvg1N7Ph9OQItSclmjXdYRFxMHAkcIqkVwBExGkRsRdwLvDBfOxyYGZEvBj4GHCepB0B1ThvzVFtSfMkLZK06NFHH232vZiZmbVVT45Qe1KiWXNFxLL8fYWki4A5wHWlQ84DfgJ8JiKeAp7Kx98k6X5gX9KI9IzSc2YAy+pcbz4wH6C/v3/IVJLySCB4hLAZI642Mn7NzWw4PRlQW2tVV/9w1Y/xTdJ2wBYRsS4/fh3wOUn7RMRv82FvAu7Jx08HVkXERkl7A/sAD0TEKknrJB0K/JqUKvL1tt+QjYgDRDOzsXNAbZupDp5d9WPc2xW4SBKk/xPOi4jLJV0o6Xmksnm/o1Lh4xWkgHuAVGbvpIhYlfedTKVs3mU0ocJHdaDXDQFgN/TBzMy6hwNqswkuIh4ADqzR/tY6x18IXFhn3yJg/6Z20MzMrMuNOKCW9Cxgr4i4rQX9abQPRwNHz549u1NdmFDKKSBO/+gd3fBe7VWjHXl2NQgzs4mpoYBa0rWkHMrJwC3Ao5J+HhEfa2Hf6vKkxPYqB9BO/+hu3fZeNTMzmwgaHaGeGhFrJb0P+I+I+Iwkj3qZdR+/VzvI1SA6y6+5mXVKowH15LwK2l8Ap7WwP2Y2Nn6vTnAuM2hm1n6NLuzyj8AVwOKIuDGXyvrtMM8xs/bze9XMzKzNGh2hXh4RBxQbEfGApC+3qE/WxTxBsev5vTqOjGYkuRvLDJqZjXeNBtRfBw5uoM3GOU9Q7Hp+r5qZmbXZkAG1pJcBLwemSypXCdgRmNTKjg3FZfPMBuvW96qZmdlEMNwI9VbA9vm4HUrta4G3tapTw3HZvO502BlX8/DqJwCng3RAV75XzczMJoIhA+qI+Dnwc0lnR8Tv2tQn6xHlfOpie8kZbwScDtJufq82rpM5xV74xcxsfGo0h3prSfOBvvJzIsJDkBOYR6C7kt+rNmYuvWdmNjKNBtT/A3wL+DawsXXdMbMx8nu1i3nhFzOz8anRgHogIs5saU/MrBn8XrUxa6T0ntNXzMwqGg2oF0j6K+Ai4KmiMSJWtaRX1vNq5Vc7RaQt/F41MzNrs0YD6nfn739bagtg7+Z2x8aL6uDZkxTbxu9Vawunr5iZVTQUUEfErFZ3xMzGzu9VMzOz9msooJZ0Qq32iDinud0xs7Hwe9XMzKz9Gk35eEnp8TbAq4GbgY78kvZKiWZ1jeq9KmkJsI5UGWQgIvol/RPwZmATsAJ4T0Qsy8efCpyYj/9wRFyR2w8BzgamAJcCH4mIaNbNmZmZdaNGUz4+VN6WNBX4r5b0qAFeKbH3lCcpeoJi64zxvXpERKwsbX8xIv4hn+fDwKeBkyTtBxwHvBDYA/ippH0jYiNwJjAPuJ4UUM8FLhvDLVmPGq4KCDjn2szGj0ZHqKutB/ZpZkdsfCsH0J6g2Fajfq9GxNrS5nakyY2QRq3Pj4ingAclLQbm5FHuHSNiIYCkc4BjcEBtZmbjXKM51Auo/DKdBLwAuKBVnbLxzaPVrTOG92oAV0oK4KyImJ/PdzpwArAGOCIfuydpBLqwNLc9nR9Xt7ecayJ3H1cBMbOJpNER6i+VHg8Av4uIpfUONhuKR6tbarTv1cMiYpmkXYCrJN0TEddFxGnAaTln+oPAZwDVeH4M0b4ZSfNIqSHMnDmzge6ZtYaXWTezZmg0h/rnknalMuHpt63rkk0kXgCmuUb7Xi0mG0bECkkXAXOA60qHnAf8hBRQLwX2Ku2bASzL7TNqtNe63nxgPkB/f/+YJy16NNTMzDqp0ZSPvwC+CFxLGoX6uqS/jYgftLBvNgF4AZjmGs17VdJ2wBYRsS4/fh3wOUn7REQRkL8JuCc/vgQ4T9KXSZMS9wFuiIiNktZJOhT4NSlV5OvNv0uz5mlkmXUzs+E0mvJxGvCSiFgBIGk68FPAAbVZdxnNe3VX4CJJkP5POC8iLpd0oaTnkcrm/Q44CSAi7pR0AXAXKa3klFzhA+BkKmXzLsMTEs3MbAJoNKDeovgFnT0GbNGC/pjZ2Iz4vRoRDwAH1mh/6xDPOR04vUb7ImD/hntrZmY2DjQaUF8u6Qrge3n7WFKNWbOmcgWQMfN71czMrM2GDKglzQZ2jYi/lfTnwP8h5WUuBM5tQ/9sgnEFkNHxe9XMzKxzhkvb+FfScsRExA8j4mMR8VHSiNe/trpzZtYwv1fNzMw6ZLiUj76IuK26MSIWSeprdmckHQO8EdgF+EZEXNnsa1jvcPrHiLT1vWpmZmYVwwXU2wyxb0ojF5D0XeAoYEVE7F9qnwt8lbSa27cj4oyI+BHwI0nPIi1Q4YB6AnP6x4iM+b1qNt65FJ6ZtcpwKR83Snp/daOkE4GbGrzG2cDcqudPAr4BHAnsBxwvab/SIX+f95tZY5rxXjXrWseetXCzVQ3NzLrFcCPUf02qT/tOKr+U+4GtgLc0coGIuK7Gn5znAItzuS4knQ+8WdLdwBnAZRFxc0N3YGbQhPeq9Z7xNOLaKwuqdHv/zKwzhgyoI+IPwMslHUGltuxPIuLqMV53T+D3pe2lwEuBDwGvAaZKmh0R36p+oqR5wDyAmTNnjrEbZuNDC9+rNg6VR3rvWr52szYHjWZmI9NQHeqIuAa4ponXVe3LxNeArw3Tl/nAfID+/v5oYp/Mel4L3qtdp1PB3nBBKDgQNTObqBpd2KXZlgJ7lbZnAMs61BczswmlHPj3SqqFmVk361RAfSOwj6RZwMPAccA7Gn2ypKOBo2fPnt2i7pmZDeYg1MzM6hmuyseYSfoeabW250laKunEiBgAPghcAdwNXBARdzZ6zohYEBHzpk6d2ppOm5mZmZk1qOUj1BFxfJ32S0mruJmZjTsevW4PT7A0s27Q8hHqVpB0tKT5a9as6XRXzMzMzGyC61QO9ZhExAJgQX9//2YLWdj4VF6GvNj2UuRm5tx2M+sGPRlQ28RTHTwfdsbVzwTY1cH1YWdczcOrn6i5z2yicXBpZtZ6PRlQu8qHlYPk8sg1wMOrn2DJGW+suc9qk7QEWAdsBAYiol/SF4GjgQ3A/cBfRsTqvPLp3cC9+enXR8RJ+TyHAGcDU0hzJD4SEa4Xb2Zm41pPBtRO+bCyWukgtfZ5tHpYR0TEytL2VcCpETEg6QvAqcAn8777I+KgGuc4k7SS6fWkgHoucFkL+2xmZtZxPRlQm5UNFSQPNZJtQ4uIK0ub1wNvG+p4SbsDO0bEwrx9DnAMDqjNzGyc68mA2ikfZk0XwJWSAjgrIuZX7X8v8P3S9ixJvwHWAn8fEb8A9iStglpYmts6zsuGm5lZK/Vk2Twv7GLWdIdFxMHAkcApkl5R7JB0GjAAnJublgMzI+LFwMeA8yTtCKjGeWvmT0uaJ2mRpEWPPvpoM+/DzMys7XpyhNrMmisiluXvKyRdBMwBrpP0buAo4NXF5MKIeAp4Kj++SdL9wL6kEekZpdPOAJbVud58YD5Af39/yyctdmNptU5f38zMmscBtdkEJ2k7YIuIWJcfvw74nKS5pEmIr4yI9aXjpwOrImKjpL2BfYAHImKVpHWSDgV+DZwAfL3tN2RN5+DfzGxoDqjNbFfgIkmQ/k84LyIul7QY2Bq4Ku8ryuO9ghRwD5DK7J0UEavyuU6mUjbvMjwh0czMJoCeDKg9KdGseSLiAeDAGu0132ARcSFwYZ19i4D9m9pBMzOzLteTAbXrUJuZdQ+nhJjZRNeTVT7MzMzMzLqFA2ozMzMzszFwQG1mZmZmNgY9mUPtSYk2GntOmzJo+fE9p00ZctlyMzMzs0b0ZEDtSYk2GtXBczm4NrPW8aRFMxvvnPJhZmZmZjYGPTlCbdYM5RQQp3+MHx4NNTOzdnNAbRNWOYB2+oeZgT+QmdnoOOXDzMzMzGwMPEJthiuAmJmZ2ej1ZEDtsnnWbK4AYmZmZqPVkykfEbEgIuZNnTq1010xMzMzswmuJwNqMzMzM7Nu4YDazMzMzGwMHFCbmZmZmY1BT05KNLPmkrQEWAdsBAYiol/SF4GjgQ3A/cBfRsTqfPypwIn5+A9HxBW5/RDgbGAKcCnwkYiI9t6N9Ypjz1r4zOO7lq/drK2s3n7XjTazbuARajMrHBERB0VEf96+Ctg/Ig4A7gNOBZC0H3Ac8EJgLvBNSZPyc84E5gH75K+5bey/mZlZR3iE2sxqiogrS5vXA2/Lj98MnB8RTwEPSloMzMmj3DtGxEIASecAxwCXta/X1kvKo8vFyHO9Eefh9puZdZIDarMaygu9TJBFXgK4UlIAZ0XE/Kr97wUda4s6AAAQAUlEQVS+nx/vSQqwC0tz29P5cXW7mZnZuOaA2qyGcgA9QRZ5OSwilknaBbhK0j0RcR2ApNOAAeDcfKxqPD+GaN+MpHmk1BBmzpw51r7bGHjE18xs7HoyoPZKiWbNFRHL8vcVki4C5gDXSXo3cBTw6tLkwqXAXqWnzwCW5fYZNdprXW8+MB+gv7+/5yYtOgg1M7OynpyU6JUSzZpH0naSdigeA68D7pA0F/gk8KaIWF96yiXAcZK2ljSLNPnwhohYDqyTdKgkAScAF7f1ZszMzDqgJ0eozaypdgUuSjEwk4HzIuLyPNlwa1IKCMD1EXFSRNwp6QLgLlIqyCkRsTGf62QqZfMuwxMSzcxsAnBAbTbBRcQDwIE12uvmVEXE6cDpNdoXAfs3tYNmZmZdzgG1mZmNC85tN7NO6ckcajMzMzOzbuGA2szMzMxsDBxQm5mZmZmNgXOozcbgsDOu5uHVTwBDr6jY6HFmZmbWexxQm43Bw6ufYMkZbwSGXlGx0ePMzMys9zigNhvGntOmPBMEe3TZzMzMqjmgNhtGOYD26HLvc2k1MzNrtq6ZlChpb0nfkfSDTvfFzMzMzKxRLQ2oJX1X0gpJd1S1z5V0r6TFkj4FabW2iDixlf0xMzMzM2u2Vo9Qnw3MLTdImgR8AzgS2A84XtJ+Le6HmZmZmVlLtDSgjojrgFVVzXOAxXlEegNwPvDmVvbDzMzMzKxVOjEpcU/g96XtpcBLJT0bOB14saRTI+LztZ4saR4wD2DmzJmt7qvZIOWKH8W2mZmZTWydCKhVoy0i4jHgpOGeHBHzgfkA/f390eS+mQ3JJfPMzMysWieqfCwF9iptzwCWdaAfZmZmZmZj1omA+kZgH0mzJG0FHAdcMpITSDpa0vw1a9a0pINmZmZmZo1qddm87wELgedJWirpxIgYAD4IXAHcDVwQEXeO5LwRsSAi5k2dOrX5nTYzMzMzG4GW5lBHxPF12i8FLm3ltc2scZKWAOuAjcBARPRLejvwWeAFwJyIWJSP7SN9GL43P/36iDgp7zuEVC5zCuk9/pGI8FwHMzMb13py6XFJRwNHz549u9NdMRtPjoiIlaXtO4A/B86qcez9EXFQjfYzSVV4ricF1HOBy5rdUTMzs27SNUuPj4RTPsxaLyLujoh7hz8ykbQ7sGNELMyj0ucAx7Ssg2ZmZl2iJwNqM2u6AK6UdFOu9T6cWZJ+I+nnkv4st+1JquJTWJrbzMzMxjWnfJg1SXnRlz2nTem1mtWHRcQySbsAV0m6J690WstyYGZEPJZzpn8k6YXUqTFf6wReoMnMzMaTnhyhdsqHdaP//dSrWHLGG1lyxht5ePUTne7OiETEsvx9BXARMGeIY5/KCzERETcB9wP7kkakZ5QOrVtjPiLmR0R/RPRPnz69OTdhZmbWIT0ZUJtZ80jaTtIOxWPgdaQJifWOny5pUn68N7AP8EBELAfWSTpUkoATgItbfgNmZmYd1pMpH2bWVLsCF6UYmMnAeRFxuaS3AF8HpgM/kXRLRLweeAXwOUkDpDJ7J0XEqnyuk6mUzbsMV/gwM7MJoCcDaudQW7cr51MX290qIh4ADqzRfhEp/aO6/ULgwjrnWgTs3+w+mpmZdbOeDKgjYgGwoL+///2d7otZLT02IdHMzMzGwDnUZmZmZmZj4IDazMzMzGwMejLlwznU1stq5Vc7RcQmuu9/4GVj2m9m1kk9GVA7h9p6WXXwXA6uzczMrPc45cPMzMzMbAwcUJuZmZmZjYEDajMzMzOzMejJgFrS0ZLmr1mzptNdMTMzM7MJricD6ohYEBHzpk6d2umumJmZmdkE15MBtZmZmZlZt3BAbWZmZmY2BoqITvdh1CStAX47xCFTgVqJ1rXay23DPS6+7wysHHHH6/druP3jpd9Dbbvfm5//ORExfRTP7wmSHgV+N8Qho339uoH73hnd2Pdx/T42m/Aiome/gPmj2V+rvdw23OPS90Xu98j7PdS2+914vyfK12hfv274ct/dd3/5y18T46vXUz4WjHJ/rfYFI3g83HWHM9H7PdS2+13/ev+vvXsPmqqu4zj+/gjkNTMzGa+lhjYahWIXszEzI1MTL5SajZdhvKU22TSF1Uw0jjNaFkUJFopgGkiOt0wQBzGrMS8QPoDEyBgWSlJe8hKh4Lc/zm/huJx9eJZnn91zHj6vmZ09+9tzzn7OgWef3/P7nouZmZmVUKUP+eg0SY9FxKGdztEs526vquYuiyrvP2fvjCpnN7NqqvoIdaf9stMBNpNzt1dVc5dFlfefs3dGlbObWQV5hNrMzMzMrBc8Qm1mZmZm1gvuUJtZaUk6RtJSScskjel0niKSlktaKGmBpMdS286S7pP0ZHp+Z27+y9L2LJX02TZnnSxplaRFubams0oanrZ5maTxktSh7GMlPZP2/QJJx5Yxu5n1f+5Qm1kpSRoAXAN8DjgQOF3SgZ1N1dCnImJY7kS4McCciBgCzEmvSflPAw4CjgEmpO1slynpc/M2J+tE4DxgSHrUr7MvTGnwOePSvh8WEfdAKbObWT/nDnUfkbSvpOsl3drpLJsiaXtJUyVNknRGp/P0VJX2cZ6kE9O+vlPSiE7nKbGPAMsi4qmIeB2YDozscKaeGglMTdNTgRNz7dMjYk1E/A1YRradbRERDwIv1DU3lVXSbsCOEfFQZCfh3Jhbpt3ZGylVdjPr/9yhLlBUWkztPS4/p07A6L5N2liT23AycGtEnAuc0PawOc3k7vQ+zmsy9x1pX58NnNqBuFWxB/CP3OsVqa1sApgtaZ6k81Lb4IhYCZCed03tZdymZrPukabr2zvlYkld6WewdrhKVbKbWT/hDnWxKdSVARuVnyUNlXR33WPXjVfZdlPo4TYAe7Lhl8+6NmYsMoWe5y6TKTSf+7vpfStWdGxrGS9LdHhEHEL273yRpCO6mbcq2wSNs5ZpGyYC+wHDgJXAj1J7FbKbWT/iDnWBBqXFwvJzRCyMiOPrHqvaHrpOM9tANkqzZ5qno/8nmsxdGs3kVuYqYGZEzG931gpZAeyVe70n8GyHsjQUEc+m51XA7WT/7s+lwwtIz7XvhDJuU7NZ898X+fa2i4jnImJdRLwJTGLD4TOlz25m/Ys71D3XVKlW0rskXQscLOmyvg7XQ4224TbgFEkTKeftrgtzl3Qf5zXa35cARwOjJF3QiWAV8SgwRNI+kt5GdpLZXR3O9Bbp/IO316aBEcAispxnpdnOAu5M03cBp0naWtI+ZCfFPdLe1BtpKms6LOQVSR9LV8g4M7dMW9X+EEhOItv3UIHsZta/DOx0gAppqlQYEc8DZessFW5DRLwGnNPuME1olLuM+zivUe7xwPh2h6maiFgr6WLgXmAAMDkiFnc4Vr3BwO3pymsDgV9HxCxJjwIzJI0G/g58ASAiFkuaATwBrAUuioi2HWYlaRpwJLCLpBXA94ArNyPrhWSHOW0LzEyPTmQ/UtIwsu/i5cD5ZcxuZv2fO9Q9V8ZSbbOqug3OvYVKl0G7p9M5GomIp4APFbQ/D3y6wTJXAFf0cbRCEXF6g7eayhoRjwEfaGG0TWqQ/fpu5i9NdjPr/3zIR8+VvvzcA1XdBuc2MzOz0nKHukAqLT4EHCBphaTREbEWqJWflwAzSlh+Xq+q2+DcZmZmVjXKrm1vZmZmZmabwyPUZmZmZma94A61mZmZmVkvuENtZmZmZtYL7lCbmZVEulnRgvT4p6Rn0vSrkib00Wd+TdKZLVzfdElDWrU+M7Mq8EmJZmYlJGks8GpEXN2HnzEQmA8ckq5K04p1fhL4ckSc24r1mZlVgUeozcxKTtKRku5O02MlTZU0W9JySSdL+oGkhZJmSRqU5hsu6feS5km6t+423TVHAfNrnWlJX5X0hKQuSdNT2/aSJkt6VNJfJI1M7QMkXZ0+t0vSJWmdfwCOTp11M7MtgjvUFSRpXa4svEDSmE5nAlDmfknvaVC2XpBucJJf5ux0Ded82y6S/iVpa5ePzQrtBxwHjARuAuZGxFBgNXBc6lT/DBgVEcOByRTfnfFwYF7u9Rjg4Ij4IHBBavsOcH9EfBj4FPBDSdsD5wH75Oa/GSAi3gSWUXAHSTOz/sojCNW0OiKGtXKFkga2oOR7LPB4RDwNDEvrHUv3ZevbgKslbRcR/01to4C7ImKNpInANwGXj802mBkRb0haCAwAZqX2hcB7gQPIbq99nyTSPCsL1rMb2U2HarqAmyXdAdyR2kYAJ0j6Rnq9DbA3cDRwbe17IyJeyK1nFbA7b+2sm5n1Wx6h7kdS+ff7kuanMuz7U3ujku3Zkn4j6bfAbEnbSZqRyre3SHpY0qGSRksal/uccyX9uCDCGcCd3eTbqAQdES8DDwKfz816GlAbtXb52Gxja2D9aPAbseFkmDfJBkoELI6IYekxNCJGFKxnNVkHueY44BpgODAv/dwJOCW3rr0jYklqb3QSzjZp3WZmWwR3qKtp27pDPk7NvffviDgEmAjURpQalWwBDgPOioijgK8AL6by7eVkv1QBppONUA1Kr88BbijIVV8+Xm8TJehpZJ1oJO0O7A/MBZePzTbTUuDdkg6D7OdP0kEF8y0B3pfm2QrYKyLmklWFdgJ2AO4FLlEa6pZ0cFp2NnBB7Y9dSTvn1rs/sLjlW2VmVlIe9aum7g75uC09zwNOTtONSrYA9+VKtZ8AfgoQEYskdaXp1yTdDxwvaQkwKCIWFnz2zhHxSoNc3ZWg7wYmSNoR+CJwa0Ssyy3r8rFZEyLidUmjgPGS3kH2Xf8TNu7kzgR+laYHADel+QWMi4iXJF2elu1KnerlwPHAdWQd5y5JbwCTgJ9LGkz2HVV0iImZWb/kDnX/syY9r2PDv2+tZLs0P6OkjwKv5Zu6We91wLeBv1I8Og2wVtJWaVS5Xq0EfVj9GxGxWtIs4CSykepL62Zx+di2OBExNjf9APBAfXt6vUODZRYAR2ziM56W9LykIRHxJNkf1fXzrAbOL2hfC3w9PfK+BPyiu881M+tvfMjHlqFRybbeH8lGiJF0IDC09kZEPAzsRfbLclrh0lmZed9u3uuuBD2N7BfzYODPdcu6fGzWd8aQnZzYKi8BU1u4PjOz0nOHuprqj6G+chPzXw4MIivNLkqvi0wg6/R2Ad8iO+P/P7n3ZwB/iogXGyz/O+DIojci4nWyq3dcJelxYAHw8dwss8kO67gld4IVLh+b9a2IWBoRD7ZwfTe06iYxZmZV4Tsl2nqSBpAdH/0/SfsBc4D9U2cYZTeWGBcRcxosvxtwY0R8poWZLgVejojrW7VOMzMzs1byMdSWtx0wN12RQ8CF6eSmnYBHyK4xXdiZBoiIlZImSdoxXQ6vFV5iw0lTZmZmZqXjEWozMzMzs17wMdRmZmZmZr3gDrWZmZmZWS+4Q21mZmZm1gvuUJuZmZmZ9YI71GZmZmZmveAOtZmZmZlZL/wfe1DwEKCXzPoAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "events.peek()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IRFs\n", "\n", "The CTA instrument reponse functions (IRFs) are given as FITS files in the `caldb` folder, the following IRFs are available:\n", "\n", "- effective area\n", "- energy dispersion\n", "- point spread function\n", "- background\n", "\n", "Notes:\n", "\n", "- The IRFs contain the energy and offset dependence of the CTA reponse\n", "- CTA 1DC was based on an early version of the CTA FITS responses produced in 2017, improvements have been made since.\n", "- The point spread function was approximated by a Gaussian shape\n", "- The background is from hadronic and electron air shower events that pass CTA selection cuts. It was given as a function of field of view coordinates, although it is radially symmetric.\n", "- The energy dispersion in CTA 1DC is noisy at low energy, leading to unreliable spectral points for some analyses.\n", "- The CTA 1DC response files have the first node at field of view offset 0.5 deg, so to get the on-axis response at offset 0 deg, Gammapy has to extrapolate. Furthermore, because diffuse gamma-rays in the FOV were used to derive the IRFs, and the solid angle at small FOV offset circles is small, the IRFs at the center of the FOV are somewhat noisy. This leads to unstable analysis and simulation issues when using the DC1 IRFs for some analyses." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation.aeff" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n" ] }, { "data": { "text/plain": [ "{'aeff': ,\n", " 'bkg': ,\n", " 'edisp': ,\n", " 'psf': }" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "irf_filename = (\n", " \"$GAMMAPY_DATA/cta-1dc/caldb/data/cta/1dc/bcf/South_z20_50h/irf_file.fits\"\n", ")\n", "irfs = load_cta_irfs(irf_filename)\n", "irfs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Effective area" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Equivalent alternative way to load IRFs directly\n", "aeff = EffectiveAreaTable2D.read(irf_filename, hdu=\"EFFECTIVE AREA\")\n", "aeff" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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VoubMRAhR6z328WFe/zayXOdmZOcydf1x9v95jTdHd+Jx72YG+03r24r45Ex2nogxeDwlI5tdZ+IY2tkJc5O/KzA7NrC4rwMUSqk1SqmrSimDBYuU3gql1Dml1G9KKa+qnqMQQgghhKhECn0NivI8aggJUAghKkTirSx+j0vh97iUu3c2YPG3kfz4xzXeGNWJMd7Ni+3n09qejk0b8PGBv8jVFd1m6/vTcWTm6AqWd+Rztr2/AxTAWmBQCccHA255jynAR5U5mZq0hbUQovQyMzMZM2YMrVu35sEHH+TixYsG+w0aNIjOnTvToUMHpk6dSm5u4ay2//3vf3h6euLp6YmZmRmdOnXC09OTl156qchYffv2ZdeuXYXali9fzvTp0yvsvoQQos6o5QEKKZIphKgQp6P1O2XElLPOw7FLCTzcpjFPdC8+OAGglGLaw6155otf2R0Rx6COToWOf/lrFC3trejSzLZQu6ONBccuJZRrbrWBpmkHlFKuJXQZDnyu6SMHPyulbJVSTpqmxVbkPHJ1Gs9+0pfrxhnUt7FHWdqiTOuhUBgpI1BghBFKKYy443tlhEIVPpbXZpSXeljc90qpgvb8r/PHUeqOr/OPGTr3bt8rhe0vf9L48J+0XfgGNk4tKvLpE6KInJwcTEyq7te1Tz/9lIYNG3Lu3DmCg4N58cUX2bRpU5F+mzdvpkGDBmiahr+/P1u2bOGJJ54oOD5hwgQmTJgAgKurK/v27cPe3t7gNQMCAggODsbPz6+gLTg4mKVLl1bw3QkhxP1OgVHtzkGQAIUQokKcjkkCIC4pg1ydhnEZKwhHJ9yiW4uGpeo7qKMjrnb1+OjHv/Dr4EjelkdEJdzi5/M3+ffANgVt+ZxsLEm8lU16Vi6WZsaGhr3fNQWu3PZ9VF5bkQCFUmoK+iwLmjcvOWB0p/y/d9PsZHJu3EQDNGNzdOb1wbw+OnNrNGMzdJoOAJ2mQ4cOTdP0D7RCx4r9XuPv89Cfe/s4RY7lnXv7NTTKluVhla4xcbcOrzP68w4++SjnXhvHE53H4WjlWKaxxP1p/fr1rFixgqysLB588EE+/PBDjI2Nsba2JigoiG+++QZLS0t27tyJg4MD165dY+rUqVy+rC/8u3z5cnr16sXChQuJiYnh4sWL2Nvb89577zF27Fhu3LiBt7c3ISEhHD9+nPfeew97e3uCgoIAmDt3Lg4ODsycObPc97Bz504WLlwIgL+/PzNmzEDTtCKvqQ0aNAD0AZSsrKwix4uzdOlSNm/eTGZmJiNHjuSVV17B39+fefPmkZmZibm5ORcvXiQmJgYfH59y34cQQtRZNSgbojwkQCGEqBCnovUBiuxcjeupmTg0sCj1uSkZ2SRn5OBsa1mq/sZGiil9WvHy9lMc/usGD7XWfyq340Q0ACO6NC1yjtNtO3k80Ni61HO7jxj638rgO3RN01YBqwC6detW5rUaS57cw8B3fsTTMp4Pe93C5PIhuBgGtyL0HWyagatP3qM3NKy+LIQ7AxaFvr/t61v7fiTx1TfQJSVhFTiexKYNeGDBcq6/uZZ/jPoC3wcGMd59PO3t2lfbvYjbfP8SxJ2q2DEdO8HgN4o9HBkZyaZNmzh06BCmpqZMnz6dDRs2MG7cONLS0ujRoweLFy9m9uzZrF69mnnz5hEUFMSsWbPw8fHh8uXL+Pn5ERmpr+Nz/PhxwsLCsLS0ZMaMGfTv3585c+YQEhLCqlWrAJg0aRKjRo0iKCgInU5HcHAwR44cKTK33r17k5JSdPndsmXLeOSRRwq1RUdH06yZvgaQiYkJNjY23Lhxw2D2g5+fH0eOHGHw4MH4+/vf9SkMDQ3l7NmzHDlyBE3TGDZsGAcOHKBPnz50796dkJAQhg8fTnBwMGPGjCl10EMIIUSe/BoUtZgEKIQQFeJ0dBL1zU1IycwhOjG9TAGKmER9bYimDUsXoAAY5dWUd/f8yUf7/+Kh1vZomsaXv0bzYMtGNGtUr0h/Jxv92HFJGXU1QBEF3F551AUwXGn0HtnUM+X1UR5M/vwYK1K689zjU0DT4Nrv+kDFxYNwNhRObsw7ofltAQufKg1Y3L58w5DcxETiXn+d5K++xrxtW5w/+QSL9u1pDty4Zc6Db7zJKyfdWGSyj2/Pf8uDjg8yvsN4fJr6yJurOmbv3r0cP34cb29vANLT02nSpAkAZmZmDBkyBICuXbuye/duAPbs2UNERETBGMnJyQWBhGHDhmFpqX/dCgsLY/v27YC+9kPDhvpsM1dXV+zs7Dhx4gTx8fF06dIFOzu7InM7ePBgqe/DUP2Y4n6Wd+3aRUZGBv/85z/54YcfGDhwYIljh4aGEhoaSpcuXQBITU3l7Nmz9OnTp2CZR36AYs2aNaWesxBCiHyqRu3IUR4SoBBC3LOk9Gwu3bjFsM7OfHUyhpjEdLyal265BkB04i0AmpYygwL0W4dO8mnJG9//zqmoJHJ0Os5fT2Pqw60M9s/PoIi5vwtlluQrYIZSKhh4EEiq6PoTt3vE3YFRXZry4b5z+HVwoIOzDTRpr390fxp0usIBiz9D4OQX+pNtm+szK/IDFrZlW2ZSUVJ++IHYBQvITUjEfvp07KcGoszMCo43Gj+e7MuXaf3FRnZ0fZHvu+rYELmB6Xun08qmFeM7jOfRBx7FzNishKuISlFCpkNl0TSN8ePHs2TJkiLHTE1NC97kGxsbk5OTA4BOp+Pw4cMFgYjbWVlZFRq7OJMnT2bt2rXExcUxceJEg33KkkHh4uLClStXcHFxIScnh6SkJBo1alTs9S0sLBg2bBg7d+68a4BC0zTmzJlDYGBgkWMjRozgueee49dffyU9PR0vL9loSAgh6qLaHV4RQtQIZ/KWd/h10K/Dj0ksW6HM6PwMijIEKAD++WBz6luY8PH+v/jy12jMTYwY3OmOWgBJUfCRD00vbgMgrpxFPMvjxOWqK8qplNoIHAbaKqWilFKTlFJTlVJT87p8B5wHzgGrgUovj/+foe40tDLj+S2/kZ2rK3zQyAgc3OHBKTBmHbzwF0z7CQa/BU6d4Y/vYcc0WN4JlnvAjmcgfCMkXjF8sQqUm5hI9OzZRE1/BpNGdrTcvInGM58tFJwA/afKDi+/jNXDfUh8fRmPJ7gRMiqE131ex8TIhP/89B98t/qy6rdVJGYkVvq8RfUaMGAAW7du5erVqwDcvHmTS5culXiOr68vK1euLPg+PDzcYD8fHx82b94M6LMQEhL+fm0ZOXIkISEhHD16tFCRydsdPHiQ8PDwIo87gxOgz9z47LPPANi6dSv9+/cvkkGRmppKbKw+vpmTk8N3331Hu3btSrxX0C8JWbNmDampqYB+OUn+82VtbU3fvn2ZOHEiAQEBdx1LCCFEMYxU+R41hGRQCCHuWX6BzJ6t7KhvblKwZKO0ohPSMTVWNKlvXqbz6luY8q8eLfho/19YmZng28GR+hamf3fITIEvnoD4U5j+sJCm9ZZX6Vajr3wdcfdOFUTTtBJ/o8/bveOZKpoOALb1zFg8oiNT1h3nw31/EfSIW/GdjYzAoYP+8WBgXoZFJFw4qM+w+ONbCF+v79vQ9e/6Fa4+YONS/LhllPLDPuIWLCAnIcFg1sSdlIkJTd9+h0v/+hfR/zeLFl9sYGjboQx5YAg/x/7MZxGf8f6J9/nk1CcMbzWcce7jaNagWbHjidrL3d2dRYsW4evri06nw9TUlA8++IAWLYpfsrRixQqeeeYZPDw8yMnJoU+fPnz88cdF+i1YsICAgAA2bdrEww8/jJOTE/Xr1wf0y0f69euHra0txsb3XgB40qRJ/Otf/6J169Y0atSI4ODggmOenp6Eh4eTlpbGsGHDyMzMJDc3l/79+zN16tQSRtXz9fUlMjKSnj17AvqgxPr16wuWwgQEBDBq1KhC1xRCCFFGtXyJqQQohBD37FR0Mk1tLWlkZYazrSXRZcygiElMx9HGAqNyRG8n9GrJJ2EXSM3MYZTXbcUxdbmwdRJcjYB+c2HfYiZb7uFg0r/KfI3y+CMuhfAr8qm5bwdHhnV2ZuW+s/h2cKC9U4PSnXh7wKLHVH3A4mqEPlhxMQwiv4ET+QGLlncELIoWSb2b3KQk4l9/naSdX2Hepg3N/vsxFu7upTrX2NqKZh9/xMXHx3AlcCqumzZh6tCEns496enck7MJZ/k84nO2nd3Gpj82MaD5AMZ3GI9nE88yz1PUbGPGjGHMmDFF2vMzBkC/M0Z+QUl7e3uDW3jm76KRz8bGhl27dmFiYsLhw4fZt28f5ub6gK5Op+Pnn39my5YtFXIPFhYWxY6Vn+Hh4ODA0aNHSz3mxYsXC74OCgoq2HXkTiNHjixxOYsQQoi7UEgNCiGEOB2dRMem+jeezrYW5VjikV7m5R35Gtc35189WrA7Ip7erW+rMr9rLpzdBY++Dd6TIeooj/31Jd8kPlqu65TVpqNXMDWu3RHsirJwWAd++us6L2w9yfbpvTA1Lsd/nEZG4NhR/+gxLS9gcSYvwyIMIr+CE+v0fRs9UDhg0cC5xKFT9u0j7j8LyLl5E/vp07CfOrXErAlDTB0caPbxR1z655NcmTYV13XrMMqrIeDW0I3Xer3GzC4z2fj7Rjb9sYk9l/fQuXFnxncYT/9m/TE2qpNb34pSunz5Mo8//jg6nQ4zMzNWr14NQEREBEOGDGHkyJG4uZWQoSSEEKKOUJJBIYSo25IzsrlwPY3RedkLzraWZc4ciE5Ip1frolvYldbcf7TnxUHtMMl/43tkNfzyEfSYrg9OAPR7GeuzfRmQtBUwvE67omTm5LL9RBQD3R04V6lXqh0aWZnx2vCOTNvwK6sOnOeZfq3vfVAjI/22j46doOd0fcZM/Jm/i25G7IRfP8+bQKs7AhZOQH7WxBKSdu7EvE0bXD7+CMsOHco9JYv27Wn67jtcmTad6OdfwGXl+6jbUu4b12vMTK+ZTO40mR3ndrAuYh3P/fgcLtYu/Mv9X4xoPYJ6pkV3oBHCzc2NEydOFGl3d3fn/Pnz1TAjIYQQNVYNqidRHhKgEELckzPRyQB0bGoD6AMUCbeyuZWVQz2zu7/EZOfqiE/JoKlt6bclvZORkcIs/8X47B74fja0GQS+i/7u5NyF83YP8+T1b0hPuoGlTdGt+CrKnoirJNzKZox3cz6qtKvULoM7OfGohxPL9/zJI+0daOtYv2IvYGQMTh76R0HA4rQ+YHHhIJzZAb/qC//RqBUpGe2I236OnOQ07KZNpfG0aWXOmjDE+uGHcZg3l/hXXyP+jTdxnPtykT71TOsxtv1YxrQdww9XfuCzM5+x5MgSPgj/gDFtxxDQLoDG9Rrf81yEEEIIUQfV8iUetXv2QohqdyavQGZ+gCJ/qUZpl3nEJWWgadC0YfmWeBQSfwa2PKWvWzD6U/2b1tuc7xhEA3WLjIPv3fu1SrDp2BWcbSzwaVV5QZDa6NVhHahvYcoLW0+Sc+euHhXNyFi/G0jPZ2BsMLx4AabsJ7fXfGLCLIhacwJj3U1cB8TTxOhz1K7ZcGorpMTd86UbjR1Lo6eeImHdOm5+vq7YfsZGxgxsMZD1/1jPusHr6O7YnU9OfYLfNj/mH5rP2YSz9zwXIYQQQtQhCv0Sj/I8agjJoBBC3JNT0Uk42Vhgb60v2JYfaIhOzKB1k7t/Sh6VoA9kNLW9x9T2lHj4YgyYWUHAJjC3LtLFqrkn3+Q+yODwT6BfEFhVfAAhKuEWB89e49n+bhjvnlfh49dmdtbmvDq8AzO+OMHqgxeY1rdV1V3cyJiUPxOJe+1rcm4kYxc4BfuRvTCK+UWfZXF6Gxz/X95E3aBl3nKQFj5Q36HMl2vywvNkR0cRv2QJpi5Nqd+/f4n9PZt44tnEk8vJl1kXsY6df+1kx7kd9Grai/Hu4+nh1KPIVo9CCCGEEPcbyaAQQtyTU9FJBdkToF/iAaXPoMjv51zeJR6aBukJEBwAt27oPy0vZhcHJxsLlueMxijnFvxUOVkUW49HARDgmga/FN0usK57tJMTgzs68u7uPzl3NaVKrpmbnEzMS3OImjoNYxsbXIODaTJrFkau3eGhZ2HsJph9AZ7eBwNf0xfZ/G0LbJ0Ib7eBld7wzb78LgwAACAASURBVHNw+ktIvVqqaypjY5zfeguLjh2J/vfzpJ8+U6rzmjdoztwecwkdHcqzXZ7l9xu/M2X3FB77+jG+/utrsnOz7+WpEEIIIcR9TaFU+R41hQQohBDllpqZw4XraXS6LUDhUN8cI1X6AEV0QYCihCUe189C6Dz9tqHrR8PqAfB+V3irFbzWGN50hehfYdRqcO5S7DCONhac01z4s7GfvpDm3d5spl2HbU/DL6tKdS+5Oo0tx6LwaWWH008LDGZx1HVKKV4d3hErc2Oe3/IbubrK3VIwdf9+zg8ZStLXX2M3NRDXbVux7NSxaEdjE2jqBb1mwj83w4sX4ekfYOCr0NAVftsMWyfAMjdY2R2+fxFSr5V4bSNLS5p9+AEmDRtyZdpUsmNiSj1vWwtbpnhMYZf/Ll596FVydDm8HPYyg74cxJrTa0jOSi7bEyFEKc2aNQtPT088PT1p06YNtra2BvtlZWUxZcoU2rRpQ7t27di2bVuh4//73/8KxjEzM6NTp054enry0ksvFRmrb9++7Nq1q1Db8uXLmT59esXdmBBC1AH3wQoPWeIhhCi/M9FJaBqFAhQmxkY4NrAoCDzcTUxiOvbW5liYGthmMfpXCHsXIr8GY1No0BQsbcHCFmyb6f/M/76pF7TsU+K1LEyNaWRlxjd242h7PRTClsOg1w13vvSTPiCSEqNP/3fuAs28Sxz/0LnrRCems9zjMhzZD4OXAoGleh7qksb1zVk4rANBweF8GnaeKX0qfqlHbnIy8UveIGn7dszdWuPywQeGAxPFMTaBpl31j15BkJsDsSf1O4RcDINja+DUFv02th1GFjuMSePGNPvvx1wc+0+uTJ1Giy82YGxd+sCVubE5I91GMqL1CMKiw/gs4jPePf4u/z35X0a5jeJJ9ydpam04Y0jcH3JycjAxqbpf1959992Cr99//32Du4cALF68mCZNmvDnn3+i0+m4efNmoeMTJkxgwoQJALi6urJv3z7s7Q3v1hQQEEBwcDB+fn/vsBQcHMzSpUvv9XaEEKLOUbV8Fw/JoBBClNvpGP2nuB2aNijU7mxrWaYMikI7eGganN8Pnw+H1f30X/d+DmZFQFA4TPkRxu2Ax9bC0OXwyELw+b+7BifyOdlYcCajCXQOgGOfQnJs4Q46HRx8G9YOAVMLeOpbaOAM26dAVlqJY286dgVHSx3d/lgGTTpAt4mlmlNdNKyzM77uDrwd+id/XUut0LFTDxzg/NBhJH31FXaBgbhu21a24IQhxibg0lX/s/bkVgg8ALbN9UVZN4/XZ9sUw9zNDZf3lpN5/jzRQf+Hll32ZRpKKXq79OYT30/YMnQL/Zv3J/j3YB798lFe2P8CZ66XbgmJqFzr16+ne/fueHp6EhgYSG5uLgDW1tbMnTuXzp0706NHD+Lj4wG4du0ao0ePxtvbG29vbw4dOgTAwoULmTJlCr6+vowbN45r164xcOBAvLy8CAwMpEWLFly/fp358+fz3nt/L1ebO3cuK1asqLD72bhxIwEBAQaPrVmzhjlz5gBgZGRUbPDhTkuXLsXb2xsPDw8WLFgAgL+/P9988w2ZmZkAXLx4kZiYGHx8fCrgLoQQog5R+l1Gy/OoKSSDQghRbqejk3BoYE6T+oXrRzjbWhJ+JbFUY0QnpNPOqb4+MPDHt/qMiejjYNVEH3zoNgksGtxtmFJzsrHQF+Yc9gL8tkkfjHh0mf5g2nXYHgjn9kCHUTD0Pf21R3wEnw2F0Pkw5B2D4yakZbH7TDyrmu9DxV7RBzaM5SW2OEopFo3syMB3DjB7629sDuyJ8T3+75ibnEz8G2+S9OWX+qyJlSvvPTBRnCbtYdIeOLQcfnxDn1Ux5B1wH26wu9VDD+H0ykJi584j7rVFOL6ysNzrPds1aseS3ksI8grii8gv2PLnFkIuhtDVoStPdXiKPi59MKrlW4zdqzePvMnvN3+v0DHbNWrHi91fLPZ4ZGQkmzZt4tChQ5iamjJ9+nQ2bNjAuHHjSEtLo0ePHixevJjZs2ezevVq5s2bR1BQELNmzcLHx4fLly/j5+dHZGQkAMePHycsLAxLS0tmzJhB//79mTNnDiEhIaxapV92NmnSJEaNGkVQUBA6nY7g4GCOHDlSZG69e/cmJaVozZdly5bxyCOPGLyfS5cuceHCBfobKPCamKh/fZ8/fz4//vgjrVq1YuXKlTg4lFxQNjQ0lLNnz3LkyBE0TWPYsGEcOHCAPn360L17d0JCQhg+fDjBwcGMGTOmRq2JFkKI2qK2v3bKb89CiHI7FZ1UaHlHPmdbS74/HYtOp2FUwptOTdOITkynf7smsPMZOPkF2LaAR98Bz3/qMxgqmJONJccuJUCjlvpr/PqZPoU/6Yq+KOKtm/rrd5v494K8lr3121UeXgltB4PbwCLjbj8RTePcePpcXa8PbrjKJ39306S+BQuHuTNr00n+d+gCk3s/UO6xUg8cIHb+f8i5dg27KVOwn/EMRmZmFThbA4xNoM/z0PYfsGMabB6n/7v/xzKDO8TYjh5N1uUr3PjvfzFr0Ry7SZPu6fKOVo481+05pnhM4cuzX7I+cj3P/vAsrg1cGddhHEMfGIqFScX/GxKG7d27l+PHj+PtrV8Klp6eTpMmTQAwMzNjyJAhAHTt2pXdu3cDsGfPHiIiIgrGSE5OLggkDBs2DEtLfW2esLAwtm/fDsCgQYNo2LAhoF86YWdnx4kTJ4iPj6dLly7Y2RX92Tt48GCZ7yc4OBh/f3+MjYsuv8vJySEqKopevXrxzjvv8M477/D888+zbl3x2+qCPkARGhpKly76WkGpqamcPXuWPn36FCzzyA9QrFmzpsxzFkKIui6/BkVtJgEKIUS5pGXm8Ne1VIZ4OBU51tTWguxcjeupmTRpUPwbpBtpWWTm6HCzTIbjwdD1KfjH25WaeeBoY0HirWzSs3Kx7PMCnNwIG5+Aq5HQsAVM3gNOHkVP7D8fzu3VB1Km/wz1GhUc0jSNTUevsLTBZox0RuD7WqXN/34zwrMp35yMZVnoHwxo70BLe6synZ+bnEz8m2+StO1LzFq3wnXl+1h26lRJsy2Gg7v+5yZsOex/U1+nYsi70H5oka6Ng2aSfeUyV5cuw7SpCw0G+RkYsGyszawZ12EcY9uPZfel3aw9s5ZXD7/KyhMreaLtE4xpN4ZGFo3uPtB9pKRMh8qiaRrjx49nyZIlRY6ZmpoWfKJlbGxMTk4OADqdjsOHDxcEIm5nZfX3vwVNK76Y7OTJk1m7di1xcXFMnGh4WVl5MiiCg4P54IMPDB6zs7OjXr16jBypr7/y2GOP8emnnxY7x3yapjFnzhwCA4vW5hkxYgTPPfccv/76K+np6Xh5ed11PCGEEEXV9gyKup0DKoQot4jY5CIFMvPl78hxt0KZ0Qn6491ufK2vPdHr/yp9WYSTjT5gEpuUri+06TUe4k/rU/On7DccnAB9NseoVfoMi29m6eeb52RUEnbXDvNQ1iHo/W+wcanUe7ifKKV4fVQnzIyNeHHrb+jKsKtH6sGD+loT23dg9/TTtNy2reqDE/mMTeHhF/Q1Uuo7waYn9UVWbxUuHKiMjHBasgTLLl2IefFF0sPDK2wKJkYmDG45mOBHg1njtwYPew8+PPkhvlt9eeXwK1xIulBh1xJFDRgwgK1bt3L1qn53oJs3b3Lp0qUSz/H19WXlypUF34cX8/Pg4+PD5s2bAX0WQkJCQsGxkSNHEhISwtGjRwsVmbzdwYMHCQ8PL/IoLjjxxx9/kJCQQM+ePQ0eV0oxdOhQfvzxR0CfPeLu7l7ivQL4+fmxZs0aUlP1dWeio6MLni9ra2v69u3LxIkTi617cT9TSl1USp1SSoUrpY5V93yEEKK6SIBCCFEup6OTAOhYQoAiJjGjxDFiEtMxIYfmF7dA6wH6ZReVzMlGP7fYpLy5+S6CCSHgv+butS6cPKDfHIjYod/BIc+WIxd4xfRzdDYt4KFnK2vq9y2HBhbMH+LOkYs3+fzwxbv2z01JIWbuXK48PQUja2tcgzfS5N/PYWRuXulzvSvHjvrtSfu+rP85+eBB+P3bQl2MzM1x+fADTBwcuDL9GbKuXKnQKSil8Hb05v0B77NzxE6GthrKV+e+YtiOYTy791mOxR0r8RN5UT7u7u4sWrQIX19fPDw8GDhwILGxsSWes2LFCo4dO4aHhwfu7u58/PHHBvstWLCA0NBQvLy8+P7773FycqJ+/fqAfvlIv379ePzxxw0uxyiPjRs38sQTTxT5FM7T07Pg6zfffJOFCxfi4eHBunXrePvtt+86rq+vL2PHjqVnz5506tQJf3//QpkdAQEBnDx5kieeeKJC7qMW6qdpmqemad2qeyJCiNpLKVWuR00hSzyEEOVyKjqJxvXNcTCwhOPvAMVdMigS0xlgdALTW/HQ7d0S+1aUvzMo8gIUphbQwvCnhAb1+j/4cxd8+zy0eIhblo7U/20tbioKBn9RKXUz6gL/ri58eyqWN0P+oF+7JrSwM7zUI/VgGLHz55Nz9Sp2Tz+trzVREwITtzM2hb4vQru82hTBY6HT4zD4zYKlQSYNG+q3H30igCuBU3Hd+AXGNkWDfffqAZsHWNBzATM8Z7Dpj00E/x7MhF0T6GDXgac6PMUjLR7BxEh+FagoY8aMYcyYMUXa8zMGQL9jhb+/PwD29vZs2rSpSP+FCxcW+t7GxoZdu3ZhYmLC4cOH2bdvH+Z5P/c6nY6ff/6ZLVu2FBmnvO68fr7bMzxatGjBgQMHSjXexYsXC74OCgoiKCjIYL+RI0dK8EwIIe6Fqv01KCSDQghRLqeLKZAJ0MDCBGtzk7sv8UhMZ5zpXrQGTcHt3tfil4ZjfoCilNugFmFkDCM/Bl0O7JjGnqOnmM5mkpx764slinJRSrFkVCdMjBSzDSz1yE1JIWbePK48/TRGVlY1K2uiOI6dYPIP8PBLcOZL+LAH/P5dwWHzli1ptvJ9sq9cIerZmWhZWZU2FTtLO6Z7TifUP5T5PeaTlp3GCwde4NEvH2VdxDrSskveQldUr8uXL+Pt7U3nzp2ZOXMmq1evBiAiIoLWrVszYMAA3NzcqnmW4h5pQKhS6rhSasqdB5VSU5RSx5RSx65du1EN0xNC1A7ly56QDAohRK12KyuHc1dTGdSxaIFM0L/ZdLa1uGsGRdbVc/RSv4HXy1W2JaeFqTGNrMyITS55+UmJGj0Ag5bA1zPpfjmAeioT45Fv1/6QdTVzsrFk3pD2vLjtFBt+ucS/eroCd2ZNTMZ+xoyaHZi4nYmZfllQu3/AjukQHAAeT8DgN8CyIfW8vXF6fTExL8wmdv5/cHpjSaX+kmBhYsHjbR/Hv40/+6/s57OIz3jr6Ft8FP4R/m39GdtuLI5WjpV2fVE+bm5unDhxoki7u7s758+fr4YZiUrQS9O0GKVUE2C3Uup3TdMKUlQ0TVsFrALo2q2LpJkYoFHGp6WY7jp0hrsXk92jK2YgTSs6js5AG0BuMe3F9c/Rcg2363IMtmfrsotpNxwYz9JlGmy/lWO4PSXb8DjJxbTfyCi6HC0hy/DOW8nZhtuT0ovJtMwy/Ptkaqbh9oxiPhvIzTH83Jf1/+isrOJ+Pgz/Xd0rBdT2ncZr+fSFENUhMjYZnQYdnYuv2eBsa0lMUskBCq9rO8jFCLzGVfQUS+RkY1H+DIp8XuNIbTEQx9xYTjcbi2rctmImV8c93q0Zvd3sWfL971y+cpXY+fP1WRP16uG68Qua/PvftSc4cTunzvD0PugzW1+/5IMe8EcIADZDh2L/7AySdu7k+kcfVcl0jJQR/Zr3Y+2gtWx8dCO9mvbiszOfMXjbYF4++DJ/3PyjSuYhhNDTNC0m78+rwHage/XOSAhRW9X2DAoJUAghyux0dDIAnVyKXzPvbGtZcpHM7Az6Z+wm0qYPNDCciVFZnGws/q5BUV5K8bJuKsu1AJqNfKViJiZQSvHGaA884/8gZtRIErd9id3kSbTc/iWWnTtX9/TujYkZ9J8LT+/V16LYOAa2T4P0ROynT8dm+HCur3ifpK+/rtJpdbTvyNKHl/LdqO94ot0T7L28F/+v/Vl2dFmVzkOIukopZaWUqp//NeALnK7eWQkhaqW8GhTledQUEqAQQpTZqegk7K3NcDRQIDNfU1tLbqZlkZ5lOA0x89SXNCSFv1o8XlnTLJaTjeU9Byh++D2er85mYjVgNnaN7CpoZiI3NRWjt19n/v6PSdJM+H3eOzR5/vnamTVRHOcu+u1Iez8Pv22CD3ugzu7G6bVXqde9O7Evz+XW0aNVPq2m1k15sfuL7H5sN/5t/Pks4jM2/7G5yuchRB3kAIQppU4CR4BvNU0LqeY5CSFqKSOlyvWoKSRAIYQos9PRSXRsalNiOpizrT54UdwyD92RNZzXOULLPpUyx5I42liQlJ7Nrazyrf/LzMnl1a8jeKCxFeMfcq3YydVhqWGHOD90GInbvqTRxIlsmLyIeb9rRCXcqu6pVTwTcxgwHybvAQtb+OIx1HezcFn6GqYuLkTNeJbMCxeqZWoNzBow78F59HHpw+u/vM4vsb9UyzyEqCs0TTuvaVrnvEcHTdMWV/echBCiukiAQghRJhnZuZy9mlrsDh75nG1K2Go0/gyWcUf5IncAzg0NFzmqTPnBk7hyZlF8GnaBizdusXBoB8xM5GX0XuWmphI7/z9cmTwZIwsLXL/YgMPsF1j8eFc0YM6Xp+7frQebekHgfvB5Dk5+gfF6P5q9PA6MjbkSOJWchIRqmZaxkTFv9n6TljYtee7H57iUfKla5iGq3oEDB/Dy8sLExIStW7cWtO/btw9PT8+Ch4WFBTt27ACgd+/eBe3Ozs6MGDHC4NizZ8+mQ4cOtG/fnpkzZxb5d/3MM8/g6emJu7s7lpaWBWPePg+AtLQ07OzsSEpKKtQ+YsQINm+WrB8hRN2lkBoUQog6JiI2mVydRgfnuwQobEsIUBxbQ66RGVtz+9A0r19Vcmygv2Z5lnnEJWWw8odz+Lo70KdN44qeWp2TeugQ54cNI3HbNhpNmqivNeHpCUCzRvWY84/2HDx7nU1Hr1TzTCuRiTk8sgAm7QHz+pjtDaTZEw+QEx9P1PRn0GUarppe2azNrFnRfwVGyogZe2eQnJVcLfOo63JyKqfSe3GaN2/O2rVrGTt2bKH2fv36ER4eTnh4OD/88AP16tXD19cXgIMHDxYc69mzJ6NGjSoy7k8//cShQ4f47bffOH36NEePHmX//v2F+nzwwQeEh4fz3Xff0apVq4Ix/f39C/WzsrLC19e3IEACkJSURFhYGEOGDKmop0IIIWolqUEhhKhTTkfrP7EqqUAm6JdRKAXRdxbKzEyFk5uItHuEFKMGOJRQx6Ky5GdQlCdA8fp3keToNOYPca/oadUpuampxP5nAVcmTcbI3IIWG9bj8MILGFkU/nn4Z/fm9HigEYu/jbzrtrW1nktXCDwAvf4Py4RvcO6dSfqJE8TOmYOmM7zdWWVrVr8Z7/Z9l6iUKF7Y/0KxW9gJvfXr19O9e3c8PT0JDAwkN1dfg8fa2pq5c+fSuXNnevToQXx8PADXrl1j9OjReHt74+3tzaFDhwBYuHAhU6ZMwdfXl3HjxnHt2jUGDhyIl5cXgYGBtGjRguvXrzN//nzee++9guvPnTuXFStW3NM9uLq64uHhgZFR8b8ibt26lcGDB1OvXr1C7SkpKfzwww8GMyiUUmRkZJCVlUVmZibZ2dk4ODjcdT5paWlMnDgRb29vunTpws6dOwEICAggODi4oN/27dsZNGhQkTkJIURdU9szKAxvCCuEEMU4HZ1EIysznG1KDiyYGhvhUN+i6JvKU5shK4U99R7FsYEFxkZV/4KYHxQp61ajRy7c5KuTMczs35pmjeSX4PJK++knYubNIyc2jkYTJ9J45rNFAhP5jIwUb43ujN/yA8z58hRrJ3jXqP9EK5ypBQx8BdoPpcGOaWRfi+Hqd99j6uRAkxderJYpdXPsxrwe81h4eCFvH3ubF7tXzzzKIu7118mM/L1CxzRv3w7Hl18u9nhkZCSbNm3i0KFDmJqaMn36dDZs2MC4ceNIS0ujR48eLF68mNmzZ7N69WrmzZtHUFAQs2bNwsfHh8uXL+Pn50dkZCQAx48fJywsDEtLS2bMmEH//v2ZM2cOISEhrFq1CoBJkyYxatQogoKC0Ol0BAcHc+TIkSJz6927NykpKUXaly1bxiOPPFLm5yI4OJjnnnuuSPv27dsZMGAADRoU3YK6Z8+e9OvXDycnJzRNY8aMGbRv3/6u11q8eDH9+/dnzZo1JCYm0r17dx555BEGDRrE5MmTuXHjBnZ2dgQHB/Pss8+W+V6EEOK+UsOyIcpDAhRCiDI5FZ181wKZ+Zxt7whQaBocXQMOnTiU0ZKmDasnicvC1Bg7KzNik0ufQZGr01jw1Rma2loyrW/rSpzd/Ss3NY2rb71F4ubNmLm60uKLDdTr0uWu5zW3q8eLg9qy8OsIth6P4rFuzapgttXMpRsEHqSR2yKyVqzjxqdrMbPOwXba3GqZzug2ozmXeI71ketpZdsK/zb+dz+pjtm7dy/Hjx/H29sbgPT0dJo0aQKAmZlZwdKDrl27snv3bgD27NlDREREwRjJyckFgYRhw4ZhaalfjhYWFsb27dsBGDRoEA0bNgT02Q52dnacOHGC+Ph4unTpgp1d0V2FDh48WGH3GRsby6lTp/Dz8ytybOPGjUyePNngeefOnSMyMpKoqCgABg4cyIEDB+jTp+RCyaGhoXz11VcsW6bf9jYjI4PLly/Tvn17hg0bxtatWxk9ejTh4eEFS06EEKLuUqhq+PCvIkmAQghRahnZuZyNT6F/u9LVXmjasB6nohL/bog6BvGn4NF3iNmbSfeWjSpppnfnaGNRpgyKL365RGRsMh/+0wtLM+NKnNn9qVDWxIQJNA6aWWzWhCHjerry3ak4Xv0mgt5ujXG8SwbPfcHUAuW3CMc2/yB7ytPErliH6a3fsZrxIZjXr/Lp/Lvbv7mQfIHFPy+mRYMWeDt6V/kcSqukTIfKomka48ePZ8mSJUWOmZqaFgR1jY2NC+pK6HQ6Dh8+XBCIuJ2V1d8FhEsqEjt58mTWrl1LXFwcEydONNinIjMoNm/ezMiRIzE1NS3UfuPGDY4cOVIQSLnT9u3b6dGjB9bW1gAMHjyYn3/++a4BCk3T2LZtG23bti1yLCAggEWLFqFpGsOHDy8yJyGEqGv0RTKrexb3RmpQCCFK7fe4FHJ0Gh3vUiAzn7OtBTFJGeh0eb9cH1sDZtbkdPAnLjmjWgpk5nOysSh1DYqEtCyWhf5JzwfsGNzRsZJndn/JTU0jduFCLk+chJGZOS02bMDhxdllCk5A3lIPfw+yc3W8vP0+3tXDANXyIZpu2oe5ow1Ra4+QuagnnP+xyudhYmTC0j5Lad6gObN+nMWV5Pu4cGk5DBgwgK1bt3L16lUAbt68yaVLJe9+4uvry8qVKwu+Dw8PN9jPx8enYHeK0NBQEm7b3WXkyJGEhIRw9OhRg1kNULiI5e2P8izv2LhxIwEBAUXat2zZwpAhQ7Ao5t928+bN2b9/Pzk5OWRnZ7N///5SLfHw8/Pj/fffL/g3f+LEiYJj/fr14+zZs3zwwQcG5ySEEHVRba9BUekBCqWUsVLqhFLqm8q+lhCicoVf1v9S3PEuW4zma2prSVaOjhtpWXDrJpz5EjzGEJ9lRq5Oo2nD6gxQWJY6QLEs9A9SM3N4ZXiHGvUCXtOlHT7MhWHDSNy0mUYTJtByx3bqed19SUdxXO2teMGvHT/8fpXtJ6IrcKY1n3GjJjTbsB1VvyFXQnTk/HckfPOcvuhsFapvVp+V/fVvqGf8MIOUrKKfytdV7u7uLFq0CF9fXzw8PBg4cCCxsbElnrNixQqOHTuGh4cH7u7ufPzxxwb7LViwgNDQULy8vPj+++9xcnKifn19Fo2ZmRn9+vXj8ccfx9j43rO7jh49iouLC1u2bCEwMJAOHToUHLt48SJXrlzh4YcfLnJecHBwkSDBsWPHCpZ8+Pv706pVKzp16kTnzp3p3LkzQ4cOvet85s+fT3Z2Nh4eHnTs2JH58+cXHDMyMmL06NHcuHHjrpkYQgghaoeqWOIRBEQCRSsmCSFqlW9+i8WtiTUupQwsONv8vdVo47MfQk4GeE8iOkG/tMK5GjMoHG0sSErP5lZWDvXMin8pPB2dxBdHLvPUQ660caj6tPraKDc1javLlpIYvAmzFi1osWE99by8KmTspx5y5ftTsSz86gw+re1pUg27wFQXU2dnmq36lEtPPsmVE+1pYboGo3O7YfgH0LLq3pw1a6Df2WNK6BRmH5jNyv4rMTaSZU8AY8aMYcyYMUXaU1P/DiT5+/sXbJtpb2/Ppk2bivRfuHBhoe9tbGzYtWsXJiYmHD58mH379mFubg7ol4n8/PPPbNmypULuwdvbu6BOxJ1cXV2JjjYcHPzxxx+LtHXr1o1PPvkE0C9t+e9//1uqObi6unL69GkALC0tSzzvvffeK7STiRBC1Gn3QZHMSs2gUEq5AI8Cn1TmdYQQle/yjVscu5TAiC5NS51FkB+AuB53GQ5/AB1GgUMHohNvAVTrEo/SbjX62jcRNKpnxv890qYqplXrabm5XAoI0GdNPPVUXtZExQQnAIzzlnpk5uh4efvpOrXUA8CyYweavvM2GVcSiYl9FA1j+GwofPt8lWZTeDt683KPlwmLDuPt429X2XXrqsuXL+Pt7U3nzp2ZOXMmq1evBiAiIoLWrVszYMAA3NzcqnmWQgghaoLavsSjsjMolgOzgWI/dlRKTQGmgH59ohCiZtoRrv/UbESXpqU+Jz8A4RS+AnKzoP88AGISMwodrw6ODfTXjkvKoFVja4N9fr2cwC8XHIpGoAAAIABJREFUbvKfIe7YWErxtdJQxsbYTQ3E1MmpQgMTt3ugsTXP+7Zl8XeRfHUyhuGepf+ZvB/U798fhzlziH/9da62ehKHB1Pgl4/hbCiM+BBcfapkHo+1eYy/Ev9iXcQ6Wtu2ZpTbqCq5bl3k5uZWqPZCPnd3d86fP18NMxJCCFFT1aRgQ3lUWgaFUmoIcFXTtOMl9dM0bZWmad00TevWuHHpdgYQQlQtTdPYcSKaB1s2KlNQoYGlCe3NrtE2+kvwGg92rQCISkinkZVZte6GkZ9BEVPCTh6fHrxAAwsTxnjXgW0tK5DNo49WWnAi30SflnRpbsuCr85wLSWzUq9VEzUa9y8aPvkkNz9fT0JiZ5jwHSgjWPsofDcbstKqZB7Pd3ueXs69eO3n1zgWd6xKrlmSupZRI0omPw9CiLpGAUaqfI+aojKXePQChimlLgLBQH+l1PpKvJ4QopKcjEri/PU0RnmV7ZNqpRSzzbaSo0zh4RcL2qMT06s1ewLAIa92QVwxSzyu3LzF96djGftgC6zMZUfmmsbYSLHU34NbWbnM21G3dvXI5zDnJaz79SPutUWkXsyGaYegeyAc+S981Asu/VTpczAxMuGth9/CxdpFv7NHSvXt7GFhYcH/s3ffcVVXfxzHX+fCZU8BEQGVobhwr3Jr7pFZpmVmy21apmmmmZlltt1pmqNfy5Gj3LlN0xyAIycqIiKigOx1fn9cME22F74XOc/H4/tQ7j33+31fy+u9n3vO50RHR5fJ/xeUB0kpiY6OznVXEUVRlEeSAKETRTpMRbG965ZSvgO8AyCEaAOMlVK+UFzXUxSl+Kw9Fo6FuY6urpGwfYmh2KAvQIHh2jHapu/lZ+t+9LV3//fmmCT8c1lWUVKs9Ga42FpwLZcCxXf7L6ETgoGPVy7hZEpB+Ze3Z0yHaszY9A+/BUfQo25FrSOVKGFmhudnn3JpwADC3xxD5R/+h1XXmVCzJ6wbAd91haZDof17YGFTbDkcLByY034Oz//+PKN2jGJFlxXYWZT8328vLy+uXr1KVFRUiV9bMU1WVlZ4eXlpHUNRFKVElfIVHiWyi4eiKKVYWkYmG4Ku8apPDPY/DYGUWLh5DvosA7N8XkK2v0+CmSPzUruS3ddeSkn47SRaVdV+SVcFRyuuxz64xCM2KY2fD1+hR92KeDhqO9NDydtrLXzYFBLBlPUneczPBVc7S60jlSidrS3e8xdwqW9fwoYMpcovP6Ov0gKG7oft78Nf8+HcFnhyHlR+rNhyVHaozBdtvmDItiGM3zueWW1nlfjOHnq9Hh8fnxK9pqIoiqKYluJteCmEMAP+BsKllN2L4xrFuotHNinlruJ6AoqiFK+956KokHiWMZHjwcoRWr0N//wGv70BeU2lvrADLu7iaOVXuZxgTnJaBgAxiWkkpWXgWcCtSouTh6N1jrt4/Hz4CgmpGbzaQn3YMXXmZjo+7VOX+OR0pqw7qXUcTejdy+P9zQIy4+MJGzqMjPgEsLSDbp/BwA2QmQ7fdYHNEyE1sdhyNPVoyjtN3mHP1T18dfSrYruOoiiKoiiaGQ2cLs4LlEiBQlGU0uvggb18b/kx5lZ28NIGaPeuoUhxbAXsmJbzgzIzDd/eOlYiusYA4N/tPMOzmlJ6Omm/LtjD0eqBAkVaRibf7b/EY74u1PZ01CiZUhjV3O0Z/URVfg+JYGNIhNZxNGEVEIDnV1+RcvYs4W+NQaanG+7waQXDDkCjV+DgXFjQAq78VWw5+lbvS7+Afiw9uZS159cW23UURVEURXmQwLDEoyhHvucWwgvoBnxbnM9BFSgURclVwtUTDLn0Jjq9FeKl38C5iuGOthOh4Uuw93M4OP/BB576FSKCoN27VHAxfMjP3i3j6u3sAkXxrYkvKA8nK2KT0khMTb9728aQCCJikxnUSs2eKE2GtPIl0NORyWtPcCshVes4mrBr2YIKkyeTsHsPkR99/G+zSEs76P4FvLgeMtJgSSfY8i6k5b6DzcMY32Q8zTyaMfXAVI5GHi2WayiKoiiKkjMhRJEOwFUI8fc9x+D/nPor4G0gszjzqwKFopQx646H886aYNIy8nltuXkO3YqepKPjas+foZzvv/cJAd2+gBo9YPMECP7l3/sy0uCPaVC+FgT2ubtbR/bMiexChWks8TDM4sieRSGl5Nu9ofi62dKmWnktoymFZFjqUYe45DSmrC+bSz0AnPv1pdyrr3D7hx+4vXz5/Xf6tobhfxqKiwfmwIKWEHbY6BnMdeZ81vozvOy8eGPnG4THhxv9GoqiKIqi5EA8VIHippSy0T3HwrunFaI7cENKeaS4n4IqUChKGXLqWhzjVgbz46EwZm7+J/eB0RdgWQ9S0zIYZ/MhNWs3eHCMzgx6fwtVWsLaYXBuu+H2I0vhdig8MQV0Zrg7WCEEhGfNnAiPScJKr8PZRm/8J1hI2Q0wI2IMBYpDobcICY/ltRa+6ExouyWlYKpXcOD1dlXZEHSNzSeuax1HM+Xfegv7jh2JnPEJd7Zvv/9OS3vo8RUMWAvpybCkI2ydDGk572ZTVI6WjsxuN5t0mc7IP0aSkJZg1PMriqIoipKzYlri0RzoKYS4BPwEtBNCfF8c+VWBQlHKiMTUdF7/8ShONnp6N/Bk0d7QnNfr3wqFZT3ISE+hT/JEGjRsmns3YL0V9PsByteAXwbAxV2weyZUbg5VOwJgYa6jvL3l3ZkT4beT8HSyLtYOwwX17wwKQ7ZFe0MpZ2tB7waeWsZSHsKwNn7U9HBg0toT3C6jSz2ETkfFmZ9gVSeQ8LHjSAo58eAgv7Yw7E+oPwD+nAXftISrfxs1RxXHKnze+nNCY0OZsGcCGZkZRj2/oiiKoigPEjpRpCMvUsp3pJReUsoqQD9gh5TyheLIrwoUilJGTPvtFBdvJvBl33rM6F2H+pWcGLcyiPM34v8dlJoAy5+EtERW15rH2Uwvnqqfz4d1Kwd4YQ3YucPyXpBwA56Yel8ptqKTNdeyigDXYpPwdNa+/wSAu8O/SzwuRsXzxz+RvNCsMlb6kt0eUTEevZmOz/rUJSYxlQ9+O6V1HM3orKzwnjsXcxcXwoYNIy08h2UWVg7Qc5bh729qIizuYGhum55itByPVXyM8U3Gs+vqLr4+9rXRzqsoiqIoyoOKs0lmSVEFCkUpAzaGRPDjoTCGtvajub8rFuY65vVvgJXejKHfHyEhJatJ5IF5EHMZ2fd7vj1nQ4NKTlR2sc3/AnblYcCvYF8BavUG78b33V3RyZprWcsoDDMotN/BA8BKb4aLrQURscks2R+K3kzHgGaVtY5VJEKIzkKIM0KI80KICTnc7yiE2CCECBJCnBRCvKxFzpJQs6IDI9r68+uxcLafitQ6jmbMXV3xXvgNMiWFsKFDybhzJ+eB/u0NvSnq9Yd9X8I3rSDceEtM+wX049lqz/Ldie9Yd36d0c6rKIqiKMp/CNAJUaSjoKSUu6SU3YvrKagChaI84sJjkpiwOpi63k6M6VDt7u0ejtbMfq4+F6PieXt1MDL+Buz/Cmr04JRFIGcj43mqgVfBL1TOB0Ydh6cf3HnI08ma8JgkklIziE5Ivds40xRUcLTidEQcq45c5al6nrjZW2odqdCEEGbAXKALUBN4TghR8z/DRgCnpJR1gTbA50IIixINWoJGtPWnegV7Jv4aQmximtZxNGPp54fX7FmkhF4ifPRoZFoufxZWjvDkHOi/GpLj4NsOcPwHo2QQQjCh6QSaVmjK1ANTOX7juFHOqyiKoijKo0cVKBTlEZaekckbPx0jU8KsfvXQm93/V/5xf1fGdarO78ERnPppkmHbwfbvs/ZYOHozQfdAj8JdUG9laJ75HxUdrUhNzyQkPNbwswkVKDwcrTkeFkNyWiavtiy1W4s2Ac5LKS9KKVMxNC968j9jJGAvDM0/7IBbQDqPKAtzw1KP6ISyvdQDwLZZMzw++ICEPw8QMXXqv9uP5qTqEzD8AHg2MOzGk2Gc4o5ep+fzNp/jYevB6J2juRZ/zSjnVRRFURTlXkXbwcMUesNlUwUKRXmEzd5xnsOXbvNhr9q5LtUY2tqXF/xTqRa2ishqz5FRzo91x6/RJqA8zrbG+YI9uyBx+NItAJOaQZHdKLN1NTequdtrnKbIPIGwe36+mnXbveYANYBrQAgwWkqZ416zQojB2XtgR0VFFUfeElHb05Fhrf1YffQqO/4pu0s9AJx6P4XLsKHErlpN9KIHZzndx9oJWo2DO9fglPGWZDhaOjK7/WzSMtJ4fcfrJKYlGu3ciqIoiqIYqB4UiqKYpEOht5i94xy963vSK49Gl0IIptiuJk3oefFCW9YeC+fGnZT8m2MWwgMFCmfTKVBkZxvU0lfjJA8lp39W/vs1eSfgOFARqAfMEUI45HQyKeXC7D2w3dzcjJu0hL3e3p9q7nZMXHOC2KSyu9QDwG3UKBy6dyfqiy+I27gx78H+HcDFHw7MhbxmXBSSr6Mvn7X+jPMx53ln7ztk5lwjUxRFURSlCATFs4tHSVIFCkV5BMUmpvHGT8eoVM6GD3rVzntw2CH0ZzaQ2HgkV1LsGLcqCHsrc9pVL2+0PF5ZBYkjl26jE//unmEKnm7oySdPB9Lc36XQj03LTCM4KjjvKfMl4yrgfc/PXhhmStzrZWCNNDgPhALVSyifZizNzfisT12i4lOY/nvZXuohhMDjo+lYN2zItQnvkHj0WO6DdTpoOhSuHYWwQ0bN8bjn47zd+G12hO1g9rHZRj23oiiKopRpArXEQ1EU0yKlZMKaYG7cSeHrfvWxszTPazBsnQx27rh2GMOMpwPJlNAt0MOoW206WuuxsTDjTko6FRysHuiFoaXy9lb0bVypUC/MUkq2Xd7GU+ueov/G/ozfM57k9ORiTJmvw0BVIYRPVuPLfsD6/4y5ArQHEEK4AwHAxRJNqZE6Xk4MbuXLL39fZffZ0rtkxRh0FhZ4zZmN3sODqyNGkHrlSu6D6z1vaJ55cK7Rczxf/XmeqfYM34Z8y4YLG4x+fkVRFEUpq9QSD0VRTMr6oGtsOnGdsZ0CqOvtlPfgf36HsIPQdiJY2PJkPU9+eK0pE7vVMGomIcTdpRSmtLyjKI5GHuWFTS8wZtcY9Do9/Wv0Z/Olzby8+WWiErX58CulTAdGAluA08AvUsqTQoihQoihWcOmAY8LIUKAP4DxUsqbmgTWwOj2VfEvb8eE1cHEJZftpR7mzs54f7MApCRs8BAyYmJyHmhhCw1fgtMbICaPQkYRCCGY2HQijSs05v0/3ycoKsio51cURVGUskrNoFAUxWTcSkhl6oZT1PN2yr+nQkYabJ8CrgFQ74W7Nz/u74qDld7o2bILFKa0g0dhXIy9yOgdoxm4eSDX468z9fGprOqxiglNJvBl2y+5EHuBfr/341S0NssIpJQbpZTVpJR+UsrpWbctkFIuyPr9NSllRylloJSytpTye02CasRKb8anz9QhMi6Zjzee1jqO5iyqVMFr7hzSwsO5OvJ1MlNTcx7YZDAg4K9vjJ5Br9PzResvcLd1Z/SO0UTERxj9GoqiKIpS1qgeFIqimIwPfztFXFIanzxdB7P8XmiOLofo89BhKpjlsQzESDydrLJ+LV0FiptJN5l2YBq91/Xmr+t/8Xr919nw1AZ6V+2NWdaWqu0rtWdFlxXohI6Bmway7fI2jVMrOalfyZlBLX358VAY+86VmckjubJp2BCPjz8m8e+/iZg0KedeKo5eUPNJw+tFyh2jZ3CycmJOuzmkZKQwaucotbOHoiiKopRxqkChKI+I3WejWHMsnGFt/AiokM92mSl3YNfHULk5VOtcIvkqOpa+GRSJaYn0/70/a86toW9AXzb23sjgOoOx0ds8MDagXAA/dvuRauWqMWbXGL4J+sYUmmcq//Fmh2r4utkyfnUw8SnpWsfRnGP3bri9MZq49Ru4OSeXXhOPjYCUODj+Q7Fk8HXyZWarmZy9fZaJ+yaqnT0URVEUpYiK2n/ChFZ4UPxfmyqKUuwSU9N599cQfN1sGdHWP/8H/DkHEqLguZ9L7BWpOHtQ3Eq+xV8Rf6ETOvQ6PeY68/t+tTSzJKBcADpRuJrswuCFXEu4xpJOS2hcoXG+412tXVnSaQnv//k+c47P4ULshaI+JaWYZC/1eGbBAWZsOs2HvQK1jqQ5lyFDSL0Sxs25c9F7e+HUq9f9A7wagVcTODgfGr8GOuM10M3W0qslbzV8i0///pQ5x+YwqsEoo19DURRFUR59ptVPoihUgUJRHgFfbD3L1dtJ/DLksfx337hzHf6cDbWeAq+GJRMQaObnQgt/V+rn17izkG4n3+bFTS9yOe5ynuN6+vVkeovpBT5vaGwoy04to6dfzwIVJ7JZmlnyUYuP8HPyY9bRWQV+nFJyGlYux6vNffh2Xyhda3vwuL+r1pE0JYTA4/0ppF27RsTk99B7VMS2aZP7BzUbBqtehrNboHrXYskxoOYALsReYFHIIvyc/Ojm261YrqMoiqIojzKdKlAoiqKloLAYluwPpX/TSjTxKZf34KtH4LfRkJEK7d8rmYBZPJ2s+f61pkY9Z1J6EiN3jCQiPoI57ebgaedJWmYa6Znp9/26K2wXP535iRaeLeji0yXf80op+fivj7E2s+bNhm8WOpcQgtcCX8PH0YcneKIoT00pZm91DGD76UjGrwlm8+hW2Oa1HW8ZICws8Jr1NZeee56rr79OlZ9+xNL3nka7NXqCgxccnFdsBQohBJOaTuJy3GXe2/8elewrEeimZrgoiqIoSmGU8vqE6kGhKKVZWkYm41cH42Zvyfgu1XMfmHgL1o+Cb9tDfBT0WQrl8tnlw8RlZGYwYc8EQqJCmNFqBq29W+Pv7E8NlxoEugXSwL0BTTya0NyzOeObjKeOWx2mHZhWoJ0Ctl3exoGIA4yoPwJX66J/u96+UvsiP1YpXtYWZsx8pi5Xbycxc/M/WscxCWYODnh/8w1CrydsyFDSo+7ZNtfMHJoOhkt7ISK42DLozfR82eZL3GzcGLVzFNcTrhfbtRRFURTlUSOE2sVDURQNLdp7kX+u3+GDJ2vnvDVoZiYcWQqzG8Cx7w3N7l7/G2p0L/GsxiSlZMahGewI28H4JuPpULlDnuPNdebMaDGDDJnBO/veISMzI9exiWmJzDw8kwDnAPoG9DV29AIRQnQTQrwthHgv+9AkyCOuiU85Bj5WhWUHLnPwYrTWcUyChZcn3vPnkX7jBufbP0H4mDHE796NTE+HBi+C3tbQi6IYOVs5M6fdHJLSkxi1Q+3soSiKoiiFIYQo0mEqVIFCUUqp0JsJfLX9HF1qV6BTrQoPDrh2HBZ3gA2jwa0GDN0LnaaDZT47fJQCS08u5aczP/FSrZfoX6N/gR7j7eDNxKYTORJ5hO9OfpfruIXBC4lMjOTdZu9iriv5af9CiAVAX+B1QAB9gMolHqSMeLtzAJXK2TB+dTCJqWpXDwDrOnWosvIXnPr0IeHPA4QNGcq5tm2JnLWIZPfucGIV3Iks1gz+zv7MbDWTf279w6T9k9TOHoqiKIpSQKV9Fw9VoFCUUigzUzJhdTCW5jqm9qx1/50Z6bDxbVjYBmIuw1PfwMsbwb1WjucqbX6/+DtfHPmCzlU6F7o/RE+/nnSq0om5x+Zy8ubJB+6/tzFm/fL1jRW5sB6XUr4I3JZSTgUeA7y1CvOos7EwZ+YzdbgcncinW85oHcdkWFWrRoXJk6i6Zzees2dhXacut1asIPSzvVz83ZFbn4wlPbp4Z5208mrFW43eYtvlbcwPKt5ZG4qiKIqimAZVoFCUUkZKyXd/XuKv0Fu827UG5R2s7h9wbAUc+gYavQIj/4a6/UyrLPoQDkUcYtL+STRyb8T0FtMLvW2oEILJzSbjYu3C+L3j75s6/rCNMY0oKevXRCFERSAN8NEwzyOvma8LLz5WmaV/XuLwpVtaxzEpwsIChw4d8J47h6p79+D+7rsIawciV/3NudZtCBs2nLgtW8lMTS2W679Y80V6+fdiQdACNoduLpZrKIopEEKYCSGOCSF+0zqLoiilm1rioShKibkYFc/A7w4z7bdTtKzqSt/G//liPTUBdn0M3s2g2+dgbdwtPbV09vZZRu8cTRWHKnzd7msszCyKdB5HS0c+avERV+KuMPPwzLu3G6sxphH8JoRwAj4FjgKXgJ+0DFQWjO9cHU8na95eFUxSau49Ssoyc2dnyg14AZ/FX+Lb5QblOjci+cQJwkeP5lzLVlz/4AOSgoKQUhrtmtlFxQblGzBp/yRO3DxhtHMriokZDZzWOoSiKKWcKFqDTNUkU1GUQklMTeeTzf/Q6as9HLt8m/e61+S7lxo/WO08MBfiI6HjtEdm1gTAxdiLDN8+HBtzG+a1n4eDhcNDna+JRxNerv0yq8+t5o/Lf5hEY8xsUsppUsoYKeVqDL0nqkspJ2saqgywtTRn5tN1CL2ZwOdb1VKPPPm0wrJaddx9z+C/4w+8Fy3CrkULYlav4VLfflzs1p2b3ywk7bpxduCwMLPgizZf4GLlwqgdo4hMKN7+F4pS0oQQXkA34FutsyiKUroJVA8KRVGKkZSS34MjaP/5bubvukCPuhX5Y2xrXmnhg7nZf/76xkfB/q+hRk/wbqJN4GJw+PphXtj4AmmZacx7Yh4edh5GOe/IeiOpUa4GUw5MYcahGZo2xryXEMJGCDFZCLFISpkClBdClO5tV0qJx/1d6d+0Eov3h3LkslrqkSshoNkwuHEScWUfdi1b4Pn5Z1Tdt5cK0z7AzNmZqC+/5Hzbdlx55RVi168nM/HhduJwsXZhdvvZJKQlMGrnKJLSk/J/kKKUHl8BbwO5doMVQgwWQvwthPg7KkrtOpQTgQl9wspFbktTzXK5Pbfx5sIs59tzeQ+j1+Ww05uJcbbIeamggz7nBtaO1mk53m5nkfN4O8uy0wi7tC/x0PaduKIouTp/4w7vrz/FvvM3qeHhwOzn6tOoSrncH7D7E0hLgvZTSi5kMVt/YT1T/pxCJftKzG0/Fy97L6OdW2+m55NWn/Dshmf59fyvWjfGvNd3wBEMzTEBrgIrAbUuuQS807UGu85EMW5VMBtHtcRKn/ObwDKv9jOw/X3DlqN+bQEws7fHuU8fnPv0IfXKFWLXrSd23TquvT0enY0N9p064dirFzaNGyF0hf9+pJpzNT5p9Qmjdoxi8v7JfNrqU5N6Q6UoRZFVgL4hpTwihGiT2zgp5UJgIUDDRvWNt47KBEhyfjq5LRcr7PjMXMfnXA/KbdegjNzG51JXyswhT4bMeQlhbtufp2Xm/KE9JSM5x9uTc7k9Ni0lx9tvp+Q8/mZyzv/23UrNeXntzSSbnK+b5Jjj7XHJD34EvZNLHTu3/65paTn/ucffSQYeLEYkJ+Zc0MjtPMnJORc0bGxzLvZYWOT8Z5aUy3XN9cU3T6C0/9uY55+MEKJBAY7AkgqrKGXF0Su36fL1XoKuxjC1Zy02jGyed3Hi5nk48h00ehlc/UsuaDGRUjL3+Fze3fcuDcs3ZEXXFUYtTmTzcfThvcfeI8A5QOvGmPfyk1LOxNAcEyllEpSCr4UeEXaW5sx4OpCLUQl8uf2s1nFMl94KGr8G57bAzXMP3G1RqRJur4/Eb+sWKq9Yjn2XztzZupUrAwdyoUNHombNIvXy5UJfto13G95o+AZbLm1hQfACYzwTRdFac6CnEOIShn5D7YQQ32sbSVGUUkuAroiH0aMIYStELtN98pDfDIrdwGHyfnPsA1Qp7IUVRcndoj0XsbU0Z9ubrXGzt8z/AX9MBXMraD2++MMVs9SMVCbvn8zG0I085f8Uk5tNRm9WfFMTe/j1oIdfj2I7fxGkCiGswfCVjxDCD8j5qw+lWLSs6sZzTbxZtOcinWtVoH4lZ60jmaZGr8Dez+GvBYamvDkQOh02jRtj07gxmZMmcWf7dmJ/XcvN+Qu4OW8+1vXr49irFw5dOmPmULDeMi/XepkLMReYd3wevo6+dKrSyZjPSlFKlJTyHeAdgKwZFGOllC9oGkpRlFJLgGYNL4UQOqAf0B9ojOH9q6UQIgrYCCyUUj74rcZ/5De35LCUsp2Usm1uB3DxIZ+Loij3uBaTxNZTkfRt5F2w4kTYYTi9Hh4fBXbliz9gMbqdfJtBWwexMXQjoxuMZurjU4u1OGGipgCbAW8hxP+APzCsTVZK0Dtda+DuYMXbq4JJTlO7euTIrjwEPgvHf4DE/Ht26KytcezRg0pLFuO/aydub40hIy6O61OmcK5FS8LHjCF+925ket7rhIUQTHlsCvXc6jFp3yRORp801jNSFEVRFKXodgJ+GIquFaSU3lLK8kBL4CAwQwiRbwE2zwKFlLJdficoyBhFUQruh7+ukCklLzSrnP9gKWHbZLBzh8dGFH+4YnQ57jIvbHyBEzdP8GmrT3kt8LVSv4ausLIqz85Ab+Al4EegkZRyl4axyiQHKz0f9w7k3I14Zv2Rb7G/7Go2FNIS4ejyQj1M7+6O66BB+P62gSorf8GpTx8S9v9J2JChnGvblshPZpJ8JvclNhZmFnzV9iucrZwZtWMUUYlRD/tMFEVzUspdUkrVFFlRlIeiYZPMJ7J2owuW9zR5kVLeklKullI+Dfyc30kK1J1DCPHAV5hCCNdCxVUUJV8p6Rn8dPgK7auXx7tczg2H7nNmI1w5AG0mgKVd8QcsJpEJkbyy5RXupN5hcafFdPbprHUkTWS9mI+UUkZLKX+XUv4mpbypda6yqk1Aefo09OKbPRcJvhqjdRzTVCEQfFrBoYWQkXMjsLwIIbAODKTC5ElU3bsHz9mzsK5Tl1srVhD65JNc7N2bW8uXk37rwRkaLtYuzG43mzupdxi1YxTJ6Tk3e1MURVGUskSrbUallPm+ESjImPyaZLYVQlwFrgmGyzkqAAAgAElEQVQhtgohqtxz99b8Tq4oSuFsCrnOzfhUBjxWJf/BGemGLvouVaH+i8UdrdjEp8Yz4o8RJKQlsKjjIuqVr6d1JK1tE0KMFUJ4CyHKZR9ahyqrJnWviaudBeNWBpOSrpZ65KjZcIgLh1PrHuo0wsIChw4d8J47h6p7duM+cSJC6Ij86GPOtWpN2LDhxG3ZSmbqv13tA8oFMKPlDE5Gn+S9/e/l2u1dURRFUcqEIs6eMMYMCiFEHSHEQSFEmBBioRDC+Z77DhX0PPnNoJgJdJJSumHY2mibEKJZ9nUKnVpRlDwtO3AJH1dbWvoXYILSsRVw8yx0mApmpXPH4LTMNMbuHsv5mPN83vpzAsoFaB3JFLwCjAD2YNhu9Ajwt6aJyjBHa8NSjzORd5iz47zWcUxT1U5Qzs+w5aiRmJcrR7kXB+CzehU+69dRbuCLJJ84Qfjo0Zxv2YrrH3xAUnAwUkraVWrHqAaj2HRpEwuDFxotg6IoiqKURkIninQYwTzgfSAQOAvsy2r2DlDgpnL5FSgspJQnAaSUq4BewDIhxFOQy6bCiqIUScjVWI5diWFAs8ro8nuRSE2AXR+DdzMI6FoyAY1MSsn0g9PZf20/k5tNprlnc60jmQQppc9/D6C61rnKsnbV3endwJN5uy5wIjxW6zimR6eDZsMg/G8IK/AXJAVmVa0a7uPG4b9zB96LFmLbvDkxq9dw6dm+XOzWnZvfLORF12509+3OnONz2HZ5m9EzKIqiKEppINBuiQdgJ6XcLKWMkVJ+BowENmdNcChw7SC/AkWaEKJC9g9ZxYr2GLrMVy1CaEVRcrH8wCVsLMx4uqFX/oP/nAPxkdBxmtFeUUra4hOLWX1uNYMCB/F0tae1jmNyhEE7IcS3QJjWecq6Kd1r4WJrwdiVQaSmZ+b/gLKm7nNg5QgH5xXbJYS5OXYtW+L5xedU3beXCtM+wMzZmagvv+RCu/YMWRLB85c9mbpjIqejTxdbDkVRFEUxZRo2yRRCCMfsH6SUO4GngRVAAbr/G+RXoJgAuN97g5TyKtAGmFHQiyiKkrfbCamsC7rGU/U9cbTOZwbUzXOw93Oo2Qu8m5RMQCPbeHEjXx/9mi4+XRhZf6TWcUyKEKKpEOJr4DKwHtiLmkGhOUcbPdOfCuSf63eYu1Mt9XiApR00GAin1kNM8dfTzOztce7Thyr/+x6/rVtwHTaM9CtX6fXDZWZ/mcCB118gfM9WZKYqJimKoihliNC0QPEJUOPeG6SUwRgmOKwp6Eny22Z0u5QyKIfbY6SU0wt6EUVR8vbz32GkpmfyYn7NMTMzYd1I0FtDl5klks3Y/r7+N5P2T6JB+QZ82PxDdKJAmwkVm4RDh7j80sukRd7QNIcQYroQ4hzwERAC1AeipJTLpJS3NQ2nANChpju96lVk7s7znLoWp3Uc09NksOHXQyXbB8KiUiXcRr2O37atVFq+DKuO7ah3IpG4waM536EDUbNmkXr5colmUhRFUZSyRkr5g5TyYA63X5FSDiroeQq6zWh3IcQxIcQtIUScEOKOEEK9O1MUI8jIlKw4cJmmPuUIqGCf9+DDiyDsIHSeAfbueY81QaGxoYzeORpPO09mtZuFhZmF1pGIXrCAxIMHuTpyJJnJmm5TOBiIBOYD30spo1G9fkzOlB61cLIxLPVIz1Dfzt/HyRtq9oQjyyAlvsQvL3Q6bJs0ocZnc7i98nNm9dBxxTGNm/MXcKFTZy499zy3f/6FjDj19kVRFEV5dOlE0Q5jEUI0EkL8KoQ4KoQIFkKECCGCC5y/gOO+AgYCLlJKBymlvZTSoUiJFUW5z45/bhAek8TAx6vkPfD2JcO2ov4doG6/EkhmXNFJ0QzbPgxznTnznpiHo6Vj/g8qZqlXw0k4cBCbZs1IDgkhYtJkLbcprABMB3oC54UQKwBrIUTp3KLlEeVsa8Hk7jU4FRHH/gvRWscxPc2GQ0osHP9B0xjtA7pSf8Bo3njyNofnD8LtrTFkxMVxfcoUzrVoSfiYMdzZsYOMmBhNcyqKoiiKMRmaZMoiHUb0P+A7DP0negDds34tkIK+8Q0DTki1wbiiGN3yA5eo4GBFh5p5zIiQEtaPAmEGPb4qdY0xE9MSGfHHCKKTolncaTHe9t5aRwIgdu1aACpO/5DYDRuI+uprLKtVw3VwwWahJR4+TPTSZZR/awyWvr4PlUVKmQFsAjYJIawwvJjbAOFCiD+klM8/1AUUo+lUqwK2FmZsComgdTU3reOYFu8m4NkI/poPjV8z7PChkUGBg7gQc4FPQ5fg2ekr2r22geQTJ4j9dS1xv/9O3MZNAFj4+GBdr17WURdLf3+EmZlmuRVFURTlYZjAx4QoKeX6oj64oAWKt4GNQojdQEr2jVLKL4p6YUVR4EJUPHvP3eStDtXQm+XxRv7ocgjdDd2/BMcC7PJhQtIy03hr91ucvnWar9p8RR23OlpHAkBmZhK7Zg22jz2G3tMTlyFDSDl7jqgvv8TS3w/7du1yf6yU3P7+f0R+8gmkp5MUFETlZUux9PPL9TGFyiZlMrAKWCWEcACeMsqJFaOw0pvRvoY7W09F8mGvTMzz+rtbFj02HFa9Aue2QEAXzWIIIZj6+FTC7oTxzt53WNFlBQGBgVgHBlJ+wniSjh4j6fhxkoKCiN+1i9hffwVAZ2ODVZ06WNerayha1K2LubOzZs9DURRFUQpDZ9zZEEUxJWsXuj+4v3ZQoEaZBS1QTAfiAStA+0XjivKIWHHgMnozQb8mlXIfFBsOWydBlZbQ4KUSy2YMUkqmHZjGvvB9TG42mbaV2mod6a7Ev/4i7do1yo99CzB8mPH4aDqpV65wbew4Kv/4I1YB1R54XGZKCtenvE/s2rXYtW2L69AhhI0YyeWBLxm1SJFNShkHLDPqSZWH1jWwAuuDrnEo9BaP+7tqHce01OgJDp6GLUc1LFAAWJlb8XXbr+n3ez9G7hjJj91+xNXaFZ2FBbbNmmLbrClgeK1KCwszFCyOHyfpeBDRi76FjAwALCpX/rdgUa8ellWrIszV6itFURTFtIisQ2MvY9iBTg9kN+ySFHAnj4L+61pOStmxMKmypijvASyzrrNKSjmlMOdQlEdZfEo6q49cpVugB272ljkPkhJ+HwMZadBzlqbTpYtiftB8fj3/K0PqDOHZgGe1jnOfmNVr0Dk6Yte+/d3bdFZWeM2dw6Vn+nB1+HCqrPwF83Ll7t6fFhHB1ddHkXziBK4jRuA6YjhCp6PysqVcHviSoUix9Dss/f21eEpKCWpdrTzWejM2nohQBYr/MtMbdvTYPgWuh0CFQE3juNm4MbvdbAZuGsgbO99gcafFWJrd/5orhMCiUiUsKlXCsWdPADITE0k+eZLErIJF/L79xK4zzFgVNjZY1659d1mIdd26mLu4lPhzUxRFUZT7CJOYQVFXSlnkf/wL+mlnuxCiUAUKDNM52kkp6wL1gM5CiGaFPIeiPLJ+PRbOnZR0BuS1tWjISji7Gdq/B+UersdBSVt1dhXzg+bTy78XI+qN0DrOfTJiY7mzdSuO3bujs7z/g4re3R2vuXNIj4oifNRoZGoqYOg3EfpMH1JDQ/GaOwe310cisgpGln5+VF5umORweeBLpJw/X7JPSClx1hZmtK3uxpaTkWRkav5GwPQ0HAh6Gzg4X+skANR0qcn0FtMJigpi6p9TC9QMV2djg03jxrgOGoT33DlU3bcXv+3bqPjppzj17k1mYiLRS5ZwdfgIzjVvwfkOHQkf9za3/vc/kk6cRKallcAzUxRFUZT7CVG0w4gOCiFqFvXBBZ1BMQJ4WwiRAqRhmDki89rJI6uhZvY+Y/qsQ72LUxQgJT2D7/aFUtvTgQaVnHIeFH8DNr0NXk2g6ZCSDfiQdoft5sODH9LcsznvPfYewgS69dwr9vffkampOD3dO8f7revUwWP6dK6NG8f1aR9iWT2AyI9nYOHlhdeK5Tk2xLT09aXy8mVcHjjw3+UeRZhJIYSwAd4CKkkpBwkhqgIBUsrfCn0ypVh1qe3BxpDrHLl8myY+5fJ/QFli7Qz1njf0z3nifbArr3UiOlbpyPDY4cw7Pg8/Jz9eDXy1UI8XQmDh5YWFlxeOPboDkJmcTPLJk3eXhSQePEjchg2G8VZWWNWuhU12A866dTF3U01VH3VCCGegIpAEXJJSqv2IFUUpa1oAA4UQoRgmLWTXDgrUiK5ABQoppX1RkgkhzIAjgD8wV0r5Vw5jBgODASpVymMdvqI8Qmb9cY6LNxP47uXGuX943zgOUhPgyTmgKz0d5UOiQhi3ZxwB5QL4ovUX6HV6rSM9IHb1Gixr1MCqZu7FXcce3Uk5d47ohQsBsGvThoqfzsTMPveXQ0tfXyovu6dIsfS7osT7DsPr5mNZP18FVgKqQGFi2lYvj4W5jo0hEapAkZOmQ+Hwt3B4MbR9R+s0AAytM5SLMRf5+ujX+Dr6PnRfHJ2VFTYNG2LTsCFg6GWRfu0aSUFBhqUhQUFEL1sO3y4GQO/piXXdrF4W9ethFRCAsFCtvUo7IYQjhi/znsPQqy0KQ982dyHEQWCelHKnhhEVRSlDTOB7wc4P8+A8CxRCiApSyutFHZO1bV49IYQT8KsQoraU8sR/xiwEFgI0atRIzbBQHnnBV2NYsPsifRp60TYgl28Vz2yGU2uh3WRwCyjZgA/hStwVRvwxAhcrF+a2n4uN3kbrSA9I/ucfkk+exH3SpHzHur0xmszkJMxdXHEZ9NrdJR15MRQplnN54ItcHvhSUSL6SSn7CiGeA5BSJglTm4KiAGBnaU7ram5sPnGd97rXRKdT/5nu41oVqnaCvxdDizdBb6V1IoQQTGs+jbA7YUzYO4F1vdZRwbaCUc+v9/RE7+mJQ9eugKGxbvKpUyQdDyLp+HESjx4lbuNGw3hLS6xq1bo7w8K6Xj307trPNlEKbRWwHGgppYy59w4hRENggBDCV0q5WJN0iqKUGQKpWQ8KIYSdlDJeSnk5vzF5nSe/GRQbgQYPO0ZKGSOE2IWhmnIir7GK8ihLSc9g3MpgXO0smNQ9l2/vM9Jg67vgUhWajy7ZgA8hNSOVkTtGArCgwwJcrU2zcWDMmjUIvR7H7t3yHSt0OipMnFjoa1j6+lB52XKuDBxYlIipQghrspbECSH8uGeLJsW0dA2swLZTkRy/GkODSmorygc8NhyWPwknVkH9F7ROAxh29vis9Wc8ufZJvjzyJZ+0+qRYr6eztMSmfn1s6te/e1va9et3l4UkHT/O7RUruLVkCQDmHh5Y16trWBpSty6WNWuiU7MsTJqUskMe9x3BMCtOURSlRGj4dck6IcRxYB1wREqZACCE8AXaAs8CizAUdXOVX4GirhAiLo/7BZDj/UIINyAtqzhhDTwBFO+7AEUxcXN2nOdM5B2WvNQIR+tclj4cXgzR5+H5Xwzd8EuJpSeXEhobyvwn5lPZobLWcXKUmZpK3Lr12Hd4AjOnXHp/GImlrw+Vli0Dv0I3N30f2Ax4CyH+BzQHXjJuOsVY2lV3R28m2BQSoQoUOfFpDeVrGZpl1utvEvNOAbzsvXi59st8E/wNzwY8S0P3hiV6fX2FCug7d8ahs2EWbGZqKimnTxuKFlnLQ+5s2gyA0OsNsyzq1sW6vqFooffwKNG8SsEIIXL6wi4WuCylTC/pPIqilE1azaCQUrYXQnQFhgDNs3rypANngN+BgfmtzoB8ChRSyodZ+O4BLMvqQ6EDflFN3pSy7ER4LPN2XeDpBl60q+6e86DEW7DrY/BtA1ULu3GOdsLjw1kUvIgOlTvQwrOF1nFyFb9jBxmxsTj2frpErmfp61Pox0gptwohjgDNMBSBR0spbxo7m2IcjtZ6Wvi7sjHkOhO71jC5hrCaEwKaDYP1IyF0D/i21jrRXa8Gvsq6C+v4+K+P+bn7z5hp2OtHZ2FhKEDUrXv3trTIGyQFZc2yCAri9k8/cWuZYbcgc3f3+5aFWNWq+cCORIom5mGYVRyM4fW7dtbvXYQQQ6WUW7UMpyjKo68YduQoFCnlRgwrLIqsoLt4FJqUMhion+9ARSkDUtMzGbsyCBdbC97LbWkHwJ5PISUOOk43mW8aC+KTQ58ghODtxm9rHSVPMavXYO7hge1jprvjsRBiPfAjsD57apxi2roEerDzTDAnwuMI9HLUOo7pCewD29+Hg/NMqkBhbW7N2EZjGbt7LKvPrebZgGe1jnQfvXt59B074tDRUKyWqakknzlzd1lIUlAQd7ZsyRqsx6pGDazrGYocNvXqYV6xoiqYlbxLwKtSypMAWdvsjQOmAWsAVaBQFKXYiWKYQSGEsAL2AJYYagirpJRTjH4hirFAoSjKv+buPM8/1+/w7YuNcLTJZdnGzfNwaCHUHwAVapdswIew5+oedobt5M2Gbxq12ZyxpUVEkLBvH67DhiHMTHpXlM+BvsAMIcQh4GfgNyllsraxlNx0qOGOmU6w8USEKlDkRG8FjV+F3Z9A9AVw8dM60V0dK3ekcYXGzDo2i05VOuFoabr//YSFBdaBgVgHBsIAQz+P9KgokoIMMyySjh0n5peV3F6+AgBzNzfs2rbFsVcvrOvXU8WKklE9uzgBIKU8JYSoL6W8qP78FUUpKfm3dC+SFKCdlDJeCKEH9gkhNkkpDxr7QsWUX1GUbCevxTJ353mequ/JEzVzWdoBsO09MLeCtu+WXLiHlJyezEd/fYSvoy8DagzQOk6eYtetAylx7P2U1lHyJKXcLaUcDvhi2OHoWeCGtqmUvDjbWvC4nwubQiKQUm1GlaNGr4KZhaEXhQkRQjChyQTupN5hzrE5WscpNHM3N+yfeILyb71F5e9XEHD4EFVWr8J98iRsGjcidsMGLj//PBc7d+HmggWkXbumdeRH3RkhxHwhROusYx5wVghhCaRpHU5RFKWopEH27hv6rKNY3vQUqkAhhCgvhKiUfRRHIEV5lKRlZDJ2ZTBONhZM6ZHH0o7QPXDmd2g5BuzzKGKYmCUnlhAeH867Td9Fb8INPWVmJjGr12DTrBkWXl5ax8lXVmPhp4GhQGNgmbaJlPx0qe3BpehE/rl+R+sopsneHWo/A8f/B0m3tU5zn2rO1egb0Jdfzv7CmVtntI7zUIRej3WtWpTr3x/PL76g6t69eEyfjnn58kR99TXn2z/B5ZdeJmbtWjITE7WO+yh6CTgPvAG8CVzMui0NQwd7RVGUYieELNIBuAoh/r7nGHz/eYVZ1i4dN4BtUsq/8s5RtNpBgQoUQoieQohzQCiwG8Mau00FvYiilFXzdl7gdEQcHz1VGyebXLaJy8yALRPB0RuaDS/ZgA8hLC6MxSGL6eLThSYeTbSOk6fEw3+TFhaG09O9tY6SLyHEz8BpoB0wF/CTUr6ubSolPx1ruaMTsCkkQusopqvZMEhLhKPLtU7ygBH1RuBg4cDHhz5+pGbBmNnZ4vR0byqvWI7f9m24jhhBWng4ERPe4VyLllx7ZyIJfx1CZmZqHfWRIKVMwtAoc4KUspeU8jMpZaKUMvOebx4VRVGKjQB0omgHcFNK2eieY+G955ZSZkgp6wFeQBMhRI5r0h+2dlDQGRTTMHSUPyul9AHaA/sLehFFKYv+uR7H7B3neLJeRTrWyqM3Q9CPcD0Enngf9NYlFe+hSCn56NBH6M30jG00Vus4+YpdsxqdvT32HXLdqt6UfIehKDFUSrlDSqk+OZQCrnaWNPEpx8YT+e6eVXZ51IEqLeGvhZBhWjsuOlo68nr91zkSeYQtl7ZoHadYWHh54TZyBH5bt1D5+xXYd+3Cna1buTJwIBc6dCRq1ixSr1zROmapJoToCRzHsFU0Qoh6WY2PFUVRSsxDzKAoECllDLAL6JzLkIeqHRS0QJEmpYwGdEIInZRyJ1CvoBdRlLJowa4LWOvNeL9HrdwHpcTDH9PAqzHULpmtL41hR9gO9oXvY3jd4ZS3Ka91nDxl3LlD3JatOHTris7KSus4uRJCtMv6rQ3wpBCi971HAR7fWQhxRghxXggxIZcxbYQQx4UQJ4UQu42ZX4GugR6cvxHPuUi1zCNXzYZD3FU4bXqf2Z6u+jQ1ytXgs78/IzHt0V3+IITAplEjKn74IVX37aXipzOxqFyZm/MXcKFjJy71f4HbK1eScUf9f1wEU4AmQAyAlPI4UEXLQIqilDFFnD2hy6ePrxDCTQjhlPV7a+AJ4J9chj9U7aCgBYoYIYQdsBf4nxDia8C0vv5QFBMSHZ/CxpDr9G7gibNtLks7APZ/DfHXodNHpWZb0cS0RD459AlVnavyfI3ntY6Tr9gNG5DJyTg900frKPnJ3n+xRw5H97weKIQww7AcpAtQE3gua3u7e8c4YZh63FNKWQsw+T+Q0qZT1kypTWoWRe6qdQJnH8OWoybGTGfGO03fITIxksUnFmsdp0TorK1x7NGDSksW479zB25jxpBx+zbXJ7/HuRYtCR87jvh9+5EZGVpHLS3SpZSxWodQFKXsEsgiH/nwAHYKIYKBwxh6UPyWy9iHqh0UdJvRJ4EkDE1/+gOOwAcFvYiilDWrjlwlNSOT/s0q5z4o9ir8Odswc8LbtHs43GtRyCIiEiJY2nIp5jrT3qlYSknMylVY1qyBde08ZrKYgHv2kv5AShl6731CCJ98Ht4EOC+lvJg1/icMr9un7hnzPLBGSnkl63pqZxAjc3ewolFlZzaGRDCqfVWt45gmnZmhF8WmtyHsMHg31jrRfeqXr083324sPbGUXv698Lb31jpSidFXqIDr4EG4DHqN5OBgYtauJW7jJuJ++w1zd3cce/bAsVcvLP1MZ5tYE3RCCPE8YCaEqAqMAv7UOJOiKGVMcXznKaUMBuoXcPhD1Q4KNINCSpkAeANtpJTLgG+B1IJeRFHKksxMyQ+HrtCkSjmqudvnPvCPaSAzDb0nSonzt8+z9ORSevr1pKF7Q63j5Cv5xElSTp/GuU+pmiywOofbVuXzGE8g7J6fr2bddq9qgLMQYpcQ4ogQ4sXcTiaEGJzdwTkqKqpAoRWDLoEe/HP9DqE3E7SOYrrq9QdLR5OcRQHwZoM3MdOZ8dnhz7SOogkhBNZ16+IxZQpV9+7B86uvsKpenegl33GxW3dCn+3LrR9+ICMmRuuopuh1oBaQAvwIxGF4g64oilJidEIW6TCWh60dFHQXj0EY3iB/k3WTJ7C2cFEVpWzYf+Eml6MT6d8sj910YsIg5BdoMgicSseOvRdjLjJ422Ds9fa82fBNreMUSMzKlQhraxy657lCwiQIIaoLIZ4GHP/Tf+IlIL/mGTnVyv/7L4050BDoBnQCJgshquV0MinlwuwOzm5uboV7ImVc59rZyzzUbh65srSDBgPg1DrDTDIT427rzuA6g9kRtoM/w8v2l986CwscOnfC+5sFVN21k/LjxyOTk4n8YBrnWrbi6ug3uLNzJzItTeuoJiFrx453pZSNs15D35VSJmudS1EUpSQ9bO2goD0oRgDNMVSCkVKeA0y7M56iaOT7g5cpZ2tx94NKjv7OWt/cdEjJhHpIZ26d4eUtL5MpM1nSaQmu1q5aR8pXZkICcb/9hkPnzpjZ5zGTxXQEYOg14cT9/ScaAIPyeexVDJXqbF7AtRzGbJZSJkgpbwJ7gLpGyK3cw9PJmrreTmwKUX0o8tR0CCDh0MJ8h2rhxZovUsm+EjMOzyAtQ334BjB3c8Pl5ZfwWbcWnzWrcXquH4mHD3N12HDOtWlL5MczSD5zRuuYmhBCbBBCrM/t0DqfoihlixBFO4zooWoHBS1QpEgp707LEEKY8+C3c4pS5l2PTWb76Rv0aeSFpblZzoPSkuDIMgjoWipmT5y8eZJXtryCXqdnaeel+Dv7ax2pQOI2bSIzMRGnUrK8Q0q5Tkr5MtBdSvnyPccoKWV+X+MeBqoKIXyEEBZAP+C/b4rXAS2FEOZCCBugKXDa6E9EoWvtCoSExxJ269HdCeKhOVWCGj3gyFLDbkYmxsLMgvFNxhMaG8oP//ygdRyTIoTAqmZNKkycSNXdu/CaNxebBg249cMPhD7Zi4tP9ebWsmWkR0drHbUkfQZ8DoRiWHe9KOuIB05omEtRlDJGoP0SDx6ydlDQAsVuIcREwFoI0QFYCWwoVExFKQN+PhxGRqbk+SZ5FB5OrIakW6Vi9sTxG8d5betr2FvYs7TzUqo4VtE6UoHdXrkSC38/rOuXuh2Rh2Zv4wQghHAWQizJ6wFSynRgJLAFQ9HhFynlSSHEUCHE0Kwxp4HNQDBwCPhWSqneOBeDLrU9ANisdvPIW7MRkBwLQT9qnSRHrbxa0dKzJfOD5nMz6abWcUyS0Ouxb9cOr9mzqLpnN+6TJiHMzIj8eAbnWrchbNhw4rZuJTP10W5bJqXcLaXcDdSXUvaVUm7IOp4HWmidT1GUskUU8TCih6odFLRAMR6IAkKAIcBGYFIhgyrKIy09I5OfDl+hZVVXKrvY5jxISvhrAZSvCVValmzAQjoUcYjB2wbjYu3C0s5L8bL30jpSgSWfOUtyUDDOffogSsn2rfeoI6W8231OSnmbAnRNllJulFJWk1L6SSmnZ922QEq54J4xn0opa0opa0spvyqW9AqVXGyoVdGBjaoPRd68m0DFBnBwPmRmap0mR283fpuUjBS+Pvq11lFMnrmzM+Ve6I/PqpX4bliPy0sDST5xgvBRoznfshXXP5hGUkgIUj7SE3DdhBC+2T9k7cCkGvkoilJyiri8w8hvlx+qdpBvgUIIoQNCpJSLpJR9pJTPZP3+kf4XRlEKa8c/N4iITeaFvLYWvXIQrodAk8HFsweQkewL38fwP4bjaefJ0s5LqWCbRz8NExSzciVCr8ehZ0+toxSFTgjhnP2DEKIcBd8SWjERXQM9OHYlhojYJK2jmC4h4LERcOsCnN+mdZocVZDUhJAAACAASURBVHGswoCaA1h7fi0hUSFaxyk1LKtWpfzYsfjv3IH3ooXYNm9OzOrVXOrzLBd79CD6229Ji3wkdzp+E9iVtVvSLmAnMFrbSIqilCVaL/EwRu0g3wKFlDITCBJCmP5ieUXR0P/+uoK7gyXtq+fRA+bQN2DlCHWeLblghbTjyg5G7RiFj6NPqWmIea/M5GRi16/HvmNHzJ2d83+A6fkc+FMIMU0I8QHwJzBT40xKIXXJapKrlnnko+aTYF8RDszVOkmuhtQZgqu1Kx8f+phMaZozPUyVMDfHrmVLPL/4nKp791Dhg6mY2Ttw47PPOd+2LVdeG0Ts77+TmfxobHQhpdwMVMVQlBgNBEgpt2qbSlGUskbLGRTGqB0UdImHB3BSCPGH6kqsKA+6Ep3InnNR9GtcCXOzXP5axYbDqfXQ4EWwyGUJiMaik6IZt3sc1ctV59uO3+JsVfo+4N/ZupXMuLhS0xzzv6SUy4GngUgM0+N6SylXaJtKKSxfNzsC3O3Vbh75MdMbtlsO3Q2RJ7VOkyNbvS1jGo4h5GYI686v0zpOqWXm4IDzs8/+n737jo+qSv84/nlm0guhBRJ6rwHpYEdEJUgT1MXeQUVd+8JP3bWtXWxrAUVFVxERRVYpoqBiobeE3mtCJ4SE1Dm/PybuAk5IMpnMmUmet6/7yuTeO3O/QhJynznnOTSZ9CnNZ82k1sgR5G7ZzJ4HHmTjueeR9tjfyV62LCingIjIf/tMGGNyjTEri7bcouPVRCTJXkKlVFXiwHi1+VC5agelHTb8hHfZlKoaJi3egUOE4T0aFn/SkvfBuKD7rf4LVkZfbfqKPFce/zznn8SFx9mO45Ujn08htFEjonp0tx2lPGoCWcaYD0QkXkSaGmO22g6lyia5QwKv/bCRfZk51ImNsB0ncHW9EX56ARa8BYMDcyTFpc0uZfL6yby67FX6Nu5LbFhQLF0csMKaNKHOX/9K/N13k71oERlfTSPj2285MmUKYY0bEzdkMHGDBhFav77tqKU1TERewN2IeCnu4nIE0AK4AGgMPGAvnlJK+VW5agelGkHxR3fiE7oUFwCBO0ZdKT/KLSjk88U7ubBNHRLjIj2flJ/jXk6vdTLUaOLPeKVW6Crk8/Wf0zOxJ03jmtqO45XcLVvJXrKE6pdfjjhKO0AssIjIP3A3FxpTtCsU+Le9RMpb/TskYgzMXr3XdpTAFlUTOl0Fq6bAsf2203jkEAdjeo7hcM5h3ln5TslPUKUiDgfRvXpR7/nnaDX/ZxKffZaQhAT2v/Y6my7sy/YbbuTIV9NwZWXZjnpaxpj7gEuBNOAK4CngftzTPcYZY84zxiz29FwRiRCRRSKyUkRWi4i+KaiUKhfbTTLLWzso9W/wItJJRF4QkW3A07iXslOqypu9ei8Hs/K45nTNMVd/BdkH3M0xA9T83fNJy0pjeOvhtqN47cgXX0BICNUvG2I7SnlcBgwCsgCMMXsAfbs2CLWsE0Oz+GhmpuhqHiXqdScU5rpHmgWo9rXaM7TlUD5d+ylbjmyxHafScURHU/2yITSe+CHNv/+e2vfcTX5aGmljxrDh3PPYM3oMWQsWYgJ0xRdjzOGiRnA3GmMuMcYMMcaMMcb8UsJTc4E+xpgzgE5APxHpVfGJlVKVkWAQ8W7zaY5y1A5OW6AQkVYi8ncRWQv8C9gJiDHmAmPMv8oTWqnK4pMF22lYM5JzWxTTTPKPpUVrt4Zmvf0ZrUw+W/8ZdSLr0Lthb9tRvGLy8siYNo3YC3oTEh/Uq7rlFXU6NgAiEpgNS1SJRIT+SYks3HqIg8dybccJbLVbQsuLYfF7UBC4f1b3dLmHyJBInl/8fFD2SggWYQ3qE3/nnTSfPYvGn35C3KX9yfz+e3bceCOb+17E/tdfJ2/7dtsxfcK4HSv6NLRo0y8upZR3BBxebuW+tI9qByWNoFgHXAgMNMacY4x5Ayj0OrVSlczGvZks3HqIq3s0xlHcd/auxZC2AnoG7tKiO4/u5Nfdv3J568sJcQTnipaZc+dSeOhQ0DbHPMHnIjIOqC4itwHfA+9azqS8lNwhgUKXYc4aneZRol53QNY+SJ1qO0mxakbUZFTnUfy25zfm7ZxnO06lJyJEdelC4lNP0fKX+dR76SXCmjXjwDvj2HxJP7Zdc22lWAFERJwisgLYB8wxxiy0nUkpFbwsjqDwSe2gpALFMCAdmCci74rIhbiXV1VK4V5aNNQpXNmtQfEnLRwH4XHQMXCnTny+4XNCJIRhLYfZjuK1I59PIaReItFnn207ildEJBzAGPMS8AUwFWgN/L3oB7wKQu0Sq9GoZhQzdLnRkjW7AOLbwu9vuUeeBagrW19Ji+oteGHxC+QUBP/NcbBwREQQN+BSGr33Li3mzaXOgw8Q1qABjojAaUD7x8/xkvadyhhTaIzpBDQAenha8UNERojIEhFZsn//Qd8EDhBSzK2FFPOmTlnPDyROcXre7/C8P9QR5nF/uNPz131EMfvjQkv8MrQuNsrz/uL+XkNDPd/GxhTTlDoiKtSrXMFGcN/ge7P5gE9qB6d9q9QY8xXwVdEQ4yHAfUBdEXkb+ErXdlZVWU5+IVOX7SI5KZFaMcX84D+aBmumuXtPhMf4N2Ap5RTk8NWmr+jTqA91ourYjuOVvF27yPrtN2rfdRfi9PyPfBD4HegiIh8bY64D5tgOpMpPREjukMCE+VvJyM4nror8guQVEfcoiv/cA9vmQ9PzbCfyKNQRyugeo7n1u1uZuHoiI88YaTtSlRNaty61bg3IFbF+B7qUYp9HxpgjIvIj0A9IPeXYeGA8QNdunQO3ggeY4maoFLPbhee+IsVNo3IV80IuU9zreN5fWMz+4vIUe77L8xvEns4vMAUez8135Xvcn1N43OP+o3nZHvfvz/F8flq253979uZ4/t30QJbn32szcjy/Tka259vb49nF/H9l/zlnVjFTIV3FfB0U5Hv++8g44rlwnJWV5/n1XZ5fv7DQ834p41yIsFDPv5cWFlZcPx1f95MoLV/VDkq7ikeWMeYTY8wA3NXdFcBo76IrVTn8svEAmTkFDO1ymmXQln4ArsKAXlp09rbZZORmMLxN4I7wKMnhj/8NDgfVhw21HaU8wkTkBuAsERl66mY7nPJe/6REClyGOWt1mkeJOl4JUbVgwdu2k5xWz8SeXNT4It5LeY/0LB0dU9WJSIKIdAUiRaSziHQp2noDxbwv/N/nxotI9aLHkUBf3MOklVLKKxZHUADlrx2UOYsx5pAxZpwxpk9Zn6tUZTIjNY24yFDOLq45ZkEeLPnA3fitVnP/hiuDyesn0yyuGd3qdrMdxSvHU1I59O9/Ezf0MkITE23HKY/bgV5AdWDgKdsAi7lUOXVsEEf96pG6mkdphEZCt5th/Uw4uNl2mtN6sNuDGAwvL3nZdhRl3yXAS7h/ER8LvFy03Qf8XwnPTcQ9HHoVsBh3D4pvKjCrUkr5jTe1g+DshqeUZXkFLuas2csl7RMIdRZT51vztbvhW8/AXVp09YHVpBxIYUyPMUExd/NUJi+PtP/7P0Jq1aLuww/bjlNeicaYO0RkedFQXlVJiAj9khL4+PftZObkExuh0zxOq/ut8Mur7v49/V+wnaZY9WLqcUvSLby18i2ubH0l3RO6246kLDHGTAQmisgwY0yZurwaY1YBnSsmmVKqKrI1xcNXfDmaQ6kq49fN7ukd/TskFH/S4vegZjNoFriDjSavn0xkSCQDmw+0HcUrB94ZR+7GjSQ88TjOatVsxymvMUUfb7eaQlWI/h0SyCt0MXfdPttRAl9sAnS4HJb/G44fsZ3mtG5Kuol60fV4btFzFLg8zy1XVcqvIjJBRGYCiEg7EbnFdiilVNUh5dgCRakLFCLSWET6Fj2OFJHYioulVGCbsSqN2PCQ4qd37F0NOxe4hyo7ArMOmJGbwYytMxjQbACxYcH37Zyzbh0Hxo+n2qCBxF5wge04vnBQROYBTUVk+qmb7XCqfDo3rEHdauHM0GkepdPrDsjPguUf205yWhEhETzY/UE2HN7AlA1TbMdR9n0AzAbqFX2+AbjXXhylVFXkEOPV5kvlqR2U6s5JRG7DvezduKJdDYBpZQ2qVGWQX+jiuzV76duuLuEhxawYseR9cIZDp2v8G64Mvt70NbmFufyl9V9sRykzk5/Pnv/7P5zVq5PwfyVN7w0al+IeRXGA/81fPnFTQczhEPq1T+DH9fvJytV32kuUeAY0Psc9zaMwsP+8+jbqS8+Envxr+b84nHPYdhxlV21jzOfgXgbCGFMAeF7iQSmlKojtERTlrR2U9q3dUcDZwFEAY8xGIDjXI1SqnH7ffJCM4/kkJxUzvSP3GKycDO0vg6ia/g1XSi7j4vMNn9MpvhOta7a2HafMDk54n9w1a0n4+2M4q1e3HccnjDF5xpgFwFnGmJ9O3IBfbedT5ZfcIZHcAhc/rt9vO0pw6HUHZOyEdf+xneS0RITRPUaTlZ/Fv5b/y3YcZVeWiNSiaEFNEekFZNiNpJSqSsTL0RM+HkFRrtpBaQsUucaY/y4eKyIhFLuasVKV28zUNKLDnJzXKt7zCSlTIC8TugfutNMFaQvYfnQ7f2kTfKMncjdu5MCbbxKb3I9qF19sO47PiMgvAMaY/SJy6rj2RRYiKR/r3qQmtWPCmJGq0zxKpXUy1GgS8EuOArSo0YKr2lzFlA1TWHtwre04yp77gelAcxH5FfgIuNtuJKVUVSPi3eZD5aodlLZA8ZOI/B/u9Z0vAqYAgf2WhlIVoKDQxezVe+nTti4RoR6mdxjjnt5RNwkaBG5H98nrJlMjvAYXNw6uG3xTWMieRx7FERNDwqOP2o7ja9EnPG5/yrFA6l2kvOR0CBe3T2Deun3k5Ouo7xI5nNDzdti5EHYttZ2mRHd0uoPq4dV5btFzGKPv4VRFxphlwPnAWcBIoH3RKh1KKeU3tqd4UM7aQWkLFKOB/UAK7h+4M4BKd3egVEkWbT3Eoaw8+hc3vWP3Ukhf5W6OGaDLdqZnpfPjrh8Z2nIoYc4w23HK5NCHE8lZtYq6jz5CSK1atuP42unuaPRup5Lon5RIdl4hP23QaR6l0vlaCK8GC96ynaRE1cKq8dcuf2XZvmXM3DrTdhxlgYhcAUQaY1YDQ4DJItLFciyllPK3ctUOSlugGAx8ZIy5whhzuTHmXaNvD6gqaEZqGpGhTnq3LmYa1ZL3ISwGOl7p32Bl8PGajzHGcEXrK2xHKZPcrVvZ//rrxFx4IdX697cdpyJUF5HLRGRY0eOhRdswIM52OOUbPZvVpHpUKDN1NY/SCY+FLtfDmmmQsdt2mhINaTGEdrXa8fLSl8nOz7YdR/nfY8aYTBE5B7gEmAgE/hwlpVSlEgA9KMpVOyhtgWIQsEFEPhaRS4vmkShVpRS6DLNS99KnTR0iwzxM78g+BKlT3cWJ8MBctnPFvhX8e+2/uazlZdSPqW87TqkZl4u0Rx9DwsNJ+MffkQAdnVJOP+H+WTug6PHAom0A8LPFXMqHQp0OLm5Xlx/W7iO3QKd5lEqPEWBcsPhd20lK5HQ4GdNjDPuy9/FuSuDnVT73xzf1pcDbxpivgeAaqqiUCmreTu/w8W/W5aodlKpAYYy5CWiBe/7I1cBmEXmvzFGVCmKLtx3iwLFckjsUM71j5WdQkOOe3hGAsvOzefTXR0mISuChbg/ZjlMmRz7/nONLl1J39GhC61TOBYSMMTedbrOdT/lOcodEMnML+HXTAdtRgkONxtBmACz5APKybKcpUac6nRjYbCATV09kx9EdtuMo/9otIuOAK4EZIhJO6d8MVEopn7A9gqK8tYNS/9A0xuQDM4HPgKW4h24oVWXMTEkjPMTBBZ6md/zRHLNBD0jo4P9wpfDqslfZfnQ7T539FDFhMbbjlFrB/v3se3ksUb16EXfZENtxlCq3s5vXJjYihBkp6bajBI9ed0LOEVg5yXaSUrmv632EOkJ5cfGLtqMoPxCRpkUPrwRmA/2MMUeAmkBwvSOglAp6ATCColy1g1IVKESkn4h8CGwCLgfeAxLLnFSpIOVyGWamptO7dTzR4R5GKW2bDwc3BuzoiQVpC5i0bhLXtr2WHok9bMcpk73PPofJza3MUztUFRMW4uCitnWZs2Yv+YUu23GCQ6NeUK8zLHgHXIH/ZxYfFc/tZ9zOj7t+ZP6u+bbjqIr3RdHH/xhjvjTGbAQwxqQZY76zmEspVQWJGK82312/fLWD0o6guBGYBrQyxtxgjJlhjCkoY1algtayHYfZl5lL/w7FfG8tngCRNaB94L3Dn5mXyWO/PkaTak34a5e/2o5TJsfmz+fojBnUGjmC8KZNS36CUkEiuUMiGcfz+X3zQdtRgoOIexTFwY2w6XvbaUrl2rbX0qRaE15Y/AL5hfm246iK5RCRfwCtROT+Uzfb4ZRSVYfgvsH3ZvOhGylH7aC0PSiGG2OmGWNyvQypVFCbkZJOmNNBnzYepndk7oV130CnayA00v/hSvDcoufYn72fZ855hoiQCNtxSs11/DjpTzxJWNOm1LrtNttx/EZEokTkMRF5t+jzliIywHYu5VvntqxNdJiTmam6mkeptRsCsYlBseQoQKgzlIe7P8y2o9v4ZO0ntuOoijUcyAFCgFgPm1JK+YfYH0FR3trBaTtqisgvxphzRCQTODG1uK9tqnlzUaWCiXt6RxrntapNbETon09Y/hG4CqBr4PUxnLtjLtM3T2dExxF0iA/M3hjFOfD2O+Tv2kWjjybiCKtSTdA/wD1X78yiz3fhbjL0jbVEyuciQp30aVuX71bv5anBLkKc2kevRCFh0OM2+OFJ2LsG6raznahE5zY4l/MbnM/bK9/m0maXEh8VbzuSqhj9jDHPi0i4MeZJ22GUUsoGX9UOTvsbkTHmnKKPscaYaidssVqcUFXFyl1HSMvIITnJw/QOVyEsnQhNz4faLfwf7jQO5Rziid+foG3Nttze8XbbccokZ8MGDr7/PnFDhxLdI7h6ZvhAc2PMC0A+gDHmOL7vXaQCQP+kBA5m5bFo2yHbUYJH15sgJDJoRlEAPNz9YfJd+by67FXbUVTF+eMdisCb56mUqnJsTfHwVe2gtE0yPy7NPqUqoxkpaYQ6hb7t6v754MY5kLETut/i/2CnYYzh6QVPk5mXydPnPE2o08PIjwBlXC7S//E4zpgY6jz0oO04NuSJSCRFlWcRaQ7o9LpK6PzW8USEOpipq3mUXlRNOGM4rPocsoJjmdZG1RpxQ/sbmL55Oiv2rbAdR1WMtSKyDWgtIqtO2FJEZJXtcEqpqkPwbnqHj5tklqt2UNpiSftTLhACdC0hWEMRmScia0VktYgEV3c+pXDf6M9ISeecFrWJi/Rwk7/kfYhJgNb9/R/uNL7d+i1zts9hVKdRtKrRynacMjky5QuOL19Onb/9jZAaNWzHseFxYBbQUEQ+AX4AHraaSFWIqLAQLmhdh1mr03G5fPeLQaXX6w4ozHX//A0St3W4jTqRdXh20bO4TOCvQqLKxhhzFdALd8f6gSdsA4o+KqWU3wRAk8wy1w5OdNosIjKmaA5JRxE5WrRlAnuBr0t47QLgAWNMW9w/tEeJSOBPGFXqBCm7M9h95DjJnlbvOJoGG7+DLtdBAI1QOHj8IM8sfIZO8Z24sf2NtuOUScGBA+x7+WWievQgbkipl0uuVIqWpBuKuwPyJKCbMeZHm5lUxUnukMj+zFyW7jhsO0rwiG8NLfrC4vegIDgGF0WFRnF/t/tZc3AN0zZNsx1HVQBjTDrQE3dTzBhgrzFmuzFmu91kSqmqxtYIinLWDv6rpB4UzxpjYoEXT5lDUssYM6aE56YZY5YVPc4E1gL1SxtMqUAwIyWdEIdwsafpHau/BAx0HO73XKfzQeoHZOVn8cTZT+B0OG3HKZO9zz2POX6chMcfR6Rqtl0QkenAxcCPxphvjDHBMY5deaVPmzqEhTiYkaKreZRJrzvh2F5I/dJ2klLr37Q/net05rVlr3E076jtOMqHRCRERF4AdgITgX8DO0XkBREJnHcwlFJVgni5lVd5agcnKu1ojkUiEvfHJyJSXURK3QhIRJoAnYGFHo6NEJElIrJk//79pX1JpSqcMYZZqWn0alaL6lEeVpFImQKJnQKqOeaB4weYvH4yA5oNoFlcM9txyuTYL79y9JtvqDViBOHNmtqOY9PLwLnAGhGZIiKXi0jwrA+ryiQmPITzWsYzK1WneZRJ8z4Q38bdLNMEx5+biDCmxxgO5xzm7RVv246jfOtFoCbQzBjT1RjTGWgOVAdesppMKVWlCOAQ49XmQ+WqHZS2QPEPY0zGH58YY44A/yjNE0UkBpgK3GuM+dNbBsaY8caYbsaYbvHxuvyWChwb9h5j28Fs+iUl/PnggU2wZzl0uML/wU5jQsoE8l35jOw40naUMjHGsG/sy4Q2bkStEbfZjmOVMeYnY8ydQDNgPHAlsM9uKlWR+ndIIC0jh5W7jtiOEjxE3L0o0lfB9l9tpym1trXacnmry5m0bhKbDm+yHUf5zgDgtqIRwwAU/c57BxBYTaqUUpWeiHebD3ldO4DSFyg8nRdS0pOKhrVNBT4xxgTPOEylgFmp6YjgeXpH6heAQNJQv+cqzv7s/UzZMIWBzQfSqFoj23HKJGflSnLXrKXWTTfjCA+3Hce6olU8hgG3A91xDxlWldSFbesS6hRmpupqHmXS8S8QWRN+D54lRwHu7nw30aHRPLf4OUyQjP5QJTLGw1+mMaaQohWZlFKqCvGqdnC6J3uyRETGikhzEWkmIq8AS0/3BHFPIJ8ArDXGjC1tIKUCxazV6XRtVIM61U4ZXW+Me3pHk3OgWj074TyYkDqBQlchIzqOsB2lzA5PmoQjOpq4gQNsR7FORCbj7tnTB3gTaG6MudtuKlWR4iJDObtFbWampukNa1mERkK3m2H9DDi0xXaaUqsRUYO7Ot/FwrSF/LDjB9txlG+sEZHrT90pItcC6yzkUUpVYQ6MV5sPlbl2cHL+0rkbyAMmA58Dx4FRJTznbOA6oI+IrCjadJibCgrbD2axNu2o5+kdaSvh4CbocLn/gxVjb9ZepqyfwqAWg2gY29B2nDIpOHyYozNmEjdkCI7oaNtxAsEHuIsStxtj5hqjaxJWBf2TEtl56Dir92jzxDLpfis4QmDhONtJyuSKVlfQskZLXlz8IjkFObbjqPIbhXu1uh9F5GUReUlEfgLuwT3NQyml/MLb6R0+nuLhTe3gv0o11MIYkwWMFpEYY8yxUj7nF3zTEFQpv5tVNNT6kvYeChQpU8ARCm0H+TlV8d5LeQ+XcQXl6ImMqVMx+fnUuCqwVkPxNxHpY4yZC0QBg09dxUSnyVVuF7Wri/MrYUZKGkn140p+gnKrluiearf833DB/0FEcPzZhThCGNNjDDfPvpkPVn/AHWfoPWwwM8bsBnqKSB+gPe7ff2caY3SIjFLK72zfgHtTOzhRqUZQiMhZIrIGWFP0+RkiElyTPpUqg1mr00mqX42GNaNOPuAqhNSp0PIiiKppJ9wp0rPSmbpxKkNaDqF+THCt5GsKCzn82WSiuncnvEXgrIZiyflFHwd62HTuSyVXIzqMM5vVYmZquk7zKKted0DeMVj2se0kZdI9oTuXNLmECSkT2HNsj+04ygeKRr29YYx5XYsTSilbbK/iUd7aQWmneLwCXAIcBDDGrATOK2NWpYJCekYOy3ccoZ+n0RPbf4PMtICa3vHuqncxGEZ0CL7RE1m//EL+rl3UuPoq21GsM8b80d34SWPMTSduwFM2syn/SO6QwNYDWazfm1nyyep/6nWGRme5p3kUFthOUyYPdH0AQXhpia5EqZRSqvykHNtpX1ekoYjME5G1IrJaRP56mtPLVTsobYECY8zOU3YVlva5SgWT79a4p3d47D+RMgVCo6FVsp9Tebbn2B6+3PQlw1oOIzEm0XacMjv86SSc8bWJvfBC21ECyVQP+77wewrldxe3S0AEZqToah5lduadkLED1n9rO0mZJMYkckuHW5izfQ4L0xbajqOUUiroeTd6ohQjKAqAB4wxbYFeuPvutCs2RTlqB6UtUOwUkbMAIyJhIvIg7i7zSlU6s1LTaR4fTYs6sScfKMiDNV9D2wEQFuX5yX72bsq7CMKtHW61HaXM8nbt4tjPP1PjiiuQsDDbcawTkTYiMgyIE5GhJ2w3AhElPF1VAvGx4fRoUpNZqWm2owSf1v2heuOgW3IU4Kakm6gfU5/nFj1HgSu4RoAopZQKPBUxgsIYk2aMWVb0OBN3LaC4ueXlqh2UtkBxO+7Om/WBXUAnytCJU6lgcSgrj4VbD3kePbH5B8g5AkmBMb1jV+Yupm2cxuWtLich2kPeAHdk8mRwOKh+5ZW2owSK1rh7TVTn5P4TXYDbLOZSftS/QyIb9h5j0z6d5lEmDif0vB12LoDdpV7JLCCEO8N5qPtDbDqyicnrJ9uOo5RSquqqLSJLTtg8zh8XkSZAZ6C4oX/lqh2ctkAhIs8XPbzAGHONMaauMaaOMeZaY8zB0l5EqWDx/dq9FLoMyUkepkukTIHImtD8Av8H8+DdlHdxiCMoR0+4cnM58sVUYvtcQGhC8BVXKoIx5uuifhMDTulBcY8x5reSni8i/URkvYhsEpHRpzmvu4gUikhgVNrUSf5YOWimTvMou87XQlgsLHjbdpIy69OwD2cmnsmbK97kUM4h23GUUkoFMRHj1QYcMMZ0O2Eb/+fXlhjc05HvNcYcPeWYT2oHJY2g6C8iocCY0r6gUsFsdmo69atH0r5etZMP5B6DdTOg/WXgDLUT7gQ7j+7k601fc0XrK6gTVcd2nDLLnD2bwsOHqXGVNsf0YLmIjBKRt0Tk/T+20z1BRJzAm0Ay0A64ytO8wKLzngdmV0RwWMBJhAAAIABJREFUVX4JcRF0bVyDmalaoCiziGrQ5TpY/RUcDa5VMUSE0T1Gczz/OG8sf8N2HKWUUkFKcN/ge7OV+NruusBU4BNjzJceTvFJ7aCkLLOAA0BHETkqIpknfizPhZUKNMdyC5i/8QD9khIQOWUm1voZUHAcOlxhJ9wpxq0aR4gjhFuSbrEdxSuHP51EWOPGRPXqZTtKIPoYSMDd/fgnoAFQ0nj/HsAmY8wWY0we8Bkw2MN5d+P+h2Wf7+IqX0tOSmBN2lG2HciyHSX49BwJxgWL3rWdpMyaVW/GVW2vYuqGqaw+uNp2HKWUUkFKRLzaSnhNASYAa40xY4s5zSe1g5IKFI8aY+KAb40x1YwxsSd+LO1FlAoG89btI6/QVfzqHXENoWFP/wc7xZaMLfxny3/4S+u/EB8VbztOmeWsXcvxFSuoftVwxFHqhYSqkhbGmMeALGPMROBSoEMJz6kPnNgteRenNC4SkfrAZcA7PsyqKsAfP4N0FIUXajRxN8xc+gHkZdtOU2Z3nHEHNSJq8OzCZzHGd2vSK6WUqjoqokkmcDZwHdBHRFYUbf1POccntYOS7g5+L/qooyVUpTdrdTq1Y8Lp0qjGyQeyDsLmuZA0FALghvrN5W8S4Yzglg5BOnpi0mdIRATVL7vMdpRAlV/08YiIJAFxQJMSnuPp35VT725eBf5mjClxmScRGfFHg6T9+/eXdLrysQY1ojijQZyu5uGtM0fB8cOw6jPbScosNiyWe7vcy8r9K/lmyze24yillAo2Xo6eKGkEhTHmF2OMGGM6GmM6FW0zTjnNJ7WDku62wkTkBuCsU5a9GyoiQ8tzYaUCSU5+IfPW7ePi9nVxOk75Bl0zDVwFATG9Y83BNXy3/Tuub389NSNq2o5TZoWZmWT85z9Uu7Q/zrg423EC1XgRqQE8BkwH1gAvlPCcXUDDEz5vAJw6Cb8b8JmIbAMuB94SkSGeXswYM/6PBknx8cE3SqcySO6QyMpdGew6HHyjAKxrdCYknuFululy2U5TZoNbDCapVhKvLH2FrHyd5qOUUqr0vB09UYoRFKXhk9pBSQWK24Fe/HnZu4G4l8NTqlKYv/EA2XmF9GvvaXrHFxDfBuom+T/YKd5Y/gZx4XFc3+5621G8kjHta8zx49S46mrbUQKWMeY9Y8xhY8xPxphmRd2PS5qWsRhoKSJNRSQMGI67uHHi6zY1xjQxxjQBvgDuNMZMq5D/CVVuyUXTPGbpNI+yE4Feo+DABvfotyDjEAdjeo5h//H9jF/1pwbqSiml1GmJl//5gE9qByGnO2iM+QX4RUSWGGMmeJ9VqcA2KzWdahEhnNm81skHjuyEHb9Bn0fdv/RatHTvUn7Z/Qv3d72f2LBYq1m8YYzh8KRJRHTsSGRSe9txAo6I3H+646dpSIQxpkBE7sK9OocTeN8Ys1pEbi86rn0ngkzjWtG0S6zGzNR0bj23me04waf9ZTDn77DgTWjZ13aaMusY35HBzQfz0ZqPGNpyKI2rNbYdSSmllDotX9UOTjuCQkQeLrrYBBG54pRjz3h7UaUCSX6hi+/X7qVvu7qEOk/5lkj9wv0x6XL/BzuBMYbXl71OfGQ8w9sMt5rFW8eXLiVvyxZqDA/O/H4QW8J2WsaYGcaYVsaY5saYfxbte8dTccIYc6Mx5gufplc+179DAku3HyY9I8d2lOATEgY9bnWPoNi31nYar9zb9V7CneE8v+j5kk9WSimlioh4t5X/ur6pHZQ0xePEO4lT1zPtV9qLKBXIFm45RMbx/D9P73C5YOmH7vnMNZtayfaHX/f8yrJ9yxjRcQSRIZFWs3grc873SFgY1S652HaUgGSMeeJ0m+18yv/6JSUCaLNMb3W9GUIi3L0oglDtyNrcccYdzN89n593/Ww7jqogItJQROaJyFoRWS0if7WdSSkV3ByIV5sP+KR2UFKBQop57OlzpYLSrNVpRIY6Oa/VKc0AN82Bw9ugx21Wcv3hj9ET9WPqM6zlMKtZvGWMIXPePKLO7IUjOtp2nIAmIq1E5AcRSS36vKOIPGo7l/K/FnViaFU3hhnah8I70bWg419g1WT3akxB6Oo2V9OkWhOeX/Q8eYV5tuOoilEAPGCMaYt77vYoEWlnOZNSKkgJ9kZQ4KPaQUkFClPMY0+fKxV0XC7D7NV7uaBNPBGhzpMPLhwHsYnQdpCdcEW+3/E9aw+t5c5OdxLqDLWaxVt5mzeTv2MHsRf0sR0lGLyLu+qcD2CMWcXJFWlVhSQnJbJ42yH2Z+bajhKcet0JBTmw9H3bSbwS6gxlTI8x7MjcwcdrPrYdR1UAY0yaMWZZ0eNMYC1Q324qpVQws9gk0ye1g5IKFGeIyFERyQQ6Fj3+4/MOpb2IUoFqwdaD7M/M/e9Q6v86sBE2/wDdbgaLRYFCVyFvLH+DZnHNuLTppdZylFfm3HkAxFzQ226Q4BBljFl0yr4CK0mUdckdEjAGZq/WURReqdMGmveBRe9BQXCOQDir/llc0PACxq0ax77sfbbjqAokIk2AzsBCD8dGiMgSEVmyf39wjghSSvmHxREUPqkdlLSKh/N0x5UKdpMW7SQuMpSL29U9+cDi98ARCl1usBOsyDdbvmFrxlZe6f0KTkfwfjsemzuXiKQkQuvWLflkdUBEmlNUaRaRywFtQlBFta4bS7Pa0cxMTePaXrqSg1d6jYJPhsHqr+CMv9hO45WHuj/EkGlDeGXpKzx77rO246gKICIxwFTgXmPM0VOPG2PGA+MBunbr7PdRzKYsA6eLObW41yjulYu9pinudTzvdxV73WL2F/P6LuPyuL+QYvabwlLtAyh05Xvcn1/M1K5jBZ7PP5zn+b3nw3me32zLyCnj/mzPr38823OenGL25+X9+X2XQpfnP/dDB7I97neGeM5SUOj57yP3yDGP+4vl8HzH7oyO8rg/7NSR2CXIy664kZE+Gg1RZr6qHZQ0gkKpSutQVh6zU9O5rHP9k6d35GbC8k/cy9TF2ruhzivM460Vb9GuVjsubHShtRzlVXDgAMdXriSmzwW2owSLUcA4oI2I7Abuxb2utKqCRITkDgks2HKIQ1nBOQLAuhYXQu3W7iVHi7nxCHQNYxtyQ/sb+GbLNyzft9x2HOVjIhKKuzjxiTHmS9t5lFLBzeIICp/QAoWqsr5ctou8QhdX9Wh08oGVn0FeJvQcaSdYkakbp7Inaw/3dL4HCaSfGmV07KefwBhi+2j/idIwxmwxxvQF4oE2QG/gHKuhlFXJSYkUugxz1ug0D6+IQK/bIW0l7Pjddhqv3drhVupE1eHZhc9S6PL8LqwKPuL+B34CsNYYM9Z2HqWUsk0LFKpKMsbw6aIddGlUndYJsScegEXjoV4XaNDNWr7s/GzGrRxH17pdOaveWdZy+ELm3HmE1EskvHVr21ECmohUE5ExIvIvEbkIyAZuADYBV9pNp2xqX68aDWtGMiNFCxRe6zgcImvA72/aTuK1qNAoHuz2IGsPreXLTfomeyVyNnAd0EdEVhRt/W2HUkoFJ28bZNqaFuKJFihUlbR422G27M/68+iJLT/CgQ3QY4SVXH/4dN2nHMw5GPSjJ1w5OWT9+iuxF/QJ6v8PP/kYaA2kALcB3wFXAEOMMYNtBlN2iQj9kxL5bfMBMoqZz6tKEBYFXW+Cdd/Coa2203itX5N+dK3bldeXvU5GbobtOMoHjDG/GGPEGNPRGNOpaJthO5dSKng5vNwCRSBlUcpvJi3aQWxECAM61jv5wKLxEFUbkobaCQZk5Gbwfur7nNfgPLrU7WIthy9k/f47JidH+0+UTjNjzI3GmHHAVUA3YIAxZoXlXCoA9EtKIL/Q8P3avbajBK8et4HD6f45H6REhDE9xnA07yhvrXjLdhyllFKBRtz/VnizBQotUKgq50h2Ht+mpDGkU30iw05ojnl4G6yfCV1vhJBwW/H4IPUDjuUd457O91jL4CvH5s7DER1NdPfutqMEg/++NW6MKQS2GmMyLeZRAaRTw+rUi4tgZqou6OK1avXczY+XfQw5f1okIWi0rtmaK1pdweT1k9lweIPtOEoppQKMeLkFCi1QqCrnq+W7ySvw0Bxz8QQQB3S72U4wYH/2fj5Z+wnJTZNpXTO4ezYYl4vMH+cRfd65SFiY7TjB4I+1o09dPzpTRIL3bkr5hIjQLymRnzceIDNHp3l4rded7ibIy/9tO0m53NXpLmLCYnh+0fPFLomolFKq6hF0BIVSQcUYw6RFOzijQRzt6lX734G8bFj2EbQdAHH1reUbt2ocBa4C7up0l7UMvpKTmkrh/gO6ekcpGWOcxphqRVusMSbkhMfVSn4FVdkld0ggr8DF3HX7bEcJXvW7QKMzYeE7EMQrYVSPqM7dne5mUfoivtv+ne04SimlAoiOoFAqiCzbcYQNe4/9efREyhTIOQI97C0tuvPoTqZumMqwVsNoWK2htRy+kvnDXHA6iTn3XNtRlKoUujaqQZ3YcGbqah7l0+sOOLLd3TAziF3e6nJa12jNS0te4njBcdtxlFJKBQgdQaFUEJm0aAfRYU4GnnFCc8w/lhatmwSN7S3p+a8V/yLEEcLIjvaKJL50bO5corp2xVm9uu0oSlUKDofQLymBHzfsIzuvwHac4NVmAFRvBAuCu8mk0+FkdI/RpGel837q+7bjKKWUUj6hBQpVZWQcz+ebVXsY1Kk+0eEh/zuw43fYm+ru8G6perj+0Hpmbp3JNW2vIT4q3koGX8rbuZPcjRt19Q6lfKxfUgI5+S5+XL/fdpTg5XBCr1Hun/2rv7Kdply6JXQjuWky76e8z67MXbbjKKWUCgA6xUOpIDF9xW5y8l1cfer0joXjIKI6dLjSTjDg9eWvExMWw01JN1nL4EvH5s0D0P4TSvlYjyY1qRUdxowUXc2jXLrfAomd4NsH4FhwF3vu73o/ToeTl5e8bDuKUkqpACBe/hcotEChqgRjDJ8s3EH7etXo0CDufwcydsPa/0CX6yAsykq2ZXuX8fOun7k56WbiwuNKfkIQyJw7j7AWzQlr1Kjkk5VSpRbidHBx+wTmrdtHTn7wNnm0zhkKQ96G3Ez49n73VL8glRCdwG0dbuP7Hd/z+57fbcdRSillkQAO8W4LFFqgUFXCyl0ZrEvP9LC06HuAge63WslljOG1Za8RHxnPNW2vsZLB1wozMshevJjYC3T0hFIVITkpgay8Qn7eENzv/FtXtx30HgNrp0PqVNtpyuX69tfTIKYBzy16jnyXLkOrlFJVl7fjJwKnQqEFClUlfLZoB5GhTgZ3OqE5Zv5xWPohtO4PNZpYyTV/93yW7VvGyI4jiQyJtJLB147N/wUKC7X/hFIV5MzmtYiLDGVmqq7mUW5n3QP1u8KMByFzr+00Xgt3hvNw94fZkrGFz9Z9ZjuOUkopi0S82wKFFihUpZeZk8/0lXsYeEYisRGh/zuQMgWOH4Ket1vJ5TIuXl/2Og1jGzK01VArGSrCsblzcdaqRWTHjrajKFUphTodXNyuLt+v3UtugU7zKBdniHuqR142fHNfUE/16N2wN2fXO5u3VrzFweMHbcdRSilliY6gUCrATV+5h+y8wpOndxgDC95xLy3a5BwruWZtncX6w+sZ1WkUoY7Qkp8QBExeHsfmzyem9/mI02k7jlKVVnKHBDJzCvhtk96Illt8a+jzKKz/FlZ9bjuN10SEh3s8TE5BDq8vf912HKWUUhZ4O3pCR1Ao5ScFhS4++HUbbRJi6dSw+v8ObPsF9q2GniOtfEf+8QtkqxqtSG6a7PfrV5TspUtxZWbq6h1KVbCzW9QmNjxEV/PwlTNHQcOeMPMhOBq8f6bN4ppxbbtr+WrjV6QeSLUdRymllCozLVCoSu3zJbvYtO8Y9/ZthZxYiFj4DkTWhA5XWMn1fur77D62m4e6P4RDKs+3YebceUh4ONFnnmk7ilKVWniIk77t6jJn7V7yC1224wQ/hxMGvwUFefCfvwb1VI+RHUdSM6Imzy56FpfRrw2llKpqdIqHUgEqK7eAV77fQLfGNbikfd3/HTi8DdZ9C91uglD/N6bccXQHE1ImkNwkmV6Jvfx+/YqSv28fR7/9lugzz8QRZWfJVqWqkn5JCRzJzmfBFp3m4RO1W0Dff8DG2bDiU9tpvBYTFsN9Xe9j1f5VjF0yltzCXNuRlFJK+ZFO8VAqQL03fyv7M3MZ07/tyaMnFr0L4rCytKgxhmcWPUOoM5QHuz/o9+tXFJOfz+7778d1/Djx991nO45SVcL5reKJCnMyI0VX8/CZHiOh0VkwazRk7LadxmsDmw9kSIshTFwzkaFfD+W3Pb/ZjqSUUspPdASFUgFoX2YO437eTHJSAl0b1/jfgdxjsOxjaDcYqtUr/gUqyA87fuDX3b8yqtMo6kTV8fv1K8q+l17m+JKlJD71FBGtW9mOo1SVEBHqpE+bOny3Op1CV/BOSQgoDgcMeRNcBTD97qCd6uEQB0+d/RTjLxoPwMg5I3n454c5cPyA5WRKKaUqkuC+wfdmCxSBlEUpn3nt+43kFbh4uF+bkw+snAS5GdDrDr9nys7P5vnFz9OqRiuuanOV369fUY7OmMGhiROpcd11xA241HYcpaqU/h0SOZiVx6Kth2xHqTxqNoOLnoTNP8Cyj2ynKZcz653Jl4O/5PYzbuf77d8z6KtBTF43WXtTKKVUJSYiXm2BQgsUqtLZtO8Yny3eyTU9G9G0dvT/DrhcsHAc1OsCDbr7Pdc7q94hPSudR3s9SogjxO/Xrwi5Gzey59HHiOzShboPVZ4pK0oFi96t44kIdTAzNXhXnghI3W6BJufC7EfgyA7bacol3BnOqE6jmDpoKu1qtePphU9z3YzrWHdone1oSimlfE7KsQUGLVCoSuf5WeuIDHVyz4UtTz6weS4c3OgePeHnKuHmI5v5ePXHDGkxhM51Ovv12hWl8Ngxdt19D46oKOq/8goSFmY7klJVTlRYCL1b1WFWajounebhOw4HDH4TMPD1XUE71eNETeOa8u7F7/LMOc+w69guhn8znBcXv0h2frbtaEoppXwouMsTWqBQlcyirYeYs2Yvd/RuTq2Y8JMPLnwHYupCuyF+zWSM4Z8L/0lUaBT3da0cDSSNMaSNGUPezp00eGUsoXUrTz8NpYJNcocE9mXmsmzHYdtRKpcajeHip2DrT7DkfdtpfEJEGNh8INOHTGdIiyF8tOYjBk0bxA87frAdTSmllAIqsEAhIu+LyD4RSa2oayh1ImMMz8xYS91q4dx8dtOTDx7YCJvmuIfthvj3nf4ZW2ewOH0xf+3yV2pG1PTrtSvKoQkTyJzzPXUefJCo7v6fLqOU+p8+beoQ5nToah4VoetN0Kw3fPeYe4nqSiIuPI7Hz3qcj5M/plp4Ne6ddy93z72bPcf22I6mlFKqnLQHRfE+BPpV4OsrdZIZKems2HmEBy5qTWSY8+SDC8eBMwy63eTXTJl5mby4+EXa12rPsJbD/HrtipK1YAH7xr5CbL9+1LzxBttxlKryYiNCOa9VbWalpmEqwVSEgCICg/7lXpr667vcvYwqkU51OjF5wGTu73o/C9MWMuTrIXyY+iH5rnzb0ZRSSnktuCd5VFiBwhjzM6BtxZVf5BW4eGH2OlrXjWVY1wYnHzx+BFZ8CkmXQ4x/pyK8ueJNDuUc4rFej+F0OEt+QoDLT09n9/0PENa0KYlPPx1Q1ValqrLkpET2ZOSwcleG7SiVT/WG0O8Z2DYfFr9nO43PhTpCuSnpJqYNnkaPhB68vPRlhn8znBX7VtiOppRSygvBXZ4IgB4UIjJCRJaIyJL9+/fbjqOC1CcLt7P9YDaj+7fB6TjlW2zFJ5CfBT1H+jXT2oNrmbRuEle2vpL2tdv79doVwRQUsPuBBzE5OTR443WcMdElP0kp5Rd929YlxCHMTNHVPCpE5+ugRV/4/h9wcLPtNBWiXkw93ujzBq/2fpUjuUe4fub1PPn7k2TkatFLKaWChbvY4N1/gcJ6gcIYM94Y080Y0y0+Pt52HBWEMo7n8/oPGzmreS16tzrla+hoGvz8IjQ+B+p18lum7PxsRs8fTY3wGtzd+W6/XbciHXjrLY4vXUrCE48T3qyZ7ThKqRPERYVydovazExN12keFUEEBr4OjlCYdie4Cm0nqhAiwoWNL2T6kOlc2+5apm6cyqBpg/hmyzf6daWUUsFCxLstQFgvUChVHsfzCrlt4hKO5hTwf/3bnjzlwOWCabdDQS4MfNWvuZ5f/DxbM7by7LnPEhce59drV4SsBQs58PY7xF12GXEDB9qOo5TyoH+HBHYcymb1nqO2o1ROcfUh+TnYucC9KlQlFh0azcPdH+azSz+jfkx9xswfw21zbmNbxjbb0ZRSSpVAp3goZUluQSEjPl7C4u2HeOUvnUiqf0ohYMFbsOVH6Pcs1G7pt1wztszgy41fcmuHWzmz3pl+u25FKTh0iD0PPURYkyYkPPqI7ThKqWJc1C4Bp0OYmarTPCrMGVdBq37ww5Pu1aEquba12vJx8sc80vMRVh9YzdDpQ3l7xdvkFubajqaUUsojb8sTgVOiqMhlRicBvwOtRWSXiNxSUddSVU9+oYu7Pl3O/I0HeH5YRwadUe/kE9JT4IcnoM0A6OK/lSZ2HN3BkwuepFN8J+7sdKffrltRjMvFntGjKczIoP7Yl3FEa98JpQJVzegwejWrycwUneZRYURgwKsQEgHT7qi0Uz1O5HQ4Gd5mONOHTKdvo768tfItLp9+OQvTFtqOppRSqhKqyFU8rjLGJBpjQo0xDYwxEyrqWqpqKXQZ7v98JXPW7OWJQe25slvDk0/IPw5Tb4XImu45w36aU5VfmM9DPz+EQxy8cN4LhDhC/HLdinRo4kdk/TyfOn97mIi2bW3HUUqVIDkpkS0Hstiw95jtKJVXtUTo/yLsWgy//8t2Gr+Jj4rnhfNfYFzfcRSaQm797lbGzB/DgeMHbEdTSil1Am2SqZQfuVyGMV+u4j8r9/C3fm244awmfz5pzt9h/zoY8hZE1/JbtleXvcqag2t46qynSIxJ9Nt1K8rxlBT2jR1LTN8LqXH11bbjKKVK4eL2dRGBGbqaR8XqcIV7hN7cf8K+dbbT+NVZ9c/iy0FfMqLjCGZtm8WgaYOYsmEKLuOyHU0ppZSX/TEDqEemFihU8DDG8OQ3a/h8yS7u6dOCO3o3//NJG76DReOh1yhocaHfsv2862c+WvMRw1sP58LG/rtuRSk8dozd9z9ASO3a1Hv66ZObjyqlAlad2Ai6N6nJrNR021EqNxEY8AqERbunehQW2E7kVxEhEdzd+W6mDppKm5ptePL3J7l+5vWsP7TedjSllFLag0KpimeM4YXZ6/nwt23cek5T7ruo1Z9POrYfvr4T6ibBhX/3W7a9WXt55JdHaF2jNQ92f9Bv160oxhjS//4P8vfsof7LL+GsXt12JKVUGfRPSmD93kw27dNpHhUqpg5c+jLsWQa/vWY7jRXN4pox4eIJ/POcf7Lj6A7+8s1fGLtkLNn52bajKaVUlaVTPJTygzfmbuLtHzdzdc9GPHJp2z+/o28MfD0KcjNh2HsQGuGXXIWuQkbPH01uYS4vnv8i4c5wv1y3ImV8+SVHZ8wg/u67iOrSxXYcpVQZ9UtyTzGbpat5VLykodBuCMx7Fvautp3GChFhUPNBTB8ynSEthvDB6g8Y8vUQftz5o+1oSilV5VTkGh4i8r6I7BOR1AqI/l9aoFABzRjDi7PXMXbOBoZ2rs/Tg5M8TzdY/B5snA0XPQV1/NfMcXzKeJbsXcIjPR+haVxTv123ohyZNo30J54kqlcvat12m+04SikvJMRF0KVRdWbqNA//uPRliIgrmuqRbzuNNdUjqvP4WY8zsd9EokOjuXvu3dw7717Ss/TrUCml/KrimlB8CPSr2PBaoFABzOUyPPGfNbw5bzPDuzfkxSvOwOHw8M2z7Rf47lFoeTH08N9N9dQNU3l7xdsMaDaAwS0G++26FcHk55P+9D9JGz2GyM6dqf/KWMTptB1LlYGI9BOR9SKySURGezh+jYisKtp+E5EzbORU/tG/QyKr9xxl+8Es21Eqv+jaMGAspK2EX16xnca6LnW78PmAz7m3y738uvtXBk0bxMTVEylwVa0+HUopZYe3EzxKLlAYY34GDlX0/4EWKFRAKnQZRn+5ig9/28Yt5zTl2aEdcJ5anDAGfn0NJg6CuIYw+E2/taCdvG4yj//+OGfXP5vHz3rcL9esKAUHD7Lj5ls4/O9/U/OGG2g04T1CatSwHUuVgYg4gTeBZKAdcJWItDvltK3A+caYjsBTwHj/plT+dEn7BAAdReEv7QZD0uXw0/OQtsp2GutCnaHc0uEWvhr8Fd3qduOlJS9x1bdXkbI/xXY0pZRSxastIktO2EbYCKEFChVw8gtd/PWz5e7VOi5syaOeek7kZMDka91LirYdACPmuRuW+cEnaz/h6YVP07tBb1674LWg7jtxPCWVrZdfwfFVq6j3wvPUHTMaCQmxHUuVXQ9gkzFmizEmD/gMOGlYjzHmN2PM4aJPFwAN/JxR+VHDmlF0bBCnBQp/6v8iRNaEaXdCQZ7tNAGhQWwD3rzwTcb2Hsuh44e4ZsY1PL3gaY7mHbUdTSmlKq1yjKA4YIzpdsJm5c0sLVCogJKTX8jtHy/lm1VpjEluw/0XtfpzcSI9Fcb3hg2z4JJn4YqJEB7rl3wTV0/kuUXP0bdRX8b2HkuYM8wv160IR6ZNY/s114BA408/IW7QINuRlPfqAztP+HxX0b7i3ALMLO6giIz4o3q+f/9+H0VU/paclMjKnUfYdVhXVPCLqJow8FXYmwLzX7KdJmCICBc1voivh3zNNW2vYcqGKQyeNpiZW2dijLEdTymlVIDRAoUKGFm5Bdz84WKd3JmxAAAgAElEQVR+WLePp4YkMfL85n8+acUkeK8v5GXDDd/AmXf6bVrHeynv8dKSl7ikySW8cP4LhDpD/XJdXzu130TTL74gsn1727FU+Xj6JvD4m7+IXIC7QPG34l7MGDP+j+p5fHy8jyIqf0tOck/zmKWjKPynzaXQcTj8/BLsWWE7TUCJCYvhbz3+xqRLJ1E3qi4P//wwI+eMZMfRHbajWeevzvhKqapBRLzaAoUWKFRAOJSVx3UTFrJgy0HGXnkG1/VqfPIJ+Tnwn3th2u3QoBvcPh8an+m3fG+vfJvXlr1G/6b9ee7c5wh1BGdxIm/XbrZff8PJ/SZq1rQdS5XfLqDhCZ83APacepKIdATeAwYbYw76KZuypEntaNomVtMChb8lPwfR8e5VPQpybacJOO1qteOT/p8wpscYVh1YxWVfX8Y7K98hr7BKT4v5ED90xldKVRUVs9CoiEwCfgdai8guEbmlItJrgUJZlZNfyNs/bub8F+eRsjuDN6/uwtAup0yNT1sFEy6CpR/A2ffCddP81m/CGMMby9/grRVvMaj5IJ455xlCHMHZo+HozJlsvewycjdupN7LL2m/icplMdBSRJqKSBgwHJh+4gki0gj4ErjOGLPBQkZlQf+kBJZsP0x6Ro7tKFVHZA0Y9DrsW+Numqn+xOlwcnXbq5k+ZDp9GvXhzRVvMmz6MBanL7YdzQp/dcZXSlUNFVOeAGPMVcaYRGNMqDGmgTFmQkXk1wKFsqLQZfhi6S4ueOlHnp+1jh5NavLtPeeS3CHxfyfl58APT7r7TWSmw/BJcNET4PTPTXWhq5AXFr/A+FXjGdZyGE+d/RROR/AtvenKzmbPo4+y+777CW/WjKbTviLu0kttx1I+ZIwpAO4CZgNrgc+NMatF5HYRub3otL8DtYC3RGSFiCyxFFf5UXIH9zSP2at1FIVftboEOl3rXnZ091LbaQJWnag6vHj+i7zd920KXAXcPPtmHvnlEQ7l6L36qU7uDaQD4JRSnrmLDRWzzKi/6Nunyq+MMfy0YT/PzVzHuvRMzmgQx9grO3Fm81onn7j9d5h+NxzcCJ2ugYufdjcg85Ps/Gz+9vPf+HHXj1zb9loe6v4QDgm+el7O2rXsvv8B8rZto9bIkcTfNQoJDc7pKer0jDEzgBmn7HvnhMe3Arf6O5eyq0WdWFrWiWFmaho3nNXEdpyq5ZJ/wpZ58NUdMPJnCI2wnShgnVP/HL4a/BXjV43ng9Uf8OPOH7m/6/3/396dx0dVXg0c/52ZyQ4kQICENWyKEEQQFxY3RARFwKVurVbr8rqgba2t61u3WmtbX+qOuOBarQUUZEfUWpFNkH1fJRIICUkgCclkZp73jzuBGDKQhJm5M5nz5TOfmbvOuU8mNw9nnoXLu18elX97Q8E/mv4EgNP79w3Z6KKm9uGLjnVAnc8R8NwBBksNFEl9Yww0GGvgOOsp0GXVssFnfLXu6w2wvjLA+gqvt9b1ZZ7a/2tXUln7+gpP7V+8uT21/975vAHKLEAZu92eWte74o5+36QAYyCUlNTe/atNRpNa16em1X6vPbArr9b1JKfUvr6i9paHbdvWPjB/dp82ta7ftbO41vX5+0prXb+j9mjqQcI2Pl+o6F1fhc2aH4v5xZuLuWniUsrcXl66vi+f3j3op8mJioMw436YONzqu/uLKTDmlbAmJ/aU7uGXs3/J1z9+zcNnPcwDZz4QdRUkYwz7332XHVdfg6+0lI4T36L1b3+jyQmlYtCI3pks2b6ffQd1PISwSkqzunrkb4Sv/mx3NBEv0ZXIvf3uZdJlk+jevDuPL3ycm2bfxObCzXaHppRSKoyi639dKipVen08N3cjo176hnW7D/DYZT35/L7zGHlq25+OGLt5Hrx8Nix9A866A+5aCN0uDGusawvW8vMZP2fXwV28fOHLXNfjurC+fzBUbN/OrjvuYO+fnyFl8GA6T/2UlLPPtjsspZRNRmRn4DMwd5128wi7bkOh3y/h2xdh1xK7o4kKXdO6MvHiiTw16Cm2F2/n6s+uZtyycRzyHLI7NKWUigqhGoMiXDRBoUJqR34pV41fyItfbOHyvu35zx8u4OZBnYl3+T96Ph9smgvvjoEProL4ZPjVHBjxLCTU3nQrVOb/MJ+bZ9+M0+HkvRHvMbjd4LC+/4ly79rF7gcfYtulIylbspQ2jzxC+1dextW8ud2hKaVs1COjKZ3TU3Q2D7sM+xM0a2fN6uEuszuaqCAijOk2hmljpnFZ18t4a81bXD71cr7O+dru0EIiXCPjK6Vig45BoVQtjDF8/N0unvhsHXFOBy9f349LT602AKa7FFb8ExaPh4It0CQDLnwMBtwNroSwx/ruund57rvnyE7P5oUhL5CelB7WGE5E5Y8/kj/+NYo++QRxOmlx4420vPUWXOnRcw1KqdAREUZkZ/Da19soLHXTPCXe7pBiS2IzGPUivDcGvvgTDNfuHnXVPLE5Tw56klFdR/HUoqe4e/7dDO04lAfOfICMlAy7wwsaY0z0NddUSkWwyEk2NIQmKFTQFZa6eXDKKuas3cvAri157uo+ZKYmWRuLdsHS12HZ21BeDG37whVvQM/R4Ap/pbnCW8Ezi59h8ubJDOs0jKcHP02iKzoGMqvcu5eC116j8N+TEKD5NdfQ8vbbiWsTnilYlVLRY0R2Jq98tZV56/Zy9Rkd7A4n9nS9APrfAotegVNGQqeBdkcUVfpn9GfSZZN4Z907jF85nm8//ZZ7+t7DtT2ujdqpv5VSKiSif4xMTVCo4Prv5n3c/++V7C918/AlPbh1cBccDoHCHdaUoWs/tXY85TI4+y7ocKZtv0XrCtbxyDePsKVoC7f1vo2xfcdGxWCYvooK8l96mf3vvIPx+Ui78krS7/gf4jIzj3+wUiomZbdrRvvmScxak6sJCrtc9CRsmQef3gV3LoD4ACPHq1rFOeO4tfetXJx1MX9e/GeeXfos07ZO462L36JJfHi7hCqlVGSL7gyFJihUUBSXVfL3uRt5b9FOurVuwls3nUGvtqlWV45vxsGCF8DhtLpwnHk7pNlXQa70VfLG6jeYsHICLRJb8OrQV6NmvIlDq1ez+8GHcG/dSuro0aTfM5b49u3tDkspFeFEhEt6ZzJxwXaKD1WSmqQz+oRdQhMY/Qq8MxI+fwIu+avdEUWlDk078MqFrzBv5zyW7FmiyQmllKohksaTaAhNUKgT4vNZY038dc5Gisrc3Dwoiz9c3IOkOAesngTz/ggHfoTeV8NFT0CztrbGu61oGw9/8zBrC9ZySedLePish0lNSLU1prowbjf7XnmFgtffwJWeTofXX6fJOdGRVFFKRYbh2RlM+Hob89fv5Yp+mti0RedzrFmqFo+3WhJ2PsfuiKKSiDAsaxjDsobZHYpSSkWUSBvwsiE0QaEabFVOEf87dS0rdxVxRlZznhx9FqdkNoPclTDrQfjhW8jsA1e9BR3tnebSZ3y8v+59Xvj+BZJcSTx33nNRU7EpX7+e3Q8+RMXGjaRefjltHnoQZ7NmdoellIoyp7VPIzM1kVlr9miCwk4X/hE2z4Wpd8GdC8M+Y5VSSikVyTRBoeptf6mbv83ZwEdLd5HeJIFx1/RhzGntkLIC+Ow31gCYyS3gsueh7w1W1w4b7Tq4iz8u+CPf7f2O89ufz2MDH4uKWTpMZSX5EyaQ/+p4nM3TaP/KKzQdcoHdYSmlopTDIQzPzuCDxT9QUuGhSYJWAWwRn2J19Zg4wmplOPL/7I5IKaVUYxLdDSg0QaHq7kB5JZ9+/yPPzd1ESYWHWwZ15tdDu9PUUQn/fQ6++QdUllnNV89/AJKa2xpv/qF8Xl/1Oh9v+pgEZwJPDnySMd3GIFEwtO2hFSvY89SfKF+7lmYjR9LmkYdxNbe3PJVS0W9EdiYTF+zgiw15jOpjb5e7mNZpgDUm08KXrK4eXTX5rJRSKji0i4dq1HYXHeLz9XuZt24vi7YVUOk1DOjSkidG9+Kk9CRY+U/48s9wMBdOvgQufAxa97A15gPuA7y95m3eX/8+bq+bMd3GcEefO6JizvSKbdvZN24cB+fNw9kqnXbPP0+zi6OjK4pSKvKd3qk5rZomMHtNriYo7DbkUdg0G6bdA3d+C4nadU8ppdSJ0wSFalSMMazPPci8dXuZt34Pa348AECX9BR+Nagzw3q1oV+HNGTzXJj0GOzbAO36W+NM2Dyv+yHPIT5Y/wFvrXmLg+6DjMgawV2n3UVWapatcdVF5d488l9+maLJk3EkJtLq1/fS4sYbcaToNHRKqeBxOoThvTKYtCyHMreH5HitBtgmLgnGjIe3hsHcR2HUC3ZHpJRSqjGI7vyEJijUEd/t2M/jn61lzY8HEIG+HdJ4YHgPLurZhm6tm4AxkPMdvPMY7FwALbrC1e/CKaPAxm4Tbq+bKZun8Nqq18g/lM+57c/lnr730KOFvS056sJ78CAFb77J/rffwXi9NL/+etLvvANXixZ2h6aUaqRGZGfw3qKd/GfjPkb0zrQ7nNjW4QwYeA8seB56joJuQ+2OSCmlVJTTFhQq6u0pLucvs9bz6YrdZKYm8tSYbC7u1YbWTRPB54Vdi2HODNg4C/ZvhZRWcMnf4fSbwBlnW9yHPIeYvGkyE9dOJK8sj36t+/Hcec/Rr00/22KqK+PxUPjhR+S//DLeoiKajRxJq1/fS3yHDnaHppRq5M7s3IIWKfHMWrNHExSR4PyHYeNsmHoP3LUQktLsjkgppVQU0wSFiloVHi9vfrOdl77YgsdnuGdIN+48vyvJVMDWeVZCYtNsKCsAR5w1X/vZd0KfayGhqW1xl7hL+GjjR7y37j32l++nf5v+PDXoKQZkDoiOATBXriT38SeoWL+elIEDaPW735HUq5fdYSmlYoTL6eDiXm2YtmI35ZVeEuPsnWkp5sUlwuWvwhsXwZxHYMzLdkeklFIqSglR38NDExSx6osNe3nys3XsKChjWM82PHppTzoeWgdTb7USE55ySEiFk4ZZg192uxASU22Nuai8iA82fMAH6z/goPsgg9oN4vbet0dFiwkAb3ExeePGUfSvj3G1akW755+n6bCLoiKpopRqXIZnZ/Lhkl38d3M+F/VsY3c4qt3pMPg31oxYPUfBSRfbHZFSSillC01QxBBjDMt/KOKlLzbz5cZ9dG2Vwrs3nc65Zil8+gjsWmQlJfreAKeMhE6DbO3CUWVb8TYmb5rMpE2TKPOUcWHHC7mt9230So+OVgfGGA589hl7n/0r3sJCWtx4A+n33IuziQ6AqZSyx8CuLUlNimPWmlxNUESK8x6wviCYdi/cvcj2qbqVUkpFI7F1bMBg0ARFDChze5i6YjfvLdzJutwDNE108fjwLG5I/Abn3N/C/m2Q2hEufgb63WBr943DMVeWMW/nPKZsnsLyvOW4xMVFWRdxW+/b6N68u93h1VnFtm3seeJJyhYvJvHUU+n4+gQSe/a0OyylVIyLczq4qGcb5qzdg9vjI97lsDsk5UqAMa/C60Ng1oNwxWt2R6SUUioK6RgUKmJtySvh/UU7mbwsh4MVHnpkNOUfw1tyiXsO8YsnwqFCq1npVROtmTic9n4cjDGs27+OKZumMHP7TEoqS8hqlsV9p9/HZV0vIz0p3db46sNbXEz+hAnsf/c9HElJZDz+GGk/+xni1L7eSqnIMCLbmm50wdZ8Lji5td3hKIC2p8G598N/nrW6evS41O6IlFJKRZnoTk9ogqLRKT5UyVcb8/jX0l18u7WAeKeD0b2ac2fmBjrvmoB89R9rxx6XwoCx0PFs25sB7Sndw5wdc5i+bTob9m8gwZnAxVkXc0X3K+jXul9UjdHgc7sp/OCf5I8fj+/AAVJHj6b1/b/DlR49yRWlVGwY3D2dJgkuZq3O1QRFJDnnftgwEz77DXQcAMk67bRSSql6iKL/O9VGExRRzhjD1n0lzF+fxxcb8vhuZyFen6FdaiJ/G+hlpHcuSRs+gU3FVjeO8x6A066D5lm2xp1/KJ95O+cxe/tsluctB+CUFqfwyFmPcEmXS2gW38zW+OrL+HwcmDmLfePGUfnjj6QMGkTr399PYo8edoemlFK1SnA5GXpKa+au28vTXh9xTu3mERFc8dasHhPOh5m/h6vetDsipZRSUUS7eKiwc3t8LNxWwJcb8pi/YS+79h8CoEebJjx6huGiuJW0++EzZPk6cCVa3Tf6/hyyzgWHfRXQ4opi5v8wn1nbZ7FkzxJ8xkfX1K6MPW0swzsPp1OzTrbFdiJKlywh769/o3zNGhJ69KDDG2/QZPAgu8NSSqnjGp6dyacrdrN4234Gd9eWXhEjo7f1hcKXT1tdPXqOtjsipZRSUSK60xOaoIgaFR4v/92Uz8zVucxbv5eD5R4S4xwM7ZzIn07aQ3/PMlJ++ApW/mgd0LYfjBwHva6ApDT74vZW8HXO10zfOp2vf/waj89Dx6YduSX7FkZ0HhFVA17WVL5xE/vGjaPkq69wZWSQ+ZdnSL3sMh1nQikVNc4/uRXJ8U5mrsnVBEWkGfxb2DAdpt9nzaqVoj8fpZRSxyZoCwoVQuWVXr7etI+Zq3OZvz6PgxUemiW6+EU3N1cmLadL8SIcOUvgBw8kNIMu58F5f4BuQyG1vW1x+4yP5XuXM33bdObunMtB90HSk9K5rsd1XNrlUnq26BlV40rU5M7JIf/FFyme9hmOJk1odd99tLjxBhyJiXaHppRS9ZIY5+SCHq2Zu3YPT43OxumI3ntzo+OMgzHj4bVzYcZ98LN3or5fsVJKKXU8mqCIIMYYdhaUsXBbAQu25PPlhjxK3V7SkuO4/mTD1UnL6bxnDo4tq60DMnrDwHuthESHM63KjE18xseG/Rv4fOfnzNg2g92lu0lyJTG041BGdhnJWZln4XREd8sCT34++eNfo/Bf/0IcDlre8ita3norzjT7WqgopdSJGpGdwYxVuSzdsZ+zu7S0OxxVXZuecMFDMP9JWDsFsq+0OyKllFKRTIj6Ph6aoLBZTmEZC7cWsHBbAQu3FpBbXA5Aq6YJXN8znmuSl9Fl7xwcm5ZaB7Q/A4b/xeqP2qytjZFDXlkeC3cvZMHuBSzavYjCikIc4mBA5gDu6XcPQzoMITku2dYYg8FbUsL+tyZS8PbbmIoK0q64gvS77yIuI8Pu0JRS6oRdcHJrElwOZq3O1QRFJBr4a9gwA2b8DjoNhqZt7I5IKaVUxBLt4qHqJ7+kgm+3FvDtlnwWbM0/PMBli5R4zu7Sgj9kHGKwbynpOfOQDd8CxmopMfRx6HW5rbNvHHQfZNW+VXy7+1u+3f0tW4q2WLEntmBQu0EMbDuQAW0HkJ7UOPrJVu7eTdEnn1D43vt4i4poOnw4re69l4Qune0OTSmlgiYlwcX5J7di9to9PHZZLxzazSOyOF0w5lUYfw5M/y1c+4F29VBKKRWQJijUMZVWeFiyYz8LNuezYGsB63MPANA00cXZXVryq4FZnJ+2h6y8L5GNs2Czv/tGq1Pg/AetQS5bnRT2uL0+L1uLt7Jq36rDj23F2zAY4hxx9GvTj1FdRzGw7UC6N++OQxrH9HQ+t5uSL76gaNJkShcsAGNIOeccWt17L0m9s+0OTymlQmJEdiZz1u7l+12FnN6phd3hqJpanQxDHoV5/wur/w2nXm13REoppVRIaIIiSMorvewsKGN7fik7CkrZkV/KlrwSVuYUUek1xDsd9M9qzu8vPplzOibQy7MO59aPYelMKN4F4oAOZ8Owp6HHJdCiS9hiL6ssY3vxdrYUbWFr0VbWFaxjdf5qyjxlAKQlpHFqq1MZ0XkEvVv1pm/rviS5ksIWXziUb9pE8eTJFE+dhreoCFdGBul33kHqFVcQ396+AUeVUiochpzSmning5mr92iCIlINuBvWfwYzfw9Z50CzTLsjUkopFYGieTICCHGCQkSGA88DTuANY8xfQvl+oWCMoaiskvySCvaVVLDvYAX5JW7ySyrIP1jBj0WH2JFfym7/2BFVWqTE0zk9hVsGd+HcTvGcziYScmbA5m/g65VgvOBKhK5DrJYSJw0P6RRiHp+H/EP55JbmknMwh61FW9latJXNRZvZXbIbgwEgzhFHt7RujOo6ilNbnUqfVn3o0LRD1H/Qa/KVlVH2/feULV1K6YJvKV+9GuLiaDpkCGlXXUnKwIE6XahSKmY0S4zjnO7pzF6zh0cvPaXR3fMbBYfT39VjEEz/DVz3kXb1UEopdRTt4hGAiDiBl4GLgBxgqYhMM8asC9V7Hovb46OozE1hWSX7S90UlvkfpW4OlHs4cKiSA+WVHDjk8T9XHl7v8ZmjzudyCC2bxJOZmsRZXVqS1SKJk5seomtCMW0dhaSU50DhDvhhISxZCcYHjjhrkMtz7oOswdD+TIg/sUEk3V43heWFFFUUUVhRSFG59ZxXlkduaS65JbnkluaSV5aH13iPxC8uslKzyE7PZnS30XRL60a3tG50aNoBl6PxNazxlZZStvx7ypYsoWzpUg6tWQMeDzidJPbqResHHiB19ChcLfSbQ6VUbBqencH8DXmsyimmTwednSgipXeDCx+DOQ/Byg/htOvtjkgppVQEaQSTeIS0BcWZwBZjzDYAEfkIGA0ETFC4K8rZvmUtXp8Pn8+Hz2fw+gzGZ/B4fZR7PVS6Pbg9lbgrfbg9HutR6aXcXUFZuYfyigrK3G7KKzwccrspd7upqKjEXenBiRcXPpx4ceLFgQ8XhiQXJMcZ0uOEJJch2QnJLkhsbkhM99HEaT2SnB5SHJXEi4d440G8FZjyIszOvbB2L8Z4AMENVADGGYc341RMv9vxtu2Lt3VPvK44vMaL1+fFu2cDFb4K3F734UeF11qu8FVQWllGWWUpJe4SSjwllFaWUuoupaSyhJLKEorKiw53w6jJJS5ap7SmTXIbzk7tQ5vMNmSkZNAmJYPM5AzaN22Py1HLtKRlFXipOOEffu1qJHpMLcs+H6Zqvc8HxmB8PutQTyU+txvjrsS43ZhKt/XsduMrL8dbXIy3sAhvURHewkLr4X/tzskBrxdcLpKys2l5880kn3kGSX374WySEqLrVUqp6HFRzza4HMLMNbmaoIhkZ91hdfWY9SB0Pg9S29kdkVJKKRU0oUxQtAN2VVvOAc461gG+zVspH3nVT9ZVDb3oBBKCGV0DeIEDAbcG6p6R439Mq3VrAqG6Li9W8e86aosb2BaS94wMkpiIs3lznM3TcKWlEde2LU1HDCf5jDNI7tsXR3L0T32qlFLBlpYcz8BuVjePB4f30G4ekcrhgNEvwfjB8Nm98PNJ2tVDKaXUEVH+NyGUCYraSuaovhIicjtwO0CnlimsGtr+8MGHK0di9aQRhyAiiDhwCDjEWnaI4HA4/PuL9UM5fKzjyLpAzyKAo9pr+elx4jhOW5mfzjdbvVLnoCpeh/919WUHLocLl8OF0+HEJf5nhwuXuIh3xuFyxEV9P6KfqPkLU3PR4S93h8P/Y3Ac/plInAuJj0fi4q3n+HgkPg5HfLyVlEhNxZmWhiOpcQ3gqZRS4TIiO4OHpqxmXe4BerVNtTscFUjLrjD0CZj1e/j+Peh3o90RKaWUiggS9f93DGWCIgfoUG25PbC75k7GmAnABID+/fuba16aF8KQlFJKKRXIsJ5teOST1cxavUcTFJHujFth/TSY/TB0uQDSOhz/GKWUUo1edKcnjvSgCIWlQHcR6Swi8cC1BOrnoJRSSinbtWySwNldWjJzTe6R8YBUZKrq6mF8MG3s0eM6KaWUiknSwH+RImQJCmONGDkWmAOsBz42xqwN1fsppZRS6sSNyM5g275SNueV2B2KOp7mWTDsKdj2FSybaHc0SimlIoFIwx4RIqTzSRpjZgIzQ/keSimllAqei3tl8Mdpa7n3w+/p27E5ndOT6dQyhc7pKXRskUxinNPuEFV1/X9ldfWY8yh0HWIlLZRSSsUknWZUKaWUUo1K62aJ/O6ik5i/IY85a/ewv9R9eJsIZDZLJCs9xZ+0SCarZQpZmrywjwiMehFeGQhTx8KN06zuH0oppWJSJHXXaAhNUCillFLqJ8YO6c7YId0BKC6rZEdBqfXILzv8evaaXArLKg8fUz15kZWeQlZLK3nROT2FDpq8CK20jnDx09a0o9+9CWfeZndESimlVINogkIppZRSAaUmx9EnOY0+HdKO2hYoeTFr9dHJi7apSXRqmUxWegqdW6bQqWWyJi+Cqd+NsG4qzPsjdLsQWnSxOyKllFJ2iKDxJBpCExRKKaWUapC6Ji+255eys6CM7fmBkxdZVWNdtDzSAkOTF/VwuKvHAPj0brhphnb1UEqpGBTd6QlNUCillFIqBI6XvNheUMpOf/JiR34pOwrKmLk6l6IAyYuslimHx7vQ5EUAqe1g+DMw9S5Y8hqcfafdESmllAqryJoytCE0QaGUUo2AiAwHngecwBvGmL/U2C7+7ZcAZcBNxpjlYQ9UKazkxWnJaZxWS/KiqMzNjoIyf9LiSPJixnGSF52rDdzZoUUyCa4YTV6cdr01q8fnj4PPA/Ep4EoEZ7z17EoEV9XrhBrbEo48O2K0/GxwvPu3UkrVR6gSFOG6V2mCQimlopyIOIGXgYuAHGCpiEwzxqyrttsIoLv/cRbwqv9ZqYiSlhzPacnxx01eWN1GStl+jOSFlbSwxrqwWl/EQPJCBEb+A94YCnMfbfh5HK4AyYtAyY06Jj4Cbqt+ngRwJoCz8VdT63j/VkqpugnRPKPhvFc1/ju/Uko1fmcCW4wx2wBE5CNgNFD9j8Zo4F1jjAEWiUiaiGQaY3LDH65SDXO85EX1sS6qkhfTV+VSfOjo5EXbtEQcUT6Q2LE4kl8jKakMl6kk3riJo5I44ybOWM/xWK+PbHf/ZHucqSQet7Xd4yausuocVdtLfgS0MXEAAA+NSURBVHLOeOPGhf9cppI4Ko8f5HF4cVAp8VQSR6XE45Z4KiUOD3G4JZ5yV1P6PDAvCKVlq7rcv5VSqk6s/ERI/raF7V4VUQmKZcuW5YvIzjrungoU1/Mt6nrMsfYLtK229cdbV3N7OpBfh/gaIhrL63jLoSqvhpRVXY873j6hKq9I+2zV9bhw/S7WXA5meXUK0nmOpR2wq9pyDke3jqhtn3bAUQkKEbkduN2/WCIiG4MXasiE8jMeKRr7NYbt+naE401qpz/DYHuwQRXxcNyX66ou9++j7stJrrT63JeDUZ871vb61t9qqwsH67NTnzpJMOoYeq21Lwe7TnVUjAfqsW8dttW5nrj56G3V1wfjWk/o/rR82Yo5Sa609AYenigi31VbnmCMmeB/Xad7VVAYY6Ly4S+wkBxzrP0Cbatt/fHW1dwOfKflVa/lkJRXQ8qqrscdb59QlVekfbaCUV7B/F0MZ3mF6GfwM6y+gFXLNwAv1thnBjC42vJ84HS7Yw9iGUTVz0yvMfauLxausbFfX4jK7Lj37yC8xwnX5461vQH1t6PqwsH67NSnThKMOoZe67GvNVjXG+5rref1RW39sZ4/g5Dfq6oe0Tz/1GchPOZY+wXaVtv6461ryDU0VDSW1/GWQ6Wh71OX4463j5ZX3fcJ5u9iXeOJVDlAh2rL7YHdDdhHKaVUeIXj3hyM+tyxtte3PhLKunB9zheMOoZea+3L0X6tta0LdH3RXH+sj7DVI8WfAVERQES+M8b0tzuOaKHlVXdaVvUTbeUlIi5gE3Ah8COwFLjeGLO22j6XAmOxZvE4C3jBGHOmDeGGRLT9zBqisV9jY78+aPzX2NivLxTqcv+OBbH02Ymla4XYut7GfK3hvFdF1BgUignH30VVo+VVd1pW9RNV5WWM8YjIWGAO1tRPbxlj1orIHf7t44GZWMmJLVjTjN5sV7whElU/swZq7NfY2K8PGv81NvbrC7pA92+bw7JDLH12YulaIbaut9FeazjvVdqCQimllFJKKaWUUraL5jEolFJKKaWUUkop1UhogkIppZRSSimllFK20wSFUkqpqCUib4lInoissTuWUBCRDiLypYisF5G1IvJru2MKNhFJFJElIrLSf41P2B1TKIiIU0S+F5HpdscSCiKyQ0RWi8gKEfnO7niUUkpFJx2DQimlVNQSkXOBEuBdY0y23fEEm4hkApnGmOUi0hRYBowxxqyzObSgEREBUowxJSISB3wD/NoYs8jm0IJKRO4D+gPNjDEj7Y4n2ERkB9DfGJNvdyxKKaWil7agiBIi0kVE3hSRSXbHEolEJEVE3hGR10Xk53bHE+n081Q/IjLG/9maKiLD7I5HHWGM+RrYb3ccoWKMyTXGLPe/PgisB9rZG1VwGUuJfzHO/2hU356ISHvgUuANu2NRKto09jpLLNVhG/vPsjqtOzacJijCIFATZBEZLiIbRWSLiDx4rHMYY7YZY24JbaSRpZ7ldgUwyRhzGzAq7MFGgPqUVyx+nmqqZ3l96v9s3QRcY0O4SiEiWUBfYLG9kQSfv/vDCiAPmGeMaWzX+A/gD4DP7kBCyABzRWSZiNxudzAqMsRqHTiW6rCxVP/UumN4aIIiPN4GhldfISJO4GVgBNATuE5EeopIbxGZXuPROvwhR4S3qWO5Ae2BXf7dvGGMMZK8Td3LSzWsvB71b1cqrESkCTAZ+I0x5oDd8QSbMcZrjDkN615+pog0mu46IjISyDPGLLM7lhAbZIzph3X/vNvf/Uqpt4nNOvDbxE4d9m1ip/75Nlp3DDlNUIRBgCbIZwJb/JlEN/ARMNoYs9oYM7LGIy/sQUeA+pQbkIN1g4cY/VzXs7xiXn3KSyzPArOqmtsrFS5ijcswGfjAGDPF7nhCyRhTBHxFjQpglBsEjBJrjIaPgCEi8r69IQWfMWa3/zkP+ATrfqpiXKzWgWOpDhtL9U+tO4ZH1P0SNCLtOJItBevmFLBfsYi0FJHxQF8ReSjUwUWwQOU2BbhSRF4FPrMjsAhVa3np5ymgQJ+ve4ChwFUicocdganYJCICvAmsN8b8n93xhIKItBKRNP/rJKzftQ32RhU8xpiHjDHtjTFZwLXAF8aYX9gcVlCJ1Ye+adVrYBjQKGfWUUERq3XgWKrDxlL9U+uOQeayO4AYJrWsCzgomDGmANAPd4ByM8aUAjeHO5goEKi89PNUu0Dl9QLwQriDUccnIh8C5wPpIpIDPGaMedPeqIJqEHADsNo/RgPAw8aYmTbGFGyZwDv+ZrIO4GNjTKOcirMRawN8YuXTcAH/NMbMtjckFcFitQ4cS3XYWKp/at0xyDRBYZ8coEO15fbAbptiiSZabvWj5VU/Wl5Rxhhznd0xhJIx5htqr/w0GsaYVViDfzZ6xpivsLqwNCrGmG1AH7vjUFEjVv/WxtJ167WqBtMuHvZZCnQXkc4iEo/V7HOazTFFAy23+tHyqh8tL6WUUiq0YvVvbSxdt16rajBNUISBvwnyQuBkEckRkVuMMR5gLDAHa177j40xa+2MM9JoudWPllf9aHkppZRSoRWrf2tj6br1WhvntdpJjAnY5UsppZRSSimllFIqLLQFhVJKKaWUUkoppWynCQqllFJKKaWUUkrZThMUSimllPoJEWkvIlNFZLOIbBWR5/2Df1Vt/1BEVonIb0Wkh4isEJHvRaRrPd/nJhFpe4zt/xCRc2tZf76INHgqUhH5XESaN/R4pZRSSoWGJiiUUkopdZiICDAF+NQY0x04CWgCPO3fngEMNMacaowZB4wBphpj+hpjttbz7W4Cak1QiEgL4GxjzNcNu5Jjeg+4KwTnVUoppdQJ0ASFUkoppaobApQbYyYCGGO8wG+BX4lIMjAXaO1vNfEY8BvgVhH5UkRSRGSGiKwUkTUicg2AiJwuIv8RkWUiMkdEMkXkKqA/8IH/XEk14rgKmF21ICLDRWSDiHwDXFFtfYqIvCUiS/2tOEb71yeLyMf+lh7/EpHFItLff9g04LrgF51SSimlToTL7gCUUkopFVF6AcuqrzDGHBCRH4BuwChgujHmNDjc4qLEGPN3EbkS2G2MudS/LVVE4oAXgdHGmH3+pMXTxphfichY4H5jzHe1xDEImOQ/TyLwOlbyZAvwr2r7PQJ84T9fGrBERD4H7gQKjTGnikg2sKLa9RSKSIKItDTGFJxYcSmllFIqWLQFhbKNiHj935pVPR60Oyb4SVxt/d+4rRCRH0RkX7VYs2occ76ILKyxziUie/3fFP5NRPaIyP3hvBallGoAAWqbgzzQ+upWA0NF5FkROccYUwycDGQD80RkBfAo0L4OcWQC+/yvewDbjTGbjTU/+vvV9hsGPOg/91dAItARGAx8BGCMWQOsqnH+PAJ0L1FKqZoiuN4qIvKFiHSqFtseEfmx2nJ8jWNuEpEPa6xL99d1E0TkIxHpHt4rUcqiLSiUnQ5VfQMXLCLiMsZ4TvA01eM6y3/em4D+xpixAY75GmgvIlnGmB3+dUOBNcaYXOD3IlJ6gnEppVQ4rAWurL5CRJoBHYCtQOtABxpjNonI6cAlwDMiMhf4BFhrjBlQzzgOYSUbDp8+wH4CXGmM2VgjZjnO+RP976GUUnURqfXWS4CVxpidQFXLtsfxt2wLcMwU4O8ikmyMKfOvuwqYZoypEJFXgT8At51gbErVm7agUBFHRHaIyBMislxEVotID//6QP2MbxKRf4vIZ8DcQP2OReQWERlX7X1uE5H/a0B8XUVktr8v9X9FpIcxxgf8G7im2q7XAh/WfhallIpY84FkEbkRQEScwHPA29UqsrUSa0aOMmPM+8DfgX7ARqCViAzw7xMnIr38hxwEmgY43XqsLiUAG4DOcmSWkOrjR8wB7qlKSIhIX//6b4Cr/et6Ar2rxSlABrDjWNejlFLHEwH11p8DU48R31FjABljDmB9uXZZtV2r11v/i9UaTr/MVmGnCQplp6QaTeWq/+c+3xjTD3gVqOoWUdXP+AzgAuBvIpLi3zYA+KUxZgjWyOyFxphTgaeA0/37fASMEqs/NMDNwMQGxD0BuMcYc7o/tlf86z/EurkjIglYGe3JDTi/UkrZxt+F4nLgZyKyGdgElAMP1+Hw3lhjQKzAumf/yRjjxvpm7lkRWYk1FsRA//5vA+Ol9kEyZwDn+2MqB24HZog1SObOavs9BcQBq0RkjX8ZrHtzKxFZBTyA1cWj2L/tdGBREL65VErFjkittw6ixrhBVeTIGEBX+eutb+GfkYmf1lvbYs3Y9CWA/4u3LUCfOpSLUkGlWTFlp2M1lZvif17GkdHah2HdqKtu/FX9jAHmGWP2+18PBp4Hq9+xv3KKMaZURL4ARorIeiDOGLO6PgGLSBOsivW/q7UeTvCff6mINBGRk4FTsCq/hfU5v1JKRQJjzC5++s1a9W07sMaUqFp+vNrrOVgtGmoeswI4t5b1kwmQyDXG/FdEnhGRNGNMkTFmNtZYFDX3OwT8Ty2nKAd+YYwp97e8mM+RxMYNHEkuK6VUXURqvbWFMeZggLiqjwEE4ARy/dumA6/4u/BdDUzyz9pUpWqcnlqTH0qFiiYoVKSq8D97OfI5DdTP+Cyg+vgOx+p3/AbWt4AbaFjrCQdQdIw/UB9hZaNPQbt3KKXUifodVoW+qAHHJgNf+r9BFOBOf2sOsMYHmh+kGJVSys56q0dEHP5WDzUJAcYAMsYcEpHZWC3mrsWaTro6HadH2UK7eKhoEqifcU0B+x0bYxZjDfR2PQ1IIPj77G0XkZ/5zy8iUr3524fAL7CmwptW3/MrpZQ6whiz2BhTc/aNuh570BjT3xjTxxhzqjFmVrVtrwcvSqWUqlW46q0bgS7H2BZoDCD857wPaAMsqnHsSViDJisVVpqgUHaq2ZfvL8fZP1A/45qO1e8Y4GNgwQl0v/g5cIu/L/VaYHTVBmPMOqAMq8+hztqhlFJKKdU4RGq99fB4PTUdZwwggLlY3Tj+5R9/CAARaYPVpSUXpcJMqn0WlWoU/CPOx9Xod3xSVdNeEZkOjAvUvFdESowxTUIQ1+Mce8onpZRSSikVQ4JQb80E3jXGXBTEmH4LHDDGvBmscypVV9qCQjVGycA3/kzxJ/j7HYtImohswsoIH6vv8QF/ZrxtsAISkb9hdf3QVhVKKaWUUqrKCdVb/a0cXvcPdhksRcA7QTyfUnWmLSiUUkoppZRSSillO21BoZRSSimllFJKKdtpgkIppZRSSimllFK20wSFUkoppZRSSimlbKcJCqWUUkoppZRSStlOExRKKaWUUkoppZSy3f8DXgtQaIHweGoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "irfs[\"aeff\"].peek()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$$[3.783587] \\; \\mathrm{km^{2}}$$" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# What is the on-axis effective area at 10 TeV?\n", "aeff.data.evaluate(energy_true=\"10 TeV\", offset=\"0 deg\").to(\"km2\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Energy dispersion\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "irfs[\"edisp\"].peek()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Point spread function\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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y3zcCbYDbzKxNBU0/LPk71cnd/7k2YkselAvHjrF/3h8rbyxSB61atYqMjAzS09OJj49n2LBhzJs3r1y7efPmMXz4cMyM7t27s2/fPvbs2VOu3dSpU2nVqhW9evXi4zLDt/bu3Utubi5ZWVlkZWWVntu7dy/9+/enS5cu3H333bRo0YLvvvvurDE/99xzPProo8SU5OWLL74YADOjsLAQd+fgwYM0adKE2NjYU651d5YuXcqgQYMAuOOOO5g7dy4AMTExHDlyhKKiIuLi4vjwww9JTU0lMzMz2F/nWcVW3qT6zOxroBA4ARx396tD+TwREake5WsRkbArXe4bwMxOLvdd/mvcWlY/I4MGHTuyb/YbNPnlHZh60kgkWzAW/vJ5zd7zx+3hxoqHhQDs2rWL5s3/NtVas2bNWLlyZVDtdu3aRWpqaumxPXv2MG7cOFavXk1SUhJ9+vShc+fOAIwePZoHHniAHj16sH37dgYOHMjGjRt5/PHHuf7663nooYdYuHAhU6acPhVceVu3bmXWrFnMmTOHpk2bMmHCBDIzMxk1ahQ5OTmkpaVRWFjIrFmzSoscJxUUFJCcnFxa2Dj5PgDGjRvHwIEDSUtL4+WXX2bIkCHMnDmz0niCFdICRok+7n728o+IyEn6UBROytciEjzl65pW0XLf3Spod03JkMbdwD+5+xe1EVzSoFz+8rtHObxuHQ06daqNR4pEjcCI41NVVOgLpt3KlSvp3bs3TZs2BWDo0KF8+eWXACxZsuSUoSkHDhygsLCQjz76iDlz5gBwww030Lhx40pjPnLkCAkJCeTl5fHmm29y55138uGHH7Jo0SI6derE0qVL2bp1K/3796dnz55ceOGFQb2P/v37079/fwCmT59OdnY2mzdv5t///d9p3Lgxf/jDH2jYsGGl8Z1JbRQwRESCc3JSOBERiWzK16EQzHLfa4AW7n7QzLKBuUC5ftklS4n/CuDSSy+tkeAuvDGbb/7fk+ybPVsFDIlsZ+kpESrNmjVjx46/1R937txJWlpatdudqZdTcXExy5cvp0GDBqccr6igEEzMubm5ANx6662MGDECCAxfGTt2LGZGRkYGLVu2ZNOmTXTt+rcF+FJSUti3bx/Hjx8nNja2wvdRVFTE9OnTWbRoEQMGDGDevHnMmDGDV155hZEjR1Y53pNCPRDRgcVmtrokkZZjZr8yszwzy9u7d2+IwxGRyKZl+cJI+VpEqkD5OgQqXe7b3Q+4+8GS1/OBuJPLfZ/WbsrJZcVPfot7ruo1uoALb7iBA+/Mp/iHH2rkniLni6ysLPLz89m2bRtHjx5l5syZ5OTklGuXk5PDSy+9hLuzYsUKkpKSThk+AtCtWzeWLVtGQUEBx44d4/XXXy89N2DAACZOnFi6v3btWgB69OjBa6+9BsDixYv5/vvvS9v07du3dHhHWbfccgtLly4F4P3336dVq1ZAoOj57rvvAvDNN9+wefNm0tPTT7nWzOjTpw9vvPEGEOhpcfPNN5/S5qmnnmL06NHExcVx6NAhzIyYmBiKiorO9qusVKj/ilzr7l0ITEZ0n5ldd3qDUCRYEYliMVa9Tc6V8rWIVI3ydU0LZrnvH5dZ7rsrgc/yBbUVYPKgXIqLijiwcFFtPVIkKsTGxjJx4kQGDhxI69atGTJkCG3btgVg8uTJTJ48GYDs7GzS09PJyMhg5MiRPPvss+XulZqaymOPPcY111xDv3796NKlS+m5CRMmkJeXR4cOHWjTpk3pfceNG8fixYvp0qULCxYsIDU1lcTERIqLi9myZQtNmjQp95yxY8cye/Zs2rdvz0MPPcQLL7wAwO9+9zs++eQT2rdvT9++fRk/fjwpKSml8e/eHairjh8/nmeeeYaMjAwKCgq46667Su+9e/du8vLySosaY8aMoXv37kyfPp3bb7/93H7X53R1Jdx9d8nPb81sDoHJiT4I5TNFJMqpS3JYKF+LSJUpX9codz9uZieX+64H/NfJ5b5Lzk8GBgH3mtlx4BAwzKvTd7yaGnTuTHzLluybPZvk3J/V1mNFokJ2djbZ2dnljt9zzz2lr82MSZMmVXqvESNGlA7pKCslJYVZs2aVO56UlMSiRYuIjY1l+fLlvPfee9SvX5/169eTm5tbbsgJQHJyMu+8806542lpaSxevLjCuObPn1/6Oj09nVWrVlXYLi0tjbfffrt0f/DgwQwePLjCtlUVsgKGmV0AxLh7YcnrAUCtLPUkIlHKUPfiMFC+FpEqU74OiZJhIfNPOza5zOuJwMTTr6stZkbyoFy+/bd/58jWrdS//PJwhSIiZWzfvp0hQ4ZQXFxMfHw8zz//PADt2rXjmWeeCXN0NSuUPTB+BMwp6eUWC8xw94UhfJ6IiFSP8rWIiAQl6eab+fY/fs++2W/yo9/+JtzhiAiQmZnJZ599Fu4wakXIChgla1h3DNX9ReR8ZOqSHAbK1yJSdcrXdVVsSgqNevdi/7x5XPzAr7G4uHCHJCJ1iPr+iUhk0aRwIiLRQfm6zkrOzeVEQQGFy5aFOxQRqWNUwBCRyKJl+UREooPydZ3VqGdPYps2Zf8bs8MdiojUMforIiKRwwh0Sa7OJiIitUf5uk6z2FiSfvYzDn74Ice++Sbc4YhIHaIChohEEMOsepuIiNQm5eu6Ljn3Z1BczP45c8MdikhEWLhwIVdccQUZGRk8+eSTFbZxd+6//34yMjLo0KEDa9asqfS+06ZNY9SoUTUdLu7Oww8/TKtWrWjdujUTJkwAYP/+/dx000107NiRtm3bMnXq1Aqv37ZtG926dSMzM5OhQ4dy9OhRAGbPnk3btm3p2bMnBQUFAGzdupVhw4bVSNwqYIiIiIiISJXEX3opDbt2Zd+bb+LFxeEORySsTpw4wX333ceCBQvYsGEDr776Khs2bCjXbsGCBeTn55Ofn8+UKVO49957wxBtwLRp09ixYwebNm1i48aNpQWGSZMm0aZNG9atW8eyZcsYM2ZMaXGirAcffJAHHniA/Px8GjduzIsvvgjA008/zYoVKxg+fDgzZswA4JFHHuGJJ56okbhVwBCRiKEeySIi0UH5+jx37BCcOF5ps+RBuRzbvp2iT/NqISiRyLVq1SoyMjJIT08nPj6eYcOGMW/evHLt5s2bx/DhwzEzunfvzr59+9izZ0+5dlOnTqVVq1b06tWLjz/+uPT43r17yc3NJSsri6ysrNJze/fupX///nTp0oW7776bFi1a8N1335015ueee45HH32UmJhASeDiiy8GwMwoLCzE3Tl48CBNmjQhNvbUxUvdnaVLlzJo0CAA7rjjDubODfTGiomJ4ciRIxQVFREXF8eHH35IamoqmZmZwf46zypky6iKiFSHaYZ6EZGooHx9nirYCi8OgBvHQ/tBZ22aOGAAMU/8X/bNfoMLunWtpQBFzm78qvFs+uumGr3nlU2u5MGuD57x/K5du2jevHnpfrNmzVi5cmVQ7Xbt2kVqamrpsT179jBu3DhWr15NUlISffr0oXPnzgCMHj2aBx54gB49erB9+3YGDhzIxo0befzxx7n++ut56KGHWLhwIVOmTKn0PW3dupVZs2YxZ84cmjZtyoQJE8jMzGTUqFHk5OSQlpZGYWEhs2bNKi1ynFRQUEBycnJpYePk+wAYN24cAwcOJC0tjZdffpkhQ4Ywc+bMSuMJlnpgiEjkqOaKfPoMLSJSy5Svz1+NW0LDJvDx78H9rE1jEhK48Kf/i8JFizlx4EAtBSgSebyC/1YqmvMnmHYrV66kd+/eNG3alPj4eIYOHVp6bsmSJYwaNYpOnTqRk5PDgQMHKCws5KOPPiodAnLDDTfQuHHjSmM+cuQICQkJ5OXlMXLkSO68804AFi1aRKdOndi9ezdr165l1KhRHDjtv++zvY/+/fuzevVq3nrrLebOnUt2djabN29m0KBBjBw5kqKiokpjOxv1wBCRiKIJ3kREooPy9XkqJgZ+cj/8cRR89R5cfv1ZmyfnDmLfqzM58M47NL7ttloKUuTMztZTIlSaNWvGjh07Svd37txJWlpatdudKb8WFxezfPlyGjRocMrxigoKwcScm5sLwK233sqIESOAwPCVsWPHYmZkZGTQsmVLNm3aRNeuf+tllZKSwr59+zh+/DixsbEVvo+ioiKmT5/OokWLGDBgAPPmzWPGjBm88sorjBw5ssrxnqQeGCISMTSmWkQkOihfn+c6DIHEVPjo95U2TWjbhvpXXsm+2W/WQmAikSkrK4v8/Hy2bdvG0aNHmTlzJjk5OeXa5eTk8NJLL+HurFixgqSkpFOGjwB069aNZcuWUVBQwLFjx3j99ddLzw0YMICJEyeW7q9duxaAHj168NprrwGwePFivv/++9I2ffv2LR3eUdYtt9zC0qVLAXj//fdp1aoVAJdeeinvvvsuAN988w2bN28mPT39lGvNjD59+vDGG28AMH36dG6++eZT2jz11FOMHj2auLg4Dh06hJkRExNzzj0wVMAQEREREZG/ia0P3e+Fbe/D7s/O2tTMSMrJ4fD69RzdubOWAhSJLLGxsUycOJGBAwfSunVrhgwZQtu2bQGYPHkykydPBiA7O5v09HQyMjIYOXIkzz77bLl7paam8thjj3HNNdfQr18/unTpUnpuwoQJ5OXl0aFDB9q0aVN633HjxrF48WK6dOnCggULSE1NJTExkeLiYrZs2UKTJk3KPWfs2LHMnj2b9u3b89BDD/HCCy8A8Lvf/Y5PPvmE9u3b07dvX8aPH09KSkpp/Lt37wZg/PjxPPPMM2RkZFBQUMBdd91Veu/du3eTl5dXWtQYM2YM3bt3Z/r06dx+++3n9rs+p6tFRGqYuiSLiEQH5evz3FUj4IOnA70whkw/a9PE/v349qmnKPzTEi4a8cvaiU8kwmRnZ5OdnV3u+D333FP62syYNGlSpfcaMWJE6ZCOslJSUpg1a1a540lJSSxatIjY2FiWL1/Oe++9R/369Vm/fj25ubnlhpwAJCcn884775Q7npaWxuLFiyuMa/78+aWv09PTWbVqVYXt0tLSePvtt0v3Bw8ezODBgytsW1UqYIhIRNEHYhGR6KB8fZ5LuBCy7oSP/xBYmeSiy8/YNL55c+pfcQWFS1TAEAmH7du3M2TIEIqLi4mPj+f5558HoF27djzzzDNhjq5maQiJiESOao6n1mdoEZFapnxdN3S7F2Li4JP/r9Kmif36cWjNGo5/910tBCYiZWVmZvLZZ5+xbt06Pv30U7KyssIdUsiogCEiEcQwq94mIiK1Sfm6Tkj8EXS6DdbOgMJvzt50QH9wp7BkUkARkVBQAUNEIoYBFlO9TUREao/ydR3yk/vhxFFYOfmszeq3akVc8+YULllSS4GJSF2kPyMiElH0jZ6ISHRQvq4jLroc2uTApy/C4QNnbGZmJPbrR9HyFZw4eLAWAxSRukQFDBERERERObNrR8OR/bCm8tVI/NgxDr7/fi0FJiJ1jQoYIhI5NCmciEh0UL6uWy65Ci7rCcufheNHz9isQadO1EtJ0TASqZMWLlzIFVdcQUZGBk8++WSFbdyd+++/n4yMDDp06MCaNWsqve+0adMYNWpUTYeLu/Pwww/TqlUrWrduzYQJEwDYv38/N910Ex07dqRt27ZMnTq1wuu3bdtGt27dyMzMZOjQoRw9GsgNs2fPpm3btvTs2ZOCggIAtm7dyrBhw2okbhUwRCSixJhVaxMRkdoVynxtZjeY2WYz22JmYys439vM9pvZ2pLt0Rp/g3KqHr+Gwt3w+WtnbGIxMSRefz0/vP8BxUeO1GJwIuF14sQJ7rvvPhYsWMCGDRt49dVX2bBhQ7l2CxYsID8/n/z8fKZMmcK9994bhmgDpk2bxo4dO9i0aRMbN24sLTBMmjSJNm3asG7dOpYtW8aYMWNKixNlPfjggzzwwAPk5+fTuHFjXnzxRQCefvppVqxYwfDhw5kxYwYAjzzyCE888USNxK0ChohEDENjqkVEokEo87WZ1QMmATcCbYDbzKxNBU0/dPdOJds/1+gblPIu7ws/bg8f/wGKi8/YLLF/P4qLivhh+fJaDE4kvFatWkVGRgbp6enEx8czbNgw5s2bV67dvAjeCPwAACAASURBVHnzGD58OGZG9+7d2bdvH3v27CnXburUqbRq1YpevXrx8ccflx7fu3cvubm5ZGVlkZWVVXpu79699O/fny5dunD33XfTokULvqtkSePnnnuORx99lJiYQEng4osvBgK5vbCwEHfn4MGDNGnShNjY2FOudXeWLl3KoEGDALjjjjuYO3cuADExMRw5coSioiLi4uL48MMPSU1NJTMzM9hf51nFVt5ERKT2qBYhIhIdQpivuwJb3P2rwHNsJnAzUP7rTKk9ZnDtr2H2XfDlArjyf1XY7IJu3Yhp1IjCJUtI7N27dmMUAf7yr//KkY2bavSe9VtfyY//z/854/ldu3bRvHnz0v1mzZqxcuXKoNrt2rWL1NTU0mN79uxh3LhxrF69mqSkJPr06UPnzp0BGD16NA888AA9evRg+/btDBw4kI0bN/L4449z/fXX89BDD7Fw4UKmTJlS6XvaunUrs2bNYs6cOTRt2pQJEyaQmZnJqFGjyMnJIS0tjcLCQmbNmlVa5DipoKCA5OTk0sLGyfcBMG7cOAYOHEhaWhovv/wyQ4YMYebMmZXGEyz1wBCRiKIeGCIi0SGE+foSYEeZ/Z0lx053jZmtM7MFZta2Jt6TVKLNLZDcAj76PbhX2MTi42nUqxcHl76HnzhRywGKhIdX8N9DRfkumHYrV66kd+/eNG3alPj4eIYOHVp6bsmSJYwaNYpOnTqRk5PDgQMHKCws5KOPPiodAnLDDTfQuHHjSmM+cuQICQkJ5OXlMXLkSO68804AFi1aRKdOndi9ezdr165l1KhRHDhw6gpEZ3sf/fv3Z/Xq1bz11lvMnTuX7OxsNm/ezKBBgxg5ciRFRUWVxnY26oEhIiIiIrUpxczyyuxPcfeyXxdWVOU4/dPyGqCFux80s2xgLlAz/ZPlzOrFwk/+N8z/J9i+HFr8pMJmif37ceCddzi0Zg0Ns7JqOUip687WUyJUmjVrxo4df6u77ty5k7S0tGq3O1Oxt7i4mOXLl9OgQYNTjldUUAgm5tzcXABuvfVWRowYAQSGr4wdOxYzIyMjg5YtW7Jp0ya6du1aem1KSgr79u3j+PHjxMbGVvg+ioqKmD59OosWLWLAgAHMmzePGTNm8MorrzBy5Mgqx3vSeVvAaPf0e0G163tNw6Da7S76HoBnN1Y+q3KT+kHdUkROpxnq66Rg8zUEl7O3HDhAw9gTytcioXRu+fo7d7/6LOd3As3L7DcDdpdt4O4Hyryeb2bPmlmKu5990Lecu04/h2X/L9AL4wwFjEY9e2Lx8RQuWaIChtQJWVlZ5Ofns23bNi655BJmzpxZOoFlWTk5OUycOJFhw4axcuVKkpKSThk+AtCtWzdGjx5NQUEBF154Ia+//jodO3YEYMCAAUycOJHf/OY3AKxdu5ZOnTrRo0cPXnvtNR588EEWL17M999/X3q/vn378tJLL3HJJad2ZLvllltYunQpd955J++//z6tWrUC4NJLL+Xdd9+lZ8+efPPNN2zevJn09PRTrjUz+vTpwxtvvMGwYcOYPn06N9988yltnnrqKUaPHk1cXByHDh3CzIiJiVEPjEiUFB8fVLu0hklBtWsU2yiodvXrJQTVLi4muH/s9axeUO2C5eW+PDk3VuEXNOcmxoIbVRX0k4P9dBdk1fSEn3nSrLKKCa6de6SNIjMsRhUMqT3K1xVTvj4L5esSIc3XnwKZZtYS2AUMA24/5elmPwa+cXc3s64EhkUXhCogKSO+IXS9G5b9K3yzAX5Ufn7VmAsu4IKf/ITCPy3h4pJvckXOZ7GxsUycOJGBAwdy4sQJ7rzzTtq2DYxsmzx5MgD33HMP2dnZzJ8/n4yMDBo2bFjhEqWpqak89thjXHPNNaSmptKlSxdOlAzHmjBhAvfddx8dOnTg+PHjXHfddUyePJlx48Zx2223MWvWLHr16kVqaiqJiYkUFxezZcsWmjRpUu45Y8eO5ec//zn/8R//QaNGjXjhhRcA+N3vfscvf/lL2rdvj7szfvx4UlJSAMjOzuaFF14gLS2N8ePHM2zYMB555BE6d+7MXXfdVXrv3bt3k5eXx2OPPQbAmDFj6N69O8nJyaWTfVb7d31OV4uI1KDArPYhvL/ZDcAfgHrAC+7+5GnnbwaeAIqB48Cv3f2jYK4VEalLQpmv3f24mY0CFhHIuf/l7l+Y2T0l5ycDg4B7zew4cAgY5tXpQy3V03UkfPx7+GQC3Dq5wiaJ/ftxcNkyjmzcSEKbihaRETm/ZGdnk52dXe74PffcU/razJg0aVKl9xoxYkTpkI6yUlJSmDVrVrnjSUlJLFq0iNjYWJYvX857771H/fr1Wb9+Pbm5ueWGnAAkJyfzzjvvlDuelpbG4sWLK4xr/vz5pa/T09NZtWpVhe3S0tJ4++23S/cHDx7M4MGDK2xbVSpgiEhECdW3NGWW5etPoHvyp2b2R3cvO6v9u8AfS77R6wC8BlwZ5LUiInVKKL9Vd/f5wPzTjk0u83oiMDFkAcjZNWwCXe6AT5+HPg9DcvNyTRr16QMxMRQuWaIChkiIbd++nSFDhlBcXEx8fDzPP/88AO3ateOZZ54Jc3Q1K9L6I4pIXVYypro6WxBKl+Vz96PAyWX5Srn7wTLf4F3A3yaNq/RaEZE6JbT5WqLBNfcFfq54tsLTsU2a0PCqqyj8U+XzEYnIucnMzOSzzz5j3bp1fPrpp2Sdx3PPqIAhIhEl3MvymdmtZrYJeAe4syrXiojUJVr2uo5Lbg7tBsHq6VD01wqbJPbvx5H8fI5+/XXtxiYi5y0VMETkfJFiZnlltl+ddj6YZflw9znufiVwC4H5MIK+VkREpE659n449gN8+kKFpxP79gWgcIl6YUjoaRqc6FTVf24qYIhIRDmHb/S+c/ery2xTTrt1pcvyleXuHwCXm1lKVa8VEakL1AND+FFbyBwAKyfD0fJLI8ZdcgkJbdpoGImEXEJCAgUFBSpiRBl3p6CggISE4FZnA03iKSIRxIAQrqIazLJ8GcDWkkk8uwDxBJbl21fZtSIidUmI87VEk2t/DdOyYe0rgdVJTpPYvx97/zCBY998S9yPLg5DgFIXNGvWjJ07d7J3795whyJVlJCQQLNmzYJurwKGiEQOAwvRJ+Igl+XLBYab2TECy/INLZnUs8JrQxKoiEg0CGG+lijT4ifQLAuWT4Sr74KYUzt4J/YLFDAOLn2XxrfdFqYg5XwXFxdHy5Ytwx2G1AIVMEQkooSyd3EQy/KNB8YHe62ISF2m0SACBP5F6HYPzL4Ltr0Pl/c55XR8RgbxLVpQ+KclKmCIyDnTHBgiEkGqN55aY6pFRGqb8rWUceVPISEZPvvvcqfMjMT+/fhh1SpO7N8fhuBE5HyiAoaIiIiIiFRfXAJ0GAIb365wSdXEfv3g+HEOvv9+GIITkfOJChgiEjGMQE/U6mwiIlJ7lK+lnM6/gBNH4PPXy51K6NCB2KZNtRqJiJwzFTBEJKKoS7KISHRQvpZTpHaA1I6w5r/htKUsLSaGRv36cvCjjyg+fDhMAYrI+UAFDBGJHKYPxCIiUUH5WirS+RfwzeewZ225U4n9+uGHDvHDxx+HITAROV+ogCEiEUVdkkVEooPytZTTfjDEJgR6YZzmgq5dibnwQg0jEZFzomVURSSiWEx0f7o1s4uBa4E04BCwHshz9+KwBiYiUsOiJV8rL9eiBsnQOgc+fwMG/gvENSg9ZXFxNOrdi4PvvYcfP47F6n9DRKTq1ANDRCJGNE8KZ2Z9zGwR8A5wI5AKtAEeAT43s8fN7MJwxigiUlOiIV8rL4dJl1/Akf2w4Y/lTiX268eJ/fspyssLQ2Aicj5Q6VNEpGZkAyPdffvpJ8wsFvgp0B+YXduBiYjUUcrL4dCiBzS+DD77b+g49JRTjXr0wOrXp/BPS7ige/fwxCciUU09MEQkchjEmFVrCzd3/01FH5JLzh1397nurg/JInJ+iIJ8rbwcJjEx0Pnv4OsP4a9fnXqqYUMu6NmDwnffxU9bqUREJBjqgSEiEST6Z6g3s3+s4PB+YLW7l5+WXUQkKkVPvo6mvGxmNwB/AOoBL7j7k2dolwWsAIa6+xu1GGJwOv0c3vtX+Oxl6PvoKacS+/Xj4JJ3Obx+PQ3atw9TgCISrdQDQ0QiSqSPqQ7C1cA9wCUl26+A3sDzZvbbMMYlIlKjoihfR0VeNrN6wCQC83W0AW4zszZnaDceWFS7EVbBhWmQ0Q/WzoATx085ldi7N9Srp9VIRKRaVMAQkYhhBGa1r84WQS4Curj7GHcfQ+CDc1PgOuCX4QxMRKSmRFm+jpa83BXY4u5fuftRYCZwcwXt/jeBeTu+rc3gqqzzL6BwD2x995TD9ZKTadg1i8IlKmCISNWpgCEikcPAzKq1RZBLgaNl9o8BLdz9EHAkPCGJiNSw6MrX0ZKXLwF2lNnfWXKslJldAtwKTD7bjczsV2aWZ2Z5e/furfFAg9LqBmiYAmteKncqsV8/jn71FUe2bg1DYCISzVTAEBGpWTOAFWY2zszGAR8Dr5rZBcCG8IYmIlInRUterqi6c/pMl78HHnT3E2e7kbtPcfer3f3qpk2b1liAVRIbDx2HwZcL4eCpnUUS+/YF4OAHH4YjMhGJYprEU0QiSmR1pqg6d3/CzOYDPQh8GL3H3U8ueP/z8EUmIlKzoiVfR1Fe3gk0L7PfDNh9WpurgZklPVlSgGwzO+7uc2snxCrqMhyWT4R1M+Ha+0sPx/34x8SmpXL488/DGJyIRKOQ98Aws3pm9pmZvR3qZ4lI9IuiLsln0wA44O6/B/5sZi3DHVAwlK9FpCqiLF9HQ17+FMg0s5ZmFg8MA/5YtoG7t3T3y9z9MuAN4B8itngB0PQKaN4NPvtvOG3Z1AZt23Hoi/VhCkxEolVtDCEZDWysheeIyHkgiiaFq1BJ9+QHgYdKDsUBL4cvoipRvhaRoEVLvo6WvOzux4FRBFYX2Qi85u5fmNk9ZnZPeKM7B51/Ad99CTtWnXI4oV07jv15Oyf27w9TYCISjUJawDCzZsD/Al4I5XNE5PxQ3SX5IqwDxq1ADvADgLvvBhLDGlEQlK9FpCqiLF/XWl42swQzG2RmfzCz183sJTP7rZm1DeZ6d5/v7q3c/XJ3/5eSY5Pdvdykne7+S3d/o6bfQ41reyvEN4LPTp3MM6Fd4FdyeEMkTUMiIpEu1D0wfg/8FigO8XNE5LxQve7IETaE5Ki7OyUTr5VMEhcNlK9FpAqiKl/XSl42s8cITBB6DbAS+E/gNeA48KSZ/cnMOoTi2RGtfqNAEWP9HDhSWHq4Qbt2ABz6XMNIRCR4IStgmNlPgW/dfXUl7cK/zJOISM15zcz+E0g2s5HAEuD5MMd0VsrXInKeq628/Km7X+XuY9x9hrsvcfe33f0Zd7+JwISh8SF4buTrMhyO/QBfzCk9VC8pibhLL+XwehUwRCR4oVyF5Fogx8yygQTgQjN72d3/rmwjd58CTAG4+uqrT18qSkTqmJjI6k1RZe7+72bWHzgAXAE86u5/CnNYlVG+FpEqi5Z8XVt52d3fqeT8t8C3Z2tz3mqWBSlXwJr/DhQzSjRo15ZDa9eFMTARiTYhK2C4+0OUTJZkZr2Bfzr9w7CIyOmi5PPwWZV8MI70okUp5WsRqY5oyte1mZfN7C1KhquUsR/IA/7T3Q/XRhwRxQy6/AIWPwLfboKLrwQgoW07DsxfwPG//pXYJk3CHKSIRIPaWIVERCQoZtEzq3352K3QzA6caQt3fCIiNSka8nUY8/JXwEECw1SeJ9Dz4xugFRE+pDCkOgyDmNjAkqolEtoH5sHQMBIRCVYoh5CUcvdlwLLaeJaIRLcIm5AzaO6eCGBm/wz8BfhvwAiMeY74VUhOUr4WkWBFer4OY17u7O7Xldl/y8w+cPfrzOyLED43sjVqClfcCOtehb7jIDaehDZtwIxD69fT6LrrKr+HiNR56oEhIhElipblO5OB7v6suxe6+wF3fw7IDXdQIiI1LYrydW3n5aZmdunJnZLXKSW7R0P43MjXeTgUFcCXCwCo16gR8S1bcnh93a3riEjVqIAhIhElipblO5MTZvZzM6tnZjFm9nPgRLiDEhGpaVGUr2s7L48BPjKz98xsGfAh8JuS5Vunh/C5kS+jLySmBSbzLJHQrq2GkIhI0FTAEBGpWbcDQwiMd/4GGFxyTEREwqNW87K7zwcygV+XbFe4+zvu/oO7/z5Uz40KMfWg0+2w9V3YvwuABu3ac/zbbzn2Td1coEVEqkYFDBGJHFa9CeEiYRLPk9z9a3e/2d1T3L2pu9/i7l+HOy4RkRoVRfm6tvOymTUEfgOMcve1QHMz+2monhd1Ov8deDGsnQFAQruSiTy/UC8MEamcChgiEjGMqBpTfQoze8TMzrgGnJldrw+wInK+iIZ8Hca8PJXAXBfXlOzvBP5vCJ4TnZq0hMt6BlYjKS4mofWVEBOjYSQiEpRaWYVERCRYETafRVV8TmCm+cPAGmAvkECgG3EnYAnwr+ELT0SkZkVBvg5XXr7c3Yea2W0A7n7IouCXVau6DIc3R8LXHxKT3ov6GRkcUgFDRIKgAoaIRJRo/Yzn7vOAeWaWCVwLpAIHgJeBX7n7oXDGJyJS0yI9X4cxLx81swaAA5jZ5cCRED0rOrW+CWIT4MuFkN6LhPbtOLj0Pdw94v+9EpHwUgFDRCKHQQRNZ1Et7p4P5Ic7DhGRkIqifB2GvDwOWEhg7otXCBRPflmLz498cQ3g0u7w1fsANGjXjv2z3+T47t3EXXJJmIMTkUimOTBERERERGqIu/8J+BmBosWrwNXuviycMUWkltfBt1/Awb2lE3keWv9FmIMSkUinHhgiEjEMImpFERERqZjydXlm1uW0Q3tKfl5qZpe6+5rajimitewV+Pn1h9S/4qcQF8fh9eu5cOCA8MYlIhFNBQwRiSga+yoiEh2Ur8t5uuRnAnA1sI5AracDsBLoEaa4IlNqJ6h/IWx7n5h2PyOhVSsOrf883FGJSITTEBIRiSihXJbPzG4ws81mtsXMxlZw/udm9j8l2ydm1rHMua/N7HMzW2tmeRVc28TMHjWzv7eAh83sbTP7NzNrfC6/ExGRSBQFy6imnLb/d2Y2wcx+FYpVQdy9j7v3Af4MdHH3q939KqAzsKWmnxf16sVCi2th2wcAJLRrx+H1X+DuYQ5MRCKZChgiEjnMsGpuld/a6gGTgBuBNsBtZtbmtGbbgF7u3gF4Aphy2vk+7t7J3a+u4BEvAxcAVwHvAT8GxgOHgGlB/w5ERKJBCPN1DVr8t3DtEeAXwGqgP/BMCJ97pbuXdiVw9/UElm2V07W8Dv76FezbQUK7thQXFnJs+/ZwRyUiEUxDSEQkooRwTHVXYIu7fwVgZjOBm4ENJxu4+ydl2q8AmlXh/mnunl3yrd5Od+9dcvxDM1t7TpGLiESgKJgDo2yAPwN6uvsPZjYDCOV8FBvN7AUChW0H/g7YGMLnRa/0knkwtn1Ag3aBKUQOrV9PfIsWYQxKRCKZemCISMQwQtol+RJgR5n9nSXHzuQuYEGZfQcWm9lqM/tVBe1jSoaKNAcamdllAGZ2ERAfVIQiIlEixPm60iF/ZdplmdkJMxtUwekGZtbZzK4C6rn7DwDufgw4UfV3HbQRwBfAaODXBArlI0L4vOjVtDU0TIFtH1A/IwOrX5/Dn68Pd1QiEsHUA0NEzhcpp81NMcXdyw4Bqehjc4UDbc2sD4ECRtkJ1651991mdjHwJzPb5O4flDn//4BNJa/vBF4o6SrdGni8am9FRKTuKjPkrz+BYvOnZvZHd99QQbvxwKIz3GoPfxsq8lczS3X3PSWF5eOhiR7c/TDwHyWbnE1MDLTsCds+wGJjSbjySg6vVwFDRM5MBQwRiSjnMD76uzPMTXHSTgK9I05qBuyu4PkdgBeAG9294ORxd99d8vNbM5tDYEjKB2XOv2pmrwHm7sfNbB6BMc+73H0PIiLnmRDOZ1HpkL8S/xuYDWRVdJOSCTUrsg+4rmZC/Rsze4vA3EkLS3p5lD2XDvwS+Nrd/6umnx3VWvaCL+ZAwRYS2rVj/5w5+IkTWL164Y5MRCKQhpCISOQwQjkp3KdAppm1NLN4YBjwx1Meb3Yp8CbwC3f/sszxC8ws8eRrYACw/rRr44Fidz/5rV5PoBeauE1Ezkfnlq9TzCyvzHb6sLxKh/yZ2SXArcDkSkM1u9rMbjWzm8zsSnc/4e5F5/YLqNBIArl/k5l9ambzzWypmW0D/hNYreJFBVqW1JK2vU9Cu3YUFxVx9OuvwxqSiEQu9cAQkYgSqjnhSnpFjCLQ1bge8F/u/oWZ3VNyfjLwKHAR8GzJh+zjJb06fgTMKTkWC8xw94WnPeJToDfwvZn9hsAH6/nAP5rZde7+UGjemYhIeJxDvq6sx1wwQ/5+Dzzo7ifOVMQ2s17A0wR6XFwFfAw0NrNjBArVOyq8sJrc/S/Ab4HflsyDlEpgJaovQ1QwOT80SYek5oGJPLs8CsChzz+n/uWXhzkwEYlEKmCISMQITAoXuvXf3X0+gaJC2WOTy7z+e+DvK7juK6BjJbev5+7fl7weSmC2+0Nm9iSB2e5VwBCR80aI83UwQ/6uBmae7NEBZJvZcXefW6bN74EB7r7XzFoCz7j7tWbWH3iRQG+6kHD3r4GvQ3X/84pZoBfG5gXE39oCa9iQw+u/gFtuCXdkIhKBNIRERCJKKGe1D7EDZtau5PV3QELJ61iUa0XkPBTCfF3pkD93b+nul7n7ZcAbwD+cVryAQGF5b8nr7UCLkmv/xNlXoZLa1vI6OPRX7LuNJLRprYk8ReSM1ANDRKRm3AO8YmbrgG+BPDN7H+hAYIUSEREJQpBD/oKRZ2YvAu8SmAR0GYCZNSy5r0SK0nkwPqBB23Z8P3Mmfvw4Fqv/VRGRUykriEhEiQnhEJJQcvf/MbMuBLoktwLWEegG/Y/uvi+swYmIhEAo83VlQ/5OO/7LM9zmbgITa/4EWAKcnEDTgYE1EmglzKwx0Nzd/6c2nhe1LkyDizIDE3m2/yU+fTpHtmwh4corwx2ZiEQYFTBEJGIYFc/cFi3c/QSwoGQrZWbXuvvH4YlKRKTmRUO+LlnK9NkKjh8ys2bAn0PxXDNbBuQQ+Jy9FthrZu+7+z+G4nnnjZbXwf/MosGwQKfFw+vXq4AhIuVoXLaIRA4LfKNXnS3czKyemd1mZv90ci4MM/upmX0CTAxzeCIiNSsK8nUY83KSux8AfgZMdfergH4hfN75Ib0XHD1IXMxeYhITOaR5MESkAhHVA2PN5j006PPPZ2+UmBjUvS7v1akGIhKR2hYhE3JWx4sEZs1fBUwwsz8D1wBjK5hYLuopX4tIFOTrcOXlWDNLBYYAD4fwOeeXy3oCYH/+iIS2bQMrkYiInCaiChg1qcXlFwXVrnPTPUG1W1oy1VPzC4orbdu0/gVB3TOhXoOg2sXViw+uXUxw/zhjg2wXLPfgvk2JseA6/MQE2SnVavh+gXsG1zbo74+C/N0UB/mNVL0g4zMP9ncYeZ8+IzCkYF0NdHD3YjNLILASSYa7/yXMcUW8YPM1BJezF8UdJy7GlK8rEOn5umr3VL4OtwgM6XThysv/TGAC0o/c/VMzSwfyQ/zM6NewCfy4PWx7nwbtelMw/SWKjx4lJj64vCoidUNQnyjMrLGZtTWzdKvKpxARkSowqtcdORKGkABH3b0YwN0PA1+Go3ihfC0itSFK8nVY8rK7v+7uHdz9H0r2v3L33FA/97zQshfsWEVC6yvg2DGObP4y3BGJSIQ541c7ZpYE3AfcBsQDe4EE4EdmtgJ41t3fq5UoRUQi35VmdnKWeQMuL9k3wN29Q6gerHwtIlKhsORlM5tKBZ1/3P3OUDwvFNbtXceVTa6kfr36tfvglr1g+UQSmhwF4PAX62nQvl3txiAiEe1sfVPfAF4Cep6+BKCZXQX8wszS3f3FUAYoInVL5PdIPqPWYXy28rWI1LooyNfhystvl3mdANwK7A5TLFX21b6v+MX8X3B3x7u5r9N9tfvwFtdATCxxP6ynXnIyh9avp3HtRiAiEe6MBQx373+Wc6uB1SGJSETqtAgZDlJl7h6S5fiCfLbytYjUukjP1+HKy+4+u+y+mb0KLAlHLNWRnpzOjS1v5IXPX+DGy24kPTm99h5ePxEuuQrb9gEJ7dpx+HOtRCIip6p0fLSZdalgu9zMztsJQEUkPMyqv4nytYjUHuXrKskELg13EFXx26zf0jC2IY8vf5xir3xC5BrV8jrYvYaE1pkc2bKF4kOHavf5IhLRgpng7VlgBTAFeB5YDswEvjSzASGMTUTqIDOv1iaA8rWI1CLl64qZWaGZHTj5E3gLeDDccVXFRQ0uYszVY1jz7RrmbqnllcBbXgdeTIOmBidOcHjTptp9vohEtGAKGF8Dnd39ane/CugMrAf6AU+FMDYRqYNiqrlFopIVQUI2eWcFvkb5WkRqSTTm69rIy+6e6O4XlvnZ6vRhJdHgloxb6HJxF57Oe5qCQwW19+BmXSE2gYT4XQAcXv9F7T1b5P9n777DpKzOPo5/75mtwO4CuyC996oICKgQwEIxauwNY8XyGltMYowtMSYRYxJrEEtiS2zBBBQUxC6ogCKoWBDpTepSlrK79/vHDMmKuzDszjM7w/4+Xufamaec+8yKN+N5TpGkF8vfI53c/b+Zw90/I/IFeWFwzRIRSU1m9oaZ5ZpZfeBj4G9m9qcEhVe+FhHZQ6Lyspl1iv4sbzpfr3jHC1rIQtzS/xa2FW/jzll3Ji5wehY0P4y09R8QblDA9k/mJS62iCS9WOZFf2FmfyUyDBngdCLDkTOBXYG1TERqpANgeHGeuxea2UXA39z9ljLb+AVN+VpEEiaF8nWi8vJPgYuBVqQiogAAIABJREFUu8o558CQAGIGqk3dNlzY7UIenPsgx7c9ngFNBiQo8CBs2m/I7nwqRRqBISJlxDIC4zxgAXA1cA2wMHpsFzA4qIaJSM1jQMgqV5JImpk1Bk7ju1vpJcJ5KF+LSAKkWL5OSF5294ujPweXU1Ku82K3i3tcTKvcVtw24za2F29PTNDWgwDIapzFzoULKdmyNTFxRSTp7XMEhrsXmdkDwIvu/sUep7cE0ywRqalS6IleRX4DvAK84+4zzawN8FUiAitfi0gipVC+TkheNrOT9nbe3cfHO2YiZIYzuanfTVw4JTIS46peVwUftPHBkJlLdngDuLNj/mfU6tMn+LgikvRi2Ub1eGAO8HL0/cFmNiHoholIDVTJp3nJNALD3Z9z9x7ufnn0/UJ3PzkRsZWvRSRhUihfJzAv/zBaLgQeAc6OloeBcwKIlzB9G/fl+LbH8/dP/s5XGxLQJx9Og5aHk1X6GQBF8z4JPqaIpIRY1sC4BegLvAHg7nPMrFVwTRKRmspwjJR5olcuM/sbfP9DuPsFCQivfC0iCZFK+TpRedndz4/GexHo4u4ro+8bA/fHM1Z1uK73dby17C1+M+M3PDb8MUIW8J4yrQeS9uVk0hodzPZP1IEhIhGxZJ5id98UeEtERA4MLwIvRcs0IJfETd9QvhYR+b5E5+VWuzsvolYDHWK50cyGmdkXZrbAzK4v5/wJZjbXzOaY2SwzOyJejd6Xeln1uK73dcz5dg7Pf/l88AFbDwQgu0V9ij5VB4aIRMQyAuMTMzsLCJtZe+BKYHqwzRKRmsqSaDpIZbj7v8q+N7N/Aq8mKLzytYgkTKrk62rIy2+Y2SvAP4mM/DgDeH1fN5lZmMhIjaOBZcBMM5sQ3RJ7t2nABHd3M+sBPAt0ivcHqMjxbY9n4tcT+cvsvzC4+WAa1GoQXLCGXaBWAVn1drD5gyWUbNpEOC8vuHgikhJiGYHxE6ArsINIIi4kssK9iEjchcwrVZJYe6BFgmIpX4tIwqRwvg40L7v7FcCDQE/gYGCcu/8khlv7Aguia3TsJLIl9gl71L3F3Xf/EmtTztSYIJkZN/a7kR0lO7hj5h3BBguFoPWRZIW+AWD7p9pOVURi24VkG/CraBERCVSqPNGriJltJvKF0qI/VwG/SERs5WsRSaRUydfVkZejO47s764jTYGlZd4vAw7b8yIz+xHwe6AhMLKybaysVnmtuLjHxdw/536Ob3s8A5sNDC5Y64Fkf/RvoDFFn3xK7QEDgoslIimhwg4MM5vIXnp13f34QFokIjWWQbI8nas0d89JdEzlaxFJtFTK14nOy2bWD7gX6AxkAGFgq7vn7uvWco6Vt/joC8ALZjYQuA04qpw2jAZGA7RoEf/BJhd2u5DJ30zm9vdup/cJvamVXivuMQBoPYhwhpPesK4W8hQRYO9TSP4I3AV8AxQBD0XLFkAZREQCYZUs1c3MOkV/9iqvBBxe+VpEEi7Z83U15uX7gDOBr4Bs4CIiHRr7sgxoXuZ9M2BFRRe7+1tAWzMrKOfcOHfv7e69GzSI/zoV6eF0bu5/Myu2rmDsx2PjXv9/1W8Duc3IbhhSB4aIAHsZgeHubwKY2W3uXnZs2EQzeyvwlolIzWOpMyS5HD8FLibSkbAnB4YEFVj5WkQSLjXydXXm5QVmFnb3EuBvZhbLgsozgfZm1hpYTmTxz7PKXmBm7YCvo4t49iIywmNdnJvP7MXr6d60LhlpFT/rPPSgQzm5/ck8/tnjjGgzgk71A1hL1AxaDyTrw6kUrkineP160urXj38cEUkZsexC0sDM2rj7QoBoUg1wyWERkdTj7hdHfw6uxmYoX4uIRFVjXt5mZhnAHDMbA6wksuDmXrl7sZldAbxCZNrJo+7+qZldGj0/FjgZONfMdhEZcXd6mUU942LBms2cMnYGFx7emhuP67LXa6859BpeX/o6v57+a54c8SThUDieTYloM4is3OeBArZ/8gl1Bga45oaIJL1YOjCuIbId1MLo+1ZE59SJiMRTKs2p3pOZnbS389EF3YKmfC0iCZEK+boa8/IoItO0ryCSl5sT6XjYJ3efBEza49jYMq/vAALd/qNdwxxG9WvJw+98Q9/W9Tmma6MKr83LzOPnfX7O9W9fzzNfPMNZnc+q8NpKa3UkWfV2gUGROjBEarxYdiF52cza8789pj939x3BNktEaqoUGJJckR9GfzYEBgCvRd8PBt5g/1ej32/K1yKSSCmQrxOel80sDNzu7ucA24FfxztGIvxqZGc+XLKB6577mJca59K8fsWLdI5oPYIJX0/g3o/uZWSbkeRl5sW3MXlNCTdqS0b9ErZ/oq1URWq6Cie2mdkRu1+7+w53/zhadkTP55pZt0Q0UkRqjhBeqVLd3P18dz+fyLzqLu5+srufDHQNOrbytYhUh2TP19WRl6NrXjSITiFJWZlpYe4/qxfucMU/P2JncWmF15oZP+39U7bu2spjnz4WTINaDyIrbzNFH3+Ml1bcFhE58O1tF5KTzWy6md1sZiPNrK+ZDTSzC8zsCeBFIisri4jEjVnlShJp5e4ry7xfDXQIOKbytYgkXArl60Tn5UXAu2Z2k5ldu7sEGC8QLfNrM+aUHny8dCN/mPz5Xq/tUK8Dw1oN48n5T7J++/r4N6b1QGo32ErJunXajUSkhtvbLiTXmFk94BTgVKAxkcWC5gMPuvs7e6vYzLKAt4DMaJzn3f2WeDVcRA48hmNJPqc6Bm+Y2SvAP4k89TsDeD3IgMrXIpJoKZavE52XV0RLCMgJME7ghndvzHkDWvHou5H1MIZ1q3g9jMsOvoxXFr/Co/Me5bo+18W3Ia0HktN0OytDxuYpU8ju0SO+9YtIytjrGhjuvgF4KFr21w5giLtvMbN04B0zm+zu71WiLhGRlODuV0QXjjsyemicu7+QgLjK1yIi5Uh0Xnb3lFz3oiK/HNGJj5Zs4GfPf0yXxrm0yC9/PYzWea05rs1xPP3F05zb9Vwa1moYv0bUqk+4RTdqt9xG4dSpNPjpT7EkG34pIomxtykkVeIRW6Jv06MlZbrqRaQaGIQqWZKJu49392uiJfDOi6pSvhaR/ZZi+TrV8nIyyUwLc99ZvTDg//7xITuKSyq89tKel1JSWsLD8x6Of0Pa/ICcBmvYtXgJO778Mv71i0hKCKwDAyIrMZvZHGANMNXd3y/nmtFmNsvMZvmurUE2R0RSgJlXqsRWtw0zsy/MbIGZXV/O+bPNbG60TDeznrHeW+a6fmY208y2mNlOMysxs8JK/TISSPlaRPZXkPk6vu1MzbycTJrXr8Wdp/Zk3vJN/H5SxethNM9pzgntTuD5L59n5ZaVFV5XKR2Gk9NkK5ixecrU+NYtIiljnx0YZpYZy7HyuHuJux8MNAP6lrcKvruPc/fe7t7b0mvHUq2IHKCMSFKqTNln3ZGt7e4HhgNdgDPNrMsel30DDHL3HsBtwLj9uHe3+4Azga+ILJx5EXBvDE2sMuVrEUmUIPN1ABKal83s8FiOpZpjuzbiwiNa8/fpi5g0r+LOiUt6XALAg3MfjG8Dmh9GWv16ZLfMYfOUKfGtW0RSRix/j8yI8ViF3H0jkf22h+3PfSJS8wT4RK8vsMDdF7r7TuBp4ISyF7j79OhaEgDvEfmf+Zju3aOeBUA42inwN2Dwfv0SKk/5WkQSJlVGYEDC83J5nSMJ6cgO2i+GdaJn87r84vm5LF5X/ki8xnUac0qHU/jPgv+wtHBp/IKH06DDcHIbfsuOr75ixzffxK9uEUkZFXZgmFkjMzsUyDazQ8ysV7T8ACh/9Z7v3t/AzOpGX2cDRwF734NJRGq8AJ/oNQXKfpNaFj1WkQuByZW4d5uZZQBzzGyMmV0DBDpcQflaRKpDCo3ASEheNrP+ZvZToEHZ7VPN7FYgHO941SEjLcT9Zx1CKGRc/tSHbN9V/noYF3e/mHAozNi5Y+PbgE4jyDloIwCbX301vnWLSErY298jxwJ/JPIE8k/AXdFyDXBDDHU3Bl43s7nATCJzql+sWnNF5EBXhSd6BbvXZ4iW0XtWXU64ch8FmtlgIh0Yv9jfe4FRRHLrFcBWoDlw8t4/dZUpX4tIwqXQCIxE5eUMoA6RXf5yypRCIttcHxCa1avFXaf25NMVhdz+0vxyr2lQqwFndDyDFxe+yMJNC+MXvM1g0vMyyGqep3UwRGqoCrdRdffHgMfM7GR3/9f+Vuzuc4FDqtI4EZH9sNbde+/l/DIiX1p3awas2PMiM+sBPAwMd/d1+3lvGLjd3c8BtgMJ2UpP+VpEpHyJzMvu/ibwppn93d0XBxUnGRzV5SBGD2zDuLcW0rd1fX7Ys8n3rrmg+wU8++WzjJ0zljGDxsQncEYtaDeUnC8/4tsP5rFrxQrSm3w/togcuGIZyfeumT1iZpMBzKyLmV0YcLtEpAayKpQYzATam1nr6FDiM4AJ34lv1gIYD4xy9y/3516ILIRJZOhwRmxNijvlaxFJiIDzddxUU17ONLNxZjbFzF7bXRIYPyF+dmxHerWoyy/Hz+Obtd9fD6N+Vn3O6XwOkxdN5ssNcdz2tOMIcgpWAZpGIlITxdKB8TfgFWB39+aXwNWBtUhEarSQeaXKvrh7MZHhw68A84Fn3f1TM7vUzC6NXnYzkA88YGZzzGzW3u6tINQiIh0JN5WdA12FX8n+UL4WkYQJKl8HYBGJzcvPAR8BNwI/K1MOKOnhEPed1Yu0cMXrYfy464+pk16HB+Y8EL/AHYaRmedkNqmraSQiNVAsHRgF7v4sUAr//SJf/oo9IiJVFOQTPXef5O4d3L2tu98ePTbW3cdGX1/k7vXc/eBo6b23eyuwAniRSH4tOwc6EZSvRSRhUmEERlSi83Kxu//V3T9w99m7S4Dxqk2Tutn8+bSDmb+ykNte/Ox75/My8zi367lMWzKNT9dV1O+/n2rnQ4sB5DTbzrbZsyleuzY+9YpISqhwDYwytppZPtEF68ysH7Ap0FaJSI1k1fd0Lm7cPSHrXlRA+VpEEiKV8nU15OWJZnY58AKwo0w71ie4HQkxuFNDLhnYhgffWsjI7o0Z0K7gO+dHdR7FU/Of4v6P7ueBo+I0EqPTCHI+vpm13pDN016j3umnxadeEUl6sYzAuJbIXO+2ZvYu8Djwk0BbJSI1llnligDK1yKSQMrXFfoxkSkj04HZ0TKrWlsUsGuO7kDL/Fr86t+ffG8qSZ2MOpzf9XzeXv42c9bMiU/AjiPIzCsmvWEem6dMiU+dIpIS9tmB4e4fAoOAAcAlQNfoivUiIpJElK9FRKqfu7cup7Sp7nYFKSs9zO0nduebtVt54PUF3zt/ZqczqZ9Vn/vm3BefgPVbY426kdsatr7/PiWbNNhQpKbYZweGmZ0KZEcXrDsReMbMegXeMhGpkVJoTnW5zOzwWI4FFFv5WkQSJlXydaLzspnVMrMbzWxc9H17MzsuqHjJ4oj2BfzokKb89c2v+Wr15u+cq5Veiwu7Xcj7K99n5qqZ8QnYcQQ5eQuhuJgtb7wRnzpFJOnFMoXkJnffbGZHAMcCjwF/DbZZIlJTpdCq9hW5N8ZjQVC+FpGESaF8nei8/DdgJ5HRcADLgN8GGC9p3DiyM7Uz07jhhXmUln733/VpHU+jYXZD7vvoPtzj8Oeg00iy6u0grX4OhdqNRKTGiKUDY/dEtpHAX939P0Ai99IWkRqisk/zkmEEhpn1N7OfAg3KbtNnZrcC4QQ1Q/laRBIi6HxtZsPM7AszW2Bm15dz/gQzm7t7y+tox+2e11RXXm7r7mOAXQDuXkRy/FUVuPw6mdwwvDMzF23g2VlLv3MuKy2Li3tczIdrPmTGihlVD9a4J5bXjJx2WWx95x1Kt26tep0ikvRi6cBYbmYPAqcBk8wsM8b7RET2Wwo90dtTBlCHyO5OZbfpKwROSVAblK9FJGGCytdmFgbuB4YDXYAzzazLHpdNA3q6+8HABcDD5VRVXXl5p5ll878dodpSZjeSA92pvZvRt3V9fjdpPt9u/u7HPqn9STSp3YT75sRhFIZZZDeSvIX4jh1sefvtqtUnIimhwi+2ZtY6+vI04BVgmLtvBOoTWVlZRCTuUnUEhru/Gd2qr5+7/7pM+ZO7fxVkbOVrEakOAebrvsACd1/o7juBp4ETyl7g7lv8f/8HXJtoZ8Ee11RXXr4FeBlobmZPEels+XmA8ZKKmfG7H3Vn+65SfvvSZ985lxHO4JKelzBv7TzeXPZm1YN1GkmtepsJ59Vms6aRiNQIaXs59zxwKDDR3YfuPujuK4GVQTdMRGomS47RFFWRGV24rRVlcqy7DwkwpvK1iCRcFfJ1gZmV3VZ0nLuPK/O+KVB2/sEy4LDvx7cfAb8HGhKZOleRhOZld59qZh8C/Yj02Vzl7muDiJWs2jWsw2U/aMvd077ipF7NGNShwX/P/bDtD3lk3iPcP+d+BjYbSMiqMFCw5eFYrTxyOuZS+MYblO7YQSgzMw6fQESS1d46MEJmdgvQwcyu3fOku/8puGaJiKSs54CxRIYzl+zj2nhRvhaRVLLW3Xvv5Xx5AzXKG2HxAvCCmQ0EbgOOqqC+6sjLTYmss5EGDDQz3H18gmInhct+0JaJH6/gxn/PY8rVg8jOiCw7kh5K59Kel3LDOzfw+tLXGdpi6D5q2otwOrQ/lpzlr7FxWwZbp08nZ/DgOH0CEUlGe+vyPAPYzvfnDe4uIiJxZUSSUmVKEil297+6+wfuPnt3CTim8rWIJFTA+XoZ0LzM+2bAiooudve3gLZmVlDBJQnNy2b2KPAocDLww2g54LdR3VNWepjbf9SdpeuLuOe1787YGdF6BA2yG/DSwpeqHqjTSGrXXUuodjabp75a9fpEJKntbQTGMHe/w8wy3f03CWuRiNRcdkBMIZloZpcDL1Bm0TZ3Xx9gTOVrEUmsYPP1TKB9dH2f5UQ6ac/6TnizdsDX7u5m1ovIgp3rKqgv0Xm5n7vvuehojdS/bT6nHtqMh95ayAkHN6FTo1wAwqEwQ1sM5d8L/s22XduolV6r8kHaDcUyMqnTuYAt06bhu27F0tPj9AlEJNnsrSP8/OjPExPREBEROCBGYPyYyMKZ04HZ0TJrr3dUnfK1iCRcUPna3YuBK4gsSjwfeNbdPzWzS83s0uhlJwOfmNkcIjuWnF5mUc89JTovzyhn15Qa64YRncnNTueX4+dRWvq/f0XHtDqG7SXbeWv5W1ULkJkDbQaRm7+Ckk2b2DYr6L9yRaQ67W0ExnwzW0Rk7+y5ZY4b4O7eI9CWiUiNY3jKj8Bw99b7virulK9FJKGCztfuPgmYtMexsWVe3wHcEWNdic7LjxHpxFhFZMRHjc7F9WpncOPIzlz77Mc89cESRvVrCUCvhr3Iz8pn6qKpDGs1rGpBOo2k9vypWFYrCqdMoXb//nFouYgkowo7MNz9TDNrRKT3+/jENUlEarIkG02x38ysFnAt0MLdR5tZe6Cju78YVEzlaxGpDqmSr6shLz8KjALmAaUBxUgpPzqkKf/6cBljJn/OMV0O4qDcLMKhMEe1PIoJX0+gqLiI7LTsygfoMJxQ2tXU6dKYza++SqObbsJCqfInVET2x17/y3b3VUS2rcoB6gCr3X2xuy9ORONERFLQ34CdwIDo+2XAb4MOqnwtIlKhROflJe4+wd2/2Z2Ha3ouNjN+e2J3dpSU8puJn/33+DEtj6GouIi3l71dtQA5B0GzPuQctI6Sb9dSNGdOFVssIsmqwg4MM0szszFE9uF+DHgSWGpmY8xMK+OISCDMvFIlibR19zHALgB3L6L8LQHjRvlaRKpDCuXrROflz83sH2Z2ppmdtLsEGC8ltC6ozZVD2vHSvJW89vlqAA496FDqZ9Vn6uKpVQ/QaSR1an2JpaezeUoc6hORpLS3ERh3AvWBNu5+qLsfArQF6gJ/TETjRKTmsUqWJLLTzLIBBzCztpRZ9T4gytciknAplK8TnZezo/UfQw3eRrU8owe2pX3DOtz070/ZtrM4Mo2kxVG8uexNthdvr1rlnY4jnO7U7tKMzVOmUPGariKSyvbWgXEccLG7b959wN0LgcuAEUE3TERqHgNC5pUqSeQW4GWguZk9BUwDfh5wTOVrEUmoFMvXCc3L7n5+OeWCoOKlkoy0EL87qTvLNxbx56lfAnB0q6MpKi7ineXvVK3ygnZQ0IGcZlvZtWIF2z/7bN/3iEjK2dsuJF7edlTuXmJJNl5bRA4clmTDKfaXu081sw+BfkS+41/l7muDD6t8LSKJlSr5OtF52cwaABcDrSjzXVudGBF9WtXnzL7NefTdRZx4SFN6N+pNvcx6TFk0haNaHlW1yjuNpM6KeyHcmM1Tp5LdtWt8Gi0iSWNvIzA+M7Nz9zxoZucAnwfXJBGpyUJ4pUqSaQqEgQxgYALmPitfi0jCpVi+TmRe/g+QB7wKvFSmSNT1wzpTKyPMg28uJC2UxtCWQ+M2jSQto5haXVpqHQyRA9TeRmD8HzDezC4AZhOZN9iHyLy+HyWgbSIiKcfMHgV6AJ/yv+3zHBgfYFjlaxGRClRDXq7l7r8IqO4DQl6tdE49tDlPvLeINZs7c3TLo3n+y+d5d8W7DG0xtPIVN+kFdRqR07KE1S8uZsfXX5PZtm38Gi4i1a7CDgx3Xw4cZmZDgK5EhtxNdvdpgbUmMwNatNrrJY3aHhRTVaUlsW27va04HNN14eg4ydpp+17QPz2cEWOdse1PHYpxp3WLcSxnKN5LaMUY12L8vLH+XmKtb38+rcX5d1Ma6+h9j+3Pa4mXxFZdjAtXbS3ZFtN1APUzY7600sxSZ0jyXvRz9y6JDFhT8jXElrNL3QibKV+XHzjGy6onX0PsOVv5umLK19+T6Lz8opmNcPdJCYyZckb1b8mj737D0x8s5fLBfambWZcpi6ZUrQMjFIKOw8nZ8ByryWXzlClkXnZZ/BotItVun98o3P01d7/X3e8J9MuwiAgptap9RWaYWUI7MHZTvhaRREqhfJ3ovHwVkU6MIjMrNLPNZlaYwPgpoXVBbQZ2aMBT7y/GPcTQFpFpJDtKqrhBTKfjSE/fQnan1hRO1TQSkQNN7I9EREQSIIVWta/IY0S+LH9hZnPNbJ6Zza3uRomIxFsK5euE5mV3z3H3kLtnu3tu9H1uUPFS2bn9WrK6cAdTP1vN0S2PZuuurUxfPr1qlbY+EjJyyGmbxo7P5rNz6dL4NFZEksLe1sAQEUmoJBxNURmPAqOAefxvrrWIyAElxfJ1QvKymXVy98/NrFd55939w6Bip6rBnRrSrF42j01fxJMX9yUvM48pi6cwuMXgylealgntjyJn+7usIY2N48fT8Kqr4tdoEalW6sAQkSSSdKMpKmOJu0+o7kaIiAQrpfJ1ovLytcBo4K5yzjkwJAFtSCnhkDGqX0t+P/lzvl5TxJDmQ5i6eCo7S3aSEeMaReXqdBwZn75AzqATWf/3x6h3xpmkH9Qwfg0XkWqjKSQiklRSaE51RT43s3+Y2ZlmdtLuUt2NEhGJtxTK1wnJy+4+OvpzcDlFnRcVOK13czLTQjwxYzHHtDqGLbu2MH1FFaeRtDsKQmk0/EEBFBfz7T13x6exIlLt1IEhIhJf2cAO4Bjgh9FyXLW2SESkZkt4XjazbmZ2mpmdu7sEGS+V1audwfE9m/DCR8vpXLcXORk5TF1cxcU3s+tCqyPJWPsG9c45h03jX2D755/Hp8EiUq00hUREkoqlzpDkcrn7+dXdBhGRREiVfJ3ovGxmtwA/ALoAk4DhwDvA44lsRyo5t38rnpu9jAlzVjOk+RBeW/JaHKaRjIRJ11Fw7lFsGj+eNWPG0PyRR2LexlpEkpNGYIhI0jAiSakyJVmYWQMzu8HMxpnZo7tLdbdLRCSeUilfV0NePgUYCqyKdp70BDIDjJfyujfL45AWdXlixmKObnkMm3dt5r2V71Wt0o4jACP8xbMU/N//sXX6DLa+/XZc2isi1SeZvveLiGBmlSpJ5D9AHvAq8FKZIiJyQEmhfJ3ovFzk7qVAsZnlAmuANrHcaGbDotu9LjCz68s5f3Z0K9i5ZjbdzHrGue3V5sf9W7Fw7VZKt7UjJz2HVxa9UrUK85pCr3Phg3HUG9Kd9JYtWD1mDF5cHJ8Gi0i10BQSEUkqSdUVUTm13P0X1d0IEZGgpVC+TnRenmVmdYGHgNnAFuCDfd1kZmHgfuBoYBkw08wmuPtnZS77Bhjk7hvMbDgwDjgs3h+gOgzv3ojbXszgqfdWMLjtYF5f+jq7SnaRHk6vfKVH3QrzJ2JTrqfhT69j+ZVXsvH5f1HvjNPj1WwRSTCNwBCR5FHJp3lJNgLjRTMbUd2NEBEJVGrl64TmZXe/3N03uvtYIp0RP45xHY6+wAJ3X+juO4GngRP2qHu6u2+Ivn0PaBbPtlenzLQwZ/ZtwbTPV3NI/iA274zDNJJa9SOdGEtmkNNgDdm9D+Xbe++lZMvWeDRZRKqBOjBEROLrKiJflovMrNDMNptZYXU3SkSkBktoXjazabtfu/sid59b9theNAWWlnm/LHqsIhcCkyvXyuR01mEtMOCLbxpTJ70OUxZPqXqlh4yCZn2wqTdz0NWXUbJuHesefqjq9YpItVAHhogkDatCSRbunuPuIXfPdvfc6Pvc6m6XiEg8pVK+TlReNrMsM6sPFJhZPTOrHy2tgCaxVFHOsXK3ejGzwUQ6MMqdGmNmo81slpnN+vbbb2P7AEmgSd1sjunSiOdnreTIpoN4bclr7CrdVbVKQyEY+ScoWk/26vHkHncc6//2d3atXBmfRotIQqkDQ0SSilXyn5jq3vfiaJ3MbIaZ7TCz6/Y4t8jM5pnZHDObVd690Z+9yiuV/HWIiCStIPN1XNqX+Lx8CZE1LzpFf+4u/yGytsW+LAOal3nfDFjDZk5EAAAgAElEQVSx50Vm1gN4GDjB3deVV5G7j3P33u7eu0GDBvv1Iarbuf1bsmHbLvJKe1O4s5APVu5z+ZB9a9wD+lwMMx+h4VlHgzvf/uXuqtcrIgmnRTxFJKkENT06xsXR1gNXAidWUM1gd19bwblrgdHAXeWcc2BIpRouIpKkkmv5oXIlNC+7+93A3Wb2E3e/txJVzATam1lrYDlwBnBW2QvMrAUwHhjl7l9Wtc3JqH/bfNo1rMP0T2pRO782UxZP4fCmh1e94iG/gk9fIH32H6h/7ijWPfwI9c4dRXbXrlWvW0QSRiMwRCSphLBKlRjEsjjaGnefCez3eFV3Hx39Obicos4LETngBJiv46K68rK732tmA8zsLDM7d3eJ4b5i4ArgFWA+8Ky7f2pml5rZpdHLbgbygQcqGhGY6syMH/dvyafLt9Gjfn+mLZlW9WkkAFl5cMxvYfls8vvWIVyvHmvuGIN7ubN0RCRJaQSGiCQNo0pP9Ar2+CI3zt3HlXlf3uJo+7P1nANTzMyBB/eo+zvMrBvQBcj6783uj+9HLBGRpFbFfJ1wiczLZvYE0BaYA5TsDgfsM567TwIm7XFsbJnXFwEXxa2xSepHvZpxx8tfsG19VzbtepWZK2cyoOmAqlfc4zT48HHCM/5AwegbWH3Hn9ny+hvkDBlc9bpFJCHUgSEiSaUK86PXunvvvVb9ffvz2OVwd19hZg2BqWb2ubu/9b0gZrcAPyDyRXkSMBx4hxi+uIqIpJJErmdRFdWQl3sDXVyP9iutTmYaJ/dqyj9n7qBu51pMWTwlPh0YZjDyjzD2COrlzWFD69asufNO6hx5BJaeXvX6RSRwmkIiIjVFTIujVcTdV0R/rgFeIDIlpTynAEOBVe5+PtATyKxMg0VEJC4SnZc/ARoFWH+NMKp/S3YWh2ma0YvXlrxGcWlxfCpu2Bn6XYbNfYqG5x3Pzm++YcOzz8anbhEJnDowRCSpmFWuxOC/i6OZWQaRxdEmxNYmq21mObtfA8cQ+YJaniJ3LwWKzSwXWAO0iamFIiIpJMB8HW+JzssFwGdm9oqZTdhdAox3QGrXMIfD2+WzbFl7NuzYwMxVM+NX+aDrIacJddY/Qa0+fVh73/2UbN4cv/pFJDDqwBCRpBLUtnyxLI5mZo3MbBmRletvNLNl0S+7BwHvmNnHwAfAS+7+cgWhZplZXeAhItvnfRi9R0TkgJLs26iWkei8fCuR3ax+R2QHlN1F9tO5/Vvx7Zo2ZISymLp4avwqzqwDw36Hrf6EhiPbUbJhA+vGVbi0lYgkEa2BISJJJcinczEsjraKyNSSPRUSGXIcS4zLoy/HmtnLQK67z61ci0VEkleqLOKZ6Lzs7m+a2UFAn+ihD6LTD2U/De3UkCa5OYSKuzNtyTRuOOwG0kJx+t+XLidCm8Fkf/MQeSNOYv1jj1P39DPIaNY0PvWLSCA0AkNEkkZln+Yl00JyZjZt92t3X+Tuc8seExE5EKRSvk50Xjaz04iM8DgVOA1438xOCSregSwtHOLsfi1ZtaID67evZ/bq2fGr3AxG/BGKt9Og20Yw49u//CV+9YtIINSBISJJJVTJUt3MLMvM6hPZzrWemdWPllZAk+ptnYhI/CV7vq7GvPwroI+7/9jdzyWy6PNNAcY7oJ3Rpzmhos6EyWTKoinxrbygHQy4kvQl/6b+j4ZS+OKLFM3VoEmRZJYM3/tFRA4ElxCZW90p+nN3+Q9wfzW2S0SkpqquvBzaY8rIOvSdu9Ly62RyXPeWFG/pyJTFU9i2a1t8Axz5U8hrQX7eO4Tz67P6jjFoB1yR5BVYMjWz5mb2upnNN7NPzeyqoGKJyAHCwMwqVaqbu9/t7q2B69y9jbu3jpae7n5fdbdvb5SvRWS/pUC+rsa8/HJ0B5LzzOw84CVgcoDxDnij+rekaO0ANu7YyD8//2d8K8+oBcPvILzpcxqM7E7R7NlseuHf8Y0hInET5CKexcBP3f3D6PaDs81sqrt/FmBMEUlx1d8VUTXufq+ZDQBaUSbHuvvj1daofVO+FpH9lir5OtF52d1/ZmYnAUcQ+TWNc/cXgohVUxzcvC5d83uyfGcXHv3kUU7teCq5GbnxC9BpBHQYTt2FE9jUYwBrxoyhzuAfkFavXvxiiEhcBDYCw91XuvuH0debiWxbqGV9RaRCRvI/0dsXM3sC+CORL659oqV3tTZqH5SvRWR/pVK+TlReNrN2ZnY4gLuPd/dr3f0aYJ2ZtY13vJrEzLjoyDZsWDaUwp2FPP5pAH1Pw/+AUUKjI6FkyxbW3DEm/jFEpMoSso1qdLGkQ4D3ExFPRFJX8nRFVFpvoIun6ARa5WsRiVUK5etE5eW/ADeUc3xb9NwPA45/QBvZvTH3TOvIph2H8Phnj3NmpzPJz86PX4B6rWDgz8h67TbyTzibdf/6N3knnkjtfofFL4aIVFngCwqZWR3gX8DV7l5YzvnRZjbLzGb59s1BN0dEklyqPNHbi0+ARtXdiMpQvhaR/ZFC+TpRebmVu39vCwt3n0Vk+opUQThkXDW0PeuWDWZ78Q4e+eSR+Ac5/Cpo3JOCOlNIb9qEVbfcQumOHfGPIyKVFmgHhpmlE/ky/JS7jy/vGncf5+693b23ZeUE2RwRSQFWyZJECoDPogu4TdhdqrtR+6J8LSL7K4XydaLyctZezmUHEK/GGdm9Me3qtSFzex+e+fwZVm1dFd8A4XQ48a+Edm2k0VG57Fy8mHUPjotvDBGpksCmkFiki/0RYL67/ymoOCIiSebW6m7A/lK+FpED3K0JijPTzC5294fKHjSzC4ls3ypVFAoZVx/Vgf97dhB57Wfz4NwHuaX/LfENclBX+MH11HntNnIHjmDtQw+Re9xIMtu0iW8cEamUIEdgHA6MAoaY2ZxoGRFgPBE5AFgl/0kW7v4m8DmQEy3zo8eSmfK1iOy3VMnXCczLVwPnm9kbZnZXtLwJXARoe+o4Gda1ER3zW5K+bQAvfPUCSwqXxD/I4VdDk0M4qOn7hLKzWHXzLaTo0lYiB5wgdyF5x93N3Xu4+8HRMimoeCKS+gwIWeVKsjCz04APgFOB04D3zeyU6m3V3ilfi8j+SqV8nai87O6r3X0A8GtgUbT82t37u3uc5zrUXJFRGO1Zu/RIQqTxwMcPxD9IOA1OHEtaaDMNf1CfbbNmsWl8ubMrRSTBErILiYhIbJJrNEUl/Qro4+5rAMysAfAq8Hy1tkpEJK5SKl8nNC+7++vA60HULRHHdGlEp4ZNWbvlSCYtnMQF3S6gQ70O8Q3SsBMM/hV1p97Cpk79WT3mTur84Aek5cdx5xMR2W+B70IiIrI/zCpXkkho95fkqHUo14rIASiF8rXy8gFm9yiMb5cNICOUzX0f3RdMoAE/wZr1pnHnLyjdupU1Y8YEE0dEYqbkLSJJJVXmVO/Fy9GV7s8zs/OAl4DJ1dwmEZG4S6F8rbx8ADqmy0F0bdQIKxzM60tfZ9638+IfJBSGE/9KZq2t5PfPZ9N/JrB1xoz4xxGRmKkDQ0Qkjtz9Z8CDQA+gJzDO3X9eva0SEUktZjbMzL4wswVmdn055882s7nRMt3MelZUl/LygcnMuOaoDny7vC+1wrnc89E9wQRq0AGG3kTBQR+R3qg+K2+9ldLt24OJJSL7pA4MEUkalR2OnAxTSMysnZkdDuDu4939Wne/BlhnZm2ruXkiInEVZL42szBwPzAc6AKcaWZd9rjsG2CQu/cAbgPGlVOP8vIBbmjnhvRo0pDSjUN4b+V7fLDyg2AC9bucUOvDaNxjBbsWL2Htgw8GE0dE9kkdGCKSVFJoSPKe/gJsLuf4tug5EZEDSoD5ui+wwN0XuvtO4GnghLIXuPt0d98Qffse0KycepSXD3Bm0bUwlh9KTloB93x0TzDbnYbCcMID1G5YRF6Puqx7+GF2LFgQ/zgisk/qwBCRpJKqIzCAVu4+d8+D7j4LaJX45oiIBKsK+brAzGaVKaP3qLopsLTM+2XRYxW5kPLXtFBergEGd2xIz2YN2LV2KB9/+zFvLXsrmEAF7WDozTRs8znhzHRW3nIrXloaTCwRqZA6MEQkqaTwCIysvZzLTlgrREQSpAr5eq279y5T9pz+UV5SL/exupkNJtKB8YtyTisv1wCRtTDa8+3KHtRNb8y9H91LqQfUsXDYpaR16EfDHhspmj2bTePHBxNHRCqkDgwRSRpGJClVpiSBmWZ28Z4HzexCYHY1tEdEJDAB5+tlQPMy75sBK77XBrMewMPACe6+rpx6lJdriEEdGnBIi3y2rzmKLzZ8wZRFU4IJFArBCfeR16aIWi1qsfrOOyleV94fPREJSpJ87xcRSXlXA+eb2Rtmdle0vAlcBFxVzW0TEUklM4H2ZtbazDKAM4AJZS8wsxbAeGCUu39ZQT3KyzXEf3ckWdWZgoyW3D/nfopLi4MJlt8WO/rXNOq2iNItW1j9hzuCiSMi5VIHhogkFTOrVKlu7r7a3QcAvwYWRcuv3b2/u6+qzraJiAQhqHzt7sXAFcArwHzgWXf/1MwuNbNLo5fdDOQDD5jZHDObVU49yss1yJHtCzi0ZT5bVh3FosJFTPx6YnDB+lxEZo/+FHTbTuHEiWx5883gYonId6RVdwNERP7HKH/qc+pw99eB16u7HSIiwQo2X7v7JGDSHsfGlnl9EZGRFLHUpbxcA+wehXHOI+vp0KQDD3z8ACPbjCQjnBH/YNGpJPlLBrB5ZQ7Lr/sZrZ7+J5lttTuvSNA0AkNEkopVsoiISGIpX0uyObxdPn1b5bN+2RBWbV3Fc18+F1yweq0IDf8NzQ9bglkJSy+9jOING/Z9n4hUiTowRCSppOoUEhGRmkb5WpKNmXH10e1Z+21Lmmd3Z9zccWzbtS24gIdeQHqvYTQ/bCnFq1ay7Cc/oXTnzuDiiYg6MEQk2eiZnohIalC+luQzoG0Bh7XOZ/XiIazfvp4xM8fgXu4uvFUXCsFJ48ju2oEm/TZTNGs2q26+Jbh4IqIODBFJLvo6LCKSGpSvJVldc3QH1q1rTO+6J/Ovr/7F2I/H7vumysqsA2c+Q27HTAp6h9j073+z7qGHg4snUsOpA0NERERERA4Y/drk079NPnPnHc5xrY/ngY8f4Nkvng0uYF5TOPOfFHRcR27nWnz7pz9ROGVKcPFEajB1YIhI0og8navcPyIikjjK15Lsrjm6A+u27IS1p3Bk0yO5/f3bmbZkWnABm/bCThpL424LyG6Rw4qf/4KieZ8EF0+khlIHhogkF7PKFRERSSzla0lifVvXZ/TANvzzgxUUbLuIbvnd+PmbP2fWqlnBBe16IqGjb6JZr69Iq53GsssvZ9eqVcHFE6mB1IEhIklFc6pFRFKD8rUku18O78T5h7fi8ekraedX0TSnKVe+diVfbvgyuKBH/pS0vqfRrM9CSrcUsvSyyyndujW4eCI1jDowRCSJVPbrsL4Si4gklvK1JD8z4+bjujCqX0see+dbDkn/Gdlp2Vw29TJWbFkRVFA4/h6yuvemab+17Pjic5b//Bd4aWkw8URqGHVgiEhS0ZxqEZHUoHwtqcDM+PXxXTmzbwsee7uQ/nWup6i4iEumXsKG7RuCCZqWCWc8RZ1O+RzUt5gt06bx7Z/+FEwskRpGHRgiIiIiInLACoWM20/sxmm9m/HkWzsZVPcXrNiygiumXcG2XduCCVq7AM56lnodtlOvRybrHn6Ejf/6VzCxRGoQdWCISPKo5Hpwsa4JZ2bDzOwLM1tgZteXc76Tmc0wsx1mdt3+3CsiUqMEnK9F4i0UMv5wUg9O6tWUf76VxpD8a/lk3Sdc9+Z17CrdFUzQBh2x0/7GQZ2XULtNHVbecitb3/8gmFgiNYQ6MEQkyQQzp9rMwsD9wHCgC3CmmXXZ47L1wJXAHytxr4hIDaM1MCS1hELGnaf05ISDm/DcW3UZVP8S3l7+NrdOvxV3DyZou6HYcWNoevBXZORns/zKK9m5aFEwsURqAHVgiEhSCXBOdV9ggbsvdPedwNPACWUvcPc17j4T2PNRzD7vFRGpabQGhqSicMi469SeHNejMRPeaUm/emcy4esJ3P3h3cEF7XMR4SMvoXmfBVCykyWjL2HHN98EF0/kAJZW3Q0oKy09jfzmDfZ6TYOGdWKqq25ObH9Bpllsva27a0sP7bvPJ9a/nGO+LsbxltX1pcAstn6wUMyfN7b6wrH2v+3HryXev8NYewhLYrzOPbYVrD3G32HttFoxRk6MgJ/NNQWWlnm/DDgsAfcekKojX0NsOXv3nyPl63LiJnu+hpiTgPJ19dJYCkllaeEQfz79YEpKncnTnSP6beSRTx6hILuAc7qcE0zQY24nY93XNN/5NkvfC7Po9DNo+uc/Uefww4OJJ3KA0ggMEUkulZ9UXWBms8qU0XvWXE60WMeLVuVeEZEDkxbBkBSWHg5x9xmHcHSXRrzz3pF0qDOAO2beweRvJgcTMJwGpzxKdsfWtBq6kvS62SwdfQnrn3gyuOkrIgcgdWCISBKp7IBkA1jr7r3LlHF7VL4MaF7mfTMg1k3gq3KviMgBqEr5WiQpZKSFuO+sQxjSqRGzZw2nRa1u3PD2DUxdPDWYgFm5MGo8Ge260LLPHOp0ymf17bez6uZb8J07g4kpcoBRB4aI1BQzgfZm1trMMoAzgAkJuFdERESSVGZamAfO7sWg9k34bM4pNM7uwM/e/BkvL3o5mIC5TeC8lwgP+gnNus0hv082G597jiUXXEjx+vXBxBQ5gKgDQ0SSSlBP9Ny9GLgCeAWYDzzr7p+a2aVmdimAmTUys2XAtcCNZrbMzHIrujegX4GISErQCIz4q8p231J5WelhHhx1KEe0acb8OafTKLMj1791PZMWTgomYDgdjrkNO+tpGnZdR5Mjt1M0dw6LTj2N7V98GUxMkWqwbeZMdi5ZEtc61YEhIjWGu09y9w7u3tbdb48eG+vuY6OvV7l7M3fPdfe60deFFd0rIiISL1XZ7luqLis9zEPn9uaoji34fM7pNEjvxC/f+SUTv54YXNCOw+HSt8nr24aWg1bim9ey+Mwz2TxtWnAxRRKgdOdO1vzxjyw+98d8e/c9ca1bHRgiklTMrFJFREQSS/k67qqy3bfEQVZ6mL+e3YtTe7Xlq7mnUz/UmV+98yv+s+A/wQWt2wLOn0z2yNG0GryYjJydLLviJ6x9cJwW95SUtOOrr1h0+hmse/gR6p5yCo1/8+u41p9U26iKiGhjPhGRVKF8HWdx27I7uhPXaIAWLVpUvWU1SFo4xJhTelC/dgYPvn06LTo/w03v3kSJl3BS+5MCCpoBw35HessBtKxzOSunZ/Ltn//Mjq++ovFvbyOUlRVMXJE48tJSNjz5JGv+eBehOnVo9sD95AwZEvc4GoEhIknFKllERCSxlK/jLm5bdrv7uN27cjVo0KCKzap5zIxfjujML4f1YMn8M6hT2pVbpt/Cc18+F2zgzscRuuItmpzYhAY9Cil88UUWn3MOu1avCTauSBXtWr2apRddzOrf/Z7a/fvTZsJ/Aum8AHVgiIiIiIgkA23ZnWQuGdSWMScfyqqvTqdWcXd+M+M3PP3508EGrdcKu3AKBeedTbMj1rPji89YdMpJbH7jDU0pkaRUOHkyC48/gW0ffUSjW2+l2di/klZQEFg8TSERkaQReTqn53MiIslO+ToQ/92yG1hOZMvus6q3SXJa7+bUzU7niqfD5LaA29+/nRIv4ezOZwcXNC0TRowhp+UAWj12FcteL2HZpZeR1b0bDX7yE2ofeaTWk5FqV7J5M6tuu43CCRPJ6tGDJnf8gczWrQOPqxEYIpJEDKySRUREEkj5Ot6qst139bW6ZjimayMeP38AO5adTdr2Hvzhgz/w+KePBx+464lk/eI12l7UnEZ9NlLyzScsHX0Ji04/nS1vv6MRGVJtts2cycITTqDwpUkUXH45rZ56MiGdF6ARGCKSZPTVVkQkNShfx5+7TwIm7XFsbJnXq4hMLZEE69cmn3+OPoIf/y2M5T/JnbPupNRLOa/becEGzm+LjZ5KvcFTqTvtdjZO/5K18+ex9OKLyT64JwVX/ITahw/QiAxJiNKdO1l7zz2se+RR0ps3p9VTT5J98MEJbYNGYIhIUrFK/iMiIomlfC01TbemeTx/6ZHkFP4Y39yTu2bfxcPzHg4+sBl0OAa79A3q3fR32l3YkEa9N7JrwccsvegiFp95FlvefVcjMiQwvmsXm19//Tvbo7Z5YXzCOy9AIzBEJOnoy62ISGpQvpaap3VBbcZfdiSjHkljWeGj3P3h3awtWsu1h15LRjgj2OBm0OFYrP0x1BvyCnmv3s6mGQtYO38OSy+8iOxDDqHBlT+hVr9+GpEhVebuFM2ZQ+HEFymcNImSjRsJNygIbHvUWKkDQ0SSh6ZHi4ikBuVrqcEOys3iuUuO4PzH0vl0/ZM8Nf8pZq+ezZ0D76RVXqvgG2AGHYcR6nAs9YZOJu/V37Fpxtes/fwjlpx/AdmH9qL+2WcTysnB0tIgHMbS0rH0NCwchrQ0rEwhnIalpxGqU4dQRsCdMJL0dnzzDYUTX2TTiy+ya8kSLDOTnCP6ktsxnToHbcXa51Rr+9SBISIiIiIish/yaqXz1IX9ufbZbKYsastXPp5TJ57GTf1v5Pi2xyemEWbQaQShjsOpd9Qk8l79HRtnLGTd5x+y/NoPK1dlVgbhuvUI16tPOC8vUurW/e7rupGfaQ0bkt6smUZ7HACK162jcNJkNk2cyPa5c8GMWn16UXBMR3Ky5hJe+wysN9iaC/NfgK4nwVG3QL1WCW+rOjBEJMnoL0ERkdSgfC01W3ZGmAfO7sVT7xdw2+TmlDZ5ml+98ytmrJjBjf1upHZ67cQ0xAw6jSTUcQT1h75E3Vd/z46vvsBLgVLDHTz6Ew/jRAqE8d3vS43SzYWU7AxRsnMjJUVrKdlWmx1L0igpKqFk81YoLv5e6HBeHlk9epDdowfZPXuQ1b07afXqJeZzS5WUFhWxedprbJo4ga3vvAslJWR26kjDUceSW38R6WsmwZYSqNMdjr4Nup8CmTnw7j0w/V74/EU47BI48jrIrpuwdqsDQ0SSihZ4ExFJDcrXImBmnNOvJX1a1ef//nEQSzZP5CVe4uNv53LnoDF0ze+ayMZA5+MIdRpJ9ta1EApDKC1SwulgYQjtZQ+Hoo2w4kNYNhuWz4Jls2DbWgA8nE1pQQ9K8rpQktOOkoxm7Nq4k6J5c9n+8VzWvvMORBcRzWjZkqyePcju0TPSqdGxI6apKUmjZONG1j/xJOufeILSwkLSGjUi/6Sh5DZZT9aG12Dn61DUDA6/ErqfBgd1+W4FQ34Fvc+H134L0++Dj56EQddD7wsgLfh/z+rAEJGkoRXqRURSg/K1yHd1bJTDxCsG8psXC3h2XltWtHiGc146h6sPvZpRXUYRsgRu/mgGdRrs/33ZdaHtkEiBSIfEhkWwfDa2bBbh5bMIf/0PKNkROV/nIOp17Q3HDqKk/hVsX59O0fwFFM39mG0z3qNwwsRIczIyyOrcmayePahz5EBq9zsMS0+Pz2eVmBWvW8f6v/+dDU/9g9Jt26hzZF/q98ykVtGb2NYPYWMedDsJepwOLQbsvbMrtwmc+AAcdilMuRFe/gV8MA6O/jV0Oi7QRZLUgSEiyUXfh0VEUoPytch3ZGeE+f1J3TmiXQHX/7sJFDzLH2f9kfdWvsdvD/8t+dn51d3E/WMG9VtHSvdTIseKd8Lqed8dpfHFS4SB2hi1G3aGow/Fzzuf4ozWFC3bRtG8TyiaO5eNzz7HhsefIFy3LjnHHkvu8OHU6tM7srCoBGbX6tWse+QRNj77HL5jB7nDh5HfJ5usL/8K60PQ4VjocRq0PxbSs/av8sY94Nz/wFdTIx0Zz5wT6fw49rfQ9NBAPo86MEQkqeiJnohIalC+FinfyB6N6dHsWK58ugGfrHqZ6Uzi5Amn8IeBv6df437V3byqScuI/I9p00OB0ZFj29bD8tmRzozls+DzF7GPniAdSM+oQ26TQ+C8QylteBJbV6RTOPUNNk2YwMZnniHcoIDcY4eRO2I42QcfjO3tqb/sl53LlrHuoYfZNH48XlpK3vHHk3/Wj8j86LfwxRvQ9Ucw4i6oXcWONTPocExk5M5Hj8Prv4OHhkD3U2HozVC3RVw+z27qwBAREREREYmj5vVr8ewlA/jLqwWMndEKa/4Mo6eM5sLuF3L5wZeTHjqAplDUqg/tj44UiEw9Wb/wfx0ay2bBjPsJle4iJy2bnCOOp/SiO9iyqJjCyZPZ+NxzbHjySdIaNSJ32DByR44gq1s37W5SSTsWfsO6cePYNHEiFgqRd/JJ5F90ERk7voTxZ8KOzfDDu6HXj+M71SOcFlkHo9sp8O7dMOM++GwCDL4Bjrg6bmHUgSEiSUVP9EREUoPytcjepYdD/OzYTgz4//buPL6O8r73+Od3Fu3WLkuyvGDLC94wi1lsIBDAYNaQlBQIKYEQcklJUtLyuje5NA29NL2Q9DZpS1JCgLhpgIQlBJvNEMA2YDA2xrKxwcYYvFveJcvadZ77x4zkY1m7daSjc77v12teZ/Z5Hs2c34x+55mZ8kLueKKUw1l/5KE1D/H2jre547Q7OLPkzMT8J90MCsq9bsa13rimeu8BoWuehDVPE1j9B7JzRpP9petp+Z+PUrNqE9XPv8D+Rx9l/7x5hEeNInvuXIbNvYS0yZPVMqMH6tdvYN+vHqD6xZew1FTyv3oD+V//OuHCfHj9x/Dmz6FoEtw4/9gHc/antGy48IdHHvSZ3r9vpVECQ0TiSwKex0VEEpLitUiPnD2+kJe+exF3PlnEG9vGs8G9yK0v38rM4pncfvLtzCyZOdhFjL1wGoyZ7XWX/DN89DysehQW/4Tg4vD481AAACAASURBVPvIGXMOOf/jK7Tc80MOLXmH6hdeYN8jj7Dv178mmJ9P5qxZZM6eTebZswmXlAx2beJGS1UV1QsXUj1/AbUrVhDIyKDgG98g/6avESoogINb4DeXwbZ3vRYXc++FlIyBKVzOSPjiA/2+WiUwRCSu6Bc9EZGhQfFapOcKslJ5+Gun85ulRfz8z9OpT3+bVW4xNy+8mbNKz+L2k2/n5OEnD3YxB0Y43Xso6PRroGo7VDwOqx6DZ/+aYDiT3KlXk/vDm2kedh81S97g8NKlHH77baqffx6AlHHjvGTG7NlknHEGwazMQa7QwIo0NlKzeDHV8xdQs2gRrqmJlLFjKbrjDvKuu5Zgbq4347r5MP/b3i091zwC0/5icAveT2KWwDCzR4ArgN3OuWmx2o6IJBZdEA88xWsR6QvFa5HeCQSMW84Zy5dnjuSxZZN5+M2zqQkv4d3IEt7Z+VfMHnE23znl20wrTKJTcU4ZfO5OOPfvYOsyeP93sPYZWPUoobwTyD3pOnL/7q9ww++l4eOPOfzWUg4vXcrBp57iwO9+B6EQ6TNmkDnba6GRPn06Fkq83+hdJELdypVUzV9A9UsvEamuJlhYSO7115Fz5VWkTZt65Hakpnp4+S5Y/hCMONVLXuSPHfAyR1yEpTuWkpeax9TCqf223lju3XnA/cBvY7gNEUkghlokD5J5KF6LSC8oXov0XXZamNvOK+fms0/gT+9P44Eln2dby6u8HVnC0h3Xc27ZeXznlNuZXDB5sIs6cMxg9Fled+l98OEC/xaT+2DxvVjOKNImXUraeZdScOMNRCJQt/J9r3XG0qXsvf8X7P2P+wlkZZFSPo5wcQmhkmLCxcWEiksIFw8nVFJCaPhwAqmpg13bHmvYuJGqBc9RvWABTTt2YOnpDJtzETlXXkXmrLOOTdbs2QBP3QyVH8Csb8OFP/LeHDOADjcdZv4n83nsw8f4rPozLh93Ofeee2+/rT9mCQzn3BIzOyFW6xcRkf6heC0iIjLwUkNBrj19NF8+bRQvr5vBLxZfwvraF3mjZQlvbF/MeWUX8N3Tbmdi3sTBLurASsmEGdd53aFK+HghrH8RVv43vPsgpGYTGH8RmZMuI/NbN8Hffo/mAweoXbaMw++8Q9OWLTRs3MjhN98kUlt7zOqDeXmEiluTG8V+oqPEG1fijQtkZcX8AavOOSI1NbRUVdFysIqWgwdpqTrofe7bT82iRdSvWweBAJlnn03R9+5g2AUXEMjs4JYZ57zbcF6407tF5ytPeq82HUBbD23l8Y8e55mPn6GmqYbphdO599x7uXhM/5Yj8drXiMgQZv37OicREYkRxWuR/hIIGHOnlXDJ1GLe2XQyv1h8Be/ueZZFLW+yePtrnFd2EV+b9hVOGX4KoUCS/fs2rBhOvdHrGmvh08Ww/gVY/xKs/SNYEMbMJjTpMrLPuJTsuXOPWrylpobmykqadu2iuXI3zZW7aNpV6Y2rrKRuzRpa9u8/ZrOBjIwjyY3hxV7rjeLhhEtKCA0vxoIBIvX1uIYGInV13md9Pa6+AddQT6S+gUh93ZHh2jo/QVHlJyy8flpaOq162tSpFP/vH5B96aWEioo6/xttfhsW/TN8ugROOBe+9CBkj+jzn7w3nHMs27WMRz98lMVbFxO0IHNOmMNXJ3+Vk4pOisk2B/0bYGbfBL4JEMwePsilEZHBpnuq45fitYhEU7wW6V9mxqzyAmaVn8+6Hady/+LVvLbjSRZFlrB4+59JDw7j3LLPcem4i5g9YjYZ4QF6m0S8SMmASZd6XSTivZZ1/Qte64yFP/C6oskwZhYUT4XiaQSHTyZYXk5qeXmnq400NNC8e7ef6GhNbvgJj127OLxsGc179nSZbOiMpaURSE3FMjII5uYSzMkhdeJEgjk5XuePC+blHj2ck4OFw12vfMs7sOj/wqZFkDkc5t4HZ9wKgWCvy9lbdc11PLfpOR778DE2HtxIflo+t550K9dOupbhGbG9Rhz0BIZz7kHgQYCU0glukIsjIoNMl8PxS/FaRKLFMl6b2Vzg34Ag8JBz7t52008EfgOcCtzlnPuXGBZHZMBNGZHNL68/h637T+Whtz7ixU8WUW2rWNj4Gi9veZ6gpXBq0elcXj6H80adR2F64WAXeWAFAjByptdd+A+w/1PY8JKXzPjgaVjxyJF5c0b7CY2pbYkN8sdB0PtXOJCaSsqoUaSMGtXp5lxLC81799G820twuEiEQHo6lppKIC0NS00jkJbqJSzS0rC0NCwlJTa3oWxZ5icuXofMIrj4xzDz6wPyetSdNTt5fP3jPL3haaobqzkx/0TuOfseLh17KanBgXm2yKAnMEREjqImySIiQ0OM4rWZBYFfAHOAbcByM5vvnFsXNdt+4LvA1TEphEicGJWfwT9eeSp3u1NYt7OahWu38/yGpWxrXMGyhrUs3/0WvG2Mz57KFeMv4oLRFzA2Z+DfODHo8sfCWd/yOuegejtUrvUeZlm5FirXwccvg/NbUYTSoOhEL5lRUA4pWRBOg1D60Z/hdAilY+E0wunphMePhBMneOtpqvO65nr/8yAcroOq+qhpdd5bQQIhGHEylJzkrbcvtr7rJS4+eQ0yCuHif4KZt8QsceGcY1vNNir2VLB6z2oq9lTw0f6PALhw9IXcMPkGTh1+asyfFdJeLF+j+jhwPlBoZtuAHznnHo7V9kQkMahJ8sBTvBaRvohhvD4D2Oic2wRgZr8HvgC0JTCcc7uB3WZ2eawKIRJPzIypI3KYOiKHv50zhW0HvsIra3ex4KP3WFv1Nuvr1rGx+uf8fOXPKU4bzeyy00kJpmAWwPC6AAG8b24QLHrYm16QkUV+RhbpoXTSQ+lkhDOO9IeO9AcH4BaF42IGOSO9buIlR8Y3N8Ce9UcnNj5+GVbtHriyBcJQMg3K/NYjZTO9BEpXSYBtK+D1f4ZPXoWMApjzf+D0b3gPO+1HtU21rN23loo9FW1Ji/313vNBQpZGhjuB7Ia5XDL6Kq6bMoPxw7P6dfs9Fcu3kFwfq3WLSOJS+mLgKV6LSF/EMF6XAVujhrcBZ8ZucyJDz8i8DG4+Zxw3nzOOqtqreX39buavXcuyXW+wPf0D/ljzIlgEiIC5qE+H2fHdBZoaTCU9lE52SjZlWWWMHDbS67JGtvVnp2T3RzX7VygVSk/yumiNh71WEs11HbSqqIem2qjp/mcgdGxrjVC612Kjo5YcTXWwfSVsX+ElJCoeh+W/9raflgtlp/m3xJzu9Wfkw7b3vBYXG1/xEhcX/aOXuEjtn8TB9prtrKxc2Zas2HBgAy1+C5WsQCmufgKN+0fQVDuKSEMxuYXZ5GWEeXjxQR5atJjJpdlcOaOUK08awaj8gXsei24hEREREZGBVGhmK6KGH/SfsdOqo9yInrsj0omcjDBXn1LG1aeUUd90IW9v2seHO6sJmBEwCJgRDHhdwLy2U4FABHBYIELAIEILldWH2HzgINuqqthZXcXumkO0UA/WiAUasWAj2emOYRkRMgMthFrq2Vq1hw/2ruNQU9VRZcpOyT4mqTEyayQT8yZSkF4wKH+nTqVk9ntrhmOk53lvBpl8hTccaYE9H3nJjO0rvGTFkp+Ci3jTs8u822DS8+HCH8EZ3zzuxEVLpIWKPRUs3raYxVsX80nVJwCELZ30yAm46guorS6jpW4UkWA2J4/O5dRT8jhldC6njMojLzMFgMrqep5fvZMFq3fwk5fW85OX1nPyqFyunDGCy6eXUpLTx1tkekgJDBGJG4ZuIRERGQqOM17vdc7N7GL6NiD6aXojgR193ZhIMkkLB/n8pOF8ftLxvwkiEnFUHqpny75atuyvZet+73PL/lq27Khjb03DkZkD9QzLrKIgr4ZhWdWEAgeoq9vL+4fX8tqW12h2zW2zjsgcwbTCaUwvnM60wmlMKZiSfG9UCQSPPFT0tK954xoOwY73vaTGzgoo/Yb3VpHUYX3ezKHGQ7y14y0Wb13MG9vfoKqhiqAFKQhOJrL3KuqqxxFpGM64omHMGp3HqWfmceqYXCYMH0Yw0HGML85O4+vnjOXr54xl6/5anl+zkwUVO7jnuXX80/PrOOOEfK6YMYLLppVQkNX/D/ZUAkNE4oehe0hERIaC2Mbr5cAEMxsLbAeuA74Ss62JSIcCAaM0J53SnHTOHHdsq4nDDc1sO1DXltRoS3Ds9T4bm/3WBEQIhKspzK2mqHAfKWxjZeVqXt78srcdCzAuZ1xbQmN64XTG540nHOjmNaKJJnUYjP2c1x2HLdVbWLR1EUu2LeG9yvdods3kpuYyPe8sDuydwPIPC6mJpHPljBFcdfIIThmVS25GSp+2NSo/g9vOK+e288r5ZE8Nz1V4LTN++KcPuHv+WmaXF3DDmWOYO63kuOoUTQkMEYkjphYYIiJDQuzitXOu2cy+DSzEe43qI865tWZ2mz/9ATMrAVYA2UDEzO4ApjjnqmNSKBE5RmZqiEklw5hUcmwLgUjEsaemwUto+C04Ptt3mIqtB1m7rxaA1NRayssOkJe/iya3mde2vM4zG5/xpgVTmZw/mSkFUxifN57ynHLKc8vJSc0Z0DoOBQfqD7Bm7xqW71rOoq2L+Kz6MwDG547nxilfI9udxCvvp/HiqgNkpYa4ZfZobpp9AiNy0/u1HOVFWfzNRRP47oXjWV95iAUVO1hQsZOKbQeVwBCRxKUEhojI0BDLeO2cewF4od24B6L6d+HdWiIicSgQMIqz0yjOTuP0E/KPmrbnUAPvbd7Pis8OsHzzAZatHElz5DTAMa60gVGl+0jN3E51yyc8s/EZ6prr2pYtTC+kPLe8LaFRnlvO+NzxSZPYaI40s/HgxrbXmlbsqWBz9WYAQoEQpxefznUnXses0nNZ8bHx6yWb+Hh3DaU5jrsum8y1Z4wiOy22LVvMjBNLsjmxJJs7L55EQ1tLnP6hBIaIiIiIiIgMiKJhqcydVsrcaaUA1DW2sGrrQd7bvJ/lnx1g5dosDjWUAWdQkBVm6ohmigsOkpqxhwbbye76zfxp45+oba5tW2dBWkFbQmN4xnCyU7KPdKlH+oelDIv/18BG2V+/vy1ZsXrPatbsXdOW0MlPy2dG0Qy+OP6LnFR0ElMLptLUFOZ3yzZz7R83sOdQA5NLs/nZtTO44qQRhIOBAS+/mZEW7t+/txIYIiIiIiIiMijSU4LMKi9gVrn3nI2WiGND5SFWbD7A+1sOsG5HNSs2QnMkBxhPRsr5nFiaxdjiJvJyDxBIraQmsp3Pqjfx7MZnj0psdCQrnHVMYuOo/g6m5aTk9Cj54ZyjOdJMU6SprWuONNPQ0kBdc53XNdVR21zbNlzbFNXvjz/cdJgNBzaw9ZD3RumQhZiUP4mrx1/NjKIZzCiaQVlWGWaGc461O6r5yYuf8sSKrdQ2tvC5iUX87C/Hcfb4AswSq3WzEhgiEldiGWTNbC7wb3j3VD/knLu33XTzp18G1AI3OedW+tM+Aw4BLUBzN0/QFxFJeIl2USwi8SEYMCaXZjO5NJu/OmsMAA3NLXxcWcO6ndWs2+F1CysOU9OQCowmGBhDedEcZpVmU1YUIjezmayMJjLSGwmH62lyhznUeIjqxmqva6hu699UtaltWkNLQ5dla01+mFlbcqKppYlmd+Szr1KDqWSEMkgPpZMeSmdi3kS+PPHLzCiaweSCyaSHjjyzoqklwtJP9vHy2l38+cPdbD9YRyhgXHXyCG49dxyTS7P7XI54pwSGiMSVWN1TbWZB4BfAHLxX9C03s/nOuXVRs10KTPC7M4H/9D9bfd45tzcmBRQRGWL0zCIRGSipoSDTynKYVnbkWReRiGPbgTrW7axi3Y5q1u6o5t1P97Ozoh7njl4+MyWVkpwcRuSmU5KdRmlOGtNz0ynJSaMoK5WUUIBwMEDENdLgDlPfUkNd8yFqW2qobT5ETdOho5IezjnCwTDhQJigBQlamKCFMIIELESAEOaCGCHMgqQEwpTl5JKblkV6OP2oREVGOIO0YFq3rTsO1TexeMMeXllXyesf7aa6vpm0cIBzxhfxNxdN4MITh8fktaXxRgkMEYkbMX6L6hnARufcJgAz+z3wBSA6gfEF4LfOOQe8Y2a5ZlbqnNsZu2KJiAw9euu1iAy2QMAYXZDB6IKMtudpgNc6obK6nl1V9eysqmdnVR07q7zhHVX1bKjcw+5DDcckOToXJGC5hIL5pAQDhIJGJOJojjiaWiI0tfR0RU0UZtUyOt8xOh9G58OofGN0foBR+QFKstMIBI6OrJXV9byyrpJX1lXy9if7aGyJkJcR5uKpJVw8pZhzJxSRnjJ0nunRH5TAEJH40vcmyYVmtiJq+EHn3INRw2XA1qjhbRzduqKzecqAnYADXjYzB/yq3bpFRJKPbiERkTgUDgYYmZfByLyMTudpaomw+1ADu6rq2FvTSFNLhOYWR2NLpK2/qSVCYyf9ATPCQSMcDBAKBkjx+73uSH8oaKQEAzS2RNh2oI6t+71Xyq7YfID5FTuIROU+UoIBRualMyo/gxG56azbWU3F1oMAjCnI4MZZY5gzpZjTxuQRGoQHcsYLJTBEJI7Y8TRJ3tvNcyk6WnH7lHlX85ztnNthZsOBV8zsI+fckr4UVERk6DuueC0iMqjCwQBluemU5aZ3P3OMNLVE2HGwji1+UmPL/tq2BMeqrQcZU5DBnRdPZM6UEiYWZ+m5Qz4lMEQkrsQwNG8DRkUNjwR29HQe51zr524zewbvlhQlMEQkaelSWkSk78LBAGMKMhlTkDnYRRlSkrftiYgkm+XABDMba2YpwHXA/HbzzAduNM9ZQJVzbqeZZZrZMAAzywQuBj4YyMKLiIiIiCQ7tcAQkbgSqybJzrlmM/s2sBDvNaqPOOfWmtlt/vQHgBfwXqG6Ee81qjf7ixcDz/hN90LAY865l2JSUBGRIUK3kIiIyEBTAkNE4ksM7+9zzr2Al6SIHvdAVL8Dbu9guU3AjJgVTERkKNL92CIiMsCUwBCRuKHX8omIDA2K1yIiMhiUwBCRuKImySIiQ4PitYiIDDQlMEQkvqhJsojI0KB4LSIiA0xvIRERERERERGRuKcWGCISV/R7nojI0KB4LSIiA00JDBGJI6Z7qkVEhgTFaxERGXhKYIhIXNEFsYjI0KB4LSIiA00JDBGJH3ovn4jI0KB4LSIig0AJDBGJG971sK6IRUTineK1iIgMBnPODXYZ2pjZHmBzu9E5QFU3i3Y2T0fj24+LHu6uvxDY201ZelvGnszT23pED/d3PboqZ0+mJ+s+idd6dDatt3WJHjfJOTes+2Ify8xewvtb9MVe59zcPi4rvaR4HZN4Hd0fPW6o1CVZ9kmsz6FdzdPf+0TxOgn48fowx3fcRuvJMdzTeWP9vYXj/852V66+zHs89W4/bijVu6vp2uc9HzeU6t3V9O7qOcY5V3TMUs65uO6AB/s6T0fj24+LHu6uH1gxFOrRrsz9Wo+e1KWr6cm6T+K1Hv1Vl3bjjuv4Ujd0O32nji9etyt/v3yntE/6f5/E+hw6VPaJuqHV9ee+7skx3NN5Y/29jde6H0+9u6lrXNdb+1z7vC91b98FiH8LjmOejsa3H7egl/19NZD1iB7u73r0ZD1dTU/WfRKv9ehsWm/r0l/Hlgxt+k4dX7yO7h+oeN3VPNonR/drn4h4enP89PWasb++t/2tv+p+PPVuP24o1bur6drnPR83lOrd1fSe1v0ocXULSbwzsxXOuZmDXY7jlSj1gMSpS6LUAxKrLjJ0JdJxmCh1UT3iTyLVRbqWzPs6WeuerPWG5K17stR7KLTAiCcPDnYB+kmi1AMSpy6JUg9IrLrI0JVIx2Gi1EX1iD+JVBfpWjLv62Ste7LWG5K37klRb7XAEBEREREREZG4pxYYIiIiIiIiIhL3lMAQERERERERkbinBIaIiIiIiIiIxD0lMPqJmY0zs4fN7KnBLktvmVmmmf2Xmf3azG4Y7PIcj6G8H6KZ2dX+/njWzC4e7PL0lZlNNrMHzOwpM/vWYJdHBIZ2nFC8jj+JEq9BMTtZJdIx3BuJEoN6KpHOH72RbPs5WqJ+t5XAAMzsETPbbWYftBs/18zWm9lGM/t+V+twzm1yzt0S25L2XC/r9CXgKefcrcBVA17YbvSmLvG2H6L1sh5/8vfHTcC1g1DcTvWyHh86524D/hJI+Nc6SewpXiteD4REidegmJ3o+ikmxvUx3JFEPBf0RSKdP3ojUc41fZFI56e+UgLDMw+YGz3CzILAL4BLgSnA9WY2xcymm9lz7brhA1/kbs2jh3UCRgJb/dlaBrCMPTWPntclns2j9/X4e396PJlHL+phZlcBbwKvDmwxJUHNQ/Fa8Tr25pEY8RoUsxPdPPovJsbrMdyReSTeuaAv5pE454/emEdinGv6Yh6Jc37qEyUwAOfcEmB/u9FnABv9rF0j8HvgC865Nc65K9p1uwe80N3oTZ2AbXhBDeLwmOhlXeJWb+phnvuAF51zKwe6rF3p7f5wzs13zs0Gkqa5osSO4rXi9UBIlHgNitmJrj9iYrwfwx1JxHNBXyTS+aM3EuVc0xeJdH7qqyF98MZYGUeylOB96ctaB8zsLjNba2arzWyVmc0xsweAU8zsB+1XZmYn+vO9b2blsS9+hzqr0x+BvzCz/wQWdLcSM7vDzDKihmv6u6BmdpOZ3d/FLB3V5QdmNqH9fjCzu83szh5s8wd+s6v1ZnZJJ/N82d/vETOb2ZvlzewZ4AVggplVmdkq4DGgoV09TgQOABcB15jZbf7yq8zsjO7qMUg6PLbM7Hwz+3cz+xVe3UViQfG6E4rXitedUMxObF3GxA58h3bH8BDVq3qbWUFX54IhrF/OH0NQZ3EtUfdztM72eaJ8t48SGuwCxDHrYJwDMLNZwBXAqc65BjMrBFKcc690sb6rgWedcz/q/6L2mHFsvZxz7jBwcy/WcwfwO6C2xxs2CznnmnuxjW5X2cn4A/79u71bmdfM6jpgKjAC+LOZTXTOtW9i9wHePYS/6u3yzrkvmtkJwOvAWufcFWb2ZaD9xXM18CHwfefcYn/9JwLDnHPv9rZuA6TD74tzbhGwaGCLIklI8bpziteK1x1RzE5sncbEjjjn/h3499gVZ8D0tt77gIT5py5KZ9/v3p4/hprO6p2o+zlaZ3VPlO/2UdQCo3PbgFFRwyOBHX5/KbDXOdcA4Jzb65zbAWBm/2Bmy83sAzN70G+6cxneReQ3zOx1f76vmtm7/q80vzLv3qWjmNlpZrbYzN4zs4VmVuqPX2Rm9/nLbzCzc/3xQTP7qb/91cBX/PHn+9u9FbjWzAJm9kvgX4CLzOwFM7vGzC70f3Vq3f4cM/tjuzJ9F++C7/XWuvjjf2xmFWb2jpkV++Pmmdm/+vPdZ2blZvaSX583/Iu81l/JPvCXXxK1uRH+/B8D34/a1vXAvX5d7ovaPy1R89zl/7L2Z2BSRzu4nS8Av3fONTjnPgU24jXHOorzHnC2vq/Ld6AGuMLfZ8uBs/GOs8fxLrBbXeePi1ddfV9EYk3xWvFa8bp3FLMTW7Lu32Std3vJ+ndI1npDstXdOafOOYATgA+ihkPAJmAskAJUAFP9aVnAKmAD8EvgvKjl8qP6/xu40u+/G7jT75+M13Qr7A//ErixXXnCwFKgyB++FnjE718E/D+//zLgz37/N4G/9/tTgdXAeuB84DAw3q/TXwMv+nX6HF7z12vwsncfRW3zsdbytyvbZ0Bh1LCLqudPosowD3gOCPrDrwIT/P4zgdf8/jVAmd+f63/e5Jc1B0jD+2J+hHcxvgUo8acv9cteAWwHCoHT/HVmANl4F6etf/vbgNs6qNP9wFejhh8GrunieFkEzOzt8njH2afAc/7w4365xwLlQD3er4IlwE4g5M/3ITBtsL8nffm+qFPX311vjj8Urz9D8XoRSRyve/udUTf0umTdv8lab/0dkrveyV5355xaYACY2ePA28AkM9tmZrc4r/nst4GFeBcjTzjn1gI452rwLrq+CewB/mBmN/mr+7yZLTOzNcAFeBc37V3oL7/cvPtqLwTGtZtnEjANeMWf5+858uAd8O5jA3gP7yAGuBi40Z9/F95TaMuBJ4GtzrmNfp1+7G//Cec9COZ1v14O7yL+q2aWC8zCu3DuTiPehW/78gA86ZxrMbMsYDbwpF++X+H9MgrwFjDPzG4Fon/ZfNU5VwX8Bu9CdzzeRf4259wuvy7jgIeAJ4Amf7lzgWecc7XOuWpgfusKnXMPOOce6KAOvWp22Jflo46zUcCFZnYL3r6vxzvG1uHdX73Fr99af76TgSbn3FGvSxosvf2+iPQnxWvFaxSve0UxO7El6/5N1nq3l6x/h2StNyR33VvpGRiAc+76Tsa/QCcPsXLevbKLgEX+xe/XzOz3eL/OzXTObTWzu/F+jWrPgP9yznX1IBnDu+92VifTWx8k1sKR/WjAd5xzC49akdn5wJ2tdTKz3wKrnHO/6WC9v8H7tbEe72K2J/dBN/kX0+3LA94vieDdrnTQOXdy+4Wdc7eZ2ZnA5cAq/wKwrY7OuevN7Dm8JtS5ePc0t9blLrwM44/9C+q21fag3NGOt+lVt8u3Hmet+8M597DfpHqac66ug3W2NkuuJI6aI/fl+yLSXxSvj6J47VG87oJidmJL1v2brPVuL1n/Dslab0juurdSC4w+MLNJZjYhatTJwGaOXPzu9X/BuqaTVbyK9zTY4f768s1sTLt51gNF5j2ADjMLm1lHvw5GWwh8y8zC/jITzSyzg/nexHsKccC///n81gnOuzd8B94viPM62c4hYFg3ZTmK/8vap+Y9BA3zzPD7y51zy5xz/wDs5egLy/aWAeeZWaF596FfDyxuN88S4Itmlm5mw4Are1DE+cB1ZpZqZmOBL/dsnQAABVZJREFUCUBvHsDW1+VfxsuYAhD1zwDA03hNzq/Fex2SiPSS4rXidT8ur3gtIiIyyJTA6Jss4L/MbJ15D1+bAtztnDsI/Brvft4/Acs7Wtg5tw7vgvNlf/lXONI8t3WeRrwL6vvMrALvHu7Z3ZTrIbxmrSvN7AO8Zr8dtbJ5Gu8XqNZ5lgFVUdMfxWvCvK6T7TwIvGhRD4XroRuAW/z6rOXIu5l/amZr/DIvwbtvq0POuZ3AD/CaUVcAK51zz7abZyXwB7y/2dPAG63TzOw26+A1Qn4zqyfw/n4vAbf7v9piZg+Z/wo+M/uimW3Da679vJkt7G75bnwXmGne6x3XEfWUZP94egeodN6D5kSk9xSvFa8Vr0VERBKEHWlJKsnEzLKcczVmVoD3y9PZ/n28mNn9wPvOuYcHtZAiIqJ4LSIiIuLTMzCS13PmPfgtBbgn6mL4Pbz7oP9uMAsnIiJtFK9FREREUAsMERERERERERkC9AwMEREREREREYl7SmAkITNrMbNVUd33B7tM0Pak+9fMbExU2XaZ2fao4ZR2y9xk3vuQo8cVmtke/wnzv2/3BgIRkSFD8VpERLqjc4UkE91CkoTMrMY5l9XP6ww555qPcx2XAxc5574XNe5uoMY59y+dLJMNbAJGO+dq/XG3Aac7524xs/OArzrnbj2esomIDAbFaxER6Y7OFZJM1AJD2pjZZ2b2j2a20n9N3on++Ewze8TMlpvZ+2b2BX/8TWb2pJktwHvFYIaZPeG/Yu4PZrbMzGaa2S1m9rOo7dxqZv/aQRFuAJ7tYHzrcqeZ2WIze8/MFppZqXOuGu9VfldGzXod0Jq5fQO4yMz0wFoRSRiK1yIi0h2dKyQRKYGRnNLt6GZm10ZN2+ucOxX4T+BOf9xdwGvOudOBzwM/NbNMf9os4GvOuQuAvwYOOOdOAu4BTvPn+T1wlZmF/eGbgd90UK6zgfc6KrC/7H8A1zjnTgMeAX7sT34cL7BhZiOAicDrAM65CLARmNGDv4uISLxRvBYRke7oXCFJQ5mr5FTnnDu5k2l/9D/fA77k91+MF6Rag14aMNrvf8U5t9/vPwf4NwDn3AdmttrvP2xmrwFXmNmHQNg5t6aDbec75w51Uq5JwDTgFTMDCAI7/WnPAb/0m5z9JfCUc64latndwAg6CaAiInFM8VpERLqjc4UkDSUwpL0G/7OFI8eHAX/hnFsfPaOZnQkcjh7VxXofAv438BEdZ2gBms0s4GdW2zNgrXNuVvsJzrk6M3sJ+CJetvZ77WZJA+q6KJuIyFCkeC0iIt3RuUISim4hkZ5YCHzH/PSomZ3SyXxv4mVJMbMpwPTWCc65ZcAo4CscuYetvfXAuC6mFZnZLH/9YTObGjX9ceBvgWLgnXbLTgTWdrJeEZFEongtIiLd0blChiwlMJJT+/vk7u1m/nuAMLDazD7whzvyS7xAtBr4X8BqoCpq+hPAW865A50s/zxwfkcTnHONwDXAfWZWAawCZkfN8jJeU7I/uKhX65hZMV6zup2IiAw9itciItIdnSskaeg1qtJvzCyIdw9cvZmVA68CE/0AhZk9B/zMOfdqJ8uXAr91zs3pxzJ9D6h2zj3cX+sUERnqFK9FRKQ7OldIPNIzMKQ/ZQCv+08VNuBbzrlGM8sF3gUqOgtwAM65nWb2azPL9l+h1B8OAv/dT+sSEUkUitciItIdnSsk7qgFhoiIiIiIiIjEPT0DQ0RERERERETinhIYIiIiIiIiIhL3lMAQERERERERkbinBIaIiIiIiIiIxD0lMEREREREREQk7imBISIiIiIiIiJx7/8DuSc16Adn0M4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "irfs[\"psf\"].peek()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# This is how for analysis you could slice out the PSF\n", "# at a given field of view offset\n", "psf = irfs[\"psf\"].to_energy_dependent_table_psf(\"1 deg\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "psf.plot_containment_vs_energy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Background\n", "\n", "The background is given as a rate in units `MeV-1 s-1 sr-1`." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# TODO: add plot method to `Background3D`.\n", "# FIXME: Background2D.peek` is broken.\n", "irfs[\"bkg\"].to_2d().plot()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$$[1.2053316 \\times 10^{-5}] \\; \\mathrm{\\frac{1}{MeV\\,s\\,sr}}$$" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "irfs[\"bkg\"].data.evaluate(energy=\"3 TeV\", fov_lon=\"1 deg\", fov_lat=\"0 deg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Source models\n", "\n", "The 1DC sky model is distributed as a set of XML files, which in turn link to a ton of other FITS and text files. Gammapy doesn't support this XML model file format. We are currently developing a YAML based format that improves upon the XML format, to be easier to write and read, add relevant information (units for physical quantities), and omit useless information (e.g. parameter scales in addition to values).\n", "\n", "If you must or want to read the XML model files, you can use e.g. [ElementTree](https://docs.python.org/3/library/xml.etree.elementtree.html) from the Python standard library, or [xmltodict](https://github.com/martinblech/xmltodict) if you `pip install xmltodict`. Here's an example how to load the information for a given source, and to convert it into the sky model format Gammapy understands." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# This is what the XML file looks like\n", "# !tail -n 20 $CTADATA/models/models_gps.xml" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# TODO: write this example!\n", "\n", "# Read XML file and access spectrum parameters\n", "# from gammapy.extern import xmltodict\n", "\n", "# filename = os.path.join(os.environ[\"CTADATA\"], \"models/models_gps.xml\")\n", "# data = xmltodict.parse(open(filename).read())\n", "# data = data[\"source_library\"][\"source\"][-1]\n", "# data = data[\"spectrum\"][\"parameter\"]\n", "# data" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Create a spectral model the the right units\n", "# from astropy import units as u\n", "# from gammapy.modeling.models import PowerLawSpectralModel\n", "\n", "# par_to_val = lambda par: float(par[\"@value\"]) * float(par[\"@scale\"])\n", "# spec = PowerLawSpectralModel(\n", "# amplitude=par_to_val(data[0]) * u.Unit(\"cm-2 s-1 MeV-1\"),\n", "# index=par_to_val(data[1]),\n", "# reference=par_to_val(data[2]) * u.Unit(\"MeV\"),\n", "# )\n", "# print(spec)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CTA performance files\n", "\n", "CTA 1DC is useful to learn how to analyse CTA data. But to do simulations and studies for CTA now, you should get the most recent CTA IRFs in FITS format from https://www.cta-observatory.org/science/cta-performance/\n", "\n", "If you want to run the download and examples in the next code cells, remove the # to uncomment." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# !curl -O https://www.cta-observatory.org/wp-content/uploads/2019/04/CTA-Performance-prod3b-v2-FITS.tar.gz" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "# !tar xf CTA-Performance-prod3b-v2-FITS.tar.gz" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# !ls caldb/data/cta/prod3b-v2/bcf" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# irfs1 = load_cta_irfs(\"caldb/data/cta/prod3b-v2/bcf/South_z20_50h/irf_file.fits\")\n", "# irfs1[\"aeff\"].plot_energy_dependence()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# irfs2 = load_cta_irfs(\"caldb/data/cta/prod3b-v2/bcf/South_z40_50h/irf_file.fits\")\n", "# irfs2[\"aeff\"].plot_energy_dependence()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "* Load the EVENTS file for `obs_id=111159` as a `~gammapy.data.EventList` object.\n", "* Use `events.table` to find the energy, sky coordinate and time of the highest-energy envent.\n", "* Use `events.pointing_radec` to find the pointing position of this observation, and use `astropy.coordinates.SkyCoord` methods to find the field of view offset of the highest-energy event.\n", "* What is the effective area and PSF 68% containment radius of CTA at 1 TeV for the `South_z20_50h` configuration used for the CTA 1DC simulation?\n", "* Get the latest CTA FITS performance files from https://www.cta-observatory.org/science/cta-performance/ and run the code example above. Make an effective area ratio plot of 40 deg zenith versus 20 deg zenith for the `South_z40_50h` and `South_z20_50h` configurations." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# start typing here ..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Next steps\n", "\n", "* Learn how to analyse data with [analysis_1.ipynb](analysis_1.ipynb) and [analysis_2.ipynb](analysis_2.ipynb) or any other Gammapy analysis tutorial.\n", "* Learn how to evaluate CTA observability and sensitivity with [simulate_3d.ipynb](simulate_3d.ipynb), [spectrum_simulation.ipynb](spectrum_simulation.ipynb) or [cta_sensitivity.ipynb](cta_sensitivity.ipynb)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 4 }