From e9e309be24eea6b59297344693cc1a254410f9c9 Mon Sep 17 00:00:00 2001 From: Carl Date: Thu, 4 Jan 2024 22:43:38 +0000 Subject: [PATCH] full benchmark --- contents/xarray-benchmark.ipynb | 366 ++++++++++++++++++++++++++++++++ drafts/xarray-benchmark.ipynb | 287 ------------------------- 2 files changed, 366 insertions(+), 287 deletions(-) create mode 100644 contents/xarray-benchmark.ipynb delete mode 100644 drafts/xarray-benchmark.ipynb diff --git a/contents/xarray-benchmark.ipynb b/contents/xarray-benchmark.ipynb new file mode 100644 index 0000000..149c279 --- /dev/null +++ b/contents/xarray-benchmark.ipynb @@ -0,0 +1,366 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "eae02ba3-39e6-4ef6-9a0f-3210fdc5ce68", + "metadata": {}, + "source": [ + "# Cloud-native EarthData Access\n", + "\n", + "_We show how to run existing NASA data workflows on the cloud, in parallel, without a cloud service account using your laptop._\n", + "\n", + "NASA recently announced completion of the transfer of some [59 petabytes of data](https://www.earthdata.nasa.gov/eosdis/cloud-evolution) to the Amazon cloud -- a core component of NASA's Transformation to Open Science (TOPS) mission. Researchers are frequently told that to take advantage of such \"cloud data\" they will need to pay (or find a grant or other program to pay) for cloud computing resources. This approach is sometimes describes as \"send the compute to the data\". While this narrative is no doubt beneficial to Amazon Inc, it exacerbates inequity and is often misleading. The purpose of having data in a cloud storage platform is not just to make it faster to access that data on rented cloud computing platforms. The high bandwith and high disk speeds provided by these systems can be just as powerful when you provide your own compute. Consistent with NASA's vision, this means that high-performance access is free\n", + "\n", + "> NASA Earth science data have been freely openly and available to all users since EOSDIS became operational in 1994. Under NASA's full and open data policy, all NASA mission data (along with the algorithms, metadata, and documentation associated with these data) must be freely available to the public. This means that anyone, anywhere in the world, can access the more than 59 PB of NASA Earth science data without restriction\n", + "\n", + "All we need is software that can treat the cloud storage as if it were local storage: _a virtual filesystem_. The ability to do this -- the HTTP range request standard -- has been around for over two decades and is widely implemented in open source software. Unfortunately, many users and workflows are stuck in an old model that assumes individual files must always be downloaded first. We even see this in workflows designed to run on cloud platforms. A recent [blog post](https://medium.com/coiled-hq/processing-terabyte-scale-nasa-cloud-datasets-with-coiled-70ab552f35ec) by commercial platform Coiled provides a typical illustration of this. Typical of most workflows, the example relies on only a small subset of the data found in each file (specific spatial region and specific variables), but uses an approach that downloads all 500+ GB of files anyway. A faster approach will only download the range of data that we actually use. The Coiled blog post shows a full download-based workflow that takes 6.4hrs to complete locally, and then argues that by adding some extra code and paying Amazon for compute time, the same workflow can run much faster. Here we will consider the same workflow again, but this time make it much faster just by removing the download loop and running it from a local machine for free. We also compare a second way that dispatches via a different virtual filesystem approach and is even faster.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "fdba4406-f5eb-44c0-bab9-c222cd847a21", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import earthaccess\n", + "import rioxarray\n", + "import rasterio\n", + "import xarray as xr\n", + "import numpy as np\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c21deccd-aeb5-4519-8733-b38b6edf87f2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Granules found: 729\n" + ] + } + ], + "source": [ + "results = earthaccess.search_data(\n", + " short_name=\"MUR-JPL-L4-GLOB-v4.1\",\n", + " temporal=(\"2020-01-01\", \"2021-12-31\"),\n", + " #temporal=(\"2019-01-01\", \"2019-01-31\"),\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "id": "1d6a7151-7a45-471a-be70-38ad1f89fe8c", + "metadata": {}, + "source": [ + "## Using fsspec virtual filesystem\n", + "\n", + "Rather than tediously downloading the entirety of each file and then manually looping over each one to open, read, and concatinate as shown in the [Coiled Demo](https://medium.com/coiled-hq/processing-terabyte-scale-nasa-cloud-datasets-with-coiled-70ab552f35ec), we can simply open the whole set in one go. This lazy read method allows us to then range-request only the subset of data we need from each file, thanks to `earthaccess` using a cloud-native reads over http via the python `fsspec` package. We can then issue the usual xarray operations to process and plot the data, treating the remote source as if it were already sitting on our local disk. This approach is quite fast, works from any machine, and does not require spending money on AWS. (note that `fsspec` package, which is doing the core magic of allowing us to treat the remote filesystem as if it were a local filesystem, is not explicitly visible in this workflow, but earthaccess has taken care of it for us).\n", + "\n", + "Note this code is also simpler and more concise than the implementation shown in download-based workflow. Setting up the fsspec connections takes about 29 minutes. because the evaluation is lazy, most of the computation only occurs at the last step, when we create the plot, which takes about 46 minutes." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c3dab7cb-525f-4a3f-aab7-9649845079fc", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Opening 729 granules, approx size: 505.34 GB\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4ac194c54cbe4727ab096c7b56584f0e", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "QUEUEING TASKS | : 0%| | 0/729 [00:00" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%time\n", + "result.std(\"time\").plot(figsize=(14, 6), x=\"lon\", y=\"lat\")" + ] + }, + { + "cell_type": "markdown", + "id": "16f83471-0d4a-49b0-a5a6-80340b0606f2", + "metadata": {}, + "source": [ + "## Using GDAL Virtual Filesystem\n", + "\n", + "A different virtual filesystem approach is available through GDAL. While fsspec tries to provide a generic POSIX-like interface to remote files, the GDAL VSI is specifically optimized for spatial data and often considerably faster. The `rioxarray` package provides a drop-in engine to `xarray`'s `open_mfdataset` that uses GDAL. (Aside -- at least some of the other netcdf engines supported by xarray should also be able to natively perform range requests over URLs to data without needing the fsspec layer added by earthaccess, and may have better performance. This case is not illustrated in this notebook). Here we'll use the GDAL VSI. \n", + "\n", + "Because the NASA EarthData are behind a security layer, using the URLs directly instead of `earthaccess` with fsspec requires a little extra handling of authentication process to make GDAL aware of the NETRC and cookie files it needs. We'll also set some of the optional but recommended options for GDAL when using the virtual filesystem. Unfortunately this makes our code look a bit verbose -- ideally packages like `rioxarray` would take care of these things.\n", + "\n", + "Note the GDAL is about 3x faster at setting up the virtual filesystem, and a little faster in the xarray/dask dispatch to compute the plot. (When this approach is combined with metadata from a STAC catalog, it does not need to read individual file metadata and the first step can become almost instant).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8a7eec77-de5d-43bd-af77-b912851d57bc", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 47.7 s, sys: 3.78 s, total: 51.4 s\n", + "Wall time: 11min 48s\n" + ] + } + ], + "source": [ + "%%time\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "import os\n", + "from pathlib import Path\n", + "cookies = os.path.expanduser(\"~/.urs_cookies\")\n", + "Path(cookies).touch()\n", + "\n", + "## pull out the URLs\n", + "data_links = [granule.data_links(access=\"external\") for granule in results]\n", + "url_links = [f'{link[0]}' for link in data_links]\n", + "\n", + "\n", + "# and here we go\n", + "with rasterio.Env(GDAL_INGESTED_BYTES_AT_OPEN=\"32000\",\n", + " GDAL_HTTP_MULTIPLEX=\"YES\",\n", + " GDAL_HTTP_MERGE_CONSECUTIVE_RANGES=\"YES\",\n", + " GDAL_HTTP_VERSION=\"2\",\n", + " GDAL_NUM_THREADS=\"ALL_CPUS\",\n", + " GDAL_DISABLE_READDIR_ON_OPEN=\"EMPTY_DIR\",\n", + " GDAL_HTTP_COOKIEFILE=cookies, \n", + " GDAL_HTTP_COOKIEJAR=cookies, \n", + " GDAL_HTTP_NETRC=True):\n", + " ds1 = xr.open_mfdataset(url_links, \n", + " engine = \"rasterio\", \n", + " concat_dim=\"time\", \n", + " combine=\"nested\",\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c6fed3fa-cb91-423c-9583-e756bbc56572", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 2min 13s, sys: 3min 13s, total: 5min 27s\n", + "Wall time: 32min 55s\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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//v2r9Z4QBEEQBKHTuXNndO7cudjTIAiCIAiiDlNjsu0wxvDYY4/hxBNPjGyzZcsWNG3aFM8//zz69OmDRYsWYeLEifjyyy/hOJ4Rzbp167D33nvjo48+QseOHfGXv/wFxx57LL744gu0bNkSALBw4UKMGTMG//73v1G/fn2MGTMGS5cuxbvvvivPNWjQIHz33Xd49tlnC3rdBEEQBEEQBEEQBEHUbGpNzJOff/4ZixYtQtOmTdGtWzcAwE8//YT69etL4QQAGjVqBAB45ZVX0LFjR6xcuRJdu3aVwgkA9O/fHxdddBHee+897Lvvvli5ciX69u2rna9///644oorIufz008/4aeffpLHruvi22+/RfPmzcEYy8clEwRBEARBEARBECngnON///sf2rRpo60PS4X/+7//w88//1yQsevXr4+GDRsWZOxSosaLJ08//TQGDRqEH3/8Ea1bt8ayZcukn/aRRx6JUaNGYdasWbj88svxww8/YOzYsQCAL7/8EgCwadMmTTgBII83bdoU22bLli3YunWrFGRUpk2bhuuuuy6/F0sQBEEQBEEQBEHkzGeffYZddtml2NPIK//3f/+Hdm23w6avKwsyfqtWrbBx40YSUBKo8eJJ7969sWbNGnzzzTe47bbbMHDgQKxatQotWrRAly5dcNddd2HUqFEYN24cMpkMLrvsMrRs2bLgauO4ceMwatQoebx582b89re/xWeffYYmTZpg3ydmeBUcAGfgHFhz8tUFnVNV6XbLfG+HA4wDay6/tFrPf+DkPwAAVk++pFrPm5bDL/fmxzjw0s01c45E1Tjm5HIAwDOPjsQxJ5fjmUdHYsBJ5eGGFmfHpY+PLPDsCKL66XnZH+TfO/E3EL5x5cs30d9BgiAIouawZcsW7Lrrrth+++2LPZW88/PPP2PT15X49M0yNNk+v+vcLf9z0Xa/Cvz8888kniRQ48WTxo0bo2PHjujYsSMOPvhg7Lbbbrjjjjswbtw4AMCZZ56JM888E1999RUaN24Mxhjmzp2L9u3bA/BUtNWrV2tjfvXVV7JOvIoytU2TJk2sVicA0KBBAzRo0CBU3qRJEzRp0gSZbRvKBRb3xZN9/3ILPj59fO43o8BsHH9NtZ6v83h/Uerfp0yDhnhvWs1bgHYfXo63Fo5Epr73x4Rx730mSo9Xnp+EI46egeMH3op69RrK1xAW8eSEU2/Fi38dU/hJEkQ1sd+wcmTqN5R/795ZPA7dhwdiIv0dJAiCIGoipRxCYbvtGbbbPr/X56J071e+qXXOYK7rarFGBC1btsR2222HBx98EA0bNsRRRx0FAOjRowfWrVuHr7/+WrZdtmwZmjRpIiP39+jRA8uXL9fGW7ZsGXr06JHTHPd49Hq5/+GpE3Mao5TpPKEcnSfowsn6qSNrpHACAOBA9wu9+TJ/vvtdYLFGSMEBQ+bigCFz8zUzogCseFYXQDjzNg0G2P6f6d1vBo48arrcCKK2st8w728cZ8HfPw0GdL8ot7+DBEFUjX2WTkT3ZyYUexoEQRSBSu4WZCPSUVTLk++//x4bNmyQxxs3bsSaNWuw4447onnz5pgyZQqOP/54tG7dGt988w3+8Ic/4PPPP8dpp50m+8yfPx+HHHIItttuOyxbtgyjR4/G9OnTscMOOwAA+vXrh86dO+Pss8/GzJkzsWnTJkyYMAGXXHKJtBwZPnw45s+fj6uvvhpDhw7FCy+8gIceeghLly7N+do+PCUQTT46bQI6PnRjzmOVCntO9AUIQPvlnnGgy7jyoIwD780IhJS9RpeDcWDd7OKKK2/90Tt/rsKJgFmsFogahvjFQklGxlm6944zBub3swkoLywbm5cpEkShUIUTgWpxAga8dWsNFbsJohbT7Wnvu+M7x96gle+zNPhO6TAOh34kJgiCKApFTVW8YsUK9O7dO1Q+ePBgLFy4EGeeeSZWrVqFb775Bs2bN8cBBxyACRMm4IADDpBtzznnHCxduhTff/89OnXqhKuuugpnn322Nt6nn36Kiy66CCtWrEDjxo0xePBgTJ8+HfXqBdrRihUrMHLkSKxfvx677LILJk6ciHPPPTf1tYg0yps3byZTZoM9rw2sTJgikKhWJ4IuY3QLD9Hm3VnF+6Le/UJPvHlzUTCH/S4olwvkN24fFdU1xIHnelYnq+9M34eoXo743Uy9wPgTGRJQLH9BWdSfVYuwzzjH8hfGpZ8gQVQDmrUJA95aSGIJQRQSIZwAnn6/ZoAnoAjhxFH+83nrGPpBjiBslPJ6TFzbpg9+W5CYJ632+GdJ3rd8U1TLkyOOOAJx2s2jjz6aOMbdd9+d2KZt27Z45plnEufy9ttvJ45F5Ai376vCicBcnBZTOAECi5NsOGCo75rDgdcXe0KJEE6IWgZjIQEl3/Q5choJKETNhH7hJohqRRg+mtYmKt2fmSAFlP3+4sXSe/N3U6pnggRBEHWYGh8wlqjdSKsTGKKIv99lXLkW6+S9GSOx19WBpUqxhRMV4a7DOJfrCWF1sv95c63XZxNOyOqkFqIIKGndd0JEWJ3Y6NN7mtxf/iKJKsXksFNm45VHrir2NIoDWZwQRLVixrg0RROvjVcmRBPHZv5IEETJ4sK1faWs8phEOorqtlNKZGMm1v6Bqd4OBz45s3oz3BSTzhP0uCaqa8570/Uv6HuN1t13ih3vRBVOJEbcFlu5WkeiSfHoNUB3xfnb0uS04XHuO3GuO1ZBJEk4CY0XFCxfUXf+RtRETPHk0FNn49WHS1tM6X5hubQ4IfGEIKoPm4uOClPKVdHk9d9NLezECKKWUBfcdr74YJeCuO202eNfJXnf8k2ty7ZTMtRhyWr9lJFWd51IinyvqhIgloSTmkmvATPR65iZsW1W/CVZYAGQ0/OZVjgx6dtrqtyI4nHoaXOKPYXCQsIJQVQ7pnDy1jE3arFNGEWbJwgCQCXnBdmIdJDlSZ6wKZ27LfH+0/votAno8OAUgDNwDnxyBv2SLOgytjxkdSLoepUnWhTb6gTwBJQ3b/Pmsf/5c+WCN94CQa8iAaU49DpulrfjWv7UceBvz6SwQjl6hnYcb2lkFLgxddo4CYFpLW0A4PmXxlsaEvlCWJ4ceursoJAxvLrkyuJNqoCIrDoknBBE4VHjmgDxQWGj3HQYA1Yfnb2gfuiyMQCAV4+akdCSKCXOWnUB7jvotmJPo2DUBcuTz97/TUEsT3bt9HlJ3rd8QzFPCsDuj9wAcOCj0/T/FD8eRKKJSZRwAtQM0UQghBMAcsH7xh3RYkgoOCxJlEVBCicA4DC7gJKCFc96XzKPOHpGbLyT1MJJhGgSFuMs/u6GC9BRh4WDBC57JXdBpW9Pb7xsRZk+R3hf3kvRzUgTTkocIZp0v6ic0hETRDUS5aoDeMKJTTTJB4cuG0MCSh3j7FXn456Dbq9yG6I4uOBw87ywyPd4pQxZnuQJoQa2v/saZLZtCHCA+5YmGwZOKPb0iGriwHPnkoVJDaDn8YFoEvo+6oZFjDTWJ4Le/ZUvmXGxTpKEkyjRRC2Pi99l+9Ptf5uOEk+OOmxKqE4VX0TdUYdNAfd/1IgTUWzuQ1z9Qs9YSQS8VcWTUo93QhBE9dL9Gf07ouqe8+bvpoSEE1U0ycXiBPAEE/U8r/SNd2MlSo84cWTw6vMAAHcdeEd1Tikv1AXLk43vt8b2ebY8+d//XLTr9GVJ3rd8Q5YneebtE8Zg/2XzAHjuOkTdgoST0kYTTuKIEj1seodFOLGKJml07pg2QiSxWaqYbdQ5iDJTdBEWKl7j4Ns844qAkmLORx41HQDwwrKxiW2LhbgmEk4Igsg3qnuOKqSI1MP5zqZjCicEAQSCCUEQ8ZB4kmf2fWIGMo0a4sNTJyY3Jgii4OScWjhx4GBXsywxhA9ZZ1icxIomNtEhi2s46hDFV76qpt2+MGKKLlIfcRDM128rro1bzt3nyCANM/fbv7B8LI48anqNFVBCMU8IgiAKgBnnRMW0ODnw2exdJG3CicM4ei4fDQB4qc8sWzeiBLnnoNsxePV5uOvAO0LCSW20OKlLkNtOcaFsOwWAhBOCKC4vPTm6IOO++JwX+yRvwgnnAOdgri+c+MfgCG2M89w21z5e+o1Hb0Awd+V6guv3XHv6HOFvvacF4yK4piP7TAdceK8EQRCEhpqKWLjq5OKyYxNOVI5YfhWOWE4WdnUFUzhxmAsn1l+YIAiyPCEIojRhkIt0zfrECBybTbwTbzDlFFUVTmAKD5ZxlbYaSd9vFGk8NF4S6k+cPLAQ0dvo82Ju0IY76k1igSuPaqHCIc1XGOf2c9QQDjtldtUteAiCKAp7PHo9AOCDk68t8kxyQxVOVA5+Logn9ff+06xtREadJNEE0N2Der/gZRN78Uh7WvajVgTBpJcdUW5tQ9R8hrw+BI7xf9viAxYXZzJEagqRWphSFaeHLE/yzNsnjMHuD99Q7GkQRJ2m5wmFMT3u3S+IeZJKOIFZ7u+kFU6EJYeL8GacL7RVRvSL28zzSsFHH9trA82KJDLQbYybUmzAXYIgCELDJnowxtHjr+ldHpOEE1VoESKKoM+LozThhCgtSDghiGTI8iTPiJgnBEGUFlkLJzaLkyTRRPR1LeeJExeixBogXT5L0aZSGVL24yGZXc5LtBHWKZwH1iSVQb2wRGGK+QYHDyxQ/MkyztHnyGlY/kLNyNBz2MmBxQkFiyWI2oWwOCkVozHVTUdYnahCh7AyUcnW4kRtL9r2eXGUPFatFBzG8Vyvm7K4AqImMeT1IdoxCSe1B8tvaHkZk0gHiSd55u0TxsgUTx0fuhGcM8BPWQwOfHJm9gG+CILIEcV1R+K77PxtaRbpiVMIJ6F0xFGiiSGuSNHEVYUX49U4l0qyxYZXH3KLUQURdQwZ9JVbRRV9LC7Hku1VNx9fTAmEFC5TIDMwT0AR51RElJrAYSd7AWJfeYREE4KojQg3nU6+iLLnY9fhHydNKuaU8kacKMIYl6mHD3v+amsbWZYgnNj62cYhah8Z4308/41zcfv+dxZnMgRRiyC3nTyz7+MzsNuSG7HbkiBi+seDrsEnZ1xDwglBVBMvPREfMFYVTo743czU46ZyLdFcURApnEgXGFU4MTfFpcYeDNaND+iqbCG3myi3HdUCJsVYTJ2n7VzSvcevU85jBs4V96bPkdO0rDzF4pVHSTghiFKAMV4ywomJKZwAgWgiRJQk4SSJZUeUh2KbkNVJ7eX8N86V+0IwIeGk9lAJXpCNSAdZnhQIby3g/YTa4c9T8fEgEk4IotAcfuKs2LTEf3vKLqoc8buZWPEX78tm7/6elYnIrCOsTlK76hiiQJBFx2xrsTZJY4GiEhVI1pTFhUuNv69di2qRUhnjrqNds17HpKUJU1+8Oic4r6hj3DvmDg/2tQC0xTc/IeGEIEqD92tpoNg4VvabHnLTMa1RBEI4eanPLJmS2BRORN+oALECIaD0/9sVWc+ZqDncvv+dVgGltnL522dg3r4PFHsa1UYl97Z8j0mkg8STQsMZCScEUWAOP9ELEBv67igFi2jhZMVfrsYRR8/QyiKFkyzcdKyiiTJOpGhiWn4IUgalBWCJXRK410B1x0H4ONJdxzyfC00Q8cb374E2vt6GOVyKJbEiCmPo03salr9YM+KfEARB1CRePWpGciN4oom5L9IRM8bx4pFz0PuFK+Ewjj4vjsLy3nMTxyTXndqPA45F+99V7GlUmZFrBoUyBhFEIWGcU4qDfLBlyxY0bdoUmzdvRpMmTazxToQlirkPMFSc4y3Wyu6cgYpzw0G/CIKIxmpxkkI4UREWJ2pfr78unNgCwlotTfw2qmuO3j/GZcd2PsAQU1L+6RbfKqTQoUb8U9olBZaN+q+CsaBv3DmUdpwxr5wxb5/5+w7CgoxfX1OCyBIEUXsopTgnNYnfvXQ5/tJzXrGnQeTIsDcGl4xwUr7Pn7Uycz1WSohrW7O+BbbfPr+RN/73Pxf7dP66JO9bvqGYJ9UND++rwolm704QBAAveKcI4GkjSjhJS7UKJ0ZMkyjhRIuJItsrW5pYJ0AgskjLGEusElEftcWlPU6Kr2K2S0K14LG8JwRBEGnY87Hrij0FgiAKzMg1g4o9BaKOQW47BaDjQzdiw8AJ6PDgFGs91wQShrK7Z2iLg7Z/8gJ8fTo0fTYQgig1DjvFF0uyWThrwkfY4kSNbXLE0TMU4SM8lFU4ES45pmDi79sy6GjHop3NbccUU4CQ8KGJD2mECCMWiTx2lIw6ar1JyFVHOXbUsblvTSJuQHA+4QbEXd99yOGeWw/3XXeEG48TZOXhfhnjCFIaEwRBZAFjHOtPnFzsaZQk2QSbJYh8ooolGcYxu9uDRZxNcXDBUJnn2HBuDYg1V1sg8aQAbBg4AQDw8enjAQDtH5ga38H2fxAH2t4exHGouCDZ7YAgajOHnjZHW6ybf8ajAnj2PGFWomgCBFl1hGjCgNBnzxYUlimiiBROomKa+G1yFk1kO4toEhJUInIXAwATRoXcEzlEHJMoscQUJ9KINErMEzAG5jBZpsVAMVIfczcQWRggj5kLcH+uzLUIKARBECnY87HrNOGkyxPe63snTC7anAiipjD8zbOxaP97ij2NnFFTLNdF4YQoPiSeVAOfnJE+YGzZ4iBt6qfnk2BClC6HnhYf1V8lLvPJS0+MRs/jg5gnkcKJ6Q6iCS6mhUVEBp041xy/nxwvTkyxuOikEk2EYJJkdcIr9aCvzAku2GHJ/cX5QuO6ijADPZ4KN4QUQFqXaCIKYBdQMv4U/YCxpoDS54ipWL6Cgm8TBBGPmnVGCCcA0PXJSVh3PLnyVJXjXh5BATprKcPfPBsL96u9wolKXRZOXG7/ilbVMYl0UMyTGkbFkMBVR1ieEESpcOhpc+SWCp5gcQJowontr38uwol6/khrE1U48eN6aHFKgGjhRDmXVTixxS0xhRM1/om5qeMAXl/RP66f2Corgz7cBdxKb+PcfxXlXI+/Iq/Zck+NmChQRSggKDffwjRCD0EQhIEqnFB2mPxw3Msj8NTht8j9414eUeQZEWkZ/ubZxZ4CQZQEZHlSAyi7y495omTmEb/ilt3muSRUDCMrFKJ2ko2FiUB8z42zOAEPCyd/W2qJE6TFKFHPYfkyLcUMo68hnJguOtqx+hrjpiPnIMQGU4Dwr0kTTUzLlCgqA0sP6boDeBYpcZiiR9x5GPMu0PGtTpjj7UuLFx5YoRjuOoBiccK47r4DQP7r+hl4OAcjf1wiRzpdV473J40s9jSIaqDz45MB6J6IJJzkDyGcAMF9PeGVS/HEYfOLNSUiBcPfPBsO41jQ/d5iT6XKJFmcTHq39EWiygLEPMn3eKUMiSd5Zp9HZ+KTc2/MrpPy/zoFiSVKhVxEE8BuHRLbTgoKQK9jZuJvzwSfoSOOnoEVz47xsumksDYJBYWNim1ic7kB7O47ojyNcKIJJAmiSTYWGZVi8lnENkkaX6QeFkKNwz0RJZPR27kAHD/GTCUCNx7HER463nBIEFAA9O01Fc//jVx3iPSQcFL3iBJOyGUnP5zwyqWa2w4JJzWbi9/6PRyGkhBO0nDdXvfgJjQt9jQKCoknxYXEkwLQ4cEpmhUJ5wwbzxqntSm7ezoApvzC7bVv+6eZ0vKEGVYo4OrGUHHJldVzQQSRBYee6mfJyTZDiraQj7c66XWc79LmqqKG9yoEE1HWu98Mfz9CDEgpnKQNCKudyxa7BAnCCXcN1x6LOCPvU4zAwXm8WGIrc93oOhWZtccJ9n2RBJWVgRWKHBcQFjCqxYlXFxH/RD2dCxn/hCBMOk0qx/vXhQWSTteVRyaSIkqTIKEYiSb5RliYPHHYfF9AIYsegiDqHiSe5BnO7cbl7e6dBgDY+PtxgXBiHSBq4HzMjiCqEdviPa4tFGuSNLiqGKGPE4wr6uOFk9TYBBLbeaMwY5zYhBOtfYRwkvZ8adqpgkm21ieuqwsoWh3Xo2rZhBw/lbF06ZGplXXrExJNCBt7Xlvu7bCwgNLpOq/ug2vJ6qSuQqJJflEtTMjahCCKh8sZ3Dz/MpDv8UoZEk/yzDunjEaTJk1i21ScMzZUpmXZOS9wOyhbNAsVF+q/wJf9YQ5ZnRA1Eml1Isgl2GeaLoqrjimcqNYm3rFlQEUvSMyqw1XBQ+kTZ3GizCcUJFa71giLE1vWHXNcIGwpki2R43KjWXAeJjL3CMsSMQfHCaxPxA1xHV1AUVx4uCtipjjaMWMMHE6E+w6pyISHEE44Q8jqRAgn5K5T93jvhMno+uSkYk+DIGoMdcVdh6he/ve//2HixIl47LHH8PXXX2PffffFvHnzcMABBwAAOOeYNGkSbrvtNnz33Xc49NBDceutt2K33XaTY3z77bcYMWIEnnrqKTiOg1NOOQXz5s3DdtttJ9usXbsWl1xyCV5//XXsvPPOGDFiBK6+urghLkg8qSGoWXa08ohAse3mzwE4sHEEiShEzeCwU2ZX3WPSXxvHuuwMmCnbqsJJYlBYi85gCifR87K43IjyKFcdcz/K6sQmnESJMHKslO41CdcizyerLJYvZndUeu43qjBiFVAAwNUFFM691W7GiRZQHA7mupECSt+eUwDGKPZJHWTPieXSaPMf19vddAQknNRd1h1/HfZ+6tpiT4MgCKIg1ISYJ+effz7effdd3HPPPWjTpg3uvfde9O3bF+vXr8dvfvMbzJw5EzfffDPuuusutGvXDhMnTkT//v2xfv16NGzYEABw1lln4csvv8SyZcvwyy+/YMiQIRg2bBjuv/9+AMCWLVvQr18/9O3bFwsXLsS6deswdOhQ7LDDDhg2bFherz8bKFVxLYaEE6IUSeW6o7aJEA4iXXXMek1sQXSsE1tw2DTCSZzViUk22W6i2qiuQLZNPZd/Ps7dQDgxUx7bzuNyr71N6OFKf+4LQ2a7iH5qCmNrOmOizrLnxEAYUYWTTpPK0WmytwlIOCEAkIBCRDJ49XnFngJB1Fq2bt2KRx55BDNnzkTPnj3RsWNHTJ48GR07dsStt94KzjluuukmTJgwASeccAL23ntv3H333fjiiy/w+OOPAwD+8Y9/4Nlnn8Xtt9+Ogw46CIcddhhuueUW/PnPf8YXX3wBALjvvvvw888/409/+hO6dOmCQYMG4bLLLsPcuXOLePVkeVIn6TijXAajlUFp4b1+OGEk9rihHB9MpC+fRJYkrXHjRO0UFieAb3Xit1VFFtPqJCqbTqjOZrkSQVbBYeX4FuFFFQ5Uq5NcXHWS4qBYLEe8pjEWJqF7Z7R1HHlN3HE9CxT41xCRaSdkgeIXMbgAZ+EMPMKFx3HAXQYGF9zx3IXIfaduoYkmN+iiCQCAAe9Ppv+viDCMApoSPoNXn4e7DrxDHjvMxZDXh8jjxQcsLsa0CCInKuGgMs/2D5X+65YtW7TyBg0aoEGDBlrZr7/+isrKSmlBImjUqBFeeeUVbNy4EZs2bULfvn1lXdOmTXHQQQdh5cqVGDRoEFauXIkddtgB+++/v2zTt29fOI6DVatW4aSTTsLKlSvRs2dP1K9fX7bp378/ZsyYgf/+979o1qxZnq4+O0g8qYVogkcMHebM1ReanOmuDip+2R43lFsqCSIZIXwcftJse4aLRHHCXt7ruFlajBOtbYS7TiqUMYIy3+pEzolrQolsn1Y4SUpLHJpTHoQTm6tNkjtONi5BhouOFFBkph1mz8ID1/vfWWTiUVx8NBcexoK4J6qAwrjmvkOUNp0neJlyhGCy57Xl2PPaIHuOLbsOQQgY43jn2BuKPQ2iBjDk9SFa8reoNkkCyvlvnAsAuH3/O/MzMYKogey6667a8aRJkzB58mStbPvtt0ePHj1www03YM8990TLli3xwAMPYOXKlejYsSM2bdoEAGjZsqXWr2XLlrJu06ZNaNGihVZfr1497Ljjjlqbdu3ahcYQdSSeEKnZeOmVaHfLnMj6DoY508dXjYpsu/vUQCxRF697XO9Zp5D5s8fBZ83B3+8jN6m0mEJIXBBv0fblx65CzxP8FMSqyBcjnOSMMUZIuPFddsJlKYQTxdpEtrMJJ7a0xOZ1ZRscNibQa6g+yxgq3G/DpOWJ34c74IwDnHnBZDOOLrAw5j0AjPlBZn0rFF8oCcVAEWmLOQ9SGjPmzYmy7pQ8nSd4/yepwonAFhyWIAgiCtW6xCzLZGmZdPv+d2LYG4Mx7I3BAIBF+99V9QkSRA7wAmTb4f54n332mZb4xLQ6Edxzzz0YOnQofvOb3yCTyaB79+4444wz8Oabb+Z1XjURinlSS8lXvJMPr7F8ESVLV42Df++JUQefFS1YEQoWqwoWYfGkCiGHnxgIJ5Io4aSaMd2AYi1OYvpFEuFeUxXyJZxw15XCiTjW2rkWtyMpEKXMBuQLSzLOiTEPcR/V+9m355R0YxO1BiGcrL9xpCaciMw6JJwQaSGrE0JFtSrJMC6FE7IiIWojImBsvjcAaNKkibZFiScdOnTA3/72N3z//ff47LPPsHr1avzyyy9o3749WrVqBQD46quvtD5fffWVrGvVqhW+/vprrf7XX3/Ft99+q7WxjSHqigWJJyXIx6NGeYtNHm91IvhwfPgLqVikdppcHviW11WirBMIjcNPnBUIIIC+iFbuobrJdtDd0XK614oIz00LBfMvnahOY8mQtP7nhmjgIohxIsqT3HXUcaxziBE4bFYiqnCiBn9VRQ2xqeXKWKZooraRdep4nINXVoJXVgKVrrdx7rnyiHOJcrfSKw9Z4vDAUkfdBxRRBdK9igSU0qDz+HJ0nlCO9TeOxPob9f+P9ry2HP+4fqQ1uw5BEITJkNeHyA3wxJLz3zhXbgIhnIhXtc5EWJsQBKHTuHFjtG7dGv/973/x3HPP4YQTTkC7du3QqlUrLF++XLbbsmULVq1ahR49egAAevToge+++06zVHnhhRfgui4OOugg2eall17CL7/8ItssW7YMe+yxR9FcdgBy2yF8PpwQfDHd43r/Vz7fZafTpHL5BbbUOHDwXKy+K1lgAoCV95PbThxxggdniLHOEI2MY8PqJNzRc+XgTOnDgvaqgMI4B0RcU8bsFiE26xKLMBKbWcd01RHXYYomUS47MfOxlltinYSEk1C7iLgpoihNGmS/THPlEfFOhBsPfI3K8V1u1GCyIg6Ky0NBZL1yBmT888S47rCUhi1EzWb9lPD/LcLapBT/3yEIonAIK5Pz3zhXsywxxRG13on4oqGKJmLfYS4W7ndP/iZMEFlSyR1U8jwHjM3yR8vnnnsOnHPsscce2LBhA0aPHo1OnTphyJAhYIzhiiuuwI033ojddttNpipu06YNTjzxRADAnnvuiaOPPhoXXHABFi5ciF9++QWXXnopBg0ahDZt2gAAzjzzTFx33XU477zzMGbMGLz77ruYN28eysuL+6M+iSclysdXjkKH2flJ5fT+dSPlF9lS4MBz54YX6gkwDvQ4c47st/IBElJUeh4/y17hr3MT73NcvSaIGGNFCSjG2EJIYQ4PBBRw/bxicW6ePimwaxrhRO0nhBNBNi47WQSJDQknVRFNIufIAYd51ibiHisCBwcAzsAyGU9cMQUUZsnCA0/c4hy6UMK9gLHiFfDO07fnFDz/0viI+RG1kVIV6wmCqD5Ml5w4F52k+CUOKfUEobF582aMGzcO//rXv7DjjjvilFNOwZQpU7DNNtsAAK6++mr88MMPGDZsGL777jscdthhePbZZ7UMPffddx8uvfRS9OnTB47j4JRTTsHNN98s65s2bYq//vWvuOSSS7Dffvthp512wrXXXothw4ZV+/WqkHhS4nScNRcbRqezrBCoLjsiBWQpfJE98FxfTEq5VhUxTshdpwpECRpVGdIUUBLKVfEFgLRAiT+JvZhFiheWejPGSNr4J/JkdjEnjlCcE3ujcFFa4UQdnzl6vROMJYPKCjcmJix/XD0TD+eQAWQzLBgvYzwwFCy2TlEK/98QBFH7IdGEqIm4YHDzHHnDzTLg5cCBAzFw4MDIesYYrr/+elx//fWRbXbccUfcf//9sefZe++98fLLL2c1t0JD4kkJkybeiQ01w06nSeWhWBSmT3pN5oChipVJRJuDzvHarLon4X6RiJI7WVj4SBwWLMzVN49DZu9hqnWCb4FiHVf2s7vsRAovavBSdV+LZyLmYlicqG01SxQj4GohiLI6sQSDDRG6BjVYbNCfOUZfmYYY0hKFAUAmA15ZCYYMNNVKSVXsmwP5AzPNXSewNPG7O1x7z5lL1icEQRBE/hHuOcPfPDtURhBE3YTEEyIWNbuByITQebzvwsP1IJ/i+N2ZNUhcMd1zlLUj48Cqu6MFE0pNnJ401jk5ZVVzlE6mkBIlogB2YUK1QHEA7vquOzAsPNKKGpZsMNo8bXFOqkoO1ig24SRWNAFCwgk3585dcDf8qwdzRBpi+PfYTS+giPgnnr9O4LqjCimA7rqjvOV9e03F83+7JuluEARBEERWkGBC1CTU7Dj5HJNIB4knRGrW3zgyLJwIaqhVxuuLdXEkmwCxRDK9BszUC5zoP76MJwsokZYjHGEhJSkWClA16w4jMKyaBUaNcxLKqiP2reVmmt8qzC9JSImoSwwIGyWcmC5B5jFzwF3uCSjMkWKIKaCAM/2/aCGgiPgnjAdCimp9IqbpMsAJhBTAsz7hTg39I0QQBEEQBEGUBCSeEFlhy4rQZWw53psxEl3GlBdhRumRMU+IwmGKAYaYkkZAsZEmnkmojSkKFHJtHWW5koMVS5XJNQCt2jdGODGtUJh4j7kbFlC0sf14J/DdsRj3ylShS2Rl8q1PtHn6GXg0Nx4Dsj4hCIIgCKKUKUy2HfoBKi0knhBV5r3pnqDy3ozs3XW6XV4OcOCdmwvv6rP6TrI4qc1o4ogaD8XHJpyE0yAHFiM2zNhwke3j4pwo59cvIEWsk1yElzgMlx0el3EnQTgJue6IYfxy5jApoMh+fiYdGUTWF0u444JVAsg4QRYel8MLnJKR1icMLjicQDQh6xOCIAiiBjLirbO041u631ekmRCljhcwNr9uNvker5Qh8YQoCt2u8EST6hJOiPzSa8DMsCWH+XfX4sJjtTqJ+nttjK+JI3Jhb+uXTjjxhA/7qa3picXYtjozQKu6H2UJYutj9s2VpIw6aWOx2IQTW0YfaXHCtHgoMgaKKqD4QXa544JxxerE9YOfMD94rH/MmC+auC4YHHAhpJgCij8UWZ8QBEEQxUDNznP522dg3r4PFHE2BEEUAhJPiGpl75F69h4STmopSWv7tMJJSqzCia3eFE5kvUU4QdDHeyZNSwx9TLM+VmDJhUKZTIbcl7IUSyz1VcJ031FTGAtxSqQrlseey04oeKwo969LWJ+QgEIQBEFUJ5TWmKguXDioLHKq4roMiSdEwek6qlymilV5Zx4JJ7WRXsfMDBeqwoghnMSKJimsTiKFE27UWy04Ys4dZbWiCilqsFjrGFm62eQSKNaWGcc6dHQ7HpGqGHEWJUkBY822hvWJV+zYrU/8+XDG9Qw8TLhjVXrHGcfuviO8ewDwSoBlAvcd8VD1OWIqlq8gAYUgCIIoPPP2fQCXv32G3CcIojQh8YQoKFI48WEceOcmEk1qC1ahxMQinKSyMkkQTkIBYuOEE3VYw10n6C/qFXcdxeqEuV4fZgomcdqFmvEmlzTChXDZESSJLgkxTLLGFFD8slgBxXGCFMaMe/FPAEj3HXEIJxBQ4PXnlfDcdhwniDXLmOf143A9dTVBEARBFBgSTYjqgALGFhcST4i80/WqIJ7JurmBULL3yHIAfpBYAFq6Yw6smU+iSk3jb89cDSBGRMmncJKFtUmoTUScE6+MW/fDwolibSKO1bKoeCcmcSKKqBMBb3MRXJT5A4i2YlEsPEKYffLhjiPG8QUUIMjEIzPwRAko3Ih/Iu+1Ef/EFFBc5u37sVC8h8+zPmHcsz4BY1j+4rj8XB9BEARBEARRZ8mvbJUlL730Eo477ji0adMGjDE8/vjjWv3kyZPRqVMnNG7cGM2aNUPfvn2xatUqrc2HH36IE044ATvttBOaNGmCww47DC+++KLW5p///CcGDBiAbbfdFi1atMDo0aPx66+/am1WrFiB7t27o0GDBujYsSPuvPPOQlxyydP1qnJruRBOiNpFr2NmRrvpxLjqJMItmxi6qsKJDVUbiGlnc8+JctnhqmWD7fpFfbb3pgAwx/hTX8g5Rbj/SFxPGNEC2Lo8nK3IVeKfiDIoGY44198bV7EaMk7Z58hpOLLP9KpcFUEQBEEQRNFx4RRkI9JRVMuTH374Ad26dcPQoUNx8sknh+p33313zJ8/H+3bt8fWrVtRXl6Ofv36YcOGDdh5550BAMceeyx22203vPDCC2jUqBFuuukmHHvssfj444/RqlUrVFZWYsCAAWjVqhVee+01fPnllzjnnHOwzTbbYOrUqQCAjRs3YsCAARg+fDjuu+8+LF++HOeffz5at26N/v37V+s9qc3sNboc7872rEe6XlmuWZ0AweKWYp3UbBJddWKy6hQkKCyPaZcQ54QJKxKksDoR1coiPOSyY7MUsbnuWNs56Sw8zL5xFiRpiHItUtM9p51bWiwxUKT7DlP+gxZZdjKZwPpEDR7rInDfyThApQtkHLBKgMNLe8zggAtLFI7A+oQDDAwc5MJDEARBEARBVB3Gec1wcmKM4bHHHsOJJ54Y2WbLli1o2rQpnn/+efTp0wfffPMNdt55Z7z00ks4/PDDAQD/+9//0KRJEyxbtgx9+/bFX/7yFxx77LH44osv0LJlSwDAwoULMWbMGPz73/9G/fr1MWbMGCxduhTvvvuuPNegQYPw3Xff4dlnn7XO5aeffsJPP/2kzW3XXXfF5s2b0aRJkzzckdpL1yvLNZcdYXWytpxEk5qOKpwwbhFDEtIRZyOeWC1F0oomso3F6oQjZJHgtYmLdeIvtl3XE09cVy7e5Vim6442ruFCY7r8iDohUNja217lNVjSDBtjyICx5phKsFhr4FgjIKwZIDYxTXEcTKQsZvKYOcwrd5gnfmQynliSccCY9wrGgEzGf/WPtToH3PFcgOD4+xkmy7xXBu4A3D8PmG8t5AAvLBub3XUQBEEQBFHjEWvFUlyPiWu75+2u2Hb7THKHLPjxf5U4e991JXnf8k2tsdH5+eefsWjRIjRt2hTdunUDADRv3hx77LEH7r77bvzwww/49ddf8cc//hEtWrTAfvvtBwBYuXIlunbtKoUTAOjfvz+2bNmC9957T7bp27evdr7+/ftj5cqVkfOZNm0amjZtKrddd90135dca1k3Z6RmdbK2fCQJJzWcI34Xds9JFE6yhHF9AxC4a4jNcOMJtdcmGG914o0vxjFcQiz9UrnnMKa44yj1NhcdUab1d/Qyh9nbqmMCfmrfiHFNFxxzTCc4J1P2w3MICx3asShjWfy3kZT6GIgXkjj3rE0qXW+sSiFq8cCqyHU9sauSB+KXcOtxEaShFu+xCxx5FLnwEARBEARR+6j0UxXneyPSUePv1NNPP43tttsODRs2RHl5OZYtW4addtoJgGet8vzzz+Ptt9/G9ttvj4YNG2Lu3Ll49tln0axZMwDApk2bNOEEgDzetGlTbJstW7Zg69at1nmNGzcOmzdvlttnn32W1+smiEJyxO9m4ojfzZT7iUQJJykzs1gz55hWJmksTWR7nq5d3HzMQLE21L+QpogSewJLvSFKRI6Ro4sJs4kapoACS/yTNGObAk22IooJd/X3X6QuVi1zhPWP7BO2AIpNIW1aGREEQRAEQRBEFajx4knv3r2xZs0avPbaazj66KMxcOBAfP311wAAzjkuueQStGjRAi+//DJWr16NE088Eccddxy+/PLLgs6rQYMGaNKkibYRRE3HFEqqJJzYmnL7BiDawsRiZcKUha91syHHia9PdyG65UfI+kS82sQVx2I9EmHl4Y1hsVAxxwRSWZ9IAcWJGNff1yxQLPPSrE+UsiqLKNw13IAMVyL5fPBAQJEbB9xKPZCskhmJcR62PnEDgYy5YeuT3v1mpJ87QRAEQRBEkXG5U5CNSEeNT1XcuHFjdOzYER07dsTBBx+M3XbbDXfccQfGjRuHF154AU8//TT++9//SvFiwYIFWLZsGe666y6MHTsWrVq1wurVq7Uxv/rqKwBAq1at5KsoU9s0adIEjRo1qoarJIjCE2dpYo1VklY0URfD6uLaZpWiFIWsAbIMv2TGOfHKVGuGrIaLxsuMC86Yd0vMgLAOwF3mnduWitg6HocM0ipEGDV1cWSQV/8/N9cNt/XPyZgTWHBo53W0fl6qX1cfX4E5LBA6hEDCXS39sNLYHg8lrbAihBKRtthPaSyv1Qwgy1kQk4Zx8EoAStBY5nopjZnDvVcO8Izf1fHDyLoMzOGegMK8cs6C9Nz55MBz5wafMeZ/3pRHg/sxWbx9pU4tsxyvmT8S+4woB2fAOzeTayRBEARBEEQhqXUyk+u6MlDrjz/+CABwDDN0x3Hg+r9m9ujRA+vWrZPWKgCwbNkyNGnSBJ07d5Ztli9fro2xbNky9OjRo2DXQRDVSSoLE5Uo4cSwFgmhWpfY+onhNeEjxpoEMTFP1LFjiLRESUOSNUiuWVxMCxS1LM3YpuVIlAVKFedktTRJUZfKIkW47oSC43JP/DEtUFS3HbXOdO1R49zY0her8U+0+XjuPb0GzESv42bFzz0LDhw8116RB1eifUaUy/1ul5XHtCQIgiAIohSgmCfFpaiWJ99//z02bNggjzdu3Ig1a9Zgxx13RPPmzTFlyhQcf/zxaN26Nb755hv84Q9/wOeff47TTjsNgCd6NGvWDIMHD8a1116LRo0a4bbbbpOphwGgX79+6Ny5M84++2zMnDkTmzZtwoQJE3DJJZegQYMGAIDhw4dj/vz5uPrqqzF06FC88MILeOihh7B06dLqvykEkUfSiCapMuTYFnpZLv7iUgyniUmR1CaVSJJSSNGsTADd+sRmEQKlTrUEAaItYFQLFCjiQFTq46j5R1iOeOdgukVLlPVJaMzAkiRkaZJUlwKZwlgee1Yj0srEBbhjWKBIIQWB9QngW9v41ieZwOoEDgdjzLM8gdecAX42HgBgYJUcyAAcTLYB98YUAgp3hDUIk1YhoWNHKYdeJ4RINXuV3OdBfeR+7I1M2Y4gCIIgCIKoMkUVT9544w307t1bHo8aNQoAMHjwYCxcuBDvv/8+7rrrLnzzzTdo3rw5DjjgALz88svo0qULAGCnnXbCs88+i/Hjx+PII4/EL7/8gi5duuCJJ56QGXkymQyefvppXHTRRejRowcaN26MwYMH4/rrr5fnbdeuHZYuXYqRI0di3rx52GWXXXD77bejf//+1Xg3CCJ/ZG1pYmIu5HyqHHgzSTSJGj/OEsZGri47jAFOYL2giRYO9HJV4PD7aAKK7GcIGOqrEFDkONDdfcyxtHEdPYVxmmuLEllMdyNAc9XxDu1uPKJOYMusE7JSCRoDvkCSKKAI0QcIrE8cf7/SBcs4noDicF/4Yr5gEnbh8Sblu/CoAorr3QMO+OMzz0oFAPclFvHR0I5dT0CRAoy8PtHW68S4sS/FFC7j6lhThCdALjsEQRAEUTdwAVRm+0UhxZhEOhjnVbFpJwSlnFecqB3kKpik/fsbZzmSLalFk9TjKQO4lnJRLVw4uLIvMu4IVw7T9UP0M8vNushzizrDvSTkhuLGtzf3hTuLWab0lbFPzDTASj9ujmGeW57XVXbj62OJSIkMh0GmU2bME1D8gLqMOUDGP85kvLqM7xrk6G2544stfsBeeew44BlR5r9mfAsRh4H7x2r8EwBAxmJxYlqjAGELFKMOgD4ObPssVJYm7glBEARB1FamvHcsxnd5Oi9jlfJ6TFzbH9/aD422y6/9w9bvf8WF3d8syfuWb2p8wFiCIOKpspVJtuRbOCkWse4usMvwcdYnhnWK1Y1HC7Kq9HeYZ4GhChCaFUjMXAuBOVcg5K4TElCigsaq9SmwWaAgA93yBv6xqJT3xrvn3PWtgYDgmHFAlAufGQ7PeoTDsyHhngUKuG9VwuC5BaliChC2RrEJkOoYvrmKsDxRXYQirVXIHYcgCIIgCAMXDtw8xyjJ93ilDIknBFELyadgEucmEGVtkiSApBpPq0BO1iehOCdprU5CA6lLYUghRMuio4xhjX2SjYBii2UiBBT1ItT/y1RdQs2+Y3PdMTPvmOdVL13NuqONrbyJMVl3vEOjPhu46/UTbjiMhQQUmYGHcaCyUlyk176y0rNGAYBK17deYTLuCfyxeKXnwuMrIsH1KpYcDPCEGpeBO14AWS7uJYRVSrz7jpgamF/H4d/34Bw8OK0yjifgaGmxFRcj83NKFicEQRBEKeAwF9PWHxMqH9f5mSLMpuZTyR1U5jm1cL7HK2VIPCGIWkKvYwLBpFA/SluFhSxEE7OdKaJwliCgyIZJ46cQTdRxbFYbEZYcWrBYVUABEIpvItrZBBR/XqE4KEpdyJrCAYCMIlYgsOYw46HIOTpBNhpLrJWQgGJBCxwbsu6AEvw2LKJ4hxYhJXSOKEXN+A/bvCf+ebnjglXCc9eRGXiYd1xZ6Y2TEamcA6GEZ6AJKMgArBJK6mLvGI4iaoh/mDg3kxYoXsBa3zxEpBhWjjlTxvUH5P6DyLwD6Y5jiilSQFED2EJpYO4TBEEQJcnYtaciAxdT9n7UWj9+7cmRdbUNIZKoAgoJJ0RNhcQTgqih9BrgiyWmd0SUsBCViSUF4RgkPL4+BVHWJ2p5opBiu6S0wkkuqBYwppWG5mYDXUCxoYgo3GXB/DQrlIi+msWJorYkCSji2BBqmOsE8U+AUNYdwBNQ5JBRQoppjaIKHxYhJZHEdMY8HECWM6u1CTIAKiFjp0jLFOmq4wWSlW+pXy4S9zBpR6JctoidAu+ecs79oXUrlEAQUUQVVeTwLVHAuTyXLpjECChQxlHY59Jysj4hCIIoUTL+F4RSEkmSIMEkHS4Y3Dz/ipLv8UoZstEhiBqIFE6KQRrhhCPWOiRtvIZs4zrECSfhwW39052HG6KTdmxakIROwvRXpS036xxm78OYpU0QFNV6PiF+2OYKeEFXHWZvb1wvcxxNTAmNq84r6IREmKNvMVhTKAOB9YuwttEC97qh4LjhwL0Iyi2uUOIZEfWMcy3AsHY5oly2CcqY8hnxghLbLjLy8q3UmHhBBEEQREERgkldEU4IorZAlicEUQPoefysVAujJLeaKhPnomMep7AsSXXKJFeeqLo4i5OkW5LNPbMFiVXcc6RVSdL5DCsUCHeejLD+YJFxSQJXH38ykQFthduKYYWipkRWr0Ntb4ojnIetUaIsUaoS80TOPeYO2oLHauUupKWJjGvizyvDwkFnhVAiigA/VbFnTSLMPRhXIpoocWNMCxRtoCRXHkALNKsFkRWvtltB7joEQRAEUeehmCfFhcQTgqhGDj9xFgBFLMhS94gVGqpKUmyTFAu30KIvym2oqoJPtgnpI7LVsKRxokQSzTXGG1eKIlBulSm2ANrin8Nf2AshRY2HYuvvQBdQhOBikskELi8Cx3ffcUT6YqW9aWUChALRWoWUuOCycuw4UYRHW9JEIIPHynvlCyjCkkQIRUKUMtx1tGw8zL//TnCPmevLG8Iwh3vvLfNddzRRRBFR5GfTFg/FCQLKhgQUKBqhuHSe7LpDLjsEQRClz/i1J8t9YYVSl1x5CKKmQeIJQRSQw0+anaqdJlZEBNwUhASUqDS2KeOdpDpHyj6pMeactfVJlOWF2gfhfqmuyz+fcLGRl6WKJGq2HYFNFFH721IbK/28Poo1CsR4ikAiFu/cL+MxViiAHtsEkAKKOG8QB8UiwmQy+nOliClCSNFca2xCikpcIFpLm5DbUBJKumLweOsTYWmi7gsrE2HiIYMeu9zPwszAHFXQCOKdaCIKLOKI6wkq3GFSQBGKjprqWFihJAmVb/+BhBOCIIi6giqUqGIKUTephIPKPEfeyPd4pQyJJwRRAA472RdNCmkpohIloFRhjLQCSrZuOlHnSwO3iRYx5Unn5o5ifaKJG5DCSzjdMGSwWNE0PKGwm04o5bG5b1i4aGMLgSRKJFMDyZpBbtVgsoYLD/PdbGQ2HoEq1sjrCadFjszSk0RC29TCiS0zT1w7tb0QU8x9IHDfkdfvW4JYBBS1jcjIExJQVHHEsg/hOmSrM3h7AQknBEEQdYEo6xKHAmARRNEg8YQgqsihp3pCSa7/lyVanaiLKLmgt/StgqWJNoYhoMgqHi5LHCsL0lqfSDHDcHFRg7oyVQSB31cIJsZ5QgKKdk4ejO2P4VmGiM7CWgHS/UY7v2gb0S7U1isI5saD9oxx3zXFf1UtUKQbDxAKgmoKKIBh2QIwNT0yYFilKGOaMVWQg4WIAY8bywxumw2q645qWWKz/hEuO4C0PmEuk9l0uLBGiRBQmP9scP+8IQHFZX4qZO89M913dJHG/4yJARTeupWEE4IgiLrKxHUnwWHADV0fK/ZUcmLKe8difJeniz2NWo/LGdycf7mMHpNIB4knBJEDhwycE6xxbYtym6uJkc0jVJ/grmMbN1Xa32yJsAhJ9Xc1WwEnQqyJjLliCihAOOuNYhUSdFVdOoJ0sd5gQXwL+0l9cUWub9U5MzknZooeQOCGw6LfqODymZ4JRlT6ool06xEiSqUbXL8rVuKWdMaqgAKErEckGf29UAWVUJwU06UnbtwErOKLlqlIyQqUZXyUEIqFiYx9klH2nRwEFF/kUN10QgKK/+wyeK+eK08goMgypa1ntabHPek+vBxvLSQBhSAIoq4xcd1JAEg4IYhiQ+IJQWTJIQPnRNYVNKCrwCbMIEF4yPocyqI0jTtMUpDPOJHHItakuY/ctPIQRIgpTGRDUQUUYZGSAFczvAB+UFFxAH88RUiRcxGihzKY6WKkBV71xQpbBh9hbVOp9FOvWXW1MY811yBLhh3VAkM7nxCPfPceKaLwcN8465A4YSXu/lvSL8uUy9mOJTDFLNu1K3WagKI2ceEJKPI5DAsoqoWP7K/sM1d5tvJhOUYQBFFCXPXO6XJ/drcHAQBXv3Oa1mZmtyXVOicie6a8d2yxp1BSuAWIeeJSzJPUkHhCECk45PSwYKJbmlisNXyRI7WgkpSVxBxbm4w+r7SkmlcO7jdp6+Pun72dqFTbxZ+QhQQJISRkd6/Um84dRUjhSp24Blc55pCCjhBNuNnetDpxvDrPbccXW/yNZ6BboMS58ZiahRaoNgvrETF/U0RR70uc5ZTtXCbmuU0xxmZ1IixqxH7k2P49NQQfz1jHtzhxvSCznPnPDGP+s6UIKH4cWsa8zsICRQQY9lorgWJVixLhsqPse3NRrE8UqxMbZHVCEERdQRVOgLBoYpaXmogycd1J0sqkNludkHCSf1zuwM1zauF8j1fKkHhCEDH0OHOOXPwGcTFgtfxIJEt3GE3YMBeOWYgpcVTFxVGLGxI3ToLQowkossIupIRElBRIixAZp8R/TeNlYvu/xDUmwMM3QogrjOuLdbjGxKV7jnIuIZT4ggpzODjnQCUPRBSmCCtMceERcxbpjJWYHyFLFLGvziMmw456P0IxUgB5f7VYKXKcBMsK1SLGRHHXkVYnSWJJBFqaYv+8jDFwOLJME1Rgd+GRlktSILVn4uGK+44IHi21EeU55L5Y5vuT+XPVP1dv/ZGEE4Ig6iZOzH/YpRQ8dfzak+Ewjhu6PhYSSmqrcEKuOkSpQeIJQRgcfJZnZWLGL9ECi5pE/apusT4J3EVEX6M9gj6y2Bw+ykpFLpDVuVnmVFVsVhtpxzXmFmmJop3Pt9hIfQ5D3NDO6R84sItMSecw1vhcjXtiWpJw5U0Hwu4/hrjCXDGet8pmhkhiFVEqAZZxEIqDIgUOv0yLaWJYi0SlUY6Lk2LESBHjiQw+8v6YmXyM9vKcQQfDJckinMg6J1mUkeeCJ4JCWCFxxaImsDqBw/0sQr5oIq1Qgs8td5R9RUQB887hpSwOLIGY41s6qW49xrOhIoWTGCsUgiCIUmZ2twdx1TunRwonQjSZvvfDGLv21OqcWkGICgYrrE5US5So/kDNEVnI4qRwVIKhMs9fDvI9XilD4glBKBz8+7lyP9LdRi6UczhBVHDZUDv9XKnjmYhFqmoVkPbvYdIC1za/bMeLspixrCMjMwmF3KMSJmPUc+j3Ji4tbOLYSlYf5lsg+Cfxs+z47VSXHCU2ioiB4cVBUSxWXM8CgXNfsHP8IKUw9n0XH24LTCtilrgyZ3LY0kR9Xmypk9U4KXExUmzjyVuopEM2sT6vFjHBEGRCbbKxQuE8eOxUKxQIrZPJNmYGJ2mFUumd0wwmqz7PwrpEjs4V9x3xfou/A648uVWYfHMRWZ0QBFH3iLM4KRWEtQkQLZzUNoRwQlYnRClC4glBADjo7Lnx8UtULNYkKlYXE7W9vyDTFvExpwoGTra8kOe0LUpVDGEjdtyMXlklC9ksBJrI0ySKJUmTUAUG5Ty2fnFxaEQnkZFGGRMQLhr+s5Txj7m+GAcgY5p41gi+uCYsG8Tzwrm0QmHwKuW+sECBo2fikcKHOGMmbJnELVYpUd9VVbca1RIlSrSRbX1ByBRAZPMYyxTRT9Sr7jrZpC82r026H1kElEoEFiiMBRYpgLRCAQwLMgeBZZovnAUijO6+o4oqDDGfPaHHcI79hpWTgEIQRJ0iLjCsamkydu2pmL73w9U2r3xjE05MK5KaLKJc/+7x2vG1ez1JokmBoZgnxYXEE6LOc9DZnrWJLQBs6mCvFssITURRDBKCsuRfy1WBxRRSrO1Ny42IRam2YMvSUk+6E+QTX6AJ3es06ZsFyrVW5fpC/ZNQxCUtDowUUTyBxRNHgjay3hELbV9QMcQUEagUjAVuOLKNv++63oK90r/cjGN3yQm52viBSlxhFuEGYkvcD362jD3ioqKsUWxY3HzC51IEE1M40VJAR5xHtaCR5xVjRwgoogw8EFEA+fCLGCeaO4/fUYYt8f/x3j8GzjlYJnDZ0dx3OPOtTpR9plhFcaD7heXemAx461YSUgiCyC8j3joLAHBL9/uKPBMPIZbYAsXWZrEkCZtwktYVJ6nd5HdP8F73eqIKMwwQwsm1ez0ZKjfLCKJUIPGEqLMcOHhuIGwobhRWsURYj4hflxVrEiDGxQSBAGITUeIwBZZIIcWGZW5RMUp0oSFmAWr0LUSMNm0uHCGrl1jUNbzYV+9fCiOS1G3jhhH3RbFA0axRYkQVzn0xhQsxifuWEN4N9ywVnLAVCpywgKJm27EFiQUUgcM/dpVOUSKKKpCY1iim608StrgpKtmKJrbAyg7TBRT11c/CExJQ/ECyYAyoVJ4HXzBhvsihZubx5gLPCkWblv9hcRh4pSegqPFPhKuO6bpjZt+JdS8jCILIkovf+j0AIGN8Ixnx1lk1RkCpa5gWJmktTsy4KBPXnYSMH6QvX0KJiU04Ua1QSEApHJXIf4ySyryOVtqQeELUSQ4cPFcvSGNNESGgAPZFTawVS4rzhd1/goVmYgyUhLmFhJMYkSFkJWMJ3pokpGS76NMC6gKKyU7KcyiuFWa/NPFNEoPhxl2vFE94cKykpQXnwUKYCZEE4K5ugSDdfjIAq+S+Kwk8KwYWuHx4Qonoy4MYKIAigHDrexgZI4Wrbj8s6G9acZjBZYU7T1yMGpO0MWtswkk2RAkofp0moFhSGkOtF1NTypgr/jZ4bwoHl8KZdN9iyr2UgyLa+kQKJzzIGkUCCkEQecIUTmoqpZRRJwqbUCKEkGyDwYp2wtLE3C8EqnBCoglRypB4QtQpDjzXF02EEKKKEEqZLTaJZjkis3REn0tzb1ECRKpBRlWivhtoRi2aCsBjRYmoqrQig9beYlmTOlVx1LljG5rHlsV+1NgRwpBVSFE9RmIEpfi56pMNLE/8+ySeER62QpEWJ6JexMxwIUKZ+GtuBlbpFzBPIIFvYcIrvXqe8S1RXFcGlZVWEiELD//azECtIkaKa5idOEhONwyE45CYbj25ECWaRFmfmO2E9UkUSr2Wyth0QWL+p09YAsl01IoVClRBS9E6MvDTVHNwx38vFYsU1frEdDsOZd7hQPeLysl1hyCIrBj+5tlwGMeC7vdGtqmJFidqrJNSJhc3HbWvKb5MfvcETN7rCV1AMY5zJcpdh6geKOZJcSHxhKgTHDBEEU1gWDZogklwLBCChSl8MA4v9aw/RhzMVRdALDrQrOVXepsBhjqvKCID0tosLEzhwDIJc84hF5sojDHTBL0Nt0khmgBWoUT+f8DswojWNkZEsp9cbyyFEFknRBJFgFNFFR7UM860QLEyC4uwcmL+fiU0VxrvsfLcdqSAoigvHMwfQ52nPzkpqjBdSBHlqohiCyqb5J6TTVDXKJLimkjLlBRvWoL7jhCbvHgn0KxM1P6BiAI/5XUQXBYZ5r0fflf5p0b+4wsoUjQTlibeKzPcd6Jcd/a9uFw+s9wB3rmZxBSCIKIxrTdMq5OaKJyUOqrgIUQTW5DYbMQU0S/DEBJObKRpo6K645jBYqNQ0xZTMNmqU8kdVOZZ7Mj3eKUMiSdEyXPA0Lm6iTwUsURBE1CMtoBujaJafYRcTEw40sVKAfTFYUzgWVPgkd0tFiLWKWmCg6UsqY95zpi+YReYHEWfKBIEE1mntlNvc7biicWAAzBEH3Oxa7jtyL5CINFcNiBdcwAjFS70rkKUY05wcmn5IOfLlYw73vm0FLxiR42RIkQFaXES48oj2gNBvRw87sFIUhxZ/HHS+Co265MkAYX5opNjaQ+lncukgOKdi3kxaRAIIV58Gl8t8d9rkYFHi3Gizs1w3QnmLa5dv5xul5fjnXkkoBAEYWdB93tx8Vu/x8Vv/T5kfULCSXFII4pk66ojxJNK7si4J/kkG2uTQFwJ5kJpjInaDuM86RsskYYtW7agadOm2Lx5M5o0aVLs6RAA9j/PszaJdJVVLQOMMoG1L4+pt2UbUduKc0b9f5Y0dtScLP1jsYoHac0tsiMxfoi1U4o26jU4wbFNKIkTSMLH8RNktj+ZUc+N+Yxp1ijqfhAfg1XqZcwFmOtn3Knkct/51fWy1bgcrJKDVbqACy9wLOfePuf6cxi1b7Z1/X2zDIBMb6z1jxg3riwNUe9FVJBYzUrF+BUlsh3TX9XsPlCeByeivb/PhdjEGLjj+OmLvTTLPMPAHU/VEvvc8QWyjGdx5Pqv3GHg9fxXPwWy3BgLnnUmyhA818rx2rkkpBAEoSOCxAJkeVITyTa2SdI4qniiWpUkue4kWaCktTgxUedTKPGklNdj4trGrvwdGmy3TV7H/un7XzC9x19K8r7lG7I8IUoSIZwA4cW7FrQVxro3ypJAbcgs9bLOvkBT450kufuI/1vMWCNW96FQ5wRxBeH7EcoOlK2GkmSxYloC5lGjiRRKLMKIXs5kudnOfiJ1V28UFrmUx0FYDxmiCVf6eR42LPC0EamJwTwhhXkuIeIVld48XTh+7Iwg7y4TmXf8wTiHH2vDn4uZDUcGexXuPX6MFFumHi0jD6D5DmUTmNasi6pXsdWbliRxwomYm6Ncf9R5XK4JJfI9NF15zICzvtuOZ/njeu8D457Bjj8cdzxrFiaVs+AZZjIoL3yXIMP6RFqvsMBbzGaV4h93HVWOdSSgEAShIKxPbFCWneKSb+FEYBNCzLJs46C4YHByCDZcKGsYgqhOSDwhSor9z9cDwtoIZYmJWLeFRATDisB00bChteUIFkeWoLGybUafuxRTtIGZ1ic077jFoYW4jDxRpBVFbDFJYs+bFs3SxCKaqEKJxeIk21gs8rTGreWhneCYg2lWJ55oEggquoASCCnBHDk490UU19scBkXYAOCnKwbjQKUyUCUPhBDOg0fCj3/CVAFFCiQ8yNQj454YFxYSUcSgMNyDIoQUeSNjbnhsHBVLXZJwos4pNJ6tHYIUx/74IRHFOwr1Fx8/5voCSsYfhqufZe89ZuJc8O+Vv8+Z7/Ij/b8QiHIxf28AXdTtemU5wIB1s0lEIQjCI05AIYpDvoQTMYYYL22a4mysUgSu8h9RNkKKiK2hxkFRIXeeZCjmSXEht508UcpmYrUFKZzEkav3gNqPR5THnCfSjUO21wvM9gC0rC2Jc0xBWsEk9u+puja2jsfs9TmIJlHztbvmBAKEFuPEtDTJZT4x99lmhaK+6u46XNZpQWKNV+Z6q2ZWCTiVPHDj+dV313Eh3Xake4/LAzcc0yXHL9PnoLyafVyjTm2vueskuPOYdZE3MeLNiAoIG4qNksMXANVVhzF9TEcpVwi5dzlBX+44nvjEhMuO4r7DoOyrrjr+vnTr8YRU7jC4GSjuO74Y6B+b7jvyGMoxA96dRQIKQRABI946K1TmMBfz9n2gCLMh8olpfZIPUcbEFFmytUQxLVDyJZqU8npMXNvo1wYUxG1n1iFLS/K+5RuyPCFKglTCCZBsTWFZuDE1JbDyq681K4z4v8OwKInKmGFz99FSGjPFOkFZE4asHm1zsZGijS19b6hNSHxgEeWW9lECRhQ2QSdJKLFaoCSPmxU2qx8xtEVsU1MSa1YpwhKJQ98gjEL8dozD9S0SWKVv8OAw4FcetkDxUxmD+8FLOQKXHBY8VF45NMsKALoFisVLJ2gn6ji0oLJicCE8CBEl27g6cRl0rAFkUwgnXLkQtb3pyiTOIeZusTDRh2Va+uLA0ofp7jsZ5gWLlYP4z69MXwyof2g442CqtYsfjFaIa1oaY2TxuSJKkvYPTMUnZ1xT7GkQBFGiRFmmCEuUtCJKJXco1XGOuJzBzfN/9vker5Qh8YSo9ex3QXn2izKTmO6aoKItinm43BBNvP6IFk7MH821xRAL2plCSoRrT2ju2fwIb8wlq9goaUSSiGMbkUFbbWOErE7i55N30ogoiiCiiSlSJGGK206w8NaytYi4Jy7ggMFlvsUJY2C/em+PUwkpmsgBXU8ACEQU6GJJBgBXxBKBY5SpcVBMTFeeJBEliWxFEyB74UQcMyeIh2JzZRLnjHJf8uuDzDvefWeV3ueUcQ5eCem+wyoRCCjaZ8H/4Kv7sLjvuPDPwaQ7UMGebaLW8ckZ16DDn6fi40EkoBDxiPgmNgsUovZiWp2IsnxZn0ze64lY1540IgqJJkRthsQTotay37Dy9I1jF+rJbYLGflNuF1XUX++j09bq51OtFEyhRQ7tWx9o8UxMMSUlieJyCpEkVJdCKIkM0moZV59PwvmY5T0swq/w1vgz4h/fsCRKTLEJKaKDjI3C4FuNAC44WCXz1u/iGiuFLsL8QLKAuub2FtqeAANuBIgFwmKJWibEBJm6OEJokCmMnUCo0ALTVuENiY2RUgBfXVU4scVrUcUU//QMvgWKeKNdT+1gjuMJKPAETSmgwM+yJINEB2IJ98/LKpXPjRlMWhVQOWI/U13GlGti4/qpI7O7H0SNxrQ4IQGFyBaHAnnWWmxuOvmMo6KiCidxsVKytUQh0lMJB5XWgG1VG5NIB4knRO1HFSSi6hViY33Ere1U03i1q1auD8A4D/WRLVTLFOtYevvgOPhFX/SNDBwbRYKlTpyLS2rrErkfLP6SgramPrflPNr4EWMXEjM7kjYNv059T0V72S0kmMETN8C1+BVg8Dx0XHjxL/ygsCJjj/qgMhdebwe+64cnmshbE7IuMY5FkFTVUkUIJElECSiyPniO48dJeCPzJZyY1icCW8Ygm2uPE66X1ihMEZh48DAwMMUayBdAfHEqcOny6rkTqCPSBczfT3Tbq+bPAlH9qMLJx4M86xOCSMMt3e8j65MSQoglqoCST9IGoRXkmpmHiIbcdooLyUx1jN2neNYae9yQhdVGDaT7heXhhXLUBm9hIbZQeyPoIhf7EZvso/Zz9H7yF17HDwop4nKwcFu9vT4Hs71+zPzgkUzuq5sMfMksbRKuE2Ydi6kTmx/U0s0wGfTS24e+1fNe3XqAm/G3esEm2skyZZ/7m1sPcLfx98UY5nxYETbbedX76m9xz5fWLhO8z/IeiyCi9cR9F/canjWDowcehejvvy/yWDwbDoJ99RgIrE2gtAHCAVajUIUN43mMLI9qZ44rNhXu6luu2AQdETA3anN9dx0RkJdzwHW940oO5rpeIF7XhRcAWAT89TfOZcBfEShYBAcWmXqY/+pZK/FUQaKjvg91nlC7/w8gwrR/YKommnR4cEoRZ0PUJtQUxZe/fUYRZ0LkgiqY2MoLTVKGHhdMy85DELUZsjypg+w+pRwfThxZ7GnkTPcLgy/9IasNhUgrBGZpw4xjG6JOdb0Q60eu19tddpiln/hl3z6mNV6KrQ2U/ub1qtVR15emfex9Y2HLEnFslGvWIlHjGnXcbJvm/TLGDk6S0KeKmMFiNWMQ4/0EQxC3QrQzj+WraCzPBLceh/OrXwfPnccB87v51g5+oFLOhbWKH4BUnpuBwTVcdgzrC8cTBDjz29hcWkzXHTnNHDT6KOEjaqyo9iKmSS5zSZsZSMsuBM/KB9Djn0Dcf/8dEkFfxQPC4bnywH+mK+HbB4m0xf77wfxjYY0iniflmbEGspbztXz+iJJBxDshiFyYt+8DJJzUYqpLKKkKJKDkBxcO3DzbP+R7vFKGxJO6hviyXUvpPrw8/MVfuDrY/iYbi22tnbkAj1vEiyZJAoa6MBZjWuqDfoY6wAxBxRRO1LbqfpxoYpRlI6BEihlRrjimYGIu1iyLt5AwEjpXxHHEnBPJ4/Of6C7FFWGNG6dmRhv12RILasCLkSFFGPMDnCCgqO4kaqprfzUvXXkcRxdQIuKfyDHU+CfiWMvWI86Z483OZwwTU0DJJzYRyRRQ4AKO48U/cbgeQBZMCwoMGWfXd8lThRNXeRbE88F5EGzY6xb9mbCU7zmxHP+4YWTebgdRMyABhSCI6qSSO6HUw1Fk6/ZDEDUNkpnqGB9eMxIfjq+dX5a7XxRhZm77JdVYsAsiY2b4i/pI1x6lPTfKtX5GmXUuxlg8dA6miRNx40XONWJ+5tyjri+qbcgFSdQprjJW4YRBd/uBvyn9zXZxrktmn2rfYL9ftmdIu5cIXlXRyGoNYLmPXL4H6v1g2r2HX6/u68+T2DdOaLrSmO48pkuPDbPOdxtKtRWStG48SWKPy4Mtq/PzIGaMIjIxw/WHae0gM09LqxJXjAVlDP3Vevqo21vg205UPzJIbMQDsduSG6txNkRtY96+DwAARq4ZVOSZELWNSj+94+S9nogUSEg4yQ+VnBVkI9JB4glRK5DCScQi1lqnLTijF+IhoUCJZ4KI8thYILZz2Rb+tlgn2lhBvBQvhol9PGuMj7iYGrH1ZmwUM5aK0jaDcPwOP/6IGefENc9t1iuxT0IxUsR5MkbfFLFDsrt24z2K25yELeo5c5T+ogzBfqwQ5aj323wvmBIfRSnzxRUw/1hxr+J+mayPi38SVabGPqkq+RJQomKSAEglopjiSJRgopapwogt/omok+KHOifIeCYiOKwUTUS8E44g9om0OvHbI3hNEwNFPMPrbxyJf1w/MkUHoibT/oGpaP+A3dLk49PHa8cdHyqecNLt6YlFOzeRHUJAIYg0qFl9tOw7FqEkKTYKQdQGSDwhajT7XlyOfS8uD/+iL0gSTCxl1mOb2GEutC1l6oI5jbVE1PhWcSbUVxdSokScREEkZkPsOMa1OoFQEiuYGGKJq4ogqghjiiPGsdYmxy1J8Ei6/mwEmtDzqAom5vMK+zNpG1sVUGzCGxfPigMvOKw5phGMVRVYYgPIJlmcqBYtSe2jyEVAUcUQHiF6uHkQUeLamecOzdGr06xPXKOPtu8fS5FEF04E5rHsKxsYVf7x+htJNKnttL/fLprEpSjeMHBCoadFlBBkfUJkgy2zTyV35EbkD5FtJ98bkQ56molah1VEUcpVlwnpIqGWmcdRZUlCjTmXhPNZx09Rb6uTFimGe48+ZlK9fbPeA3MulletDJYyVVSIEokM0SFKCBPbP24Y6cVssNQliWqx15zrZrzncWWh91RpF0nUcyWOVSFEPZ8QStTnQdYHJ00tkpjWJ2q9rX02Yko+LFDiRA9NpKhCRp5sUWOiKOhWKIHrTpwViVU0kZXx01g/ZWSa2RI1mPb3T5Xvs5qi2ISy7RAEUWhu6PpYqmC1JKAQpQI9yUSNZd9LymMXqXELYNNSJG6hbgoCSrzO+E3tp46dZHlisT6xzTt24a9YrNgsSNyM4dZhs8Jgyn2oghWGsAixWZrYLFJi3XGMsd0IS5N/XK+7HGRjEWK7B9n2s7aJeraysEKxWqCYz6cyZ31MZrTxRRTV+gRQhA/Aan2itbGIJTYRxExdHJliOKWIUojYKLkGr80nhkhiCilRpHLHiexsvBK1mvb3T8UnZ16jiSbqvmp18vHp4zVXnWLHOyHXndpF+T5/LvYUiFqGzfpEpZI7iW2IZDh34OZ54yRupYZxniYfI5HEli1b0LRpU2zevBlNmjQp9nRqNftcWp7zYiHWwkR9NerU4J0atgVHjJk8M8rkdZivMOoT+oXGScIy70SLvLg+6v00F/R+vSoImG3kvnEebU5p7j2A9yeNDJXtcX155GUBEYvPqHsZd4/NOVkCd1rfM7VMKWfmvohngYhyER/DhRcbwwWYy+FU+vuVXuYdsS/qUMn1uBmVvhuJjM0B77VSuIeI2B3KvqxXNrUeiHZhSfPfTC7/FamCiLAiMV13VKKsZKqajccmHvllIpaMaoHDMwxwHK8u44ue/iuUfTfj1XsipF9Wz9t36wmBkWliZShmjn/83vTw54aofQjxJBs6PnQjGAM+Oq24bjvdnp4IxoA1A24o6jyIZITLDgkoRDao8U/UsupMo1zK6zFxbef9bSDqb7dNXsf++ftfcEevh0ryvuUbkpmIGsM+I8qxz6XeIjjKvSJ2S+EKYrX2QLCvWQiYFiJKX6vlhqiH0TZiLlZLlIhrMC0g0lqFZGVlkTSmLUCsYmUSOjZjl5jWJZng3qWJZfL+pJFW4QQR75/1Phv3OvRequ+nbTPHVt97ZcFqsx4xxSSb1ZP6TEa58USNK6xN9HkwbXxZrl0Pk3214LGWeCexwWOBQJwwrVTSuO+YbeI2gWqNwhx/M+YTZbWSD/cdc9x8Bc8FpLCoCozaswLjOVDaqBZMgs7XxAuMRO0gW+FEUGzhBADeOZZEkyjOWnWB3EqN8WtPLvYUiGoiSiQhaxOilCDxhKgR7DOiCl/slcVDlKVJaMEJywLVXKSY49sWKcw4p7moVcqt7jiWc9hcNkJzj5ufcc1x7k2h+ZptzTpHr9MEHVOkibvumPOE7g2ADyaORBS731gef60mWdwrdZzY8ZX7ql0T9H1tQWu5Ths8TTvLubTzGMIBV8UQtVxYSFjPweL/xzAFC7U8H7FQovqb5xRWJLmOnYY40aQQ50wxZtTzLsrXT43+DBGlS8eHbqRAsbWA+w66TTs+e9X5RZpJQD6tTkhAqTtUp5VJXcWLZ5/vgLHFvqraA4knRNHpdpkinEQsnq31xmI+FG/CtN5ggWASEgZs45jlhliQZAUi5qJao9jOZbV8sM0/yjok4vyxW8Kczaw6mmjiW4q4atwSQ0DhRpmZjSh0zbCLEx9MHBkrnADAhxNGpovZEid8JGyh+VreS6s45IT3bQIKN16tnwHLsXduptWbAoo+P6aIQcxqfRLMmUnBRLU4ibI+CZczQ9Qw6rVrYbltZl9xPmGFYtZXhbjrUY9FW9VlR8EUrEz0ewnlfQ72tWdFJWJoctmpu2wYOKHosU6i6P7MBHR/hoSdKGqCgJIPpuz9KABPQCERpW4xfu3JMovLxHUnkQUKURLUK/YEiLpLtyvKPVWBQYaB0GJTRCwEon7xj6pLtC6J6Rs3DzG41s+/HibKlWNwfy6izHZN8kb4fcTcIuJphH5tTrmYCp03or1pOaO9RliZmIKIbQ6R99o//vCa7BZ7Ue13m+YJc+q9hHnvclTbmfJeyfHU99s/FveQcVktT6uOoXTx2oj2LGjLGazxW7h4nsRcHIC54cZeO6Wce4t15p+Vw49/wryZcK814HCg0h/EAbjL9LfN8cbjblCq1xsTdnnVxQz487TFShHnc5UTczf6nFExT0xXH5voo+4rwoomnBhik1rPbeKL+Cw5TPk7JYQtfQ6mpZP5mSSImsSaATdgn6UTsWbADXA5g8M4uj8zAW8dUzMFnurkvoNu09x27jno9iLOJjvGrj0V0/d+OFSuiiVCRCHqDlP2flQTUIDouChmGRGNCPKa7zGJdFDA2DxRygGK8s3eozzRJCmYqpWIRXdICFHbRCzk40SYyHoVY77WoK62oKBqm4hr1k5nCCbWPlHzDg2mYz29TVSSizldILGJJqnus2Veot1H47ITTpLYbbpi2aRcMDPep0ji3nvzvUFEufkMqK+u0sZSLwPFcgRBYkU/JWgsc6EFjmWVgFPJtXqIVxkkFjLri/eqBI8V7fygsmbwWHkMBGViX+CK+2DcoHz+t6MFjeX2V7NdHHGCSdS+ao0C1apHFUR8wSTDdPHEcYIgsf7mZvRj7viBYeshyKSVUYLF+sdyXxE3heUVue0QNYV9lgZZdxzGSTgxMC1OiiGijFwzCBnGMbvbg6naj117qtzPwJWLZgEJJwQQFtNslihVFVBKeT0mrm3wi4NQf7v6eR375+9/xl29/1yS9y3fkMxEVCtdRwULWVPwSPyV1LLwNl0mtDgmymLe5spgdcMw21t+0Y06DvVD+Pxx59bGQvhaUs/bNreILW4esa4CZpniGpPmPpttCiWcaPNQrzeqPOU8I+8V9HrbMx4rLiGiPGo/AZurkvmqobj1BGMw2Nx3oq0mlAGcYAxuCg9VjXsiz8FC4kWkK02asaKwjan2sQknSt+QC48UV5TPDpR7DGjPn/kMJIq7CiScEDUFSlecjFsDTMaqGu+E3HMIG6qIFvWMkGtPMi5YQTYiHUUVT1566SUcd9xxaNOmDRhjePzxx7X6yZMno1OnTmjcuDGaNWuGvn37YtWqVbJ+xYoVYIxZt9dff122W7t2LQ4//HA0bNgQu+66K2bOnBmay5IlS9CpUyc0bNgQXbt2xTPPPFOw6y4mHWbPLdq5u17pCSchVxDlOHKLiEOiiSZG26h4H6EMKbY6W9wMdSEaFSdEnZ8t5kdM3BHtWtXxlOsz+5h9ua29OaaYT4oMN6KNaB8V04Sb703UdRvXoAkQBfhr1HHWXM+lxHwfI56n0BYxT7U+9MwZz7X1nMbzYXOBEv0jF9BGvWyjlsu4Gf6rox77C3dTCIFXL11ERJsoASWjxOhwnOBV7GeY8swxKaSENtE+102IKBlHn4u6ZZxwBh5bNp4051HOxf20w1xcq3I/uON45RnjWItt4h9nxP2GdNnhLHg/NMHS9nwg/PeV4p0QNZE1A27AmgE3kNWJgXDbueeg2+VWTK565/RU7abv/bDcyMqEiEN9PtSApTd0fUxuBFGTKWrMkx9++AHdunXD0KFDcfLJYQVy9913x/z589G+fXts3boV5eXl6NevHzZs2ICdd94ZhxxyCL788kutz8SJE7F8+XLsv//+ADwTp379+qFv375YuHAh1q1bh6FDh2KHHXbAsGHDAACvvfYazjjjDEybNg3HHnss7r//fpx44ol46623sNdeexX+RlQn5uKrGthrdLkecwIA5/6hWAgIN4eIMUK/4AddIheY5iI00p3FWHzYJhFlHSBjm4gJMYTia6j1MtSExe1DO4cRT0N1C0n0eDCvxyi31pltbPeEQVvAmQv9UHmW59xwdf4XedwB1OAiQSwSpj132X4ubG+V9t6L95Prz4NaxoX5j+t38efKXPkoBa8iRAjT77MWd8V8HxxlALWPwyC9NZnfTbsPTEY74Q73YqcY8U9kzBMRc8Tx6uF6ZdJNR9QLYYZzIKPePP1h5uYbkU0GYfW8UohjQXwVdU6Wc5tjhfb9ILByrrLcaCeEENXSRC2TYhOkYMIdf2PeqxQTDdFEWgYpz0KUhdi7M0k0IYjaxFmrLpBxT85edX7RhZPZ3R7EVe+cjqveOT21+44KiShEFGksUIhoKjlDZeSX6tzHJNJRY2KeMMbw2GOP4cQTT4xsI3y9nn/+efTp0ydU/8svv+A3v/kNRowYgYkTPdPQW2+9FePHj8emTZtQv77nHzZ27Fg8/vjjeP/99wEAp59+On744Qc8/fTTcqyDDz4Y++yzDxYuXJhq/jXZx679TXO1RboeW4EVZNEq6DKmPDinOD+CYy0GRYrxNMFEeQ25lUA5trSX48Ut8mPEB30y+r4tNknUdUfGMbH1tZ3Xhk08idpXh7W1ibq/ScJJhIASjK9fxIbRo6KvJw90mKNYXIXuvTFBW0RWW7ts3nPznH65F1ck+FzKY0u5tq9sIu5JEN8EXswTF2CV8OOjqDFMvHoAepkW18Qv50E9/HKmxjcx456orwJFANFin0T915Prf0nKnGLPZYuRYmK65aguOYBdMPFfQ247SplnXQMpioApwomIZeIw8HoiromoB9x6UOKf+O2i4p1kSDwhaibCbYcxz/qECDjj78PwwMGLAKBGiCeCq945HQ5czOy2JFQnYp3YgsWqTFx3ElkUENVCTV6PVRVxbYOW/74gMU/+3Ofekrxv+aYAhvKF4eeff8aiRYvQtGlTdOvWzdrmySefxH/+8x8MGTJElq1cuRI9e/aUwgkA9O/fHx988AH++9//yjZ9+/bVxurfvz9WrlwZOZ+ffvoJW7Zs0bYaiyooKGwYPaqwwsnYcn0OiBAzRB3sGoK6mb+i2351DS3u1Q3Gr7UIl2v3K6JvqM4UEoz60Nhx5RF9o8ZINWbMeNbUwQn3N2vhREQ8lZFPg7ELLZwAwMdXjrIKQt589bmF7rfAmH/se24rC41nKTf6qO2TJAV9bBb63Gv1vouK5l6UMu6IFpPDd+MJpSk22ki3HcVNJ7J9Li47aj/jXFqduPao9Mm2dmmEE9PaRBwrLjumcMIdxYpEfv6U902eF1JoMd+z4L3z3xu1nCCIWodw26lJ8QeE1cnV75wW2UYNGEsQBFHK1PhUxU8//TQGDRqEH3/8Ea1bt8ayZcuw0047Wdvecccd6N+/P3bZZRdZtmnTJrRr105r17JlS1nXrFkzbNq0SZapbTZt2hQ5r2nTpuG6667L9bKqlU8uH4X287xf3j8eWdiFaufx5cEv5uoikgff6aW7hFh7KPsytasNy6I05FaiLhjN9kqZwGodkU0/BNcSctkQdQjqrdcO4wdw4waYhhCxP8zbFsu2azSvIc0Yxv2NctMJyrkURkSsnY+vKrxQEsXHo0ahffncaLeqCELvJQAwrrvMGG5AoS7K8yHcdRhH4Kojnnv/cyLbuJCxYERWHhkbRjx35vugbsJ1x2Fe1hzmueLABZjDpEuL73TjLfQ5fIuSYB7iuRYWKNKFBwjSFINJtx3vFvFAYIB/URn9MIQbfjNCmXpEf9M9yBxYiHSiuzm3TPLiJFEwMdtYRBTNRccXTYRIIuKkyHLV+kS8WjPosED4NN57ctkhajLvHHsDBY2N4IGDF+GsVRdIAUXNulNsK5SZ3ZZYxZPpez8shZO47Do3dH2M0tESRJ5wwbT0z/kak0hHjbc86d27N9asWYPXXnsNRx99NAYOHIivv/461O5f//oXnnvuOZx33nnVMq9x48Zh8+bNcvvss8+q5by58snlo/DJFYVduO45sTxYxDnhhVxUwNCoAKppNjPwqS1oa9L5rcFoTUsMH6tVgqVv0tihazeuKTawawa6mb5ptm9ro9S5GWH2HzGuchy6v8r9MzPsBPPnmnACeKJJMYUTSY7Pm3wvI56nwCoFwT2Kev4i7h0s57N9RtTx9PMx/ZkVC/SMOR+mnDNsBaEFkBWLfmXxH/S3BHo1g8OKTVhhKBvMTfRXN3OcDAOv54DXczyhwd/X0/oa42cy3qvfB+Z4jIXP4W/BPPS5agFibcFg5Tx8F5x6Dtx6DDzjeFs9BncbB+426nUx/7OpvNZD8P4Yn1n1b53+vhtWfwRRw3jn2Bvymq28lLjvoNuKPYVYogSUjBGgShVSJq47ScugQtlUCIKozTjFnkASjRs3RseOHXHwwQfjjjvuQL169XDHHXeE2i1evBjNmzfH8ccfr5W3atUKX331lVYmjlu1ahXbRtTbaNCgAZo0aaJtdZk9rw276KiLSPPLfWiRGdPGbGuWxbZBxPhIaKMQJZZo/RBTZ9vMcSPuSeK9MRb0NuHKFI2yGcN2L233XrU2ke1qIrb3P2mDZ7Vie//NZyXKpce0ArJZ7aiWAzbxUbaH3kdz7bE9O3I+LNSHM2guLFkJKNr1JLjj2ERBpU9kv9A4TnS5kd1HzewTO2Ym5bnVucrPjF4nrU18l58gqw58oUoPECutUTK6MBVy39HeU/1YvqfKMwDmWQF2nkAiClHzIMuT3Bi8unp+HMwX49eeTMFACaIAcOQ/TXEoYD8RSY132zFxXRc//fSTVsY5x+LFi3HOOedgm2220ep69OiB8ePH45dffpF1y5Ytwx577IFmzZrJNsuXL8cVV1wh+y1btgw9evQo7MUUmHbz5wAc2DjiyoKep9Nkz+KEwf/iHuXGorpLAFm7T9gWntoxlGPoZbb6D64dKcv2uKE8VB/VP1RmuOmEMguJa/f7mPWha7f8IseBkPuOVm/OL+qemHNPQLu3xmLcKpgwP75IDYX7LiZx91LwyWXB56b9vLnBNRuuOYD+ljHjyGyjPCqhfS4+R2YAIGWfAeAuwBzluXCUQbSNyWsOue8wgLnc65Zh4JV+hh3hwgMGJjPrcP/K/DYZbzzmqhchngPLw2X5cDPjTeBgCP8cne1/5n57ETRWuBSpwWyjAtgaaNchfmZQ3XZEGyGYqEJTJhCbwBQhR4orCFIR+5YlnmjJNOsS63GEBYoQPdXPJmdAp0nlWjrxDyYGf/cIoroh4SQ3Bq8+D3cdGP7hsDoRrjtj154aChBruukI0cSJ+M82LoDs5HdPwOS9nsjDjAmCIPJPUcWT77//Hhs2bJDHGzduxJo1a7DjjjuiefPmmDJlCo4//ni0bt0a33zzDf7whz/g888/x2mn6WaDL7zwAjZu3Ijzzz/fPAXOPPNMXHfddTjvvPMwZswYvPvuu5g3bx7Ky4PF8uWXX45evXphzpw5GDBgAP785z/jjTfewKJFiwp38dUAZ0DFpYURTqTYIMIaiHWPIpyYgomZaUQVHBLXSIagoS7qk8SO9yclLxbEgmL3KeXJQoyJGmJBXf8ZC97QmAi3k+NEnyaWuPmmFlBirj9KMBFtPh5Vc4WTdvPn6GJeBKrY2O6WOQCCZ1yoG59cPkpmsWKAHBcwxTIlNop/o7RQKQj6cxFnxBdCZBwU6Pvy2NHbewt89eR+W9f7QPIMgEr4liZcE1OkgOLywIyBc0XNgREHhUthwLuoNB9iyLgt3n0QD5UhNqV50JM+j0LsMDMAuQAygWiSKtmcKZSYZVKkAmzxTKSViBBIFCsT1ZVKus6pbWOFFGjuX5q1kurmpbqHMe9v3Ifjvb93HWcIV0vujYegnRBkPrm85n6midoH5ywknBIBZ/x9mDQGrInM7LYkVXBYU0yxueqQgEIQueHyAsQ8qbEm4zWPoqYqXrFiBXr37h0qHzx4MBYuXIgzzzwTq1atwjfffIPmzZvjgAMOwIQJE3DAAQdo7c8880x8+umnePXVV63nWbt2LS655BK8/vrr2GmnnTBixAiMGTNGa7NkyRJMmDABFRUV2G233TBz5kwcc8wxqa+ltqTGanfLHDCu/6qeDbtPLYc19WrEcep0rjFYF/DKcZSFhWpZkg27TSsPn8s4T3BCpdp2X4w21mOzfRVIa3WjnzxmHLXeFEyUe/RJgQMR54OyBbODg4j/JCou8T4X7eZ7osnGPIiPIliulhpZfU648uxw/XPCFNFCTUvMKqGnLK4090X6YbWdJ5iI9MVBimJjX7QT5dp8uJGeWNTl9gDrnxP7GJrgojqa2ixcLGPJ/uacoV5HxPzNoLAsKFcFENPCxBRMZGwZFoggUjzJANLqRIgcanwcpY8Zh0cTSIT4YmmjWaP4xx+N9f4+dpg9N/R5DiyXvOxThbZeJOoGez91LQCAMY53jvXSFHd7eqLcr+uIVMUiYKzj/7EqdrBYG2lTFJuoIkpG/eMeAQkoRLbUlvVYLohrO+X5wdimcX5TFf/yw894pO9dJXnf8k1RxZNSojZ8WMWv6Ll+Ed5tWrkugHBz8RPsZiuiRBIlmNjqjPKqmKd3nFFuOZ9lwjLogNEkTiCyXXdK6xP1lHqH8H6c8BMrMIfup93KRIxRG4QTACi7VRVPwvUVF18VtP2D91kRYkq+6DhrrvbMhIQSm4DiBq9WsSRGPNH7eUKIaAsoggrX99MIKIBFRMkF47+grARV2UlVCBXhJEKciRNUQiiCCRBYinj7gZUJtMC7/mvGYl1isSzRrVB0oUOOqYonhnWJZoliCfAsXw1RRogjYHpbVTAV95oEFKKq7P3UtVh73PXFnkaN5PSVw/Fgj4XyWAgoNTmArM19JwlVPBFWJ5PfPSGyPYknRLbUhvVYrohrO2nZkIKIJ48dtbgk71u+qXUxTwidtrfPAuNAxQWjkxsz5LTI6TjTtzYR7gG+hb6WyhT6mltzyYG+GDTrEuesvKrxStQ4JYJ8+PN3nFku06+q57RbnnjtgpTDupgS2o8pUxd63NYmzoLEVpck/JhTihNljF+lC525qSCoVgvK7agYfpXWrOzW2QDTxZR8ITIQdZw1FxCRRNS3Rnl8pBuYAxlbRFpeqCKdA8vz5n3Y1VTHkC4xxgmFGOL4+xwAY97n23TjYYB05VGHSvoBMTY0OdP7J+j5oZgqobGZnJN2pcq4empw/TNsP6cYJLBAMQUTzcpEFUxM8cQQTEyBIxA9TIHFLpzI50IVUyzjqu47icKJGfiZedZY+bDEIuoeXZ+cBMY4CScJCMsTlbNXnV8jLU8Az+pk/NqTQy46cYiUxarViRBI4kQUgiACyG2nuJB4Usv59PwUoolPtl98O8yZKxdn3i/QImykh9z3RRmrYGJaQeRqYSFEE0McyXfwww6z5wYBGI1z2/6uBKIJtJ2wEGJ0Timo2EgSRxJdjeLKbWMo7WulaAJfZFQW2VFiY9kffeHkovwLJypSRJlZHgSLhfHcMF1AASJEFD+Oh4a/+GbMtyiB0t5UUUWQFv8zHsQ7QVhEEWNIi41ATAgRJfZZrETU94abD59l7Mj/4xkL5mbeE2Ugu4WYcmCKQer8FLccLfiro5dp+6r7jSp4iGvRhI5ANAkJKqqIAoTaQdmsAopsz8P9xC1SrE3U20bfq4hcWXf8dcWeQq1BFVBqstWJYMrej+YkoJhCCQknBEHUFkg8IUK0v8mL0RCIJuKLOvetTdRFFIJ9KIJJhIWJ+f077RdyzoAPJxRWOAEgF0lJsUPkvMQ/hoVN+Mdzrt8Hi1ASWjSaJAkkUYtVs51BbRVEssJcEMa0q7gwvSBZVTZcPRIdZ5bjozEjsdv0ck2cBBRBxVhwG/KHVUAJ2iitpebB/McpEEngIhBNLCIK/LmEhJQYtIW5NQoiA/yAtalcZwSxERWT32j93ulCUDoLFIQtTCwuOSHBRHkf1bF0QSairRH4VbVK0SxPFLFGzlXrx0PjqG46ZjysQrmwEURt5agVI7HsiLDla1V4sMdCnPH3YfK4NggnAiGgiP04hNWJ6Y4TOvbFFAocSxBhRHrhfI9JpIPEE0Kj/c1z/F9vAQQvHv6aiQU7+uJOWVNFfQTFj9wm5i/uKqZoUijal+uBEwFzP2pVFTTioRKjmb6GNep55CkirUmifhVmdUQUSUuK/xPKbpuFimHVJ5wINlyd7vkW3jJiwSszAImFMPc/ukqZ2oY78AQSpjyKItuOtGxRUxUDDP7C3497wgEwIVy4PPLzbAomka5vHECG6c+9EDMUgSTOTS2yTQLynA7TxE85Fde4MPVa5H1WLUmMALBKvTX+iPzsphBOLH217Dp+uSmGcOPVJrQKorLqkGhCEEQSqoCShiRRhFx5CIKoqVDA2DxR2wMUtZs/J2wZIX99Vsv8Btxop5TJciBUHqpTMZSHD6+pHtEE8K1tlF9f5ZRSLsi0TCqys6VhgvVJEpGLUP+Y0opGU3bnDABAxbljEloWn92n+r9q+p+5tAFk1cw86iaz9IigsTJgrBiLB5l/XOWcXCmXc9ADyFpRF+0yY01EU+1vhfnHwiKgRAmGlj6J2ILLWv5emeKlGgMlHJyVRYsesn+MYGIKLEIoAUIBX81YJ2IfCF516xUeGf8k1wxsBFEX6P3ClXjxyDno8+IoLO89tyDnMIPGlipJgghZmhBVobavx+IQ1zbgufMLEjB2af/bS/K+5RuyPCE8s2wWtjCRlhC+iCJ+ZQ5ZmtjifMSJCBHHH10zErtNK8dH46pRNJk315u4akavol6GUW8NgsssizETv7GsTiOihMSSsMBD2TAScICKc2q+cAJ4wuFu08rl265aeKkBZOUCWoiZALiLUBBVBkXI8C1GhCjgjcU8yxUOcEe45/mWKKJcfs6Z1BziElClEVA0Sw+u2bn5DYx+YkxHP7aePwFv7hbhNyH4rSZKKNYlcQKImurYah0SYVkirPs00cRw44lKSRw/H2UOaV3aCKKEOXTZGDD/D5ojXsGxok+Qpa33C1fGewxWkbognAB2qxISTAiCqC2QeELIFRAH04QRAIGbTgrXFHUdxcyMHhHtRO1HYz3BpDqFE8Cz1Gh/85xIt5i4RUXIRYnb601Y6KfthBMZK1RbUxJO4im7ezoqzhlb7GnkDlMEFHHsL36lqCKOFaGBKyIKc8Wi23fVgf/o+eIL87PTMCiuO05QLoPHgsvz2p5F1SpDHqufKVXY0bLsWAaziCXm+FFdzTG8hvquzepFujDFCkP6taW2MhHzMdtYXHBswsl7M7y/j50nlFuFE+v48j4oCptSRsIJUdc5dFl6Ub1QVicEQeSHievOKfYUCg5l2ykuJJ4Q2uqf+wt5VRDQrFCUhX6QYcYfxliYBC4+QcXHV9Ust5J2t8wJ/woM6BcTpxIB/jITwUI2AWuTtD48NuGE0ocmUiuFEyGYAKYy6cceCRVr1kyqOMB9UYX5jYQlBHMBxrmMlyItTrhicZIBZMwT31pDCioWTKuQOLEjjcuOLkRYxjVJ+v/f4pYTnCChr3GOSLEE4XJ1/m//IXeReM+J5UFcFUU0scZVkee2BIl1uN6GIOogPf46FgCDwzg4Z2CMw+XesQuGI5ZfpVmfEPlj8l5PUEBYIq9c/c5pxZ4CUQcg8YRAxUVXoWyh+uUgEFFUQSBYYxhuOqaYIhoz4JORNUssCSEXE7ZfZdMOEnahCR/kMq6tr766q7i4sCl1ieLx0dhwBh7NfQeevqBZl8B/7Fx/X7UkY4ElCXOUMu5blDiekBLEO1FfmSaIJgY2ZinLtLHCHwyrWCKP1UHs8wkPqB8yzvWirMUTZhwr9YbAUhXBRNBpUjmQCQslcaKJOgcpthjCiSrAlt06W869Yjj9fSFKl4OfGyc1XSGYRAsoc4o72RKFhBOCyB6yPCkuJJ4QALwvyWV/nB381C1WacLyxBdSgHgxpbYFHeQO183dYdnXOljqtJ/81fK0K7GUKOelRU3dIFFAEW41qiuMam3C4acghi6iCKsSR28jhRSuCAtceZTTPNIJwklQFxQyw+okVpSwnCcrNAs5u7VJqqxXEfNR55oPwUTQaXK5kclH37damiDczhROIq+JvkcRJc7f+0+T+z3+OjZSQCHLE4KoHczstgRbtmzBzWha7KkUFBJPiouT3ISoK1RceFX4i7N8DVZQXP0i7rNxxJW1TjgBfMsNZSEC47pCRNUn9bedI8eNhJO6hYgHJDEXvOpC2hI8NOTOoWZoUeJphModpmxIt2WCfTfj980wYyxvU+fsZpi2meNCbCzlPFjMpmTH8cQEffy4c2ifRbO9cf/zKZyo73NcQFhNOLG0SxJEpAWi365s0az8XgNB1FBW9psOIFhAcFpIEARBEBbI8oTQqLhQX5iXLZxd0gt2cX1ZWYkoVjiRJNZnb5VSMWx01n2I0uCjcUr2HdVtB/7jKKxPFLcaz2IM0nosyKDjv4qxHO/YdNdRM+rIuD5ZurUAFsuGhPYquQRytn201tySPyFj30vKrfNYMz/PYomBlo7YFEUAXTSBUu/vh4QVMX/GA1cdVSwniDrIyn7TtQCy9GssQRA1Dc9gOL9/m+h//fSQeELEUqqiCQDPTcnRY51wBnx6fiBSlN1m++U1xz8xCX/nzO9o6jwIQhNQfKR3nciY4wslXBFCINIaCyFFyaAjRRJfTOGGcJIU4yTyo5CteGLpl1T+zk26WNHtivJQWSHIu0VJSqRwomXm0WOaALCIKoDpxqMFxjatUhgnoZaokwjrk1ePmlHkmRAEQRA1FXLbIeocZX+c7ZmjKwuHwBWJo+0dM2XbigtGo+KC0ZrZf7ZuNiFXAodbt0/PH61tBGHy0biR+PAaf/GuWh/4x1b3m4xlq+e9usqx2HczgCuO6/l12/hbPWPbJmijbmob85yheaibba6qK5DjiSY2kaQ6hJNisfuN5VbhRLoKGS5NgWsRtwsnwg2ThBOCIAiCqFWImCf53tJSWVmJiRMnol27dmjUqBE6dOiAG264AVyJX8c5x7XXXovWrVujUaNG6Nu3Lz766CNtnG+//RZnnXUWmjRpgh122AHnnXcevv/+e63N2rVrcfjhh6Nhw4bYddddMXPmTBQbsjwh6h4sbG2iln963tX2PsIXmunFJta/P1E/3TPg06GW8xFEBLtNLweY8kgJFx7z2D80YsXKMjGGsDxRrVMAwwJFwIJ6rcwg0jYrVytTv9+6OaUrkMQScsEx4poAoWPNKsUcA0ZbpT1BEARBEEQUM2bMwK233oq77roLXbp0wRtvvIEhQ4agadOmuOyyywAAM2fOxM0334y77roL7dq1w8SJE9G/f3+sX78eDRs2BACcddZZ+PLLL7Fs2TL88ssvGDJkCIYNG4b7778fALBlyxb069cPffv2xcKFC7Fu3ToMHToUO+ywA4YNG1a062ech74eEzmwZcsWNG3aFJs3b0aTJk2KPR0iAtUNRxVNrIJJBKplSiLGYlEkEakYQoJJXadswWyAM1Rckn2g5d2mlwcxSoBAreDGGthso7rzQN+PKxOE1tfZ/O9hE15S8u6sOiqa+Ow+tVyJeaILJzbRxBYrRlqcwGzvvZjxrgiCIAiitlHK6zFxbUc8fRHqNW6Q17F//eEnrDj21lT37dhjj0XLli1xxx13yLJTTjkFjRo1wr333gvOOdq0aYMrr7wSV13lfbfYvHkzWrZsiTvvvBODBg3CP/7xD3Tu3Bmvv/469t9/fwDAs88+i2OOOQb/+te/0KZNG9x6660YP348Nm3ahPr16wMAxo4di8cffxzvv/9+Xq8/G8jyhKhT5CqYqIh+bf9kF1GYIZiQUELYqLg4WKy2mz8H4F7WqjSYGXh2n2oEMVXWyPKZt8QzkRYrhuCivSr7moWL2T6f+GO+N6NuiyYCbgsSG3IjTCmaWF5JOCEIgiAIYsuWLdpxgwYN0KCBLtQccsghWLRoET788EPsvvvueOedd/DKK69g7ty5AICNGzdi06ZN6Nu3r+zTtGlTHHTQQVi5ciUGDRqElStXYocddpDCCQD07dsXjuNg1apVOOmkk7By5Ur07NlTCicA0L9/f8yYMQP//e9/0axZs0LcgkRIPCHqFPmMJWJztym7Mwg0V3HumFB9TaPjQzdiw8AJxZ5GnWfjpVd6AgqAdrfM8QUNhk8uH5XYV7jxAGGvmJA7jyqsCEHEEEviBBLGDa2kKsJJRN/1U0kwMdECxKrCiQOraGK6IoZddIJdEk4IgiAIovaQbYyStGMCwK677qqVT5o0CZMnT9bKxo4diy1btqBTp07IZDKorKzElClTcNZZZwEANm3aBABo2bKl1q9ly5aybtOmTWjRooVWX69ePey4445am3bt2oXGEHUknhBEKSB+yR1c84WT3ZaQcFKT2HipZ3UirE/a3zwnfWdfFBEpidUgJ1I74eG24tAkpGuI+Cim6w2zCC1ZzlmwfgqJJlFsGDMSHWeWR6ZutpaZ1iZx/QiCIAiCqBUUUjz57LPPNLcd0+oEAB566CHcd999uP/++9GlSxesWbMGV1xxBdq0aYPBgwfndV41ERJPCCKP1AbRRMAcjt0fuQEfnjKx2FMhLHxyWToXHlMEUTUSNRCsbKdGjoUiiETUy3YRcVBs2klaQeUf15NgkoaOM8s1McTMuKOVA4GFCoK6sIiS/8w6ZXd5lne16e8gQRAEQRAeTZo0SYx5Mnr0aIwdOxaDBg0CAHTt2hWffvoppk2bhsGDB6NVq1YAgK+++gqtW7eW/b766ivss88+AIBWrVrh66+/1sb99ddf8e2338r+rVq1wldffaW1EceiTTEg8YQg6iiOvxjr9Oj1eP/ka4s8m9pFhwenBNmXOPDJGdcUbS7SKsE/FqIJZ8lWJYwDH0yMFjD2uKFcU2OihJXQOWziiVH2/nUknKRBCCdcFUDUeCb+cZrYJt5+8EaULZqVFwGl7M4Z2jmEiAKQkEIQBEEQ+YRzBp5ny5Nsxvvxxx/hOI5Wlslk4LouAKBdu3Zo1aoVli9fLsWSLVu2YNWqVbjooosAAD169MB3332HN998E/vttx8A4IUXXoDrujjooINkm/Hjx+OXX37BNttsAwBYtmwZ9thjj6K57ACexzRBEHUQxrjciOz4+PTxchFaTOFEYrM0gJHeFuH9VP9XKot2zpI3rY/N+oGRcJIVzJJdxy+3tzdeEyhbNAtli2ZF1rf900y0/dNMlC32tlB/QzgJ1StCCkEQBEEQtZvjjjsOU6ZMwdKlS1FRUYHHHnsMc+fOxUknnQQAYIzhiiuuwI033ognn3wS69atwznnnIM2bdrgxBNPBADsueeeOProo3HBBRdg9erVePXVV3HppZdi0KBBaNOmDQDgzDPPRP369XHeeefhvffew4MPPoh58+Zh1KjkeICFhFIV54lSTo1FlC5dnpgs9987YXJkO0KnrgTa3eOG8uRGcRj/u3xwLYkmudBhztzo7Dqq1UmCWBbrT8WAigsCKxSRkt2WlUwNjJ1WpCELFIIgCKLQlPJ6TFxbjydGFCRV8coTbkl13/73v/9h4sSJeOyxx/D111+jTZs2OOOMM3DttdfKzDicc0yaNAmLFi3Cd999h8MOOwwLFizA7rvvLsf59ttvcemll+Kpp56C4zg45ZRTcPPNN2O77baTbdauXYtLLrkEr7/+OnbaaSeMGDECY8YU9/sEiSd5opQ/rERps/dTgcvO2uOuL+JMiJrK7jd6Ioq69jbdfUQbs11Ue6LqtLtlTlg8iXDVMd1zQtYmFvEkLp27FFCSAtf6VJxD4glBEARRWEp5PVZTxJO6DokneaKUP6xE6bPPUi9o7JoBNxR5JkRNZfcpuhXKh+PDYojZJq4tkV/Kbp3t7TCgYni69MOagKK6ejEeK5zI/jaXHBJOCIIgiCJRyusxcW0HPX5ZQcSTVSfeXJL3Ld9QwFiCIGTwWIKIIo0AorbZfaonpHx4DQkn1UHFRekEE63PsNEouy0QULKNP1cxeIwuoFAaZIIgCIIgShgSTwiCwFvH3FjsKRAlBokmNR9TOPn0/PymLiYIgiAIIr8UO9tOXYfEE4IgCIKog6gxTnIeQ7U+saSyJpcdgiAIgiBKBRJPCIIgCILIDxYBhSAIgiCI/OByBjfPliL5Hq+UcYo9AYIgCIIgai+hNMRc2QiCIAiCyBvCbSffG5EOsjwhCIIgCKJkKVs0K5SqmSBqC6evHI4HeyzMqs+Q14cAADJKMHjHVzMX7X9X/iZHEARRxyDxhCAIgiCIgiDioYSsU6qRimGjUfbH2cHxhdlnJiKI6uSU1y7GI4csqPI4lZxpAgoADH/zbADAwv3uqfL4BEFUP7wAbjtkeZIexjknw9o8UMp5xQmCIAgiCS1tsYrtW4byRU1+C+HAp+ddnfd5mZQtnK0dVwwnMYUoLse9PAIO43IDAksRAEEZc7Xj+w66DQBw9qrzZVnQx5X7GWVMc4wMgrHn7ftAfi+MIKqZUl6PiWvr/vAoZBo3yOvYlT/8hLdOnVuS9y3fUMwTgiAIglDoOGtusadQ2kQIJ9VFxfCrZEwWEk6ImkbcL8oud7Q2Z626AGevOj/ULko4IQii9sPh/d+Z163YF1WLILcdgiAIgvDpMHsuPh49qtjTKA2ysDgRdW1vnwUA0H5E58h7zJKKi0g0IfLHwc+NAwD8vf80AMBhz3sWVA7jcMCxos/syL75RhVOsuXyt88g6xOCIIgYSDwhCIIg6iQdZnsWJh9fpYglDOgwZy4+vpIElGypGDwmcN2JEU64IYyodaZoIpAxS3xrkbJbjcUoByouJkGEKA4uZ3AYR4+/jgUArOw3EwDQc/noVMLJU4ffIvdPevUSb0w/57cDLsf3zuWkFkhMq5M0/UauGYTyff6canyCIKofFwwMeU5VnOfxShly2yFS0fGhG9HxoRvR4cEp6PDglGJPhyAIouowfyPyS4LFSahdXJ1a75dpwomSErlsQfX9uk8QKquPnoq/95+WU9DFAS9dhgEvXaaV2Vx3zLJ8B4xUGblmUMHGJgiCqM1QwNg8UcoBioi6y3Evj8BTh98iXwmi1OgwJxzfhKxOcqPszqiAsfGuOoBicWITTbT2lnZmWx8jfiY2XnqlfX4EUSAOe/7qkOtOnxdH6YFh/Xr1+InD5mvjnPbaRbLOe3W1vrY6W6wTM1gs4AWMVS1SRB1ZnxC1kVJej4lr23vJVchsm+eAsT/+hLWnzS7J+5ZvSDzJE6X8YSXqNie8cikAhL7MEUSp0WGu78YzisSTbIgUTYDchJM40SS0r4smpmCiz8VevHEEiSpE7eOMvw8LZebxRJn04knG4s6jCSv+/uxuDxbkGggi35Tyekxc214PjS6IePLuwFkled/yDcU8IYgSp//frgAAPNfrpqz7nvTqJXjisD/kd0IEUYMh4SQHVAFDVS+qIpxEWpiEx7YKJil/FmIcaH/zHKMvwyeXj0L7eXPxyeWFfx7KFs9ExZB0KZrb3TcNG88aV+AZETWd01cOh8M8150HDl6U2H7YG4Ot5ZVgyIDD5Q5u6X5fqH7kmkFSQCEIgiDI8iRvlLLSSRAEUeqQ1UnVKFs8M7IuMUBsGuEkwtqkKsKJ1j8mfoQQUkTjTy7LzVKlbNEs/6T+6fzxPj0vvXACQIon7e+fqs/zzGtymhdRuzjttYukhUka4UQw7I3BVguTDLhVOCGI2kgpr8fEtXV5sDCWJ++dTpYnaSDLEyKR3R+5AR+eMrHY0yAIgigYBYy9WCeIspxo+ydfVDHEj1iLk2xFkxx+AmIR49rGan/T3KAdgyek+INozw0LmskTMLWO+a/cf2Fa/7LFM/V+flsxBvNf2907LRgPIEuUOsIpr10MAHjkkFtz6r9o/7tCAgpRczj/jXPl/u3731m0eRAEEQ9ZnuSJUlU693j0enxw8rXFngZRSzl71fm456Db5StBEHWXtrd7lhdW4SQqIGxcTJMcv71YrU2i3IOsA5ivMSKKOKHaxxBXpNiiiiRmHxhijKgyTG82/n6ctFABSFgpBU545VI4jOOxQ/PnQjv8zbO12CYLut+bt7GJqjPk9SEAgMUHLC7yTGofpboeA4Jr6/znqwtiebJ+0MySvG/5hsSTPFHKH1ai8PRcPhov9ZlV7GnklcGrz9OO7zrwjiLNhCCImkLZbf7fuSjhJE1ME8u3Fpv7jmlNlNraRDk2x7WJJEIMSSWgGH3EvmmtwqKEl9AE9fmZYopg4+91EYVipxCCi9/6PYknNRTxPYq+P6WnlNdjJJ7UDEg8yROl/GElCodIY1hqwglBEISJVTgRx0kBZWHUK2QdzzILi5NEUcawJIl140kST4DcBBSt3Ci2WaZItx9vGFNYyQdt75iZOpYLYWfAS5dhac+biz0NosiQgJIdpbweE9e25wNjCiKe/OOMGSV53/INxTwhikanR6+X++9XwTWo8+OTsf7EyfK1tiCEEwA4YvlVWNFndpFnRBB1j/blc/HJyNyCxLa7ZQ7AgI2XBgFEy271P8cMqBh+lVf2x9mouPCqKs+11hPlLqNZnlhEkyTBJCpgTZzykSLQbJQow7hxSg54aodppgJFpGDBCdQyv48cU5TxYDoMvnWOOj4zJmCbKwO4cW/a3TtNmXNQZrbTx4sI5Ov34Rz4dGgglLS9YybAmeamVXHBaMsE6ybmjya9X7gSDuNY3nuuzI7nMI6/kHBCIBBNzl51PgCQCzRBFBmyPMkTpax0FpI9H7sO/zhpUrGnURR6Lh8NR/mGqv5CKESV5b3nVvu8CKIu0b7c+4xlK6C0u8VPb2uJWWGLiSGO6/oisuyPs+0BYVMKJ6nilQCRlhjW9kmiiXoccsdRXk3XHWt7xQLFEljWZoECGFYo6nnNfdsFWdtYsAkmanmCaCJoe/usUFybimF1+7k36bncux8OOBjj9H8+kZqzVl2A+w66rdjTqLGU8npMXNse948tiOXJB2dOL8n7lm+cYp78pZdewnHHHYc2bdqAMYbHH39cq588eTI6deqExo0bo1mzZujbty9WrVoVGmfp0qU46KCD0KhRIzRr1gwnnniiVv/Pf/4TAwYMwLbbbosWLVpg9OjR+PXXX7U2K1asQPfu3dGgQQN07NgRd955Z56vlrBRV4UTAJqrzoo+s/Hikd5iTPwCle2XqONeHpHYRkTrJwjC45ORo3IXTmxECSc+bW+fJX+Rr5NECSc+2qI7STixtLGeJ648G+EkBVH9s3YtMvrzuGsP3QeLUpJ0/ioIJ23vmCmfa5twQqmswpiuui5nJJwQqbjvoNtw1qoLij0NoohwXpiNSEdR3XZ++OEHdOvWDUOHDsXJJ58cqt99990xf/58tG/fHlu3bkV5eTn69euHDRs2YOeddwYAPPLII7jgggswdepUHHnkkfj111/x7rvvyjEqKysxYMAAtGrVCq+99hq+/PJLnHPOOdhmm20wdepUAMDGjRsxYMAADB8+HPfddx+WL1+O888/H61bt0b//v2r52YQdRbVXUcIKLnw1OG3JLZxsl0J5MiwNwYD8FIjEkQp0f7mORDeFZFEWAmoVgUyhS90D4yolL/5omzxzGo5TxTSlWmB4qaoWpxEueiY7jY2wQUIu9PY3qeIvrZ6a13Ue6+44WTdx2+jue8YE9LceOImy+Q/epvEP//R9xicKQJO+BpCgolfTu5q0dTVWGcT152EG7o+VpCxx689GVP2frQgY9ckhOXJGX8fBgB44OBFxZwOQdQpaozbDmMMjz32WMhqREWYKz3//PPo06cPfv31V5SVleG6667DeeedZ+3zl7/8Bcceeyy++OILtGzZEgCwcOFCjBkzBv/+979Rv359jBkzBkuXLtVEl0GDBuG7777Ds88+m2r+pWwmRhSO3i9cWSXBxMZJr14CAKG0hqe9dhEcxvFgj4V5PR9B5JuqxCEpJO3n+b8Mq+4ZptuOFhSU68JJkiuGUieoGDwmb/MXwolA/d/f5n5RXbSbPyda0LCkMbYu1E3SGjtkY7liWBVZXXeA7ILHxrjjhF2Awm0Sn6Fc7oPFykSWK0KXcEErW6SIAL5gUrZwtjEWUHExCSmEJ54AKKiAIqg0DOyn7/1wQc5ZnZzx92GaWHL6yuEAQN/tfEp5PSaubbd7xyKzbcO8jl354//ho9+T204aak3A2J9//hmLFi1C06ZN0a1bNwDAW2+9hc8//xyO42DffffFpk2bsM8++2DWrFnYa6+9AAArV65E165dpXACAP3798dFF12E9957D/vuuy9WrlyJvn37aufr378/rrjiisj5/PTTT/jpp5/k8ZYtW/J4tURdId/CCRAWTQRLDrk17+ciiELAONBhridUfDyqBokowoKAMzDwIAaobYGqLGbNmCix8SuM47K7Z8j9inPyI6SEfjKxCAXC/aI6YrSIgLvtb56jiyX+3MJuIHp/q+WJeU1R5dkg338YViJKuXIyJixGop4TrjRXLVAQjK9fU/gi5B5nigVTzEVG3QebYGKIWOb7ULZolni4tXHKFs5GlGgihLKNI4Igy9lgC8hMECpT9n4U49eeXJLCCeBZmZzx92FwuYMHeyyUosnpK4fD5Yy+6xFEgSlqzJM0PP3009huu+3QsGFDlJeXY9myZdhpp50AAJ988gkALzbKhAkT8PTTT6NZs2Y44ogj8O233wIANm3apAknAOTxpk2bYtts2bIFW7dutc5r2rRpaNq0qdx23XXX/F00QRBEHUUEcAVQtYVunml/U3Q8As2tJIFI4cS0RCgQaW1NmbJAFpYFZX+cHVgUFAIhnCgbM45FmbqZ87ZtZlyQqHaR/eUc9Ve7u4pyPUYb+axo1hx6e3O8cBwVo50QWdRxouLCRB37faTvuzGWNY6JeQ6byKXMtd0tVRROFsxGxUVXoeKiq2rU3wYiewpldSIQrjulIpiYCMsTYXUCkOVJXYJzVpCNSEeNtzzp3bs31qxZg2+++Qa33XYbBg4ciFWrVqFFixZwXRcAMH78eJxyyikAgMWLF2OXXXbBkiVLcOGFFxZsXuPGjcMo5RfRLVu2kIBCEARRRT4ZOcqzOuHAx1cW3upEWLhwFp1xRxNOoixNRJ0kIv4FoFmhiKaWAUKU3T0dFeeMjW0T2XfxzFiLEzWIrW2hLLPkcP/Xf6VObb9xxJVaQN20C2UhmjHLIjx1hp0YQmFAsoRxZSKGxYmcn+qaI8uY10axVPJefAFFGTOwQBFnDQS2KAFFM0Zh3HuPFUsVZtSb/QEgFMvEIvrIcptYpM1LOTf3rIrU50GM2f5mu9XlJ5dFPy/CgqXsD3MKLjIStR8hnJSqgCLEktNeu6jIMyGIukWNF08aN26Mjh07omPHjjj44IOx22674Y477sC4cePQunVrAEDnzp1l+wYNGqB9+/b45z//CQBo1aoVVq9erY351VdfyTrxKsrUNk2aNEGjRo2s82rQoAEaNMhvmiginm5PT8Q7x94g9wHve+maATcUc1pFRY1vIjLpPHLIgmJOiSCqTJyrTsdZ0RYg5g8nH1+lj9NhjtHXaN++fG7yoizfi7Yo4STiPNkKKCLOiSacxFgyRGZKMUWNiCCv7W6Zo4kd7efN1eo/ucJ7TzSxxDivNasOYLcAyZYc3r+w2wy0IL9mjJPAugiB0MJ8IYNxXcdgzJ6eWBVSTOEjfOqgvTpNi5gSvji9LvX7b8NvW3HJldI9x3weAD92kDkX/7D9vLkhlzdNkPNvycZLyGWnthHEIiHlK58IN53TXrsILt3bOoFpQJivMYl01HjxxMR1XRlrZL/99kODBg3wwQcf4LDDDgMA/PLLL6ioqEDbtm0BAD169MCUKVPw9ddfo0WLFgCAZcuWoUmTJlJ06dGjB5555hntPMuWLUOPHj2q67LqPHs/dS0AgDEuBRIb+yz1RJN3jr1B7u+zdGKdFVBU0QSovmw6Nka8dZbcv6X7fUWbB1F6dJxZrhyZiy6u7aprMlUsibNiiQz8acMWDFQbLMUYcZiXJ84nV+ZA2T3TUXF2OgGlYsjVeqDYOBcQkzTCiUFSZhxh6WNzdwm5tMgy6H1C84y+hPAEs2irdLHeJhbsSIMRQwjhzBdThJeLIqIACAkpok84Hg4zjiPmwrh9PGVOVrFMTEat195zo049tTGGEDo00STK6okZx1qhZ7HT/uY5WjvVmqnsD0JU4YHopF4vC+L2tP3TTDCmZ5qqijUXkYwavBVAnciEUyyEcHLKaxfTj2gEUUCKGvPk+++/x5o1a7BmzRoAXsrgNWvW4J///Cd++OEHXHPNNfj73/+OTz/9FG+++SaGDh2Kzz//HKeddhoAoEmTJhg+fDgmTZqEv/71r/jggw9w0UWe+Zpo069fP3Tu3Blnn3023nnnHTz33HOYMGECLrnkEmk5Mnz4cHzyySe4+uqr8f7772PBggV46KGHMHLkyOq/KVly4LPX4MBnryn2NKoMYzxSOFGtTARCOHEYh8M4uj8zoVrmWRN55JAFNeI/SxJMiEKgCycWYhf/wW6HOXOtAkpsxpSI4Be2LCqRx6kwF8rB30T1WKXsnum5nMg4rT7ZVFlsqkBU4NcgLom+qLcKJ9yyIaYuTxtz/U19HFylXp2vFIGYVhZVb16bN7avtrhMn4ubNFembObc9HOG76neL3SPFdEsNh6M9n4Zrj5R7xmMshiEONNu/pzw+S3jt719FtreEQiIZXd6QZjVYMxEYRBiyZS9HyXhpJpwOcNJr14iLZOJ0oNinhSXoqYqXrFiBXr37h0qHzx4MBYuXIgzzzwTq1atwjfffIPmzZvjgAMOwIQJE3DAAQfItr/88gvGjRuHe+65B1u3bsVBBx2Em266CV26dJFtPv30U1x00UVYsWIFGjdujMGDB2P69OmoVy8wvFmxYgVGjhyJ9evXY5dddsHEiRNx7rnnpr6WYqXGOvi5cXA5w+qjp1Z5rJpgwaG65giEUGKbmyqaMMbx5u+mFHaCRCKXv30G5u37QLGnQVSBbCwbCokUTmz/S1ncJoAEYcMo14QTi8VAIgzhX/XVX7/9X765ss+U/WAuunhiCiUq2hccpVnUr+ea205okZrCAsFc+Cr9Yq1HjD6hhTqMBbZfZ44ZJbioxNyugmJ91hhCghxXngeuPB+cAVbRzhzbPIf1/DzcLmLs0OC2exv1XpvtzClGPTvmGJZpaHM1jxPui/Y5zOYzyLwsVmX3TAdjHBt/Py764giiFqCKJq7lA2MrM8uX9rw5/xOrJupCquL2d11TkFTFnwyeWpL3Ld8UVTwpJUr5w1pIhDAiiBJvuj8zAW8dc2N1TKnWcdprF1FqOiJvtLt3GgDkfRFRtmA2wBkqLkmfaaPjjPLoSsvCMfSdMOY4a+HE1lfpE8qa49dxB/qiDcFx0C84DgknDKHFai4CSigoqHEhsbEurK92ASW0eFbLlbZJwoldzAmKrIJJxCJdVmfxw1qSIBMn0pmiiDgOiSgATIEj1hLKdm5t0uYYxrMZRdIzYbaxndr23EQJYMacUn9u0wgouYiYymewJojGBJEPTnjlUu04jWiilVv+cPyl57yqT6zAlPJ6jMSTmkGti3lClBZpLV1IOMmds1ZdIGOhOIzjrgPvsLY7/41zZbtF+99V5fNe9c7pmN3twSqPQ1QzlsV6HGWLZ2oxBEL1IktLluMK4STVr9U20gonsj5egAktSNX+5kJaXayF5pXyJtgW52JdyLgWA0WUl909HQBDxTljtKFE3JPq+KmEM+MSzfc9hXCiDxguD93CuP7qVGx16n1OKdLI+CZmf6Zcf+iZ8BbsIu6JTbTTxguJKoqoEfX8cvP+M1ifewPb/YzDLlylEE3Eq/FMaG8BM9pFnD9SvFJvgHof4MWC4Y63771FyskYy+rvE0HUdJ44bD6Oe3mEtS6NYGIKJb976XL0/9sVAIDnet2UlzkSOVIINxty20lNUWOeEARRdZKsTu476DYAwD0H3R4pnADIq3BC1G7SWp0Il5C2f5ppr180y1qelpzdMdIIJ1Ft00yIGZtWxsOLWvFLt3lO49xMHd96fktbS/vYWA7V+f0o7lxpXHVsQ6YVTnjCFtPOFtNEq3ej28g6Mx6KC0DETTE2uMyPbcLAXKb3d8PnlOfTzu3358Y9sl2XsUXeG+O+h8aW58hCODHamXVxFkU5f7kX90eM71tFcWWfhBOirpDW0uR3L12uHdcGqxOCqA7I8oQg6gD3HHR7qnYOczH8zbOxcL97qnS+q945Xe5f/Y4XvHlmtyVVGpMoPO0fmKov8pPwfwJmzBdQlEWO/PU9h0VJxxnl+uKrKgt+U6Awf7WOG1+1OjGFE7nPw23FiVTRxObeIybAwsKJ6b6jWZqIbsJaRphCcHFBioCi/IrPwILUtVyZE2e6xYSo08a1E+onysCNBSsCocMUTmyiiWU/lXCStBC3jW87T9rnVjHuiHa5MTajTjwjQX8W7i8nphxb2ggLlZB1im+ZoiIfqdj7lPDhM+571PthteCJGJKp9Sk/+1bLMGsjDvVf79ENHl7vc8MpAw9REjx1+C1yf8BLl4Xqo1IbRwksz/W6Cf3/dgX6/+0Ksj4pIlyIv3kek0gHiSclxsHPjcPf+08r9jSIGsqQ14cAADKM4/b979Tq8mlx4sDFzG5LSDipRXT4sxd0+pMzs8zepQgoyto97L7BkTreSRoXjHDjPGMuaEWZKZyYAosUPxBe7GrfR4M6VTiJsj5hys2QYok/jBRRNBMbdZygMWPeZOVoilBiE0K0a08SXrLBJpxEiSewjB8jnGTrhhI6P8/uejRdSxVF1Hrj2ZEuPEofBr0sW1FFPhYhQcWYkNE9ZxIEE60u1Jfpz7Q6Kf85k3qP+uyZ5HIRXAxpF1CyU5AJonZgBoE1LUuiBBOT53rdhKNWjMzbvAiitkHiSYkRl6WBIBYfsLhazqOKJQ49k0SesMYqSewU7iOtT9JatZjPcFrhJEE0MceMdduxiSVRIopR7lfqp2cpfmkKmekktQdsQkWSuJIkdqQSQ9KWJY1pE2US0GKcqM8WEGgWog0z3hKm9GH6ubUypZ15LFQT5otaNt1LGzN0AZaytIKT2TbG0iSc5ScwfQl9Jo17qilRSf+nxD2ySn9PnIm2QDFjBxFEqZJWOCFqBoVILUypitND4glBEHnBZmUys9sSjF17arGmRKSkw4NTINw62j8wFZ+ckWx9UnZXTFwNAVe36P+YO86aCzW1qWyZ6//lNlHEIqJkhWo94AsjVhedkGgSYUlixCxhpvgixpXzD6wOpFGJ4oqhWp1U/F53OSi7Z7rXSQ7Mw9ZCUdYn4iByUWv0S4NhdSLHUl6jLRaM+iihJeU4oba2OVkIvTX626nvqK+KdQg3ymP3YS8LW7Awo79i3aGcOzRmWiJEJ93KLMWApiACgIGHBBRNA0yaq03kTDg/CShEXUXEMBFBYAVJQspRK0aS2ELUaUg8KTFW9pte7CkQReKsVRfI4LDFIMo1Z/reD1fzTIhs0bK3pCA2IKkYkwMVw0bHtukwe64eAyOCnL6n2Ra+ysLMZlSR03lswolFNLGmIIZSpwonjFvac2wYOAEdHpwiXW+Us2hCiknF2WOTBRRlNA5mF1BUzHpL9p/Q9SoClhwxrdVCXL1FUIm0HkkQWxKtXtK2kZV+F1W4sIgqmotOlJBilsFepzwecuCwS48uqmRLpFiSVkAz2/qTZvIZ1Ov0x5uFhZbYycacXxNwFAGFCQFlOsU/IUqabGOXkHBSA+Astz/cSWMSqSDxhCBqOUI0KaZwQpQIjCdan5TdPSN+gSSCxca06TB3rpd5RBVOLEYW9jmGz6ea4cdMK91CSzmH5o4jN8XqJIVwEhnDJGR5IvY94UQNuyDa7rbkRnx8+oQUFxCm4uxgARiIX/59QziQrFVAUQPIqtdj9oFoqjRUDVii3qco4QUR5eotjBJObG3M8aLaxJw7VTtDMFJfo+KTqOKIaVWS2Ee793q9Lqh4/3DlPPEXJq7PIqBFdbPdi4hhZHsxSd+NRxsmn9/rDTMpq3daoErm8cREMVAD2M/u9mARZ1Ja9H7hSrx45JxiT6NOQgFjiwulKiZSceCz1+DAZ7MMJEkQRK0kjduOCVcXqjFWJ+3L5yZaA2R/8iwXOCnOV+UfYSL6M9OqxFi4mhYn6jFjHLstubGKEwMqzhmDisFjtHOHsrPAcg+iYrKkuFfcXKArwoBmbVEVYgQRq6Ci7GttYGlrGyumnW18tUyOY2yMQ09z7Abt1H1wBGmM1T5IGDvmGELMjNpgtI26tymErljxySbSRPWJIlaAjRjIdx3UUhgTtR4STPLL8t5zpfVJ7xfSBYEniFKCLE+IVKw+emqxp0AYnLXqArl/9qrzAaRPSUwQArEYT+O6U3b3dIRWJVxfbSe56zBlwZfTAsW0erDNQ54sYvBq+jE5Nv2wKVxoIom9v7ebvxVdxWAvnkPZnTP8sX0XD/GviGUiOgizEdMCRb4nvvVJ0F23PtGMUPxyi7VJtvFTVDSrpyjRBJbxox6VqHlECDWRbdVrSrBIASxilmGRorYNWaVEWKSIPubYYauUFNjuu62ehYsQrpJz0yxQgMA9J2bcfKBZn3B/Gv58KPZJ7Wd2twcxcs2gYk+jZBAWJ71fuFIKKGSFUo1EidRVHbMEyWQy+PLLL9GiRQut/D//+Q9atGiBysrKrMck8YTIKyJVMqVMLjyqm87Zq86nrDZE3ml33zT/l9j4lYqwOmEcgGtv2758blg4yZUoAaUK5JTJR0UuWu2fw2j3HUubmPYfnjoxxwlGU3HuGD8AsLeCDOKgKAKKJpTkJqCYSYC8hTHTu4vKCGyxTKKsGGzCSaTrTtQ4cXOyv0X27rbzGvdVE40SxBTTNUe6+Kj1hrgimxtiim18tc4kjfuTVibOYXxutebKtXOlTPQzy7JT2NTzJPRRx1UiAZOAUhoIAcXlDPP2faDIs6n9CMHkiOVXFXkmBGGHR/gj/fTTT6hfv35OY5J4QuQVEk6KA1mcEGnZ49HrAzGEA7alX/sHpkbWSXwBRAonLkPFBRGuOjfNlRYBVRZO1PObJA0btTA0FlQynkkKTKuR0Dxi5mQLp8Bi+n54Sv6FE4HNCkUKKABSxUCJu2WMA473vDAXcmTmcHCXacPmBM+ybwrxJbFfzFjmI860Dn4bm3ijWj9YxBUp2BjPSciiJMEqRRNTlGtQRcTE+5l0D8PNdDHF1oYpViBcKVDOk1VMpJjPeSzC+iTxwSZqC+X7/Bkj1wwi4YSo9VCq4mRuvvlmAABjDLfffju22247WVdZWYmXXnoJnTp1ymlsEk+IvEPCCUHUPhL/44z9VT5F3yKuP7ix0NT2sxBcsqrLhpg4J4JCCif6yaEt0DmCYyGOlS2a5TcwBBTR32Z9Ylg7aIv2UP8qCikquYyRQkyJE07MfUAXPjR3GTGGbpIjx9AEE9t0/Hr1XqttzaFVb6nQOMq8rbfN0BHSvj8hQUkT4YI2qttOokiCdG2yIZiDXTki6xOiujjhlUsBAE8cNr/IMyGI2kl5eTkAz/Jk4cKFyGQysq5+/fooKyvDwoULcxqbxBOCIIg6QqdHr4+sS5eumAVCiGp14r+WLZyNiuG6+a60OqluYqxBsl5wCZElbnVcRWyCCVCNoomPsECJbWPEtCn742zLalwRSaTGEqyW5frZLxfuO6H+quBgEWJUrHXZGg7wiH1oj5BWb3MlMom0shBlEX1VaxS1iSremKKD5qYTY41i1qufC+tHJIU1jj55y7VAn2/IhUkUCQHFrwzFPklDrlYnArI+KTlqU5pdlzMc9/IIPHX4LcWeSiIuGHouH42X+swq9lTqDvQnKZaNGzcCAHr37o1HH30UzZo1y9vYjEc5AxFZsWXLFjRt2hSbN29GkyZNij2dgtPjr17ay5X9phd5JgRBpGHPx67zTD0Bw21HmID65Yoowl3fNFRd7XEAbtAGnPmxTJiX/cNlqLgkiMDfvtwXT3xXjZDbTj7/B7Islrhl8ciNhSQY19pJtx2zr5olxt+3pimWC9PAZCAcPFafq5qemDFekNgmhabsj7MVcQ3y5qtBXNVAwTIGjquXRQZ9hTmOUc8j+prnt41llFndc4xyrW+cgGKu19Tn0KgPdTctpUQ7S7nVwopZzmOU2epD41lIFSSWIXz9UXONmpv4jDp+maOUMbUdD11DKgHFdl+1z64ytvIZV9N/E0S+Oe7lEQA8EWVpz5uLPJtkei73RPViCyilvB4T1/bbRdfCadQwr2O7W/8P/xx2fUneN5XKykqsW7cObdu2zVlQIcsTIidyEU0OXTYGrx41owCzIQgijs6PTwbAvAW88vM891cNgUUA9037xSoeYeFEW2iyUFBOxoF2t8wB48Anl10Z1CFi7WIurHIVU1L+yhy5aPOP8/LDpGItUJeouNCzOipbONsv4aFnyRZAljsAc/0yB57QZloiILCqEGUMyr5i1cCUTqaLUJQ1iza+TThRy6KsU7K0zGBmNbOUGXMNudco5ZprlLITsi4RZcaYpmgSF38ndE3mfTD/hMR9HozPi80dJ/ZzycV5WHBgG5sbNy8lnEO3PomZS4cHp+Dj08dnNT5B2KgNFicqtcmqp7ZDMU/Sc8UVV6Br164477zzUFlZiZ49e2LlypXYdttt8fTTT+OII47Iekwn/9MkiDCHLiM/YYIoFky1fICyVopYRERlgNEwRBQbqV124n61zwdx3wlYlu4A0pohT180bPFNaqHVSSRx91cRqyItKRhCi/roc6U7jhXQbCjiX+TzbIgrti3U1hQVo6xdIs4TV66d07DE0axxLO1MQVTbjypLmmfSZzvfn/248ULKTEwb6zjRD83Hp49Hx4duTJgcQRBEFTD/HudrK0GWLFmCbt26AQCeeuopVFRU4P3338fIkSMxfnxuQjeJJ0S18OpRM6IXYQRBFIyuT07SjplwEYG/LpXuJ1wXWUILzBgRRW5MFxdsoojpshMjnEQtQgv2pyRqkSuP06y0gzbqLzlpf9Up9t/JdvdWPeB3xfCrNNFDookiPGgjXC8cDjhcE03kvqMcw6iLKbcdizIeNYYyV3loPhcRz27c26c9v8YYNsFC045sooUyZmheRr1wkYKSLlwtE+5SqiuVWmbd0nw+035esxQwxd8b69g24Sbps2y+D9bz6n+7yu4JLHDbPzAVHf48FR0enBI3c4IoeejHUqIm8Z///AetWrUCADzzzDM47bTTsPvuu2Po0KFYt25dTmOSeEJUG6/0nVnsKdQZhr95Ni5+6/e4+K3fY8RbZxV7OkSR2Pupa+W+EEbE4lwTUdRYAYBcQYTL9fEjF0kW4USz1oj4lSP2l3qjT95ElKgFWBK2TjnOp9iCiaDdfZ5wkg8BReILJVbtSMSQkTEs/EfE8eJbaFsKoUQVQ0LCiDGG1aJF7RNFgjgSahuxaSKKq5dZxRXb+ZM+DxFCinZON7pMFU5y+uUy7WPN9Ffbs5L4EZHXFiHO2uaThfWYjA5ojNnu3mne54ZDC/q72xKyPiHqFq/0nSm/55OAUmhs/5nlYys9WrZsifXr16OyshLPPvssjjrqKADAjz/+qGXgyQYSTwiiBFm43z1Y0P3eYk+DqCE4UgyB/8qtC/acFvFaQFljvBTDRVqTxC3IEhdS0V8CYi1L1DZRKzjTQiFqrJqhh2RPnr4/SeuTCKwxLTRLER6qS2Vpoo5l7Jv91NecvbCi3mejPPScm5YOUUKH2tY2doSoaP08KW20sijRJmo+cRTyuc9m7LRtLcGrNRE4Eq8uZFHmxyL46LQJKSdAEKWFiG146LIxJKIQRWfIkCEYOHAg9tprLzDG0LdvXwDAqlWr0KlTp5zGpICxJUjvF7wgjS8eOafIMyGKDQkodZduT08EwGQKYiGguPJLvyKW+Fl4AE9g8eoQmT7VWq657CC0MDNjCMQt7lTMdnKtwgEwBMEl/WOtobw+o04t4wCgpEK1tU1Ci0IKdeDw+SPGZ7ku3lOy25Ib5fu2YWB4Ydf+galyDrxAv0CZwVwBQI0Ca94mMC6fHfne+Btz/fZ+J9nXbycDoxr7Yh7gxtsgPwDKuKELSHuh+qE5lvpYiilHDW/WMaFVxjxuopN2vcYJQ58b5fMUNRd1PiZ2y6KIxrY2aR85/32L0jUY959fb0e7NtE//Lcg/LdC3h+lTAsca9w77v+tFXR86Ebr54wg6gJmcgiRoROoWpZOVYxhjNddi/Y0PyLlMmYJMnnyZOy111747LPPcNppp6FBgwYAgEwmg7Fjc8uYRuJJCUKiCVEspq0/BgAwrvMzRZ4JAUAKJ+JLvRBRXM5C4ohomxphcSIWs9woByKtMaKsP/6fvXOPu2rK//hn7UcXMiUZqpGeSBIVuZVrKaXJ3YSYNISJ0AWlJCmVckkjM0001cwwLoMQ4ZFL6EIRuYQoGWTGGBp+o/Ls9ftj77X3Wmuvtfc+t+ec8zzf9+t1nufsvddee53LPuesz/58v980E9ZgPiNNGJm2LK9URBF/vVVwiRzbNMtWx8ahCR/ZiC8a7R6ehA/PzH/SWJtAs8/9U5RJ+YbzxuTleBuHXG2uvCPWiDmrLKDIQgfXRBRIdaEc/3UU7z9AmewGooq+XRZR1EOroon+fjKR4sem1elkECpkZ4l+KirzeN0sYVNh4kQUm4Cij01bbxJpjAOVlpMq5UQEDnl38R4QAmdkHFHhM5WAoo81IoBq63UBRVKYA+EkaMawnirulBxyCPOdXe4t+PHOXHYZHj7y9wU/TjmgCyaZiikmBwvnjMQUIhW/+tWvlOVvv/0WgwYNyro/Ek8IgsgbJJqUBgc9GU68ZeFEdqFkVVaQIxBHmHzf1VwnsAghpv70thbBxWso7SM2G/QNHje58ndWriynGafUVpmc6QfV+pTFqwja+kLmPvmo/zi0+/ukiEC2zwOTAYaMyqtWLpgmCWQMGy8YZW27ccjVqfrc+3e3QbaQ6HNpWUThBuGOS/eVCbu+HdF5dD6e9kgojN6v7X3N1H3FuG1uFKa3k4Qfo4iiv28zPO2tIoqhf0FE+DGJQXq/uvgRJ27qYpm2TRFQgpXywbXVESeKPg5NiFH2DawnnogSJ7YSJUFNCSeEHSGYdHv22kBIMYkoocjCEkUWESb00w9b8zrWkkT6rZXXPmsh06ZNQ2VlJc4++2wAwFlnnYWHH34YLVq0wFNPPYVOnTpl3CflPClT+rw0vNhDIAiihLG5DMQE3WFadZ3kHqOr9C/wFDOzxJwPtr5hWJb3z2Kd2nfKxLGmi9O2/VL0VxPJYtv9fRLa/X1SZH3bB28CYzwj4QSA91YQL3Wexv/JlVdB5JQR6PlKwuPzUCCR/ov7etWctBV18knqp0V7n+u5R0z5SZT+NTHR2H++ybbPbM5LyM+HrkyG6zN6G9omHnH5TxL6UytrZTAWolZz+qtDcfqrQ4s9jJJlee+bwf08QTqyOyUNr54wLRIuRBCzZ89Gq1atAABVVVWoqqrC4sWLceKJJ+Lqq9Nd3NEh8aSMIQGFIAidLk+Z4+zzMkkPruAzZeKiT/Iikz89qaxlAqi7CYzJL7l2g3o8eZ1x0pVSlDE9dmOWU+u+NvXKF7asbhTv336PTEwxqHR8+Kvrg37l90G2eVY2nj9aEVAq5+fnB+snV17lDyzsW6+QE1bNiQoo3EFY0tiRXi5dQHEkkcVWycdEBs9XxsYu7T0sv3/1MsLGSjny8LI51Q3np0yqHEUxj9kqkkJ9DNbPBr1t3GOMfAaIN4i2r+kYthdOF0fk/hDezyj0kahR7uxyL6rBcNkbvy74sR4+8veBuzMrl2cdYkWfqVjRZyq6PjNGuXHuuU3ELS1Vx+fvu7NkCT7T8nyrhWzevDkQTxYtWoSzzjoLvXv3xqhRo/D6669n1SeF7ZQpzxx3R7GHQBBEiXHI4usgz2ACS7+YTGSa1wQwCg1KyE4wAZGEBJsukHA1PWhj2xeG73cO1WIvrVPbSeE74nGIQ8sT9ZTEhkCYjp8F+z0yEQzAujPGJ7ZN4sMzr0e7hycpz3UuFUE2nj8alX/2RJONg/JXUeGTYSOx98zblfCIMDcKgufW++f/9dcH+TGk9sacJy7CnCkAmANwV3rJ5ONwBPlglDFAu58Ftve6ns8H2iGDZSGIyY87tyHFkk3YjzxwY6iO3lbalnS8MB+KdwD9/JaPG4TfyDvK44gZj/WzRXuhghA97iVg/mTAWPvgiVrPo0fdhVNfubzYwygbVvSZWuwhlA2cI+8Ot9rqmGvatCk+++wztGrVCk8//TRuuskrI885R3V1dVZ9knhCEARRy9BzmsRXzkkxGxJXVV3pCq4LVUAxCCMRkUVuC+k/UtrjIU+EEJnsmCY58sQyaIPovqmx5DYJt+fQt49wh4hu2ltcKFmJKix/CWk3nl+YMpSfDBtp3bbP7bcbBBQE94xigy6iaMlm4aoCinCiMLkjGEQchPdN22w5SIH497uSSkd+HNHDBguR93XK92FWgogNXWywvCC2HCjW/CeQH2/Mk+oLpP5d5bjy4ZRcKCYBxfbCSblPOHxxOvg88N9k3OufgWOf+6fg43PGUuWdEuL3Xf6KIasH1ugxyXlCEMXjjDPOwLnnnot9990X//73v9G3b18AwJtvvom2bdtm1SeF7RAEQdQCDluc+VXOuCsN3pUNEYscukoCQQTxE8Dkg4d3s+4n0/1y/RGb5ngF/p3MGA9umSIEk0JU8qkpPh45UnmOTZFUAOLdRCwUSJRwHXlf6b4sSuj9pybL94U1R5C4L4uRuR0qsYOsTp+4t2mW573xrR88T5bPJtuxcvgMUz4/hWAmPUkfn5PZZ3I2n+FE6fPEMXcWewhEbYMX6FYLmTFjBi6//HJ06NABVVVV2HnnnQEAX375JS67LLvEzozz2mrUqVm2bNmCJk2a4LvvvkPjxo2LPRyCIOoQhz89FpwDrj/r0d0k4sqXLIi4nCnLHJ6zxHX9Zde/VfszS/8+cwFUe8thzgXmXb3XvoQZh9fO4jrJRXyJTGJNk2XThJfxaI4Lpm2DvE26dC21U7YzhHlMgol3uB8L2mhtIcQQBPeDdvJD056o90+/IYNnqnYSOFDk95GWg8YoPGj7MCl/iPjPXHjvZ/Gedv22QPR9azuGPgao6yPbEoi8L+X7hmXZlSL/Tzw/5P/6sZXBR9vGClfafds201jkvDbKeepI+1iPpTlR9PGZzm9o6yNjU7cxBsDhwRuE+feZw/HJgLHY54HJsUmZuzw1DoxxVDDuJ/LmGeV4IAgipDbPx8Rj2/POG+Hs2DCvfbv/+xH/uOKGWvm8paFfv36455570KJFi8S2FLZDEARRxngZ6b1ZhAMOF2Fp3EzymyhtDckQeTCRZLETVkDbZjxY6mHlBT1MQMmVEPMUMd+Cn7XKIwkhSeSSf6Qu8vHIMLRnn1tv90NmOMKZsRR9wRC+4OFm7/V1wm3MRTBJZ0zaT94fUr82tPb5Rn4/G8PQOII8LdbwnZROmsgpnCR6WMapjyMv4UJ+n2ruk8go/L/RfCjey6S9mLbnK81Y/E713CcsxuPdedH1qCAPOEEQmVCIBK91PLxs6dKl+N///peqLX1kEwRBlDFC9BDuBUeaRuRaYScQVIJs7PBvUcHEa4fUk8Ych1ZexIgo688aR8JJjnx89Uisv8YTU9aPGmFtZw3xAQLRxNhGdnOkFB2iB0/ZLhP0PnN0c0W6z0E4qTFkx4+8TnMEgWdYzjglqSpWcYa2D3pJCts9rJYMf+ukaAlxADiqqjD5hAiCIIjcIOdJGdNv6ZV48tjfFXsYBEEUCc91Ev31LhwowbKWQNZGEMLjh/PAD1ngYlKmuU6MiWKDzkr3KoYSqlOT+MfLNBcCkQ6TgNJ22gzFfcJZxKQRGkzEe8LR2hZZ6Es6lWxJkQP3CaC6NOL6SxFyk8nYckJ300A8Hr+yjt5cNh4Z3T+2iltS4yQHjhSyw+R1+ueJ71pj/kE4Z9j3oZvAHC8BtOO4YAx499QJcDlDhfYB6nKGo6pG49UT8lMGnCCI2gPLs1Au+iTSQeJJGfPksb8jAYUg6ijelUn7zEUXUOKIfGcqITvME01c4TyRBBRbtZ3AsVIDX8gpbPZZJ7oMQgKSJ1fKfoZ2n5xLgkkxWD96RERAAaT78n/hPPEFFAYvXA2S4CJKF8cKKgZHiCCrPCfBzpb1+rHk8Bh4Y45930ouGqujJq1oYnOkaP3mHrIjVdaJGUa06o8moMQRcRnxUKBiUISUuOc3eM/4g+VSaE+nJ8b7hXo8OcgFg4PcXYOlxHVvnxHcn9zpkSKOhCAIIndIPClzSDghCEJgK0kc5zrhktDBObwksaLKDpdcJ0IcccWO0mVtWwiP6X4ScTMheVWmORP8yU4kuWSmBJf4ufLXm58xaXbsvxgM2HDemBwOSOTK+tGeE2Xfm2cE4TcRN4r4L7mS5OVgnxj07dnMf5NECZO4Yd1HF03iRBRdOMnEYWLYZhRhklwtKVDzmzD/Lw/71QQxpQRyFsfLTDjhCEL0TM8JhySUAJzz4PPX5QDgoAJuIKC8WsuSxpJwQhB5Qg5NzGefRCoo5wlRqzj1lcuLPQSCKDhHPzcqr/2F4TqhkBK5AcFMQq5iErmfyyVl25d3Nl/qSVe4ZZdBAdnwaxJOSoWPrh0R3DcKBZJoEqnIBBT8vWKtapOP48a4YWzH4/JzYWuXoXAS6SMOoU8knf+Gz6W8Ig2AWR9TVDAJqmbFPE65EhrgVUzjHFjRZ2r24yUIonYjfzjn80akgpwnRFkjiyWPHT0Ljx09q4ijIYjCc+ySa5DNbMpaphhQXSeuEFH0L1Z5cqK5TiwTM3nSU1QXeg6uk1S/J7jmPvEnUhvPvzbTkRIF5qNrR3gOFMlxErhM0rhPmOQggP19nen7PTY5q749zsGRp9+/2QhGYp91N3oiVfsbZ0T7y7BP9QCwu0n8F9BU4SeyTs59kiLsTxzDnuNEdqVoIkpM3yJ0R/x3uec4ef2Xk1MMqDyRQ3hkyJVCEEQxGTt2LHbddddUbUk8IWoFJJoQdYHuS66G6de4nBDWFrojkIUTl3tiiesycNeRnCbMSxQryhPLYTsm1wkK6DrJZH/ThNMknOgXWXIYti18aOP5VC2j1Gg7fUY4z/UnzoqAIlZLnlxlju5625hIopwgoJgIjictR7AJJ8ywTl6viypx7/EYN4m+f9rTWogmwfIN3vJ+E2fgg/EjsN+kGabdAvTjfnjdCLSbYt7HWAZZfnJN4TtS39a+9PFExBDdYSK7UmJEFNFaCCb+ATj3y8tzhrdOmmh8rLUFIZzoQsl1b5+B694+gwQUgkgLhe3E8vjjj6due8oppwAAxoxJ7xJmnMf9zCbSsmXLFjRp0gTfffcdGjdurGw7e/kQPNBtdpFGVjc4/dWhePSou4o9DIIoGD2ev8oTPCCcI0yyfHv/ZQu4SBYr2rkuM97nLoNb7YC7ofMEnIFXM8BlYNWekAKXgQkxRa66I4sqsiMFBqHFIryk/tK2TnDC7Vy/r4snhslh+J+HfULvR7rarE2q5O0iH8LG35B4UooEyWMFsktKei8z17/v+vdd6b68HeH9yPscUM6BRLJ1m5i2i2V5u/J+Vc8d7oRtuN7WMj6ZdRNG2DfmyL5TZxiPb3Tr6OewSQgyfC4E57Aj9cMA7kjnNcL1Xn886DsinEjHFJ8JjHEwvy1zvGxJzF9f4XCsPeXGzJ+cEkZ3mZA4QtQEcfOxckc8tla3T4KzY8O89u3+70d8NvL6WvG8OY6alYQxT6iWlwXV1dWZ95/90Ii0OMzF2cuHFHsYtRoSToi6iBPE1MfPzGSJ3BSu462Xw3UQ6zIJO4vZZh1McntrGT7bfrb1unBSAChMuPxI85qZJ+b65DumbSYY3p+JokVKUUPfnsbpktRHTWITTlKTRryK3ZblgWXhxNSt+Az2cTlDpyfGZ3esMoCEE4LII7xAt1qC67rB7dlnn8VBBx2ExYsX49tvv8W3336Lp556Cl26dMHTTz+dVf8UtlMD/K3rnGIPgSCIMuWEF0f4jpLwV7jDOFx4P8DlkB35PoCIO0U4VrhY9sN1eHDlnPnhOix0kbhQHSUiPEj/otUmGamvuJuu0mvLGc9fmGUfWz8m238MG397NQCg8u5b1IESJY8oXRzAgCB8x18VvB38y0ucIawyxeCdI2KdG7ZlLsIwHrlfsRyD9T1uEj5SOlKUd2UmYovYOYNzqP2NM4IxfDA+Py4UXThJnX/IkvsEQKRaj8h9ouRRsb4Wyee5UciO2U+E8Yj7AHDQk9ejwnGxum955z6p9q/P3tzp70UeCUEQdZXhw4dj9uzZOProo4N1ffr0wU477YRLLrkE77//fsZ9knhCEARRovR5aTj0X/IOvBh5WUABECQeNCGH64hQnaDCjhyuI4QTP0RHCc+BGtoQhy6cRMJ7YNie0J9pIpQx+r7ysiSgBMkkpfUbL7s62p1k7wdCe36xrtIT6ZAFFD3/iElAkfNlMEk4CXZ1tbbivS71JYgtsR3zvrGGmhm22UQTbrkfjEvaJRPBUm+r5zb54PrMxZR2U2bEu3t0chGEgu0sfCJsnxO6SyhGYJJLGouQHeNhJQGl0xPj4TjeukMWXwcHHK/3nRL/uEqY2iKcnP7qUADkciZKhEI4RWrpNaCPP/4Yu+yyS2R9kyZNsHHjxqz6pLAdgiCIEqPf0ivRd+kwAJ6d25UEEsATUADPacIYD8J3ZCJVdYL/vogiKutIeU4854kvnAi3icF1YsV20TWTEBxT0zSTlZihmfJQpHbGMGDj0Ksiq1vfc0sglDAWFU4q/3xzQsdEMVk/egTWjx6hhuEI/GUlH4bjiSNuhfefV2g3JzyFgv0dRPpXhA79JiH6CvqE1CZGBFGIcapE7tu6iDk/ImMzPI5shBPRd3QwMTfDgGPzKuU8UZCOYxBMZaFEdqPYQiz10EqZw58em/Uoi0ltE05czpQKjwRBlD6HHXYYRo4cia+++ipY99VXX+Gaa67B4YcfnlWfJJ4QBEGUKG6SWGFAThbrLavhOvBFFDW5K4Oc/wR+u4jrJAVWUUJ3nejtbY8nZrKnPz3GpyvSKP54SVTOuUUK14GaSFJAzpOyIRBQfGyTdj3XCdfu68tWZ4hhm+lmGkMsJtdJBuSUuydm33Y3zbBvTEm+8wpllMQ3tiNtMebDTHGdZPF4uj6TvhIEkX8ePeouPHb0LDx29Cyc/PIVke19lw7znaIEUQPYvjhyvdVC/vSnP+HLL7/EXnvthbZt26Jt27bYa6+98Pnnn2Pu3LlZ9UniCUEQRC3E6DrxHSdIE66j5zrJhAzDfIxd6N/lNqHEcLVbH0dkWReEYiZTGy4PXSeVf7xVmhxzyW3CtYkxhe6UG7LgERFCgNBJYrgJV4riQJG2wfI7NdaFYnVWhGPM+29dvT+TcyPluSyPLxsB5aMxI+znUHDOGW4px+b1I6+0NcoQiwsGSHagyGJ5UFEN3uf3ij5TsxsPkRdkx8kTx9yJfkuvRL+lVwbrFh87E88cdwdOeHFEMYZHEISFtm3b4u2338YTTzyBK6+8EldeeSUWLVqEtWvXom3btln1SaWK80RtLo1FEETN03fpMPzkOkrYDoCwLLH/K10uW1ztOuAcqOYOql0G1w3/R8oSc78csR+qw6vVPCdwWSB+KGWIg+XoNjk8JrY0MaBMVvRtqUUTbbsy0VUmpjzcru1n7M+v0LPhimi4TuXdt4TlSx0u7aM9MAZsHHhtZH+i9Gg73Z/cm97D/nrlPSzu+6W7k0oZ6/1GyGKebjtHlEPEvNeN4US288ewXe/POC5tGwB8eF3mk8sgwW9wvAxFEmVf7bHHlSt2eLCOOVBFUoiQvfB8V8sVh+OUSxQrbcUQpDLGDuNwHBdvnTQp7dNDFAkRWrv42JlFHgkhU5vnY+Kx7TX9poKUKt40alytfN4EP/74Ixo0aKCUKs4Gcp4QBEGUCSbhJNV+/h8e3JgibEQk9Bxt7bG5BnLAeMU4ox2R82Pj8uTINhZ5okSUPOtHhRP6iAMFMLtQpHWKU8UJ70OcZpEJu3bLkLJwV2f52JL7Vc+r2ug2tyX+JkqLxcfOJOGEKA68QLdaiOu6mDRpEn7xi19g5513xoYNGwAA119/PYXtEARB1BbEFa00yDlNAE9YEcvCdSKXJQaHPUmscJ1wlj7Xiew6yRJrzgmLqyT4H7c9JZFxM45PrrzK6DoBgE8vuiY6BnElWr8aTZQF+9x6e+gqgCaGGMQRLt1XQnakZLKuvwwpkWwQ6sNyu+UVy1s1p7wgMWNsNyXzEB4F2YWnnf/W58nkOok9RoZjyuQ1Yca7ETovuj7DQWTPBa9fgItW/QYXrfpNjR2TIAiiJrjpppswf/58TJ8+HfXr1w/WH3jggbjnnnuy6rOo4snSpUtx8skno2XLlmCMYeHChcr2CRMmoH379mjUqBGaNm2KXr16YeXKlUqbyspKMMaU2803q1UO3n77bRxzzDFo2LAhWrVqhenTp0fG8tBDD6F9+/Zo2LAhOnbsiKeeeiqrx/TbVUOz2o8gCAJAEEdtc5Xo4TrBei3HSbUvmnAgLE0scpuIUBvXW2cNyxFI28J1BuEhE8dJ0oRDF0bkSY9h0pQXGPDJlWbRRGnGELXX+OOTrflE6bD3727zbjNvx9533K5uDCbV3C6aaG4Rk4DiagKKLKLoFXlinSg5OFOU5poAEnu+mpZzxfJYshZQ8ink+K938NmR8HmWVYC75YMpLveJ/Ll/0JPXo8tT43DI4uuyOLid81ZejIErL8Kg1wZj0GuDlW2XrBqES1YNwpDVA3HZG7/O63EJgiBqmj//+c+YM2cOzjvvPFRUVATrO3fujHXr1mXVZ8biyaBBg7B06dKsDqbzww8/oHPnzrjrLnPd9Hbt2mHWrFlYu3YtXnnlFVRWVqJ3797417/+pbSbOHEivvzyy+B2xRVhJuwtW7agd+/eaN26NVavXo1bbrkFEyZMwJw5c4I2y5Ytw4ABAzB48GC8+eabOO2003DaaafhnXfeyfgx/fFQqgFPEETNEVTS4WquE84R5Dnhwm3CZceJPyHQhZEEJSI2d0MO2ESQSK4FFtM+U8FCexyfDBuZuEvrP03XxiLnOTCIKERJEAoWHHC4IqJ8fNVIfHz1SN8dwq0iil562JQclsuOE104sSWRhfkWkKGgkuY00N+e+Xi7xrnG9Nu+U3MQUPwDxY5Zf54sT0pUMBEfMKZj508RjeupGGE71ZzhnkPnY86hC4J1LmckoBAEUdZ8/vnnxsSwruti+/btWfW5Q6Y7fPfdd+jVqxdat26NCy64AIMGDcIvfvGLrA7et29f9O3b17r93HPPVZZvv/12zJ07F2+//TZ69uwZrP/Zz36G5s2bG/u49957sW3bNvzpT39C/fr1ccABB2DNmjW4/fbbcckllwAAZs6ciRNPPBHXXHMNAGDSpEmoqqrCrFmzMHv27KweG0EQRKGQk8SK/8KRoofxcHFfEUgQzNqYNBnJS+nOfGgGOc4dEkN4eHbHaD13enDFWiepkgZRPNrMui24z5n08jF4Aoo4D/z3L2cAC++E6/w2wdtHWw7+M3gCCfdcShwAc+C5vKC9/UzvRa78M79V8zm/1seQ5fkBRPcrmA7gvyCM50FEjcHYf5lz7xF3Y+DKi7DgcC/e/4LXLyjyiAiCyATLz5Cc+6yNdOjQAS+//DJat26trP/73/+Ogw8+OKs+M3aeLFy4EJ9//jkuvfRSPPDAA6isrETfvn3x97//PWsFJw3btm3DnDlz0KRJE3Tu3FnZdvPNN6NZs2Y4+OCDccstt+Cnn34Kti1fvhzHHnusEufUp08ffPDBB/jPf/4TtOnVq5fSZ58+fbB8+XLreLZu3YotW7YoN4IgiJpGDtepdkMXSrzrhEVdJ4Ww7EsYJyAJ39YR10kOfQHxPzY+GZ7sOgFEyA7C2bNwmWiOk0/OHZuqP6Lw6HkuwhAd1WGih+UELhS/ulLEheIgsr+SB8WQC0VxoTBEEsyaHCY5nZ6m3CVxnaUMt4sVKPU2Fva9OTP3yfrRI7B+9IiISy5xEpFyPAEZPD8ml0iYTJpnLaQGOaz8/4c/PRZdnxmDo6pGZ9VfHPMOm4d5h80DgCDvicud4PjkPiEIolwZP348Lr/8ckybNg2u6+KRRx7BxRdfjMmTJ2P8+PFZ9ZlVzpOf//znGDlyJN566y2sXLkSbdu2xcCBA9GyZUuMGDECH330UVaDMbFo0SLsvPPOaNiwIWbMmIGqqirstttuwfYrr7wS999/P1544QX89re/xZQpUzBq1Khg++bNm7HHHnsofYrlzZs3x7YR201MnToVTZo0CW6tWrXK+bESBFG3OfWVy63buO8u0V0nnCcniQ0SxIIFeU7CUsTyDE2dCOTlykbShMVy1TguBCCuj1QTJGnilyqBJIDW99yiXe7xJtQbB16LDb8e43WnlDIlSoWNQ6+K5M1RwngUwQSKeKGH+0REFK0toIbn6OE6gYjiGG76GKCNGelElEjIj/xfv58Fic4unRhhaN+bZwQiSlCSWCMQTZRBqIPJ6rMq6cMieEF1JVhvZ9hXcaJl50bLKs9KSv5yhDlR4j2HzpfyaoUCCkEQJYQpFjIft1rIqaeeiieeeALPPfccGjVqhPHjx+P999/HE088gRNOOCGrPjMO25H58ssvUVVVhaqqKlRUVOCXv/wl1q5diw4dOmD69OkYMWJEcicJ9OjRA2vWrMHXX3+Nu+++G2eddRZWrlyJ3XffHQAwcmR4tbBTp06oX78+fvvb32Lq1Klo0KBBzse3MWbMGOXYW7ZsIQGFIIiM6b/s0kD8yGRWI4frVLsOXJcFSWJD14kvlAhhxEXgOGEcUnWdsF9jstjIwbN4oHHYHrY+Z0k51zHtu/6a8PN6n9tuV7ancZ18epEX1lk5f5pxvEybLBElBuPgYEp4TrSNt15E6yjrgsUwVkeK6gnacyAa3gNfEPHPLcaldiIsxG8s3kbG0B4tnKcgGMTMNL+prW1SnrNCOGk7bUZUKElzcDmEx3++Pr5qpHeuZzAe+zH0fZn3YRrTX0QwsYgoNmHF9jly9HOj8EqvaOGDfHHPofOD+0NWD8TsQ/5SsGMRBEEUmmOOOQZVVVV56y9j8WT79u14/PHHMW/ePDz77LPo1KkThg8fjnPPPReNGzcGADz66KO48MIL8yKeNGrUCG3btkXbtm3RtWtX7Lvvvpg7dy7GjBljbH/EEUfgp59+wsaNG7HffvuhefPm+Oqrr5Q2YlnkSbG1seVRAYAGDRoUVJwhCKJ2M2DFJf6VveRf8ybXibkdpFwnAAJ3iny53SSQIH6GJE36lModSVdka4I0kyHL5IQz4JMR6cJ18jYWoqgoOU9kZBWEG9rpgou8rAslsAgo8mHkbabjMrUfXUBJRSbOEG25UHlE5Oc12/A7XVxpO111rHx8dXhOf3yVd3+f230RJSKCJCC15zy/wqhJNHH8daWSN0m4TwiCKCEKEWpdGh85eeezzz4DYwx77rknAOC1117Dfffdhw4dOgS5TzMlY/GkRYsWcF0XAwYMwGuvvYaDDjoo0qZHjx7YZZddshpQEq7rYuvWrdbta9asgeM4gTOlW7duuO6667B9+3bUq1cPAFBVVYX99tsPTZs2DdosWbIEw4cPD/qpqqpCt27dCvIYCIKoe1y06jfY7lZIyV3Nv8IdxuFyFvy3Iec6ydR1AuV/2GdWlXQ40uUcME1IbV3KT08eJiuy6wQIJ1S5snHgtQCANvdODSZVjAEfn0P5TkoSQ/ZPzz2irReTZXlREUNC20kgcAR9hfvGCiiOP5yIIKkeVxFQsn7c4fjkxy2TSsiIcXalwRYFI/e1flRuF91k4QSIusxSIz3nyttGWFv0FzRHZFFGFk4c6b68vvuSq8EYh+PfqrqrAlK+kKvvEARRIpB4kppzzz0Xl1xyCQYOHIjNmzejV69eOPDAA3Hvvfdi8+bNWeU9yVg8mTFjBvr374+GDRta2+yyyy7YsGFDYl/ff/891q9fHyxv2LABa9aswa677opmzZph8uTJOOWUU9CiRQt8/fXXuOuuu/D555+jf//+ALxErytXrkSPHj3ws5/9DMuXL8eIESPw61//OhBGzj33XNx4440YPHgwRo8ejXfeeQczZ87EjBnhF82wYcNw3HHH4bbbbkO/fv1w//33Y9WqVUo5Y4IgiGy5ZNUgVGdwBc8BD+LOTQTJBBEmiXVd35HC4ec6kZPEQnOdSLNDf1kXTpi0j+I64eo2OQVIsF8OZBx2q01yPrrWm3y1nTYDYLlPxmQq500PMoVtPP/avPVLFJ6Nl10NAKi86zZ7I/m9p7tBpHVGAUXbLbivCyhMEky0c4v72+VlxeCid54GXbCIE0AMmm5G52NaccYo1GT+wSEcJ+tHjUDbW9TwnH1uvT08VrYCh/J8ex0J15B8h3MGBj8sTAgr3A/winlcnLOIUMKCW7jsaC+2k+uHLEEQRB3hnXfeweGHHw4AePDBB9GxY0e8+uqrePbZZzFkyJCaEU8GDhyY8UFsrFq1Cj169AiWRQ6RQYMGYfbs2Vi3bh0WLFiAr7/+Gs2aNcNhhx2Gl19+GQcccAAAL3Tm/vvvx4QJE7B161a0adMGI0aMUHKRNGnSBM8++yyGDh2KQw45BLvtthvGjx+vWHWOPPJI3HfffRg3bhzGjh2LfffdFwsXLsSBBx6Yt8dKEETdJUzAF4bfxNmhbcJJkOeEM1Tz0G1SLQklrl9RR0kSG1zhZuGkK/gfPVZBhBNpIqq3tV6J1tZby4YqFgGPjPMmJND6T9OVq8OVf77ZKKCQ66S02Tj0KgB++WLFMSItAFERQVvlCR3cfx8z5S1oFVAspgWbaKIcV3duZSAG6MKJLmQkulASjpUojNj6MnxgtL3l9ohTzIYsjKbdJ2P8F41BepzKCynLW/5mbg/v0QWTtCSF8/R5aTieOe6OjPsliNpA50XX462TJhV7GDWGKBaX7z5rI9u3bw/SbDz33HM45ZRTAADt27fHl19+mVWfRQ1m7N69Ozjnkdv8+fPRsGFDPPLII/j888+xdetWfPHFF3jsscdw2GGHBft36dIFK1aswLfffov//e9/eO+99zBmzJhILpJOnTrh5Zdfxo8//oh//OMfGD06Wuqtf//++OCDD7B161a88847+OUvf1nwx08QRN0mmyoGosKO+t+bvAX3tSvbNrEjtVvEIJwo27LAmuDdIpykQbhOCCIVNgeEfELY3BS6CGDsC0ZxQt6eOk+0SfjIhUxEjhwxu154pI3x8yBLgvAd3U2XC7YcT/7nMOD/l8Tq4PNYG0sh5il9lw4rQK8EUbp0XnR9nRNOSoHKykowxiK3oUOHAgB+/PFHDB06FM2aNcPOO++MM888M5JbdNOmTejXrx922mkn7L777rjmmmvw008/KW1efPFFdOnSBQ0aNEDbtm0xf/78jMd6wAEHYPbs2Xj55ZdRVVWFE088EQDwxRdfoFmzZlk9fsoERRAEUQOkSbwnXCXifrAOoeNkRZ+peL3vFLzxy5vguo7iOuEcgeOEi5mIKE0s5zoBor/eFUEk6jrRhRM9eSzTBRXT7CBuosi0G9QJlTyxEseTbwCw79QZls5zo/U9tyjLG88fHbhO2vx1arD+kwHkOikXNlx+FTZcflXkvRagvMGgCCFyOWNRYli000sPRwQUpq6XlyPtDfsaxxpDkutEuZ+LcGESmeLEJtMYfYKQm3wS93mXYT9c/6yz3JfbcelBcu0BByXnOYtsixw+ZvviY2cqy6e+cjlOf3UoTn91aGyfBGFDiBOliBhXnRROIhfI8nRLyeuvv44vv/wyuIlKNiKtxogRI/DEE0/goYcewksvvYQvvvgCZ5xxRrB/dXU1+vXrh23btmHZsmVYsGAB5s+fr4TQbNiwAf369Quq7g4fPhwXXXQRnnnmmYyeqmnTpuGPf/wjunfvjgEDBqBz584AgMcffzwI58mUnEoVEwRBEPEk5TuRhZFgHWeBBbv7kquxtOctxn2rXQbXdbz9XQbuOt6PdlfM8sIroEwRUMQt+kNcdqfYEshGqu7IpPkCjhNQzMNSD8Fq2GJqOVjlX26mssRlzobLr4qE8MgwOe5GQgm1EftxLYxHRHT45xJ3pRAe0b/UH5P+K+eR314vs2w6T4yVbPTzyuamsRF9+GYMbaLOMh5/3DydT7ECTNrHE4ceusPDnCccUmiOlPtE5EYJXg9/ux6Ko4f2vN53SuTw3ZdcHVnXd+kwOPASyD5xzJ147OhZJJwQWSELJqUmTpTy2OoKP//5z5Xlm2++Gfvssw+OO+44fPfdd5g7dy7uu+8+HH/88QCAefPmYf/998eKFSvQtWtXPPvss3jvvffw3HPPYY899sBBBx2ESZMmYfTo0ZgwYQLq16+P2bNno02bNrjtNi9P2f77749XXnkFM2bMQJ8+fVKPtXv37vj666+xZcuWIB8qAFxyySXYaaedsnr85DwhCIIoIHGJX23t5dj1pMSx3g9wKGE81nAdA8Zt2hVUY54T44BitsWhuU1s20oCy2P85FxynZQ1lvdYKDhwtZ3FVSG7UEzHMLoy4saT4Xs/tSvF5gopJLEfRPkbR96dK3qoYjZdcH053YNd3XeycX3c98ITx9wZ3H/0qLtSHYcgBKXqNCEkCug82bJli3KLq3ALANu2bcNf//pXXHjhhWCMYfXq1di+fTt69eoVtGnfvj322msvLF++HIBX8KVjx47YY489gjZ9+vTBli1b8O677wZt5D5EG9FHWm644Qb84x//UIQTwAs9EpV5M4WcJwRBEAXgsjd+jZ/cCmQyI5B/9ApsrhMAeP/0G4L7+9w/JT5JrO46kZFdJP6P+tiyxSbXSdrJRdIk1dZOuuJe03w6eBRa/2k6AGDjb6ScWRzgYNj4a6q8U84ETibLeyzczhGU3rE4SBBs4r4hwW/kai4Taf/Iev24pnGKHeJICqXJA9ZkszHiTOJYmF9iGJmXFc9VOGH+Oa08ucywTbcMiUWuVt7xNouEwtKS5bGvPeVGdHpiPDgH3uh3k7HNUVWjUeF4x3IRX33n1Fcux2NHk4BCJFPqjo6Dnrw+ECFLcXy1hVatWinLN9xwAyZMmGBtv3DhQnz77bf4zW9+AwDYvHkz6tevj1122UVpt8cee2Dz5s1BG1k4EdvFtrg2W7Zswf/+9z/suOOOqR7PY489hsmTJ+O4447D4MGDceaZZ0Zyo2YKiScEQRB55rI3fp1RMliXMzx29KycjimqvFT++WbARVCiWEkSKwsiXC1PrFfYEfvYXCeR3+vyfMM2ubNNomLamLDNFT4aMyJ55zxR+edpAICNA0k4KXsY9yfFhrefFgYjlyiWY23EKm03f9rMvDwpcQKKdO7oIkowMHEcm2IDw3pp7LqbJfYjyh+bUuFKEwqsmPrXw3WSzv0MRR5ZNAmSxeptbk8QVmyPj/sDkl4Uzj0ZxFdUAMbEynQIISbyBANvnzwxdtdXT5gW3O/x/FXqdw0D+i29EgD88J3cvleIukMpCxIHPVmH85sYKGS1nc8++wyNGzcO1icJDXPnzkXfvn3RsmXL/A4oT6xZswZvvvkm5s2bh2HDhmHo0KE455xzcOGFFypFaDKBxBOCIIgikg/hRCHIrgr1v97GuC8kwST5MNYv7wTRxDqEpMlczFgKzacXjir8QYjiwAChTCjzUIPLwxNJdKUj2D2SHiVwoYDFO02Ytk5elu9wRMco7S9TE+eFjdj8Khm4YPa5/XZ8PNLuPhEOFbBkl4roZ+8ZKdwpIqeJPE4uXgLpw8/2QeiLI1b3iSHPSTbo7hPXV/Ec8KyquREEUQZkkjU8kz4BNG7cWBFP4vj000/x3HPP4ZFHHgnWNW/eHNu2bcO3336ruE+++uorNG/ePGjz2muvKX2JajxyG71Cz1dffYXGjRundp0IDj74YBx88MG47bbb8MQTT2DevHk46qij0L59ewwePBi/+c1v0KRJk9T9Uc4TgiCIApFpvpNcqfzzzcpyYq4TQ7hOALeszwP5FE6KBkdQcYeoJVjK53rb1PU24pwVSlUd5bi6S8PcxtRv6tOzkB9F8uMyuUdMH0QJz2Gmc4OMwnsS+k11RZdb7iMzISTIW5UjVd1nqEnH/Qd58stX4OSXr8jDEQiiuKzpR66TUmPevHnYfffd0a9fv2DdIYccgnr16mHJkiXBug8++ACbNm1Ct27dAADdunXD2rVr8c9//jNoU1VVhcaNG6NDhw5BG7kP0Ub0kQ2cc2zfvh3btm0D5xxNmzbFrFmz0KpVKzzwwAOp+yHnCUEQRB4RITuiNHF1zA9pFyy/Cf0480oTy6KHocJOtEJO2MboOrH8us9L1ZsMRRP9eIXK5ZDExkGjkxsRZcHGS69G5R9u9Zeib7pISE8QpmOO8zBFrzHlL8AdgLkx7hPRhsM/ny1vcc2JEsEiwmSliaYUNBQRJU24jrxfinUymeZEyRjl7eC7UcRzyBFW20oI3RFhPor7RO4LyOpFebHnrcH9qu4zlG19lw7Dk8f8LuM+CaKUECE74j+JKAh/z+W7zwxwXRfz5s3DoEGDsMMOoZzQpEkTDB48GCNHjsSuu+6Kxo0b44orrkC3bt3QtWtXAEDv3r3RoUMHDBw4ENOnT8fmzZsxbtw4DB06NAgTGjJkCGbNmoVRo0bhwgsvxPPPP48HH3wQTz75ZMYPbfXq1Zg3bx7+9re/oUGDBjj//PNx1113oW3btgCAO++8E1deeSXOPvvsVP2ReEIQBJEnrnjjPKSdxbuc4eEjf5+3Y1f+eZo3kUobeiO7TqDtk+Q6kRztqdbLhzVdmY4ZX9DUX/5w7Ij4AxBENsQKEDwIwwiaKgKKuQM5VQbnAHMlAcUQmhMJ6TGsSxpqLCbhhFm2xYkshXGLm4+R5wnC3neEYT7mwcRs85ETxwoZRFe39MSxZkFFLW3MAbR/ZCIY4/4NePfUCRk+wpDFx87Mel8TA1Zcgr91nZPXPgnChhBLiNLkueeew6ZNm3DhhRdGts2YMQOO4+DMM8/E1q1b0adPH/z+9+Hv3YqKCixatAiXXnopunXrhkaNGmHQoEGYODHM99SmTRs8+eSTGDFiBGbOnIk999wT99xzT0ZligGgY8eOWLduHXr37o25c+fi5JNPRkVFhdJmwIABGDZsWOo+STwhCILIA8PeHADAicSZVzAecZ+43Ml/SI8QO4z/w+3WJLFSPzY3iclpElmnPyzb5CdDxwmJJkRBkUUD64Rd+AaYIqB4u9lPAiGWKG4VJs3TJVXEJqAEaTbEMaV9MnF/ZSWc5PhRFZfrJFWVrXxjCCfacMVV1uahKymBDN0nTH4eeCigyAlkD3hsAhzGsfaUG9ONoQD0X3YpHMbxQDcSTojC0uWpcQAQ/I4il4mZQiaMTUvv3r3B9RrsPg0bNsRdd92Fu+6yO6tbt26Np556KvYY3bt3x5tvvpnZwDTOOussXHjhhfjFL35hbbPbbrvBdd3UfZJ4QhAEkSeqU/zSL1gSP+E6QXZfqmmSxGZFHh5uvn8kEEQEpighKgb7R1BdR14OBA0eNjDF8Oj7C9FEf59rAote0QfSenHY1BToYygghYMjzUfhJ8MLHJaDeOEE8MO6ZqcUUAwIh0k2bhee4nmsCSj5LFEIhFii4zCON35pLtVNEJlw/fX5dzCReEIQBJEHRI6T2Db+r2CXM/zk5i9fd+WCaarbBIg6SmxkK5pIE8O85D6xHYaEE6ImUCwgxo3hXR6G8QRbdBGDqWpH4CKR3Se6ICILKdpyEP4jxfIEoT883D39Y1XvJ7pOWFTssEb1cfu21OMqAHvfcbviOvnkynjRJBVcvBzSC+G7T0whO8bcJyIvDFfve115VXM6PTE+sYRxoajpxOdE3UEXSISYQsJJAoW42FWLfmuNjKnQpnN7Ugl7AySeEARB5IgI2TFR7SeP9ZLIMvzkVuAn7uS3PLGUJDbiIEkK2ckQ9Qp72F8hBRSCKDRGV0e41f8ftaRwXxExiijafkFUh7+Ns3DKHQgruoASMwohpMSexXEhdRkIJ0l9pEY/RgJ733F7/twn+RZOUpAm90kaiiWcnP7qUJSE9YWoE7zxy5vQ5alxJKIQOZE21Iex7D7bSDwhCILIMyYXiouwAk8+K+xULpiG8PK0j5zrJB/I4Qcx5EVAIQGGqGFaz50OgNnfv7oyIv/e8l0mHNEqVsb+tFAeJVxHXtbuywlQdAFTaQfECyY2MhQ14ijpCI98Cif6Cywno4nJfULE02/plYHbJd9Jb4nSRg7jIeEkhgLkPKlNv71eeOGFgvZP4glBEEQODHtzAFzuoBpMiQt3wQLXyYLD5xbk2JULpsW7TgC76ySG8Aq4lgfCmN9BPaY+ccrawq+Ns92UGZQ0ligc/hs17r0a+kfCpfD9L7lQpHNNL2msu0+8+BvVaaILKNLRAnR9JGinW1ZM4o28mZnv666T2JAd03NWYqLB3jNvz0k42TjkalT+0c97wkOnkFgWr6tYBhAJ3wn/A1le8KxxipHrxNW+S4m6AQknGUBhO0WFxJMSZ9Brgws28SIIIv+ISjoFF05spYltFXZ0EsoQKwKKaC9PFlK6TOg3MFHyyM4Sfb0sDPpCB/PFEmUGLYsohlwocp4TJQ+KZGaxCSiRZa2hdmqGwzfF/sBwTtqWbWE8hv0Kdp7nq988OE42/vZqVM65RV0pfRCKfCaitLV3XEtnhg9QlvdLybkjwktPfvmKGjlen5eGAySe1EnE+39138lFHglR21i1ahUefPBBbNq0Cdu2bVO2PfLIIxn3R+JJibPg8Lm44PULCjoJIwgie2TXiSyczDtsXoEPDHBXCCX6fyAinMiuEy7NyGJ+rxsriJi2m2ZucWT5u5jcJ0S+qZw/DYyxSFUTJgkGYTVGf5IsiyOW7CSmMJ6gP2jnlR52J3oxhOfAcDTRVkkki4TT0eYkyfTcTHKgGEg9L2bAJ8Pyk+8kX6E6Gy+5JrKu9dzpwXOvCChAsJKDRcQROUGsTqkIKf2WXunfY+i39Eo8eezvCnasE14cAVk4WdIj80SOJg5/emxwn3Pg9b5TsurnoCevh1yZ9a2TqIxuPpFFk0MWX2fdRoCcJxlw//334/zzz0efPn3w7LPPonfv3vjwww/x1Vdf4fTTT8+qTxJPygSHuRj02mBlHYkpBFFcrnjjPGN54jSVd3IhqK4D2J0lMpl+KWpX3GsU07EtV9AJIl/EhVGI9BXG0DUGBPYPDbkcccRoYAh3000lxpAbvS/FqqJt17dlQpI7JQn9mEn7G46XL+Gk0Hw6eJQioABIb82LoRQElJqutCOEk1ycJ12fGRPp77UTzYLJIYuvCyob6fvICNGEBJPCowsnYh0JKEQ2TJkyBTNmzMDQoUPxs5/9DDNnzkSbNm3w29/+Fi1atMiqT8Y5L/6ncy1gy5YtaNKkCb777js0bty4oMfSRRQdElUIouYYsnoggDBcZ7tbAZcz/OWIewp2zMr50wLXCYu4TxAsJ7pO/P/Kb3Rtn2A/QJ0gmrbnC3m8EuQ6IQpB5fxp3p2kCS9n4ZVn6VxKDJmT38/ivJXaMW2dct5azoVIhFHCOZyaFCE7yjoWbaNu93PBMMN2rV+ZvFXYqUFaz53uOX+Cx8/9ImzcX8/BHB62Ydxb528L2sD/77+ojAHvnjqhKI8JEKE0Ho7h/MhnUtcez1+FF46/Lev9uz4zRhE/bKJJl6fGBXk1ujw1Di5nWNMvFEY6L7o+sg8JJ4VHFk50J0pa8aQm52M1jXhs+4ydgoqGDfPad/WPP+LjKWNr3fPWqFEjvPvuu6isrESzZs3w4osvomPHjnj//fdx/PHH48svv8y4T3KelCFx4sig1wZTnhSCqEFmH/IXAAjC6wounAjXSTbhOlDXZe5IibnCnsVETe6qBC6yEnUV2ephmthLYTuMwRNRpA1hGI9kPRCxOZEMyoied75NRDa36M4Ro3NFQk5eGkSNyG1s51eaPjNAF05it5soI8eJzqeDR0XWVf55mrIcF6pTqricBaKJyZXR56XheOa4O/JyLN0FIjj6uVF4pdd0ZV23Z69V2ruc4bUTp+KwxV6Yji08RxZOAHtyUhJLap7VfSfjsMVjjY4ncp8Q2dC0aVP897//BQD84he/wDvvvIOOHTvi22+/xf/93/9l1SeJJ7WMBYfPJQGFIIpAwXOcCCLVdeKvdgOacyROVMkEU9hByr5Mv49NFXzkdeQ6IQqG1QnBpXVSXA1E3RQESkcgoJjew/J6aVvcePSonEgXtv1N7g5JSImIqKa5ahrRRHKSRPbRXSpp+0P5Cic2Np4/2rh+779NSay4I4SWYrlOvBwkHrKAYiJfAsqLPW81rn+l13R0e/ZaLO99MwARmsN8wUQVSV7vO8UY+gF4eUvW9PPEks6LrjcKJJ2eGI+3TybhpFhkm5OGIEwce+yxqKqqQseOHdG/f38MGzYMzz//PKqqqtCzZ8+s+iTxhCAIotyQbf/K+mj+k6SQG73fnIaVQkCJu5qdhzQBBJEFwq4hL1vaAIEaoggoAjkBbIxIYhRVYDkHAjtK2N5aLMt0PM3BIg8zeGh6W9P+BuyljvUPopj+snC4lDufDBiLfe6fYv3AE8LJe6dNqNmB+fR8YSTECyO7TnQBpaaq4phdJukn2Qc9qYbhmMJyBG+fPDHzARIFxQGv8fw7RO1g1qxZ+PHHHwEA1113HerVq4dly5bhzDPPxLhx4xL2NkPiSS2E3CcEUTupnDcd3IU9XAdQJkJKjhNtW7A9F5KuoGuk+Z2tJLs0hSsQRL5hgFJGw/Y+5SKsJ1QdAgEFmvtEir8RlXciJYsBSWeJro8kf7U5ReQh6g/NIoxwebvFCabvE6w3iB+mcB29rfH8l9bVNtdJEh+f44WXtH3wJsB/J3E/5uqDM8YXbVw9nr8KgNlpEieW9HxhZN4q5Ohw7rlMROWcJOGEc6YIJnp2R84ZiSRlgAjBAqjijoLp4lk++qyF7LrrrsF9x3Fw7bXX5twniSe1FFlAEcsEQZQ3qcJ1fIzJYfX7hRijRezI5AKl3kcNXdwk6iBt/jrVq6YjzeKDnBSaMyNowznCmAuDgGJKOOIdRBFDgtwmGiYBUR5OJlhDfQwfDQpxgoq/PXJe6sKJqS/r/Vr6yz0F688Kr362e3hSUYWT7kuuDt7awmkSF7IjiykuZzknfLXh+sma04Z0iPYiLKfzousD54oXlkPCSSmj562RRRTC+7jM90dmbf4Idl0X69evxz//+U+4rqtsO/bYYzPuj8STWowQUACQiEIQtQE9XEcXTuQ8JoUSTixJY5VhZjLL09tmkhuCIHIlECZUwURJ6snCMApwX0SJEVD8rLKQ39xKmI4srkinqew+iZQbRrpTQTmdYvaPlDpOQK+wIx9QP99NbY1CS2QwxIdn2sNJCs2xS66BAyhJbWUBxYa8zZbwNRdEAtFMnAecq2MRIkrHx2/I+/iI/HL402PBmOouojwoRLasWLEC5557Lj799FPoBYYZY6iurs64TydfgyNKE10skd0oBEGUKXLiVw1jVR39fj7J9reyyf5PEDWM4jLRhRPLOlFW1hNKRLvwBOPyukBI4KGeaXNoBIOCeRuz3CRiywAnhdBYiC1XrIwtReiTjr/PJ1delX5ARN45dsk1ABDklUgrgujCiS3hay5kk+sibvxrT7kxl+EQNUAm+WzqLDzPt1rKkCFDcOihh+Kdd97BN998g//85z/B7ZtvvsmqT3Ke1AFMbhNyohBEGWISTQzVdSLtLF+MecsnooU3WLen7cty5Z0g8g6TXCf+MgC1EkpgNAmdJ0F+CsmBwhwO7npvYKV8scMA178vh+8IkcQBmCu5T4RNJdnkFT4GPcxNizwSQ0l0osjNTUJMGteJ1jYivrC6l9+klDmqajSY/2Z0mJeY0wEPHChJSWGFUFGohJ6cM2s54bh9dJHkgMcmgL5QSh8SToh88tFHH+Hvf/872rZtm7c+STypo5BoQhDlReu508HkUJy0VwsKcUXBFrpDv0tLAlGmkxLsJcP8yb5w8zLdQSG34ywQOOIEFHAG7npOE+aLKUJA4Q731nHpPnwBhfvj4NwfQvoTKjgdNdHEkObEvL9tg0FAEQKJniQ2dNxoY5L7IeGkaBz+9Fgld8mKPlMBAK+eMA0AcPRzo8IwHUlASUKIJoWqvJOpcNLx8RuMY+EcRateRBB5pRBukVrqPjniiCOwfv16Ek8IgiDqHNw0I0mBdBU62/3M5VOljUTJ0OWpcWCMhJPU+EJg4DTx39dMe8Nz/yQQuU2sAoqcS0QykciuD2P+E9M5ms05Jumr0mLExRIpVZx0iNhQooQPGBJOSgYhjgjhRHBU1WgAodNECCiAVyY20o/2hnE5wyu9phds3JlgEk46LJxQ8wMhCKLoXHHFFbjqqquwefNmdOzYEfXq1VO2d+rUKeM+STwhCIIoF7j0nyMSsmOdw+i/JbMQU6whPmnifrIUWEiXyRwx6T9k8XXBpEdPvkeEML9sgZwkk7HweeSapcPTGWIEFMf7z1xPIeGu38bhgO8ygR/ew4L+vP0498J3wqP5Y0w4YYNqPEozFm6TxBFFj5EUltSnseY+iZQl1h0p0nBIOCkucZ8B1a4DxniQCFGuHEIeJwAAikNJREFUR5EUjlOIJLHZIkQS2WGy/6M3AmB4//QbijImombpXnVjcqMyh6rtpOfMM88EAFx44YWRbdkmjCXxhCAIosQJQnZiEsUCmsCRjeNE30dbNkbqpDlGJlfQDf2tHz0ixUEIwHOcyMKJ4PCnx5KAYkA4Thjj0RLFCPOcyDaNRAGFMcDx9mMOA+e+WOKvg8vMAgoYuOOtkEVR4ylmOJVUQYRrnwXM0MYiplifLD2nCdeWKb9JueJyBgdAdVBVyl6eWCDCfbo9ey2W9765BkaZDj00h0ST2svhT3sljHmmv3WIOsOGDRvy3ieJJwRBEKWOLJpIrhMrIieJzXESF5KjJ0uQ+0hKKmkYhnFcGUDCSeas7jsZhy32flQKccBhHF2fGQMAEct+XaXdw5PApJqDeqiOQC5ELE4eIaB4i1zJQxT8kGehC4VLYgmEC8XhvtuEKQIKoEXSmERNG9q5HXbmu2qUcB2W2oGi5zcJ1pncKNIYSTgpDziHFKbj8WpKQaSUhROi9iEEE5kg+XZdEVEo50lqWrduDQB47733sGnTJmzbti3YxhgLtmcCiScEQRAlTjChyeTLzSRUaBOl+JwmhuPpwkoCeavmQ+QNm0BQV2j/yEQAvp5gclJpy1474SqR2jFPQJHPsWg7X6kQuVL87Xq+Eam4TkRAATTBIw264MnUxbBPTSFN0jblfkzCien4RNkgTFMkrhKlhBD9BQ4rXHLicoHCdtLzySef4PTTT8fatWvBmOcEBRBUGKOwHYIgiNqK4cdC4pedKVwmRkCJ9GsTS5J+txhCfZg8a0v5w4dcJ9nzel8K0dHpsHACHMfL0ZD6p7eosMPC8JxICI8fFsO5L374oTdcSTjCvRAel4M7DIwL9wkANyxtrAgo/opUITWA+XzVz2v9Cq0vouiOlGjfmtvE79sUpiO3J8oD4TpZfSIlmiaKS7dnr1WWPQOf+pnkWEpoM4PhlqjbDBs2DG3atMGSJUvQpk0brFy5Et988w2uuuoq3HrrrVn1SeIJQRBEqZPBPMRaGSdOQNGOERU8MhybIdRHzcdiOJi27/pRJJwQudF50fXBj27OGSoc74qlNTyH68th/gcAXo4PMC0Pii8qAPY8KCYBRU4i63gHl0N4FEFDtqbomM5NS7ieGsYjiSlc32b5wNEEElOYjrxvHb84XFaUUtLXUqbd3ycF9z/81fVFHEnt5Kiq0UZnCWPRstlyTh65/Qsn3IAmuL2wAy02FLaTmuXLl+P555/HbrvtBsdxUFFRgaOPPhpTp07FlVdeiTfffDPjPkk8IQiCKHE2XnINKv94a25fmHECilgWxLlRIv0a1un9xoYHpXeiEEQaujw1zhdJvB/da/pNCoSUikgVnZBoVRFdTQnfwFYXSloBRYgl4jB+XiPuKxmBPgNEnSGZEnlYQlBSH2bkGAbxNI3ThE7n8qPaZcYwNsJj34du8u95T9JH/ccVbzC1DK9MtooQRmRRJFoBTW0vws22bNlSiGESZUp1dTV+9rOfAQB22203fPHFF9hvv/3QunVrfPDBB1n16SQ3IQiilBn1Vv9iD4GoabKdnejKha0bw/qg2A9LcfiY7Wn2J9cJkSvyVcmDnvSuEMsVdcR92YXiMG6sMKLsI69j8jaxjnuTUBZtE+QIEW0g5w7hynbF1QH7uaefl3G38AFx7XgIQnCUttIYIuuV/ySc1AY499xaRDwknOTG0c+NUu7rn8NJmNrXuTw9vEC3WsiBBx6It956CwBwxBFHYPr06Xj11VcxceJE7L333ln1Sc4TgihjSDipO2z87dWo/IMhPlPXQzL9AjSE7SjrTdtgiLYx7Z8QGmTMg0K5EogcOGzx2CARnHJ1yH97ibAdW1UGLpVoFU4UL5GmOa4trhKP4kBxuFqFx1UdKJ7bxBc0XBaE8YjjyUmjsxUoIvvJFXhEA4PrTN0nuj8JJuUPhe3YCV0nJJzkC1lAEcifseL9aAvNKaUKT0RpM27cOPzwww8AgIkTJ+Kkk07CMcccg2bNmuGBBx7Iqk8STwiijHHJPFZnyVpjsIXJxEUsJEQzABbtwxYaZArj8e+sv4ZKmxLZwxjgCNVBO0lceGE7nDMtRCf6hjaJKJG2/htY+FHCMB4enmfcE0Lkq3vchVcygvvhOFwTURj3BZRgMME2mM4zeXQp58BGMUaEB9k6SnKYaOs2XH5VusEQReftkyei4+M3YO0pNxZ7KCVF2wdD4WT9WbVTOOm86HowBqzpNym5sYVuz14b69rLFFOIjsM4Xj1hWnYDrGVQtZ309OnTJ7jftm1brFu3Dt988w2aNm0aXGjJFBJPCKJMufqts4s9hLLiklWDAHgToWr/C9nlDhYcPreYw8qMhC835csvzsmhr8tWTEnzZWtqK62jC55EPnEYN+Qu8aiAJ0K4DIGIAsQ4TKCJKFzkhTBbqEQyWcYRJJvl3CCi+McCAL+URCiiyMlkZcGESztlct6Y2sn7+3cY19an+SWthRXJbBxKwkm5QcKJhyyYALVPNOn4+A1KKOJbJ0VFky5PjcMbv7wpsl5HVMbJRDgxtZUx5Tl5pdf0xLEQRFp23XXXnPany9YEUebc2jk721m5kE+RSJ5UudyByxkGrrwob/2XDJkqEhlOlGLXxe0fCRtQFz++mlwnRO6I3CWmG2OAg3DiINp7y9G+9JwoertIHhQgyHPC/OPpuVDkfCieSwVqHhE550kkX4p2UwZr2W7bV+pfz7ESi9/WmgOptl7CJGo9+zwwGZyz4FauwkmHhRPQYeGEyPqOj9+QuG+Xp7zHfMji66xtuj4zJlJSOA1Jwolok6ZdnSaTPCaZ3IhUkPOEIMqMEWvO8e8xzDjo/qKOpVAIwaTa/0U/Ys05wWMd9uYAzDz4bxn3OefQBbjg9QsAhMIJ4AkqA1Zcgr91nZOfwReIIN9JJsJIJj9ATG0tZYRz+pLV+yDnCZFHKhw3OLf1H+AuD8N2xCYOz6kiriS5MW9y4UIxOVAYJLeJWOE38ZwoCFwojPmhO8LtIXZwLGE8wrHCoDpR5OPoxJ1X8kP0Bu6NA17fqUKCYpJPb7z06piDE0Tpsc8Dk/Hx2apYoC+XGvs9MjEq3Gr3D3hsQnD/3VMnKO6iTk+Mj+S6OejJ67Gmn91xcvjTY7MWNjLdj9wmMRRC7CDxJDUknhBEGREKJ6iVwoksDAnERGjYmwP85ewMczbhxOWspIWTytm3pvpSiyZsTd4pOemrFp6QgtR5X6UJ4MdXkeOEyA+M8aAcMaCWvAxCdRgH868su2BeOI9FRDGF8tiEFiaEGYSx+ky4SHQRBY6SC4W7wQPwwnhckYaWa6KG5ESxnZMxwkaALMYE/fEwdMf24ZDgQNs4hIQTonzY5/4p/j3m32f4+JyxxRxSLO0e9kJsPjzzenxwxnhl2/6PesLIe6dNSN3f2ydPBODlPXnrpEnWvCdeIm57P64U3giYHXtpWdrzlozaE0RNQ+IJQZQJsnBSF3A5UxwmV7xxXtZ9ycJJ0L8vnGQrxtQElX80VNdJQ8KPFducS15vFFJsuVEsppVUAgpB5BHbD/Uw+asqbDgIBVoH3C90ozpMgvyzQhzx/6suFHvOFAZArczDwJmy5IXBQBzMF3gQCijgTM4X64sfCSdYkvsk6IOFYko4cnt/dN4StZBSFk0ATzj58ExzKen2j0yMFTdsdHpivDXvieCwxdk/L5kIJw44XuyZ5W+eOgYljC0uJJ4QRBnguS68b8ZsQlbKhTg3zZ1d7s26XyGQ6I4Tlzt4oNvsrPstBK3vuSVI3micpTBpIqUZQ3KtwGHax9inLphYIh2SLox/PJIcJ0T+6PH8VXCkc8ZU+hLME1CMLhTOvEo9ftJZvTKPSRwRLhcuKRtyOWQhtMiVeRg4HCcM4wmsKbILRU8kK4fW+I8j7sdubIiNaCD6YOLYUkhQhuFAG39LjhOivNj7b57r5JMBpSeatH3wpkAMEeWRbcKJgHOGdZobJQ024UTkPFnd13ueDn863fOk55JKQuSgIuGEKBdIPCGIMiPbnB+1iSGrBwIIRZE5hy6wth302mC/bTgJEsKJm42qUEBaz52O4CqwTGRCI7lAJCFDFzzy8fCsoozctyn/QsLE7pMRJJwQ+cWrtBPeV/BdIg6XKvKIdfAEFQfwxBUhokCrzMNCAVaII8ZxBMcU7blYDDQKOYzHdQHmly7mrldpJ8iDAgC+5OIZU7h6vieUFLaLIGqIDpPWZRQSBGDjJddYDkIQpUspiiZAWO1HiCZpyFQ08RLHMmuFpS5PjQNjwOq+kwPnCWOZh+DE4Wg/ErovuZoElLRQzpOiQuIJQZQBMw/+W5Dzo64LJwAw+5C/KKWHL1r1GwDAPYfOV9oNem1wxG0ChHlPbCVNi47s7NCHGIgo/lVsrrWHZd6T9qHGfYHaVBlT6E6MkELCCVEIUlVpkEQUb1kWTkIxRQgfcnljQC1R6KZQCx2/nSK22FworgOIEsWu1KOIHeLeXXH+cdk1ojxG6W4QamOwhQUhSTwUYmQ3CkEQNU6hK/wc8NgEOP7nQsfHbwgElM6Lrg8+L0TS2EMWX2csyxrJA5Why8QEYxw9nvdKnL9w/G3Ktu5LPGfbiz1vRfclV8MFo9woRNEoarD/0qVLcfLJJ6Nly5ZgjGHhwoXK9gkTJqB9+/Zo1KgRmjZtil69emHlypXGvrZu3YqDDjoIjDGsWbNG2fb222/jmGOOQcOGDdGqVStMnx7N4PzQQw+hffv2aNiwITp27IinnnoqXw+TIPIGCSchcw5dgDmHLsA9h85HNWd+ZR4VWTgJ15We48SK6QeJnHdAJKNM7CeTY6ZpQxMrorTou3SYIp7oJYrFOkFgLYcoYRy2EWWG5dLEDjgchNvkY6zpNwlvnRTekiYWoryxKFccljhOUc7YP+/FuJiyHumEE2kd0/v1P1OMJYg10rQhCKL0kH8DdXpiPDo94TlXOIc1aayNfLhR9M9MQY/nrwoEFSAUUeq6cCJynuT7RqSjqM6TH374AZ07d8aFF16IM844I7K9Xbt2mDVrFvbee2/873//w4wZM9C7d2+sX78eP//5z5W2o0aNQsuWLfHWW28p67ds2YLevXujV69emD17NtauXYsLL7wQu+yyCy655BIAwLJlyzBgwABMnToVJ510Eu677z6cdtppeOONN3DggQcW7gkgiAwo5cSmxWbeYfOM6+UwHe9/tNLOqa9cjseOnlUzA42h9Z80UTcI1eFhLgIgdJ5oThPbHCbJ1Z8GY+iOGFcaTM4UgsiBU1+5HEB4bu/ApPPdkDlRJHeV7wchPuKckp0nUHOjiL7lcJ7VfScbx6bnEOj4+A1hqBDCpLOyA8XxQ3UiDhT/FoYI+Se7WMEBZjv7A1HGvFm4VgI3C4u6WZRTPLE8F0EQadn7b1MioUP73D+l4Ilr3z11Qsb7yB+pcZV0bCKIvV97e1k0Ee1E7ioK8SGKCePcFrVbszDG8Oijj+K0006zttmyZQuaNGmC5557Dj179gzWL168GCNHjsTDDz+MAw44AG+++SYOOuggAMAf/vAHXHfdddi8eTPq168PALj22muxcOFCrFu3DgBw9tln44cffsCiRYuCPrt27YqDDjoIs2ebk0lu3boVW7duVcbWqlUrfPfdd2jcuHG2TwNBWLnijfNySppaFxmwwhNI5YSxat4T7/bEMXcWbYwAUDlvujdp8RMiKL8nlPtMXSftY0XuTGtn/d1iWW9sL/eZ9G0ibafQHSIXzlx2mXL1NBRI4x1ocjtxA6AIJPI6scy1/l87cQoypePjN/h9Ieifc6+ijpdUVqzz/7vhuuA/ACWZtPxZIMMs93VM+8thQbb2Up+fXjgq5gAEQeiIZLU6slvs47Ovq7kBSYjwHeHC8xx33jbZpSeWZZJcd3LYTqZCi4BzFiuciLlibZyPice2/9ApqGjQMK99V2/9Ee/fNbZWPm/5pmxynmzbtg1z5sxBkyZN0Llz52D9V199hYsvvhgLFy7ETjvtFNlv+fLlOPbYYwPhBAD69OmDadOm4T//+Q+aNm2K5cuXY6RW9aFPnz6RMCKZqVOn4sYbb8z9gRFESu7scm9QrpdElHTYquyIdfLkqZgEwokJ2bUhu1CUSUzKHyFazhL5oaf5HZPoQElymJADhUjB2cuHAIBSCUte13/ZpXAglx9m4X3tfHZ5WFJYuLZkB4powxiHw8O+woo53vKrvW/O+XGJ3AIHPDZBrdyj5UAJThTH3yaSxAoXitgumgo3ihXppGPaan1/yXkSTOSUD4po75XzpmPjBSSgEITM3vdpAol07nwyYKxRQOH+eVfTwknHx28IPo9MJY+59HkQOOcM6NvE52++0HOhAMCxS7yE1XUqlCfuN2MufRKpKPk4gEWLFmHnnXdGw4YNMWPGDFRVVWG33XYD4Nlbf/Ob32DIkCE49NBDjftv3rwZe+yxh7JOLG/evDm2jdhuYsyYMfjuu++C22effZb1YySItJBokjlJwsmTx/6umMMzEtFzlKvIhomQaeJkyYOQ+pjZtkvZz94zbk/XkKiznL18SHCT1+n5TEQ+EgDWPCdKW2ZPLCv3AwCvnjANr54wLe+PTbfBM6g5UBiLXpmN5kgRW2y/pKX1ps8B0/7yZ4p0FZxCdAgiPRHhRN9ucZ6UEsJxp+aMi7rydMGap/0xkSEm4UTkQCGImqTknSc9evTAmjVr8PXXX+Puu+/GWWedhZUrV2L33XfHnXfeif/+978YM2ZMjY+rQYMGaNCgQY0flyCqwXDZG78GAPy+y1+LPJrSRoTp6Jb+QDwpgWo7lfOiCawBg8tDd23ECSyRzqTt4sqyOEg+0POfyMeKtA3X733H7fhkOIXvECEDVlwSVIKwIecv8df4f7X10l2Tw8zRrpDWVAz9u6dOwAGPTfAFFHMOlMCB4rhBZlbOASaqbIm8JEyerJgFDmYSXCXnmrK/7EYR/4LdDf0X/yOUIApOm3unZhdmkuH5IUTVfe6fUmOhO6L6TpyjxIVUvt1358ntdTdfXF/ZIudAEccA6pjjxCflNbGM+yTSUfLiSaNGjdC2bVu0bdsWXbt2xb777ou5c+dizJgxeP7557F8+fKIiHHooYfivPPOw4IFC9C8eXN89dVXynax3Lx58+C/qY3YThDF5LI3fm0USUg4SeahI/+A018dahZPfFHlhBdHoKr7jGIO00okrEa5UhxsSegEmnAi7S6JHpn8zkmdQNYWpkPf0oSB81ZebBVO9BKXYQJWAEHqV69lAFdDeuT1evjOkh4164QyCSiA0C2iITwcUmJXrgongZBiQnO4yOuDY8r7B+vVdUFoT1xuFYIoQ9r8dap3J5f3cop9TeEw9sbeibbPA5PBGFfKF+/70E1Sn167D391Pdo9PClY98EZ45Xu2j8yEeu0dTIipBCAX3mHRxJfH7LYE3IcHn72ik9bWUTJZ5iOjaS8JwRRSEpePNFxXTdI1Pq73/0ON90Ufoh88cUX6NOnDx544AEcccQRAIBu3brhuuuuw/bt21GvXj0AQFVVFfbbbz80bdo0aLNkyRIMHz486KuqqgrdunWroUdFEEShePSou3DqK5dHhJNSITbfidxOFix0AURupGMTMGqK+IviBBFBF0ri2sk5SgDAYZ6QIvIdiTbG/S15UmoKIaAIRI4Vq4ASiB3+6cTDfeKcabYrwEoFC+k8DdYrSWn9cZTORydBZE0gmORKzPmQkVgS7GQ+V9s+eFNsn+3+Pgkf/up647Yk4UTn7ZMnRtZ1eWoc4DvehAtFHovuQtGdKSb08J58O1VqNZTzpKgUVTz5/vvvsX79+mB5w4YNWLNmDXbddVc0a9YMkydPximnnIIWLVrg66+/xl133YXPP/8c/fv3BwDstddeSn8777wzAGCfffbBnnvuCQA499xzceONN2Lw4MEYPXo03nnnHcycORMzZoRXmocNG4bjjjsOt912G/r164f7778fq1atwpw5cwr9FBAJXLTqNwCAew6dX9RxFJPfd/krhqweKK3xvnCGrB6I2Yf8pTiDKjPkuFxT7pNiEQnZMYof4Tcal36pGUdtugItT6z0/yZSfoEa3Sdx0KSLiGHgyouUJGxprl56ZYV5xF3i/Xh3AThBG/H+K4Wy5Dp6+E6cgIJgO/NdIpJzxGS9181gQg+RmxidJ/CPK60rjeKMBJExlX8JEz5HJumpXCP2fawiScovyLSigX4cfb92D0/Ch2d6Asp+j4QCiO5C0dFLF6vJY8X/0GkiCyiBAyVGLEnrRkkrphQqpwpBpKWo4smqVavQo0ePYFlUvBk0aBBmz56NdevWYcGCBfj666/RrFkzHHbYYXj55ZdxwAEHpD5GkyZN8Oyzz2Lo0KE45JBDsNtuu2H8+PG45JJLgjZHHnkk7rvvPowbNw5jx47Fvvvui4ULF+LAAw/M34MlcqKuiyhCJJFFFBJO0vPEMXei79JhAKJVdmrarh9L0g8Mi5CibJZXi/wm9GODKHFMP66Fi8SEy53AcSI7VWQniklAEWF84vwvdply2X3C9AmIlgOFySE1QVuvXaB9RJLMagfUK2pIlbKENmLKp8L8548mLkSpUPlnkcg55nsz6e0a6xyx9GsTTgztk4QRm/Ciipsp+vTbhKE73nKScCLosHACwnLEUIVcxq3VduT1aQjDfeyOQLE97rOmrofsFCKHNxl/0lNU8aR79+7gMVcyHnnkkYz6q6ysNPbXqVMnvPzyy7H79u/fP3C0EESpMvuQv2guFCItutukFESTyMeVzc6hCyKAURQJ5kFJX4Jiexb5TnKCvp0JA4NeG2wVSiq090y1FJ4jBBRAyl+ihfLIAopA7FMqLhSRv0UuX2xKIgsIN4gaC+etiZsF6oIKV7bJ4UBBGXOxOTiG5kYhiBqmcsG0nB2MNldWovvDZApNGIupz7RCg6ldnKNMh3MWuFBs7P9omOeEMbMQYipfHOcuEZ9bpmVALS8fh9guksF2X3I1XLA6mRyWKD1KvlQxUbepq04TojAUO0zHSNJcJHLlWL7P1ZvoslgPMe4HqGXb3r+Llh8k6hYLDp8bWVfBeEQ4EetNKOWJtXLDwXbwkhNOgDBZo21ixSBNWJh5QmM996T1Xglk89XxsH+tbxa2CQdjuBFEHqmcPy28LfBuRSNP72+TMBF309uaxmNrD4QuFDmER9D+kYmxzg6mfG54/5NCb0xljOVlsS5S9VBzAwtkoaSU8tSVBLxANyIVZZcwliDqOhSukx3yF/QLx5fohD2tM8OWsyQpREfex+Y6icuHkmps8TuXmnZFlAa6KGJKGqv/gNaTw3rrRMiLXGnHVRLIPnzU7/M48vwgnDLhFWDt8UuutDAPCiCfsLYzzzQRMqP2E7hZxJjo1zWRB1r/ycv1FfteTP09kRxaE6zK1HUSG9KTPLI40uQ5iQvPsYmggCpWeAIKUwQUa4oWpgok8jHihJMw3E92AHoIP6F+pd4WkCn2f6WXmg+OHCcG6OO4aJB4QpQ89xw6P8h5QtQezlt5MQC10sXfuhYmSXPPF0YCfqLYsorZz/THJUdUQOFME00SjlmAL+RyesqJmkf+fI+rtCNCcioYD8J3gGhulCCcRxNQAAcPdJud59Hnh7Wn3IiOj98QCCiAQUSR4vLkMBolF4poqiVvjMuboFTx8Y/J5RBCMSYpLwpBZIoQTQTypDs7tDejzbmlT/y1dtaqMPKqnMWSNI3S9KM5UqT7XGujlCI3tJcdK7JwYgvLAcLEsADg6uP1d3PgfT6LMEBH+ryW8znFCTJHVY0GALx6QhEdRwRhgcQToiwgAaX2cN7Ki/0v4sKLJoIlPW5Hj+evAues9BKNWV0kKXbNZDJjcJ1Yx6O3zwISTIi06IKJKf+J7C4B7OE7fuugZyGg2PotNeSyy+qEi4eihuZCAYQrJDqVEn3EXelmjBsFFLUnvy3Z54mUtJ7riyWJ+TliQtCU9cpelvXS6gxybCWV1VWMXpEDxR8nk4SvsW1ihiCv10UUfZ9oJR2zcCInixVUS+IuFAE7bFQNka8pFFLEcSCJMNUJz7nDOIkoFrRI7bz1SaSDxBOiLCDhpHYQCieFF0x0SlE4+fTCUZGrcQBifgya1xXkanCK8B09v21qwYTmX4SBNOJGUpUGABFnitc3x71H3J3T+AqNEDH0JLjeNr0ajuRCka7qcqPwkv7Y+rH0bdmd8ERdIxBOAER0PY18uTLUPrMUQvKE7fjJ1XcStqc5dor+jXmTDJjKB5sqAekJuXV3ilc9J9xHTigrj0em5PLTEYQPiSdEWUCJY2sHLmc1LpoISk04SUuaH5bBZCdO8JC3SZMvW4GfyD4WSDAhckUWTXQrd2gXV/OWxKE6TVT3SSnz9skT0emJ8cGEIvJcIHolODiBmVyhx3IA21MgizIQ/Vgaxa4hiMywldL27mfbZ8p3ZoKok2occYldkeD8inGbJA0rE1eN9RhC2DCE8NngiqCrCynegu5OcRhHNSSRhGuhPVI70zgJAxz5/wCmpzw1JJ4QBFFjFEs4KWU+vXCUepVO+u0Sn1BPvQKcsQMlKblsvpAOYTrcxqFXFX4MRMkyZPXA2Nh3OYzFnCDWkO8EnphQLYkQfzn8nnwPvSDE2tj9/66uamquEJ7xZXrRj3kMJjHFmNSWqNO0vsdP6plRuExK50laoSMtSWEyFpdnuJClaGLsN71oYuwzw33059vm8LD9nrCF7cihT7JLTg/bEWKKLKQAsujNIyJNt2evxfLeN6d5qARRcEg8IQiCKCLGsJ0kMv3xpLhOELnCkKv7JPa4sGs0JJwQunBS4b/ZqqH+MFdt4VGnim0C4DAX8w6bl7fx1gRJkyMHspPGLqJkgpcgVl8ZHU+2YUFE7SYQTgDzF0qM+KEIKEqiYmmffL3fMhBNjO/xFO4Io3CSdNxoEyu6sJAPdKEkzoGitxUCiZ7TRPQjCyqMhWGXgRjMwrAeOaQnzVjqKpTzpLjo1aMIouSh/CdEXcA6OclYOIlpL/9AiXW5ZHZI6z7iG78Q3/xE2VMhCQEV4MqyLrI4jCvrxH1ZWIlPKlt+JOVRCP4j81NWrrwRrox2JNrpN6LuoggngP2znUs3fVOe3kKxZYeZ2i4ibtiEE8N3VpJwEje+fJ4v2QgLnEdvcn+iT3E/7qa2C/tyOQtu0bZhG7FOCCr6NoIoRUg8IcqGi1b9hoQTonbCoPx4y59wYjhG5H74o1AU8jD+btHGmPa4XD6OxMbLrk7REVHb+X2Xv0aEEhldQNFFExNzDl0Q3C8/14l6/otl+Wo2k56HcHtUzGCWW/zxDYKIraNsVBqiVhERTtJiEFKCSXzsxFnaSfnOlN6zhvdo5PyIbNfONUkwSSMW6uetujH+qcj1NEojoOiCh2m96zqqOAIk3wyCiuuGQgrnQLWriiiy0CILLCYBhUQUC6lenCxuRCoobIcoOyh5LFGbiYurzgTFOS3nN9FDeOAvB1ZpJv8zD0Meo96XdPzIzv66jZeScEKE3NnlXgx7c0CwHClLnPCrTg7xmX3IXwCU7/eECFGKq6wlT94cIGhvy0MSqZiRdjAp+sqsQ6K2YBVNTN9ZxveMrJog/j3E5Ibhsi0sJinPSGySWtP+tv1iSOsuydepk0ZAkRNCm/blhnVJ/SmPUtonWvo5DO1xlO08DNVBNIQHIBcKUXqQeEKUBeQ4IWorBSk1LIslynqoP1S5tt6yb2JOFA2rcwUknBDJyJV1MkEIJ7UZ0+eFLLjIiRpNZUBtkyKlHLFYJ/bR2hF1m5yFE7GeqWJItD9lB2WdSTiJzzGSPFZb0tdioJxzlvX6tsQ+4/KYxLWzDEb/fNE1sKiA4hHNaaI+1y5YREAhVCjnSXEh8YQgCKLIpPlhl74zBD92ghyQccKHTUARHSBy1x7SbnPN0A8gIoGZB/8NAAIHiqmyThy/7/LXwgysCEQT5IbnUuhKUU9CtRJP1IViElJ0TFV2APPpS7+z6x6xITr6+yrJLaAJJ8F3oB5643UWhN6o+9icJzHj0vcz7ZMHFOEgyVkj9slwfdI2ge3Q+r6BaJLhAZXqXnJeGBiEGKmyjvjM0j+nRFJZk4DS9ZkxWNFnaswA6wiFCLOhD/XUkHhClAX3HDqf3CdEraNynqHSTpJwEncZSu9HDtUBD9UU/UqSKYxHH4smpFh/K5NoQuSAEFFk5JAegSyq1Cbh5I1f3oQuT42z5nUJqgsZfSFRESUk/S/jJKGFc0andi2m9Vz/eyltuIRBbI9tB2QtmugCitKH1E+moTdpHFWZJmc1CSi6G8N01Fyry0RE0IQxmhomjUE5hnI3KqQIEUW422zPte5ICcfivW6HPz0Wr51IwglRfEg8IQiCKAKV86cBlis2Vqz2Zk8YCWz7uvtED8nRBZi45WAdtwooqX7r0WyLyBLdlQKEoT13drm3WMMqGHoIjWmyERVJzCIKAGsOFR055Ce6LX48RO0gEE7SYBHXY9uZRBOmbrOKJjbBBZmF3MRW5JHJw9vcJBbYBITYcJm0sPjQvKTjpBVuIiF+BpdNIJgg3de/LpwI94nXF/B63ympxlYnIOdJUaFqOwRBEDWMJ5zkAcMvEqtl2eQMMfXBDOtM/QHRyjzkOiEKiO5KqY3CiU6SUGFzqMhVQdJUKPL2ib8yT6JJHUMkVpBv8ra0+wfL/r9chRO/30h1KWZ+DyeW1Y77zssnmkhhKvsbtIt5eq37acew7Rc3pmyxOVisbQiijCHnCVE2lGv1BIKwks/JiJ7o1eQ+Eet0y4jp4rW8Tgnt0Y6TamyZNScIG6awntqIPslztBmJK13ddfwcAf6aoI18hVu0i0PkWdEnn3KCWhJQah+V86aHr7Ee1qkT9/rbhAlYwnOC/1xraxJQwn1lsSQ4TNr3ZSbfRdopZXVu5ANt+JkcIxJmpz8Vpq7yJJpkQjafHeJzzQHHYYvHkvvEhxLGFhdynhAEQdQglQuydJ1Y3SBJ+/k/+CJX+GC+MpjjcaLHUJtV/vHWhI4Iom4jCyUOeLAsX1UX68XVdOEuka++61fcbbfgWFI/Mmqf0RsAdFg4oaDPCZF/KudPC/JuMf0z23azYfgeYY70HmEccHwHiSPa+BYL0Z5xMMe/CQHFCfcP37PR93eqsWerEWj7pj2fjGPT0VwmsjuE8+Sb0pXJWSIfQ75J+4T3098iT5HRYcSDxVDw8l4/R3s94xCffyScEKUCiSdEWXDRqt9Qwlii9mALlbH9yMv3haFI/2Z7tfXY2VyikB4XCSgEYef1vlMU0QTQr7KHt1BYiYboxAkpMklCik1U0cdDlA9B6ChT32O20JdUBCKIJJjIookimAhxhAeiiRKio/VhEk3048qT9nzdTI8v6WbdNwFdyEiDqV2Sk0QP+bEJImmwCURphROBw9TPsWA9CSdmTIJYPm5EKkg8IQiCKAZJV8NMTpFsjiGh5icxtU+4SpavCRL5QwkiNfJE1iRg6AKKaCe3NeWBMB8r/txMI6YQtYNsRJRIPhPle04Ow5Emz/KEm2n9IJx0B22CDVC+k9Lm5cnkIcXmSok7QD4cLzlgElBMzpRsRRMj+meMfF8STpQ2JLoSZQjlPCHKAipVTNRJsvxhEVTdCVZwc54SBkN8tNRWbE9qlzggaR+CIBLRJxWO4SotIOUE8E94V9pPznMiV9yxVdVJU6JYhwSUMkX+TNdfQ9vnuu2llgUPWRAJupFcJZF9dAFFHZMeBiO3jayHcXPckGOJfOVl8V7PJJ8IY1w6B3MXNuKOnUvfViFLWhe8jJJrSHaXiHZr+k1S+j5k8XXB/dV9J2c/yFoO4xwsr8oX8t5fbYbEE6JsEAIKJY4lyhpZkDAR9/1lEjEyRCldLPrUj5uJMGLtOJ7Ku2/BxouvyewYBFFHeO3EKTj86bHGbfIky2E8EEY4D10oLtRyqErpYunDJy4ZrLUcKVE70D/idTElzXeALpzILhOjo8QczmITTSITdVs/hoejbGPx5b9NQkOupghuOE7kWNp3upyUVhc7rcfh6R0c+RBNvPtRISspVCdc5njrJFU0EZBgkpJChNnQx3tqKGyHKDvIgUKUPbG/8izrbGE8+frCy/SXYi4Z+smqSxCpUcNvzCE63jppH+2DwR6mo970fWJzQBBlSeWfp9m/ZzIhQTgJ3jOmMB2m7Q9YhZMMhhIuG963ce/jXN/nxlxChnGJtrGD19rklIcmT2QrnKh90OcHUTsg5wlRdpDzhChXKv+sV9qJGIOVf9mS9dWlTJwtmbpTDD+4Wt9zCz69iNwnBGEiKSQmzoECqC4U0d5br+IqV+TD9YlVNYiyo/LPN/v3mFmIl52I/md88J6KiGtANExHCtGR/gftlQ5MoiAi64L+9bZ6dynOFxNG10mW73OTo8X4NEsOE2/HaKNIG+QuoGQSDmQ6ls0BxLTtcp4a8Tn29skTsxkyYYBx5D0Kmj7a00PiCVFWkHBC1B5M31Rx8TxJ3Rn2K7UvQ3liRu4TgohlRZ+p6PrMmGDZdsUcCPObmHKbyC4UOZxHFl5kXCnvQhwUIl9eVP7lZkkgNypj3n/la0hMjnXlJJ1oIgss5vcvotuSnBimdYnCSdzWwryRvdAbu5hiCuuJiCk8po0BNewnKr54bfRxmteb+k0jmsh9OYxj7Sk32jsmiDKExBOCIIgawLvil8baEbc9d2El9dUF3Vkihi4/hKTOTHoOiSYEUTCEgAKYJ0mKkGI6P6UksyZsLhWitGnz16m+68DiOAnuMKiz+0gjacYsrWcIyg7Loom1Uo7cD6LbbW8tU0hIXHLlVPj7u1l8OckJmSPdMq4IjBExRa98A/VxRV6rQORIfnxxwlKSmGLcL6VoIvp799QJiWMkcoCDcp4UEcp5QhAEUWMYfjzmawJSKM+lMWg7w/1jxtZ67vRMR0QQhIaeA8U0gYxMMsGNuVHiJme2MsV61QyiNDHm9VDeF5b1zHDTSg+H92EWTrT9Izl1YP5KtOXekfOA2N6Xpn1tuU30MtxpbrZ9w+Or7po4UUN/7EaxKQ+/F5Jyu9jeHybhJPqYch8fQZQ65DwhCIIoMGGcuU/k16H/n1u2m64Mym1tEUClBNMutFGALUGkxpQgFtCdIGpFEVM4TqIbRcuPohPXP1GatLl3aqyDQXE46CE9kdmwIXzDEKYjhBNlOxArDsSJdnr+jLj2meQrsYW25ErkyjSTw+F4fMib387oRPH7iu5jWW9qJw/L9Fyx6PY0oVLkOKk5GM//Tyj6OE8PiScEQRAFxCacGH+0Wb3KSLZWp/jiS/xylLebfkymEW1kS7fJdWIYROs/TcenF45KGBxB1D1MV8dNy/LEDDBPBpPEFJuQEjceorTZ+74p2musCyWa6Bb5XFfFEtFerDM5ThwpfEe0Z9J+aZwKJgeJ6b6pj2xdUJ0XXa8s28rpmtqmwVQuPDa0RzqHdSFFbu91pK63tjW9jhbSCiYCEk6IugKJJ0RZc8HrFwAA5h02r8gjIYgUGGK/k37AmBLIKZeZFEGDhz+4DOIGZ3m+uqA7ZvT10nJkLkf2XoLICP2qu+4C0V0oOrqgEhVeRDt/e4wiKwsrq/tOTvkIiJpk7/umRNZF3CY2AcWyn9geF6Yju0100UQpp52hi0TetxBhYnFiSdq2QlQxJoqV3WP+/6gbzHzeWs0mcW6dhLZxX8GZiFUAudBqHA7KeVJESDwhagUXvH4BCShEaWMQTlLtpk2SQtL6dFOSjy/OtMMxtKucNx0bLyD3CUEkIU9G4wQU0342R4qeCDapkk6csEIUH5NwYkQTUAC9NK4990Va4UTOUQLYRRPTd6Mutrzxy5vSPa4ikSSqZCJgivPV5ibL5Ns/o7YGh5A8NhkSTYoDhe0UFxJPiLJGCCYXvH4BCShEyRGUhvSRf3QasXx5Ga8KxjhQIpMfyZGSd/eJPKakbQk/jgmCMGObpOgTq7jqH6b2pv5NuVFsvHZiykk6UWPs/bcpmiNR2pjkNOEGEcMmmgAR4YQ5qmjCWPjeymRSXtsSEOuiSqcnxgOIKRduCOuxX0jJL7rYpUPlh4m6DoknRK1AFlFIQCFKkUThxLRNvuinT3qCH8fcV0tEQ08oCVYZQnqCLmwiivwDzRSSEye+MOm/GLN0P/whHt21cv40bPzN6JjOCYIwEZcs1lZGVSbTRLAr+kzNZphETWL6rpHE9zTJSM3OEwSf53HCSYUTrY4jkN9jpe4mKQRvnzwRQCiiAOZzMG1Yj4zxdUX0nLdhep1ILCkxKGynqJB4QtQ6SEAhSpaE0J3IVSWDUGGLWVcTyFpyn8jrCwHT/tuaJbhRCILwWN77ZnR79tpUbZNcJUkhPTb0/kg4KW0+GTDWc5/EoTgYLa9/REgRd5LDdGThxOQ+oTw5Hm+fPBGdF10fyYlicqToQkouCVo7LJwQ6y6j5K8EYYfEE4IgiBLBaMsV4kes48Oc/yQI37Hsq4Tw2PpPcprI7TJtY/jBXrlgGjYOIvcJQWRL2twmmfQnWN775piWRKmQJm+N1zBdX+ECjxXa5KSwJuGERJMob500KRBQBKZzOJ8ukPdOmxDcP+CxCYFY0vHxG3Lum6gZ6LpT8SDxhCAIogBU/iWcZGRSXccqoMj/pWRyEXEjEFuk8B0eXS8w5kBJcqiYjhkZa8I3u8EObqPyLzdj48B0V98JgkjnQkmb7NHljESTMuPjc8Zin/tV90mcmGJ0IURyk4ThNzbHCWPkWsgGkRNFFlHk3woizKcQ6K9XOZUjP3bJNQCApT1vKfJIiLoEiSdErYNCdoiyQrNP59yXQSgxCihANIlsWpeJPG7TutgrkzH9+Pcr/3yzskzCCVHXyUTsyBZTHpRXT5hW0GMShePjc8YG9/e5f0q6JMAxQr/sKNGFk/dPJ8dCPsikXHIhKLfcJkt73oJjl1yD7kuuDtZV/9+PRRxRDcF5SmtZhn0SqXCSmxBEeXDB6xcUewgEYSdObNBXJ7o2Mjmulqwv7b4ZOEPsfWSw3dKWhBOCUMm14oYI3UkK4SHhpPbw8TljFTFFQdQ9JeGEKEPIdULUNOQ8IWoFQjgh1wlRKmwceC3a/DWDxIqGBH6ZTZJ864gpR4otDEerwBPrPklyyGQh6Kj7RdeRcEIQYdLYTN0nps8PXTCR+3yl1/TcBkqUPIob5YEw/0hc+WC9UpwQTtadMR4EUQq82PNWdF9ydVmFHOWCpnXmrU8iHSSeEGUPVdchSh5TlR2b2CCJF7aSg0FTm8BiSTJrTCAbJ6Bo4T3KuK05T1J+AzOowkmksgN9kxOEDb06h2m7TJzLhHKa1E0+Pvu61G3bPTwJjHF8QIIJUaK82PNWAMCWLVvQBHcVeTQFhkoVFxUK2yHKGhJOiFJmw6/HBPeVq3eBmBK96W0i+5swuTf0bXHhO7JIk7Bd6Vcfp0EcSjbPcChXNEU1Bwa0uZdKohKEDZszTV7vcqYIJ5wz5QZQBR0imQ/PvJ6EE4IgCJB4QhAEUTDa/HVqxvlC1LKQORw8031tAknc9jxicuWQ+4QgPNIKHLpwYttGEARBlCfMLcyNSAeJJwRBxHLCiyOKPYTyxVJZRnWZ8MhNcaIoTpWomKDHo5tyh6Ryn0jbuU3AsYkZegBu6jlamHww2E8kIyThhCAimAQR3UkitzNtkyHXCUEQBEGkh8QTgiAS6fnCSPR8YWSxh1EriIgmyjYe2aYLHVGxJNdxwCiQxAoo+g3mtlwTbWztxLIcsiNue/9tSroHRBB1BD0Ux7bNlPdE3m9FHwqLIwiCKDt4gW4Z8Pnnn+PXv/41mjVrhh133BEdO3bEqlWrwiFyjvHjx6NFixbYcccd0atXL3z00UdKH9988w3OO+88NG7cGLvssgsGDx6M77//Xmnz9ttv45hjjkHDhg3RqlUrTJ9e/MTmJJ4QBGHkhBdH4IQXRySWsyTsbDjPy3kScVEEwghX83xo62QnirdRO4BVUEnOfeLtZ9gutbEKKCY0ESYinAROGik5rHCdSP9N+WAIgrCLIfLN1NYkmpBwQhAEQWTDf/7zHxx11FGoV68eFi9ejPfeew+33XYbmjZtGrSZPn06fve732H27NlYuXIlGjVqhD59+uDHH38M2px33nl49913UVVVhUWLFmHp0qW45JJLgu1btmxB79690bp1a6xevRq33HILJkyYgDlz5tTo49WhajsEQRip6j5DcZuQiJIjKRLACqGAG8oVB5VytPVyf5wzhJV0tNLFtmFJ/ZraBhV4LNtNj80knEQxD4rEEoIws6LPVHR9ZkxiSFtc3pPXTiQnF1Gz9HxhJBzGUdV9RrGHQhC1gmKXKp42bRpatWqFefPCgh1t2rQJ7nPOcccdd2DcuHE49dRTAQB//vOfsccee2DhwoU455xz8P777+Ppp5/G66+/jkMPPRQAcOedd+KXv/wlbr31VrRs2RL33nsvtm3bhj/96U+oX78+DjjgAKxZswa33367IrLUNEV1nixduhQnn3wyWrZsCcYYFi5cqGyfMGEC2rdvj0aNGqFp06bo1asXVq5cqbQ55ZRTsNdee6Fhw4Zo0aIFBg4ciC+++EJpk8by89BDD6F9+/Zo2LAhOnbsiKeeeirvj5fIP1Rpp7As6XF7cHvh+NsAAD2ev6rIoyovmO70sIgmsmigVuDRQnhMbpOkkB5LbhNlXHpbUwUe+XhaPhbRziacKK4TebyK+0TaV7q1ffAmEAThYctjYst7AniiCQknRDFY0uN2OIyj79Jh6Lf0SvRbeiVOfvkKnPrK5Tj1lcuLPTyCICS2bNmi3LZu3Rpp8/jjj+PQQw9F//79sfvuu+Pggw/G3XffHWzfsGEDNm/ejF69egXrmjRpgiOOOALLly8HACxfvhy77LJLIJwAQK9eveA4TjDXX758OY499ljUr18/aNOnTx988MEH+M9//pP3x56WooonP/zwAzp37oy77jLX427Xrh1mzZqFtWvX4pVXXkFlZSV69+6Nf/3rX0GbHj164MEHH8QHH3yAhx9+GB9//DF+9atfBdvTWH6WLVuGAQMGYPDgwXjzzTdx2mmn4bTTTsM777xTuAdPEGWKEFGIZPa+zzxZYZIYooompjAeVUDxVqr92LHnI9EvXWQkoOhH0UUTLVQnKpxwmN0o8MOU9Jv92ARRl1jRZ6q19LDeTggmJJoQxeaZ4+7ADsyFwzh2cFzs4IT3z1x2Gfovu7TYQySI8oHzwtwAtGrVCk2aNAluU6dGQzw/+eQT/OEPf8C+++6LZ555BpdeeimuvPJKLFiwAACwefNmAMAee+yh7LfHHnsE2zZv3ozdd99d2b7DDjtg1113VdqY+pCPUQyKGrbTt29f9O3b17r93HPPVZZvv/12zJ07F2+//TZ69uwJABgxYkSwvXXr1rj22mtx2mmnYfv27ahXr14qy8/MmTNx4okn4pprrgEATJo0CVVVVZg1axZmz56d74dNELWCY5dcg6U9byn2MEoWm3Biw1ZJJwzb4X4gDvO+4/wQGj1cxxTS43WAIJJH0VQYD5QPJYTHsF10K61S28nHgu4kgSKcGF0nmmgk0+7vk/Dhr66PPi6CqGO8duIUHP702Mg6gihlHMaDGwA4/heRt47qpBJEWgoZtvPZZ5+hcePGwfoGDRpE2rqui0MPPRRTpnjfOwcffDDeeecdzJ49G4MGDcrvwEqQskkYu23bNsyZMwdNmjRB586djW2++eYb3HvvvTjyyCNRr149AOksP8uXL1esRaKNsBaZ2Lp1a8TaRBAEkRe0cJi8Oy8SwngibbTtaYST2L614+jhTPrjpbLFBGGGnCVEuaALJ6GY4uJvXYubAJIgCI/GjRsrN5N40qJFC3To0EFZt//++2PTpk0AgObNmwMAvvrqK6XNV199FWxr3rw5/vnPfyrbf/rpJ3zzzTdKG1Mf8jGKQcmLJ4sWLcLOO++Mhg0bYsaMGaiqqsJuu+2mtBk9ejQaNWqEZs2aYdOmTXjssceCbWksP7Y2cZagqVOnKramVq1a5fQ4CaKcINdJMp+cOxafnDs2uSHM+Usi25R14k4GA0rSH0yOD3k8xrLEaoiOXiknus3gOpG780N0TOFLANDu4UlpHilB1HpINCHKjR2YCwc8CN9xmIsdnGoSTggiU3iBbik56qij8MEHHyjrPvzwQ7Ru3RqAlzy2efPmWLJkSbB9y5YtWLlyJbp16wYA6NatG7799lusXr06aPP888/DdV0cccQRQZulS5di+/btQZuqqirst99+SmWfmqbkxZMePXpgzZo1WLZsGU488UScddZZEaXqmmuuwZtvvolnn30WFRUVOP/888Ej3vP8MmbMGHz33XfB7bPPPivo8QiilNCFk6OqRhdpJKXPJ+eOjRU5Yl0VkSSyyV5NHsnumgGWXCxGEcUSpqOE6ij7JofrMFlQUY6Z+UMhCIIgSoeHjvwDdnCqA9FkB+bi3iPuTt6RIIiSYsSIEVixYgWmTJmC9evX47777sOcOXMwdOhQAABjDMOHD8dNN92Exx9/HGvXrsX555+Pli1b4rTTTgPgOVVOPPFEXHzxxXjttdfw6quv4vLLL8c555yDli1bAvDSd9SvXx+DBw/Gu+++iwceeAAzZ87EyJEjbUOrEUq+VHGjRo3Qtm1btG3bFl27dsW+++6LuXPnYsyYMUGb3XbbDbvtthvatWuH/fffH61atcKKFSvQrVu3VJYfW5s4S1CDBg2MViaCqKscVTUar54wrdjDKH0481KP+CIB5ywxLMWaxyQX9NwnwfqYHChphxBbojjl2Az3KXyHIAiifBEuk4ErLyrySAiifCl2qeLDDjsMjz76KMaMGYOJEyeiTZs2uOOOO3DeeecFbUaNGoUffvgBl1xyCb799lscffTRePrpp9GwYcOgzb333ovLL78cPXv2hOM4OPPMM/G73/0u2N6kSRM8++yzGDp0KA455BDstttuGD9+fFHLFANlIJ7ouK5rLJskbwcQtOnWrRuuu+66IIEsELX8dOvWDUuWLMHw4cODfqqqqgJrEUEQ8ZBoEs8nA8Zi779NAedZ5C+xiBwRYcN2P6lvU3vxLcpZZLzyMY2PRSSHlfvXXCeRXWTXSepKQgRBEEQ58pcj7gEAXPD6BahgHPccOr+4AyKKQo/nr6IKjmXKSSedhJNOOsm6nTGGiRMnYuLEidY2u+66K+67777Y43Tq1Akvv/xy1uMsBEUN2/n++++xZs0arFmzBoBXF3rNmjXYtGkTfvjhB4wdOxYrVqzAp59+itWrV+PCCy/E559/jv79+wMAVq5ciVmzZmHNmjX49NNP8fzzz2PAgAHYZ599AuEjjeVn2LBhePrpp3Hbbbdh3bp1mDBhAlatWoXLL6f68wRBFI6sowuzERbiQl+YZbscoqOF9KiVdOSb1KcIpDUJI4ZEscFhTetihk8QBEGUH/MOmxdU3SHqHg5dJMmOApYqJpIpqniyatUqHHzwwTj44IMBACNHjsTBBx+M8ePHo6KiAuvWrcOZZ56Jdu3a4eSTT8a///1vvPzyyzjggAMAADvttBMeeeQR9OzZE/vttx8GDx6MTp064aWXXgpCaoTlZ8OGDTjkkENw1VVXRSw/Rx55ZBCv1blzZ/z973/HwoULceCBB9b8k0IQdZAuT40r9hBqnLgwnEiy1CCJaqaODEsVHZtYYtpuy3diShartFfHbhNOdNcJY9x+ePqhRRAEUavYwaku9hCILOn5QrrcE3Ht0vZBEKVCUcN2unfvHpvY9ZFHHondv2PHjnj++ecTj5PG8tO/f//A0UIQRM1z0JPXY02/2l1NJe8lhzWyyotiC92xtUvVRhNOxGZL2I6yPYttBEEQRPlx2Ru/LvYQiCJD7pPMKXbOk7pOyVfbIQiidnLI4uvQ5alxdcJ1ss/9U7IWTnIXDVLun+RISbVPGKajOE4i7hMYXSdBl1qpYvEckIBCEARRfM5ePiTrfYesHojL3vg1Lnvj16gARz1WjRFrzsnj6Oo2J798RY0dy2EcJ7w4IrHdkh63G9st6XE7AKTqg5DIR1li041IRdkljCUIovw5ZPF1gUvijV/ehIOevL7IIyosH58zFvvcP6Xgxwmq8kSSzHJknDFEd6RYdzeVLDY4T7Q8KdZwHRJKCIIg8kI2CTlPfeXywA3gMB7kJAnXudjB4Thv5cVwwJX1AFDh7zPn0AUAPLFE4DAOhwEV4HCYG+xbQZ/3ecF77bLfv+/SYVh87MzU7fPhGqnqPgMA0Oel4XjmuDty7o8gCg2JJwRB1Dir+05Gl6fG4Y1f3gQAtT5cB5AElARxwCoaMIAFIgj374k1HBxMFUxspYgzxfhDLCqYAKpQEixrbhOxPlPhpNAhTwRBEOVO9yVXA/A+Q4VQccKLI/z7vsgREUPU/zs40XZCGNHFFFkwEfuIdSIkR0zmKxCKLLJo4sBbvvbtX+HmTn/P7xNSx8hVzMgkeW/fpcMyEmqSxvbMcXegz0vDg/uEHQrbKS4UtkMQRFEQwkmdolZ8O2lJYn2MwkmwDRHhxEYooKg3giAIwkz3JVej+5KrgzBHXRARCKeIfJPbmQSWOOGkgvHAaSILJ/JxK8Alp4knlIT7SUIK3II8N3UJh3E8etRdOfXRb+mVeRpN5pBoQpQD5DwhCIKoIT4++zrs88BkRSAISBAUUiWD9d0p5rZZhO4o+6rHEeNKWifnN/G2R8N6GAxiiwYllSMIoq5z7JJrAEQdAozJokZUENFFE3m73J+yLkE0cSQnibxvhbZe2RaIM76IgqjYQmRH/2WX5nxFPO3r0G/plRkf65nj7kgVFkQCSgpc7t3y3SeRChJPCIIgapCPz74ObR9Mdt3I+gGHL6BIgTrG0B1fNLHnPskEw44mp4m0Puo+gVk4kdrr4TpCODH9iKM8KARB1BaEEJKELJQ4UD8Hrc6RiOChCSdSrhKvTVTokI8tiybh/qHwESeYAPGiSYXohzJWZs3Zy4fAYcAD3Wbn1E9a8URu98Qxd6buf/GxM9Fv6ZV48tjfJbbNNP8KQdQUJJ4QBEEUAWZwagQiQsGOmuQ+ifnhlI1wIu9uKFusGG8SfrSRcEIQRG3BJJwkiQdME0jk+/EJXiXxxJD8Ve9LH4scuiO2mcJzjCE7kmhiGrssnIw/8PHYx0/YcZiLv3Wdk4d+ONw0LtcagISTGDjyXx2HfmKlhnKeEARBFBtmvBu7Lk1f5p1t35AWp4mU2yQoGyytj6xDTFUdSPtA69PfT746SqWKCYKoTYjcJEGOEOlmKtHOGEeF46LC8RwbO0j/lRtzUd+pxg4sXCe3i4buuNjBqfbaMG9/ZTx+O6+NltvEz1siHCcVBjFFyWkCub2Leqw6EE7E8Ug4yZ7zVl6ct7CnR4+6Cw7jOP3VobHtdCdTJqRxnRBEKUPOE4IgiBpGcZ1oISzBegnOmbeNGarqKP0aQneirVIMUO1TX29a560Xd9QwnCThRA/VMVfbIeGEIIjypcfzV1mTX0cSu1qW7SE15vCdaDtzHpPoeOxVdOTcJrpzxeY0qZATw/qiCQkm+cEBx1+OuCd//aX4rn3s6FmBwHL6q0NzTlJLZIaUgz+vfRLpIOcJQRBEEbCFsKj5P8xiglrq1xcfDMln9VAaD9M3rlkgSXSZ6BVxgvFojhN5f2j9++jCiX711VtnGDpBEESJ0+P5qyLrQneHq9w3uUuEQ0Q4NXZgbmRfPTxHbmcSTlTRxVVupio6cW6TNMJJBXNRwVxMOPAxEk7ySD6FEwDBa95/2aWx7UgwKSKcF+ZGpILEE4IgiGIRyQtSjPCU5PwlpnVKCWFfNBHtQkElms8lej96DLPzJIOHRBAEUUKYBA6xXt6u3wfCyaypnfF/yso5+jZBRaSfzEsImxwnEw58DBMOfCzjvgg7F7x+QVGPL96PSWE+BFGbIPGEIAiiBtn3oZuMrpM4l0lqmEnksLlPpIxjzNxecX5oTpPAZeK4QRvHCd0mJseJ7XE6BpeN7GiJq8BDEOVKj+evQvclVxd7GESBOeHFEZF1RreI5hqJOkfMN9EfAOh5TcJbNGGs2AaEOUpswonuODHlOPH2C4UWWTiZ1PHRPD6jhKCiAN+JDx35h+D9cvbyIbFtHz7y93j4yN/DYRxnLrss72MhzIjrVfm+EemgnCcEQRA1iFnMULfJLou0TkrGwrZ6qWJlGQjNJrHOEq64TLw7UeEjUjVI69MUjiTvZxNOBCSYELWNPi8Nh8sZHMbgwhNRRH6iF3veWtzBlQnyRO3hI39fxJGY0cusmvOKRB0metu4XChx++rihl49R6bC0I+pD9s6U7iOnuOEKAz3HDq/IP2KksdJ4omAykwTdQkSTwiCIGqIdn+fpCzLrpO4vB6BMMEZRNJYFpQd5t7PFpEc1iSY8LAPRURBdqKJTTBRRBWtf5Noom+3iSaizeq+k6NPDkGUCSe/fEUgmui4AF44/raaH1SJol/FjoSaSPdFbgY3w5SHhRBdTn75CgCAA4Z+S6+Ei/D1lkvARkQRQ3lha1vLvjpxwokpIWzYJlq+2FRRR90/KpwI0YRCdcoXh7kYsOKSxDLIDx35B/Rfdin6L7sUDx35hxoaXR1GMg7ntU8iFSSeEARB1DQFyt8hu0+8ZVVAEets4zHmIslQOFHy1mYgnMiYhBOCKGdOfeVyOLLzSzpRPEGF3udAKIRkE1OedPVbF1eEQFMIESV4Pf3XWrzGrrECmmXfmPuAQVBKeA/ZhBO1TVQ4sWETTmRIOCldBr02GAsOn2vd7pVARqr3LIDU72+CKHdIPCEIgigCckhLuM77L360upxFBJGwMeLdJ4A5ZMcylqDPNKKJRTAxiSG6mySujS6qEERtYQfHVScWkoAiJh0nvDgCVd1nFGV8pcDZy4eEApNENglLXR6VX0ziistZxLmSrZiiCGSQRDFNQEmLSTjJNjwiTjgxJYZV3CUG54qtso64L6rqEKXJBa9fYDzXZBxw3zmV7j33QLfZqcN8iNxgnIPluTpOvvurzZB4QhAEUZMYKuzIIStxP1QY42HojukKD/MDekQXWshO0njihJNIIll5TNp9U/hNkgtF7yvYn7ykRC1ATMjPXHYZXM7CG1gwQZFzZNQFxEQrDAcJt6UNTZGRnSUOq45v639+elfWfaHFP4RcojXTEITHjp6FU1+53O+bRwQU+fhx1XFkbOE3tjAgRQQxhOPEherYRZOogBVXkpiEk9LjklWDMOfQBQDSJZoV79tMSiGnDfMhiHKGxBOCIOoE7R+ZiHVnjC/uICTHhpzrxCacxNlgmSn3id9WcaskXF3SBRPRt7xNd5uYqubEiSGZuExskyQqVUzUBhxw5ZwU57jLvRwZTx77u+INroYYsOISAJ5wYUp66m2zCQnehD2ts0Sgf446jAdii8OqfTEj2q8pn4rNmfLY0bOU/zInv3yFklPAlscks/LD9rAbW7u4MsQm4cSY/8TQNwknpY8QTgDv9ZeXbWQaTihEE3GOk4hSIFz/lu8+iVSQeEIQRK1k/0dvVJbLffIdhN9ASWES0z6+Uo/yfCQJJ9K2NMJJnBvF5jQxTXzK/TUjCAAYuPIiz2HCGRzmKC4E2YFQ2/MFiAkVYBZNbO4JE0nbdRFEnwS6nAXHFc4f77VwlT6C9VJbkSvF9nrp6x87ehaeOObOSLt+S6+Ew3iwTXasKP8TnCnhY1SfE1sSWNM6OTFsGvSSxETpc9kbv8bvu/wVQLpQuGzC5cJ9Kf9JIaGwneJC4glBELWKDgsn4L3TJuD9028o9lAiyDlCZNeJzYVhcpLIIor5IDzIfRIrPlhEjLiEsPK4Rds4wUTuL63TxDZmSqhJlCNebgFZMHEBOJEwDgDGCXZtYcCKSxJcFPaQkiRMVXYqWDWqreKGo36ecDEGrvUVhhPpoT0AjK4+U14TIYro7KCZZ2THypnLLstSVAqfPznPic1xYhNNrI4UxiMJYid3eiR2TETpMfuQvyS2qWA861LI9x5xNwAv6ay8TBC1ARJPCIKoVbx32oRiDyErbHlJ5Cs4ScJJorACxLpMlHEYksKawoxsLhSxXX9sacQSk1Cyos/U+MdFECXGJasGoR4DXMZRzRlc7ngOlCBUx1Fynpz+6lA8etRdxR52XhGTpx0i4ShuRklLTQR5S5R14VJUDAlaactSD1poTVxoT+BGkT9zM7zY7jBuLMvsIF40sYY1SYKLLEjZRBPAHKIjt1Ffp3D/mzv9PcUjJEoF8Tpf8cZ5uLPLvYnt85Fv7N4j7sbAlRfhvJUXk4CSTzioVHERyaYaHEEQBJElSrQMi58g2KrWiH7UXCTyRkufCeE5uoCjCycyccKJ98Nd3eZNCMJ24qb3SQ4TorbgMNe7gXsTWOblhYiUmJUmvPpEutyRz3ubE8JzSbjh8+PfKmC/if7km+hbT5iqP98VjGt5O1TBRg8pMo3fto/pePo49THHHStpfMpzaNg3KTFoWuHEgUvCSZnjMBdXvHFejR/3L0fcAwc8EFIJotwh5wlBEEQNIVeoMecF8f7r7hHdfaK3MTpOpPCdTEN0gjEaxisEn6TwHXkCYRJJMoFKFxPlxhVvnId6DKgGA+AC3FHCdrzzww2cDPL5Yir3+UC32cp2ebkUGbjyIgAxgklMvo0kl4WXgwTaOifovxoscIoEfUB1pbhgYXst10m4h4QhtEdU9AmP40jjS/7MSkqKa2tnEmdM+8c5TmyVdEyiibyeRJPyxXsN0+cxySXnibE/sjbkD87jk9pl2yeRChJPCIIgaoh1Z4zH/o/eqOQ6MVekSRF+Y0HZ1+Yk0cN0TMlhoYo6eqiOKV+L7CwRmCYIJIYQtZ07u9yLYW8OAPxJfTUTiUcdbIf34ysM2QnL6pomGC6YctVWz5VRagx6bTC8SjrmSXycWJLGNSGvF3lNFLHEF0kqGPfFK4E0GZQTymoftUliigNuCdVxI21tmBO4xofi2NrpfWWS3yStcEKiSe1g5sF/S93WYRxDVg9MlR8lib8ccQ8GvTY4534IohQg8YQgCKKGEMJJGoQIolTZiamg4/XLwLndnWLcx5DbRFk2iCQm8cdBtORy0mM1TRZMJUVfPWFabD8EUYrMPPhvnoACKM6TCuFGgeo4ybSCTCniJcj17gvRRJ68py6Bm/YKOTOULJaEFNlxIospJrEl7DN6mGgCWkOelIiIYsZYYthyVT6NO8UkMpnEKiBdmA6JJrWPUW/1x4yDHspon993+Ssue+PXSpWeXFhw+Nyc+yA8GLdHZ+fSJ5EOEk8IgiBqCFOYi7ze1N7mQGEiLIdxcLDgB7xemSe6X3RbknAit9PXAcnCSSZhOpTzhKhNKCVw/QSxDjjCEB4PfQIsl8YNKe2SsBe8fgEAGMNzTMKJzWUiCydxnweek8dr68J3+AROlNAdIo7ncicYQ7VWnlhJNKsJGeI1MIX56OWM5bLHaR6DSTSJbZ8gmsh9RhwpCQJNhfaZTcIJUQHdvUUQBIknBEEQNYixso1hm+ww8UJivMmC18aU4wRgEG4VtY9IsllxXGZOCmtKAGtLGCuEEyV8J8NQnWxDlAiilLn6rbNR4b+1xSS9HhCE8OyQMheQmIjvwErTfXLB6xf4SVjNoSI20SSNYFJhEYyqEZYblkUU4USpNpQMNobtBJ9x1RHXm9e3ExU4lGZhqI6S68RURSyluyTOgWSqUBTtL7MwHdGvXoKYKH+ue/sMVMPB9M7ZC2H5cJ0QeYZynhQVEk8IgiBi6LBwAoD8lEC2lfg1lesVDhLZfWJKHBu4TzgLBBT9eNHOxfZ44UR3kejhOrJwEoTvpAzZUR9r2FYXUihkhyhHrn37V3CCE00ppusJoX7YR1JpXtc/r4VoUu23yVcugly5aNVvIqKJLadJUjJSQZqJu2iTJKLY8duJ5xVM6UdgFDL8feSksyIMKxxH8udfXCniJFeJdWzQxSd7mJR8HArVqZ1M7vRITvs7zMWwNwdklCuFIGo7JJ4QBEEY6LBwAt47bUJeRBOBTYzQt4cCCYw5TCKhOb6AAgA8hcXWFKZjcpvYxmoSTiLVdjIQT+TJCiWTJWoDFXDDCTx3gzwgbjCpd6Hn9ZDPmeCcYKHcUs0ZHM6UyjLF4qJVv/HL43rkIpqYxJIkF46gAi6qAyFKCtXR+hRhPYDuSrGLKHbUfUIRJX3CWBlbKE5aZ4mOHp5DSWGJbCHRpDRhrnfLd59EOkrP/0kQBFEiCNdJPjFV1wH0q5BxMe/RXCVANF+J7di2/CbeffUYprHGjc0mnCRdhaU8J0Rt4vq1pwPwJvYV8EQFcduBVQc3h3HUY9XBTbSvgIt6/nbHD6dw4JX69da5icllC43ugMhGOBGPVSzLN+txEz4r7BVrEhKsispA4NbcIPoxgscI7TFm8Npk+jpmKpzE9mVx/hAEUeKIsJ1834hUkPOEIAjCQD4dJwDQ8fEbrKV/TQQuFL+CjtiP+1dNxXpFLLGUKAbUEHxjslhLmI7YJsaktxeuE104iZTXlJZdgztGT7IIAK/0mh5pRxClysR3TgEAVDAW5DoBgHqoNra3iYri/HB4+BlQDSdwsLjMwa2dH8jjyDPjklWDvPEZcmukFU3kNl67UESoTsjron9WyO4TvV8AETeKnFxWTywbVOaJESH0ZLMAIjlUsknuq5cYDh+P3aFkTwJrdvPIr4fohxwnBEEQ6SHxhCAIogaIE05sbhE5TEckibUJKGKbt6MqQpjEkrBfs5vFFsYDJCc+dBDtT85lYq4kQldAifLi1vf7APDykVSDYfyBT2HyuyehQmsXmwBUqv4iEBN4Ub0FcOCgOhBRpncqnnAC2BOSxgkncohOuN38vKQRUvQQRzn0p1ozVettHbixAoqNiLBiShwbEVFUqrl5Q5wbRn8cyhgsbfX28jEcuJjeObOytQRBlBAcyMBklr5PIhUknhAEQdQQevhLUn4PU5UdgSyg+GuMx1H7C49ta6uLJnJ7W64TZhFWdNFGTwYb50ZZ2vMW42MgiFKhHquGyx1c3WFxsO66AxYZ2wqhRUYuAxpkQuGOGnzOHTisOhBRJncsrkvgsjd+HeRvAczCic1toosmceF8YXngqCggCyqmJK82IUVPLGsTUGxEBApZ2NEcJ97ntiriqAlmLcdISPAK2Kvn6G31akYkmBAEQeQOiScEQRA1iKkCjj6JMDkyhIBiDOExlCc2HcuaLyUioET3SRJ69B/4pvYmASXYH6EQlKZSBUEUm2Htn0vd9ur9nwnuz3i/N0bs/6xyf8b7vf1wEBejpLalwhVvnIc7u9yrrLM5TmT0srdphBOx3RTeJ/rQHSk28UOuypNEGgFFbe+HAXEnEMJsYUBA/GMS201jkklbdljtl4QTgqhNMM7B8pyjJN/91WZIPCEIgqgBbK4T4w9m2ZEh3CJiGQy6v1KZFlh+m9sS1drKGZuEljQTHtMx9HHECSgEUar88YPj8Nv9Xsq5HyGcyPfldaXEsDcHAEDgNjFN3tPmN0krnAT9xzjTRF8mFwqQriqP7D7x+kpTaSdEF0liw3ngiSymx2QrP5xNyWGvP9WNQsIJQRBE/iDxhCAIooaIOEFgFjLkCwDiamUoYMArX8qjIkr0eMmOkjT7hqJIuK8cspPvXCUv9rw1r/0RRK786cOjUS+9KaFWMGLNOYFoMuOg+wEAOzjVkmigiiZAdsJJUmiOaT89rMfkRFHac6a4UHQBRX4ctrwkOkoYkOZC8Y7DjG1Eu6QQnTRCVbAdah+UBJYgajGFqI5DzpPUkHhCEARRA9gcHkltOVft3nrCWL9V6uPahA6bW6Sm3SAknBBEzXP1W2dH1omKQXplH5PjQZ+8m+5ngk0UCfrVQmBMoTxJmAQUry/zmNOKKkE/ck4bLSQoKcFrJg4ffX8STgiCIAoHiScEQRA1wJp+k3DQk9fHiBfm/QK3h3RVQA/lCZ0oIUk5SNKKItbEsZb+knKj2EJ20uxLEMXgLx91RQVzMGjfZcUeSt4Y9VZ/ZTlOdpDb2tw36sRfn+xnXrY36CvGlaJX7dLb2hLL2kJ4BK7l2ZBFlWpFCDFX61FCeQBrSGWaPCby8R3t+RXkQzSZ/l5fAMAoKQkyQRAlBkc21dCT+yRSQeIJQRBEDWFLvprkDpETwgKSkCK5T+KqONjCgzIZc7ivmgslkyvLScLJC8ffln5gBFFDVDAOcBd/+agrBu67otjDyYlr3/4VAC+HSUXCr+80SVaBaD+qM0USA1KG7CQeT3OZ2Eqf2/KimEJ4ALWUsYxJTNFDfEz5VuKElDQiiYxJMCmEw2RUh8W49f0+SlJjgiBKC0oYW1xIPCEIgqgh3vjlTejy1DhlXZo8JBExRbarg8eGqqYJ28nE8WFyn6RxnZBwQpQzFYzj3LYriz2MrLl+7em+aJA+lMZBddbH00URXThJEk1MYS1y5RpjxR1LgtmI2CI5RXQXinccvaS63ZVicqOYqw5Fn8u4JK+216gCLiZ3esS4LV9cvf8zmPF+b8xc1yujilIEQRB1ARJPCIIgShQhRujCgx4/n+QkSVNGOA0m50zacB0bJJwQpU6SQ6PUuX7t6QBMDofMH1dSXhFTn/kQTsT6JAElbly2trKA4h3HXrJYiBxp3CjmcZgFk2hJYvNzUGjhRGB7DQiCKAE4CpAwNr/d1WZIPCEIgqhB3vjlTThk8XWR9baQHtu6tKkRjftmIXTopZa9MRjEFEu5ULlEMeU2IcqFhz4+BA5TXQ/lwMR3TgHgOTAqZHdbFr+QdRdHGjIN0Uk7WTcJKEB8dR45J0qQLyVGIBHbg/0N7XSnSHgsJzbsxtS/LpRM7vRIIHgJJnV81DrWQiAcJ7PWHY/L2z9fo8cmCIIoZUg8IQiCKCKc250jJpHDzVCASOM6yUZM0YUTs1Vdd8iobchxQpQL5XIlfvK7JwEIK+VU5NCXnpg1G2yCSb6fT/k4NiHFE5JCscUWvhMdazQHlWm7nng2LvTG1EYIJBPeORUVDJhw4GPG/WuSy9s/jz9+cBx+u99LxR4KQRACKlVcVEg8IQiCqGFW952MwxaPVda5fvlhQdr8J0lEquxkWXUnrl/TuF0p/t905ZaEE6IcKIeQnenv9ZVK4uben3B2ZBrWU82dvLhLktDdJzpxbhTdhZJWQFGPn/6z2fT+MSXUnXDgY5jwzqne/xIQTXTu+fAYAN5zeGG7V4o8GoIgiOJB4glBEEQtI8ldEq2+Ey7HJXY1tbcJPmr5TlVAycbpQhBEFFFaVlRyqbbVw/WpMIil+j5J4oS17xoQTjLBWG1HElCCdZqAAqSvNCTvk0RSzplSFE0A4Lf7vRSIJwDwpw+PDsZem8p3E0TZ4MJa+jynPolUkHhCEARRBF7vOyXiPjGRTX6QJHdJnBsl7fdnGgHEJKCQcEKUC499cpCSL6SUmPF+b1SDRZwmYsqfifghCyqhgyXdJ0HScQolmmQi8OgiihBQ4nKgZOo4slbqiRFMHHCMP/DxjI5TLC5q93Kxh0AQBFESkHhCEARRJF7vOwUAcPjTYxNDdjIRHUyhODa3SNJx0jpG4qzsrlbCc0mP2639EESp4MANqqqcuvea4g5GYua6XgAco4sEgC+qZDb5D0J1UjpYBMXMBRN3bJOwooglKQQU+3HTfw7aSjaXi2hCEETpwTgHy3OOknz3V5spavr4pUuX4uSTT0bLli3BGMPChQuV7RMmTED79u3RqFEjNG3aFL169cLKlSuD7Rs3bsTgwYPRpk0b7Ljjjthnn31www03YNu2bUo/b7/9No455hg0bNgQrVq1wvTp0yNjeeihh9C+fXs0bNgQHTt2xFNPPVWQx0wQBKHz2olTjOtNyVgd8OCmY1rPGFf6ibhS/HWmbfp2gqhr2KqqFItZ644HEC8cVIBbhZW05Lp/XL+F6lsmE1FHcYMkfM5Zk8Ay13gL9pM+m0k4IQgiJ0TC2HzfiFQUVTz54Ycf0LlzZ9x1113G7e3atcOsWbOwdu1avPLKK6isrETv3r3xr3/9CwCwbt06uK6LP/7xj3j33XcxY8YMzJ49G2PHhlb4LVu2oHfv3mjdujVWr16NW265BRMmTMCcOXOCNsuWLcOAAQMwePBgvPnmmzjttNNw2mmn4Z133insE0AQBJGAXBZYF0ZkIUXeJgQTk2iSiViSL8FE7o9cJ0S5ICa/Dlw88UknPLXhwCKPyDuXREiJw1zlpiOECtMt2m9u+8dh2q9YAootL4suoNhuom2SSGL6bB5/4OMknBAEQZQ5jPPSkJoYY3j00Udx2mmnWdts2bIFTZo0wXPPPYeePXsa29xyyy34wx/+gE8++QQA8Ic//AHXXXcdNm/ejPr16wMArr32WixcuBDr1q0DAJx99tn44YcfsGjRoqCfrl274qCDDsLs2bNTjV+M7bvvvkPjxo1T7UMQBCHo+swYAJ7wIX6ki/t6WeA0mBwmpvVx2CzsSXH9cVR1n5G6LUEUi6oN+8MFiyQOrYALBxwVzMXxlR/kdIyXNrZTlqvBYvu858NjUM0dVMOJnIOmBKdJOUFMoTnZJIrV+0srjKQNDcoV/THJCWT15LF6hR6BLpAkUcFcXHfAosR2BEHkl9o8HxOPrWeHq7FDRYO89v1T9VYsee/WWvm85ZuyyXmybds2zJkzB02aNEHnzp2t7b777jvsuuuuwfLy5ctx7LHHBsIJAPTp0wfTpk3Df/7zHzRt2hTLly/HyJEjlX769OkTCSOS2bp1K7Zu3Rosb9myJYtHRRAE4bGiz1R0e/Za6/a0OUtk4irhxKHnKElanxYSTohyoYK5AHcAqXytLJxUgOPljW2D9sdUrk/d97JP9wYA1NOTvXIHL21sZxVR6rFq7w4HKlgomLicGavEyM6LtKJIpnlEZDJxk+QqnMhjSQrRiUsuq1ffsTlTdMEkrrIQiSYEQRC1l5IXTxYtWoRzzjkH//d//4cWLVqgqqoKu+22m7Ht+vXrceedd+LWW28N1m3evBlt2rRR2u2xxx7BtqZNm2Lz5s3BOrnN5s2breOaOnUqbrzxxmwfFkEQRFYUWjiR25gcJmkSKiaNhyBqExXMxbJP98aRrT9JbLvy0zaosG1kLrw5uoOqDfvjhDbvB5vuW38EgApvEu8nOa3whZ1sS+1WgGckYmRbwjgfxwbs4o3LnZwS1wphRHehyNsENtGEBBOCIGqMQuQoKY1AlLKg5MWTHj16YM2aNfj6669x991346yzzsLKlSux++67K+0+//xznHjiiejfvz8uvvjigo9rzJgxiltly5YtaNWqVcGPSxBE7cYWsiNv0++n6U++n2Q7d2F3nqQ5bq4OFYIoBq9vqsRhe23Esk/3Rj04qGAc23gF4gp4CxcK4Akjpve8XPZWd5sIquF4rhZwVPvtZQHFE0oYwOA5YvxJfAX8ajFMCkUxOFFswkexBRQd21hyOaa+ryyAyGE6ts9Fk2AixJoxHai4AEEQRF2i5MWTRo0aoW3btmjbti26du2KfffdF3PnzsWYMWOCNl988QV69OiBI488UkkECwDNmzfHV199pawTy82bN49tI7abaNCgARo0yG+8GUEQdRtZOJGR86Dk7DwxJotUnSamNi6iwonNhWIa4zPH3ZE8aIIoIofttRFvbNoL9ZhXBngbB+ozb0IvJtmyWCITJBOVhBJbGIvpPKpANarBUMEABw6An5Q29Zi3vI0DYEAFpIk/c0MRBQiEFCGipBFQBGmEFCEcZOL4SCt+mMScXMUaebyR46UcP4klBEGUDC6Q95RRpVVYrqQpefFEx3VdJdfI559/jh49euCQQw7BvHnz4Djql2O3bt1w3XXXYfv27ahXrx4AoKqqCvvttx+aNm0atFmyZAmGDx8e7FdVVYVu3boV/gERBEFImMoTC2xJYOOIE05s/ZlEEXlfmzPFtK/DOBYfOzNxnARRTN777Bfo0Opz1GMuKjjHNlaB+qj2xAo4qBD5RnwcuBEhpQLhsn5uxOUDqWC+YBA0cf0fxj/hpY3tcFzlh34bF/UBVIOjmjNPDIETCilCCOBQwnlkASWJTISUTEJl4gSMNPvmw+2SaWgPCSUEQRCETlFLFX///fdYs2YN1qxZAwDYsGED1qxZg02bNuGHH37A2LFjsWLFCnz66adYvXo1LrzwQnz++efo378/AE846d69O/baay/ceuut+Ne//oXNmzcruUrOPfdc1K9fH4MHD8a7776LBx54ADNnzlRCboYNG4ann34at912G9atW4cJEyZg1apVuPzyy2v0+SAIom7z6gnTUrfNt3Cib4vdHjMRLESpY4IoJB/9oyUqwPHBZ95/UQ7YYV5yWAfeDYByXyCXDxbLAlOJXlvJ3zjBxYGrulqCEDw/fIe5wXlZwdS22ZJNWeJCESd85JLvxAYJJwRBlCqM84LciHQU1XmyatUq9OjRI1gWgsagQYMwe/ZsrFu3DgsWLMDXX3+NZs2a4bDDDsPLL7+MAw44AIDnDlm/fj3Wr1+PPffcU+lbVGBu0qQJnn32WQwdOhSHHHIIdtttN4wfPx6XXHJJ0PbII4/Efffdh3HjxmHs2LHYd999sXDhQhx44IGFfgoIgiAiyLlJMilPLO+rrMtAODG1szlRTAkWdch1QpQyG//RAhUQ1WtYmDTPd6B4ITLeumpDSI4snITCS4wIIp0yLjc4Uhh8B4oLMAcOd/H8xv1QwerB9cN5HDhwuRNU3KlANap5mA/FBfOrBQFgjuI+ycbFET7+5PNdfzzZVNWx5WFJI5IkOWf07RXgGNVhccZjJAiCKBqUMLaoMM7p2coHtbmuOEEQNcuxS64BEIoezODkSBPCk1Y0SZvLJK7SThDKIx3zyWN/Z21PEKXAZ5+3AABU+29bF96k2uXANnjCg5iEm0Jf9FAdm1vDSdAQXO7nVvGP5XKGbajAdu5gO98B23gFtqMC2/kOqOZMKlPsBGOr5gwuHFT7Ako1d5RyxnGhO/lKAquT7/wl+YIEE4KondTm+Zh4bL32HYEdKvKbd/On6q147qMZtfJ5yzdll/OEIAiirpK22k2mITqmdUa3SUypYv2YJJwQpczmz1sCAOqBwYVwnnDf9cEBxlCfu6hmDI4vAFRw1YGh5zeRhROTWGILgakG89pH+nc9EQQuKhjzzj32E4AdArdJBfPzmfguE3BXrcjDQ9EnLvdJLjlJ0lIKwgmJJgRBlD0uB/IdFu2SlyItJJ4QBEGUOZmKI2m2Je0T50Ih4YQoZf71xS9QwRiquQiP8xwnFWDeD1JJQFGszOItL61KI5wk5Q1JUy7Ya8NRDS/PieuXUq4WZYn9cJ9qVBj3l5PHAmYXTSmSbT4TXagh0YQgCILIBySeEARBlCC6k0O4TvT/tv3yLZrE9SELKSScEKXMv774RXC/gkmCRSCSqAKKVzo4zE/ilROOnj+6cGItU6wty9KAcJ/IQkqQU4X74+UI3CbV3IHD4OVC8R0nFYh3n4TjTV+BJxsyDdfJZ9LXq/d/Jm99EQRBlByU86SokHhCEARRYizteQu6L7k6Vdu4ijq2dpn2a0IWTBzG8cQxd2bUP0HUNP/+Ys8gBAcAXLkKju9E8ab4soACCBGlGiw4x3SHsy6apJUlhOtFYEtyWi36Zq4nivilkuWQnWoO34XiCSiyOBKsR3juZiOgmESOJGHEtj3TBLBxjNj/2VTtCIIgCCIXSDwhCIIoQ0qpDDAJJ0RtQ4TwVHM5rCfMSRKX0yRbP0dcyHmFViXHVO1KhO9U++0qhNDC3GAdoOYuKrQDxUY+nSYknBAEUbcogPOkRMrSlwMknhAEQZQgL/a8NbX7BFBdJ3FVefKF6Pexo2cVpH+CKCSu4Yei6j4BAgcKgAqEFXk84UJFlh8qUlTnrc7itHTgekcSwoPvQAnKGxvcJ2CAyyuC0sVCKLEJKPkUNXIlznVCgglBEARRDEg8IQiCKFFe7Hkrejx/VUb71JQjhUQTotyoAPMq6gBwwKwCCoBARHH8ajzeNgT7m9OyqsfSqVbChNIJKKEQgiB/SSDVSCE8nkjiKMljwRy4PHSpVAT7eyJKoRwoSclv02ASTkgwIQiCAOU8KTIknhAEQZQwLxx/m1FASVO2OFchRd//0aPuyqk/gigGW77YCwCCfCdJAgpgSyariilxyDJEIL5ox0/CVIVHCCAunEgOlGrNceI5TViQPFYIKNW+yCIEFABKJR5vjOmFFEcLKZLJpjyxLJyQYEIQBKHhcuQ9zIZKFaeGxBOCIIgyoKZznJBwQtQW5LLEQNSBoqMLKrIbxdtHbqtikgr0pLDZIospolyxOk5XCd/x1nGl+o6eJyUYo+RC8Y6ljrim8qKQcEIQBEGUMiSeEARBlDgvHH8ber4w0rgtKF0sVQLJJySaELWBwEnCPXFEFlB04iryROBmoUUgCy6yAyXJfaKH1HghOCxwm1RzR82BouU/qc+Abf7jVd0oYQJZ3WmiC6ZxYorYJxxv6D5RRJ4YV4qOEE5INCEIgoiBu94t330SqSDxhCAIogxY0uN29HxhpDLBCYQTKYTHdj8THMZJNCFqDY1afKosizAeANil5Wf49xd7Wvc1OVOAUFQxCioSuuslDaZwHUATVLQKOuG+oYBSEYTswCigAFJlHkPITpyYIvZJcqRkErZDoglBEARR6pB4QhAEUSYs6XE7AOCEF0egqvsM9HlpuLJduE+yFVAoCSxRF2jccpOy3KzlPwAA337RKnU+EpuoIjDlUkkTvmMTTkxtKuQEsr77RA7LUUN2EBVQgLByD8xCChAVU3RHilypRxdLbOtkrt7/mdjHSxAEQUhQwtiiUjNBrARBEETeqOo+w7pNTJ7kCY5+xdgECScEYa6SU5PkWqnGAUcFXFQwFw5cT0AxUOELGI4SlmSWdnQxJVM3myyWkHBCEARBlDPkPCEIgqiDkFhCECq7tPwMgOdAAdJXxSkkgctEqo4jcp+Y3CdeLhSOxPwnAAKdxneGBOWMfeSwoLgQHdM2kb9Ezn2iQ8IJQRBEFlC1naJC4glBEESZ8sxxdyjLfZcOi00aS4IJQSQjRBQgFFLSElcG2eTr0NepyVZVoURHXy8nk/WWzflPKpgfihMjogChE0XuTw7hMYXv6GE6FdpzIMZLwglBEARRjpB4QhAEUUtYfOzMYg+BIGoVspACeMlmTflMMkF3tKQRRrx1qvskWO+7T0Tp4oqk/CdA6EIBUIFqVHPmCR9wYkWUOAFFILtMZCGFEsISBEHkAcp5UlQo5wlBEARBEEQKGrfclJgsFjAnjJWprqHfqXr+E5G/xGGut81fFrlRHL+9d58bc6LIOVDk/CemcsamcB2CIAgiBzhCASVvt2I/qPKBxBOCIAiCIIiUCAEljYgCAM1/8UWBR+ThwFXCZPQQPllAqYALh3m3euwnVMBFfVaNCsbhwF/HhPASiiiygBIKMaqAIm/ztrvkOiEIgiBqBRS2QxAEQRAEkQGNW27Cli/2CgQU4TSpAEM1eGR98198gc2ftwwkhQoWuk/SlCfOlApD7hMvmawbCdcBYAznseVEgSGMx1bG+PL2z+f1cREEQdR5KGynqJDzhCAIgiAIIkMat9wU3HeUxK3h/Z+3/DyyXwUYWv3iS3+/EIeJ7el/xFZojhAdU9iNI7lCRLiOHs5jPJZW3jgpjIeEE4IgCKK2Qc4TgiAIgiCILJAFlC1f7AXAc5s0a/mPSFs9fKdyzy+x8R8tANjdJ7akrHHEJZsNRBZf43DhoIJxVHO5HLJrdKC4/v6iHLIobWxKJHvZfi9kNGaCIAgiJa4Lc/22XPsk0kDiCUEQBEEQRI7IQkoSX3zeUiprHP4MdhjgZhHOU82jRmJZ6PDww20UEcTFyXu/HezzyMcHKwJKtSSuOHBjBRQSTAiCIIjaDoknBEEQBEEQOfK/L9vAla4GVvsx5CLvSTU4XPBgPaDmPokjSUiRc5zo672xeGLHCW3ejz3OGfu8GVl33/ojAgFl0L7LkgdLEARBFA7KeVJUSDwhCIIgCILIga1f7g0AcHx/BgBUMIZq7iWPdQOXCfMSsHIO+MllK/f8Ep/8o0VGThNbOE/gDtH6ShJN4ji37cqs9yUIgiCI2gSJJwRBEARBEBngbm7n/Q+EEiesTuPn/nDhooIxNGrxabDfv7/YE4Ca/+Szz1tgb19AyQYhlOjuE7H++MoPsuqXIAiCKEHIeVJUSDwhCIIgCILIAKf5h95/eEKK0/xDYHNbVHMXDhgatPjEuJ8pkayovAMA++75BT74rKXiHJFdJnpi1nB9KKAc03p93h4nQRAEUWK4HMigKlv6Pok0kHhCEARBEASRJUJI2aH5+px+VO29pyei7NfKE1CA+Mo5AHBE6w05HJEgCIIgiEwg8YQgCIIgCKKE2K+VF9bz3me/CNbJQsphe20sxrAIgiCIIsO5C87zW1o43/3VZkg8IQiCIAiCKEE6tPo8uP/Wplboslf6csgEQRAEQeQXEk8IgiAIgiBKnM57fVbsIRAEQRDFhvP85yihhLGpcZKbEARBEARBEARBEARRl5kwYQIYY8qtffv2wfYff/wRQ4cORbNmzbDzzjvjzDPPxFdffaX0sWnTJvTr1w877bQTdt99d1xzzTX46aeflDYvvvgiunTpggYNGqBt27aYP39+TTy8REg8IQiCIAiCIAiCIIhSR5QqzvctAw444AB8+eWXwe2VV14Jto0YMQJPPPEEHnroIbz00kv44osvcMYZZwTbq6ur0a9fP2zbtg3Lli3DggULMH/+fIwfPz5os2HDBvTr1w89evTAmjVrMHz4cFx00UV45plncn/+coTCdgiCIAiCIAiCIAiCSGSHHXZA8+bNI+u/++47zJ07F/fddx+OP/54AMC8efOw//77Y8WKFejatSueffZZvPfee3juueewxx574KCDDsKkSZMwevRoTJgwAfXr18fs2bPRpk0b3HbbbQCA/fffH6+88gpmzJiBPn361Ohj1SHnCUEQBEEQBEEQBEGUOq5bmBuALVu2KLetW7cah/DRRx+hZcuW2HvvvXHeeedh0yYvmfnq1auxfft29OrVK2jbvn177LXXXli+fDkAYPny5ejYsSP22GOPoE2fPn2wZcsWvPvuu0EbuQ/RRvRRTEg8IQiCIAiCIAiCIIhSp4BhO61atUKTJk2C29SpUyOHP+KIIzB//nw8/fTT+MMf/oANGzbgmGOOwX//+19s3rwZ9evXxy677KLss8cee2Dz5s0AgM2bNyvCidgutsW12bJlC/73v//l5WnMFgrbIQiCIAiCIAiCIIg6zGeffYbGjRsHyw0aNIi06du3b3C/U6dOOOKII9C6dWs8+OCD2HHHHWtknMWEnCcEQRAEQRAEQRAEUeJw1y3IDQAaN26s3Eziic4uu+yCdu3aYf369WjevDm2bduGb7/9Vmnz1VdfBTlSmjdvHqm+I5aT2jRu3LjoAg2JJwRBEARBEARBEARBZMT333+Pjz/+GC1atMAhhxyCevXqYcmSJcH2Dz74AJs2bUK3bt0AAN26dcPatWvxz3/+M2hTVVWFxo0bo0OHDkEbuQ/RRvRRTEg8IQiCIAiCIAiCIIhSp8iliq+++mq89NJL2LhxI5YtW4bTTz8dFRUVGDBgAJo0aYLBgwdj5MiReOGFF7B69WpccMEF6NatG7p27QoA6N27Nzp06ICBAwfirbfewjPPPINx48Zh6NChgdNlyJAh+OSTTzBq1CisW7cOv//97/Hggw9ixIgRBXlKM4FynhAEQRAEQRAEQRAEEcs//vEPDBgwAP/+97/x85//HEcffTRWrFiBn//85wCAGTNmwHEcnHnmmdi6dSv69OmD3//+98H+FRUVWLRoES699FJ069YNjRo1wqBBgzBx4sSgTZs2bfDkk09ixIgRmDlzJvbcc0/cc889RS9TDACM8wykJsLKli1b0KRJE3z33XdKoh2CIAiCIAiCIAiisNTm+Zh4bMc3OAs7sPp57fsnvg3Pb32wVj5v+YbCdgiCIAiCIAiCIAiCIGKgsB2CIAiCIAiCIAiCKHU4B+AWoE8iDeQ8IQiCIAiCIAiCIAiCiIGcJwRBEARBEARBEARR4nCXg7P8OkUoBWp6SDwhCIIgCIIgCIIgiFKHu8h/2E6e+6vFUNgOQRAEQRAEQRAEQRBEDEUVT5YuXYqTTz4ZLVu2BGMMCxcuVLZPmDAB7du3R6NGjdC0aVP06tULK1euVNpMnjwZRx55JHbaaSfssssuxuNs2rQJ/fr1w0477YTdd98d11xzDX766SelzYsvvoguXbqgQYMGaNu2LebPn5/HR0oQBEEQBEEQBEEQ2cNdXpAbkY6iiic//PADOnfujLvuusu4vV27dpg1axbWrl2LV155BZWVlejduzf+9a9/BW22bduG/v3749JLLzX2UV1djX79+mHbtm1YtmwZFixYgPnz52P8+PFBmw0bNqBfv37o0aMH1qxZg+HDh+Oiiy7CM888k98HTBAEQRAEQRAEQRBE2cF4iWSIYYzh0UcfxWmnnWZts2XLFjRp0gTPPfccevbsqWybP38+hg8fjm+//VZZv3jxYpx00kn44osvsMceewAAZs+ejdGjR+Nf//oX6tevj9GjR+PJJ5/EO++8E+x3zjnn4Ntvv8XTTz+davxibN999x0aN26c7kETBEEQBEEQBEEQOVOb52PisXXHqdiB1ctr3z/x7XgRj9XK5y3flE3C2G3btmHOnDlo0qQJOnfunHq/5cuXo2PHjoFwAgB9+vTBpZdeinfffRcHH3wwli9fjl69ein79enTB8OHD7f2u3XrVmzdujVY/u677wB4b2yCIAiCIAiCIAii5hDzsBLxBhSEn7AdyPPD+wnb89thLabkxZNFixbhnHPOwf/93/+hRYsWqKqqwm677ZZ6/82bNyvCCYBgefPmzbFttmzZgv/973/YcccdI/1OnToVN954Y2R9q1atUo+NIAiCIAiCIAiCyB///ve/0aRJk2IPI6/Ur18fzZs3xyubnypI/82bN0f9+vUL0ndtouTFE5GH5Ouvv8bdd9+Ns846CytXrsTuu+9e1HGNGTMGI0eODJZd18U333yDZs2agTFWxJHlzpYtW9CqVSt89tlnZN0qIeh1KV3otSlN6HUpTeh1KU3odSlN6HUpTeh1KU2+++477LXXXth1112LPZS807BhQ2zYsAHbtm0rSP/169dHw4YNC9J3baLkxZNGjRqhbdu2aNu2Lbp27Yp9990Xc+fOxZgxY1Lt37x5c7z22mvKuq+++irYJv6LdXKbxo0bG10nANCgQQM0aNBAWWer9lOuNG7cmL4QShB6XUoXem1KE3pdShN6XUoTel1KE3pdShN6XUoTxylqTZSC0bBhQxI4ikzZvbNc11VyjSTRrVs3rF27Fv/85z+DdVVVVWjcuDE6dOgQtFmyZImyX1VVFbp165afQRMEQRAEQRAEQRAEUbYU1Xny/fffY/369cHyhg0bsGbNGuy6665o1qwZJk+ejFNOOQUtWrTA119/jbvuuguff/45+vfvH+yzadMmfPPNN9i0aROqq6uxZs0aAEDbtm2x8847o3fv3ujQoQMGDhyI6dOnY/PmzRg3bhyGDh0aOEeGDBmCWbNmYdSoUbjwwgvx/PPP48EHH8STTz5Zo88HQRAEQRAEQRAEQRClR1HFk1WrVqFHjx7BssghMmjQIMyePRvr1q3DggUL8PXXX6NZs2Y47LDD8PLLL+OAAw4I9hk/fjwWLFgQLB988MEAgBdeeAHdu3dHRUUFFi1ahEsvvRTdunVDo0aNMGjQIEycODHYp02bNnjyyScxYsQIzJw5E3vuuSfuuece9OnTp9BPQUnSoEED3HDDDZGwJKK40OtSutBrU5rQ61Ka0OtSmtDrUprQ61Ka0OtSmtDrQhQaxmtzLSeCIAiCIAiCIAiCIIgcKbucJwRBEARBEARBEARBEDUJiScEQRAEQRAEQRAEQRAxkHhCEARBEARBEARBEAQRA4knBEEQBEEQBEEQBEEQMZB4Ukuprq7G9ddfjzZt2mDHHXfEPvvsg0mTJkHOD/z999/j8ssvx5577okdd9wRHTp0wOzZs5V+fvzxRwwdOhTNmjXDzjvvjDPPPBNfffWV0mbTpk3o168fdtppJ+y+++645ppr8NNPP9XI4yxH/vvf/2L48OFo3bo1dtxxRxx55JF4/fXXg+2cc4wfPx4tWrTAjjvuiF69euGjjz5S+vjmm29w3nnnoXHjxthll10wePBgfP/990qbt99+G8cccwwaNmyIVq1aYfr06TXy+MqVuNdl+/btGD16NDp27IhGjRqhZcuWOP/88/HFF18ofdDrkn+SzheZIUOGgDGGO+64Q1lPr0v+SfO6vP/++zjllFPQpEkTNGrUCIcddhg2bdoUbKfvl/yT9LrQ937NsHTpUpx88slo2bIlGGNYuHChsr0mv+cfeughtG/fHg0bNkTHjh3x1FNP5f3xlgu5vi4bN27E4MGDld/WN9xwA7Zt26b0Q69LZuTjfBFs3boVBx10EBhjWLNmjbKNXhciL3CiVjJ58mTerFkzvmjRIr5hwwb+0EMP8Z133pnPnDkzaHPxxRfzffbZh7/wwgt8w4YN/I9//COvqKjgjz32WNBmyJAhvFWrVnzJkiV81apVvGvXrvz/27v3mKrrP47jL24HNMNLBCQO00hMNDRNhmtakynOknRLY8a0NqfLZjlHatbcapWZmsnS5dbMUZnWSJ3iXTJUvISIeAnvJiraSrxMCvS8f380vnmUDvTzcNPnY+MPzvfD53y+39e+vM958+V8+/Tp42y/fv26de3a1ZKSkqygoMCys7MtLCzMpk6dWq/725QMHz7cunTpYlu2bLEjR47Y9OnTLTQ01EpKSszMbMaMGdayZUtbvny5FRYW2pAhQ6xDhw5WXl7uzJGcnGzx8fG2Y8cOy83NtZiYGEtNTXW2X7p0ySIiImzkyJG2f/9+W7JkiTVr1sw+//zzet/fpsJbLmVlZZaUlGRLly61X375xfLy8qx3797Ws2dPjznIxfdqOl+qZGVlWXx8vLVt29Y++eQTj23k4ns15XL06FFr06aNpaen2549e+zo0aO2YsUKO3/+vDMH9cX3asqFul8/srOzbdq0aZaVlWWS7IcffvDYXl91ftu2bRYQEGAzZ860gwcP2ttvv21BQUFWVFRU58egMbrTXNasWWOjR4+2devW2bFjx2zFihUWHh5ukyZNcuYgl//OF+dLlQkTJtigQYNMkhUUFDiPkwt8hebJXWrw4MH2yiuveDw2bNgwGzlypPN9XFycvfvuux5jnnjiCZs2bZqZmZWVlVlQUJB99913zvZDhw6ZJMvLyzOzv3/h+fv7W2lpqTNmwYIFFhoaan/99ZfP96upu3btmgUEBNiqVas8Hq867m632yIjI+3jjz92tpWVlVlwcLAtWbLEzMwOHjxokmz37t3OmDVr1pifn5+dOXPGzMzmz59vrVu39shg8uTJFhsbW5e712TVlEt1du3aZZLs1KlTZkYudaG2uZSUlFhUVJTt37/f2rdv79E8IRffq00uI0aMsJdeeulf56C++F5tcqHu179b3wzWZ50fPny4DR482GM9CQkJNnbsWJ/uY1P0/+RSnZkzZ1qHDh2c78nlztxJLtnZ2da5c2c7cODAbc0TcoGv8G87d6k+ffpo06ZNOnz4sCSpsLBQW7du1aBBgzzGrFy5UmfOnJGZKScnR4cPH9aAAQMkSfn5+aqsrFRSUpLzM507d1Z0dLTy8vIkSXl5eerWrZsiIiKcMQMHDtTly5d14MCB+tjVJuX69eu6ceOGQkJCPB5v1qyZtm7dqhMnTqi0tNTjmLds2VIJCQkex7xVq1bq1auXMyYpKUn+/v7auXOnM6Zv375yuVzOmIEDB6q4uFgXL16sy11skmrKpTqXLl2Sn5+fWrVqJYlc6kJtcnG73UpLS1N6erri4uJum4NcfK+mXNxut1avXq1OnTpp4MCBCg8PV0JCgsel2NQX36vN+ULdb3j1Wefz8vI8nqdqTNXz4B+1yaU6ly5dUps2bZzvycW3apvL+fPnNWbMGGVmZqp58+a3zUMu8BWaJ3epKVOm6MUXX1Tnzp0VFBSkHj166I033tDIkSOdMRkZGerSpYvatWsnl8ul5ORkffbZZ+rbt68kqbS0VC6Xy3lzWCUiIkKlpaXOmJtfQFVtr9oGT/fff78SExP13nvv6ezZs7px44a++uor5eXl6dy5c84xq+6Y3nzMw8PDPbYHBgaqTZs25PJ/qimXW/3555+aPHmyUlNTFRoaKolc6kJtcvnoo48UGBioCRMmVDsHufheTblcuHBBV69e1YwZM5ScnKz169dr6NChGjZsmLZs2SKJ+lIXanO+UPcbXn3W+X8bQ063q00utzp69KgyMjI0duxYj3nIxXdqk4uZafTo0Ro3bpxHw/HWecgFvkDz5C61bNkyff311/rmm2+0Z88eLV68WLNmzdLixYudMRkZGdqxY4dWrlyp/Px8zZ49W+PHj9fGjRsbcOV3v8zMTJmZoqKiFBwcrHnz5ik1NVX+/pyODam2uVRWVmr48OEyMy1YsKCBVnvv8JZLfn6+Pv30U3355Zfy8/Nr6KXeU7zl4na7JUkpKSmaOHGiunfvrilTpujZZ5+97cNJ4Vs1/R6j7gO+cebMGSUnJ+uFF17QmDFjGno597SMjAxduXJFU6dObeil4B7Au7W7VHp6unP1Sbdu3ZSWlqaJEyfqww8/lCSVl5frrbfe0pw5c/Tcc8/p8ccf12uvvaYRI0Zo1qxZkqTIyEhVVFSorKzMY+7z588rMjLSGXPrp/BXfV81Bp4eeeQRbdmyRVevXtXp06e1a9cuVVZWqmPHjs4xq+6Y3nzML1y44LH9+vXr+uOPP8jlDnjLpUpV4+TUqVPasGGDc9WJRC51xVsuubm5unDhgqKjoxUYGKjAwECdOnVKkyZN0sMPPyyJXOqKt1zCwsIUGBioLl26ePzMY4895txth/pSN7zlQt1vHOqzzv/bGHK6XW1yqXL27Fk988wz6tOnjxYuXHjbPOTiO7XJZfPmzcrLy1NwcLACAwMVExMjSerVq5dGjRrlzEMu8AWaJ3epa9eu3fYX84CAAOcvgpWVlaqsrPQ6pmfPngoKCtKmTZuc7cXFxfr111+VmJgoSUpMTFRRUZFHka96U3nrC2d4uu+++/TQQw/p4sWLWrdunVJSUtShQwdFRkZ6HPPLly9r586dHse8rKxM+fn5zpjNmzfL7XYrISHBGfPTTz+psrLSGbNhwwbFxsaqdevW9bSHTVN1uUj/NE6OHDmijRs36oEHHvD4OXKpW9XlkpaWpn379mnv3r3OV9u2bZWenq5169ZJIpe6Vl0uLpdLTz75pIqLiz3GHj58WO3bt5dEfalr1eVC3W8c6rPOJyYmejxP1Ziq58E/apOL9PcVJ08//bR69uypRYsW3XY+kYtv1SaXefPmqbCw0HkdUHV74aVLl+r999+XRC7woQb7qFrUqVGjRllUVJRzq+KsrCwLCwuzN9980xnTr18/i4uLs5ycHDt+/LgtWrTIQkJCbP78+c6YcePGWXR0tG3evNl+/vlnS0xMtMTERGd71S0LBwwYYHv37rW1a9fagw8+yC0LvVi7dq2tWbPGjh8/buvXr7f4+HhLSEiwiooKM/v7lmytWrWyFStW2L59+ywlJaXaWxj26NHDdu7caVu3brVHH33U4xaGZWVlFhERYWlpabZ//3779ttvrXnz5tx61QtvuVRUVNiQIUOsXbt2tnfvXjt37pzzdfMnt5OL79V0vtzq1rvtmJFLXagpl6ysLAsKCrKFCxfakSNHLCMjwwICAiw3N9eZg/riezXlQt2vH1euXLGCggIrKCgwSTZnzhwrKChw7s5WX3V+27ZtFhgYaLNmzbJDhw7Z9OnT7+lbr95pLiUlJRYTE2P9+/e3kpISj9cCVcjlv/PF+XKzEydO3Ha3HXKBr9A8uUtdvnzZXn/9dYuOjraQkBDr2LGjTZs2zeON3rlz52z06NHWtm1bCwkJsdjYWJs9e7a53W5nTHl5ub366qvWunVra968uQ0dOtSjSJiZnTx50gYNGmTNmjWzsLAwmzRpklVWVtbbvjY1S5cutY4dO5rL5bLIyEgbP368lZWVOdvdbre98847FhERYcHBwda/f38rLi72mOP333+31NRUa9GihYWGhtrLL79sV65c8RhTWFhoTz31lAUHB1tUVJTNmDGjXvavqfKWS1Uhru4rJyfHmYNcfK+m8+VW1TVPyMX3apPLF198YTExMRYSEmLx8fG2fPlyj+3UF9+rKRfqfv3Iycmptl6MGjXKzOq3zi9btsw6depkLpfL4uLibPXq1XW2343dneayaNGif30tcDNy+W98cb7crLrmiRm5wDf8zMzq/voWAAAAAACAponPPAEAAAAAAPCC5gkAAAAAAIAXNE8AAAAAAAC8oHkCAAAAAADgBc0TAAAAAAAAL2ieAAAAAAAAeEHzBAAAAAAAwAuaJwAAAAAAAF7QPAEAAAAAAPCC5gkAAAAAAIAXNE8AAAAAAAC8oHkCAMA97LffflNkZKQ++OAD57Ht27fL5XJp06ZNDbgyAACAxsPPzKyhFwEAABpOdna2nn/+eW3fvl2xsbHq3r27UlJSNGfOnIZeGgAAQKNA8wQAAGj8+PHauHGjevXqpaKiIu3evVvBwcENvSwAAIBGgeYJAABQeXm5unbtqtOnTys/P1/dunVr6CUBAAA0GnzmCQAA0LFjx3T27Fm53W6dPHmyoZcDAADQqHDlCQAA97iKigr17t1b3bt3V2xsrObOnauioiKFh4c39NIAAAAaBZonAADc49LT0/X999+rsLBQLVq0UL9+/dSyZUutWrWqoZcGAADQKPBvOwAA3MN+/PFHzZ07V5mZmQoNDZW/v78yMzOVm5urBQsWNPTyAAAAGgWuPAEAAAAAAPCCK08AAAAAAAC8oHkCAAAAAADgBc0TAAAAAAAAL2ieAAAAAAAAeEHzBAAAAAAAwAuaJwAAAAAAAF7QPAEAAAAAAPCC5gkAAAAAAIAXNE8AAAAAAAC8oHkCAAAAAADgBc0TAAAAAAAAL/4Hv1W1wvF9dpAAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%time\n", + "dds = ds1.sel(x=slice(18000-9300, 18000-7600), y = slice(9000+4100,9000+4900))\n", + "dds.analysed_sst.std(\"time\").plot(figsize=(14, 6), x=\"x\", y=\"y\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "dfba2a99-73e4-40f5-8940-d6db55285570", + "metadata": { + "tags": [] + }, + "source": [ + "\n", + "## Comparisons\n", + "\n", + "\n", + "The GDAL VSI is already widely used under the hood by python packages working with cloud-optimized geotiff (COG) files (e.g. via `odc.stac`, which like the above approach also produces dask-backed xarrays), and also widely used by most other languages (e.g. R) for working with any spatial data. To GDAL, netcdf and other so-called \"n-dimensional array\" formats like h5, zarr are just a handful of the [160-odd formats of \"raster\" data](https://gdal.org/drivers/raster/index.html) it supports, along with formats like COG and GeoTIFF files. It can be particularly powerful in more complicated workflows which require spatially-aware operations such as reprojection and aggregation. The GDAL VSI can sometimes be considerably faster than fsspec, expecially when configured for cloud-native access. The nusiance of these environmental variables aside, it can also be considerably easier to use and to generalize patterns across data formats (netcdf, zarr, COG), and across languages (R, C++, javascript, julia etc), since GDAL understands [all these formats] and is used in all of these languages, as well as in platforms such as Google Earth Engine and QGIS. This makes it a natural bridge between languages. This broad use over decades has made GDAL very powerful, and it continues to improve rapidly with frequent releases. \n", + "\n", + "\n", + "For some reason, the `xarray` community seems to prefer to access ncdf without GDAL, whether by relying on downloading complete files, using fsspec, or other dedicated libraries (zarr). There are possibly many reasons for this. One is a divide between the the \"Geospatial Information Systems\" community, that thinks of file serializations as \"rasters\" or \"vectors\", and the \"modeler\" community, which thinks of data as \"n-dimensional arrays\". Both have their weaknesses and the lines are frequently blurred, but one obvious manifestation is in how each one writes their netcdf files (and how much they rely on GDAL). For instance, this NASA product, strongly centered in the modeler community is sometimes sloppy about these metadata conventions, and as a result GDAL (especially older versions), might not detect all the details appropriately. Note that GDAL has failed to recognize the units of lat-long, so we have had to subset the x-y positions manually. \n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "spatial", + "language": "python", + "name": "spatial" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/drafts/xarray-benchmark.ipynb b/drafts/xarray-benchmark.ipynb deleted file mode 100644 index 4f8bbec..0000000 --- a/drafts/xarray-benchmark.ipynb +++ /dev/null @@ -1,287 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "fdba4406-f5eb-44c0-bab9-c222cd847a21", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "import earthaccess\n", - "import rioxarray\n", - "import rasterio\n", - "import xarray as xr\n", - "import numpy as np\n", - "from timebudget import timebudget" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "c21deccd-aeb5-4519-8733-b38b6edf87f2", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Granules found: 729\n" - ] - } - ], - "source": [ - "results = earthaccess.search_data(\n", - " short_name=\"MUR-JPL-L4-GLOB-v4.1\",\n", - " temporal=(\"2020-01-01\", \"2021-12-31\"),\n", - " #temporal=(\"2019-01-01\", \"2019-01-31\"),\n", - ")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "c3dab7cb-525f-4a3f-aab7-9649845079fc", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Opening 729 granules, approx size: 505.34 GB\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4ac194c54cbe4727ab096c7b56584f0e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "QUEUEING TASKS | : 0%| | 0/729 [00:00" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%%time\n", - "result.std(\"time\").plot(figsize=(14, 6), x=\"lon\", y=\"lat\")" - ] - }, - { - "cell_type": "markdown", - "id": "16f83471-0d4a-49b0-a5a6-80340b0606f2", - "metadata": {}, - "source": [ - "# Using GDAL-based parsing" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "8a7eec77-de5d-43bd-af77-b912851d57bc", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 47.7 s, sys: 3.78 s, total: 51.4 s\n", - "Wall time: 11min 48s\n" - ] - } - ], - "source": [ - "%%time\n", - "import warnings\n", - "warnings.filterwarnings('ignore')\n", - "import os\n", - "from pathlib import Path\n", - "cookies = os.path.expanduser(\"~/.urs_cookies\")\n", - "Path(cookies).touch()\n", - "\n", - "## pull out the URLs\n", - "data_links = [granule.data_links(access=\"external\") for granule in results]\n", - "url_links = [f'{link[0]}' for link in data_links]\n", - "\n", - "\n", - "# and here we go\n", - "with rasterio.Env(GDAL_INGESTED_BYTES_AT_OPEN=\"32000\",\n", - " GDAL_HTTP_MULTIPLEX=\"YES\",\n", - " GDAL_HTTP_MERGE_CONSECUTIVE_RANGES=\"YES\",\n", - " GDAL_HTTP_VERSION=\"2\",\n", - " GDAL_NUM_THREADS=\"ALL_CPUS\",\n", - " GDAL_DISABLE_READDIR_ON_OPEN=\"EMPTY_DIR\",\n", - " GDAL_HTTP_COOKIEFILE=cookies, \n", - " GDAL_HTTP_COOKIEJAR=cookies, \n", - " GDAL_HTTP_NETRC=True):\n", - " ds1 = xr.open_mfdataset(url_links, \n", - " engine = \"rasterio\", \n", - " concat_dim=\"time\", \n", - " combine=\"nested\",\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c6fed3fa-cb91-423c-9583-e756bbc56572", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "%%time\n", - "dds = ds1.sel(x=slice(18000-9300, 18000-7600), y = slice(9000+4100,9000+4900))\n", - "dds.analysed_sst.std(\"time\").plot(figsize=(14, 6), x=\"x\", y=\"y\")\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "spatial", - "language": "python", - "name": "spatial" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}