{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ECoG preprocessing\n", "\n", "This tutorial introduces a simple preprocessing pipeline to ready raw ECoG signal from an EDF for further analyses.\n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/hassonlab/podcast-ecog-tutorials/blob/main/notebooks/02-preprocessing.ipynb)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install mne mne_bids" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import mne\n", "from mne_bids import BIDSPath" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download the data\n", "\n", "We will demonstrate preprocessing for one subject's raw ECoG data. The data is stored in a common [EDF](https://www.edfplus.info) format which we'll load and process with MNE. The raw data is stored in the dataset's top directory, inside the `ieeg` data type. First, we'll build the appropriate `BIDSPath`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File path within the dataset: ../../monkey/sub-01/ieeg/sub-01_task-podcast_ieeg.edf\n" ] } ], "source": [ "bids_root = \"\" # if using a local dataset, set this variable accordingly\n", "\n", "file_path = BIDSPath(root=bids_root,\n", " subject=\"01\", task=\"podcast\", datatype=\"ieeg\",\n", " suffix=\"ieeg\", extension=\".edf\")\n", "print(f\"File path within the dataset: {file_path}\")\n", "\n", "# You only need to run this if using Colab (i.e. if you did not set bids_root to a local directory)\n", "if not len(bids_root):\n", " !wget -nc https://s3.amazonaws.com/openneuro.org/ds005574/$file_path\n", " file_path = file_path.basename" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll load the data with MNE `read_raw_edf` function:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "
\n", " \n", " \n", " General\n", "
Filename(s)\n", " \n", " sub-01_task-podcast_ieeg.edf\n", " \n", " \n", "
MNE object typeRawEDF
Measurement date2024-09-17 at 12:02:32 UTC
Participant<no
ExperimenterUnknown
\n", " \n", " \n", " Acquisition\n", "
Duration00:29:60 (HH:MM:SS)
Sampling frequency512.00 Hz
Time points921,600
\n", " \n", " \n", " Channels\n", "
EEG\n", " \n", "\n", " \n", "
Head & sensor digitizationNot available
\n", " \n", " \n", " Filters\n", "
Highpass0.00 Hz
Lowpass256.00 Hz
" ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw = mne.io.read_raw_edf(file_path, verbose=False)\n", "raw" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the info above indicates there are 124 EEG channels. This is incorrect because there are different types of channels. When loading data with `mne_bids.read_raw_bids` or from a `fif` file, it will load correctly. In this case we will manually fix this by setting channel types depending on the channel names. This is important because we want to exclude non-ECoG data from analyses." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_531495/3856841931.py:13: RuntimeWarning: The unit for channel(s) DC1, DC10, DC11, DC12, DC2, DC3, DC4, DC5, DC6, DC7, DC8, DC9 has changed from V to NA.\n", " raw = raw.set_channel_types(channel_type_mapping)\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "
\n", " \n", " \n", " General\n", "
Filename(s)\n", " \n", " sub-01_task-podcast_ieeg.edf\n", " \n", " \n", "
MNE object typeRawEDF
Measurement date2024-09-17 at 12:02:32 UTC
Participant<no
ExperimenterUnknown
\n", " \n", " \n", " Acquisition\n", "
Duration00:29:60 (HH:MM:SS)
Sampling frequency512.00 Hz
Time points921,600
\n", " \n", " \n", " Channels\n", "
ECG\n", " \n", "\n", " \n", "
misc\n", " \n", "\n", " \n", "
ECoG\n", " \n", "\n", " \n", "
Head & sensor digitizationNot available
\n", " \n", " \n", " Filters\n", "
Highpass0.00 Hz
Lowpass256.00 Hz
" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def name2type(channel_name: str) -> str:\n", " if channel_name.startswith(\"DC\"):\n", " return 'misc'\n", " elif channel_name == 'Pulse Rate':\n", " return 'misc'\n", " elif channel_name.startswith(\"EKG\"):\n", " return 'ecg'\n", " else:\n", " return 'ecog'\n", "\n", "channel_type_mapping = {name: name2type(name) for name in raw.ch_names}\n", "\n", "raw = raw.set_channel_types(channel_type_mapping)\n", "raw" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice now that the channels information above displays different types." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Power spectrum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before preprocessing, it is important to visually inspect channel data to mark electrodes with significant noise or other problems. Here, we will use a [power spectrum density](https://en.wikipedia.org/wiki/Spectral_density) to visualize the frequency density per electrode. This is a convenient method of finding problematic electrodes." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Effective window size : 4.000 (s)\n", "Plotting power spectral density (dB=True).\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_531495/428485453.py:2: RuntimeWarning: Channel locations not available. Disabling spatial colors.\n", " psd.plot()\n" ] }, { "data": { "image/png": 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X2A1qtZqwsDD5n6jErpB6LbFHpF5L7BG1Wk1QUJDUa4ldUdnPa/ltugEGvR4vLy+ysrLQ6/WVvRyJ5F9hMBiIioqSaZsSu0LqtcQekXotsUcMBgNHjhyRei2xKyr7eS2N+RugLq2bHTBgAEuXLq3k1Ugk/w61Wk2tWrWkR1xiV0i9ltgjUq8l9oharSY4OFjqtcSuqOzntfw23QB1aYOOLl26EBMTg6IolbwiieT2qeyaHonkTiD1WmKPSL2W2CNqtZqAgACp1xK7orKf1/LbdAOMTZoAYn5gcHAwKSkplbwiieT2MRgMbN68Waa3SewKqdcSe0TqtcQeMRgMHDx4UOq1xK6o7Oe1NOZvgMrZGTIyAGjcuDHHjh2r5BVJJLePWq0mIiJCesQldoXUa4k9IvVaYo+o1Wpq1Kgh9VpiV1T281p+m26AOi8Pzp4FICIigpiYmEpekURy+6jVaqpUqSL/E5XYFVKvJfaI1GuJPaJWq/Hx8ZF6LbErKvt5Lb9NN0AfFAQJCQBUqVKF5ORkiouLK3lVEsntodfr+eeff+RkBoldIfVaYo9IvZbYIwaDgX379sk0e4ldUdnPa5Uiu7pdRW5urhhJl5GBt48PqFQAbN68mZycHIYOHVrJK5RIyo/JZCI7Oxtvb2/pFb8OeXl5KIqCSqXCw8OjspcjuQWkXkvsEanXEnskJyeHrKwsfHx88PLyquzlSCQVwp16Xpvt0ZycHDw9Pa97nPwf4gaotVqYPdvyc9euXdlV2uFeIrnXUKvV+Pr6yj8Mb4CHhweenp7SkL+HkHotsUekXkvsES8vL8LDw6UhL7ErKvt5fVf9LxEVFcXAgQMJDg5GpVLx119/2fz+nXfeoX79+ri5ueHj40OvXr3Yu3evzTHFxcW8/PLL+Pv74+bmxqBBg7h48eJtrUev10NODuTlwVtvofn+e8LDwzl37tztiiiRVBp6vZ41a9bItE2JXSH1WmKPSL2W2CNSryX2SGXr9V1lzBcUFNC0aVO+/PLLa/6+bt26fPnllxw7dowdO3YQHh5Onz59SEtLsxwzbtw4VqxYwbJly9ixYwf5+fkMGDAAo9FY7vVotVoYOhSiomDwYBg1ir7durFu3brbllEiqSy0Wi2dO3cWei2R2AlSryX2iNRriT0i9Vpij1S2Xt+1NfMqlYoVK1YwZMiQ6x5jriXYuHEjPXv2JCcnh4CAAH766ScefPBBAC5dukS1atWIjIykb9++t/TZ161RWLsWHB2ZtGED06ZNw9XV9d+IKJFI7jIyMjIwmUyo1Wr8/PwqezkSiUQikdgN8v9YieTWsfua+ZKSEhYuXIiXlxdNmzYFIDo6Gr1eT58+fSzHBQcHExERccNa9+LiYnJzc21eAEVFRQAYjUYR2W/XDtPevfTr14+VK1diMBgsEX+DwYDJZLrhtl6vt9k2+1HM24qiXLUN2GybTCabbXNH0OttG41Gm23zeq+3LWWyX5mKi4tZuXIlOp3ObmSq6Pt04sQJjh8/zqlTp+xGJnu8T2XlKCwsZOXKlRQXF9uNTPZ4n6RM5ZPJrNd6vd5uZLLH+yRlKp9MMTExLFiwgBMnTtiNTPZ4n6RM5ZNJr9ezcuVKi91YkTLdCvecMf/333/j7u6Os7Mzc+fOZcOGDfj7+wOQkpKCo6MjPj4+Nu8JDAwkJSXluuecNWsWXl5elle1atUAOH36NAAnT57k5MmT4OPDmbAwAgMDiYmJ4aeffuLTTz/l4MGD7Nu3j8TERAB27dpFcnIyIPoApKenA6IbfnZ2NgDr168nLy8PgMjISIqKijAYDERGRmIwGCgqKiIyMhIQHbbXr18PQHZ2Nps3bwYgPT2dqKgoAJKTky0Oi8TERPbt2wdAXFwchw4dAiA2NpajR4/aygQcPXqU2NhYAA4dOkRcXByAlMnOZMrPz6dPnz5s2bLFbmSq6Pt0+PBhQEQP7EUme7xPZWXav38/ffr0ITk52W5kssf7JGUqn0z79++nSZMmaLVau5HJHu+TlKl8MhUWFuLo6IhGo7EbmezxPkmZyieTVqslMDDQ0qOtomQyr/1m3HNp9gUFBSQnJ5Oens4333zD5s2b2bt3L1WqVGHJkiWMHj36qlnwvXv3platWsyfP/+an1VcXGzzntzcXKpVq0ZGRga+vr4WD4xGo8G4di306UNeXh6FhYV4enry1ltv8d577+Hi4oJarcZgMKBWq6/a1uv1aDQay7ZWq0WlUlm2QXhtym47ODigKIpl22QyYTQaLdsmkwmtVnvdbaPRiKIolm2LHNfZNhgMqFQqy/a15JAy3ZsyqdVqTCYTiqLg4OBgFzJV9H3auXOn5ee2bdvahUz2eJ/KymFem1qttpHjXpbJHu+TlKl8MpmjNo6OjhiNRruQyR7vk5SpfDLt2LGDgoICPDw8aNeunV3IZI/3ScpUPpnUajXFxcVotVq0Wm2FyZSZmYm/v/9N0+zvOWP+SurUqcOYMWOYPHkymzdvpmfPnmRmZtpE55s2bcqQIUOYPn36LX22uUYh47PP8P3f/2x/OWMGvPoquLlZdq1evRoPDw+6detmPe7MGUhKgu7db+kzJZI7jV6vJzIykvvuuw8HB4fKXs5dye7duykuLsbJyYn27dtX9nIkt4DUa4k9IvVaYo9s376dbdu20bVrVzp37lzZy5FIKoQ79by2+5p5M4qiWKLqLVu2xMHBgQ0bNlh+n5ycTExMDB06dCj3uTUGAxgMtjtDQoSRXoauXbqwbds2647sbJg/H67VIO/AgavPKZH8B2i1Wu677z7ZRVZiV0i9ltgjUq8l9ohGo6Fdu3ZoNJrKXopEUmFU9vP6rjLm8/PzOXz4sKVuNS4ujsOHD5OQkEBBQQFTpkxhz549xMfHc/DgQZ566ikuXrzIiBEjAPDy8mLs2LG8/vrrbNq0iUOHDjFq1CgaN25Mr169yr+g/v3FnPmyPPYY1Klj/dlgwPONN6irKEyYMIH4+Hjw9ITp06FmTSg7xi45GT77DIzlGJNXnmMlkptgkI4kiR0i9Vpij0i9ltgjRvl3rcQOqczn9V1lzB84cIDmzZvTvHlzAF577TWaN2/OtGnT0Gg0nDp1iuHDh1O3bl0GDBhAWloa27dvp1GjRpZzzJ07lyFDhjBy5Eg6duyIq6srq1evvi0voDE+HspE+QFISIA//rD+XFICI0bw8KBBvPnmm3zzzTesHDyYBQsXYnB3h+3brccePgwzZ8KiRbdmpG/fDkuXwpWVEKXdDyWS8mBupiH/QJTYE1KvJfaI1GuJPWI0Gtm/f7806CV2RWU/r+/amvnKxFKjEB+P5+LFMHWq9ZdZWfDNNzBxovh5+XJ44AHYtw8iIsDNDf2rr7LvgQeIiopikrMzqnHjxLEXLkCNGrBgAfTuLSL3AMXFwimQnw9Vq1o/a/x4eOEF2LwZnnpK7CsqElH/Bx+EZs3u8JWQSP5/IWvmJRKJRCK5M8j/YyWSW+f/Tc38nUTx8hJGc1m8vUXdvJmDB0GlgkuX4OhR0Olw6NiRjh07Ur16dbZGRIBOB2fPgnnEQMuWtun7K1bA7t0iYm/5cAXGjBEG/+nT1uj8unXQpw9s3CiyBCSSW0RRFHJzc5H+O4k9IfVaYo9IvZbYI4qiUFBQIPVaYldU9vNaGvM3wGAwwOXLIq1+1SqxU6UCcwdOvR58fcV28+Zw5AhkZsKAAQDcf//9HN+4UTTD27ED2rYVx7ZsCcHB1g86cgR69BCN88wpGocPg5OT2O7XT0TuQRj37duLV2lvAQsZGdcW5OJFSE213Wcywdy55bkcknscg8HA9u3bZdrmDdBoNJaX5N5A6rXEHpF6LbFXYmJiKnsJEkmFUtnPa5lmfw1s0hpcXeHXX0UzvKVL4bnnYNo0MaLOZAK1Whj4iiKi7XPmwKRJ4OEBwKRJk5it0cCTT0Lt2tZjJ0+G2bPF9p49wjhPToYqVUCjEYb2Qw+JtPucHPG7sDDhFOjdWxj3RiO4uIhFp6aKyP6rr4Kjo1WYZcugWjXYuxdee03sy8uDP/+EggLo1AmaNPlPr69EIpFIJBKJRCKRSK6NTLOvAM6ePQtaLTz6qIjA+/mJtHpfXxEFX79eGNcgjPSsLGF8lxryAB4eHuQ/8IDYr1JZj3V0FLXyZ89CYKD1Q83d73U6CAoS21ot/PQT7Nwp3gPi/d98Y33fxo3CyJ82zVaII0egXTuRMaDTiX0HDkBAAIwcKfbfLgaDyFiQ/qB7ApPJRGZmJqa7pYFifDw8/HBlr0Jyj3PX6bVEUgFIvZbYI1KvJfZIZeu1NOZvwMqVK2139OghDPahQ0VE/Px50dDOTI0a8NJLNm9p0KABu9LSwN3d9lyPPioi+zt2iHR9EE6CPXuEkTx5stX4d3MTjoTISCg7Yi83V0TZARo3Fqn+fn6iNACEkd24sYj0v/22de59QQG0bg3+/iIToCwffmh9f1nOnRPGV1l27BCvEyeucfUkdxt3XRdZRbEd8yiR3AZ3nV5LJBWA1GuJPSL1WmKPVLZeS2P+BqSmppJnNpZBGL61aontCxegbl3b2vdr0K9fP06cOMGkSZOYOnUqhw4dEr/w9hYN8+LirOd0chLR+D17hOFelpdfhk8+AWdn674OHURkPSsL0tOF8T9woDVSnpYG990ntrOyRBd9RYFGjURkHmDlSlGrD8JYLywUxv+VCpmVZdugT68XjQDffx/q1bvhNbgpZmeG5I7i4OBA3759cXBwqOylCD08eRJeecXaJ0IiuQ3uKr2WSCoIqdcSe0TqtcQeqWy9lsb8DWjatCmxsbG2OxctEvXq27eDj4+omb8Brq6ujBs3jtmzZzNhwgSWLl1KRkaGMMp//x0mTBBp9GZeeEGk1DdtanuiaylIly4i3f7IEWv6fZ06cOaM2F67VnTZB2G8nz0LMTGwdav1HI0bw7FjYlulgmeegb/+EpF4M3/9JbIG6te3GvkxMSJdX6uF996zNugDWLxYjOy7FXQ6eOIJSEm5teMlt43JZOLy5ct3R3pbXp7Q29WrhV7eJZw7d47Tp09zrqz+S+5q7iq9lkgqCKnXEnskNjaWXbt2Xf23tURyD1PZz2tpzN+AevXqccZsGJupUUMYvadPizr1cuDl5UWfPn2Ijo4GLy8YMkRE+K/kk09E07qboSjw1Vcium82/jUaWLNGbJ87J5rugVhznz6ixr1sqn63btYGeIcPi9r+iAhhrJuJjhZR+IEDxWcB7N8vUvVBZCicPCm2i4ogKUnU719JaqpwMJTljz9E076LF6+uvZd/xFQoJpOJmJiYu+OPw9RU0SuiVi1bx1Elc/nyZZKTk7l8rVITyV3JXaXXEkkFIfVaYo+kpKSwZ88eUmQAR2JHVPbzWhrzN6B+/fqiCV5ZBgwQBu/jj0P16uU+Z8uWLYUxD9Cxo4iMl0WlEjXyt4KDg4hoP/KIbbq/i4tIl3/ySdvO9r17i31lHQXu7iKKnpoKZk9p48bCoDdTr54oAVCrRdQdYNAga3lA587WrvpFRaKb/+nT1mZ+IFKptVrhADFnEYDoHdCqlYjymx0FIDIffvjh1q6D5JbQarX06NEDbdlMkMqiTh2RkdGkCTRoUNmrkdzD3FV6LZFUEFKvJfaIVqulRYsWUq8ldkVlP6+lMX8DXF1dyc/Pt93p5gZRUSJC37ev2Hf+vBgdV5b8fGuKexl8fHwwGo289tprRF5ZF387zJp1dQr+pEkiff1aaUwhIVfvS0yEQ4egZUvxs6urMMZBjMXr319sOzsLozwtTaTqmxv0Va9unWP/wQciFT8sDE6dsn7GkSPCkB8+XNTfg3A4zJkjztOihZgUACJlf8UK6N5drOtW+PtvkUEguS4mk4mkpKS7I9KzapXI5vD0tJaFSCS3wV2l1xJJBSH1WmKPmEwm0tLSpF5L7IrKfl5LY/4GmEwm3N3dbZvgubrCrl2igZ2fn5jjnpVlOyYuK0sYweY58maMRpg4kalTpvDxxx9z9OhRjh8//u8WGRBwdd1+Whq89datR/ibNhXR965drfuOHRPd8q/sVv/aa7Btm6ihL8v27SKy7uIiIvCBgbad/g8cEBH49u1FSr35M8zR/RYtrM36FAX+9z/xGVem5cPVjpPkZNi3T9ybsqP2dDrhXJAN9gChz+fOnbs7/hNNSBA9J1QqoU8SyW1yV+m1RFJBSL2W2CMmk4lLly5JvZbYFZX9vJbG/A1Y/ddf1K5d29bgVqls5shz5IgYCefhIWbPA/z6qxj/1ratbbR41SoRbV6zBlVBAS+++CIrVqzg588+g2+/tU0zB2HU3s6Yg9BQmDcPOnW6teOHDrX2AjBTp47obn/mjG23en9/4Txo1872HF26wO7d1rnhKpV4n7lTefPmULOm2P/bb0I2BwfrebRa4RAxz64PChIOk7KN9UC8d/FiayYACGN91CiRDbFhg3X/l18KB0JZuf4fo9Vq6dKly92R3hYUdPVYRInkNrir9FoiqSCkXkvsEa1WS9OmTaVeS+yKyn5eS2P+Bvz1xRc4OztzzNzt3cykSaI5m6IIg1WthnHjRP25wSC6c9epAw89JCLOZqpVg379RP35zp14eHgwdepUTsTFoTRpIqL8ZZkzR6SZ63S2+5OTranqFcG1jN0HHhB18wMGWMfYmRk2TKRHl6V9eyFv2bnhu3eL5mZ6vTC0zZ8THi4is4oiHA9mqlUTUdp9+6wj+N5+25rdkJwsSgI6dBDj+8wkJorPbdIEzI4XRRGN9Xr2hK+/vvVrER9/7f1XNue7BzGZTMTHx98dHvFWraxTHGbMqNy1SO5p7iq9lkgqCKnXEnvEZDKRkpIi9VpiV1T281oa8zcgTKdj//79xMbGopQ15pYuFannubmiI72ZyZNFc7fx44XhqtHAzJmiKVxiojhGpRKN78xd7HU67k9P55SHhxhTZ45kp6YKA9LTE777zvoZRiN89BHMnXtnDUydThjDx47dWmRbo7k63b9ePVE3f+GCbdf+xx6z7bpvpkcPkckwfLh138qV1uyG06dFBkDr1iLSD+IarFol1ujkJO4BCIfApk1iOyND1OffjNWrRdO9so6S+HjYu1dkW9zjVHZNjw0LF1q3ly2zfj8kknJyV+m1RFJBSL2W2CMmk4n09HSp1xK7orKf19KYvwEj27Zlx44dtG/fng8//ND6i+rVhXG6aZO1UZxKBWPGwBtviBRiM82bi2Zxq1eLmm4QteyPPioM/+3bqduvH9988w0pmzdb57N7eMDo0WLs28WL1jFtKpWY6z51qm0tuE4not3Xmu+el1d+w9/NTdTQ9+lTvveVpUUL0enenKlgxsNDjL7r0cP2eG9vmDjRNoW/dm1rI702bYQh7+wsov4Gg7g2ZaP7GzbA0aOi1t88KaBdO1sDffVq0fegLOZu/vffD2UbEy5fLu53dLRtF/57EK1WS4cOHSo/vU2ns04/ALEtx9RIbpO7Rq8lkgpE6rXEHtFqtUREREi9ltgVlf28lsb8Ddi1dSs6nY4uXbrg7u7OKbNRGREhUs+PHbMd4RYRIeq0y9KvnzA+FQUaNrTu370btmyB4mIChg3j2WefJfLCBVGDryiwaJG1pnjMGGvE/q23rF3lZ860nm/hQmFsXml0/vSTaMRnruc3k50t1nAjhg4VpQO3i7Mz/PWXuAYdO9r+7lr7rkWdOmIUoKLA9OnW/Xq96IYeGgpPP23d36GDMMAbNrR27u/Z05rSrShiGoGvr+3ovDNnRCPAVq3ECD/zsZcvi89/+GGRYXG7nDxZ6d32jUYjZ8+exXg7fRgqEo1GXM+4ONHgsF492xGKEkk5uGv0WiKpQKReS+wRo9FIUlKS1GuJXVHZz2tpzN+A/c2akZmZyalTp3jggQdYsWKF+IW3t0h3f+ihm3eM12qhWzd48UXb/R07ihTybt3A1ZVatWpx9sIF0dF9927w8rIeGxIiIs6XLonPVqutUf68PJFCnpYmDN9Bg4QBasbfX9Qknzljjc4rioiG/vjj1U334uJur+ne9UhNhU8+uToF/1ZxchIyX75sm/HQsqWIyn/+ue3x/v7impoNchBGuHnaQEkJDBwo6vP37rUe07GjyBRQqeCff0QDQxCZFiC67petp7982da5YGb/fnGvy2YCpKYK50zZpn2VgKIoZGVl2ZaMVAYJCeI+/PGHKFlp2ND6PUpKqtQMCD8/PwICAvDz86u0NUjKx12j1xJJBSL1WmKP+Pr6otFo8L1yIpJEcg9T2c9raczfgB7R0WiAqKgoAgMDyc/Pp9hsaKxeLQy328XVVTRmK20kp9VqURQFY8eOwjC//37WrVvHF198geLqKka/pabCyJHWczz8sDXV3hyd7tDBGoU3R5tVKjh8GM6fF/sPHxb16u++KwwrM3l5wvDW6ayZACA+459/bI+9VSZPhtdfL//7yrJtG6SnW0fXATRoIDrwx8dbm+WZKRuJB5HWbx4veOKEKH1wc7NNz3/rLWtvAA8Pkaq/dKnVsaHViiwDM999J2r7rzQ8z5wRTfvKNgisUkVkUTRvLiL0t4vRKBoi3iZarZbWrVtXfnqbud9Eerow5HNyYMEC4ax65x3YvLnSlla3bl0aNWpE3bp1K20NkvJx1+i1RFKBSL2W2CMNGzbkoYceomHZTFWJ5B6nsp/X0pi/ASVeXviZTGwrnYPdpk0b9u3bJ345Zoyo4a5Aatasyfnz50lq1YrkwkJ2796Nh4cHe/buhccfF3XFYWHWN9SvL+rxFy8Wdd1m/vxTRJZ//dVq6HbqZK0T37xZ1JFXqSJmfZsN1t9+g7FjhaFf1mjMyBDnW7LEdsFZWaL5XNnZ7lDxjfmaNBGOk7Ij8kBkLEyYcGvnGDVK/PvHHyLaD8IYLygQzgvzPhCp9llZcPCgtZO/m5vtVIHhw8X1f/dd6z69XvQZqFJFNCk0X4f33xf/KgqsX289PiND3LuyvQ9uxNy54lrf5vU1Go2cOnWq8tPbMjJElsWsWeJ75OoqeiMkJAinR/v293x/Asl/x12j1xJJBSL1WmKPSL2W2COVrdfSmL8BqbVrk6vTceHCBRRFoVOnTmwyd0ivU0c0p6tA+vTpw6JFi5gxYwYvv/wyI0aMYOTIkSxbtoyLnp7Qv//Vb9LpRKO5smns7duLSL6iiNpwEPX8I0eKfU2aQHCw2H/smIhCK4roMt+0qUhT37rVer4TJ8Q4ugkTrEaWosAHH4gIedlu+yA6wi9eXFGXBXr1giefvHq/h4eoZ78VFEU0KzSZrPXZhw6J61RYKGr4zYSGigyH9u1tO/m/9Zb4d/dusV+rFY4Qs3F98qTIIjCvLSFBGOoFBeLYqlXFeD0z330nGvpdK13/7FnbGn2DQdzj2rVFyn5ZruyHcAMKb6Wr/51mzBjhlFi71tIEkkGDhHOkShXRWPLKcZASyQ24K/RaIqlgpF5L7BGp1xJ7pDL1WhrzN+BkTg4Brq5kZWWRkJCAn58fPj4+nDhx4o58XlhYGC1atOCVV17h888/p1GjRri6uvLWW2/xySefsGrVKqszwcyoUcIgLEvPnqIGfOpU6z61WjR8++QT24yCHj1EtPjECZFGrlKJqGnfvuL3SUkiQg2iq7x5RNuJEyJSXqcOBAZaDdqcHFHLPmKE7Tg6gI0brVHqspSt8b9TGAzCQfH229Z9ERHCaLx82bY5IYg6/bIj8kDIv3mzMDbNEftBg6yR9aNHhaMERIQ+P1+kkw8YIPaZJxGYqVdPOEM0GlvDXVHgwAGRRVB2/ePGiQwMcyNGEEb/V19B2WkL10Gj0dC8eXM0Bw/allHcaXQ6+PRTa8+Bd98Vo+j8/ERU/vBh4ejw9ha/r1fPOiVCIrkJFr3WaCp7KRJJhSH1WmKPSL2W2COVrdd3lTEfFRXFwIEDCQ4ORqVS8VeZGmW9Xs8bb7xB48aNcXNzIzg4mMcff5xLly7ZnKO4uJiXX34Zf39/3NzcGDRoEBcvXryt9egSExno5YWDgwM//PADAE888QTffvst8WWboVUgw4cPp379+pZrAODv78+ECRMwGAzs3r2bmJiYG5/E0VFEhq9sOnf//cJ4KlvPXbUqPPWUaIbXoYN1v0YjDN3t262GfYMGYqQcCMPLXMM+dKh1tJiTk7X+3Nx0DoQB3KSJaLxXdqb42rXw+++2zeVA9A0wNxysCOrVE8Z12XT6gACR7fDtt7fWoK9GDdizR8huNjxr1LD2EujSxVoK0KiRMPLPnRMRfjPbt4tyh+RkqxNmyBDREM7MjBnimqalWfctWSLq8VUq4agxjypcs0aMMNRohOOlLFek4xuNRmKOHcO0cePVdeklJVeP66sojh0T18ncrNFoFA0ea9QQmSNXPvzq1BENDiuB6Ohodu/eTXQlTx6Q3DpGo5GYmBiZtimxK6ReS+yRffv28fPPP1tLViUSO6Cyn9d3lTFfUFBA06ZN+fLK8W6ATqfj4MGDvPXWWxw8eJA///yTM2fOMGjQIJvjxo0bx4oVK1i2bBk7duwgPz+fAQMG3NYFvqTX07hKFVxdXfn1118xGAx4e3vz5ptv8k1ZQ/U/oGrVqgwbNoxXXnmFn3766ZodE3Vla7qvhVYLzz9vmzoO4ucXX7RtCOfvL1Lle/Swjt9Tq4WRWVwsOsEHBpo/WIzAUxRrNoCzs3AcmGu8IyPFOV94wfZzoqLgmWdEynnZDvC7d4uo89mzV8uRnX1jOa+Fq+u1G/GdOWN1ctwMX1+oWRNeesm6r7BQOCpAGMNlR6xduAA//2x7vZs0Ean4a9ZY5a1RwzpVQKcTTgAnJ3FdzPc0NlYYuSCMebMTa/hw0Zm/Z09bh0B6OjzyiHA+lMH7r79QXnnFNhPg/Hn4+2/hPCl7jorCzw8GDxbGfGKicA6FhoqUepVK6GRZnJyEvJVASUkJxcXFlNyJ6yCRSCQSyf9jSkpK0Ov18v9YiaQCuauM+f79+zNjxgyGDRt21e+8vLzYsGEDI0eOpF69erRr144vvviC6OhoEkojozk5OXz33Xd8/PHH9OrVi+bNm/Pzzz9z7NgxNm7cWO71JObnc7lfP3Q6HS4uLiwpbQDn5+dHYGAg3377LRnlqFeuCDw8PGjUqJGlKZ+ZM2fO8Oyzz97eWARfX9vGeiAM9YceAgcHW2O0XTvRpKys8RsYKKLef/5p7Z4PwnD39BSGpbmu38lJdCxXFOvseK0Wune3RoaTkkTUesIE29F/xcXwyy8ikm7OBABxnq1breUA5WHYMOGwuFUeesj257AwEZnX6YRjoCxDhsBnn9nu8/cXqfJxcdbUfgcHMaYQhMFrdlAdPixGEoIYp2eOYOfmisaD58+LcgewZgKY8fMTHeLLNCfUFBURajKhcXUVDhqz7m7YIN7ftSvcqrfcfP/KsmuXcGyU3W80wvffi21fX1Fm0bq1bZ+Fd9+9+lxHj1onEEgkN0Cj0RARESHTNiV2hdRriT2i0WioUaOG1GuJXVHZz+u7ypgvLzk5OahUKrxLU56jo6PR6/X06dPHckxwcDARERHsukEKcXFxMbm5uTYvAFQqVJGRODo6UrNmTX7//Xf0ej1Go5Gnn36asLAwfv/9dwAMBgOm0tTn623r9XqbbbPhbd5WFOWqbcBm22QyMXLkSNasWUN6ejoGg4GEhAQWLFhA3bp1SUxMxGQyYSitiTYajTbb5gyF620bDAbrdtOmmErn3VvkUKkwPPkkplID2CLT66+jb9AApdTY1ev1KF5eKF98gb6gAOXhh61yVK+OcuoUhvnzISkJk8mEvnVraNcOk8mE8Y8/oKhIbP/8M1y8KLb//hsCAzF26YKx1Mg1Go0YT5yAI0cwpqZeLdOSJRjy8mzkq9D7pFajnzgRLl1CqV/f5j7p9XpQqWzuh8lkwvDggzB9OiZFEfvd3DDl5Ynt9HSMDRqI9TZtiungQYznzkFAgFWm8HBMZ89i+vVXqF1brF1R4McfrXLMnInBxQVTeDjk5aHX69HHxXE2IICioiKUS5dgxw4hh48PSp066Pv0QenQwVb3vvkG/blztjJlZKCMG4ex1LllMpkwpKXBli2Yjh/HUNorwWg0YjhzBmrWFGuvXRuGDcNoNGIqLWswGo2YvL0hM9NG94zBwZhKsw/u9Pep7LbNfbrG9r/6Pv2Hz4j/TzIVFxdz6NAh9Hq93chkj/dJylQ+mYqLizl48KDlfPYgkz3eJylT+WQyGAycPn1a/N9vJzLZ432SMpVPJqPRSHR0tCXjpCJluhXuWWO+qKiISZMm8cgjj+BZWgOekpKCo6MjPj4+NscGBgaSUjaSewWzZs3Cy8vL8qpWrRoADz74IMYzZ3j4wQfp1q0bly9fZsuWLcTGxuLs7IyXlxc6nY6ioiL27dtHYmkt+K5du0gu7VoeFRVFeno6AJs3bya7NEV8/fr15JVGHiMjIykqKsJgMBAZGYnBYKCoqIjIyEgA8vLyWF860iw7O5tt27bx4IMPsnHjRlavXs3ixYt5/PHHadmyJbt37yYxMZF9+/axfPly/vrrLw6VjpmLjY3l6NGjAJw8eZKTpTPPjx49SmxpWvOhQ4eIK035vq5MFy6QXiqHRSYvL9bHxZFX2s0xMjKSouJijAEBnJg1y1amXr0oyMggfuNGCA8nOzubzTt3wpo1ZJw+zcWdOyE8nOTkZA77+sLmzSQmJhJ38CB060actzcnS2c5xsbGEpORAa+8QqyzM3GlfRaOHj1K4ooV0KABl6ZNs5UpNhZ0ugq7T0feew90OvL69bO5T5tL69LT09OJiooCIDk5WTiWtFrLfQKIe/JJcZ+WLiU2Lk7cJzc3zjdqRMrPP0NxsfU+qVQcGjSIy46OULOmkCk5GYxGdu3cScq5c2AyEbV9O7nHjsG+fWzevJlcZ2cM3buzadMm8mrVgkOH2Lx4MUVt2mAwGolcuxbT1KnW+5SYSH6bNiRMnGgrk5sb6c8/z6HSqH9ycjInf/gBOnYktXp1Yn/7TcgUF8eRlBQYOtSqe4MGcfLUKWI7d7bcp/iaNUGtttG9vXXrklg6VvFOf5/K3qfDhw8DkJGRYXEA2tynuLiK/z7dYZmu0j07k2nPnj24uLhw8eJFu5HJHu+TlKl8Mu3Zs8fyB6O9yGSP90nKVD6Z8vPzySz928FeZLLH+yRlKr9M2dnZln5qFSWTee03RblLAZQVK1Zc83clJSXK4MGDlebNmys5OTmW/b/88ovi6Oh41fG9evVSnn322et+VlFRkZKTk2N5JSYmKoDi6uqqjPHwUF4YOlS5//77lRYtWijTpk1TDAaDoiiKotfrlejoaOXFF19UUlNTFaPRaNl/re2SkhKbbZPJZLNtMpmu2lYUxWbbaDRazvPcc88ps2fPtuzX6XTK+PHjlT/++ENZtmyZMm3aNOXbb79VvvjiC0Wv1ysGg0EpKChQDAaDUlRUZJHDYDDYyHTltslkqniZMjMV/Y4dNjIpx44pxs8+U/S5uZb9+pISRTl3TjFmZir6lBTLevXbtinKhQuKITlZMU6fLvanp1u3dTrFOGGC2P7xR8Wg11vXPneuopw5o+jT0mxlSk5WlF27yi2T/p9/FOWTT655nyxylH7+9bYNmzaJ6/HGGzb3w5CToxg//VRRSu/F9e6T0WhUlMRERV9SohgvXVKUqCix//JlRfngA7HeSZMUpXRdJpNJUbKzFcP77yumCxesMk2erJhKSsTaZ8xQTGlpin7zZkUxGKwyzZ+vGPV6RX/6tKIcPCjkKCpSFL1e7C+V22AwKIZ//lGU1FRbmY4dUwxHjliPSUpSlAsXbGU6c0Yx/vjjf/Z9Mm9HRUUpW7ZsUXbs2HHt+2Qw2Gxf6zt00/v0H8t0U92TMkmZpExSJimTlOk/kGnHjh3Khg0blF27dtmNTPZ4n6RMd4dM6enpCmBj614L7a2Z/HcPer2ekSNHEhcXx+bNmy1ReYCgoCBKSkrIysqyic5fvnyZDmU7tV+Bk5MTTmW7nJdiMBhYYjQyUq8nJiaGwYMHEx0dTUFBAZ6enmi1Wlq0aIFOp2P37t0MHjwYAK3WelnLbjs4ONzWtkqlsmyr1WrUpSnKDzzwAM2aNbPsd3Fx4b333uPAgQO4ubkxYMAA3Nzc2LhxIwsXLqRXr1589tln+JbOnn+vdExa2RqPsustKSlh3Lhx1K5dm4ml0dkKk8nHB23HjrYyRUSgPnYMtYeH7f74eNSff456zBgIDBTrDQiADRvQODqKenJA4+cnRq4pCppDh0R9P6Axd9sPDUWblSUaz7m6ov3pJ3j1VSGTRiOa1WVl4dC8uahjN683NRUKC3EID7+mTNrevaF37+vep1vZ1oSGwurVMGGCzf3QeHrCK6+IbaxcU8eystCmpIi6/FatxP6AAHjuORzUakyKwoHoaJo3by4mJTg7o7l40dIvwcHBQTSnKyzEwcMDcnNR+fujbdAAzp1DXbcuakWBCxdQa7WoAwLgt9/E/q+/hvHjUQPq996Dt94Schw6BG3a2Mp04oSlmZ9GoxG18Tt3oh0zxipTSIhlSsB/9X1Sq9VotVqMRqNl+6r7VFaOW9i+3tr/S5luqnv3uEwmk4n9+/fTvHlzy+fe6zLZ432SMpVPJhClg2X1+l6XyR7vk5SpfDKZTCbOnj1Lo0aN7EYme7xPUqbyyWQwGDh06BDNmze/YzLdiHsqzd5syMfGxrJx40b8/Pxsft+yZUscHBzYYG4ahkifiImJuaExfz2MRiOKwcCAkyfJy8tj8ODBXLp06aq0h9atW1fKmI2ePXtedQ2cnZ3p1KkTzZs3x620eVyvXr2oUqUKy5YtY9asWRYjvqhsR/NSNm3aRHFxMQDnz5+na9eupKen315jvdvh4Yev3tesGUycaJ3hDlC/vmi617q1+L2Z6dNFh/lWrUSXehCN837+WWw7OcFzz0FIiBgPV1qvwqVL8PLLYixcaakAIBrNpafDvHm2Tdqys2HLFrGtUl09IaC81KwpXlfcz3Lh6Qn79wtZjWWmN6xeDcnJKA8+iI+Pj2XkIU5OYkZ9WVq0gMuXxfaECeJf8zQCEE3zSp0k+PiI5oW7d4sGemaKiqzXymQSY+jKkpUlOvCbqV376u71rq7iHt8uRqNw7EjsHpVKZavXEokdIPVaYo+oVCo8PDykXkvsisp+Xt9Vxnx+fj6HDx+21K3GxcVx+PBhEhISMBgMPPDAAxw4cIBffvkFo9FISkoKKSkploYDXl5ejB07ltdff51NmzZx6NAhRo0aRePGjenVq1e512M0GikxmSjRaPAGfv/9d3x9fVm5ciUFBQWW45ycnAgKCuLPP/+01DzcbTzwwANMmzbNksnQtGlTjhw5Yvn9zp07ef/991mzZg2/ldY8nz17ltq1a1OrVi3Onz9fKesGhNEYHGy7T6WCceOgQQNbQ9pggNdeE3PZzdkW/v7C+C4qEh33q1YV+59+2mr0fvWV2FapRMd1szG6Y4eYHd+woe2YvCVLxKz5v/+2XdeZM/Dbb+U3JLVaMfbv31C9unA85OWBu7t1f1AQzJ6NpmlTateuffNum8uWCQP94kXr+0vrfdBo4L77rMdOmiSmFJR1lnXsaB1998YbVzs6nnpK3BMzGo04z5U0bmy9D3l5sH37jdddlhkzxGhFid2j0WhuTa8lknsIqdcSe0Sj0RASEiL1WmJXVPbz+q4y5g8cOEDz5s0taQqvvfYazZs3Z9q0aVy8eJFVq1Zx8eJFmjVrRtWqVS2vsp3q586dy5AhQxg5ciQdO3bE1dWV1atX39YFdnd3R1EUPk5Pp0mzZixbtowHHniAzMxM/vjjD5tjX3rpJZydnZk8eTL5+fn/7kL8B7Rt25a1a9diMpkoKSnhjz/+4IknnuDjjz/m+PHj5OXlWYz5tm3bMn/+fKKjo8nIyLB0d6xIUlJSLF0d/xUODmIO/JXjDSdMEPPdy2YjVKsmRsIlJwvD3Dxur3p1YcgWFUHz5sLQfuIJMQ8ehNGv04nfRUXZRsH37xfR6LINF/PyRLr5t99evd6KHG2oUsHUqeJVlh494NNPMZhM7Nq168b3z8NDrHf9eqsDRaUSGQ8A33wjMiKuPH/Z6Hvr1tbo/Ftv2R5bUmI9V1mOHBEZBXv3Wq/nypXCCQNiZN6qVVc7Sfbtu3o9Fy/C5MlXH6socPr09WWX3JMYDIab67VEco8h9VpijxgMBmJiYqReS+yKyn5e31XGfLdu3Szt+Mu+Fi1aRHh4+DV/pygK3bp1s5zD2dmZL774goyMDHQ6HatXr7Z0py8v5lqF4/n5jK9enUCtln/++Qd3d3fWrl1rc6xKpeK+++5jzJgx/PTTT7d9DW6FpKQkjh8//q/OUa1aNdq3b8+HH37It99+y4ABAwgJCUGlUjF06FBWrVpFeno6vr6+NGvWjAkTJnDw4EG++uorPvnkExRFITs72yZD4XbJzs5m2rRpfPjhh1w0R4P/DRERIuW8LD4+wpB8+mnrPmdnYTwWFoposZmhQ8HFBS5csJ0rbzaS8/JE9B9EOr85ayEuTqT2P/SQzXx3tm6FnBzx+ceOWffHx8MLL9im9YMwOkuzTcqNSiUM8iv3abWo1WpCQkIs9UDX5eWXhaOiShXrvp07haMiO1tcyxtx/LgwsjMzxWz5shw5Iu7PlbRtK0ofjEZrNL5aNSjtBkrDhsIxULacpbhYRN9LJxhYWLBAnOPhhyEtzfZ3n34q0vyvQ82aNalXrx41a9YU5ygtOZHcvdyyXksk9xBSryX2iDlAVLt27cpeikRSYVT281r+L3EDwsPDUZXOCY/282OKonDs4EEyMzNJS0tj3bp1V72nRYsWFBYWsr08KcG3SG5uLgcOHGDu3Ln89ttvljEJt0vfvn1p164dISEh9CidGw/Qpk0bEhMTadasmaX+o0qVKjz99NNMmzaNevXqMXXqVGbMmMEHH3zAvHnz/tU6fvzxR8aPH0+/fv14//3370x9vlotGuVdmaExZgzo9bZGZ2gobNoE339v3adSiYj96dPCIDQ7MUaOFEYoQFknzrp11trz/ftFnfmwYbYR+8hI+PprYeyX9ebl5grD1VyTb+bwYbHW27w+arWasLCwmz9sQkOhtJmjherVYc8eeOSRm39QcLDoQQDQqZP49+OP4csvxfXv0uXq9zg5QffuIl2/dNQfvXuL5nyKAps3CwfNqlXW9zg6imN797ZmOJSUiMwIJydhyP/5p9ifkwNz5sCTT8LGjdddemBgIFWrViUwIED0abjCaYfBACtWCIeO5K7glvVaIrmHkHotsUeqVq1K69atqWoud5RI7IDKfl7L/yVuQJUqVVCr1ahUKj7/6y/uW7mS4vx8srKy6Ny5M5MnT77m/Pr//e9/rFu3jjNnzlToeiIjI1m7di0DBw5kxIgRNjXvt0u3bt0sXfjNqFQqJk2axENlo9JlGDx4MKNHj2b27Nm8++67qNVqyyzG8mIymbh48SJ169alWbNmREREWGYzloeDBw8yfvx4Pv30U/bv33/rb2zQQNTEX0n37iKKX7bee/hwkS7v7W0b/X7nHWHcGQzidyCM0l27RKR52jSRBRAUBOHhYl9RETz+uHAiZGRATIx4X0GBSHGfPt26D8TxP/0E//wj6tnLMmeO2H8TDAYDUVFRt5cGVKuWWH/ZJoTXIywMevUSBnmdOsIY79pVvBo2FOe5EY0awalTwvDfu1c4QMwRdk9PYZiDcKp4egrHgVl+lQqef15s16ghsiVAlFi0bQtt2lzdmyA2VvQ6KMulSyI7oUEDa3YACIdKfLy4t/+GixetGR2Sf8W/0muJ5C5F6rXEHpF6LbFHKluvpTF/A06fPo2rqysmk4mkpCR82rVjeEAAryQmUmXfPlq1asXrr79+1fu0Wi2TJk3i22+/ZfPmzZabe/DgQUun+NshOjqaKVOm0LVrV+rVq8fpSqz/rV27tmXEwqOPPsrvv//OzJkzyShnDfixY8do3Lix5efblSsqKorRo0czfPhwVq5cyblz5yguLiY2NhadTlfu81GlimV8moXAQOjfX6TGlyUiQkSt33jDuq9tW2G8/vADnDtn3b93r0g137xZbIMw/M1ZFps2iXFyzs4i9d8cAY6OFgZyz55XN9178EFhjOr11n2XLwujs8xnq9VqaoWFoT540NrF/1ZRq2HEiFs71slJOBw2bhSOij/+EM3sGjcWct2MDh2Eke7qKtL7U1KsToRx46wlFKmpwuCPiLA6PnbssJ5HpYJnnhHbPj4iO0KlEs6Psg/cJUvENS3bT8HbW6TpOzhYswEURfRPeOUV0eTvVjIkCgtFlkXZ731urrhX33xz8/dLboparaZWrVoygimxK6ReS+wRqdcSe6Sy9Vp+m25ARkYGnp6emEwmTCYTf/zxB/d//jlTDQZOOTgQCqSdP8/ixYuvat7m4eHBu+++S3Z2Nu+88w7fffcdP/zwAytWrLittZw6dYoaNWpYGvk5ODhgMBgwlm2+Vkl4eHgwc+ZMHn30UT766COio6PZsWMHq1atIi4uDqPRSI45mloGo9HIsmXL6NOnj2VfWWM+ISHBMgbQaDSydu1afv7556scIoqikJSURKNGjahWrRqvvPIK8+bNY+LEiURFRfHmm2/+6x4DFry8RHp3WYYOFYZq6ShAQBiBycmifrxuXev+++4Txu3GjdC+vdhXo4YwyI1G0Y3evD82VqR0g2gq16+fqOXv2tVqSM6YIdLin33WmtYPwolgNML8+ZZdarWakF9/Rb15s220GW6/Rv96HD4s5sSHhooyA/NkgVshNFRcOycnYfzXry8yJUDU7C9ZIozjVq3EPgcHUecPouN92Zp+Z2eR4h8QYF1DQIBwdIC4jpMmwYsvQno6Op2OgoIC9G+/LRweNWpYSwaOHRNOF5UKfvwRkpKsnxMXB3PnXi3L5cvQsqUopTDz88/i3L6+1nKN8qIo8OabYvLC/3Mqu1ZNIrkTSL2W2CNFRUV4e3tfczSyRHKvUtnPa+3ND7k+er2elJQUdDodAQEB+F7Z7Ooex2Aw4FwaSdRqtbzzzjscP34ctacnmXv38lxICM5du/Lzzz/j6+vLsWPH0Gq1jBw5krCwMJydnRk2bBj16tWjoKCAMWPGMHnyZDIyMnjyySdxc3Nj+/bt7N+/n9dee42dO3eSnJxMo0aNiIqKokWLFqSmpuLh4cGmTZt46aWXbNbXq1cvPvzwQ1q1akWvXr0qfW5neHg4TZo0Yfny5dSpUwcfHx8WL15MSUkJOp2OESNG0KFDB3Q6HXv37mXdunX069ePoDJp1yEhIZw7d46MjAw+/fRTQkJCKC4u5sSJE9SvXx8XFxfWrFnDsDLd6o8dO2bTTCUgIIC+ffvSrFkzqlSpgk6n46233uKjjz5CpVKxfv16SkpKGDBgQMUI7uFxddM5ECnlVxp4vr6is35+vjDMQRiHa9aIKPajj1qNzogIYfhlZMDChaJDO4hU8RMnhNHq5CSi5mbD/b33xLlLSsTc+rAwkc5dsyYGvZ4dERF06tMHbWysMAhVKmFwfvGFyER44AFrV39FgZkzRV+Asg6JW6FGDZGdoFLZzpS/VdasEfX2kyYJQ/2zz0QUPjBQROH79IG+fa3HJyYK49rNzdapUrWqeF/ZUX1t21ozE37/XZRZ1KkD337Lkb59KdHpqJWRQai5v8KMGda6/eHDxb46dUT/hNBQ8XNMDPj5ietudvZkZAjHw6uviiwCEOeJixP3Zvz4qzvu5+TYTgYAUdoxb56o9+/YUewrLBSOoVatxL0v2wvi5EnR46DsdbBjzOltXbp0sWQLSST3OlKvJfZIdHQ0+/fvp3Xr1nTu3LmylyORVAiV/bwu9yfm5+fzyy+/sHTpUvbt22cTJQ0NDaVPnz4888wztG7dukIXWhkUFRXh5OSEm5sbBQUFJCYm8txzz1G9enW2RUdzLDmZWRkZbMjM5LHHHqN3797k5eWxY8cOQkNDeeqpp2jYsCH16tWz3NxZs2Zx7Ngx3nzzTZydnSkpKcHR0ZFDhw4RGRlJv3792L17N23btuXw4cPUrFmT3NxcWrduTZUqVcjIyOD8+fO0bNmSXr16ERwczP79+/n6668ZOXIk/mXnd1cCDz30EA8++KDFO2U2uvV6PfPnz2fFihW4u7vTvHlz3n77bVzNhmMpKpWKgQMH8tJLLzFr1izCwsL47LPPqFq1KoMHD8ZkMjF+/Hjq169Pw4YNKSws5Mcff+Sdd96xOU/ZaL+rqyu1atXibOmc+HXr1qHRaOjatSsepUa4Tqdj9uzZvP3223d+TqS3t7W23rpgEU0vnaAACCN99GjRKK/MxAacneG774RxZzYuXVyE4ZyXJ4zxKVPE/lGjLMalev16mqjV4t5s3CjeEx4umrwNHy5q3Fetsnbw/+cfYbQGBtoaqTfC7CB46ilYtEgYyuYa9vLg7y+64Ws0whlhvifmtPrFi8WazU6U4GB4++2rx/+pVCI1vywNG0KpLnDihJhA4OIi0uxNJlR6PRnduxNqPv7AAZElMXas9fNatBBZFCCuW9OmohHijh0icwJERkKbNuJ+RUcLR46Li0j9V6nE+3/8EcylOtu3C6dA//7ivphxcxMOhbIOo5gYEfHPyxMOH7OMiiJKKw4cgMceu7VrnZEhHBH3KGq1moiICBnBlNgVUq8l9oharaZGjRpSryV2RWU/r8tlzM+dO5eZM2cSHh7OoEGDmDRpEiEhIbi4uJCZmUlMTAzbt2+nd+/etGvXji+++II6V9Yd30MoioJOp6Nfv378/vvvODo64uDgwIIFC5g/fz7z58/n6/37ec/Tk/eDglBv306VFi24mJ/P33//zYEDB+jQoQNxcXEMHz4ctVpN586dWbduHQUFBTz99NM0bNiQqKgoFi1axIwZM/Dw8LB4K5s1a2azHpPJxJw5cwgICCArK4s+ffrQsGFDGjZsyJYtW/jqq6/w8/Pj4Ycfxu8W/jhXFAWTyVShxqtKpbpmhoCDgwMvm1Ohb0KPHj1o3bq1xdAeV8YYU6vVTJs2jU8//ZQGDRqwd+9eRo8ebTn2enTr1o3JkyfTo0cPRo8eTU5ODhs2bLA4G3788UccHR3ZtGmTjSPgP8Pd3ZoqXpYGDUSkvXlz6z4XF5Fyn5IinABmXnhBGLuTJ1vTr729RdT9pZdQ79iB79tvCydB164QFSWMxrZthdFtNIpxfGZ69RLHbtwoItn9+on9e/YIwzQy0mpE6vXCEXD6tBjbFx0tjEwXF5Emf4Uu35QXXxRGsEolPqcsLVuKGfRlDd6QEHjiiVs7t1otJhV88IGIbJsdSi+8AAkJuCQnoy87lq9FC1FT7+UlDH8QzoZjx4Rshw+LBn3VqwvHiNmYb9rUGmV3dBTHlZSIkgwQBnTZ0XmrV4v6+pkzYfZssc9oFI6E++8XNfYjRoh7+vvvovTC2dl2QsLSpeJ+/vij1bECwujPzxevss/khQtFM7/p00UWxz2IWq2mStn7JZHYAVKvJfaIWq3Gx8dHGvMSu6Kyn9fl+jbt2rWLLVu2cODAAaZNm0a/fv1o3LgxtWvXpk2bNowZM4YffviB1NRUBg0axLZt2+7Uuv8TnJycSE5Oxs/PDwcHB3Jycli9ejUGg4FBgwbRokULdqakMKWkhCatWtEyIIDGO3eiyshgea9ejDx3jryUFNq2bcvmzZvZunUrDzzwAEePHmX8+PF89913jBw5klmzZuHt7c2qVauYN28eSUlJfPHFFyxatIhVZUZx7dq1ixYtWjB27FgOHDhgs9bu3bvz9ttv06NHD2bOnElRURGKoly3s6KiKHz11VfMnj0bRVFISUm5q2qYbmSce3t7M2XKFNRqNe+++65NA73r0aBBA+bPn88LL7xA48aNad26taXrvdFo5MKFC7zxxhts3rz5qvfekVF55aF1a9F4rSx9+tga8iC6xE+dCoMG2R7v4gLR0Rg6deKfbdvQ6/Uiun3ffSIabDBYZtHTvbuo405MFNF/tVqku5sbyymKGPcWGioM/NhYsT8qSqT8t2ghOsd36CDq/ZOTRdS8vMTHX79Df7VqV0fbVSox8u5WSk1UKhHtTkwUxrgZtRrPQ4fw2b8fmzuu0Qhj12zIm1m/Xhjbx4+LDvwgjGvz92jLFqujoGVLYXRv2mSt6VepxFg9M//7n4i+OzuLaD+IzAFzU8nwcBHtz88XTQDNsvboYe2hcPy4cCpMn27b5HDTJjEhYNEiWxlGjhTlGVeWQhw//u879v9H6PV6/vnnH6HXEomdIPVaYo8YDAb27dsnu9lL7IrKfl6XKzK/fPnyWzrOycmJF67s+H0PUlJSgqIoxMfH4+/vT3p6OsnJyYwdO5aXXnqJHj16MG7cOKZPn06Bnx8dZs2idu3a7J4yhWlJSQx/7DF0v/7KH6tWkefrS9VatUhLS6Nnz560atUKBwcHWrVqRV5eHr/88gt+fn6o1WqmTp2KRqOhQ4cOtGjRgsTEREaNGsUXX3xhMfyzs7NRFOWqKHjNmjXp1q0bU6dORaVSodFoqFq1Kk5OTly4cIGQkBBeeOEFvv/+e4KCgigpKeHVV18lPDyclJQUGjduzODBg/n7779p3Lgx6enp/PHHH0ybNg1/f3/OnTtHQEAAnuaO4pWEo6MjI261uzoiY6BsCYKTkxPu7u5kZGSQkpJCw4YNcXBwwMHBgeLiYpxK69bPnz/PjBkzePbZZ2nbtm2Fy1HhfPzx1QbtkCFw+jTq/v1pnZ0tMjHUatFV/bPPRATdzOnTIr09L0+kiIMwSB94QGynpoqIs6urSMfPyhL7z54Vo/ZApHirVMLgbNFCRLHLi6+viHKbswHKUhG14M89J0b99e9v3efnh9ehQ5iKijCUbaJ3PerXF1ME+vcXtfkgyhscHYWD5MQJ67FVq4qygHPnbEspatQQDo+4OBHFDw0VGRrmvgnx8aIsAIRD4MABkcUxYYL1HBERol9AaKg4xsFBTAHIzrY6IPbuFSMUt2wR9fYuLiLDoqREOEGmTxdZAWq1cAxs2CDe16FDea5qpaDRaGjduvWdL4+RSP5DpF5L7BG1Wk39+vVlZF5iV1T281qlVHrY8e4jNzcXrzJNqOrXr0+DBg1Yv349er0ek8lEp06dcHZ2xt3d3WIAtik1frZu3crly5fJzMxEq9Xyqr8/uvR05up0+Pr6cvbsWV6rXp2GeXnE5OTwbWn0rmrVquTm5lqyAMyd6vPz8wkJCUFRFNRqNV5eXqSlpVG1alWcnZ15/PHHOXLkCB988AFffvklcXFxjB49Gk9PT+rXr8+ePXvw8fGhbt26bNq0iaVLl9KvXz9GjBhBfn4+hYWFBAQEoCgKmzZtIjIykgEDBnD+/HkyMzN58MEHWbhwIa+99hrTpk0jPDycCRMmcPHiRT7//HMmTpyIv78/ycnJREVF0adPH3xuxRgC21Tg/5iDBw9y9OhRFEWhbdu2NGzYkF9++YXGjRvTpHQU2ocffsjQoUP56aefePfdd296zuPHj1O7dm2LM+CuR6ezRo9BRJonTBDN5fr0sd6b5GRh6NeoYZuOHRUlZtB7eVmbzO3ZI8bAgRhRZ+7OXx4URdTF32rqfHnJzRXNAufMsdkdN24cCQMH4ujqSvubrdtgEGnyO3ZYx/adOSPq2du1Ew3zRo268TlOnRLX8PJl0VvAz090z9+/HwYPvvr7ceqUOO/QoVYHwvHj4vj77hPR+KAgcb9++02M0QPxc9WqIjvAz08Y/B9/LNYXGChS+Lt3h9q1xRSCwEDxPp3OdjqARCKRSCS3ye7duy0Bk5v+HyuR/D/HbI/m5OTcMIh6266xHj16MH369Kv2Z2Vl0aNHj9s97V2FuZN9SkoKvXr1okaNGkRERODs7MzOnTtJSEjgwoULHD16lM2bN7NixQr++OMPXnnlFfr168cTTzzBt99+S9+ff8avVi2ead+eL00mvmzWjPROndgzfDhdf/uNn777jm7dulG/fn3q1avHQw89xIwZM2jTpg2tW7emU6dOpKamUlRUhFqtJiUlhdzcXA4dOkRJSQlTpkxh+/btVK9enblz53LixAmee+45pkyZwrPPPsvp06f56quv6Ny5MzNnzmT37t0WGd3c3CwRa5VKRa9evfjkk0/o0aMHTz31FBMnTiQsLIxatWoxbdo0Jk2ahLOzM7/++iuffPIJo0aNYvbs2cTHxzNnzhz8/f359ttvURTFpkFiamrqtee9L1xoHf31H9O8eXMOHz5MbGws9UvTrRs1amQZY2cymUhPT6dOnTq4uLhwuezot2uQlpbG+++/z9q1a+/42m8HvV7PmjVrbNOArmhAaEkp79vX1oj09xdG6549tsf7+MC0adZUcBDp8TqdcAysWXN7i1WpRM2+mexsWLDg6lFuly/f2rz3K/H0vMqQB0h58EGUW/WsajTwyCO2zoqwMFEb7+8vJhPcjHr1rN3nzX0uAgJg3z6x/dZbtsfn5IjPLTMBggYNhANhyRJren5QkNgPwgljbvjn7Ax//SW2Q0KsRnuXLtbruGCB2D5/XtTxl2Xr1quv9+nTwjGSkHBzee8A19RrieQeR+q1xB4xGAzs3r1bptlL7IrKfl7fdmRerVbj5+dHx44d+eWXX3ArTX1NTU0lODj4rph/fruYPSFVgMsIWVu0aEFCQgJ+fn60b9+e3bt34+LiQtu2bTl27BiXL1/G2dkZvV5PQkICjRs3ZsaMGXzyySecOXOG6tWr88vcuXz8ww9oCwqo1aYNeXl5vNy8Odq9eznh5sb5KlXo37cvn3//Pf7+/uzevZtD0dG8mJGBPieHdYrCiapV8fDwwGg0kpSUREFBgaVTfit3d3ZlZlJSUkJISAiXL19Gq9USFBREVlYWzs7OGAwGmjdvTm5uLk2aNKFOnTrExsYycuRISxS/c+fONpkJAAUFBZSUlODj44PJZOKXX36hX79+BAQEcPz4cRYuXMiECRMIDQ3lzTffxMHBwRLxbtSoEZ988gkajYaHHnqINm3acPnyZdLS0mj0wQfCcLwVw+cOkJWVhZeXlyXlq7i4mKlTpzJw4EA8PT05evQojz/+OLt37yYpKYkHHngARVE4e/bsVc0dv/jiC/r27cv8+fP5+OOPK31U4JUoikJeXh4eHh53dm2LFonItJeXaNR2i40Pr+KDD+DZZ0XDt/XrRVT54YetaerJycKRMGOG1SgFkTq+caOoYy9nU7dyRw2uzGwAWL5cNMd79dVbi2rr9bap9yCcXGPGiA79M2fe/BxpaaJkYsYM677oaNE48a+/RE1869bCEJ80SZw3I8O2Vv7gQTEy77PPxO+Li2HWLJGeD6LHwLx58MYbttMYIiOFM6Jq1Urpiv+f6bVE8h8i9Vpij+zatYusrCx8fHzocA+UcUkkt8Kdel7famT+Xxnzhw4d4tlnn6WgoIDVq1cTHh5uV8b8cOAPRMQ6PDycl19+mTlz5tCwYUNSU1OpV68eAJ999hkDBgygpKQELy8vqlatyrZt28jNzcXHx4ewsDBOnDiB0WjE3d0dNzc38vPzqV69OoUFBQyqXp3QiAiMgHdkJHOdnQnMz8e9alV0Tk7UDA9n886dfP3RR2Rv2cK+w4dpMGIEpxISiIiIIKykhFN//YXHwYM0WbCAL9es4cyPP2LSaDiAiDA3adKELl26kJycTPT+/USEhLDr9GkuXbqEq6srTk5OODs74+LiQl5eHi1atKBly5bs3LmT3r17k5ycjK+vL29dGSm8BtHR0eh0Otq0acOkSZNQqVRMmTIFT09P3nvvPYYMGcLKlSsxmUw85uJCveJiuIUU9v8Kk8nEG2+8AcCkSZPw8/NDr9czdepU3nrrLU6dOsXMmTN59913CQ0NxcfHB0VRmDhxInPmzGHevHncf//9hN2j3cH/Nfn5ouZbpRL12TeZNHBdli0T0eWmTeHiReEcmDtXzGd3dRWOgo4dRdS5WTPr5/z1l6jl797dtuM9iFrwXr2uW9pRISmAhw+Lbvtvv3177wfRs6CwUKTQd+9+a+8pKhKRdzMLF0LPniKb4v77rQb4ggWi3j8nRzRLNPPOO6KswdPTapQfPmydRPDLL+J6//STaNbn5SVKDS5eFNd58WLhlJM1vhKJRCK5BjLNXiK5df4TYz4lJQUvLy/GjBnD+vXrWb58OQ0aNLAbY97ZyQm9wWAxwv/++29eeOEFnJycKCkp4eLFizRr1owaNWqQnp5OSEgI/fv3p3Xr1hw+fBgPDw9mzJiBRqOhf//+zJ07l2rVqqHT6Wjbti3p6ekcOXLEUlufm5vLEJMJRVGI8fJijMlEgKcn76hUaB0c0Gdk0N/JibzMTI64utKod2/q5+Rw//DhuK9ezT/h4QzRaAh+8UWy33uPjNde49LkyRwJDuawXs+FCxe4//77cV26FG1MDBsaNKDrU0/x66+/cvz4cRwcHNBoNNStW5czZ85QVFSEs7MzWVlZhISEEBYWhq+vL4mJiYwYMQIHBwcSExPZt28f06dPJzU1ldOnT/Pss89aUvfXrl1L48aNCQ0VU7t1Oh0//vgj1apVo0+bNsyeMoU3OnRAP3KkJbvjel4tg8HA7Nmzeeqppwgqm2Z8Bzhx4gTx8fH0L9MgbeXKlRw8eJD4+HjeffddlixZgl6v56233uLChQusWbOGF198ka1bt1JYWGjz3rsBvV5PZGQk9913Hw5XRoIrksuXRR24p6eosb/OeEqDwcC5c+csTrGrSE4WhmFAgKj/fvBBWLdO/K5LF2GMVq0qGuU5OgrDFUS03NFRdOoPDxdrAJEOfuiQMPrLdqY/cUJ08q9bt2L+0MjKEuv+N00id+4UMn/22b87R3o6dO4sGgqaKSwUjobJk20zBy5fFg6AqVOt+7ZsEY0Q3dxEiYObm+31PnxYOBwefVQY+U2bQmm/if+K/0yvJZL/EKnXEntk+/btbNu2ja5du1rGMEsk9zp36nl9x415jUZDcnKyZa7ejBkzmDFjBm+88QYzZsywC2P+HWCmgwN6vZ6qAQE0atqUunXrEhcXR3FxMZmZmWRmZqJWq2nQoAHZ2dl4e3uTlJTESy+9xNmzZyksLMTLy4v33nuPzMxMXn31VTp37szx48fZsGEDubm5uLq6UqVKFdzc3GjdujXjx49n/vz5xMTEcPnyZVJTU3F3dyc+Pp6CggK8vb2p7enJwzExbPX05LfCQhwdHWnYsCE927ShjpMTxy5fJh0I8vSk7s8/s6dLF2ISEuiUn4/zQw9x+dw5Thw+DL6+DBk6lN9//51atWphNBq5fPkygwcPJjIykocffhgfHx+mTplCRloaJSYTPj4+6PV6goODOXbsGM7Oznh6etKyZUuCgoLYvn07M2fOpHfv3jYdS80pKBY2bSLhwgUW7tqF0dOTQkUhPz+fyZMnU6tWLcthaWlpKIrCkiVL8PLyQqfT8eKLL2I0Giulc6TBYLCUNrzxxhvMnj2bDz/8kIEDB9KwYUMuX77MTz/9xOuvv35b5z9+/DhZWVl06tSpIpeNoigWB80dTdvU60Xdva+vaLB2ndmbv/zyCxs2bOD777+/dmfbwkJhkDZuLOrBX31VpH4fOiQMfQ8PEWXPyhJz1ceNE3Xe+/aJTvvmxnBPPikM0dmzxbo+/tjaDT43V0SkJ00CLy9KVCoxJQJwnDVLpO8//7ztuv6Lpo25uSKCXrZrfXkpKRGp80eOiHKFsphMonP9zVi2TNT1V68uRhVOnCicKGlpolneL78I471xY+EUSUmxjsr7+GNxj6787ArmP9NrieQ/ROq1xB4pLi6msLAQFxeXe6dRsERyE+7U8/pWjflyjaYry5U+gKlTp9KgQQOeuFPdpysBI6DR6+kAhOfmsvbQITp16oSvry/nzp0jJibGMiKupKQErVZLy5Yt6dWrF3///Td9+/ZFp9OxcOFC1q9fT/PmzRkyZAjr1q3j9OnT9OjRg3bt2hEXF0ft2rWpVasWTZo0wdHRkfHjx/PHH3/QqVMntm7dyrfffstnn31G165dOXPmDB9//DH76tQh/vJlnm/ZkrNnz3LkyBEWLFliaZSn1+sJCAjAp0oVcvbs4R29nvU+PhhOn+all17iz5kzaZyXR8MOHSjeuZPkyEgauLqS8eyzfPzRRwT4+/P1q6+SGxjIG25uHGjQAP3p09Rp357v9u/nyJEjPPzww3h6erJlyxZiYmIIDw9n7NixjBkzBm9vb5o2bcr06dOZM2cO2dnZPPzwwxgMBgYOHMieBQtwGjaM6cOHk52Vhe8jj5Cbm8uHH35ouZ4jRozg559/Rq/X07hxY0aPHs2MGTOYMmWKpdFE+/btuXDhAhkZGVSvXp2EhARKSkpo2bIlderUoWXLlhWqF9oyM9yrVq3KDz/8QGhoKA1LR4gFBATctFnejVizZg0pKSnXNOaPHj1q6bR/I86fP8+XX37Ju+++i7u7O/n5+WRlZRFYtrb8TuHgIGrVFUVE1a9BQUEBR48epV+/fuzdu/faUXBnZ9G53dfXOsfdyUmkd2/ZItLtQUSXX35ZNNzbts06Uq9BA5EhAKJ5X+fOwoAdN85a656aCmPHCsfBr7/iaK7vz80V0evvvhOp5OZ7vmuXaPRWr56oRzeTliYa/z36aMUY+p6e/86QBxE9nzNHyHAltzoWqFEj0aAvL896D7y8xHWtXRu6dbM6axo2tPYuyMwUUw66d7/a+ZGXd/ulF9eh7HdSIrEXpF5L7A1HR0fUarXUbYndUZk6fduR+fj4eKpVq3ZVRC0mJobo6Oh72qg3e0I6OzhwRq9nIrAaCPPzI6N9e2ofP04XDw+OjxjBjh07OHfuHMnJyTg4OFCrVi0uXLiAu7s76enplnp7JycnLl26RGBgILm5uYSFhdGsWTMSExPx8vJCr9ezdetW7rvvPqpWrUp6ejoBAQHExcXh6+tLamoqL7/8smX8naIobNu2jWXLlmE0GnF0dCQ9PZ2YmBjc3d1xdXXliSee4Mcff6RHjx706dOHAz//zO8xMRw8eBBFUahWrRovG43sTE3lqJsb44YNY/G+fdQ+cQKlaVO0xcU0d3TE6O+Pw6lTOHfoQFhSEj9rtbQKCqJfSQkH3d0JGDWK+fPnk5mZSWpqKt5aLb2HDmXDhg1cunSJ1NRUjEYjBoOBhg0bMnbsWN577z1eGDaMNJWK44cOMfbiRer+8QfNmjXjp59+4vTp06SlpdGsWTM6d+5M/fr10Wq1Fo+XTqfD1dWV4uJioqOjCQoKIjg4mNTUVAIDA3FycmL79u3s3r2bRo0aUb16dVxcXCgsLMTd3Z0vvviC/v3706dPn3+lK5s2beLXX39l/vz5Nt+FL774gp49e1oM/FvFaDQyZcoUwsLC6NGjh6XLPkBsbCwTJ05k0qRJN5x5rygK48ePZ+TIkWzZsoVJkyaxePFiYnbvplPv3vQfOPDOp23m5QmD7jp9A9avX4+iKLRu3ZoFCxYwefLka59n+nQRDXZxufHnrVwp6rwzMkQduNl4NHd/NxqFc8DJSXR+j44W9eFlR+eNHw8ffigM3UmTxGc7OIhZ7+ZU/YkTRZO5KVNEYzonJ2Gsvv22yBLo3NnWcJ03T6T3z5plbZSXnQ3ffguvv257rMkkmucNH251HoBoPJeYKNZZXkfBv80iMP/3EBsrnCZm58zHH8NjjwkHxmOPWY+fNEnIevq0qMvPyxNj7157zXq+CRPE75580iqnoohsi+Dgci9RpiNL7BGp1xJ7ROq1xB6p7DT7co+my83NtTR2y8/Pt/xsflWvXp2hQ4f+q8XfLezU6wkAfnZzYyfQQqfj8OHD+GRmok5KIjc3l2bNmtGkSRO8vb3Jz8+3zC1PSEiguLjY0uH+4sWLeHl5UVxcTI8ePTh+/Dhr166lTp067Ny5k99++w1/f3/WrFlDVFQUFy9eZNGiReTl5ZGXl8f8+fNZv349n3zyCVu3biU1NRWVSkXnzp3ZuXMnOp2OkJAQevXqhaOjI8HBwVy6dIlu3boRHR3NnDlz2J2VRWxsLH379sXX1xeNRsNPvr4kN22KNjCQJSdPYnR0JLdePToWFlI9NpaF58/z2cmTrKhZkx/i4ngtI4Pj2dl0aNaMmcXFrDl3jmNffSVqxDMz+TYwkJ6XLpG5cCGdOnZk1KhR9DKZ8HN3x8nJibjYWL6aNInmzZqR9+uv/Lp8OXuPHOETg4Hh99/P66+/jsFgYOLzz1NQUMAHH3zAQw89xEsvvcT58+ct98a11DBycnKiQ4cO1KxZE2dnZ8LCwixpLl26dOH1118nJSWFo0ePsmHDBtatW8e3337Lm2++ybp160hISLgqy6Q8dOrUiZkzZ17l1Hrsscf4/vvvKSwsBKCkpIRTp05ZRvVdi/j4eJ5//nl69+7N8OHD+e2332x+v2rVKubMmcPy5ctvuObDhw/TtGlT2rZtS15eHjqdjlOnTvFOcTH5kZH/jfdwxw5hrF331zssWS5ZWVnXl2faNGEo36xsp0sXYSDfd5+t8ZqWJpq17d8vDG8QEeQjR4SBunev9djHHhOp6ampwjFgbuI3b574vcEAw4aJiHeHDqJe3MzTT4s1vPee1QDOzoannhJd6bOyrMeuWSOOXbFCNK0zs3EjXLgAR4/ayuboKDIONm2y3T9vnnA0lD0HiFn35hF1/zZLQKUS1z8x0TbLonFjsf78fNvjGzYUa/3lF/Gzh4eoxTcTGysi+hqNdVweiO3x46+W/RbQarXcd999MtIjsSukXkvsEanXEnuksvW63JF5tVp9w3oARVFQqVR2UTMPsBl42MGBywYDXdVqvAcMYJyHB4b8fBIGDSItLY06derw3XffkZaWRnx8PI0aNSIwMBBPT0/i4uJIS0vD39+fM2fOkJ+fj8FgwNnZmezsbHx9fcnJyaFWrVqcO3cOFxcXHBwcCAsLQ6fTkZ6ejl6v59lnnyU/P59du3bh7u5OSUkJQ4cOpW7dumRnZ/Ppp5/SqVMn/Pz8aNiwIb/++iunTp3i/vvv58CBAwQHBxMZGUmnTp345JNPSEhI4Pfff2ffvn1kZWURFBSETqejfv36dOrYkb3TphHj4UFgw4ZkZ2cTFhbGhg0bqFKlCnFxcWi1WlxdXfFydeXFixdJDQhge82a5GRn0zAiguanTuFx5gy/BAXRzNGRfkYj1RcsIOWjj0hNSeFyq1aoNm1ibnExTZs2JSYmhpeys/lMp+OBli0ZcPYs+4YOpVPNmpxdt471VasSGxvL77//Tnh4OLt27eLXX3/ljTfeICoqipEjR1oM6jNnzrBmzRpGjBhhabx3LWJjY9mwYQMxMTG89957+Pn5cfToURYtWsSMGTMsDgMzhYWFREVF0bNnT8sX1mQyXbveGzh27Bg//PCD5TtRt25dCgoKaNOmDTVr1iQ4ONjyXUpLS2Pt2rUW5xDA3LlzLRkWarWaadOmMXv2bObNm0ffvn0tfQUuXrzIl19+SZMmTXj44YeZM2cOjz/+OEFBQWzYsIHMzEyOHj3KDEdHPs3MpGr79jzwwAN39qFTWAhJScJwu4K8vDw+/vhj3ikdeTZ37lweeughqlatClifIYAwFgcOFGn1t/KZ14rgnz0rMgTKektjY+HXX+G558RMeACDgYwlSyhs3hxtURFBrVuL/Z99Joz4Y8egd29xHoNBGKQqlcgKaNNGNONbuBC6dhVp+B9/LJr2hYYKQ7xHD3H89u2iK/yWLcLoHjhQOCvy8kTH+dhY8R4XFyH/33+LbIPkZJG6DhAXB6tWiRGAp06JLAMQJQBffy1S31991Sqv0Xj7Xeb/+Ud8btl7qSji+t1/v23KfG4u/PADtGghshRAXJ+BA0XGg7mpYVKScJyYM0wuXhTXRqMRqfrlcELI2mKJPSL1WmKPJCUlWTIrQ0JCKns5EkmFUNk18+U25rdt22bZVhSF++67j2+//faqL2XXrl3LueS7B0s3e2dnBhQV8SdgAvw1GrpWqUJxtWo06diRbj160HvAAADS09Px8vLizTffZObMmaSnp/Phhx8yePBgZs2aRcOGDUlISODixYtERETg6OjI4sWL0Wg0NGrUiICAABITE0lKSkJRFEwmE25ubjg5OZGVlUVWVhZOTk4MGjSIqKgo3N3dOXfuHG5ubrRr144HHniAH374gaysLJ577jkOHz7MkSNHCAwMpGXLlvzyyy8MHDiQ/fv3o9VqRRO92rUJDg7m+PHjDBkyhCNHjnDw4EGOHDmCg4MDjz76KC1atGDr1q2sWLECFxcXevTowdq1azEajZYyApPJhKe7O2qt1jLLvmrVqnTs2JFz585RWFiIU1oaZy5epKOrKxtMJt7p1o3Lrq5oSo2T0NBQln/wAf0LC/khPp6SsDC8vL15Li6OhXXrUis1lURfX3bHxtKvXz+ys7NxcXEhNTWV559/nsOHDxMWFkbdunXZuHEjY8eOZcGCBUydOhW/m8y+Pn78OFFRUYwYMYL333+fRx55hOXLlwMQERFBjx49OH/+PCtWrKBZs2bExsbSqlUr9u3bR15eHo888gjt2rW77vkNBgP5+fl4e3sza9Ys8vLyKCws5PLly7z11ltUqVKFxx57jGrVqjFv3jyLc8BkMrF+/Xqys7MJCQkhIyODIUOGcPbsWebNm8fTTz9NgwYNmDp1Ki+//DLLly+nefPmREZGMrN0NrnBYGDOnDnUrl2bIbVqcfTnn9lQpQrDhg2jbt26//KbcnusXbsWR0dHepZ2n9+yZQuFhYXcd999GAwGxo0bxxtvvEE18wz0O9Vw7hrnvfTII+QFBZE5YoS1jj8jQxiec+eKNHwz06aJ1+TJ8MEHwli9cEEY4A0binnsc+aIY7/5Rhi3jo7iXPXrC+fDzz+LqP7RoyJb4LHHRMd+tRr69BGGtEYjUvjXrhXGu4+PON7TUzgpJk60fs7lyyKCXlgoygrMjqYvv4RWrUTU/vHHrTJ8/70oO5g+veLq2PPyhCPC7Cy6fFlc68BAEc0fOlT8nJlpHYG3erUw+L/9Vjg6GjS45Y+TaZsSe0TqtcQekd3sJfZIZafZ33bNvBkPDw+OHDlCzZo1/81p7irMF0+tVmMymQCRQqEYDLzt5IR7eDgudepQ5OhI+GOP0aNHDzZu3MiGDRsoKChg0KBBtGrVijVr1nDu3DkcHBzYt28fNWrUoFu3bixdupSAgAA8PT05fvw4DRo0ICkpiWHDhnH+/HlWrVpF1apVLYZ9gwYNLLXhJSUlhISEcOnSJSIiItizZw86nQ5HR0dUKpVlbF5wcDAGgwGDwYC7uzs1atSgqKiIwMBAMjMzSUhIoFatWmi1WpKTk0lKSqJPnz7ExcXh7OxMQUEB1atXx2Aw0L17d5ydnXnvvfdQFIWhQ4eyc+dOtFotjRs3Jjw8nO+++w6NRoNWq8VoNKJSqdDpdAQEBFicEXXr1iUpKQm9Xo9KpSIvL4/777+fZ555hkOHDhEUFMTQunUpqVOHDz74gNrh4fy9dCl+tWujSU2l1bZtrKlZkw2xsXT298chO5tGTk4sc3W1OB0CAgJ45JFHePLJJyksLOSRRx5h+PDhdO3aFZPJRFpaGh06dCAoKIjMzEx8fHxQqVR8+umnxMTE8Pbbb1uNSGDhwoWkp6dTv359evbsiZeXF/Hx8SQlJdGwYUPc3d2ZOXMmAwYMICsri5o1a97wu3D27FmOHTuGj48PNWrUYN68eZZGd66urhYD14y5/r2goIBZs2bhUzpKzOwsat26NZcuXeKVV14hPT2dMWPGMHny5Gs3lHv5Zahbl50tWpCZmcnAgQMByMzMZPv27QwePPhffW9ulTfffJM333zTkvmg0+mYPn06AwcOZPny5YSGhhIeHs6IESNu6/xHjx4lOzubLl26lPu9ezdupFCtxsnFxfYa7tolottl//iIjBSj3zw9YcgQ6/49e4ThHB9vjaSfOyfSz3NzRZS/enWxPydHpPN//z307SuO1+ng/fdFbf7SpaJ0wMtLlC5cviyM3uhoYdiDiMZXqyZS+efNE6Plzp8XzQOfekoYzZ9/LtLlJ04UNe1arTCoi4tF5oK3t8gGMGNOh68IJ8rhwyJ7YOhQIZO5FGHyZDFhIC9PrO/NN4WzISpKrFvy/xeTSTiZ6tSxzbYpKBBTKsxNLiUSyT2FnDMvkdw696QxHxUVxZw5c4iOjiY5OZkVK1YwpMwfyX/++ScLFiwgOjqajIwMDh06RLNmzWzOUVxczPjx41m6dCmFhYX07NmTefPm3TDd+krMF0+j0VjKBbRaLSaTCZPJhJeXF63c3WmQm8s/QUE4OTnRtGlTPvroI9LT03nxxRfp3LmzZSZ7x44dGT58OAsWLGDr1q34+vqSkJDAkiVLKC4uJjc3l6CgIC5cuEBAQACnTp1i0aJFNGrUiK5du7Jx40YuXLhAeno6Fy9eRFEUy9g3b29vNBoNH3/8MXXq1KFFixZ88803AISFhZGRkUF6ejrOzs64urri7e1NQUEBHh4eVKtWjWPHjhESEkJBQQHx8fF4eHgwePBgunXrxsqVK3FycsJkMlne4+LigkajoVq1akRHR9OlSxceffRRTCYTUVFRzJs3D39/f9zd3Tlw4ACNGzcmKCiIjRs3otfrCQsL48CBA+Tk5FC7dm0SExMJCQkhODiYmJgYXnjhBVJTU+nTpw+LFy+moKCAunXrEhwcTE1vb+IOHMAtJQX/vXtZ0rAhLQ4e5GDNmiRptdSuXZsDBw5Qt25dsrKyqHP+PPE1apCZmQlOTgQEBNCiRQuS9u2jVUAAaXXq4O/vT58+fVi5ciXDhg0jMzOz3CPhiouLmTRpksWRMnPmTFxK/wDV6XQsXboUg8FAnz59mDdvHgMHDiQyMpJ+/fpRUlLCl19+ybJly65K6zdTWFhIQUEB/uZ08FKys7OJjo6mdevWli/55s2b6d69+zXTfJTx4yl44AEKa9Vi8eLFltF5v/32Gxs2bLDozZ0kPj6e5cuXM97cib6Ur7/+mgsXLjBz5kyMRiPvvvuuJbugPBQUFDBlyhQCAgKYWnZe+i1Srj80DAY4cMBqVJv56itRq//221Zj2PyYfestYdCa2bVLGLCtWolu8ebjc3PFTPe0NAgKEvv0ehHhb9hQOAHMzpfz50XafVoahIeL9SiKqEH/6CNhzOfkQM2asHWriHoHBoqov7u7iISXLQOIjxcd8IOCRJnATTJbbkpRkXBOPPaYcEI89JDYP22acDycOycM/ocfFtc0Lk4YcYoi3ldcLAz964wxUhTFMvZSpiPbCYmJwpGlKCLDxUx6OnzyCbzwgq3zyQ6Rei2xR3bt2kVWVhY+Pj506NChspcjkVQId+p5fU8a82vXrmXnzp20aNGC4cOHX2XM//TTT8TFxREcHMzTTz99TWP++eefZ/Xq1SxatAg/Pz9ef/11MjMziY6OvuWZ5OaL5+HhQV5enojKKwparRa9Xo/JZMIJ6Fm1KpsyM3FwcMDNzQ29Xk+vXr24fPo0L8fG4v/CC3ScPZv58+fz008/ERQUhKenJxqNhr1796LRaPDw8MDPz4/09HScnJyoU6cOrq6u+Pj4ULVqVZYtW8aYMWPQ6XQcP36cRx99lJ07d9KlSxdatWoFCCX6/fffWbNmDS1btmTZsmUEBQVx6tQp/P39CQsL48iRI6SmppKZmYmTkxMajYa8vDxcXV3p168fbm5uqFQqTp06xYULF3B0dGT58uXs2bOHKlWq4OnpSVhYGPv27WPDhg106dKFTz/9lNTUVIKDg3F0dKRatWqEhYWxZ88eWrduzebNm3F1dSUgIIAFCxYQGRnJL7/8wksvvcSpU6fYtGkTTk5O5OTkkJKSQklJCRkZGQQFBeHg4IBKpSI/P5/i4mIaNmxImzZtcHNzIzs7m2effRZ/f38809OJWryYAydP0sHDA5cuXZi/YAEXHBxY7OaG29ixnHvvPZZ7eXE+NJS8nTvJd3TkBaORQRs30uOxx9Dk51O7ZUvUajUdOnTgxIkTGI1GnnnmGYKCgiguLqb2NWq/y5KcnIyLiwunT59mx44dJCQkWDIcnnzySTw8PIiMjKRZs2Z0794do9HI7Nmz6devH66urtSvX/+mvSjMKTy39aAwGDD8/jvRZ87QfNIkS/29oihMnDgRZ2dnJk+ebONQWLhwIe3atbulUXjXw+wMM3/35s6dy5AhQ6hh7g5fSmFhoaW0BET0/u2338bR0bFcn7dt2zby8/PZvn07s2fPLvd6KyRqkJkpjJBrGcFXpvYripjD/t571rFuILrBf/yxMNjvv9/2HNOni+7w5rT4khLRRX7sWGHom8+/ezc0bSoyCB54wPr+AweE8+DNN4Ux7eIiHBD33y+cAQsWiLT+7GwRUX/0UfE+o1EYUqNGif4A5SE5WUT/nZ2t6zt+XDgYXFxsr8vvv4uO/ubr4OYmrs11dEGv17N+/Xr69Okj05Hthfh4UUJSVGRtRJmYCH/+KZxOOp2134KZa5XjLFsmMkLuwXnWUq8l9sj27dstDXBlmr3EXrhTz+v/1Jg/evToVX+c/1tUKtVVxryZCxcuUKNGjauM+ZycHAICAvjpp5948MEHAbh06RLVqlUjMjKSvn373tJnmy+ej48PWVlZeHt7k5eXh1qtRlEUjEYjWq2W7iYTKY0acenSJQoKCtBoNCJy7+xMdXd3DGlpnFSpcHd3p3bt2sTGxmIymWjUqBEmk4m2bdtaGtwNHz6cmTNn4urqSkZGhqXb/Pfff8/y5cs5deoUo0aNYsuWLTRs2JBTp07h4+NDeno6zz77LGFhYWzevJkFCxawcOFCvLy8MJlMqFQqS0r7xYsXSU1NZePGjezatYvTp08TEhLCiRMncHV1pXnz5pw5c4bs7GzUajV5eXmYTCZLjX1OTg56vZ5atWqh0Who0aIFeXl5vPTSS/zxxx+kp6czcuRIS3f9Z599llWrVhEXF0dOTg4vv/wyR48exc/Pz5LlsG7dOgoKCujZsychISF8//33HDt2zDJD3tPTk/79+/PPP/+QmZmJq6srnp6eZGZm4u7uTt++ffni88/ZPmsWG5ctY7uvLx8CUc2asSsmBu/wcE4fP85glYqVBgPjU1M5+/TT/LNkCbUMBqoYjVSvUoW/CwoYlpeHcv/9nPb0pDA9nYvZ2YCoXS8sLOT7778n+OBB0QRt3Tph8Li5oSgK+fn5uLu7A/Dpp58ybNgwS5nC9b7YxcXFTJkyhVGjRvH5559Ts2ZNGjVqxLBhwyzd3c2G+w8//MDJkyfp1KkTgwYNuiU9tkGnE7Xcn34K77/PnDlz6NGjB3///Tft27cnMzOTevXqkZSURGpqKq1atWL9+vWYTCby8/MZMmQILVu2vO7pjUYj8fHxNk69+Ph4PvvsM1QqFRMnTsTf35/JkyfzYdm68+uwaNEi2rVrZzOa71qkp6fj7e1taeb38ccf8+ijjzJv3jzefPNNnMr5R3ylpABeywgxmUT9/a06SaOjRWO+so4XRYFx46BTJyhbsjBjhnAgHDok6vJB1OufOiWMaJNJGM4Gg9Dz0r4gZGaKEoLUVBg92vbz4+OFwe3sfO31bd0q6vrXrLHuS06GlBRRPvDII1bnx0cfiUkIy5eLdarVonzghRdu7VpI7k7WroVu3a5uUvnVV9C8uZgQAcJpNGWK6EOxY4d4dvXpI/pLRERAs2biuxEebj3Hhg1iMkXZbJxLl0SGyaOPitGS5u9YfLzQuxuM95RIJHcGmWYvkdw6t2rMl7ud9dChQ20ig0VFRTz33HOWiJqZP//8s7yn/tdER0ej1+ttZocHBwcTERHBrl27rmvMFxcX24wMy83NBcDb25usrCwKCgpwdnbG09OT3NxcwsPDuXjxIt2Li1l4+TJOTk7UrVuXtLQ00tPTaakoJOflEWY0csndndT0dNLT0wkMDKRZs2Zs2rSJunXrsnr1asLDw1Gr1UyfPh1FUahSpQqhoaFs3boVtVrNiBEjcHZ2Jicnh4MHD9KgQQO2bdtG1apVuf/++3nooYeYM2cOb775Jp07d6Zhw4Z4eHgQGxvLV199xfDhw2nfvj0eHh7UrVuXunXr4uTkRP369enTpw9z5syhY8eOFudJaGgon376KePHj6dfv34EBgayePFi/Pz88PLyQqVSkZKSgqOjI7t37yYzMxM3Nzd27NiBWq0mIyODuLg4fH19ee6559BoNDRo0ICMjAymTJnCjBkziImJITY2lq5du1KjRg1OnDhh6UDftm1batWqxfHjx3nqqadIS0sjLi6Ohg0bWhQ5NjaWOnXqcPLkSVavXs3PP/+MXq/HycmJMK2WeZ6e+P79N9lhYXgDMz/4gNTUVFaHh5O0di37CgvJ8/JCV1BAqLc3PwKJeXkUBwTQbNUq2kybhtOKFfxTtSrF9erRtm1b3Nzc+N9TT7HkwQfJf/RRfnB3Z+DixXwTHs6Zs2dp0qQJer2eVq1aMXz4cEJCQiyGvNlxUbZUQ6vV4uDgwIsvvsikSZP4/PPPcXZ25puFC5kxfTrZeXnUr1+f0aNHc/LkSS5fvszMmTP55ptvmDZtGq+++iqenp4UFxejKAouLi6o1WoMBgNqtfrq7aNHUSUmUqLToS79zr777rs8/vjjREREcPz4cfbu3UtsbCzh4eFERkby0ksv4e7uTk5ODgsXLmTv3r3UqlWLvn372siRmJjIZ599RkFBAdOnT8fX1xedTscXX3zB5MmTKS4uZv78+QwePJiIiAibaH3ZbYPBgEqlQqPRUK9ePU6ePEn9+vWvK5Ner2fGjBk4Ozvj4uLCG2+8QUpKCn5+ftSoUYO4uDhLXwjAcj8URbG5N4WFhTg5OVnOD8KBYzAYrrpnRqPRkqVzPTmuJ9N1743RaCOTRqMR29WqoS3t7K/X623kuEqmFi3EdunajUajkO+55zDVro22dL/JZEI7YgSmX3/F9NxzaBGOGKVhQ7R16mD6/nuUiAg0HTpgVKmgRg00Op3YjopCM2QIhvR0VBcvogkNFXKsW4fa2Rnjjh2oHn74mvdJExaG+qWXLHKoVCr0ioJ20yZIT8fg4YG21IFlrF0b7cmTKKmpGIxGHNRqTJcvY8zPx8Hd/arvk7nBpPn5cMfu05Uyme9TWZludp+u0D3LfbrOM+KO696dkCkrC4f8fEzVqlnlyMqCHTtQx8djGjgQU2CgVab77kP7008YW7YErRZNQgKm8HAUoxFN06aYPvoIpWdPNPXrY2jQAJXRiOb77zG88QZqFxfUubkYIiLQbNmCKjcXg6urkCk1Ff2QIWjWr0fdsyf68HAh008/oR88GO2FCxAWdtfep5KSEnJzc/H19bVMTZG6J2W612UyGAxkZWVRpUoVu5HJHu+TlKl8MqlUKjIyMvD29rboeUXIZA5s3oxyz5n39vbGy8vL8ho1ahTBwcE2+8xj3f5rzEamuUmYmcDAQFJSUq77vlmzZtms3dwAbeDAgahUKh577DFGjRqF0Wjkueeeo3HjxqL+u2dPBkRE0CIzkxH9+lG7dm3y8vIY16UL1erWxQv45Jln6N27NxqNhg8//JCMjAw0Gg1vvvmmpXb+ueeew2AwEBISwuOPP866desIDg5m3rx5nDlzBkVRmDZtGnl5eZw5c4axY8dy8OBBFi1axPbt26lduzZTpkzh66+/pnv37sybN4/169dTUlLCkiVL+PPPP9m0aRNffPEFixcvZtOmTURERHDw4EH69OnD0KFDeeaZZ1iyZAlz5syhUaNGrFy5kr59+9KtWzcefPBBi9zNmjXj22+/pV+/foSFhfHZZ59x5MgRCgoKmD17NgkJCbi5ufH222+TlZVFeHg4Q4cO5ZFHHsFkMlFUVERkZCQ+Pj44OjpSv3596tWrR58+ffj111957LHHGDFiBJMnT2bTpk14e3tz5MgRgoKCaNSoEfv376djx44MGDCAWrVqMXDgQF544QVCQ0OZPn067dq146+jRzENGkRIaChHjhxh06ZNREdH8/C0acQ2aUL9+vXZuHEjHV98kV21ahEYGMhXX32Fb9265A0eTL6zM78HBdHCxYX+nTvj+/HHLJ0/n1fbteOVt99m9Pr11B46lPeio0mJiWHMmDFs27wZ4uPRaDRM6NGDjT17su+NN0hJSiI9PZ2oqChApOPv2rULgMT4eFJSUli6dCn5+fnExsbyv1q1GFSjBo8++ii5ubn8/PPPbNu2jRdeeIGYmBh69OjB448/zsqVK/niiy94++23Wb58OWvWrGH79u2sWLGCM2fOUFRUxPr16/nhhx949dVXObh6NTmurmzt2ZMNGzeyadMmpk+fzvnz5ykqKqJu3br4+/vj7e3NE088YXEK5eXlsXPnTiZMmEDLli3Jzc219GGIiopCURSWLFnCfffdxzPPPMOaNWv4888/mT17NsOHD+fChQuEhobSpEkTtmzZQqdOnTh58iQnT54ERLO62NhYAA4dOkRcXBwgHmDm7+yuXbtITk4GRF+N9PR0ANavX09ERASzZ8+mefPmTJw4kQ4dOhAZGUnt2rU5ceIEkZGRGAwGi96BGI23fv16QIwxXL16tSWz5HDp7PiMjAzrfUpMZN++fQDExcVx6NAhQDiVjpbORb8Vmfbt20diYuINZdq8eTPZpRkh69evJy8vD4DIyEiKioowGAw3lSk7O5vNmzcDkO7nR9T27ba6V68eiQMH2sp0+DCkpJB59ChHS6PrJ0+eJHHbNtixg7hFi7hUej9i9u0j68svATiwZQt5//wD3btz6e+/ry+Tlxf0728r0759GFJSMLZtS+TatRaZ1qhUEBCArk0bi0wFtWqxozSqn56ezvbSUYXJycns3r2b/fv3k5CQcO/ep+s9I+5B3Tv93nuQkED+J59YZErfv58Yf3/o0IHMpUstMqV+9x0nDh6EqVM5e/KkkMnfnzMNGgiZPDyI8/fn3KFDUFjIoaNHhUw1a3Js1Soh05YtxKxYQfITT4CHh1UmR0c2X7pEXv36sH+/kCknB8LDWXfqFIavv76r79Pu3bvZt28fRqNR6p6UyW5kys3N5fjx45hMJruRyR7vk5SpfDIZjUb27NnD+fPnK1Qm89pvRrnT7CdPnsyQIUNoe4dT1G4nzX7JkiWMHj3aJsoO0Lt3b2rVqsX8+fOv+VnXisxXq1YNZ2dnioqKcHR0pE2bNhw4cAB3d3eKi4vJy8vD3cGBYpOJziYT96vVzA8K4lJ2Ni8UFfEp0FClooFWy59lvEFmT4ynp6elHtzT0xNPT08KCwtxcXEhMDCQxMREatSowfHjx3F1dcXFxYX8/HzCw8OJi4tj4MCBXLx4kf3791tqukNDQ7l8+TKXL1+2GMoJCQk0a9aMPXv2EBoaSnp6OuHh4ej1elq3bm1pGHb06FH++OMPmjRpQrdu3ahXrx5bt27lr7/+4qOPPrJco3379qHT6TAYDBw4cIBz585RUlKCh4cH4eHhbN++ndjYWMLCwnB3dyc1NZW0tDSys7OpWrUqBQUF6PV6nJ2dCQoKsjTdq1atGmPHjiUpKYnCwkJyc3N5+umn+fXXXwkPDyc+Pp5u3boxYcIESkpKCAoKon379mzZsoXi4mI6duxIcXExVatWZceOHbRu3Zp9+/axdetWPDw8MJlMFBcX4+/vT7NmzSzZFRcvXqRatWqWzJK4uDhatmxJ7dq1Wb9+PUajkRZOTtSOj0edmcn7BQXUbtsWk8kk3nf6ND1r1GD/9u283qsX2xISUD/xBOv/+YcxzZrx2/nzvOvkhKppU6K8vSnatIl67dujW7ECXXIyOW+8Qa+MDLL69+fUH3/Q4cwZjKWZJerevUlISCCotMmi0WCAMp5Ms1czMTGR+Ph4MjMzCQ4O5vfff0er1RIREUFYWBitWrXin2++Yefp0zQ8f55YLy9COnfm5MmTtGzZks6dOxMWFkZqaipFRUWEhYVZGtQANl7NU6dO8csvv/D444/zxx9/oNfrCQkJ4cknn0Sj0fDll1/SpUsXmjZtepVXs7i4GFdX11v21E6dOpXZs2djMBjIzc3l/PnzNGvWDLVaTXp6Ol999RUPPfQQDRo0QK/Xk5+fj4+PD3q9HqPRyPTp03n33Xdv6Kn94YcfaNWqFYsWLeLDDz9k165d6HQ63N3dadu2rfQ+FxejmT4dU2goypgxaNzcxHonT0Y9ezaGnTtR6/Woe/bEUFCA2tkZtVnWI0dQnz8voqPXk0mjAZXq5jIVFmIsLMTB1xeTwQBTpqCuXRvTo49icnKS9+kukkmZMAHNRx+hvP02xldeQevnhyk7G5O7O1q1GtM//2Dq3VvIN306pldeQZuRgWnDBpSnn0azdi3Gzp3B3V3IlJKC6uuvUbdvj6FXLyFTejoGjQa1ry/qd9/F8NprqAH10qUYxo5FbTCgnjkT/bRpaBQFdVoa+ipV0CYloapSBb2DA9p334VJkzA4Ov6/vE9SJilTZci0c+dOCgsLcXNzo23p31L3ukz2eJ+kTHeHTJmZmfj7+1d8zfzo0aNZs2YNGo2GgQMHMmTIEHr27Fnu2tSbcTvG/ObNm+nZs6dl5JiZpk2bMmTIEKZPn35Ln22uUXBycrIY+S6lo6pSUlJITk5Gr9dbPCcA4UCGRkORSoXWZKKk9IYG+vqicnQkOzub4uJiVCqVpV5IrVZTVFSEySRq2823QqMRzcLM+x0dHXF1dSUnJwd/f39L+p2XlxdVqlSxGPomk4nq1auj0Wjw9fXF09OTM2fOkJCQQMeOHTl16hRqtZr8/HzUajWFhYU0aNCAgwcPWkbI1apVCycnJx566CE6duzIwoULefPNN5k/fz4mk4kpU6Zw4MABTpw4gZeXFwMGDGD9+vXMnTuX5s2bM2PGDHbv3s22bdtYtWoVBoMBnU5HSUmJJVKv0+lQq9WcPXuWKlWqMHbsWD799FP0ej2NGjUiICAAZ2dn8vPzyc7OJiAgAFdXVx5++GGaNGmCg4MDo0ePxt3dnR9++IEjR47w22+/kf1/7J13fFR1+v3f0yeTOuk9IQkJkITQQ5eiUlSQagVB7G0tqCgqFlDA3teGKKIiSBcLICX0AAmBkIT0nkzazCSZXn5/XOYGXN3F3fW7u/5yXi9ekMvMnTv3fuZmzvOc5xy9nqSkJPR6PVVVVaKZXnV1NZ2dnbjdbioqKsTCSa9evaipqcFoNBIaGkpwcDBz5swhKyuL0aNHo9VqycvLIy4uDlNBATfcfjv3P/ssEydOZM+ePQwfPpxTJ04wKzCQNq2W97dsoU9oKJVuN6VlZeL1DjSZSJfJmH311WS43Tyo19MvIoJeI0Zw6swZEo4fJ8RopHTsWCLi4pg0axa+77xD57hxnDh6lMF+fnhFRQkzox98IDiQ/x44HPDttxgnTcJ6+DBBTU1Ib74Zk8lEWVkZn332GXPmzEGhUKDT6cTrO3PmTCZNmiTuxn1e8l1YWMiBAwcYNWoUlZWVDB48+G/UMP8OvPHGG8yYMYOYmBhWrFhBTU0Nr732GtXV1bzzzjssWLCA1NTU33z+ihUrmDdvHmEXGsv9AosWLeLFF1/k22+/xdfXFz8/P5YsWcIVV1zBHXfcQUBAwL/9ff3PwWr9WwOx5mZhxt1sBo9pYlmZMOM8d65gyvfKK0KE2LhxXXn3/yzy8oSoshtvFIzzjh0T5qANBlzXXENzczPBwcFI/9XX6ca/Ds96OXYMgoOF6/T44+Dxyjh5UpiRl0jgs8/gllsujip84gkhxeDCJIjycoiK6lqHFoswJ3/NNV1meSAYQS5fLvg/HDkieC+A4Iw/daqwJh96SDCPbGoSTBk9niY6nTB3fz6y8z8NT+eye11348+EgwcPotPpCA0NZcSIEf/pw+lGN/4t+KPu13+oAZ7b7ebAgQNs27aNrVu3UltbyxVXXMGUKVO4+uqr/yZC65/Bv2KA98UXXzB79mxAkE9ER0f/UwZ4aWlpFBQU4Ha7kUqlpKSkMGHCBHx8fDhw4AAnTpzgk08+QaFQMGvWLAY4HNwul3NYo+FLmw2z2cxSt5vn5XLsLhe+vr5MtFrZZbfTcr6ao1arcbmELHuHw4Gvry+dnZ0olUrcbjfBwcE0NzdjtVrFBRIaGkp9fb1YAFAoFGKFSCqVijPUwcHBNDY2it3QUaNGkZOTQ2BgIFqtFpvNRlVVFaGhoRiNRtEsz2KxYLfbUSgU+Pj4UFpaikqlQqvVMnr0aM6dO8eyZctobW1l9+7daLVahg4dSkVFBTNmzMDnfEdFrVYzf/58MjIyuO2221CpVOj1em6++WYArrzySt544w0sFgtGoxG32y2+H4lEglQqJTExEYvFIqoVpFIpwcHBhIeHc+jQIQYOHIiXlxdBQUGMHTuWEydOkJycTEhICKNHj8ZgMLBr1y5+/vlnevfuzYkTJzhz5gxyuRyDwUBQUBAWi4Xm5mZkMhlms1k8h9HR0Xh5eeHv7098fDxqtZqHHnqIl19+mZ49e/LVV18xatQobDYbZWVlyOVy/P390el0PP7446xZs4aIiAjKysrIycmhV1gYQ/r1I2nECIxGI+vWrSMlJQVvjYab+/cnc8EC9u3bx48//kiAUomivJyrjUa2DR3KXVOn0tbQQExiomB2dviw4GheVfXrRk4Xmqrt2wfV1Tiuv56sPXsY3dKCzOkUstG9vdHpdKxbtw4fHx98fX0ZPXo0gYGBPProo/Tp0we73Y7ZbKa4uJilS5eyceNGSkpKSE1NpampiZSUFDGz/t+JM2fOkJ2dzbhx41i/fj3+/v7k5OTQu3dvJk+eTKInw/03UFxczFdffcXTTz/NokWLePTRRy+6N7W3t/PGG2/w9NNP43Q6Wbx4MUlJSZSWlhIYGEh7ezvBwcFMnz79d0Vb/n8BvV4wU3S54PnnhW1ut5Bj//LLgrmdJ1Jv/Xo4fz8WH/d7ExlaW+Hjj4X919YK+/D3h++/xzF9Ovv372f06NFiNbsb/yHs3i0Q5SFDhGt09qxgePfTT3DXXcJj3nhDiCEMCBAiE0NDhe2HDwvPe/VV4Tr/PXjW2vz5wj48Rlpr1woFH5NJKCoEBgrbN20SXmfbNoHsA9TUCMd3oQnkp5/CsmVCgsJ/GA6Ho3tdd+NPh+PHj3Ps2DGGDBkiJjJ1oxv/6/ij7tf/Z272gGhEtmXLFo4fP05mZiZTpkzhhhtuICoq6pL309HRQUlJCQD9+/fntddeY+zYsQQGBhIbG0traytVVVXU1dVx1VVX8fXXX5OSkkJ4eDjh57843n333Wzfvp3Vq1cTGBjIwoULaWlp+aei6ebMmcNXX30lSiNCQkIICgrixhtvZPPmzeTn53PNNdcwdepUPvzwQxQKBSlSKbmdndx9993k5+fj/OgjshUKqr29MVRUECKRcCfwrlxOucOB0+m8SM4BiHnlfn5+SCQSDAYDMplMJP0AsbGxVFRUXLQtMjKStrY2JBIJXl5etLW1id1UAH9/f3r16kVBQQH+/v5IpVKcTqcoebfb7eTl5ZGSkkJKSgqHDh1i0KBBPPbYY2zatImvvvqK1tZWQkJCMBqNhIeHk5CQIEayZWRkcOrUKYYMGUJAQABjx45l06ZNTJ48mSlTpiCRSGhra6OsrAydTofZbGbr1q3o9Xrmz5/PqFGjePbZZ9m7dy9NTU34+fmJ8pjq6mrCw8NRKpUYjUYCAgLEMYXg4GAmTZrEmDFj0Ov1fPvtt8TExJCQkEBlZSXz589n7dq1LFy4kA0bNrBnzx7KysrEfYwYMYJRo0aJ17S0tJRx48aRlZVFSEiIOA+jVqvFMQsfHx8ef/xxLBYL2dnZ3HvvvRQUFJCdnS2aGhqNRg4dOsTcuXPRaDQ8/vjjxMTEiNL4yy+/HKVSyb59+5g+fTopKSm0tLRQVlbGwIEDmTVmDGqVik0HD4oFiDC7nem9exMwcyZrP/uM0HfeQf3aa2QcP87X+flc/fzzRIaFwQMPYIuKwnjDDQQfPixEk3m6WvX1grt4fb1QEPgNtLW1YTAYxPXZ2dnJqk8+Yda0aWSOHMlPP/1ESHAwJZs2EWk20xwVhTUqilmzZv1bcjbdbjdP/uUvTCooIOLdd/EPCBCVAJeKDRs2kJubi9FoZPjw4VzvyTgHtm/fjpeXF+PHjweEwt+dd97Jq6++Ss+ePQEoKSnho48+4p577qGjo+PvKgF+cfC/n7D+r6G6WujKXxjB98MPMHiw0IVdvlw4B4sWCQTJc//98ksoLhY6sJcaPeh2Q3a2QPZ++AEmTBD2XVNzcd54SYlAxH5vdF43/jlYLHDuXFeKwnvvCRGHnk75Y4/BvfcK195znb77Dvz8hLVTVtaVtKDTwenTgpLjUj47n34qrKM77+x6PYMB7HaheDBjRtc9r65OUI2MGtW1Njo7hajFp58W1B4WC0RGCuv5wnVZUyOoobpVOt3oRje60Y3/Q/yfkvkL0dTUxNatW9m6dSujRo1i4cKFl/zcvXv3Mnbs2L/Zfsstt7B69WpWr17N/F9GIgFLlizh2WefBQR3/UcffZQvv/wSs9nM+PHjee+990RTu0uB5+SNGTOG7OxsbDYbMpkMlUolzuPKZDKuvfZatm3bRmRkJBEREZw9e5bJkyejVqupqqrCx8cHRW0tXkolboOB62w2vkpIwN7Zictu5+D5OWeFQoGfnx8pKSkUFxcjk8morKzEZrOJ8xcul0ssKkgkEpHwe7rzHvWAh9x7CJjneVKpFIlEIv6/0+lEo9EgkUjw9vams7MTqVSKn58fTU1NuFwuNBqNOOfv5+fHiBEjqKioQKPR0NTUhMFgIDo6GrPZjM1mQ6PRYDKZaGlp4f7772fdunV89tlnPPDAAwCkpqaiVCoJDw9n4MCBXHnllX9D+kwmExqNhs7OTp599lkqKys5deoUGo2G5uZmEhISUCgUVFZWMmHCBMxmM7t27cLhcKDX63E4HISGhqLVamltbSUgIID4+Hj8/f1pbGzk6quvZsqUKbjdbk6ePElWVhZLliwh6AJC8uGHH/LJJ59gtVoxmUy0t7cTGhqKSqUSIwEbGhqIj49HpVJhMpnEn2NjY5kzZw46nY74+HgyMzN58803sdlsFBQUcO7cOXx9fXn22Wf55ptvuOqqq6iqquKLL74QxyfCwsLEwkG/fv1Qq9Wiz4BntMNsNtPc3MyzSiV1TiftUikx8+fTumwZ41etYm9pKUe+/RaH203CiBE4HA4mTpxIdXU1CoWC/v37I3G7hS+5330ndE79/bvk0C7XxdLoykrQagX567x54ImMe/NN3F5efNvczBCdjny7nbrevWk1mxkzZgwDBgwQi2hOpxO9Xo/FYrmoyNfR0QEgRvtdiJrVq9EvXUra7t1dX9h/J3744QeGDh3K888/z8qVK2loaCAqKorHHnuMF1988aLowNraWiIjIy9al++++664BpcvX476t+LXLsSzz8KIEUKM4f9veOYZoTvqWSNr18Lo0RATI5Cm2FhBLRIdLcSMXSp27YLx47vk2ACvvorrppuodzqJ8PNDWlAgvN4bb/z5iyn/abS1CVL2nTsF+bpUKqgwpk/vKtzk5MCePRcXDU0m4e8vvxRiEz3rxGqFiROF7vmljhL99a9dHX8QyP3OnUJ03S8jMH+twPb223D//fD660JRITJSKBIsWNB1rC+8ILy3hx++uHBVVCQUjv4g1Y7L5aK+vp6IiIhumX03/jToXtfd+DPij1rX/zEy/2fAhfPodrtdNMQyGo2iY31raytut1ucqZdKpahUKlGqHRISglKpZPDgwcilUu7082Ob3c6JigoaGhroVVdH5vjxpC9YwDvvvMPY0lJyJRK8Ro6ksLCQKVOmoFyzhhfq6oiIiCAkJIRTp04xcOBAcnJyaGtrE2fL29ra6OjoELvwF15SiUSCWq3G6XRis9lQKBRERETQ2tpKR0cHMpkMiUSCj4+PmJeu0WhE53m3202fPn1ob29HKpXS2dkpqglGjhxJS0sLjY2NjB49GrvdTmVlJdXV1TQ3NxMVFYXBYKBnz56Ul5cTGRmJXq/HbDYjk8nw9fVFIpEQEhKCTCajZ8+eGI1GrrvuOnQ6HTNnzmTPnj00NjYyZswY1Go1zzzzDHv37hXjenr06EFLSwv5+fnie1YoFOj1evz9/UVnS39/f1JTUwkPD8dgMDBy5EhmzJhBY2Mjd911F3feeSfXXXcdOTk5rFq1ihtvvJGBAwdSUlJCjx492LhxI/7+/vj5+bF9+3b27t0rKiOkUilBQUF0dnYik8nw9/enrq4Of39/rFarqCjQ6XQ4HA4WLVpEYWEh586dIyMjA51OR0VFBenp6fTv35/S0lIKCwvJz89HIpEQHR1NZ2cnffv2xdvbm8rKSurq6khNTaV/v350NDTQIZEQGRnJ2M5ODn3/PbWXXcZzzz+P1WqlqKgImUzG+vXrSU5OpqOjA4VCwYKbb0by4oswZQq1FRWoduwgODpayCZ/4gmBjM6ZI8yRnjwpzEdPmSJ0ZKOjISlJIFgemeqnn2Lv04f8Tz4h+Jln2L9/P/n5+aL3hEQioafZTF1gIEq1miFDhpCdnU1LSws2m40pU6Zw/PhxrrvuOiIjI4XX+fpryMgQCgm/oyP/a8jKymLVqlUAPPXUU/z444/ccwnZ5Y2NjZSWlqJQKDh+/Dh33333P36xU6eELuP5kZL/r+B0dpE5D0wmoRP72GNCzr1SCUaj0KEFYcZ+yxZBQfJbJPzVV4Wu7eHDXZnz33+PU6nkoELBCKMRmVotdFKnThXWTDf+OHz/vXAda2uFUZ/kZEEZcV7V8nfx5psCcU9Ovvh66/X/Wgfc7RY+czNnwrRp//jxZrNQuFy1SiD10DV3D7Bjh9Ddl0qFx06eLGzPzRXW+fbtsGTJP3+8fwcOh4NDhw4xfPjwbpl9N/406F7X3fgz4o9a138YmT958iTr16/n0UcfJTAwkKeeeoqlS5f+ywf83wTPyZNKpSQnJ1NXVyfOk3u61D179uTUqVOMHDmSvXv3ik7dZrMZPz8/VCqVaKLXr18/duzYgVwuJzU1lRMnTpAWGsqV1dW86+vLdSYTGyQSHna5eE4qJSkpiTtuuYXORYvI792ba0eM4IvGRvr27cuhQ4e4Oz4eZ2wsyzdvpq6ujgEDBjBz5kwee+wx9Ho9arUavV6P2+1GqVTicDhEgu92u8Xu/IWdfE8RwLPNUwAAoaOqUqmwWCyA0PVPT09HrVZTXV1NaGgoaWlpaDQaduzYQWtrK35+figUCsLDwxkxYgRHjx4lPj4eiURCdXU1xcXF9OjRA71ej9PpZOzYsRw+fJjLLruMDz/8kAkTJlBTU8Orr77KyJEjeeihh7Db7bz22musWLECi8VCW1ubGPEAiIT/9ddfJyoqCrfbLZLj77//Hi8vL+Li4pDJZBQVFSGRSNBqtVitVsxmMwEBAbS0tBASEkJaWho9evTgkUce4eTJk/zwww8UFxfT3t6Oy+Xi/fff5/jx4wQHB+NwOPjkk09obm6mra2Nmpoa0ZPAI8lXqVSMHj2agoICWlpaRGNDs9nMnDlzyM3NJT8/n6SkJKRSKenp6UgkEgYMGEBRURF1dXVUVVWRkZFBRUUF1dXVBAUFieMnkZGRBAUFsXPnTkJCQkhJScFkMhEYGMh1111HZ2cneXl5mM1mZs6cydGjRzl8+DCXX34533//PZGRkRjq67lmxgwGpqcLZOzMGaGb+uGH8Oijwja5HFpahLnoYcME0vRLrF4Nl18ufMlvaKDS7Ubt7U3YqFGwcCE88ww1339Py9GjRPXrR/DcuWRlZ1NWVkZmZibr//pXLjeZMBcXk9urF61BQdw9dixRQ4fi1mgoKCggMjKSAC8vgUz8jg5sXV0d33zzDU6nk3HjxtG/f//fdW9YsWIFERER3HDDDaJiZsmSJcTGxrJgwQJRhWB/8EGkjz+OPDLyd+3/TwmnUzBAu+8+gQB6iiHPPiusBx8f2LhRIPTjxnXNUP8S27YJndFhw7queWur0NGNiBAUAYsWgVotFA9+r1FkN34btbXCeU5I6Nr21lvCzLqPj3CN9XrB0O6RR/7x/l5/XSDJl1BM+92oqRHM8i7lvpCXJ8zTXzjy8dFHgimfUimY5Pn4CEWCtjZhvwCLFwt/3nlHuDd2q0C60Y1udKMb/2b8YWR+4MCBTJ8+nZ07d7J582YmT54s5vP9WeA5eTKZjKioKDGmq7m5GS8vL3r06IFMJkOpVLJy5UoaGxt57bXXaGtrE7vTffr0ISAggOzsbJEMa7VaOjo6mDZtGocOHeKeyEjaTCYi1WqWV1cTr9dT5udHQ0MDYZ2dDPX15VRUFE/o9dxvNtM7NZXJCgXJLhfj3niDZm9vZs2aRa9evcjNzeWqq67i3LlzmM1mvvzyS9atW8cXX3xBW1sbCoWC5uZmUVHgIdqNjY0XSds9RQtPtIJHUnzzzTczefJkNm/ezO7duzEYDLjdbiwWCzKZDJlMRmxsLHK5nMjISI4cOSKa6CUlJREcHMz+/ftRKBTcdttt9O/fn61btxIcHMyZM2cIDg5GpVKRl5fHyJEj2b9/P0OGDCE/P19UC/Tr14/S0lLuuecekpOTWbJkCWPGjMHf35+GhgamTp3KuXPnGD9+PNnZ2axevZqamhpRKZGTk4Pb7cbb2xt/f3/kcjn19fWMHz+e+vp6Tp48yeTJkyktLSUvLw8/Pz9MJhPe3t4MGDCA6upq5HI5ixcvFiP6Zs2axbBhwzhw4ABvvvkmIHRyhwwZIsr+Dx06JI4JtLe3i+e4T58+dHZ2YjAYRFm3RqNBp9ORkJDAoEGD0Ol0WK1W2traUCqVYsTekCFDKC8vp6WlhYSEBOLj42lsbKSuro68vDwGDx7MuXPncDgctLa2EhUVRUpKCn379mXv3r3Mnz+f9PR0jh07xqxZs9BoNFitVlauXIm3tzcTJ06kT58+GAwGdDodmzZtYsyYMQwZMgQQTGxCQkKI+y3pe2Gh0JmOjobevYXZ1BEjhA7X8OHw/vuClLWwUHCavvtuoduVmsrxkhJ8jEYSrr8ehUpFS0sLm5Yto+fhw2QNGkRfuRzfQ4cYccst2Coq0Dz6KLLfIoC/gr179/LKK6+wac0aFHq94LZ9HgUFBeK67d2799881+12s3nzZjo7O/n++++54YYb6OzsJCYmho0bNwpFMZeLy/fswatvXy5bvfqSj+tPjY8/htRUGDCga475u+8EmfKYMQLJnzBBGOO4554u47IL4XAI6+juuwWTNQC3G9cNN9B4ww2EDR6MNDJSIPgffCAQNICGBmhvFxzRPSqSblw63O4u2fr773dtv1CBsWiR0J339xcKMv8IHoO6/wb1xH33wYoVXaZ3Vqvw3jQa+PxzIZ0BhPvUrFnCTP4bbwjry+kUfr6U0ZvfCZfLRXV1NTExMd1y5G78aZCfny+u60v2oOlGN/7L8Ufdr/8wMj9s2DAOHz7M8ePHWb58ObW1tRw+fPhfPuD/JnhOnoc8abVaoqOjaW9vx+1243Q6xUx4j9lfjx49WL58uTjXPmrUKH788Ufq6uqYNm0a+/fvp6Wlhf79+9PU1ERnZycNDQ0sHTSI92tr0fj40FZYSD+JhLKkJCwNDcz7y1/4Yu1atKdO4TdiBFlnzoDVikMiIUKvJwzwnTaN6upqQkJCOH78OBKJhIyMDGJiYigsLEShUBAdHU1OTg5JSUk0NzdjsViIiIiguroavV5PXFwchw4dEjMWPXJ7Ly8vcWbearXicrku8g3wjBbYbDaxiy+Xy1EoFKjVatrb2wFEAm02m/H19SU1NVV83WPHjhEcHIxarWbBggV88cUXXHnllaxevfoiV/nJkyeTnZ3NgQMHiIyMpKWlBa1WS2dnJw888ABjxoxh/vz5hISEMHPmTG699VYqKipISEgQvQLy8/N58803OXPmDL6+vmRnZxMcHCzmOLa0tODv709MTAwGg4GysjLxPbpcLgICAhg/fjxbtmzhtttuY9OmTQQFBZGenk5ubi5ms5n09HQCAwNJSEigvr6effv2sWPHDj788EMaGxtJTk7mk08+oampiaamJpHEX2i45snBVCqV4qhD3759cblctLa2AjBr1iwqKyvJycnBYrGgVCqxWq34+fkhl8tRKpX4+voSGBiIzWYjMTGRr776ijvvvJOsrCysVit6vR673U50dDQtLS243W6CgoJIS0ujo6OD7OxsUlJSyMzMZOrUqXz55ZfI5XJ0Oh0pKSmcPXuW++67j23btqHX63n00UcxmUy/nmbx178KXTy5/G8l2HZ7V8f/gw8E4yrPHO2FKC0ViNrgwRQeOMBH69fj3d7O5Tk55M2YAQEBzJ8/H++iImH21eOmDgJ52LIFrr4ag8vFxx9/zCMxMXDwoCD5PY/Dhw+L0ZHDPA7Zv4DL5eLWW2/liiuu4PPPP2fNmjWEXlBMMLW1Ic/O5tDrr6O6916GXX31373f/H+B9nbh+sbHd23T64VtJhOEhAjXKytLuMYXKj7Wr4dJkwRX9MsvF2awL4DriisoGTqUxJEjkXkSSx57rGtm+qOPhILBRx/BU091Sfu7cWk4eVLoSre0COcxNFQwi1u5UlBDAHzzjVCkmTy5K+rtX4HJJHTMx4zp6oaDUPyLixPWwoVwuwW5/CWa3P5dZGcLIz4TJwoKJI+Mfu1aoSDVt6/QiZdIhM7+6dNw003/+uv+Ag6HQ3T97pYjd+PPgqysLE6dOkVGRgajRo36Tx9ON7rxb8Efdb/+w8j8lVdeyU8//QTAJ598wt13343NZvvXjva/DJ6T5zGR8/LyEqXXRUVFhIeHk5eXJ+YJNjY2olKp6NmzJzfeeCNffPGFmCsfHh7OmDFj2LFjByaTCX9/fzQaDRs2bOCNN95gzZo1hISEoFAo8NZoeLiujk8SE5ly5AgP2e3MmD2b9PR09GvXEtzUxPednWRZrWiUSp5qb+flkBAGDhmCqb2dMQ0NlPTuzdGCAlwuF/Pnz+fE8eOU5ORQYzAQGBSEl5cXLS0tTIqNJa6khL19+4rvZfjw4VRVVZGYmMju3bspKirC7XZfJLH3SNWLiopwuVwi2QdQKpWirN9ms+Hr64tGo6GhoQG3242Pj49o4OaBRqNBq9WKBm9BQUFiasDBgwcZNWoUbW1tAAQEBNCrVy82b95Ma2srGRkZKBQKDh06hK+vL4MHD6aiooIzZ86g1Wrp378/U6ZMYffu3ajPz2jfdNNNtLa20tzcTE1NDT///DNyuVzsZv/www8EBASQnp6OVCqltbWVyspK/Pz8OHPmDBqNhkGDBvHVV18xaNAgqqqqcLlcjB8/HofDIY5bXHvttYwbN47CwkKOHDnCfffdxzPPPCNK5wsKCpg+fTpLly4lLy+PtrY2JkyYgEwmo7y8nNraWhISEmhtbSU+Pp6srCwMBgNqtRqpVCpK9D3jEb6+vkRGRpKYmEh+fj7FxcXMnTuX7du3ExQUhLe3N8HBwdTU1Ig+A57Ovd1uJywsTCwemEwm2traCA4OJigoiCFDhvDkk09SVVWFWq0mLS0NgKKiIn7++Wcuu+wyNmzYgMFgoL29ncGDB3PHHXdQWlrKwYMHSU9Pp3fv3qjVahobGwkNDf23uN0XFhYSHx+PzOnE2N6O/fnn2drWRmi/flzb1IRh0SLUvr6oVCqBGCiVAtEYM0Zw0fbxEUikzSZ2ei+FzAPiY7Kysv72C0l9PbjdOAsK+Os333DVE08QHx9PS0vLRUaL3UC4Lt9/L8iuvb0FktjQ0EX6Dx0S1BynT8Pttwtzy78kcjfcIHTc09PBE3WUnS2oAGQyoWv84ovCNo1GeFw3Lh2rVgmqmqQkaG6GsDDB/O3QIaFAB0JhprAQhg79/ft/7z1hdOLCkRe3W4jg3LxZ8Fjw4NFHBbPOykphLt7z2NdeE/79S4n/P5Mq0d4udN5vuklYd57CUmkpFBQI7v1z5gj3DpNJMP/zFDW60Y1u/F1c6u/YbnSjG38gmc/OzqZfv36iA/TmzZt/NQv+fxmek+fr6yt2l+Pi4vDx8WHEiBEYDAZ++uknRowYwS233MLmzZs5c+YMZWVlREZGkpqaSkNDA5WVlUilUsLDw/H19aW0tFTskvbr1w+dTkdOTg4zZsxg2bJl3H777Siys4l3u5k2eTLXbNqE0Wiks7OTRKWSEbGxlIWHU19fj5+fH5pjxzjpdGLVaOiZlMQ4hYLeZWW8FRmJyWwG4PMBAzhz6BDnJk1iz8mT9OnTh9QePej1xRecnj6d5rNn+bm6GhBm6Gtra5HL5SQnJ5OUlMTmzZsFszqbDX8vL5yhoVRVVYnRa06HA6lMhlarFTvNFzroeyL3PJJ1X19f7Ha7GN9WWVkpZsxrNBqkUqn4OLPZjEajEU3+QkNDsVqtxMbGctlllzF69GhOnjyJ1WrFbrdz/Phx+vfvT3p6Otu2bSM3NxeFQkFUVBRDhgzB39+fffv20dHRQUhICHfeeScqlYpPPvmEBx98kLq6OoYPH84777yD0+nEarUyevRokpOTOXbsGOXl5Xz00UdIJBICAgLQaDRUVVXhdrtFX4KePXuKbvujR48WVQ8KhYIBAwaQkpLCW2+9RUBAAL6+vvTr14/q6mqkUikRERE88cQTHD16lJUrV1JfX0+vXr04d+4c1dXVREZGUlVVRWRkJAkJCRw/fhx/f39RMXLjjTeya9cuBg0aRHt7O3v27CEyMhKXy8W8efMASExM5Nlnn8VisZCRkUFGRgYRERGsX78euVxOS0sLUqkUf39/Xn75ZebMmUNFRQUKhYIxY8bQ0tJCaWkpVquVcePG8eGHH5Kbm8sHH3xAUFAQy5YtY82aNUilUk6fPs31119PeXk5R48eZeLEiaxbt46UlBQuu+wyjh49Sq9evWhoaCAyMpLx48f/ayS/pAT27uWvDgfugwfp8PEhMyeH/v36oXnpJXQWC2++8QbXnDrFsIkTOWGz8ZPVygM1NfhOmQIxMRRv2IAhNhZ7nz4MGz68a9+nTwtf8gcPFlQEnuPU6wWTvnnzuqS2X30lKAv696fm1Ck+/+47EhIS2LRpE1988cVF7vltbW14e3ujvMSItnfffZepU6f+eXLvnU4hTuxCWf2338LVVwvnPDcXbrtNmMWeO/dXiZlr1iwMvr74vfeeYIAHwtx0W5tA3Gtru7q7v4yy68bfYu1aoSvtKTytWycQZ5dL8DlYtkwg02bzryto/h5+mZJx+rQQI3fHHUKxTaUSCPiyZYKKoqpKSD8A4d9btgiy+EceEQwRJRJBMXD0qJB04HZ3fQ7dbiGCs7ERLoikvCQcPy6M3/yy+JaTI0jvX3+9a9uBA4IrPwiqEX9/oZD0L8LpdFJeXi6O9XWjG38GHDhwgMrKSuLi4hjp+dx0oxv/4/ij7td/GJmXSqX079+f2267jRtvvBF/f/9/+WD/2+A5eSNGjODw4cO4XC4xH9zHxweHw4FKpcJsNvPYY4+JDud9+/blgw8+wMfHh7q6OoxGI97e3nh7eyOXy7FarTz88MMsX74crVbLoEGDkEgk7Nu3D5VKxU033cTixYtx1tXxxvvvs/LDDwkICBAVAq2trSiVSvz8/AgICKCmtJRUjQZbjx6MO3iQszNnkqFUYoqJITg0lLffeos5ISH8rFJxVWgo48eNY/777xMaEECg08meoiLeVqtZFhBAeEQEpaWloiu93W4XCxn5+flcpVCQptezVKkkJiYGl8tFvNPJ7NJSdgQHs7G5GZPJJB4rdJnqKRQKbDYbXl5emDyxROehVCrx8vLCYrGIyQCeD4KXlxdmsxmFQkFYWJjoBu8h/p59RUZGotFosFgsqFQq3G437e3tJCUlUVZWhpeXFxqNhpCQELy9vbHb7dTX12Oz2fDx8aG2tpbo6GiuuOIKSktLxTU9f/58srKyKC4uRiqVYrFYsNvtVFVV4XQ6qa+vx+VyMXz4cLKysoiMjOT06dMEBATQ3NyMWq3GZrMhl8sZPHgwCoWC8vJyrrrqKiQSCRs2bGDQoEH4+PiQnJzMrl27aGpq4rPPPqOqqori4mIcDgd1dXXodDpcLhcvvvgiCxcu5MyZMyQnJ6PX68nIyGDt2rUolUoyMzNRq9WcOHECgISEBMrKynC73YSFhXHNNdewceNGCgsLUavVKBQKIiMjRUPB8PBwxo8fz88//ywWYTIyMvjuu+/o7OxErVaL57KhoQGHw4FcLic8PJyGhgbUajXDhg3jpptuolevXoIrPULk4Mcff8y0adNoa2sjNzeX4cOHU1lZSVRUlDiqc80112C1Wi+Kh6upqaG4uBiNRkNGRoaYTvBbxN/tdouFoLNHj5L9448Um81IFQruu+8+cnNz2bRpE+np6UyaNIlt779Pfx8fRj3+OCfuuQdX//74dnbSq18/gayo1fDSSwK5WLNGIBB/+Yswg+12C13KujqBdAI8+SQ895ygAnj0UdYNHIi3jw9OpxM/P7+L4jdXrFhB3759mTRp0t+9J5WVlZGVlUV1dTUWi+VPZzp6EdavFyT3Bw7AAw8IHfuWFuG8/8osvWvePKrCwohetqxL3qbTCUaMY8cK3XkPuXr8ccGp/P93w7KGBuE8L1ggqBU8qKkROuXTpwsqB7tdKIZ4lBKLFgmfhTNnBNf6S50Vd7sFszilUlDGpKQI2+12geDn5AjS9lmzhA7/wYPCsdXVCfF306cL+7DbhX3s2yccn7e3QLwHDhTGMz76SDhGEAz6ZswQ5vyffLLrfebnCx4AV13128ebkyOoOdavv3i7ySS8/oUyymPHIC1NUIw8+qhQaAgM7PKG+CfhcDjIycmhf//+3TL7bvxpkJWVRX5+Pqmpqd0y+278afBH3a//MDJ/+PBhVq1axTfffIPdbmfGjBnceuutv5oP/78Kz8kbPXo0NTU1YgTZtddeS3BwMBMnTmTBggWEh4eTmZkpxrxVV1fj7+9PbW0tcXFx9OrViwMHDjB79mx++ukn1Go15eXl+Pn54Xa7aWlpob29HX9/f/R6PT4+PgwdOpSoqCi2b99OU1MTGRkZbNmyhYULF3Ly5Ena2tq49tpr2bFjB4aWFt4KCODdtjYmh4TwhsGA227nRrebXVFRjLLZ2ONwEBwZibm1leedTkrmzsW9ahVrAgJYvHgxbW++iWLgQNacPo1UKiXz3DmCZDI+9fHBbreTkpLCZH9/TjU1EXz0KJ/5+uLl5cWAAQPwP3EC9YgRDBs4kGXvv8+CO+7g/fffR6vVUltbi7e3N0899RTr1q2jvr4enU6H3W5n4MCBnDlzBpPJhNlsxuVyiVJ9iUSCQqFAKpWKyQFtbW3I5XI0Gg0+Pj7odDqkUinBwcEYjUYcDgdKpZLOzk7kcjmxsbH4+/vT1NQEwP3338+BAwcoLy+nT58+1NTU4Ovry7lz53A6nfj6+qJUKpk7dy67d++moaEBvV6Py+UiIyODpqYmEhISGDFiBGVlZdTX15OXl8f777/Prl272LlzJyNHjuTEiROio/0111zDli1bRHPC5uZmUdlx4sQJ1Go1DocDmUxGdHQ0RUVF+Pr6YjAYALjssssYMWIEubm5WK1WlixZwvHjx/H19eWaa67h+PHj1NbWkpSURGNjI2fOnOHLL7+kpqYGo9FIQEAAWq0Wk8mEXq8X17bHA+KZZ57h+++/p7CwkLq6OoKCgujZsycHDhwgMDCQ4OBgsZhjs9nQarWih4Dv+TXQ3t5Oc3MzISEhdHZ2YrPZ8PPzw2w243a7CQ0NJSgoiMTERKRSKfv27SMsLIy6ujri4+O59957GTt2rDhv/uGHH9LQ0ICvry91dXXYbDZCQkLEAqInxi4kJIS2tjbS0tIYOXIkSUlJv7uj7zF9BIH8P/HEE4SHh5OdnY3dbkdis3G3QkH6ffexde9eAK579FFcLhc+P/4IffoIHfjnn+f8ToTc7NhYoRvsidf6+muhu3fFFXR2dvLcc8+B243W25thY8awYcMGwsLCePrpp3/zWJ1OJ48++ijXXnstmZmZvP/++8yYMYOYmBjxMXl5eXz44YfccsstDP5FhJ/JZBIVEcMvVBv8t6KjAzZsEBzFPdf1+HFhNGL2bOFnt1sgmdHR0NkpON3/svv63HNC5/+hh7qM1v76V8Fo7wLTwz89jh4VztX06V3bjh8XyHN4uCBx98DtFsZOCgqEMZTWVoH4es57YaEgt1+yRDi/v/alxe0WJPipqV2fg/x84TimTxck8c8/L5D4V14R/A0cDoFwr1wpzKH7+AjO+S6XUIDxzOe/8IKwP5NJkLv37i0ciydKbtEiQZbvdAoqgpdeEhQ74eFd6QaLFwvd/aYmYf7911BYKPy5FNXh2rXCZz4lRShyOJ2CisAzBtCNbnRDRLfMvhvduHT84TnzZrOZb775hk8//ZSsrCzi4+O59dZbueWWW/7nJaCek+fv788NN9zAxx9/LHabPcZiRqMRl8uFn58fYWFhXHXVVTQ1NVFSUoLFYiEgIACbzUZ7ezteXl4kJSURel6ibrfbOXjwIDKZjIkTJ5KdnY3JZBJzyj0z5z4+PnR2duLj40NbWxv9+vWjsLBQJLmNjY28HRbG9sZGCuVyqpxOIiMjuaOigjf8/HjGbuf9hAR0Oh0ymYzLpFISrVY6o6Ioioykrq6OUC8vOq1WHlm8mPFRUWx/+mk+tlhQ2mxYvbzQ6XTc39jImz4+BAQFESyX8/Dy5XyxfDleTic/VFRwdXMz5vR0vj8/Wx7gdBIQFERBfT3Nzc0MGTKElJQUduzYwdChQ+nZsye7du3i3LlzXDdhAgnffcePvXuTU1JCZ2cnCoUCq9WKXC4Xo/Q8XX4PqTeZTMhkMrE773a7kclkuN1uYmNjxdn16dOn8/rrr4tu+R5PAJfLxU033cRPP/1EfHw8R44cobOzk3HjxjFv3jwWLVqEn58fNpuN6667jtLSUsaMGUNTUxOVlZU4nU7y8vK47rrraG1tpaamBovFwt133y0Sp7q6OhQKBf379+fAgQPk5+eTlZVFamoqOp2OxMREOjs7KSoqYsyYMRQWFmI2m8Vs++bmZiQSCQsWLBAIpkRCTEwMJ0+e5PTp0+Lse3h4OAaDgZiYGDIyMjh16hRPPPEEkZGRbNiwgfz8fGQyGSdOnCAxMZEtW7bg7e2NxWIhJCSEWbNm8fnnnyORSJBKpTQ1NbF69WocDgfr1q0jOzuburo6IiIicDqduFwuJk6cKEr59Xo9N954I97e3qxbtw61Wo1OpxP9Jjxxfp7j7927Nz///DN+fn4MHDgQENQY7e3t9O3blyeffJKSkhLMZjO5ubncf//9SCQSbDYbJpOJgPMEYdu2beTl5ZGUlMS1114rzMb/kzCZTDQ1NVFbW0tNTQ3R0dF4e3uzbds2JkyYwM6dO2loaEClUjFt2jSGHzsG48bh6NOHH3/8kYKCAu6aOROfb74RyJGn4+B0CjJfg0H4t68v7h07sHp5sfj0aQYOHEheXh7Lli27WJpVVwdNTegiInjrrbcYPXo0V553Yj958iSFhYXceOON4sNXrlzJjBkzWL16Nenp6Wg0Gq666io6Ojp4/vnnmTVrFhs2bODZZ58Vixh/A7dbkDxPmIDb7f63+Br822AydZmRVVfD/v2CBP/BB3GtX0/pkCEkZGZefA7dbvj0U7j11q5tjY1Cx/RfyTL/X8OTT7I9JYXLhw9H3bOncC6LiyEjQyDO6eldRZPnnhPOcUWFMK/ucAiz4xERwv+3tgpd8+zsrkLWL/H110LxYP78LiXF/v2CcV1cnEDqMzPh7Fmh6+65Prm5ArnOzhb+34P164Ui2enTXeoXp1Pogl9xhfCzR9mSlycUG6xWgVBnZAjr4Ntvu0YFsrJg9GghFvGVV7ree12d0PG/4Ybfd37z84XiSFCQMJ7gdApFh39RPeN0OikuLqZnz57dMvtu/Glw4MABysrKSEhI6JbZd+NPgz/qfv2Hk/kLUVpayqeffsrnn39OfX09V1xxBTt27PhXd/sfg+fkRUVFkZCQwLlz5zAajQQGBtLR0UF7eztSqRS5XC7KylUqFT4+PpjNZjIzMzlw4AA9evTA6XQKs+VOJykpKVRWVnL11VeTmZnJhx9+SHR0NKmpqZw8eZLS0lK8vLwoKSkRXcZLS0sZPHgwDQ0N9O7dm4MHD6JSqairq8PX15frpk/HZLVSWV1NRkYGJpOJhs8/x+l0EiaVss3PD39/f4YNG8bBgwcZ3tbGNrsdqUIhdtCvcrsJVqs5ExKCIzAQY1UVL0VFkbxmDds2bMB7/XqWNTczqGdP/pqYyI1lZcy3WPi0ooLgkSNp2b2bd++9l9rLLuPcuXNcVlhIwbZtLHa70Wi1SKVSYf47PJxWl4uamhqcTife3t7c2NJCZY8e9OjbF0t4OFu2bKGxoYGxbjcGqZSTICYEgGCYZ7PZcDgcuFwuvLy8RHd9jyzfA8/S9pAShUJx0eNdLhdyuZyIiAji4uIwmUxIJBJOnjxJSkoKPXv2ZPfu3aJDvE6nQy6Xk5SUhFwup66uDofDwYwZM5g8eTKBgYHs3buX2tpajh49SkREhEjIr7rqKlpaWjh48CBqtZqQkBDq6+vJz89HoVCI7v6pqal0dHRw6NAhEhISsFgsNDU14efnh5eXF263WzToGzx4MGvWrGH48OFMnTqVdevWMWjQIEwmE5988gmjRo3ixhtv5IMPPsDPz4958+aJKQwbNmygvb2dvLw8zp49i7e3N71796a4uJiWlhbMZjM9e/YkICCAPn36UFRUxKxZszh+/DgqlYri4mLRDLKkpIRJkyaRmZnJ7t27RU+CwsJCKisrGTBgAOHh4SQmJrJmzRoMBgNKpRKbzUZbWxt+59eoR0GgUChQqVR4eXnRp08fMjMzCQoKYubMmWjPd1g919TtdrN27Vqys7OZO3cuffr0YePGjQQFBTFx4sS/+zl3OBx0dHSgUqlQKBTI5fLf7Bq0trbS2dlJREQETz31FOMGDyakRw/WfPEFl19+OTExMXz99dcsXbqU6upqampqGDBggBjtyPbtgmx87lxhjnf2bGwvvYTE5eJ4Whr7mpqYccUV9EhMRH76NOzYAXfdxXvvvsvEO+8kISJCkBgDzqNHefi770Q1gdPp5IknnmDlypW8+OKLSCQSYmNjqa+vp66ujnvuuYekpCSOHDlCQUEB8z2mZb9EbS18/DEFs2fz3XffsXDhwku+Z/6foKxM6Na+/LLQKa6thZMncSmV6I4eJeTDD//xL1G3WyCbN9wgROMFBl7cmf4Twn30KDe//DLPulz03LhRINM1NYIE/YMPhFnzpCTBE+LNN4VxEhBUDOPGQXJy1848nfJnnumKB/wlTp0SZOcbNwrPDwwURlE88/X19cLMvUwmmMh5JPwOh7DvMWPgmmsu3md+PgQHC+Z7Hvz0k3A9x4/vUgi43cKMv0IhvD8PnnpK+HPsmCDJ9/aGTz4Rrn2fPsJjli4V1td11/0+V3y3WzAGfOMNYdYfBGXCv6iC8RSM+/bt203mu/GnwYEDBygoKKB3797dZL4bfxr8Uffr/1MyD9DR0cHatWt58skn0ev1Yif7fxGekxd03v19zJgxfP/99yQkJGAwGGhpaSE6Opqamhq0Wi0NDQ2iVNzlcgEQExNDU1MTAQEB6PV60fk+OTmZw4cPY7FY6NevH7GxsahUKmpqalCpVHR2dl6UNT58+HBef/11Bg4cyNVXX41Wq2XNmjWcO3eO3r17c+DAAYKDg7HZbOIFB2hsaMBhs+Hl40N7ezvx8fHccsstvPnmm9jtdjo6Ohg6dCjZ2dk4HQ5e6NGDw243B87nmS+yWHjV7UZiMpEyejSHjx7F4XDwXp8+NERHM9JioeaWW7jv/vtxmEwM1GoJHjmSwMJCSkJC6C2XU6DXc+LcObRaLfeMGIEsK4s8txtNr140+vpy8uRJQlpbKZXJuMdiYVdQEJVOJ15SKQv79kV64gTLlEo6TSasVisOhwOHw4FCocDlconu6x4HfU9sIAidXk8RIDQ0lKamJpRKJZGRkbS3t2M0GkW5tmeu3dfXF6vVSkpKCvn5+TgcDsLCwmhubhZN5xobG7Hb7dTV1REQEEB7ezuxsbG0trZitVoJDQ1FoVBQU1ODv78/u3fvxtvbm6VLl+Lj40NKSgpr1qwRq3fp6en4+/uzZcsWzp49y9atW6moqKCtrY1NmzZx7tw5Ojs7aWpqwtvbW4wZVCqVosTdZDJhsVhE1YLb7SY+Pl6MP+zVqxd6vZ709HSqq6tJT09HqVSSkZFBUVER586dE9UK999/P5WVlTz55JMUFxfTq1cvpkyZwuHDhykrKyMqKoqKigrCwsKYPn06breb7777jgMHDuBwOOjTpw8dHR1ER0fzxBNPsHr1anbv3k1oaCgqlYr+/fuLoyNarVYk/H5+fkyfPp2dO3dSXV1NXFwczc3NaLVa0tPTcblcFBQUYLPZCAgIYNq0aZSUlPDwww9TVVVFQUEBJ06cQKlUEh4eTlJSEufOncPtdpOcnMzp06fx8vIiKCiIhx9+GJvNxtKlS0V/hczMTKZNm8aBAwdQqVR/VwLocDjYuXMntbW1zJo1S/RYWLt2ragoGDp0KAcOHCAiIoK77rqLM2fOMGTIkIu73W630MUzmWh69FFqGhrYGxWF22YjcOhQeqWlYXj1VSbExgrk1WCA3bthyhTqjx3jq7w84iIikBw5QsizzzJq1ChadDq8zqdIHDx4kLS0NPH43G43Ly5bxvVDh5I4bFhXrrYHP/8MWVlssdnYUFXF6tWr/7tIxLFjwlxyZaVgkGezCSTRbBa6yMuWCfJwDzn7LSxeLMxj19YKndwrrxTmv/+MqK+nNjeXjSUlJH7zDZM2bUKycaNAgBMTL45Wq68XutkXdsV/DStXCoZ1AQECubdYuubRa2oE5cSwYYIbfX4+9OsnzKDfcovwGLtdkLnffHOXgsWDU6e6ot/+ETxfXX752FWrBIn/he/jhx+EuMrPPxeKQRKJcNxKpWDIZzQK70EmE7rzY8b849e/EN9/LxQtPK+ZmyuoEDzjHUaj4Pvw/9N4Rze68Svoltl3oxuXjv8zMr9v3z5WrVrFt99+i0wmY/bs2SxYsICh/0xEzX8JPCcvOjoal8tFWloa1dXVtLa2MmfOHPz9/XnnnXfEGfeioiIUCgXz589Hr9fz2WefYTAYMBqNdHR0EBUVRWtrqxgB1tbWhlQqxWw2o1arcTqdTJo0STRaS05OFmXkt99+O3v27CE6OppJkyaRk5NDbW0tVquVjRs38swzz2A2m4mNjeXOO++kra2N6dOnc/PNN3PNNdeg1+u59tpr2bhxI35+fnR2dqJSqUSHeE+n2mazIZPJCAkJwWaz0TcwkDPV1Sw0mXhCIiHtvPFYQ00NV195JUa7nbjzkWmVlZVMGz2amyoqKDeb2T90KEFBQYytrmZfZCQ//vwzSy0WvurdmyP79/NyRATfpKXh1drKrH792ON206ujg7xNmzgYHc0cf3/y4uJIT08nWKPhw7Vr8fb2prCwUDAhVKmISUigb9++FBQUUFRYyOpx43jw0CE6XS6Ki4vFuESpREKQVIorIEAsBjgcDtRqNUajkeDgYPr06cPx48dxuVzYbDYkEok4yuDn54daraa5uRkvLy/UajW+vr707NmTY8eOMXjwYHbt2kVMTAwtLS0YDAZ8fX0JCwujuroam81GeHg4ZrMZmUxGXFwcYWFhdHZ2MmLECAICAnC5XPj6+nL8+HFyc3NFo74ePXqQm5vLhAkTCAgIYMmSJWKxoa6ujr59+1JfX4+Pjw/R0dHExMRQVlZGR0cHBoOBiooK0tPTGTJkCBs3bqSiooLHHnuMDz74AJlMhlqtFscUXnjhBSQSCZ9//jm9e/fmoYceYu/evWzduhUQOuHl5eVUVlaSmppKZ2cnvr6+VFRU0K9fP3FUJCgoiCuvvJI1a9YwZcoULBYLgwYN4ssvv6S2thaFQkFISAh9+vQh//RpYn18qDmvPgDo1asX1dXVWK1W3G43jY2NyGQy0VDE6XSKygpPUUcqlRIdHc2AAQNwOBwMGTKE3NxcMjMzmTVrFq2trURGRuLn58euXbvIy8tDp9MxZ84c+vbti9vtZuHChbhcLoxGI0FBQVx77bW/e77c5XLR0NBARESESNpPnTrFW2+9JUY6arVaJk+ezEcffSRGWeJ2U19VRXhsrDhOcuDAAY4dO8Z99933t+MDbje8/DK2QYM4JJVyWX09EpVKmDU/e1bodM6bJ5CVX8jJOzZu5OTrrzN61SqRwB48eJChQ4cik0pBp2PP1KnU3Xknqf37U1NTQ2xsLH1/a7b434Ti4mI+/PBDhg0bxvQLZ7svRE2NILP+/vsuArdyJc7bbqPihx+IDwlBVlcnnId77/3tF2tsFOahL7tM+Lmioqs7/GfD9u3sy81FdfnlnN6zhwkzZxIbGSkQV4lE6IZ3dAjrpLBQIJuXOq5iMgkEdeVKYQ5eoRB8JFJSBMNBt1sgz52dgtlcXFzXcxsbhfV54bY/GsXFgqx/zpyubcuXC3P2L78sbA8PF2b4V6zoWmOffiqQ/LlzL/21tmwRVASe70HLlwsjChfu9x/A6XSKHcz/qqJaN7rxL+DAgQOiHLm7M9+NPwv+qPv1H0rmq6urWb16NatXr6a8vJzhw4ezYMECZs+ejfcvuz3/g/CcvLCwMEJDQ9HpdPj7+9O/f3927twpOnhLpVJGjBiBxWKhoKCAgIAAgoKCxIx0q9Uq5roHBgZiNpvFTrJHWlxSUgIgkhKZTIbL5SI8PJzm5mbsdjupqamkpqaKDuQDBgygqqqKgwcP4u3tjdPpJDg4mLa2Nnr27Mm+ffuIioqivb2du+66C6PRyPHjx5HJZPTq1YsxY8bg7e3N8uXLUalU1NfXU19fj6+vL83NzaKZ3H1uN+UaDd+Zzfj4+DBs2DCOHDnC6NGjqa2tJT8/X5TLh52XP1ZXVeHt48PkyZNJKS9n0pVX8qlOx/ZPP8Xk7Y3JZOJ6i4Vxn32G5YsvyKqqojkhgUH9+jFl2DA+/vpr+vz4I696e+OrUHC3Xs+G9HSio6NpampCdewYkXo9qyUSnOfTBSaoVMgaG1F7eVEfEECeVEpHRwfNzc1kqFQ8YLFwu1SK0+USpfcegmS1WkXTPY+qwiO/t9lsKJVKFAoF0dHRNDY2iufa39+fuLg4cnJy6OzsRCKRoFQqkclkPPDAA6LreFtbG7t37xZj91QqlSjZViqV4uiGzWYjISEBgD179rB582aRIJeUlODn54fD4aCgoIDw8HDRo2LLli2cOHECrVaLt7c3DocDk8kkqg88GfTp6enExMRgMBg4deoUWq0Wu93OgAED2LZtG1VVVWRmZhIWFsbu3bsJDg7m7bffJiUlhW+//RYvLy8yMzN56qmnaGlpQSKRiGvH39+f9PR0goKCyM7OpqamhilTprBmzRqCg4MJDw+no6ODxMREjh49SmtrK+np6UxzOkk2GHjU5aKzsxOj0cjgwYOZPn06b775JhKJhNraWtxuN8HBwaIqY8yYMfTs2ZPvvvuO+vp6GhoaAMGoLz4+XowMdLlc9OvXj/Hjx7Nq1SpCQ0OZNGkSZrOZtLQ0BgwYQGxsLDKZjPz8fIKCgrBYLHz33XdUVlYSExNDRUUFmZmZTJo0Cd/fkhX/A+Tn54sFo3PnzrFr1y6WL1/Od999R2FhIVqtlsrKSvr06SP6AwDo9XpOnz7NiBEjkF4Y5/VLuN2CRNrXt4so1NQIBKVHD8F5/4MPBFI1ciQrf/qJBX37ErR7NwwfzsIvvmBBVBT12dnsnjSJoUolQ66/noMPP0yNy4Vk8mTuHzECU0oKmku8vzc3NxMcHNy1weEQyN+v/DLS6XSsWLGCZ599lldffZU777wTrVaLTCa7KMYPELrIF+bE33wzzvnzqaytJT4vD+lLLwmE6b77Ln0u/plnhG79PyKxDocwV+2JSvtfwHvv8VpJCXctXcrZnBy8X32V3tddJ0jJPfjgA6H48/TTgmHcpX4R+eYbIfLPaBQUJldfLcTFPfCAQOw9uDAa8L8Nr74qqAO2bu2acf/rX4XZ9/h4QVkQHy844k+bJqgZLgV5eUJhzWPKqNMJYwIGQ1e3HgQ/gIkTf3VkoZvMd+PPiNLSUoqKikhJSSHxUj9P3ejGfzn+58j8FVdcwZ49ewgJCWHu3LnceuutpHhiZv4kuLAzf+2117Jq1Sr69+9PaWkpKpUKb29vNBoNJSUlvPvuu4waNYpHHnmEvLw8AgIC6OzsFAna+PHjiYmJwWazUVFRQWFhIdHR0djtdg4fPszQoUNxOp3o9XqREJaWltLa2opcLkcikRAaGoperxfnwUNCQoiOjubMmTP4+/vj7e1NYGAgVVVVTJgwgeDgYL788kvkcjlTp07l3LlzOBwO0VjN4XDQ1taGRCIhODiYwYMH8/zzz4umZOvWrWPVqlXExMSIc8WDBg1i//79WCwWNBqN2M338/NDpVKJ8n61Wo3VaiU4OJhOg4FbFApSp0xB4uPDXz79FJVKhZ9USrCXF7f6++P74IO88vbb+Pn50evsWR5/6imQy5nz5Zf07t2by/fsYVV0NCo/Px648076fv01RwYNIvDQIVaazQQFBRFy9CgHlEqMFRVMc7n4OiwMq9XKFRoNxWYzI81mdmm1tJ/PsNdoNNTW1uLl5UVCQgInT54UibyH5KvVagwGAxKJhHCFAp3VilMiQXL+j6dj7xlZ8Ej1Pd33pKQkiouLMRqNpKWlER8fT3l5OTqdjoCAAJqamujo6BBN/cxmM+3t7QQHB4uO7VKplLCwMPR6PampqXz66adYrVa2bt2KTqdj27ZtAPTr14/W1laSk5OJjY1l7ty5PPfcc9TX13P69GkaGxsJCQmhR48exMTE8M0334hGcu3t7SQmJlJRUYHVakWr1RIVFUVsbCzffvstEokErVYrFjf69u1Lfn4+w4cPFyP+IiMjeeSRR1i7di319fU4HA4qKyuFcxceLs6N5+TkEBoaysyZM3n7lVfQuFxcrlaT/OijtLS0sH37doKCgsSEg3nz5pGdnY1Op0OtVpOdnc2ECRM4cuQIdrudHj16UFJSQkREBI2NjTgcDqxWK1KpFKfTSVNTE2q1ms7OTkJDQ8W4utjYWDIyMvDy8sJoNJKUlITFYmHq1KlkZGTgdrvJzc2lpqaGq666iiNHjrBx40aef/55qqqqCA8PF2f33W43GzdupKqqigcffPAfmsa53W4MBoNo4geI4wtbt24VZfrJyckUFxcTFxdHeXk5s2bNIikp6bfN634N7e0CAdVqBWm6Tge+vhQCe3bs4O5776Xj7FmWrltHQ3Y2jzz7LOke2XNrK1nvvovGYmFzRwePu1y8ePYsc+fNo9ecOWAwYN+xg8ZRo/7G8NRutzNz5kxef/11sUCFTifMKD/xhPi4mpoaQkJCePrpp3nwwQeJjIykpqaG189nePv5+dHa2spf/vKXrv38EnffLRCmnBzBeTw+XjAj02ovnXh9/rkwR52aKvzc0SE4qz/yyMWd4+xsQcL9/vuXtt//ArhdLp544gmWr1iBzWZj4+zZXL9+/cVke8MGgYxXVAgz65eKxx4TOs4ulzDq4OUl/Fup/Le/jz8Mer0wDpCaKnTlQfjMyGRCYezRR4WIOs/7+uWYzG993p1O4TkKhTDbHxUleAYsXtzlvG+3C0qG4uIul/5udKMb3ehGN87jDyPzU6ZMYcGCBVx99dV/2mqx5+RNnz6d2NhYNm7ciEajYeDAgdx3331s3bqVtLQ03n77bcxmMw6HA29vbyorKxk5ciS33HIL5eXleHt7c/DgQWpqatDr9VRUVOB2u3G73dhsNnr27ElUVBQhISEUFBRgNpsJDAzE7XajVqvFeLScnBzROd/tdosycR8fH5qamoiIiMDhcNC/f3+Ki4uZN28e27Zto7m5WYwX8/b2ZtCgQTQ1NXH69GnRLT4hIQGNRoNSqaSjo4OrrrqKhoYGTp06xZgxY/jqq69477332L59OzU1Nezdu5e283P1U6dOZcCAAbz11lvodDpxVrulpQWTyUR8fDxVlZXsCwhgtsFAhdnMmDFjMFdXc2tDA0ulUkJ69uSZZ57h2WefxX7mDFc4nawLC6O1rY3g4GDGhYVRJZHQAVRXVvLE7bcTkppKyGuv8WNqKj0iI8k7dYpmLy/6pqdj3rGDgogIHn34YWSLFjHp9GmiYmLQVVUh8/UlPDwcm8VCemoq+ecN3Pbs2YNcLqdXr140VlTQ7nDg7++PyWRC0dLCMmAh0H7eXd8zl++RRHsIflxcnOg2HxYWhre3t+jSbrPZmDNnjmg4179/f6Kioti3b5/YeS4tLaWjowOXy0VQUBASiUR8LY+5oscl3hOLeOrUKdLS0ggLC2P79u3IZDJsNhvz58/HarXS1NRETk4O0dHRGAwGBg0aRGlpKVdffTVr167F6XQilUqpqKgQ4/480YgqlYohQ4Zw5swZANGjwJM44HK5SExMxGq1cs8997Bv3z6eeOIJsrKykEqlnDx5kp07dwJw0003MWPGDJYuXYrdbue6lBRkJSV8ePYs7XY7Vh8foqKiqK+vJzQ0FIfDgdFoxGKx0N7eTkBAAK+88gpFRUWUlJSQlZWFw+FApVLRt29flEolWVlZGI1GtFqtOEpisViYMmUKX331FVdeeSXl5eXk5uaKBoiecYqOjg6sVithYWGEhYWRnp6OXC4nPT2dlpYWsrKy0Ol0zJo1C51Ox4MPPkhraytlZWW0tLQQFhbGzp070Wg0jBs3jiuuuIKDBw8SFRVF/O+QcHvc+c+ePYvJZGL06NGcOXOGkydPkpubS3x8PNOmTRNj6dra2tizZw89evSgf//+l/w6Tz31FF5eXvTo0QOVSsWAAQPo8RvzvLtmzSJXpWLGk09Se911uGfMYFRoKDv0empPneL2efMEInT+9fft20dBQQGNjY0sWbJE2MkHHwikxTOvDNx33320tbVx7733XjTSUF9fj91up7y8nM7OTiorK7n77rt//Y0UF+N0u2lbtAjtddch83Sc8/O7yPk/gk4nkC6tViBh69cL5H73brjrLuExTqcQZXbq1MWGa/+FMBqNbN26lYEDBxKyahWbkpO5/fbbAWGc5v7777+omITdLkT7XX75ryonRPySvFZWdhU79u4VohnnzfuXjd/+43C7BZXCXXfBpk1w//3CtqVLhe0gdN63bRPI+W/h1VeFgtCLLwpjH/7+gq/DPfcIa+2774TxA7tdWE+/KAx0G+B148+I7nXdjT8j/jQGeB40NTWxa9cubvi98S7/RfCcvP79+yOXy8WuamRkJFqtllWrVnHXXXeh1+spLCwkODiYhIQEamtrOXHihJizLZVKSUtLIzExUcztzszM5Ouvv6a2tpagoCD0ej1utxuLxSLO0CsUChobG1Gr1fTs2ROn00lVVRWBgYEEBgaSl5eHUqmkra0NlUqF1WoFIDo6mrq6OpRKJdLzUnOlUsn8+fPZvXs3BoMBf39/brrpJqqqqjh9+jSnTp3C39+fyMhISkpKsNlsZGRkMH78eH788UeKi4uJiooiOTmZSZMmkZqaSnp6Ou+//z579uwhLi6O3bt309raislkIjY2lrFjxxIVFcV7772HzWYj1emk0t9fVAJIJBJ6lJTg5+XFuvZ24uLiRNO/mXo9HyN0m3U6HTaTiSleXhz08+OOjg5e6OhAoVQydcgQvt2+nWfDwtgdHU2+wcD06dPRlJVR63Ry6tAhUpxOVjc2Ei2RcH9kJO/J5RhaW3nQYMAP2Jaezt6zZ0Xju5F+flyhVvOZtzcdnZ00NjZyp1TKboWC5PZ21p93E/dEuHnm8iUSCXK5XMyN9xRsPHFsarUamUyG2WTCPyCAyy67jJMnT4oGe2azmfT0dEpKSkhMTKSgoABvb2/y8vJITU3FYDBQWlqKUqkkMTERi8VCVFQUlZWVGAwGUbHh5eVFREQE7e3tGAwG0RAvNDSU2tpaYmJimD9/Pq+++irJyclcf/31lJaWctVVV5GXl8e3337LoUOHCAgIYPz48XR0dCCXy9FqteJM+iuvvEJzczM6nQ4/Pz98fX0pLS3FbrcTERGBwWAgLCxMVGh4UiHKyspwOp1MnDiRlJQUSlau5Ixez/ixY5mYkcGr5/+/tbWVwsJCevToQVFREb169cLLy4t9+/ZhNpsJDw8nLCwMi8VCdHQ0c+fO5ZNPPiEiIoKmpiaOHj1KSEgIV155JUqlkrKyMvbs2YPdbkepVBIQEICXlxcVFRUEBgYilUqJjIzE398fnU5HQUGBmJzg4+PDhAkTSEpKYuPGjXh5eXHnnXdSUFBAR0cHffr0QafTMXfuXGQymagWePbZZ6mursbX15fAwEASExO54YYbkMlkYgHIoxIALjkGTq/X09raKsYGerr2U6ZMISsriyFDhtCnTx/a29vp0aPH3/2FUl9fT2trK0888QQvvfQSqX+H+HrWtUQiwWG388477zC+pIS1vr7ENzczf+RIVDNmwIYNHA8OZvWPP/LSc89RdN99mAYPpp+XF1U//0zonDk4+/XD63zk42effcbtt99+MbH8BdxuN48++igrV65EKpXy0ksv0djYSGRkJAFeXtwaGYnEx4eG/HzC77sPmacr7HEvV6uFGXsvL4Fk/lrX2GYTHjN1quD07slVN5u7jN0KC4V569mzu2Ld/kuxfPlyRowYwaZNm5iZk4PqlVfECMh9+/ah1+uZOnXqpe+wrQ1WrxZm3G+7TXCgP3lSIKAeLwWbTUgb8DjW/6/jvfeEgk56etcaWLlSKFaEhAixds89J6ybWbN+fR/PPCMoPNav75rTr6gQiLxUKvgMLFkiFAZKSuAXXhHd0XTd+DOie11348+I/9louud/I2O2tLSUjRs3ih3h/0VcGE0XFBTE0KFD2b17N5dffjl79uyhs7MTl8uFw+Fg5syZaDQaOjo6xK5iRUUFer2egoIC/P39xbz0/v37U1JSwnXXXUdzczP5+flYLBZ8fX1paGhgwIABFBcXM2nSJAwGAwcPHsRoNJKcnMyUKVNYtWoVOp0Ou90uRuVNmDCB7777joSEBE6cOEFMTAz19fV0dHQglUpFFYDHAKy8vJyoqCjsdjv9+/fnyJEjWCwWLBYLCQkJKJVKcnNz0Wq1REREMHfuXN544w0CAgJobW3F5XKxcuVK3n33Xdrb20lLS6OgoACFQkF7e7toUKbVaunXrx8HDx6ksbERpVIpSp7Dw8Px8vLC5XJRV1eHSqVCp9Ph4+NDfHw8JpNJNHZzOBwsNhhYLpNxr8PBueuvZ+fOnchkMmR6PXcHBbEpPJy+ffvS2NhI7f79zOnoYG+PHlT5+nL27FkkwJbkZL4fN469e/eiqK+nxcuLTpOJuB49GD16NF98+CFPdHayOjGRaeXlrJBKSUpKwmo2ozeZuN9mo3LkSKSRkXzzzTcieffMy6tUKjEub7rZzJdAYFAQLS0t4HbjDdwtlfLGedIHQuSeQqHA4XAQERFBeno6OTk5WK1WbDYb/fv359SpU/Tr1w+73U5NTQ1hYWEkJiaSlZWFv78/MpmMF198kRdffBGNRkN1dTW9e/cGwGAwUFNTg8vlEjv7arWaRx55hJdffpmMjAxRNSCTySgqKmLevHkUFBSwf/9+0efB19eX5ORkOjo6eOONN7BareTn55Ofn09BQQGhoaFi3rzL5cJsNmO1WklISGDEiBEcPnxYNLXz9fVFJpOR4e2NIjqak9nZ3CeX89OAAVx11VVERESgUCh45513xDi7qqoqjEYjKSkpHDlyBKPRSP/+/Tlz5gzV1dXIZDJ69uyJRqMhMTGRTZs24X3en8FgMBAbG8szzzwj+hCkpqYSGRlJdnb2RdJ7rVZLR0cHTqdTdLWvq6sTTBd9fJDL5XR0dGC325HJZKhUKnr06EF6ejpqtVrwdFCpKCkpITIykunTp1NQUMCoUaPYtWsXarVaPMbDhw8THBxMVVUVAHPmzGHs2LGXfI+y2WwUFRWRlpYmKjgee+wx3G43KSkpnDp1igceeIBe58nVLwsG1dXVuFwuDAYDffr0EQ0GLwUGg4GVK1eycOFCsrKyCAgIYPTo0RSsX4/x9dfpt2EDqnXrcA8bxge5uRScPcuN06axYdMm4isrkUyYQKrFQpDTSdrChf/QEOyjjz5i7NixBAUF8eGHH7Jw4UKam5sp/eEHnHv3MnLVKiR6veBo74nd27KFRrud4woFV+3fL+SQd3YKhP2XcLsF0vXSS0Kc2uDBEBMjdF6jowXFwbp1gmFgr15Cx9XTof0vQ2FhIT/++CN/+ctfhALamjUkPfOMeO2tVivPP/88yzwRapeCzZuFeW+tVih23HorvP22MEP+ixGLPw1aWgTFxvl7KQBnzgjEvkcPaGiAiAiBsD/2GPj4/O0+9u4VzllMjOB0D8Ja27hReG5Hh5CkYLXC8893xdp1oxvd6EY3usH/AZn/paTT6XRSXV2N0WjkhRde4Mknn/xndvtfAc/JGzVqFGazWTQqa2lpYe7cuRw8eJCwsDC8vLzIzs5GLpeLMWGnTp0iNjaWJ554gr/85S8YDAYSExPx9vamqKiIzs5OoqKicDqd4hfxs2fPcs0113Du3Dna29spKCggNTWV8PBwNBoNp0+fJikpiaCgIDQaDUeOHCEoKAi1Ws3BgwcZOHAgarWauLg45HI5q1atwmw2Y7PZ0Gq1tLa2olQqsdvtBAYGivPFcXFxeHt7i3LbM2fOEH/eod6zP7vdTmVlJTKZjAkTJnD69Gny8vKYP38+zc3NfP/996KcPCYmhurqajECrLGxEV9fX9F9PygoiOHDh1NUVET//v2RSqVkZWVRWlpKYGAgvXr1QqPRiEZ/HmO6cc3NBCUncywvD0NaGtnZ2fj4+ODn50ddXR0KhYIBAwZw8uRJoqOjGRMRQX5rKyU6HREREZSUlHBVRATVAQG8ERvLFTt3IpFKWalUsmnAAHQ6HTUlJUT7+XG2pYWJLhc9e/TgXH093k4n22UyRtjtuKRSDp4nToO9vSlRKLjq6qv59ttvkUqlGI1G+vr4cFVHBz+EhnKmrQ2LxUIfh4NolYpeVivb3W4qz3etf+ujp1KpxAJBQkICZWVlImFtPXuWJpkMjUZDamoqLS0tdHR04HA48PHxYeDAgXz77bf4+fkRdz4RwGaziQQvISGBTz/9lIyMDE6cOEFQUJAosY+MjMTX15fY2FhiYmJQq9XI5XIaGhrYv38/oaGhKJVKWlpaaG5uJjo6msDzX1IrKiqYPn06V199NQ899BChoaG43W4yMzPJzc2lrKwMlUpFRUUFAQEBjDAY2GAy0atXL9rPnaNZocBms4lGd88++ywLFy5EJpNx4403MnXqVPbu3Yter6exsRGLxcKECRM4evQoLpeLU6dOMWDAABoaGmhububKK68kKiqK4uJiysvLqampYdSoUZw5cwadTsfbb7/Nu+++y9mzZ8XPZmBgoPjaEomEtWvXotPpiI+P5/Tp0+KYwcCBA8nOzsZ13lCxX79+KBQKsTg3Z84ciouLGThwIEajkdLSUqxWK2lpaYwfP56vv/6a4OBgTp06RXBwMGq1mvb2dhYuXEhBQQF9+/alT58+dHZ24vNrJOE3UFZWhsvlIikpidbWVpYsWYKPjw9arVb0iNBoNGRkZLBv3z5CQ0MxGo2iL8cNN9xAaGjoRfs0m80oFIrfJPsGg4GXXnqJl156iccee4wXnnoKtbe3QNB/UZ3Oy8sj6M03OVhfT05CAs/164fS11eYW547V+ie/wqys7OpqKigR48eVFRUMHPmTADcP/7IG59/TntKCoMGDmRCVhbHp00jIyODt5Yvp6GhgWCLhSdmz0YyfrxAln6jCM3SpUInX6/vMs6rqIDt2wUzvZISgZSpVMLc/0svXeJV+b/FCy+8wJ133ilcR5tNIKUREYK3wNKlEBTE4sWLWbJkCcpLnW0/b5SIWi2oE4YNg7feEuTnl+jM/qfBoUNC7Ny8eQKx//lnYTRh0KC/fazDAQ8//LfeC/feKxSDwsK6zt/27YKB4EVPd5CTkyMqBLvRjT8DsrKyyM/PJzU1lVG/jKbsRjf+R/FH3a//IzJ7h8PBgw8+iF6v54svvvh37fb/HJ6TN2DAAIYNG0Z+fj5NTU1cf/317Nu3j6KiIrRaLePHj+fYsWP06tULt9tNeXk5s2fP5ptvvqG4uJgRI0aQk5NDfHw8Z86cEbPA5XI5aWlpVFZWYjKZ8Pb2pr29nZtvvpmjR48yaNAgsrOzOXbsGGPGjBEl542NjZSUlKBSqWhoaEAmk6HVasUv/R0dHTQ1NXH33XcTHh7ON998g1QqZfz48RQVFVFWVobJZEKv19PR0YFEIhEJibe3N97e3qjVasLDw8nNzRUzxT1z0dXV1QwdOpSGhgbKy8uRSCQimfM4V7e1tYmRd263Gx8fH7y9vXn44Yf58ssvaW9vp7a2FrVaTUhICHPmzGHVqlVirJcnQu+2224jKiqKtLQ0zuTl8dPOnUjPd0PT0tKoqqoiODiYc+fOYbVaiYiIoL6+HplMxpAhQ0RX9ltvvZX169dz6003MTsnh7L4eKZ+9BGhoaHc5XKxrqmJTLebIquVwyoVXl5eGFpbeWv2bMZ3dLD78st56bXXCAkJQS2TUVlXx/Q+ffDbt4+S8HDkBgNHgoPFnPlpFgvHJBLulMl4JzKSjo4O7jCZ2CyVYpbLiXM4OOZyMXDgQM7m5THCz4/ymhpOu90EBQXR3t5OSkoKBQUF2O12UcIvk8mIsVhYCdwjk9HoduPl5UViYqLoYdCnTx927tzJhAkTkMvlHDt2jLvuuosNGzZgMpnIyMjgwQcf5MMPP6SwsJCqqira2trIyMhAr9eL0YQul4v4+HiKiopobGxEr9ej1Wqx2WxYrVbCw8MZOHAgWVlZ9O3bV1SltLe309HRwWWXXUZubq6Yb240GkUPBYVCgZdazcNNTRiffJKVK1cyubmZ7KQk8goKsFqt+Pj4UF9fz5gxY0SCDDB8+HBmzpzJli1baGpqIigoCK1WS3t7uzgqUFlZSVVVFePHj+fgwYOkpqaya9cuLBYLfn5+4pquq6tDo9GQnJxMeHi4WNQoLS2loaEBHx8fBg0aREZGBoMGDaK4uJi1a9fi7+/PwIEDaWhooL6+ntzcXDo6OlCpVMTFxeHj40NJSYnog9Dc3ExAQADR0dHo9Xra2toICwvjxhtvJCAggE2bNtG3b1/x8xoREUFMTAwTJ05kzZo1fPTRR6KBIAimcZ7RikG/RiAuQHFxMZGRkTQ0NIiuwR0dHeTk5JCQkEDUeYdxz73r7bffZtGiRWIyxZkzZ3jvvfcYPHgw8z0d71/BF198QUlJCXFxcX/3cQDo9ZRWVhIQHU1QYKDQ4WxoEDrfjz8uEOm6OsEhXaWCzZuxNzXxqsPBpPp6XA8/TP8BAwRnfJuNLfv20d7ejk6nI2bvXs5lZlJWWsq8efMYkpPDhsZGRt11F7Gxsb85m3z+JAid0jffFEi9Z9u2bULm+M8/CwZ759/DJTvl/x/CYDDwxhtvdPkUlJYK3eFbbhFk8Tk5cOedrF27lrS0NDIuZVTAYhFGDPr1E34uLBSu15AhXfLz/5/w009CxJzHpR66kiRAiNx7911hll4uv9jwzoMDBwQifz4aEoCqKuF8XpAA4XQ6KS8v/4cjM93oxv8SDhw4QGVlJXFxcd3RdN340+CPul//x2bmS0pK6Nu3r5hf/b8Iz8kLDw9n2bJlvPbaa2L396abbiI6Opo77riD22+/naNHjxITE4PJZKKqqorS0lKkUinx8fGUlZURFhZGfn4+kZGRjB8/nqioKF544QWampqQyWQ4nU7i4+NF+bxcLsff3x+LxUJmZiYbN25ErVaLBnXBwcH4+flht9txuVwEBATQ2NhI7969ycvLw2QyoVQqSU9Pp7a2lpCQEIxGI0qlEn9/f06dOsX111/PuXPnaGpqQqfTIZVKxdEBi8WCWq0mODgYb29vJBIJZWVl4jx2VVUVUVFRWCwWkpOTqampwW63k5mZSV1dnfiePVLxiooKwsPD6d27N0lJSbz99tt4e3sTHx+P0WikubkZX19fFAoFkZGRtLa2kpmZSWpqKkajkeeffx6JRMLChQvFzqyPjw+pqanU1tbi7e3N4cOHcTgchIeHM2DAAKxWK62trTQ2NopSfZPJRHhICPmFhXh5eREfH09zURHjlUomxcfzcUiIKOFOTEykpqKCVF9f/Pv35+jRo0gkEp4xmfi8d2+uLixki78/1VYrz3Z0sFil4rIxY6gtKMDlcBDbty8jDh7kG5WKFqWS64Efz5POa1JTOblrFwcsFmZLJHTIZEyQSPiL3U5iYiIOh0M0TzSZTKJBHUCwtzfBDgcms5mK82tVoVAglUpFMzdPZKLb7RZl4wEBATidTqKiojAYDKjVakpKShgyZAhWqxWr1UpgYCCnT58mMDCQtrY2MSIxLi6OefPmsWnTJurr66mpqSElJQW32y3OpPft25dBgwZx7Ngx0X9h586doiJj4sSJfPzxx0yfPp26ujqCgcmtrXwTGckXX3yB/PPPWfTdd5wwGvHWaDBbLISHh5OcnIxUKqW1tZW2tjbOnDkjOuS3tLSIa9JisdDc3IxCoaBnz54EBQVx7Ngxsas/ZMgQNBoN77zzDkVFRdxxxx3k5eWxa9cu9Ho9/v7+REREoFarmTt3Lp999hlGo1EcQTCbzfTu3ZuUlBS0Wi3Hjh2jR48e7Nmzh8TERPR6PeXl5fTr14+ioiJSU1OpqamhqamJkJAQWltbxTEMk8lEYGAgsbGxnDlzhv79+xMXF0d9fT0PPPAAdrudPXv2cOjQIRYsWIDJZGLw4MFUVFSgVqs5efIkvXv3prKykrFjx9KvXz/a2tpEYv6voL6+ntdee41ly5YhlUpZtGgRzz//PC+++CL9+/enpaUFt9vN7NmzRTd/6CoGREVFiWkQvxt1dRAUBG+8IZCaMWOEv5VKiIlh8eLFZJw8yeSHHsLnwAGh6zxnjmhy9/PPPxMfFESP8nKqtmwh9s03kdx5J7VaLZ/HxPCXv/wFzYkTwvPGjxde02rtiqP78kuhi92jx8Ud0tpaYVb69tshLU3Ytm6dYBYXFHTRObgU34M/EkePHqW2tpbpntnro0cF4n38uCAHb2yE6Gjy8/M5np3NLTfc8OtxfBca3R06JDxv2jThZ6tVMHBbuPBiCfr/z1i0SFA9lJQIRL+tTVAxeNbZpeDQIcFg8fd4GXSjG/+DOHz4MFarFZVKxbBhw/7Th9ONbvxX4z9G5nfv3s0DDzxAfn7+v3O3/6fwnLwxY8YgkUh4/fXXue2225BIJPTt2xebzcbZs2e5//772bx5M1FRUdxxxx0kJSWxfPly0tPT2bFjB9OnTxfl69nZ2Tz00EOcOHGCr7/+mvz8fNLT0zGbzcTHx9PU1MSOHTvQaDTIZDLCwsJwuVyYTCasVisdHR1ERUXhdrtpbW3FYDAwbNgwUlNTWbNmDarzXeWvv/6aWbNmiZnbdXV11NfXExwcTFNTE9HR0VRXV6PRaHC73Tz88MOEhYUxcOBAcnNz+eSTTwA4e/Ysfn5+NDY2EhgYSHJyMg0NDWg0Gs6dO8eNN97IzTffzKOPPoqvry85OTmC/HzwYNGN/cUXX+Tee++lubmZwsJCnE4nS5Ys4Z133kGlUolFBK1WS1tbmyjJ90TtGY1G1Go1ycnJqFQqioqKxBzx7Oxs0bl8yJAhFBUVYbFYROmoZybYEzknk8nw9fVFpVJhsVgYPHgwu3fvJsTfn4SYGD768ksmTpyI0Whk6NChtLW10djYKBIxnU7HvOBgeqpU9HrtNczn56b3rVjB5zk5JPbty+PBwbgHDWLJt9/SWVVF+tChWAoLOV5fj02lIiwsDKfBwCM2G8s6Oljs5cU7UVFMamnhC4uF9vPGawqFAj+NhrSMDOrq6ykrK0NjsXCbRMKrUimzNRp2qVToDQZhdALoBJxyOU6nU5TvBwEt59e0VCrF39+fhx56iKy338aRmkr28eNERESIRoy+vr74+/uL3gt1dXXY7Xb69OmDzWajvb0duVxOdXU1AQEBhISEMGLECLZs2UJcXBwOh4Pm5mahcBIeTp8+fVAoFBQWFuLv78/ll19OUVERLS0tnMrNJSQ0lKKiIgY5naSlp7PLaOT5tjZqxozhnFZLVVUVAQEBVFRUUFBQQGBgIDExMUilUlpaWpDJZJw9e1YcB/Dz8xO9FwDRiLCzs1M0cBswYAAxMTEoFAqmTp1KWVkZO3bsoE+fPuTn53PkyBEiIyNpaWkR0wfKyspEbwRPsc1sNvPcc88xePBgoqKiWLFiBR9//DFeXl6kpqaiVCo5fvw4kZGRDBs2jNjYWD799FN8fHw4duyYaKwplUopLy/H5XJhs9lISkqivr4evV5PQEAAgYGBtLe3o1ariY+P57nnnkOn01FRUcGmTZvQarWEhYUxe/ZsDAYD6enpopmd0+lEp9MRFhb293PqL8DRo0dZvXo1gYGBTJ48mREjRmAymTh9+jQhISGYzWbWrVuH0+kkMjKSe++9F7fbTUNDA35+fnhfYg7970VlZSUvLV7MXxcuFEzXLng/DoeDY8eOMaRfP+Tr1sHMmUKndMUK3LfcwrHKSjauXctd06bR4+hRgXzpdPDss4J0ftEi2LdPyLC//XaBiIFAaq+/XpCojxnTdTDr10NSEvTvz57vv0cTEMDnX3yBVqvlgQce+JtRhf8rfP755wwcOLDLzFCnE97D668L3eFduyAuDkePHixauJCXFQokjzzSFckGAllfsQJGj4YRIwQ5/Y03ClJ9DxyO/2o3//9zrFkjFHrWrxei7FQqoTB0PnHikqDXwzvvCKqQvDz48UccDz0krOshQ7pl9t24dBw/Lig/Llx/bjc0NwvmjZeC9nYwGP4QT4ysrCxOnTpFRkZGt8y+G38aiN9D/h3368ZGoVkgl//xZP6tt976m20NDQ18+umnXHPNNaR5uhjAAw888M+8xH8MnpN37bXXUllZib+/P7fffjvvv/8+NTU1BAQEiJ3L8ePHs2fPHtznZc+xsbHodDoqKytZvHgxdXV1qNVqYS67poabb76Z2NhYPvnkE3r37s3BgwcFkzaJhGuuuQalUsnXX3/N1VdfzcaNG/H29mb+/Pm4XC46OjrYtGkTdXV1eHl5ERYWhkajIS0tjR9++IGxY8dy8OBBxo4dS25uLkePHkUul3P99dcTEhLCd999R21tLe+88w4ffPABycnJrF69GplMRkBAgDgj78mhr6+vR6PRkJ6ezrlz59Dr9dhsNsLDw6mrq8PHx0csDiQlJeF2uwkMDESn04mO6hkZGeTl5ZGYmEh6erpIPk6dOkVkZCQSiYR169ah0WhwOp0kJyczYsQINmzYQHV1NSqViubmZjQaDWq1WsxEt9lseHl5iUqEwYMHi/PNzc3NqNVqEhISaG9vZ+PGjchkMvzPO+orlUq8vb0ZPHgwEomEyspKKioqGDZsGGfPnhWd6D1d1bS0NJqamqioqCAjJoaCxkbsdrvQHVarSa+rY79MxrMOBw9YLCiUSnr16sW4ggIuDw3lzcRE8ktKSElJQSqVMrmsjCXnzqGUSDCoVPipVNjb2rB4e5OQkEBIdTVT2tuxyuV8HBODrqmJm0JCKCsvJy8sjEXe3nyk01FstRIolfK0w0GNRMKy8+7xXl5eKE0m/mI00gysON+5l8vl3DZgAD7Hj7PT5eK0VCoWNy68DcjlciQSiUhaJRIJ99xzD+3t7fz4449ERkai0+mor68HICQkhI6ODoYPHy52qUeOHElBQQEjR44UsuKrqwkMD8fldnN5WxslXl4cNRi47LLLqK6upr2wkAlTpnDg4EHudjh4yuEQR0kSExN5+OGHefjhh1GpVMTHx6PX61EoFCgUCtLS0vDz8yM4OJj3338fo9HI+PHjRU+GsLAw0V/B6XSKN9rm5maefPJJ4uPjOXToEOXl5RQWFoqmf2azGbPZLJJ/tVqNl5eXWNQCGDVqFKWlpezfv58rr7wSb29vdu7cyZAhQ7jqqqt4++238fHxoaamhri4OLFbbzQacTqd1NfXYzQa8fPzw9/fn9LSUgCGDRtGTk4OXl5eBAQEEBQUJCZP9OvXj4qKCgYMGMCkSZM4duwYYWFhlJaWUllZSUJCAtdffz1vv/02w4cPp7a2lsjISO688058fX3ZvXs3Z8+eZfr06QQEBIgKnN+LV199lalTp7Jr1y6MRiMNDQ0sWLBATGDwjFn8u+ByuX61KOFyuaiurhYLPSLq6wVSn5dHR3g4R66/nssSE1G8+KIgH+/VC3dxMYbgYALMZsGl/kLS7nIJM+K9ewtGZh7k5gqkNzOTz2fMoGd5OUF//Su+MTG88sor3HzzzfTr1+/f0qmvqalh9erVPOWR/v8dPPPMMyxevLhLHZGVJZDM48fhiisEqf25czBuHCeef54tJhOZJSVU3XBDV/Tf7t1dmfGFhYJ7/6USgP9f0doKNTVQXt7VWd+4UTjnHvn9pe7HaBRiEr//Hlfv3lRHR//tuu5GN/4enngCIiMFbwbPujlxQlA9zZt3aYqR998XRmuGDu1S6VitQjSnVnvxiMjvxMGDB8X79YgRI/7p/XSjG/9NEL+HHD+OdNy4i78zVFYKv08nTPjHO6qpgU8+EX4PL1mC0W7/Y8n8b2US/80LnJdpXwr279/Pyy+/zIkTJ6ivr2fTpk1c65lTROi0Pffcc3z44Ye0tbWRmZnJu+++e1GsktVqZeHChXz11VeYzWbGjx/Pe++9R/TvqDB6yHxWVhZPPfUUPXv2pEePHjz++OMUFBSIs6Qe47bY2FiMRiOAGJFVVVUlGs49+eSTdHR0EBERwbZt2wgLCxMdsR0OBwqFgoULF4odxUOHDrF27VruuecempubWblyJRkZGWg0Gvz8/Ni7dy/h4eFUVVWRn5+PTCbjuuuuIy8vj5CQELZu3YpGo6G+vp4ePXqgVCpF8uuRyhsMBkznDchOnToFQGpqKg0NDWJEmFwuJzk5mcLCQpKTk5k7dy5vv/02ZrOZoKAgUX7vcTAPDg4Wc8jdbjexsbHU19fzyCOPsGfPHmEe3WCgpaVFVAu43W78/PxwOBxMnTqVv/71r0gkEmQyGcnJybS2tjJy5EjWr1+PVqtFLpczbdo03G431dXV1NbWit39IUOGsG7dOiwWCz4+PqSnp4v+BmfOnMFqtZKYmIjb7cZgMBAeHo7RaCQuLg6tVktcXBxKpZKxY8fyySefcObMGZKSkjAajXh7e+N0OikpKSEkJIQVK1ZQVVXF5MmT2TJgAHn9+1PR1IReoaCjo4PKykpiY2JICgmh5HwxoqGhgdmzZ+N0OPj444/RGwz06tWLlrw8blIq+cDLizEpKdSZTFQ3NmLp7CRdrabYYqG3jw++vXpxtKiI1NZWQnx8+MHlIiIwEGl7OyUtLXi7XFg0GqKjo9GYzVR3dpIkl3OyrY1+/fqRm5vL004nK4C/uFx8BDQBgUAUcAaQn3fX98joPQ79Hngk/HK5XCTTJpOJ1NRUkpKS2L17t2i0lpiYSE5ODkF2O0+2t7NWqaQtPZ3bm5tZGxBAcWMjo0ePRi6XM+jIEZQ1NXzZrx/6lhbSBgxg+IgRHD9+nJMnTyKXy3n44YfZuXMnJ06cENdFbGws69evJyYmBplMhslkIiQkhMLCQmQyGdHR0aJDvs1m46effsLPz4+kpCRSUlLYsGEDdrtd9J1ISEigoqICl8tFQkICdXV1ogfEhAkTUKlU1NfXixnoSqUSo9GIRqOhpaWF4OBgkpKSKC0tRaFQYDAYCAgIYNKkSdx4440cOHAAl8vFoUOHGDx4MDU1NXR0dJCXl4dOp6Nfv34MHz4cu93O+vXrxXuMr68vUVFRHD58GJvNRkREBFqtVix49OrVSyxUqFQqysvL6dmzJ+fOnUOtVjNy5Ei0Wi0ul4vo6GhSU1PZuHEjdrudqKgoMjMzGTNmzO+qKOt0Ot58800SExO59dZb0ev1LF++nJSUFA4fPsyoUaOYNGkSRqORDz74gF69el00U2+1WlEqlX+sPH31aiFzfuVKsg4cQJ+XxzU1NULl++GHWbljBz2//ZZrX3kFyciRF8/T79ghzIbv2CFI+s//X3V1NWVHjpB59dW8u2gRj9xyizDrHBuLyWRi7dq1lJSUkJmZ2SV5vwR4RmA8ZNxkMvH000/j7e3NggULiLvQRO0XcDgcLF68mBUrVnRtXLoUbrpJ+HePHsKX8a+/BqMR+9ixVKhU9FSp+PCHH8jIyCAzM1OQe2dkgEZD5+bNvaYtygABAABJREFUeI8d+1/pD/Bfj23bhPM2apRw3k+cELrvkyf/9nNOnYKXXxY69HK58LwLRjm60Y1/CLtdIPBWq9CJj40VtpvNgqJGoehSHoHQgf/kE2F0xmOIabUKBo0LFsCxY12xilu2CM/ftUtI9Pgn79vdMvtu/GlRViYUZXfuFIpqHrz7rtAcuOsu4TPkgckkfB4vLNZ+/bWQmlNTAz4+GAcM+M/I7P8VfP/99xw8eJABAwYwY8aMvyHzK1asYNmyZaxevZrk5GSWLl3K/v37KSoqwvd8Bfzuu+9m27ZtrF69mqCgIB555BFaW1s5ceLEJZsSeMh8WVkZr732GjKZjMOHD/Pxxx+Tk5PD7NmzaW5uZtGiRchkMrKzsxk0aBCBgYFkZ2fT3t7O0KFDKS8vp7S0lM7OTrEbd8UVV2C1Wjl8+DBGo5GBAwfS3NwskgUPuRw7diwpKSnk5uaycuVKbr31Vi6//HJkMhlWq5Unn3yS6667jjVr1tDe3s7x48cJDg6moaGBzMxMYmJi0Gq1rFu3jpdffpnW1la+/vprTp48SWxsLJ2dnZSWlhIdHc3s2bPZsWMHra2ttLa2AogdT51OR0tLC62trcTExHD//feze/duRo0aRVVVlSjtNJvNHDlyRDTaMhqNNDU14ePjg9PpxOFwoNVqxW1RUVH06dNH7J5WVVWhUCi44447OHDgAEFBQdjtds6ePUt4eDg+Pj5oNBpSUlLYvn07drudtrY2evbsia+vL1KplMbGRqxWKz169ECv19Pc3Exra+tFEvtbb72V1tZWKioqxOtqNBrx8fFBpVJhMBiw2WwkJCRgNpupra1lzpw5LFiwgK1bt6JQKNi3bx9KpZKhQ4cKjz9+HO/WVg4HBpKenk5DQwMBAQFUV1dz7NgxrFYrycnJlJSUoNVqcTgc2O12JkyYwIABA3j3nXdY0t7OR1ottzQ08G5YGIkZGUJmJTC5qIjPlUpCJ04UFAwOB60VFQSUl+Pd1saeqCjampt5zmRiiduNW6PhebOZ9xIT8W5ro4/NxjqTidCAAB578kmee+EFhrpcRCsUrLPZmGyx0CKRMMxu50WJBJfbLZJfQMxG9xB5z88ajUYkYp7UB49pn+cxKpWKKKsVf60WZ1AQNa2tXG40sl2pZODAgRQVFaFWq/GRSKgsL8emUnF5WBgDvbwY9c471NbW8uOPP2I0GpFKpVRXVwNCYU+n05Geno6Pjw/79u3D7XYTFRWF0WgUjfqsVit1dXWMGzcOmUzGXXfdxS233EJjYyMZGRk0NjbS0dHBjBkz2LNnD+3t7QwaNIiDBw8SGhpKXFwcarWas2fPkpaWJo6DJCcn4+/vz+rVq1GpVGRmZnL06FGmTp1KYGAgNTU12Gw29Ho9JpOJQ4cOiR4Efn5+OJ1OCgoKyMjIEH0KZs2axddff43FYsHhcDB8+HBiYmL4+OOPCQ8Pp6CgQByXUCgUNDY2IpFI8Duf267VajGZTGIcpclkws/Pj969e4veA7Nnz2bXrl2YTCaSkpKw2Wykp6cTHBzMxx9/zKuvvsrgwYMBgazLZDKCfgeh+PHHH/Hx8WH48OHs3r2bAwcO0NjYyPLly3nvvffEMSEfHx+am5vx9/fn8ccfF39J/TOz5w6Hg0OHDjF8+PC/LUZYrYKxXVAQLpeLhY88wisTJmBOS4MXXmCDjw9X/vQTzSNH4n///cQ2NsLYsZh1OtQrViB5+WX45hvhS7HZDOPHs2zZMibt38/WyEiukUgY+MkngrncgAHiy7rdbp566ikefvjhvzl/eXl59PXks4NohLpu3ToyMjKYdn4+/bnnnmPGjBmoVCo2b97MwoULf/PcfPrpp8THx18cb/j004JU3ssLLrusa/uFzunHjtFuMvFGVhZPP/WUQOZHjOCrr75i+/btvP766/+xsYH/adTVwcGDQgb9Dz8IMufTp+G66y52tr8QDofwvPMEzPnRRxxMSmL4qFHdMvv/BdTXC/eaf6Fr/btgswlmiuPGdW3761+Fz7a/P7z2GixZIhCG1asFwv722wJJ95hXvvOOIMcfN+5iFYndLpD1Z56BF18Uti1eDM89Bx9/LEQqJiT8U4d9eNs2jp87R78hQ7pl9t3408DhcFBzxx1Ev/oq8q1b4eabhUQfp1O4/zudQmPhgu8JPPywUHDv3bvrM6nTCYXgjg5obsYYHv6/R+YvhEQiuYjMu91uIiMjefDBB3n88ccBobMTFhbGihUruPPOOzEYDISEhLBmzRquu+46AOrq6oiJiWHHjh1MuBSJA11k/q233qKlpYXLLruMhQsXotfruemmm2hra0MqlVJcXMyYMWOIi4tjzJgxLF68mFmzZhEfH09HRwcDBgwgOzubpUuX0tbWhtvtxmw2YzjfkdVqtZSVlRF83g09LCyMmpoaoqOjOXDgAHK5HLVazcCBAxk9ejS7d+/m/vvv54knnsBoNOJ2u1m4cCHDhw9HpVIRExNDc3MzeXl5fPbZZwwZMgSTycSOHTsIDw8nISEBk8nEvn37uP/++wkMDGTnzp3iXP/Zs2eJj48X5eVnzpwRDfdGjRrF4cOHycvLo6mpCYfDgVqtxul0IpFICAgIwGw2I5PJRCO71tZWIiIiaGtrY+bMmXz77bdkZGRw6tQpnE4nSqVSyIs/P8/s6ag/8MAD7NixA19fX/Lz82loaBBjtHx9fVm6dCnV1dW88sor6HQ6/P39kcvlJCUl8dBDD4mGhWVlZaJCoU+fPtjtdmw2G6WlpVx77bUcOHCA4OBgEhISOHbsmOjGLpFISElJITo6mrCwMLZu3UpgYKD4hcqjBOjbty9nz55FqVQSHh5OQEAABw8eJCUlhT59+vDNN9/Qs2dPOjo6SExM5PTp0zQ0NNDS0kJcXByjR4/m3LlzNDc3k+rry+DKSn729+d0RwdeXl60t7eTnJyMo6CAGoWCpF69aGpqIjMzE1t2NpHFxXwsl2NxufD29mbO8OFE7d6NvW9fkMn4SaEgJiqKm0+d4l6zmevr6igfPJhyh4P2tjbqq6ow2Gy8pFDwhrc3l3d00Op2c/D83HOIjw8jjUZ+NJupO68kCQ0NRWIwMFYq5UejEd35z+qF3gROp1P8t9Tp5FovL76XyZhgMuHncvG9QoH8vDqlb9++Yt67pxAgc7tZKpHwBDBx4kT279+PWq0mOjqaOXPmcPLkSaqrqyksLCQoKEiUxJeXl6NUKpk+fTojR45k8+bNJCcnk5eXR3l5OdHR0eTm5jJz5kxOnTpFSUkJarWaiIgIRo0axd69e6mpqRHXo1QqZcyYMRw/flxMSoiIiEClUlFZWSkS6bCwMHHspqmpicbzioMXXniBp59+GpVKxaRJk9izZw9NTU2UlZWJnfWsrCxsNhvTp09n9+7dDBw4kDvuuINjx/4fe+cdHmWZtv3ftJRJ770nhNBCD4ReBURAxK4oFqxYUBQRKSKoqKtYUMECqKxSRDrSe28pkJDee5lkMiVTvz/uzBNQWXXX/Xbf9+U6Dg9DMpnMPU+Z+7yus5zmwIEDNDc306FDB2mq7pDGqNVq6urqCA0NxWw2k5ubK0XcKRQKyZCyS5cuHDx4ULpOlUolarWaCRMmcPz4caKioqipqSEuLo57772Xl19+mbi4OGkKbDKZmDt3Lnq9nvfff58xY8bQv3//PxWZ56DH6/V6mpqaJHZQcHAwpaWlvP/++8hkMqKjoykvL2f69OmUl5fTsWPHP2TsZ7PZqKysJCQk5HfpyFu3bqWiooJdu3YxMjWV5F696Obhwc6//50cb2/uzcwk9qab+PTECeQuLjyybBkKvR7Wr6c5O5sPm5txio3lpZoaCquq8Lj3XvyDg4WB3uzZIk+8DXAXFBRIaQQDBgxg6NChKBQKJkyYwFcrVuDj48OatWvJz8/HYDBIxqaLFy+moKCALVu28NxzzwHw3XffceLECXr06MHDDz9MS0sLK1euJDs7mwceeIA9e/a0u9g7ym6HFSvExvt6TLqaGvj6a15raWH23XfjdvAgl4YMYceOHdx5552sXLlSMiG9UX+y6uoE1XLJEqGlLyoSVMurBhT/qGxff01tVBQBQ4feoNn/T6g1a+DKFRGB+f+jdu0S951PPwWHV8mcOYKRI5eLrxcsEKyQqiphYvnTTxAYKKIm7XYB2lUqwSSZMEE8x/r10KOH8AXZuRPGjhWPtdkEONFqxTTRMWEsLhamoHfd1c4EANFEWLZM3Bcd9w+7nfK776Y0KAjrHXfcoNnfqP+5deGC+Pxsw5U2qxXdM8/g9tFHyI1G0OmERO3o0XZW1quvtsfaVlcLv5XOnQUTa9Qo8f2vvwYHg3HnTpoHDPjfBeYLCgqIi4vj/Pnz12TcT5w4EW9vb1avXs3+/fsZMWIEDQ0N17gtJycnM2nSJBYuXPibf8vh6O2o5uZmItoclAMDA0lOTsbT05MLFy6gUqlYsWIFAwYM4Pz583Tq1ImioiJkMhlz5sxhx44d1NfXU1RUxObNmzEajTQ0NODm5sbWrVv5+OOPCQgI4NNPPyUkJITLly+zcuVKCgoKOHXqFAMHDuTo0aN069YNrVZLSUkJbm5uyOVyvL29qaqqkrqZMpmMS5cuodfrcXV1RaVSMWvWLEmrvGXLFgA8PT25/fbb6dKlizR5XrRoEd7e3tTW1nL27FkCAgIkvXlZWRm+vr74+/tTUlJCYmIiZrOZwMBADh8+TENDA7Gxsbi7uzNkyBC2b9/O4cOHcXd3p7W1FRcXF/r374+3tzc7duwgMDCQiooKiT4fEhKCr68vGo2GQYMGsXv3buLi4ggJCWHjxo0olUpuuukmTp48KWV7e3h40LFjRwoKCqiqqsLFxYWhQ4eyf/9+5HI5CoUCjUaDTqfDxcUFlUpFREQEJSUltLa2YrPZCAkJQaPR0LVrVzIzMyUDt/T0dHr06CGxKGQyGaWlpURGRtKhQwfOnTuHTqdDpVLRp08fsrKyyMjIoLW1VZq6yWQyevToQWRkpJTL7VizzWbj9OnT/O1vf+PgwYNcvnyZ3NxcJkyYILEz3n77beJiY8m8dInU1FQpGcBqteLi4oKiLZbPMfGMj48nOzubHj16SCAyNDSUjPR0XJuacImMZMDgwTz++OPYtmxhxgcfcDtw6bbbpLiygP378eralW01NXj5+mLQanHPy+OU1YrdauVdpZKj7u4c0mgob2iANl+Du0wmWhUKMnx80CuVlNbWCnM5i4URdjvvK5XoTCacnJwYCPiYzexSq5HbbDze2soKuRyDXI6p7TEymQyLxSJNisvKyhirULDDbMZitRIUFER9fT1WqxV/f39JxuHi4oLRaMTX15eYmBiWLFnCjz/+SElJCXq9nvr6eiIiIvDz88NkMpGRkUFSUhJVVVWS8eTly5cxGAwUFxcTHByMQqGgoqKCwMBArFarlBYQGRnJxYsXkcvlhIWFUVVVhUwmw93dXTo/Q0NDycrKIiYmhsLCQpqamnB2dsbf31/yZNDpdGi1Wl555RUGDx6MXC7n6aefJj09HVdXV3Q6neSsX1FRQU1NDSEhIQwbNoy8vDz0ej2PPfYYaWlpzJkzh4ULF7J//35JRjF27FgOHTpEWVkZTk5O2Gw2AgMDKSwsRKFQYDAYJMlIQkKCJAdqbW2le/fueHl5SQ0Wh+FhTk4O8fHxfP3113z11Vfk5+fzyCOPoFarpfvB6NGjiY+PJyIiQpJnyOVy5HK5JClyfO3wZHB8DaDVasnLy0OpVHLkyBESExM5e/YsTk5ONDY28vTTT+Pr64tKpZKMLZVK5XW/dhhBOr4GJFmTw0tg4cKFrFu3TiRepKVh79SJnaNH0yMlhUvZ2chuugl5fLzwX5DJ+Ojll7nXxwefGTOwPfEEsunTkZ8/j7W8HHl4OLLDhzF/9BHKjz4SRnMPPojSyQmNRsOmTZsIDAykS5cuLFy4kOkREYRkZ3Ny8mTuvPNOampqsNvtfPHFFzz55JOsXr2ayZMnExERIa3JYrGwaNEievbsyeHDh3nwwQcJDg5m+vTp/O1vfyMmJqZ9rVYr1r/9DR59FIWXFxaQjsfVx8ZisSD/+msy+vYlb9kyguLjWV9dzYIFC/D29uaHH37A09OTsWPHAmL64DhmDomY3W6XvrbZbNJ1868cp+t9bbFYpM+RX63jN77+I+fev21NP/2EFWDSJBSO9RmNKNquv99d09mzyFtbkQ8YIL5vtyNXKjFbLP+5Nf1vPE5/xZqKipB7eGCpqkLetes/tyaDAdXq1dh79MDSq1f7ms6fR5Wdje2ee9rXYbViMxpRurpi0+uxtZnAWnfuxD5qlPi6shL8/FCcOoU1MhLCw1FUVWHNy4OBA1EUFWH9+Wd47DEU8+Zhee015E5OyBctwjJzJnI3N+S1tViam5FXViJvbcU8dCgKuRz58uWYH39crKktTUgRHAwJCe1rsliwffQRiqQk7GPGiONkMpGxejV1YWG4qdX0HjHixrl3Y03/1Wti40YU0dFYe/W6dh379qHYuxfrkiUgk6GQy7HU1SHz9UVRUYF140ZkzzyD/JNPsNx8M/LoaORz52KZPx+5SoXcaMTc2IjCwwP5++9jnjMHZWMjsjVrMD/7rFjH0qU0TJmCf3z874L5/zHt3qqqKgApA9lRQUFB0s+qqqpwcnK6Bsj/8jG/VW+++SZeXl7SfxFtLqApKSk0NDRQWFiIUqmUKLMvvvgiw4cPZ/z48SiVSpycnBg0aBAHDhzAbDbTs2dPTCYTffv25ccff2T79u18+umneHp6sn37dhYvXsyJEyfYvHkzy5YtY+TIkYwcOZK7776badOmcebMGdavX8/cuXPZt28fjz32GEuWLMHDw4OePXsyefJkzGazpEcPDQ2le/fuPPnkkyxevJioqCjpdQO4uLjw+OOP89xzz/HJJ59w77334u/vT6dOnVCr1cyfP5+bb76ZF154gWeeeYY1a9aQkpLCsGHDGDx4MNnZ2fTp04fs7Gzi4uJ46aWXJMO+gIAAhg8fzp49e1ixYgW7du2id+/eTJs2jZaWFtzc3Fi8eDG9e/cmIiKClStXkpqaisVi4aWXXuLHH38kICCAO+64gxMnTtCnTx8WLlzI2bNnSUpK4oUXXsBsNhMTE8Pw4cMJCwtj1KhRPPDAA1RUVDB9+nRuv/12QEgsZsyYQYcOHXjyySfp0qULzs7OPPPMM9x2223U1dUxY8YM1Go1NpuNBx54QKJDd+/encjISKZOncqjjz7K9OnTARg2bBjR0dHExsayaNEijh49ikaj4dtvvyUmJoZu3brx2WefER4eTkVFBUOGDGHlypXs37+fsWPHSufOq6++yoYNG7jlllt48MEHiYuLo6qqip49e5Kens6ECRO448476dWrFwkJCTz44IOsWLGCZ599lqlTp3LHHXcwbdo0vL29iYmJYejQoUydOpUuXbowfvx4UlJSiI+P59PPPqPr6NFU1tSQkpLC66+/zoj33+eZRYv4OTKSESNG0KtXL0pKSthhtXKnXk90SAheXl48M3Mm5pAQpvv4sOq99/jQx4f65GQ+fPllvhwxgg4dOvDxxx+zQ6mksEcPnp05k/tranjwwQf54sknsVitaHr1Yt2YMbi6ujJ+/HieGjKEfXY7t9xyC1MfeogPFApumzqVe9u0vI8++ii33norNpuNCRMm0K1bNywWC8NnzmTuXXfh4uLCzJkzGTRoEHa7nddee40OHTpgMpl47733SEhIoK6ujqeeeopHH32U5cuXM3XqVMmgb+rUqfz0009cuHCBefPmSWyMmTNn0qVLF+677z5effVVJk6cyOOPP879999P3759SU5O5vXXX8fLy4spU6Zw//33M2PGDO6//37Gjx/PnXfeyT333MPUqVMZNWoUEydOpH///nTp0oW+ffsycuRI4uPjeemll0hOTqZjx46MGDGCyDZddV1dHU8++SR9+/bl1ltvJSkpCVdXVxYvXoxMJqO2tpa33nqLl19+GaVSybhx46SIPh8fH9auXcvYsWMZNWoUCQkJGI1GFixYQFpaGuPGjeOdd97B19eXW2+9lVdffRW1Ws3IkSP58MMP8fb2ZsiQIdx8883I5XJuueUWZs+ezYkTJ6SGRkZGBoMHD2bgwIF4eXnRv39/PvroI1atWkVKSgpnz55lyZIlxMXF0aNHD4qLizl37hyfffYZ+/fv5+DBg9TV1QEiNk6j0QCwe/dutFotADt27JAkBQcOHKBr164kJCQQHh7OyJEjefLJJ4mPj2fSpEl8++237N27l6+//pq6ujoOHz6MyWSisrKSY8eOsX//foqKijh9+jQAhYWFXLhwAYDc3FzS09MByM7OZtSoUaSkpDB79mzKysoAqFi9mvITJxg8cCCHunQh6KGHGNHURFVVFZWVlSL5oW9fLA89hKyggFMpKWg6d4annmLXkCG0NjbC3LnsOH0a42uvYY2M5MCaNVjOnsX9nXfoUFHB/v37uXT2LHcNHkzrTz9RUF2Nv0olyVIuX77MqFGj2LJliyTxcEh1AIqKihgxYgSurq5MmzYNi8VCQEAAc+fORafTAZCelkZeWhpUV1Pa2Ej9p5+CUsnp06clicrx48cl88rDhw9TN2YMye7uOI0bh7FHD9577z2OHz+OVqvljjvuwGw2U1ZWhsViYceOHVgsFoxGIzt27ABEI2b37t0AaDQa9u/fDyAdJxCxh8ePHwe4Zk3XO05ZWVlkZWWJNaWnk5ubC8CFCxekz7V/uKY/ce7929Y0bhwNR46Q3ra+rKws6l98EYzG9jUdOcKFs2d/c03HWlo4WFGBxWLh8OHD6BcuhE2bOLRjx39uTf8bj9NfsKbm9evBaOTklSs0bd4srak5IwPef/8PrenERx9BQACtu3ZxYP16aU1FH34IQ4ei2bdPWlN1WhrFbRNv7YsvijVpNJQpldKa8iorKV+4ELy8yNJqxZrCwrjS2CjWdOECV1xdxZoSE0nbulWsqWNHjl+4II6T3U7Ru++iO3AAkpLEcWpqgvJydv/8M9q6OlCr2d7YiKmgoH1NZjOWd99lW3Q0dOzYfpzOnqUsIoLCn3/G48SJG+fejTX916zp3I8/wqlTlOXmtq+poIDazZshNpbcnBxpTQVbtpBvtcKSJdKaLAcPcvz774WJcXg4VadPU1pSAp07c7y0VKzplVc4fPSoWNOGDexPS0NjscBTT7F79250BQXQs6e0JquPD0e2buWP1P+Yyfzx48cZMGAAFRUVhFwVk/Poo49SWlrKrl27WLt2LdOmTbtmyg4watQo4uLi+Oyzz37zb11vMl9SUsLy5ctpamrigQceoG/fvtfQiS0WC1u2bEEul3P8+HHKy8vJzs6mtraWnj17UlZWxqBBg3j77bd59dVXaWlp4ZFHHuG7774D4Mcff2Ts2LEEBQWRmZlJSUkJnTt3xs3NjR9++IEhQ4YQFxeH0WgkJCSE9PR0XFxcKCsrQyaTMW7cOH744QfJrMxqtVJSUoJSqSQsLEySGhw7dkzSZQ4ePJiioiIpi93T05PY2FhGjRrFmjVrcHd356GHHkKr1XLu3DkefPBBsrOzJbr96tWrGTRoEHK5nGeffZZbb71V6np5enoSGBjIiRMnyMrKYvDgwQQEBJCfn8+2bduIjo7G3d2dtLQ0fHx8MBgMVFdXS3Fyer0etVqNh4cHdXV1Uka8TCajtbVV8guIjo7mjjvuYNOmTZjNZineKzg4mODgYJydnamtrZWmejqdTtIPu7u7U1NTg6+vr6TbdVCT4+PjKS0tpX///kREREhaY4epVGpqqhQbFhQUxA8//MCUKVPEJHnsWNRqNQcPHsTX1xdXV1eOHTuG3W6npaWF6Oho6TUmJSVx6tQpTCYTAwcOpKysjMDAQLp3705eXh5NTU2kpqaSnp5Oly5d6NmzJ0uWLMHV1ZW6ujqCg4Pp0qULe/bs4ciRIzz11FP4+/uTn59PcHAwOp2OkpISrFYrQ4YM4fjx43Tq1In9+/cTGhpKbm4uXl5ePPbYY2zcuJHi4mKJ3rt27Voerq0lraWFw0FBdO7cmYsXLvCaVsvO4cPpExhI0bp1lPXvz5YtW3jBZGKPtzcPy2QsNhop0elIjI+nsqqKVp2O2Oho7M7OVFRUSDdctVqNTqfD2dkZk8mEzWbDbDbj5OSEi4uLmE4rFNxrsbDczU3qvAYFBVFZWYm3tzd2u13yUcjJyUGtVqPVarHZbDg5OWEwGHBxccHNzY2mpibUajUdO3aksbGRkpISXF1dsdvtREVFERQURENDA6GhodhsNkaPHk3v3r1ZvXq15LXh7u6Ok5MTWq2WqKgozp8/T1RUFJcuXSI0NBRXV1fkcrmkuddoNOzcuZOYmBi6dOlCRUUFarWawsJCLBYLDQ0N13SmIyMjUavVNDU1oVQqpeaju7s7TU1N+Pn5ERkZyblz5yTWQGVlJf3795dMHoOCgggODiYnJ4fa2lq8vb0l08mQkBDsdjvJyckkJSVx5swZLl26RGVlJT179sTd3R1PT0/WrFlDS0sLKpWK6OhoysrKCA4ORqvVUltbS2BgoMRSUavV6PV6unXrRlVVFXfffbc0YW9ubqZPnz4kJSXR2NjI5MmTJePPf6ajvnPnTsm88K677uLkyZOkpaWhVCqJi4vj5ptvJiQkRJIS/OkpwbFjyC9eRP7UU+3TgJMnee/ECe677z7efvttFi1aJB3nX00JrFZkK1divv12lG0NZ4vFgvLoUYiMxBIWRulzz3Hw8GHG7Nghpqw7d+LbvTvKuDhsAQHYcnJQREcz7fHHefjhhxk0aNCfn3wcP47ss8+Qz5mDpb4e+ZYtyN9++x9PPiwW5M8/j6VfP+T33/+ryUdBQQE//vgjL7zwwo1pzr+6pg0bxJSnd284dQrFnj1YZs9GplT+ak0mkwnTCy+gXrYMm16PYulSZEOGYNFqkU+Y8N+zpv+Nx+lPrkkxdy6yN9/E0tSE/MMPkc+bhzk7G8X588hLSzE/8ADKoKB/uCbrtm0o+/XDnp2NtaYG5W23idd79CjK1FTsc+difeMNsY4DB7DrdCjGj8f2xhvYnngCZUYG1pYW7GPGSGuSvfUW8jFjsHbvLq3D9tJL2JcsQXHhApbERGRubmKqaDYjNxiQt7RgaYszlcvl2GbNgiFDkI8f336cfvoJ8+DBKLOykNXXY775ZpTLlsF992Hx80NZXg7bt2OZPh3Vtm3YR4zA4uqKau5c6mbNora4mOh163B+801xPBQKbNXV2Pz9//hxsljERPT/+Ll3Y01/zZp47TXkAwdiq6jA9sADYh0WC/aKCpTZ2VhdXSE1VVxDH3+Mfdw4FO7u2NauxT5jBrIPPqB21Ch8k5JQqVRYcnKQu7gg12qxtCVZybOysJaXIxs5EvmcOZgXLRJr2rwZc69eKD08kHl7Y3asw2ajQaPB39//Bs0efp9m/8tyaOY///xzxo4dywMPPEBKSgohISHcddddv2kIZLfbuXjxIomJiRQXF9OxY0emT59OdXU1qrbpyy233MKaNWuIi4tj5MiRDBo0iC1btrBnzx5CQkK48847yc7OZtmyZSxYsIClS5eSkpJCQECARJHds2cPgYGBBAcHS/rSoUOH8sgjjxAaGipt4jdt2kRcXBxLlizBYDCwa9cuNBoNsbGxqNVqyZwrJyeHyMhIdu3aJW38rVYrMTExuLu7U1RUhLOzM8nJyQwePJjOnTvz/fff8+CDD3Lx4kU2bNhAbGysNIWPjY2lrKyM/Px8jEYjvXr1oqysjICAAKxWK9988w29e/emtrYWQNrgu7q60rt3b1atWoVKpSImJobc3FxGjx7N999/j8ViwWq14u3tTX19PU5OTpLxl7u7Oy4uLjQ3N6NSqfD396egoAA/Pz/GjRuHl5cXP//8M8HBwdTX11NfX09JSQkpKSmSqZjBYKC5uRl/f3/kcjkhISGkpqZSU1Mjgd/6+noCAwMxGAyAiI2yWq34+fnRtWtX8vLyJL3x+vXrefbZZ9m1axddunRh8+bNUpydUqnEaDQSFhZGYWEh/fv35/z58/j4+BAeHo5KpSI1NRWDwYDRaKSpqQknJyfKy8uprKwkMjKSwYMHs2rVKqqrq0lMTCQ0NJSTJ08ik8no2rUrxcXFNDY2Sk2E2bNns2bNGsxms5RCoFarGTFiBFarla1bt+Ll5cW8efMwm800NDSwePFiLBYLt9xyC8EaDed1Ou62WNhdW0vA8OHs2rWL/klJ9IuJ4cFhwxj8xhvC46GhAeRy3FxceGPRIpbn50s0Y4f+3eFNIJfLJeNBpVKJXq9HoVCgUqlYoNfz0m/cF67+ILDb7fR3duZEWzPO09MTudnM/TIZZ+VyCt3d0Wg00geBQ79tt9ulm7pCoUCtVqPRaFAoFNjbDABdXV0lbbiHhwfh4eHo9XquXLmCq6srAQEB+Pr6cuDAAXr06EFAQAA2m03yvxg1ahRnzpwhJydHip/z9/fHx8eH7Oxsunfvzt69e6XX4WhuFBUV0bFjRwwGA7W1tXh6ekpmdGq1moCAAMaOHcuxY8cwm82MHTuWffv2IZPJcHNzo6WlhSlTpnDo0CHy8vIoLy+XjCgDAgIwmUy8/PLLdOjQgerqaj755BOcnZ2x2Wz4+vqSlpaGk5OTFE3Zr18/MjIyqKiouEbS4uHhgc1mQ6fTSR+sjg/Jfv364ezsjLu7O+7u7pw4cYJbbrmFvn37MmDAAPz9/aV7rdls/sMme7W1tbzxxht06dKFRx99FIBNmzZx+vRpIiIi6N+/P927d8dqtUrvSUNDAzKZjDvuuOP62m+7XZjlXe30XFnJ0bVrKQ4OpqmpiSeffPIfv7hjx4QObvJkOHxYPJ9DBwewbx+XXFzolJoqXofFIsyk6uqErvSHH+DCBSqnTSMoKQl5ba14Pg+P62vef1kWC1y+LMx0IiOFjveRR37/9yoqhL7b1fU3fzxnzhzmzp0rRTLeqH+yamqEfrJDB/jqK2F+9NZb8PLL1557jnrtNWFCZjJBSYkwHVu8GF5//f/7S79R/6C02nYDuXffhRdfFGZzN98s7gMBASLx4nplt0NenjDPs1jEv1Uq4bHg5CSO+/z54jxRq8U17ucn8uSzssT/V62Cu++Gq4Zdv1mffCJM8oqK2o0x9XphmNe3r9DbjxzZ/vjWVnDEXTrKaBRr/uab9r+5c6fQ7g8eLF63Xi/MvrZtE+9Nt27Cw6PN84rsbOHaDZCeLv7dubP47+qyWoXmXn4VkfjgQXFvbBtY3agb9S+VXi+u29deE+fn0qXi+5s3i3jG5mY4dKj9s3ThQnFfBvHZ/fbb4n4+bVq7P4RGI3wqvvtOREWC+KxftUrERn7zDbQxgNm9W/hR7N0r7u+Oc/3oUZr1erxuuunfB+br6+ulDVhpaSkrV67EYDAwYcKEv8Sh8noGeM8//zwvvSS2+CaTicDAwF8Z4H377bfccccdgKBPhIeH/1MGeG+++Sa9e/fGy8uLoqIi4uPjWbNmDaNHj6akpITp06f/Q2Og5cuXM2LECDZv3szgwYNJSUlhy5Yt2Gw2vvvuO1atWiXpzA8cOEB1dTXNzc1MnDhRyqtfvXo1drud8+fPExAQwOLFi/n888/JysrC19eXnJwcnJ2dGTVqFOvXr8fDw4OmpiZSUlLYvXs3ffv2JSwsjC5dunD+/HmMRiMGgwG9Xk9YWBhnz56lubmZuXPnEhkZSWxsLK+88go7d+6UjMXuvPNOfvzxR2JjYyktLWXy5Mn8/e9/p6KiQsoWHzNmDFFRUchkMoKDg1m7di2NjY3SFFvZRvX8+OOPqaysRC6X8+abb0oa9srKSrRaLbfddpukxS8vL2fmzJnY7XbuvPNOTp06xeXLlwkJCZGMBB3GeDExMTz00EMsWbKEmpoaPDw8UKvV+Pr6EhAQwJEjR5gyZQqtra2kpqbi7e3Ne++9R8+ePTl79iw+Pj54eXmRnp5ORRu1UalUSsDO29ub/v37c/HiRRobGwkODsZut0tGaxEREQQFBaHT6ZDL5bS0tODi4iLp7/38/PDz88NoNNKtWzfWrFmDn58fVVVV2O12CVwGBQURGhpKXV2d1OGsra0lOTmZn376SYpl++6774iOjqa5uZlly5bxwgsvMHjwYCkvPTMzU5rC63Q63NzcCA4OZu7cuaxatYry8nKcnJwIDAwkIiKCrVu3otfrcXZ2FpMGhYLhw4fz4IMPMn/+fIK1WhQGA52cndnj6UlZeTnR0dFS7KHVaqWmpoY+ffqgKStjPnApLw//v/2Nu9oSBF588UUqKyvJysrCw8MDT09PIiIiJEmITqfj9ttvJy8vj4qKCkquXMHm7ExoaCj+1dWUtLYywc2NL1taiIqKErnxZjNv6HQslcuplstxt1h4DngPeBmYC7i5uWEwGLDZbAxTq7mgUNDU0oLj1udYg4Pu7NB8A1IDyHEszWYzISEhEkPEYf546tQpevbsSWhoKK+99hq7du1i9erVODk5kZGRQWhoKCqVir59+3LixAnsdjtubm707duXnJwcioqKiIqKwmKxYDKZKC4ulqIiPT090el0lJeXYzAYaGlpwWaz4e3tLTX5QkJCqKqqwsPDgxkzZrBp0ybCwsIoLy/HaDQSHh5Ofn4+gYGBVFZWYjAYJN18v379OHjwINXV1YSEhNDS0kJKSgr9+/fnrrvu4qeffmLnzp107NiRkJAQVq5cyZUrVyT5S2lpKe7u7uj1eskosqGhgfDwcJqammhqasLV1RVvb2/CwsKoq6ujX79+9OvXjxMnTqDX6xk9ejTh4eF07NhRAvp/tMxmM/v378fJyYm0tDSJcRMfH4+Pjw/Ozs7U19dz5coVZs2a9cfN3AwGGl94gYerqnjhhRcY0KGD2KxeD9CazXDggHCQ//FHsQl++OHrRzhZLLBhgzCOclRJifhQv3xZGFw9/7wABb16icx3x8f1L59TqxXfW74c2j4faW0Vj/8tkPgn6/Dhw2zevJnx48czdOjQG4Z4/0rt2iXAfGAguLuLtITYWOjd+5qHmc1mTn31FSl3340qM1M4Hvv4CCOyq4HNjfrPVnk5nDwJt90m/u0A4zt2wMSJAviePy9M565XpaXCnG7GDPHvDz8UmfArVghX7ODgdrM6EKZaAweKr+12YWA3dCj8g82+VDU14jWfO3dto+/VV0XTaM6cazOyf6sqK8Vre+EFcQ471q1QiPtQQYFoQMpk4u/t3StAv9WK2W4XgzcXF5RxcRAeLhoJU6aI+9dbb7X/HQeIMhpFMoSj5swR99aKChH/eKNu1J+p48chLOzaZBGLRRjRNTWJNAhoT3AAcd8eP/7Xn8G7d8OgQZgbGtifmcnw4cNRqVTicVlZ0KnTtX/7669FE8rJSfw9aL8eT55sT48AOHWK5oICvO65568H8xkZGdxyyy2UlpaSkJDA999/z5gxYyQQo9Pp2LBhwzWRcn+0WlpayMvLA6BHjx787W9/Y9iwYVKW+9tvv82bb77J119/TUJCAkuWLOHgwYO/iqbbtm0bq1atwtfXlxdffJH6+vp/Kpru0qVLrFmzhoULF/LSSy8xf/58srOz2b59O927d6esrEyiYms0Gvr06UPMVROU3Nxctm/fznPPPYfdbufdd98lNjZWArxXrly5Jnf5H5XNZqOlpeWag2m328nPz+fAgQNkZmbi5+dHaGgomZmZODs7S8AuNjaWoKAgKSfd39+fiRMnsmHDBinjfdCgQSgUCqqrq3n00UfZtm0b06ZN4/Lly8ybNw+1Wk1BQQFhYWESbXnChAl8/PHHJCQkkJGRITnUO4zBkpOTuXLlCg8++CBVVVVcuHCBqKgoUlJSsNlsDB48GLVaLUVpbd++nc2bNxMSEoKTkxN9+vThwIEDqNVqQVuxWHBzcyM/P5+srCzCwsLQaDRSs8XxdXR0NGlpadIU18vLS6LTeHp6olQq6d+/P3v27CE6OpqbbrqJffv24ebmRpcuXfjhhx+khoeDru3t7U1xcbEUc6fRaHBxceG2224jJCSE7OxscnJykMlkUrKAw2W/oKCAoUOHsmPHDubPn8+jjz4qJQG8++67zJkzhxkzZlBcXMz69eslwz6Hq7rDKK6mpga5XI5arZZMzMLCwigtLaWlpYXAwEAWLlzIJ598Ql5eHhEREajVahobGyVzPqVSSXp6Ol5eXsTHx7N3715MJpNkAnfvvfdisVjw8vKStLt1dXWoNRrmWiw8abGgt9lwd3enubkZZ2dnfH19cXJyora2VjpW48LCiAkP58PjxyXpiNls5sSJEyQmJkqNopEjR+Lr60tubi75+fnExMQQGRnJ+fPnKdu5E0+NhjS5nCVhYTzb1MQMo5HNNhvZCgVBrq48I5OxC4iUydiqUDC8qYkKs5kjdjs9LBbOtF0rwTIZU+x28gA3YFPbdF6pVEpSjfj4eOrr69FoNMhkMqwWCwrA1jaNtlgsODs7S4930Ls6d+5MSUkJTk5OtLa2EhsbK02cKyoqiImJkSbfKpWKnj17Eh0dzYoVK1AoFHTt2pWmpiZKS0vx9fUlNjaWvLw8yavh7NmzBAYGcunSJQwGA8888wyffPIJNTU1kjElgFqtJi8vD5VKJb2/KpWKF154gQsXLkgsk27dupGYmEheXh719fVkZGQQFRVFS0uLFJPpiLhz0O1nzJjBXXfdxdKlS7nrrrt47LHH8PPzw8nJiXvuuYeNGzdiNptpaWmRJDHHjh3DyckJd3d3EhISqK+vp7q6moCAAEA0hMPCwujfvz/BwcFs27aN1tZW3n77bXr37k1mZiY7d+7k3nvvJTc3l4sXL2IwGFi8ePE193KbzYZGo8Hb2xuZTMa+ffvw8/O7hsEFIvr0ypUrPPvssxIYdTTSrucWbluxgke+/ZZPU1Nx9vERk9Tw8OvfqAsKRPzMuHFic1BY2D59+qPV2ipyakeOFEDcbhcf9lYr/P3vkJIiJmp//zt07Soc9N96SwCB48cFG2DXLjENkMmEG/VfUEajkW+//RYvLy/Jp+RG/RO1caPY5D3/vGgOlZeLDeQvNn02m42mggK8amuRb9smJkHOzgL4PPnkX9KkuVF/QR0/LrKlHXGPx4+LyfEDDwjAYLeLzOmrQSqIaXR0tADg27aJ/w8eLH62d6+4D5w5IxzpQTjlX7okpn2/fL5XXhHT/5kz/9hr/vxz6N9fTMsdVVgoJodt0aS/Wxs3igaDoxlptYpzc9YsMa188812wNPYCIsWwTvvYJPJxP368mXk9fWi4XH8uGh2zJsnAJSDCfDZZwKsf/WVmH4qleL9PHlSNLc+/fTaPO8b9X+vLBbR3EpPh2ee+WO/89lnYnI+e7b49+rVMGyYYLOdOiUapv37i8c9/rh4TEYGdOkiGDTHjolmG4hr/5tvsIWGohkxAm9v7+vuJwCRH//3v8Mtt1y7N7BYxPXev3/790pLac7MxGvcuL8ezI8dOxalUsnLL7/Mt99+y7Zt2xg9ejRffPEFADNmzODcuXOcPHnyzzwtAAcPHrw2J7etHnjgAVatWoXdbmfhwoV8/vnnNDY2kpKSwieffEKXLl2kxxqNRmbNmsXatWsxGAyMGDGC5cuXS6Z2f6QcYL6srEzStVssFr799lv69OnDxIkTAThz5gxNTU3IZDI8PDzYtm0bvXr1wt3dnfPnz1NXV0dBQQGRkZEYDAaGDBki6djtdjuvvPIKr776qtSI+KtKr9ej1+slncXs2bOxWq0Sk8HNzY3NmzfTuXNnSktLUSgU0gS7vLycM2fO0KtXL+n1x8bGolAoSExMpLq6mqSkJGpra0lISCAkJISPP/6YmTNnSu7YjkmjY/Kfnp5Oz549yc/Px2w2U1NTQ4cOHWhpaaFjx46oVCrCw8O59957Wbp0KfX19Vy4cAEfHx90Oh2BgYHY7XYWLFjAjz/+iEql4uDBg9jtdh544AEuXbqE2WwmJyeH+vp64uPjJf20gxrsAIwAXl5eEiiXyWSMHj2aHTt24OnpKQGd3bt3o1KpCA0NxcvLi4SEBFQqFW+88QYymYzZs2ezYsUKyRjKAbrDwsLQ6/W4ubkxdepUXFxcOHfunKSfbm5uliQB999/P1u3buW5556jsrKSzMxMCbg//PDDBAQEUF9fT3NzM8899xz3338/Go2Gffv2SW7tIECcn58f1dXVGAwGgoKC0Ov1KJVKunfvTlpaGh4eHphMJjw9PaVJb9++fXFxccFut/PEE09w6dIlTp48ib+/P1qtloKCAi5evMiwYcPol5JC84EDNLTJKBISEjh9+jQZGRnU1tbS2trK5MmTiYqKYsWKFbi4uEjXhqurK0FBQeTm5hIQEEBzczOPPPIICoWCjRs3EhkZSWNjIy0tLbz00ktUVFRw8OBBhqek4PHJJ5SqVATfeis7Cwspy85msKsrB4DbDQYaAgPJ9/XlwvHjKN3didTpUCQmUlJdTY+kJG739OT9ggLuuHSJ7z08yNRoWAC87+WF2WxGr9dLdH0QjCAvLy90Gg0RAQG8bDDwvNWK3mAQUXTOzqRYrZxWKNAYjZJG26G/coBER5PAARQd17jFYpEAbv/+/Tl37hxarZbQ0FCSk5PJz8/HxcUFm80mRUR6eHjQ3NxMamoqcrmcvXv38sknn0gMjzfffBNvb29aW1tpaWmRbvoymYyEhASOHDmCWq0mNjZWcvp3aORLS0ul19qxY0eSkpIkozW73U5aWhqXL1+mrKxMYoq4uroybtw4qqqqaGlpoXPnzoSEhHD48GESExOl67FPnz5UV1dTUFBAbW2t1CRxeFS4u7uj1WoluYW/vz/+/v7U1dVhNBoJCAjgtttuY//+/QQEBBATE0NKSgoeHh6kpqbi4eEhSXT+aP30008UFBRgNpuliFGtVsvMmTOvacQ6SqfT8ebixTx///34JSWJiXv//tenspaVCTrsF1+ID+cFC/66qKqLF6G+HkaMEJvY8HAB6t95R4C7VasgOVk0FJKSRGRUTo7YMHTp8qvJ7z9TdruduXPn8vzzz+Pv709LSwvbtm3j9OnTLF26VNIr3qg/WceOCUbHL8tohLlzxRTfwbj4+msBfBIT//++xhv123XsmKDQX308Nm8WbBpH4+/qyDgQwLy2VgCQJ58U02t393bWj14vAOuwYe2AuKUFPvhATKTXrYNnn23/ezqdOFf+oFzp31azZ4tJ5i+lIPv3iwn7woVoNBohd9Pp8N66VdzDXF0FO6W+XmRsO5q1jqbAlSti0u/sLECVj494bxcvFuD/Rv3frVOnRCOqvFxI3H5PklZQIK5XZ2cxHZfJREPojTfEeVdZKajxTz0lGlQO5sny5aJhd/myOF8dEhW7XZzfXboIucsffb23395+nl+vLBYxmU9M/OvBvL+/P/v376dbt27SpPj06dP0btsoZGdn069fP8l18H9iOcB8RUUFZrOZNWvWcMstt5CcnMwrr7zCK6+88ptvqtVqZdu2bbi6utK9e3cCAwOZPXs2U6dOJT4+XtLOO+rs2bNcvHiRR9qoTqWlpXz88cdMnTqVzr/UDf0LVVpair+/vzRVLC8vRy6XEx0djU6nY+PGjWzYsAEQ1D5HnNehQ4d49dVX+eCDD2hsbGTq1KkcPHiQyMhIZDIZeXl5lJaW0qNHD9LS0ggICKB3797MmzeP119/nTNnzjBt2jR27NhBTk6O1Fzw8PDAarVSWlqKTqdjzJgxnDp1CqVSyaxZs/Dx8WHx4sUSVf3ll1/mnXfekabrDvBw4sQJjh07Rr9+/YiIiOCdd97h9ttvl/7WhAkT0Ol0XLhwQaIYOxIJWltbsVgs6HQ6PD09UavVGAwGnJ2duf322yVgVFhYSExMjGSk9+yzz1JRUYGHhwdnz57l6NGjFBcX4+HhQX19Pa6urpKhX2NjIzabjdbWVonK7efnh16vl/6dnJxMVlYWLS0tBAcHExgYSGNjI66urtx5551MmjSJ7777Dp1Ox6lTp3B3d8dkMkkmcA0NDdx3332cOnUKNzc3zp07R0FBAUajEXd3d2QyGc3NzVitVpydnfn888954YUXcHV1leLVXF1d0Wg0JCYmSlF3RqMRLy8vunfvjlarJTc3l6FDh1JcXMz27dvR6XT06dOHm266iQ0bNtDQ0EBubi7jx4/HZrORkZEhOYEPHDiQY8eOoVAoiI6OxsPDg9zcXKKiovD09KSiogI3NzeKiookararqyuenp7M6tSJb6qqMFit6HQ6XF1difHxoXNLCwaFgk8uXCA+IYEvJk/mwooVHHB15aBOR0JCAqdOnWJOczNHu3XDWlHB/jbgGBoSgr21lWqNhn4WC4FWK5sAzVXU+5tVKqxmM0FAJqCJi6O4qIi3lEoyTCZ+lslobGOLOKbE4eHhtLa2Ul5eLun+ZTIZRqMRQKKiW61W5HI5AQEBuLi44OLiIjGB3NzcUCgU9OjRQ3Lk9/HxoXfv3mRnZ0uAOCQkhM6dO6NWq3F1dSUlJYU1a9ZgsVioqamRcsuzs7MJDAyUGmlKpRIfHx/J8FOr1eLs7CxN4cPDw6mtrZUM+lxcXPDw8OCBBx6guroapVLJ/v37MZlMuLm5UVdXR0tLCx06dKCwsJCIiAi6devGwYMHcXd3Z8qUKURFRbFhwwYSEhIoKiqiS5cunDhxgrS0NLy9vSVAr9frJcMbi8VCeHg4CoWC2NhYjEYjo0aNIjs7m5MnT2IymUhISKBz5864u7uTmpoqNZp37dpFbW0t999//2/SwY8dO0Z0dLSUYa/RaFi8eDETJ04kOTmZEydOsGfPHkaOHMmePXsYO3Ysu3btEhIyDw+0x47RNHEi4deb0JtMYpMAYhP/+uvtE6VZswSNzvHzv6Ic9MCjR0XH//XXxab+4kWxsamoEH87NFRMAMeO/ec3/S+9RFZiIhfa7k8OE1SA8vJypk6d+tet6/9SzZ8vgMtVjSmz2czu3bsZc+oUioUL20Fdero4f/4s4+NG/Xuqulo0W/6R9OTqe0Jrq9DmLl0K778vJn8bNsD99//+3/r+eyG3MRqvL/f5T9aGDcInoK4OrjNAO3LkCEePHmXgwIEM6tGjfRrv5yeaoRcvtrMcCgvFPay6WoCw/v3F9P/eewVwstnEve1qUGS3/+Nj8XuVlyf0+2PGtNOgb9R/b3355bXeD1ezTX6r3n1XTNXz80VDbfx40aSfPLn9Md99J5hPfn5CvgICsJvN4ntRUYIJc1U57tejR48WNPu/ovR6mpcswWvx4r8ezMvlcqqqqiRqp4eHB2lpacTGxgJQXV1NaGio5Fr4P7EcYL6xsRFvb29+/PFHrly5Qnh4OKGhoWzcuJHExESmTJlCZWUlnTt3vu50qKqqirfffluiwzY2NvLCCy8QFhbG4cOHeffdd5k3bx59+vThjTfe4NZbb+WHH37g9f/PBjcO8CqXyyktLeXtNgdkmUzG0qVL2b9/P5s3byYxMZHDhw9LGm93d3cmT57MLbfcQl5eHqtXr0apVBIaGkpqairnzp1jwIABZGdnU1JSwtChQ1Gr1Tg5OeHk5ERmZibp6enU1NRQWFiI3W6noKCAoKAgabrYsWNHxo0bx8aNG3F1deXEiRP07NmT5557jkOHDpGWloarqyunT58mMTGRRx99lJkzZxIREYG3tzeXL1+WgK0jAzwkJISCggJycnIkYOKId3KYkSmVSrp16yaB3a5du3Lp0iXCwsIYOXIkCQkJnD9/nuXLl2O32/H39ycqKoq8vDxqampwcXGhT58+kvZ/wYIFUvxGYmIiGRkZVFdX4+3tzfDhw/n5558lLXlLSwstLS1YLBYiIiJoaWmhV69ePPnkk3Ts2JHNmzej0WjIzc0lNDSU8PBwcnNzufXWW1m3bh2FhYVSkyIjI4P+/fuzbds24uLisNvteHt7U1dXh81mo7i4GKVSSWNjI62trYSFhUlT//vuu4/o6Gi+/PJLhg8fTk5ODvfeey9yuZyPP/4YT09PkpKSOH78OCqVitbWVnr27El1dTU6nY7MzExaWloICAhg0KBBXL58GV9fX5KTk3Fzc5PkAz4+PqxYsQKLxULXtpxerVaLn58f586dY8yYMVRUVNClSxcaGxp4cudONvTrx5W2ZoVSLqef0UhWcDBWm43o6Gh++uknbu/Zk+Lz59nbllDh5eVFS3Y2tzc0sNbFBYtczkCFAoNMhkahoMBgoFKpZI5Wy5W77uL00aPI6+q4qNMRKJOhsdmwKBTcZLVyXqmkqk1br1AokANmq1VifOh1OoKdnZGr1dS2tKBQKnFzc8Ovuppb5HLW2WwUt1H4HS6ttjYJg5OTk5Q5D8JsUa1W09raKiUA+Pj4MG7cOLp06cKyZcvQ6XSEhYVJ+eMXL17k8uXLNDY28tBDD9Ha2opOp+P06dNs2bIFNzc3kpOTKSgokAz2wsLCGDNmDEFBQZw6dYpp06YxZ84cqqqqiIuLo6GhAavVSnx8PEVFRej1ekJDQyXJ0blz5wCRIHLp0iXsdjs2m00C/nfccQeXLl0iPDycJ554gn379rFx40aMRiMxMTEcPXoUHx8fVCoVZWVlkmmhUqlEp9Ph7e1NQ0MDLi4uWCwWxo8fLzVdfXx8MBqNODs788gjj9DY2MgjjzyC0Wj83em9Xq9n+/bt5OTkSPebjz76iFtvvZWEtuzkr776irwrV0i+dIlznToxc+ZMwr29hdndqFHtetarq65O0ODlcjh7VkyVuneHX0gA/pJ67z2YMAHi48Vm9uDB9o2I3S7AQ58+YnqvUglTKpns+jr836rly7ElJ/PSpk3ceeed5Ofnc9ddd2G323njjTdITU2lV69eeHt7//Xr+99cGzYIimffvrByJeTkYH/5ZbROTngYjcgCAtqPj8UiNNaOCVRxsdhY/jeCu/8L9corokH3j66fQ4cEOEhJEU03B70cxHS5Z88/JoeprhaU4KlThY7+v60sFmG6OXr0deVIx48flyJWU7t1ExT70aPFD3U6AdZfe00Y9JWVCW8AnU6AsPnzBfB/4w3xfm/dKsBVaqrwDTl/XjzfH6Hem0wCCD788LXN1UuXJB30X8FmulF/cVmt1zZvbDZxLshk4thdPQj9rcaOg+3R0tLeTLPZrr2eamuFLOSDD9rZNHq9APP5+eJ6/UXZ7Xa0Wq20//tLym6n+cUX8frb3/49YP5q3aOHhwfp6ekSRfF/E5i/+s2z2+0cOnSILVu20LNnT/bt20eXLl3w9PSkubmZF1544brP53Dozs3NxdnZmffff18CelFRUTz33HM8+uijHDlyhKeffprz58/TsWNHhg4disFgYNGiRRiNRpKSkujatSs9evTA+Zfuom2v8a86ic6dO0dQUBABAQHS37Lb7cyePZuePXtKztBr1qxh7dq1EhA4ceKEZHonxeuYTMTFxTFmzBiWL18u6VpdXFxwdnbm1KlTfP/993h6epKRkYGTkxPLli1Dr9ezcuVK0tLSKC4uJjQ0lICAADp16kRJSQkAXbp04fPPP+f222/Hzc2N8+fPS3R6x2vu0KEDEydO5L777uO1114jJCSE06dP09zcTMeOHamrq5Oc8zdv3iwBYS8vL1QqFUajUQLXZrNZiuBwcnJCoVCg1+uJiYkhKCiInj174ubmxqxZs7jnnnu4cOECN910E8nJyej1et577z1AmDf6+PjQoUMHDhw4gL+/v2S6ZrPZ8PPzw8vLi/z8fAwGA05OTqhUKjQajRSrJ5fLJR28UqlEo9GQnZ3Nyy+/zLvvvktgYCBGoxEPDw/69OnD8ePHuf/++yUTPbVaTUhICHV1dTQ2NiKTySgpKaG+vp6kpCR0Oh25ubmS877BYKBHjx5otVouXLggxcwNGDAAs9lMbW2tZBbXoUMHevXqxfTp0zl06BA7duyQTPmsVitGo5GOHTtKzaFu3bqh0Wg4e/YsnTt35vTp01RVVREbG8vly5eRy+U4OTkhl8sxGo1EW63UKhSYVCpcXFwICAiQJvedOnXCarVy+fJlJk2axMmTJwkPD6e4uBibzcb7779P3tq1NGVkUDd0KM3Nzfj6+rLj22+5LTub9c7OJPTuzY7sbCIiInArLKR/bS0mmYz3EPfABLmcJ1tbmaNUYnFyYoheTzDwA6BvO/ceA8pUKrRWK71tNj5UKvHz82NoQACXioro6ebGjzodZrMZk8n0K5d+B5BVq9USW0KlUhEVFYVWq6W5uVmi9sfFxeHj40Nubi6tra3ExMTQp08fSWdfX19PVFQU3t7elJeXY7FYiI+Pp6WlheLiYpYtW8aaNWvIycmhsrJS8kKoq6vD29ubqqoqyRU+IiKC0tJSEhMTsdls9OzZEw8PD86fP88999zDN998Q21tLUajEY1Gg1qtxsXFhdDQUEpKSnBxcZGSCwYPHkyfPn24fPkyffv2Zd26dTQ2Nkra/KCgIAwGg9Tc0Wg0hIeH4+vrS2lpKVqtlsTERFpaWvD398dgMGAymejRowexsbFUVVVRWFhIaGgoo0ePZsKECbi5uVFWVnb9yfo/KKvVCpWVNNpsvLNsGWMOHqQhNpbKlBQeeOyxX0umKivhxAnR9b90SQC2jz8W1FqHyc5fVXPmCGAgk4kNz7x5v03x12rFJkWnE6Zdp04JkOHrKzbQbRE8UuXliU16aKhYj93O7pISPv30Uz799FOC2zZBzc3N7NmzhwsXLrBo0aIbJnl/plpbxaZRpxP0z8pK8e/o6F8/1moVYGfJEtEcWr1aHOff2BPcqH9zXU8P/8vKzIS0NDFR1rd9QjiaLxcvCpbFH/FAaGoSQGTx4utTdMvKxLV8dXOnuVk0icaNExIcR+n1AtA895zwb7h6XTbb79OAf1l2u7i3vfNOOz35F3XixAlaW1txdnam/9X6YEc5dMpbtgg6tONe9Prr4h4nl7cDrLw8MTGdPh3WroW4OOEXMmtW+/pNJkGRfuihaw0CNRphUtjYKCjVIMDavn1C3qBS3TCa/G+sp58WjcwXXhAMlQ8+aNe+X+3VYLEIH5mbb25negBUVbUD9507xTWVmHhtg91sFs/9y8/zN94Qn4//AO/9y2W3w6ZNQnbSvTvNx4/jNWDAvwfMjx07VgJ4W7duZfjw4bi13QhaW1vZtWvX/wowX1dX96vIpFOnTrF7925pgj5lyhR27dqFWq0mPDycSZMm/e4mRq/X4+rqKj0uLy+PWbNm4evrS1hYGB4eHvz000+4urpisVjo1asXVquVRx99lCtXrnD06FGefvppYmNjycnJIScnh5UrVxIeHs599933mzdIhzncv7rBctCKrzaQOnr0KBqNhgMHDrB06VJaW1tJT0+nqqqKAwcOEBgYyMGDB+nYsSODBg3iyy+/JDMzk6SkJGw2G7W1tcyYMYOBAweyYsUKYmNjKSoqIjU1lTNnzqDVaqVYuOPHjxMVFSXJFnbu3Im3tzcXLlyge/fuNDc3061bN1544QV27NhBSkoKy5YtIy8vj06dOuHp6cnBgwcJDQ2lW7duVFRUoFQqyc/Ply6W5ORkduzYIQEDhy7Xzc1N0vk69OwOqUlNTY3EVpk8eTLV1dU0NDQQFxdH9+7dOXPmDDqdjhkzZmC1Wtm8eTMNDQ1MnjwZZ2dn9u/fT0FBgQTG9Hq9ZGrnYEBUVFTg5eWFwWBAp9NhNBqlqWdra6vkh+BgHuTn5zNr1iw+/fRTfH19sdvtLFu2jGXLlvHWW2/x6quvUlhYyNq1a4mIiOD777/HxcWF1NRUjEYj586dY+HChfTp04fW1lZOnz4txfKlpKSg0+koKCjAarXi5eVFVVUV7u7uuLq60qNHD7p3746rqytFRUXExMQQFhZGZWUl586do7CwkPfff5+TJ09y/PhxLl26RGxsrGTe6JiOvvPOO/Tr148uXbqwZcsWqqurcXJyom/fvpw8eZLk5GSOHz+O0WgkNjaWgoIClEol8fHxNDQ0SMeva9eulJeXY7PZiI+Px8/PjxMnTjBixAg6deqEQqHAZDLx/erVuBYW4pSSQmVlJVeuXMHb05Oh8fHsz86mT//+nDlzhpiYGDzKyzH5+1NRWspMi4WZBgPPWq3scHYm22RipY8Pz7dFKj7Y2kq6mxvuGg1XZDJKVSoC7HaCTCbSlErJIM+Rg+rj40NLSwtWi4XbzWYKgdNt6QpKpVLch00mYm02PlSpJA28VquVzgvH/cNsNuPl5YW1Targ4uKCTqfDz8+PsLAwbDYbvXr1ws3NDWdnZ0kG4HDdb25uRq/XS74MdrsdPz8/ioqKSEpKIiMjAx8fHywWCzabTUoGiIqKIjk5meLiYgwGA0VFRSjb8rS1Wi1qtRpnZ2cpsz4lJYWlS5eyfv16Nm7cKLFGHnnkET777DPi4uLo168fmzZtQqfT0dLSInlDrFixgkcffZTm5mbJbNHB/unZsyeTJ09m586dZGZm0rVrV0pLSxkwYAD33HMPPXv2RK/XSw78v1s7dkBVFfabbwaFglqTCd3f/86y0lKSk5MZM2YMGzZswG63M+Opp5A5Jnd797JbLsdl82YGPfwwst/o7v9LVVzc7s5bWiqmVr8Xp3flipikLV4sTLdsNmHa1amT2BC1tgqwMn26eL6ePYVG+PnnKW5oIOpqN+C2Wrt2La6urhL9/kb9wfrgAwFOPvgAlEos27ax3WJh3M03/5q26di0rlwpaNdr1sCjj143WvBG/YVltwsmxS23CBp2drbQy4IwhevY8dfxai0tAiROnCiaeU8//de8lt9KNrhyRYDXN95oByPffy+A8ZAh1zKImprg9GnRAHCYMVutAjhHRQmA4wA5djssWybWdnXk5i/rd2juR44c4dChQwwZMuS3k680GvG616wRTCPHHtxuF8Z9gwa1v79WKxw5IhhIL78smiqZmYLi72AH7dolAL1c3g7qHMfw9tuvjb47e1ZMXu+4QxjuOUDijfrvKJtNNMViYsTxPX5csFUcnzXvvy9SE4KDRWM6O1vQ7r28RLPK4SNz9fn7wAPivPojzbS8PNEw+o3z22w2s2PHDsYNHIjqlzK2Q4fE5+fs2ddGVH70kTiXe/RoT5BwaPD374dFi2jetAmvKVP+ejD/R93Xv/766z/ztP9V5QDzDgB8vTp+/Dh5eXmkp6eTn59PamoqoaGh5OXlceDAAdauXUtwcPA/djZsK4fHgEOrHxwcTFFREbW1tfTr14/Tp0+zc+dOhg8fjqurKxs2bMBsNqPT6WhubiYsLIxbbrmFn3/+mWnTpkmTcbVajdVq5b777uOVV14hOTn5mr+blpbGmjVrmDRp0jU3Voce+4/mP1+v7HY7GRkZ5Ofnk56eLul3z507h91up7q6ms6dO5Ofn0+nTp2kXOjOnTuTlpaGzWZj9uzZ+Pv7ExAQwKlTpzh16hQGg4GcnBwSEhJ46KGH8Pb25sUXX8RqtUqO8l27duWbb77hnnvuoaSkhLNnz6LRaIiOjmb06NHU1NSg0WhwdnbGw8ODAwcOcODAAWw2G1988QV79uwhNDQUDw8P9u3bJ02HHVPK8ePHk5mZKU3jzp8/L5mJqdVqPDw8aG1tJTExkUGDBkn57i+//DIRERFYrVYGDRrEqFGjePjhh7l06RKffPIJqamppKeno9Vq8fb2Jj8/H1dXV4lGXF9fj7e3N/X19TQ0NEjAzdnZmYEDB3LixAnKyspwdnampaUFJycnVqxYwbZt27h48SJFRUWS03+3bt3w9PTk3LlzREZGUltbi9VqJTg4mM6dO2M2m+nduzfFxcXccsstvP766wQEBBAUFISfnx8mk4nvvvsOq9VKXFwcXl5eHDhwQNLoOyLctFoter0ek8mEl5cXzs7OaLVa5HI5Dz30kMSQCA0NZcWKFYSGhlJZWYnZbCY0NJS0tDQef/xxJk6ciNlsZtu2bfz44480NTVhNBol+c/8+fPJycnh3LlzZGRkEBkZSUBAgBRZ1qFDB7KzswkNDSUyMpILFy4wZMgQvLy8+Pbbb4mMjMRkMlFfX49KpSI5OZm77rqLadOmMXbsWGJiYpgwYQKLFi3C08ODwQ0NrDeZSAgJwebuTvmpU0wwmdjVsSO5Fy9iUqkICwvD2NRERWkp37i58UG3blzOyUHX0MAim41ZgLuHB6lAZ6ORYzYbl1xd0el03KRUMjA6mi+am3nQbmdZm2mfn68vUXV1xADfm83YQNrw2+12ieURHR2NWq2mpKQEi8VCp06dUCqVFBUVodVqmdanDx1UKlbV1RGfkIC3tzeRkZH8/e9/p6mpiTFjxhAdHc2ePXsIDw+XmijHjh3DarVitVppbW3F0GYQqFQqcXJywtXVVWKShIeH4+fnx7Bhwzh69Cg1NTWSfr60tBSTyYRaraaurk5qSthsNgwGA2q1Gn9/f/r378+RI0eYP38+sbGxvP3220RFRfHII4/w8ssvU1ZWRlVVFT4+Pri6ulJRUUFdXR0pKSm0traSm5tLYmIidrudqqoqhg8fzqFDh7BaraSmphIUFITJZBLH9aoPzIaGBnx8fK5tgjoi6OLixH8AL7+MdvZsLufksH37du655x6Ki4vZs2cPgysq6DRxIq4FBawBonx9CQoNJSopiW3btvHMM8/8oc+If1gWiwASjtxlu11sYH9vWmsyiQ3S1RsZm02YrSUmCpBisQiAUloqNh1bt4qNx3UioRxNw+7duzPUQfO/Ub9fer0wcUpIAMD+2We0DhiAc5cuv27CFxeLDavVKiaQ69eLKf4fdSK/Uf98bdsmroXbbhP3gZtuEsDik08EwF+zRpgW/rLy8sS0es2adjPDf6WOHhXa3uXL28HFnj0C/Or14trv06f9XuDkJGjlw4aJ+1ZlJXz7Lbz4ovjakYXtMOgaPVo8t2MtdrsATl9+KV6/oylgNIrz1nEv/J06fvy4REdO/a24vpUrhclncPC17IKWFvH+7t9/LZg6dUqYDdrt4jXp9YKxkpIifn72rAB/X3whtNJBQWK9P/wgGAnbton72YABwlxyxAjBoJo/XzQyfw/kabXiuP7yGjUabyRO/NW1Z484rjqdkEJ07CiObdsgjdpawb5wdhYeC7Gx8PPPgmEycqT4HZVKXAN/RV3VuLLb7bRevozz5s3IXnqp3W/BbgeDQdyz6+raPzcLC8W5N3iwcLF3xESuWiUaDHY7GI00z5uH13vv/fty5v831x8F81dXVlYWBw8eZNeuXcTFxdGxY0e+/fZbIiIiGDlyJLfffjvu7u7U19ejVqtZuXIljz76KMXFxXT8g0Y2ly5dIisri/T0dFpbW5HL5fTr149evXrh5+fHq6++SqdOnfj555+pqqpCr9czbtw4unbtyqpVq9DpdPTs2ZPExESuXLnC0qVLefnll1mwYAELFixg8eLFlJWVsX37diorK6mtrWXZsmXI5XK2b99Ojx49SEhIkHLvu3fv/ofj/gAKCwuliZ1Op5MmwhqNhp07d3LhwgX69+9PeHg469atk8DHmTNnkMvldOjQAScnJ8mU7fnnn6epqYkPPviAsLAwevXqRVVVFeXl5eh0OtavX09kZCQ6nY5+/fpht9vp0aMHW7dupa6ujqCgIIKDg6mtraWxsREQ7tVVVVUolUr69etHfX09w4YNY/LkycTHx7Nnzx6+//57jEYjGRkZ+Pv7U1hYSHx8PMOGDePs2bNSFKKfnx8KhYL6+nrJaM4Bshyb9+7du0vu3SEhISQmJhISEkJhYSEjR44kIyODS5cuMWfOHHJyciTzwi1btjBr1ix27txJXl4eAwcO5OTJk+Tm5uLp6UlUVBRNTU1cvHiR1tZW4uPjRdya1YrBYKC2thYXFxdMJhN2u524uDgKCgok1kVgYCAtLS00NzcLF3dPT0kyERYWJvki+Pj4UFtbS3p6OrY2rfrAgQMJCAjg888/p0OHDuTl5UmsBqPRiFarpaqqCqvVilKpRCaT4ebmJtH5zWazZIKnUCgICAigX79+ZGVlSV4DHTp0ID09neHDh1NcXIxcLsdgMHD8+HHpNTiyxauqqkhMTJQ8AgoLC5k0aRKenp5S48PT05MhQ4awf/9+ysrKcHJyIjExkd69e1NWVibFQN5xxx3U1NRQV1dHdXU1b3XsiO7ECe6pqmLt2rWsX7+emiNHGC6Tsd/dnZMlJWi1Wry8vIj08UFdXMyZtuNw55134rltGyftdorq62myWvEBBimVbGrT0av1elqAVpmMBcBXLi7U2e08YTLxkVKJs0xGB7mcs22MCXeZjHl2O1kKBd+0/R1HjRo5kszMTDRNTVKT0a+wkAFKJUesVi63NV+USiVBQUESbd9ms2G323FxcWH48OGcP38ei8WCwWDg5ptvxmAwEBgYSHFxsRSNV1FRwa233opCoeDbb7/FyckJs9nM6NGjOX78OE1NTbi7u0tNoMLCQtRqNbW1tdjtdjw9PQkPDycwMJCzZ8+iUqlQKpWSv4XNZpPMKq1WKzk5OdTW1tKtWzdOnDiBi4sL2dnZaLVawsLCpCYcCHaRr68v0dHRVFdXU1NTQ3R0tGTO2aFDB0wmE9ltMos+ffqwePFiZDIZra2tuPzWBm37drFxuJrC2va3NBoNxx96iKLISB5csgS1TMaWadM4FhVFamoqzc3Nf7hJft0qLxfUPMfEb+lSsVH9Z4327HYxgQ8P/zXVu6VFgEgvL/H/DRuErrXNUBDEuufOncvTTz/9T8kZbhTYL1zAmpODok3ShsUisohTUsR0aeVKYdI1YoTYGNbUtAOYG/Xvq507BYCvqBBgb/Vq0QB79VUxzd227Vpar6NWrhTgNDm5fZL/R8tuF01Ex/Vst4sp5IwZAmA7rrF588RrcnVtpxNfuCCAzW23QW6uAMOPPSYaAUlJ7WwbV1fxdXq6+L3AQDG179tXPPeCBQLggrgHOKb+n38OHTqIybbDiAzEhH3//muNxRBgXq/Xo1arfxvMHzggPAUyMtozvq9+H34JmtevF8dk0SJxD7pahgLtMqIjR8TPhg4VSQEGgwB19fWC2j9nTruZqEwmmBTdu4vmiNEoJv4KxbV0bLtdgLApU671PLh0STQG3n77z0sVbtT1yyElA3G8O3US772jjEbxeTR5smBpvP66kFF89pm4LrZsEcc0MvJfex02m7j+dDpxzSHAvO2VV5DPno1s+XIRPerqKs47nU7cq7OzxT7ByUmcl76+wuPmgw/E4xsbRVNw7lzBinv9dZpvvRWvPn1ugPl/pv4Rzf7PVEtLC0uWLKFnz55SfvqRI0dQqVTcdNNNHD16lG7dutGxY8dfbeb0ej2nT58mNTUVJyenP6SHt9lsHDt2jObmZm6++WbMZjOjRo3C3d2defPmUVRUJOmTQ0ND2bRpE9OmTWPgwIGkpaXx/fffY7fbefrpp/H19eXKlSscPnwYlUpFTEwMe/bsYfjw4Rw4cAB3d3d69erFhAkTsFgsHDp0CJPJxNhfmLhs3LiRvn37/m40oN1ul6j3SqWS+vp6rFar5M1w+PBhPvvsMzp37kxxcTEmk4kDBw5IUW5BQUE8++yzknnYzz//zNixYxk8eDDPP/88p0+fJjQ0FL1ej06nk9y8J0+ejLe3NyNHjmTFihV8+eWXREVFYbfbcXNzIz4+nuLiYvz9/bHb7eh0OuLi4sjLy0On00lgJCQkBE9PT1pbWzl79ixqtRp3d3dOnz5NYGCgpPs2Go2SY7ePjw92ux0PDw8aGhoA6Ny5M56enowaNYodO3Zw2223kZ6ezoULF3j88cclt3qtVkt4eDgvvvgilZWVfPTRR9x88800NDSwe/duaQruyKS/ePEinp6efPjhhzz11FO4u7szaNAgcnNzKS0tpbW1FV9fX4kCXVVVJTn9h4aGUlhYiIeHB4MGDWLbtm2SUZuXlxdGo1GY0LWxEpRKJZGRkVRUVBAeHs5PP/2E2WzGz8+PkSNHotVq6dq1K7NmzSI3N5clS5ZgNBolere8LQNeo9FIyQedOnUiNjaW7du3YzKZcHFxISgoiBkzZlBbW8upU6e45ZZbGDp0KF9++SWlpaWS9EKr1UoUfoDa2loJsI8ePZorV65IFPHm5mZGjBjBmTNnMBgMGAwGtFot7u7uuLu7S5Pauro6+vTpI3wUmprwi4iQmkaRly8TduUKy6Oj6dixI+Xl5SQnJ0sGcadOnSIzM5Pa2lrUajUDg4O5R6Phg6AgOnTtStbhw1gaGqi3WBglk/GtxYLdbidcJiPYbifRbqfebme/iwtYrSyyWlnYdr6lurpSWlNDpacnnZubyfb3p6amhm52O3cbjTQCju2RN9AJOAm4qFTInZ0xGo04OTnRqVMnunTpwrZt21AoFPj5+eHj48OFCxcICwtj0KBBbN26FQA/Pz/q6uokT4PBgwcTGBjI1q1baW1tpV+/flRWVlJcXCw9v2MinpubS3V1NS4uLvj6+koMpaamJqKjoykrK8Nms+Hp6Ym/v7/kqeHwqnCYkr744ot07tyZO++8kwEDBrB69Wrc3d3p3r07ly5dwmKxSCkczc3N1NXVUV9fj6+vr3S/8fX1RaVSYTAYcHNzw8fHh4iICAICAqiqqpKaXxs3bqShoeEa6U+PHj0Il8tFZN3vSZl+obOdN28eTzzxhGR2+E/VpUuCVnjzzUIf+/777Rvvf0d9/rkAkXa7AJh6vdCk7twpwH9YGDVGI2+//TZvvfUWZ8+epU+fPjei6/5EmU0mdmzfzrjx4wXr5qefxPu7ZImYLl25cu0kPidHgKob9e8rvV40Thw0bwe4bGgQIHjoUAEOq6sFUP7gAwEkU1PFZP6HH/58lNqBAwJgZmbCE0+I7zU0iMaAi4sAOPPnC4DgoI6DoPCOGSNkQZMnC+q5g8I7YoR4vk6dBAivrBSa85kzhaGnA5SXlYlGYUCAeJ6nnxZNhddeE/cvq1WAqgULxH/PPCMACgggHhoqpoxXNRVPbtnCwbNnGTBq1G/T7E0m4S5utQqPgT9SvwT5DhlKa6v4v6Mp4ADrV6cLgKBBh4eLKa5DmqTViuMdFCSm+4WFormxdGn737LZxH3XYGg/J3Q6IXHo21dM/G+wk/66WrRInHsgjnld3a9c5Xn5ZdFsMxqFRwRASYkA8E1Nf96rprJSnEe/bGprtaIJNmIEqFSYzWYOfv01Q6dNQ7Vnj2AHjBghzpcHHxTNsa1bBYtj6FAB7B3Nf5NJnGt5eeLfDuPFhQtpfvRRvMLC/lowP3PmzD+8/r/97W9/+LH/bfXPTOavVwsXLqShoYGYmBjkcjl33303GRkZZGVl4eLiQmNjI+vXr+eTTz5h8+bNZGZmEh0dLeV76/V6vL29aWxs5O2335ae10FlbGxs5KabbqJ///6/CfZ//PFHfHx8GNZGKzGbzSxevJjxbRuEtLQ0/Pz8uPnmm9m/f7/k4F9SUiLRuy0WC1OmTOHvf/87ycnJ3HrrrcjlcubNm4fNZsNisTBgwABOnDjBgw8+iEqlIi4ujpMnT3L48GEpJqrbVZERDn3wH93c2e12PvroI9RqNVlZWRQVFdG1a1eee+45ioqK+PLLL9mzZ4+U4e3l5UVsbCwTJ06kqKgIo9EoOc5PmTIFuVzOtGnTaGhooG/fvjg7O1NVVcU999wjHav9+/fzzTffkJ+ff810ctKkSZw/f57Kykq6d+9OUlIS3377rZRWEBAQQLdu3Th+/DijRo1i3bp1BAQE0KtXLyl/vbKykiNHjqDX6/Hy8pJi8vRt5jjOzs7SRFwmk0lxd25ubgwZMoTm5macnZ05f/68FCPmyJh3TMa7dOnCoUOHOHv2LA8//DAHDx4kICCAuXPnMmfOHGpqaigtLZVYAzqdDoPBgI+PD1qtll69enHy5Ek0Gg2dO3cmNzeX+Ph4zp49i9FolDTP7u7uVFdXM378eLKzs6mrq5McPfPz87FarSgUClxcXAgPD5d8CpKSkujXrx8XL16UdN3+/v64urpy5coViouLqaiowGq1YrFYUCqVeHl54efnR4cOHbhy5Qo1NTWkpqbSsWNHzpw5Q+/evbFarVy4cIHAwEAGDx6Ms7MzmzZtIjk5mU2bNrF8+XL27t0rxRTW1NRQU1MjTfeNRiMKhYJJkyZhMpn48ccfcXV1lcw/VSoVqampnD17FovFgru7u9R8GDp0KLEhIazfuBG7kxMnT57kiy++4MSJE9hsNlQqFZMmTSI7O5tHHnmEH374AfWqVexsbSXhlltETGFxMXN8fKj38SHLaOSnykoqKiokFkx/m40Md3eatFrMZjOvKZV8rVKR0NJCgasrLR4eBAcHMyw9nY2ATK3G7uxMVWMjciDQ3R2DszP9NRrMMhkH5HJmWyy8Z7NhaHPU7whEA7varj8nJyeJRaFQKDAajURERFBSUoJCocDZ2RkfHx9sNhsajYaQkBB0Oh1JSUk4OTlhsViIioqitrYWDw8P8vPzycvLw9/fX4p2TEpKoqKiQjJTPXv2LOHh4VLcntlsRi6X4+zszMKFC/n22285fvw4bm5uEuOlV69e5OTk0LdvXwwGA7m5uSQnJ2O326mpqaFHjx5YLBbpmjQajSjbvAi8vLxobW1FoVDQ2tqKSqVCoVDg5uZGTk6O9NiIiAg6deokues/9NBDbN68mdfi4wkIDhYTmrlzxSbyeg7jH38sTJdkMsrLy3nvvfd47LHH8PX15YMPPmDMmDHSRre2thZXV1fcr2MoBYhNqkIhNpmFhWKj8XsRPf9K7dkjaIMTJ4rNlMUi3PS9vcWkavZsmDmTA9nZ7N27F5PJhKenJ685NmI36nfLbrdjW7BATHpaW9uBiIfHb0/7XnlFTK1umHb9+dq6VWygr26o2WxCP90mewCERre2tt2J3lElJQK4eXiITfmiRcLDIC1NgAgHDby2tp0S/MtqbRX67qFDrwUcr7winm/+fEFv9/ISzbo77xRg2QEQHDpih1a8vFxEVXbr1u4WDwJEVFYKMDtgQPv316wROvmysnYQ3doqJo/Tpokpo8MjY/Fi0Vhwdhb3OJlMAOLWVvG3WlvbM7yPHLlGknN282YCV62i8oknSLn6dV1d2dniHL/6vf8z5QDraWmi0XnPPeL7DpD/0kvXgvL6egEC33ij3RwtN1dIGaZNExT9IUPEGgcObI+FXLNGHIeMDPFedO3aDvxvukk0XX7LxPJG/fn6o6krn30mrk8vr/bP382bBZ196VJx/P9MzZ4tzp9Ondqp8ytWCJ2+v79gcIwcif3nn7HExqKMj0fW0iLy6FNSxDU9Zoz4PZ1ONMHuvFNQ6x1D3LIy+PRTkazQlgwHwKVLNPv64hUa+teC+WG/0BmcO3cOq9VKYmIiADk5OSgUCnr16sX+/fv/6NP+19VfCeZPnTpFS0sLI0aMuO5j9u7dy+uvv06PHj0YOHAgNTU1DBkyhH379rFlyxbuvvtuLl26hJ+fHwaDgeDgYOrr6wkJCeH2229n48aN/PzzzyxcuFDSnf/e+r7++mvc3NyIjIxk7969uLu7YzabSU1NRaVSERISQnh4OD///DOnT59GoVAwduxYjh49ytw2DZUDwDhi9y5cuMDf//533Nzc6N+/P7t27eLNN9/EZrMxb948Zs+ejZ+fn8RYMBgMPP3008TFxUmTsWPHjnHlyhXGjx9PUFAQly9fpr6+nqamJkpLSykoKOCpp57ihx9+wMfHhwcffFACugA7d+7k7Nmz7Nu3j4SEBHbv3k2nTp2kyavDOGvAgAEcOHAAo9FIYGAgPj4+vPDCC2RlZZGVlSWlE6xatYrMzExJ652bmyudF8OHDyc7Oxu73Y6zszMZGRmo1Wqqq6uZOnUqd999NytWrECpVJKens6AAQOor69HqVQSFRVFv379+Pbbb1m1ahWBgYH07t2b8+fPYzabJed8m82Gr68vLS0tANJ00KFXdjAXIiIicHd3p6ysjLFjx/L444/z/vvv09DQQJ8+fSgpKSEyMlLKsu/SpQvz589nzpw5hISEUF9fT1hYGD/88AObN28mMDAQJycn3NzccHNzY/Dgwezfv18yRXPkcefn59Pa2oq7uzuxsbE0NTUxatQoDh8+jFarpVOnTtjtdrZs2SK5kkdERFBXV4fBYJAaJDabDQ8PDxobG7Hb7QQGBqJQKIiJiZEkC42NjXh5eREUFER5ebkEEOrr6zGbzfj6+kpyCYVCgdlsll5XZWUler0eDw8PQkJCmDVrFkeOHGHSpElcvnxZMiGsq6sjODhYiiZzNNOMRiO5ublYrVaSk5NpamoiKChIApElJSVUV1djMBhwcXHB3d1divtLTEykqKhIYmKoVCo8PT2prq7G19eXtWvXsnXrVvbv349CoWDJkiUUzZhBoJ8fe5OTaWxu5vLly1Lcn7+/v3SfyMrKojw7m2CdjjusVl5VKDCZzdjtdoao1YTq9aQoFCywWnEKDMRut/O60ci7Pj7cX1fHR3Y7Vmdn7nd1pVyl4pxMhslk4qG6Ona6u1MEGIxG9Hq95LIPIJPJ8PX1RafTSY77jvU5/BEcDTsHSHawYby8vIiMjOT555/nzJkzTJgwgbfffpvi4mL69etHSEgIhw8f5sKFCygUCjp16iTdj+12O1lZWcTExFBTU4Ofnx8uLi5YrVZKS0sJCgqitrYWHx8fAgMDJSd7hUKBh4cHFy5cICIigldffZVjx44xdepUnnvuOWpqaiTJSUNDA8HBwQQFBUkU/+DgYDp27EhxcTE1NTVYrVYCAwMxGAz06tWLzMxMFHI58xMSiBo7lj2HDtG9tJSKqVMZOnQoUVFRtLa2olarxf3ZYBCgq03TrtPpmDdvHna7nWeffZYNGzZIZoQajYaWlhZuu+02+vXr99s39c8+E00Ed3cxsf0t+uq/u64246qqgo8/xj5nDt989hlTHniA1evWMXjwYDr/0hzsRv1m2e12TJs34+TsjKy2VgCFHj1E0+S33JSXLxf0bgeF9JfTxxvVPkm9esNcVyfA18mTgrbuqFOnBE36s8/aAfjnnwuw6ogFdNQHH8Bdd7UDwbffFoA4PFyAwtra378mN24UU+09ewQ9WKkUoHjFCvG6iotFw8DNTQCMd94Rv6fTtUe3zZt3rYv8b7E1qqrEFH7SpGvfB7td/P5rr1173nzxhTCiu7oJUVAgXuubbwoArFKJ37fbxT1gxQpBYU9IEMyBhQvFY06e5NKpU+hbW3FVq+lytRGgwSCYBn9FCsbBgwLI9eghmAQOULd8uThGtbVCanD12q+WMThez9KlooliNIp7tcOLwAHqZs8W4KygQIC2J58Uv2e1iuOwdavQ+d+of70uXRJNk7vu+vO/u2WLuG6OHr0+Y81mE5N7uby9mdbSIthQY8eK++78+eJcuboZ9Oqr8Npr2OfOxTh/Pi5tMdhkZorXPHJku4kjiEb7++8LJtvVErSzZ8XPrsbZV67QbLfjlZT076PZ/+1vf+PgwYOsXr0anzYXvsbGRqZNm8agQYP+YVTbf3v9VTT7P1NZWVkYjUZ6XKXHsdvtHDx4kM8++4yhQ4eSnp5Ohw4dyMrKkjK4ZTKZpIX/5ptvCAoKYu7cuVy4cAG5XI6/vz+33norGo2Gjz/+mO7duzP+F3quvXv3otVq8ff3p0ePHr+aAJ05c4aioiJuv/121q1bx/nz55HL5VitVvz8/GhqaiIiIoLk5GT69++PzWbjtddeY9iwYYwcORIQjZ6NGzcyc+ZMXn/9de677z7CwsJYtGiRFFMVGRmJ0WhkwoQJfPXVV7z55pvMmTMHEBrzpUuXcuXKFbZv386oUaPQ6XQcPHhQeoyjrly5gre3Nz/88AOTJk1iy5YtNDU10alTJzQaDRUVFaxevZro6Gg6dOiA3W7HbrdTXFyMWq2WstizsrLw9fXFxcVFypbv168fy5cvJycnh8zMTG655RaKi4txdnbGbrcTHR3NiRMnOHToEO7u7owbN45jx45hMBhobW0lODhYypVfunQpdXV1pKamkpSUJJnkHT16lKqqKsaNG8fu3bu5cuWKpOXNzMyUqOwOZ3lHrJm3tzfOzs6SGVmPHj04duwYJpMJZ2dnIiMjef3113n00UeRyWTExMRgNpuliMAOHTrg4uJCcHAw9957L6dPn5acxnfv3o1Wq+X8+fPccccd9OvXj8OHD/Pll18SFBREfX09MTExdOrUiQMHDpCUlERubi75+fmEhoYSHh5OWlqaRGN2GBWGhIRgNpupqKiQwFRISIg0Kc3JyUGpVOLj44NGo0Eul0vaaVdXV1xcXHBxcZFc7r29vamursbDw0NiY5hMJiIiIujataskzXBxccHDw4Ompib8/f1xcnLijTfeYPXq1Wi1WnJzc3Fzc2PKlCmcPn2aiIgI6uvrUSgUZGVlERISgpeXl2SC6GhG7Nq1i5qaGlxdXWlsbESlUmGxWGhpaZEc9x0xhOHh4VIEX1JSEnFxcQQFBXH69GkGpaYSGhGBUqlEpVKxdu1a3NzcUCqVjBo1CoVCwapVq+jRowdFRUV4VlTQ4uREg1JJTU0NMTExaOrrGVxWxmWtltNqtRQl2E+rpYtczgoXF8wWi5iyy2S4yWRkWa24urhwj9mMSS6nXK2mywMPsHv3bnJzc0nw8qLMaESr0wGCKaLX6xmgUFBkNlPZFpPoOOfUajUmk4mAgABKS0vp0qULV65ckbT8DmNHx30sPDycmpoadDodo0aNkpowjvSP8vJy/Pz8OH/+PF5eXtIxf/PNN3n44YfR6XRSAkTXrl1pbGykvLwcZ2dnGhoapPg/Dw8P3njjDb766ivJO2PkyJGsW7eOhoYGTp8+TXR0NJ6enqSnp0vsAofhX1hYGM3NzZI0JDg4WIpcdNwPOwcH0//mmymvqCA+Pl66Jy9YsADPo0fFFG/QIGniqtVqcXJykpJisrOzsVqtdO7cGYvFIvmbfPrpp5jNZh588EHCHDr1+fPFpnntWrGB7d79L/hU+gtq/36hIX7xRZpPnOCdXbt4YuFCQh1mWzfqumU2m9m1eTNjnZxQHjnSvnlctEjoK3/J1KipERtWNzcxUV6wAL755j/y2v9r6+23BZV12bJ2gDdnjniv1q+/ltZtsQig7+fXbvbW3Cze91+yH66OxIJrad9archO/z3Zy/LlIpJt3TphJtenjwATanX73/vuOzHVKy29tqFw9qyY9Dlo+P9s/Y4T/TW1fr0Atw880P69BQtELNxrrwnwI5MJaUF8vGAnLFzI8b592X/2LEMHDmSgA7hkZ4tjsnDh9ZkLf6YuXRJeAU1NArQ7wLeDGt2tW7vh3z+qnBwhT1i5UkgI7Hb48EN49tl2d/3HHxdff/yxaLp8/rlgZcjlglWxZMlf06D4v17btwuQPXDgn//dggJxPkRFtVPYf1lffCF+fvx4+7WamysaXgqFYKM89phgqBw/3u6Iv2cPGAxYjEa2Ozszbtw4IYuqqRGNrr/9rf38c9Qfvc5276bZbMZr/Ph/H5gPCwtj9+7dv+qyZ2ZmMnr0aCoqKv6Zp/2vqN/Kmf9P1i/18unp6Xh7e+Ph4YGnpydyuVyams2cOZPDhw8THR1NQkICDQ0NFBQU4O7uTp8+fTh48CAuLi6oVCrmzZuHVqtl06ZNBAcHk5mZSVBQEG+//TbyNrrtb7ksO7Kta2trCWyb9mVlZXH06FFyc3MJCgpi+PDhdOzYEbVaTU5ODlu3bkWtVnPs2DEmTpzI7W26LsemXi6Xs3z5cqZOnYqHhwfr169nz549PPLII1Km+m8ZBX7wwQd0794db29vkpOT+fLLL+nQoQODBw9m79697Ny5Ew8PD2bOnHnNsXRowFetWoVcLufixYsUFxfj6+uL1WqloKCA3r17M2XKFFxdXVm3bp0EuOvq6vjmm2/46KOP2LJlC6WlpRw4cACDwYCnpyevvPIKGo2GjRs3cvHiRZ566ikSExN59dVXkcvlNDQ0SBT92267jXXr1lFbW4unpyfOzs6kp6fj4+PDyJEjGTx4MPX19Xz55Zc4OTlxxx13kJubS1FREWazGX9/fxISEsjKymLv3r0S6NFqtdIU2EFhNxgMhIaGUl5eLpw3W1txcnJCJpNJVH9/f3+CgoK4ePEi7u7uDBw4kLq6OoYNG8aZM2c4c+YMSUlJODs74+fnR3NzM8HBwaSlpdGzZ09cXFxoaWnhzJkzAFJ+ebdu3fDx8UEulxMbG8u6detwc3OjpqYGFxcXGhoaJK1+SUkJZrNZcrIPCQmhpaWFnJwcmpqacHZ2JiAgQJp0KhQKIiMjJRp4VlYWHh4eFBUVMWzYMIqLiyksLMTV1RVPT08MBgOurq6SZl0mkxEWFkZaWhqurq7Ex8dTUVFBdHQ0mZmZ+Pr6EhwczLRp0wgMDEStVrN+/XqJXSCXy6Xs8t69e7Nt2zbsdjuJiYkEBgZy5swZ/P39KSoqokOHDhQVFaHRaLjnnnvw8/MjLi6OOXPmYDQacXZ2JjU1laysLBISEqipqaFz5864urpis9nYtWsXZrMZT09PnJyc8PHx4YEHHmDcuHFSLGVBQQHTp0+nuLiY6uJiNu3cSadOncjIyODcuXPX3FNMJhMgGB8pJhN5ISE4l5dTCYTKZAy3WvkcIftwsdtZajKxVKmkrI1aL5PJCNfpeNpu53WrlUpAqVSKCEeNBj+VCmsbe8KRsBEcHMyAAQP47LPP8PX1lZo7Pj4+ku+CQqEQPgHh4dTV1dHU1IRcLsfT05PGxkY6depEVVUV9fX1aLVa6bl9fX0pLCyUgLWfnx8NDQ1YrVbCwsIkE0eTyYTNZpO8AOrq6tBoNCiVSqnB5+bmRt++fTGZTOTn5zN69GiysrIoLi4mLS0Nq9VKU1MT/fv3JyQkhG3btgEQGBiIr68vsQEBDM3KYmtSEkVFRTz//PN4enpy6dIlxsXGElJSQnCvXhQfOkThiBGMHDnyH7Kqvv32Ww4ePMjMmTPxr6jg71u20GoyUevhQY+aGga+/joR330Hs2cjk8vR6/XStf8fq23bRMPC0xMOHUK3di2vubnxxuLFqK8nQbhR19YvkwmOHBHU3V/60DQ2wokTQif63nsioqmkBK7H5vi/Vna7mL61tooNuUzWPiWbN09Ma+12ASaNRgHaXnpJTN2fe048x/Llvx33WFr66+NxdX34oQB617u+9XoxzfXwEJTv5mYB1pcuFRM8R5zV+vViAvzZZ9dGzP231MmT4r9Ro9o15GZzezb8li3tEoUFC8T7q1YLB++bbxa+A+HhIknDUevWicnoLzO//1Hp9UL/fvKkaOD8s7V1q2iO1de3exE4GjcGgziejjjIlhYB+hYulPxQeP990exw+AjcqH++Tp8W971/tdljt4sJ/9UyNKtVHNelSwUr5vnnxWfWSy+J80cmE01ADw8B0jt0uDYp5s80wf5MnTpFc34+Xvfe++8D8x4eHmzevJnhw4df8/39+/czceJEtFrtP/O0/xX1V9Ls/39Xc3MzmZmZ9O/fn5UrV+Lm5kZ4eDi5ubn07duXpKQkfv75Z3Jycvjxxx/x9fVlwIABVFdX88ADDzBr1iwp3snT05PY2FhSUlLYvXs3GRkZpKamMmTIEDIzM9m2bRsfffQRwQ5qWVtdvnyZ9PR0Tp48iZOTExEREYwePZrVq1fT3NyMQqHgmWeekej1Dsru1WUwGDh9+jRDrnZH/Y2qqqpi+fLlQl9os9G1a1fOnz/P448/zueff86bb75JYWEhn332GfHx8ZJUYPTo0fhflfdoMpn45JNPyM7Olkzd4uLiyM/Px9nZWbqIDh06xOXLl+nevbu0kS8sLOTdd9/FaDSydu1a9u7di5+fnwQup0+fzjvvvIOfnx/du3fn9OnTDB06lLVr1xISEiJNEvPy8mhtbeXrr7/m008/5eTJkzQ2NpKUlCRFvvXu3ZsOHTrg4+NDdnY2zc3NJCQkkJKSwjfffENBQQElJSV4e3tL4NzT0xNzW6SZwzisoqIClUqFyWSia9euZGdnS/R9B8BzAH2ZTIZcLicyMpLQ0FCqq6slsDRp0iScnZ2pqakhPT2dyZMnk5aWRnV1Na2trXTq1InCwkJUKpWkxS8vLyc1NZUFCxbw0UcfER4eTm1tLZWVlfTp04eKigrS09PJyclh2LBh7N27l9jYWKKjo6WYw5kzZ/L9999jtVopKSmhtrZWAtVyuZzExEQKCwupr6/Hy8tLij4zm83SmgDUbRNrhUIhmaEVFxdLufOOuD43NzcaGhrw8vKSfB7CwsKw2+306dOHH3/8kWnTpnHq1Cm8vLwkx/c+ffrg6upKfn4+EydOZNWqVbi7u+Pm5oZOpyMiIoLa2lrpvHP4H3Tr1k36nt1uZ8WKFcyePZv6+no6dOjAxYsXUavVqFQqXn/9dWQyGRUVFVy+fJnAwEA2b95MU1MTISEhDBkyhIaGBqqrq5k0aRLLly9HrVZTVVVFaGgo6enpuLu7s8Bu502zmReMRuaYzaBSMTkwkE319bS0tNAf8HByolouJ8FkYqtKJSbHrq4YnZ3pYTRyzmSiVC4nNCQEm1bLy/X1vGC3Y1IqpfdZJpNJ/gEWiwVXV1dCQ0PRaDR4e3vj7u5OREQEx44du4aq79DMd+rUidDQUFzbNlE+Pj6MGzeO+vp6Zs6ciZ+fnzQhr6qqIiAggCFDhpCRkSExOi5fvgwgafI1Go3kAeHwCamrqyMpKUnS2peUlDB9+nSKioqIj48nPDycgwcP8uWXX+Ll5cWgQYMkE1HHebYA2BoXR5FGQ3x8POPHj2ffvn2obDbkWVk86ubGerOZ8DvvxA6MHz+eXr16/TpXHGGK6jimvPKKmCi+9Rao1VROmcIPmzdT39iIVSZj0aJFLFiwALPZzJAhQ35lTPofq8JCMuvr+XbVKnzsdvrrdCQvWyY+Z9vOuRslyiFZcfiPSGWxCJB+NUXa8f3588U0yEEZdtCA/zfU9SLA/mitWydAYnKyAO+vvy7o6XV1YiJ34YKQqNx1l5jsnj8P998vHvvqq+I9/eCDX8fOVVYKcHA9/TeIBoIjRhDa3dEdU8Jdu8TxcuynN28W4NbhkH916XQCYP631sWLv2YGLV0qnObvvBN7m8mux6FDyDw8xGMVCgGUKisF++DFFwVA+vproU8vLhbNKUfpdGLq/o+m60ajiN5zRH79M3XwoDg2TzzR7hfw00+CCn3okGBtOHwH9u8X2md393YH/1/qvN94Q2itfyk1amoSj/kvGB7+11Z6+vV9YCwWcX39XhQrCNp8Y6No+DjODb1eaNx79xbnllotHrNihbiHOur77wVV/6OPfnUfuu79+l8pi4VmjQavgIB/H5ifOnUqhw4d4r333pN0fCdPnmTWrFkMHjyY1atX/3Mv/r+g/hM0+//fZbfbpQnlN998Q1RUFEOGDKG1tZUZM2YQHh6OQqEgMDCQb775hoSEBLp06UJWVhZ2u51Lly7x0ksvkZ2dzenTp/n4448JDQ3FbreTm5vLmTNnJKf+1atXS1Ty2tpanJyceOedd+jcuTNnz57F2dmZEW2TKZPJxL59+/705tNkMqHT6fDx8aGyspJnn32WJ5988pqc4zVr1nD06FEeeugh1q1bh4+Pj/S3DQYDffv2paGhge+//57p06eTn5+Pl5cX3333nSRrqK+vZ/r06bz11lt4e3uTl5eH2WzG2dlZAsgWiwUvLy/Ky8tpbGzEZrPxxhtvcOTIEZRKJcuWLcPJyYna2loyMjLYunUrCoVCMhk7cuQIOp0Ou93OwIEDaWxspHfv3nz11VdERUXh7e2N1WolNzeXyspKFAoFzc3NhIWFERsbS1paGl5eXhKAaWxsRKPREB0dzRNPPIGbmxtOTk7s2rWL8+fPU1FRQX19PXq9XjKa69atG+np6bi4uCCXyyWKsU6nk8zsAgICUKlUVFZW4ubmRnNzM3q9npCQEHr37s1zzz3Hhx9+SGBgIJMnT2b58uW4urpSXl4u5ZlnZ2dz/vx5goKCOHjwIKdPn2bTpk0oFAqpEVFXV8fnn39Or169iI6OpqWlhfr6eubMmcOTTz6JTqejf//+dO7cmQ8//BClUomLiwtxcXH4+/tz6NAhiQY/duxY9u7dK5n9mc1mwsLC0Ov1REREUFpaiqenJ7W1tZjNZiwWCwMHDuTs2bOSh4GbmxsajUaKS3MYozk5OREVFUVkZCT5+fm0tLSQnJzMmDFjiImJ4dSpUzz88MOSvKB79+5UVlYSHR3NuHHjKC0tZcSIEbz55ptUVlYSFxeHn58fhw8flgCtl5eX5Cvg6upKp06dOHToEM7OzqhUKmJjYwkLC+PChQuMGDGC8+fPM378eHbv3k3Pnj1RKpWMHj2affv2UVxcTGBgIDk5ORQXF/PeLbdgPnKEWquVAwkJVFRU0N9u56jJRHBAALrKSvKamqgoL+cdmYy5JhNyuZwhCgU7gUiZjBdCQ5lVW0uf1lbCPD0xuLkRYTJxqWtXzp07d02T18H8cUzcGxoasNls0s+dnZ2lc82huXd1dUWv10vNIcdEf+HChaxbtw53d3fS09MJCQlBrVbT1NQkNXWCg4MJCAigubkZs9lMQ0MDLS0tWCwWnJyc6Ny5M2q1mtLSUry9vdFoNBQVFeHh4YHZbJbkGd7e3iQlJVFfX0/nzp2pqKggNzcXlUqFl5cX0dHR5ObmolQqkefkYJDLydBo6AFUKpW4RkTg7+9PdlYWSSoVT3btytqiIrxSUiSH/rvvvpuAgAB+/PFHZsyYce2HeEuL2OTOmCE2ixUVYqO8bx/Y7RxUKtm0aRMDBgzg9ttv54MPPiAgIEBKC7jzzjv/VKToX1oWi6CjNjVh79+fmo0b+dJs5un58/F87z1hCHR19BOg1WpFTOP/sUm+2Wxm9+7djB49+trmjt0uwM677/4a2L7zjogXUyiEkdqbbwog4jBF+59aZ86I6WhFhZhUX116/fWNJq8uh5GcUtk+8d67V9DWZTLxPA7deVaWmCQnJgow1727OHczMq6NIAPhNm82/2Mwf+aMAKSOGK2vvxbabXd3wVxZuFBM/x3Dow0bhIu6i8u1iQX/Uys/X7x3kya1n9d9+6KqqhLT8wEDhMEYiCn9gw8KivPevYLGvmpVu1mY2SwambfdJgzG/p0UdrNZ0KRffvna71VXw5dfCvd/B2OguVlIDD7/vP2xWVnChO+uu9qTBCoqRJPo6srKEhKpRYv+fWv5b62KCsFc+K3I16vrlVfazeuMxvbHNzeLxly/ftfG1F2vliwR19rnn4umS1SUkKl06CCaKXa7YI28/LIA9le75VdWir/bJi2/uq57v/5XqqGB5g0b8HrssX8fmNfr9bz44ot89dVXmM1mQNArH374Yd555x3c/ps7h79T/200+//f5aDgFhYWUlBQwJAhQ6SJmsPMrEuXLrz33nscO3aMYcOG0dDQgKenp5QlHx4ejlarxdXVldtuu42TJ0/i4+PDk08+iVwup7GxkbS0NEJCQkhKSuLLL7+UaNQeHh7ccccdkpu5I7d69OjRDB48+FddL4cm2fuqDUtBQQFRUVHXbFrtdjstLS14eHhILu4KhYIDBw6gUqk4ceIEHh4e6PV67r//frp27Qogrbu0tJSGhgbi4uJwd3fnzJkzpKenU1hYiNls5p577qFLly5MmTKFcePGMX36dJqbm5kxYwbnz59n1KhR1NbWsmbNGmQyGXq9nqKiIiIjI6XYs/LycokVYLVamTFjhhS95+vry4YNG2hoaCC2bSrz7LPPsmXLFgYPHsy+ffsYOHAgU6ZM4dlnn6W6uprY2Fjy8/Pp3LkzBw4cIDg4mNjYWM6dO8dNN91EYGAgH374Id26dWPChAmMHDkShUJBUFAQd911F+fOnaO+vh43NzeamppQq9UolUops1sul+Pk5ITBYEClUklmfTabDScnJ8mcTKFQSBryqKgozGazpMe/9dZb+fzzz7Hb7cjlcjw8PNDpdFgsFpqbmwkKCmLo0KGSZKJ///7s27ePiooKvL29CQgI4PHHH6esrIxdu3ZJQP7ixYt07NgRNzc3du3axcKFC0lLS0Or1RIVFUVMTAyNjY3s378fvV5PbW0tBQUF+Pr6kpiYSE5OjgTeGhsbsVqtNDQ04O7ujkKhoLq6WposO9IAHHIFR1IFiMnxiBEjyM7Oplu3bjQ1NeHk5MTFixcln4iOHTvSvXt3pk6dCsBdd93FiRMnmDRpEleuXKGgoACVSiXptQMDA/H09GTHjh2YTCYSEhIoLCxEoVCgVCrp2bMnBQUF9OvXj3379uHm5iY1AJKTkwkLC6O0tJQTJ07wwQcfcPr0aT79+GM6JCQIWYPRKDwfamqoiYggTq8nU6Mho20KvvP99/EKDaXDqVNssVq52PbcN2u1HHZyYq7Fwss2G802G25OTkRGRZFfUoJcLsdsNuPh4cHIkSM5cuQIlZWVAFITRtmmH3dIfK6e6DukBY5EBJlMJplqtra24uXlRdeuXSkoKJCaQVVVVWg0GqxWq3TupaamcuLECUpKSlCpVKSkpLBv3z769OlDXl4eycnJnD59GhBNBZPJxNChQyWjw9raWlQqFTKZjPHjx1NeXi6ZTe7bt48777yTH374gdraWoYrlUx8913c58/nxYYGmnU6WtVqqUkQ39pKilzOxjZzRkfjbMCAAVKT4/nnn2+XGen17TThq2vFCmG284uJrd1uZ//+/ahUKpqbm8nJyeH5559HJpNx6dIlgP+cKV1DAxd+/hn7vn30vP9+QSOeMEEAnOpqLOHhvPLKK0RFRfHUU09x9OhRMjIyuP/++/H4M7Tb/221YoVwZ/6l9MxuF47I778vgKFWK6a4/5Md7ltbxTR86dJfNzFKSwV1e+rU36dh797dDrgzMsSm/Ouv2/PIHc8XESEm8506ib9jNovpvUolmiK/1L/+9JOY9v/SFO/q0uvFhH3hQnGMli0TuuuVK4WePDT02mNZXy+YBP+qBv6/vTIzBZV99uz2Y9rUJI75xYsCYEVHiymp1SrkBllZwsQwOVlMSe+4o/35PvlEgLpevf6113U1bfpqY09oPx/vuedXjUeKiq51r9dqxbGeO1c0W1NSxPecnNpN0fR6oQfPyxPnscMH5f9K7d4t1v/OO9caEDY3iyadUimOwdy54lo9dUrIiN55RwDx7GxxjUZFiffyF0zha+pqk8ZLl8Sx6NdPMGAWLGhnhm3eLNhPVxti/ifKaKR54UK83nrr358zr9PpyM/Px263Ex8f/z8axDvKAeYdMW036rfLQWGWy+W8++675ObmctdddzF48GCsViuZmZn89NNPkot4fn4+1dXVNDc3SxPf+Ph4fHx8ePjhhwkNDWX//v0MHDiQjz/+mMGDB+Pv709tba1kXuagqKvVanr37k1+fr4EjseOHcuoNlOKuro6yfzt1ltv/UMReNXV1fz8889MmDCBzz//nKamJlpbW6V4M0dOeUVFBVFRUeTk5ODj48NLL71EeXk5K1euZNq0afzwww/s3r2bV155hZ07d/Lkk0/i7OzMiy++KBl4OTk5UVpaSkhICNXV1TzxxBPEx8ezYcMGoqKiSEtLo3PnzuTk5FBfX8+FCxdISkpi6dKl7Nq1i+LiYqKjo/Hx8SEmJoY33nhD0h7369eP4cOHs2rVKioqKnj77bfZvXs33bp1k9ICBgwYwM8//4xWq6V79+7k5eUxYMAAye9Ao9FQW1vL4cOHGTVqlJRj37dvX7744gvmzJnD3LlzOXv2LHK5HD8/PykS8Ny5c/+PvfMOb7Js2/gvq0nadKe7pYtCS9mUPWTLVpShor6KW3GgIiCIoCAqigPFjaIoKAIiyh6yVwtltKV775WmzV7fHw95AEVFX/VVP87j4KAzzZ1n5L6u6xyiEZ/dbsdms2GxWC4punx8fNDr9WJyQmNjo3ietG7dWmy23HbbbajVakpKSkhPT8dgMFBRUUFoaCjt27cnIiICmUzG119/LZrjjR49mszMTLy9vUlLSyMiIoJhw4bx/vvvM2jQIEwmEyUlJSiVSmJjY0lKSsJqtXL27Fm6dOnC8ePHqaioEHX09fX1+Pn5odVq0Wg0FBUVIZFIRM+ChoYGEhMTKSoqQq/XYzabMZvNokyloKCA5uZmRowYwQ8//IDT6RRNCwMDA2nVqhXl5eWisWFMTAxRUVHExcVhs9no3bu3aKrWt29fDhw4wOuvv06rVq1o3749R48exeFwcOjQIfz8/KivrxflLG7vC61WS0tLC+Hh4TQ2NmIwGAgKCuKll17i6aefJjk5mdOnT1NXV8fAgQNp06YNR48exVZWxiNyOSqJhMU+PkRERhIZGcmTTz7Je6+8gnPPHnxuuYXk5GSefvppYULtdOJoasLk6SkUzjYbIVIp+4KD6dGjB4adOwk2GvkakKlUqNVq9Ho9UqmUsWPHsmPHDpxOp2jw6I6Oczgc4uTeral3fxwfH09tbS1ms5mgoCCMRiNms1nMjFcoFMTGxopsgHPnztGlSxeRGeSe9lutVjzPP2/39L+qqkr0CYmPj8fHx0c0VywoKBD/BkCbNm1QKBRkZmbSr18/rr/+euyzZmG47Tb033+P6tpr6XDsGO9otQwYMIC3334bm8WCzGZD7uODTCajrKwMLy8vHA4HHTt2pLGxEavVSlxcHKNGjaLLzp1I7rqL3j8yMuXQISHb+DL3uov9T9auXUtaWhoul4uoqCh0Oh39+/f/VUnTnwW73c5rd9/Nkx99JESwVVVhDwyk8sknOVFRQeCMGZz69FOqIyKIb92aDh068NVXX7Fw4cJ/dW69O+bRz8/vp941er3w/6JFwpRo+vQLFNMTJ4TpPAjxZEePXqD9/hNx7pygl739dkHXrtUKhVZVlWBa1bu34CnwS2y+igphsu52+geBtmswCL/vxubNQoG2dOkFt3izWXidZbILGu+LcaXMAPdxyc0VDO6kUqFAXbZMmD7/2mTyX4KCggIaGhoEX5EfS0VA0CS7pQ1uH4Jz5wTjurvuEqajYWHC8Zw794KMpKVFyKcPDf0pSyI1VWhyXql2ffFi4Xz6OSPRl18WGo4Xnzs/h40bBZ8At/762DHhunRfk3v3CkXlsGEX4vz+v0CnExo6BoNAoXdHQ7pZDOnpQnKH0ylc7+HhQrPHbBauu/Bw4Wd69hSuq927L00psNuFBkvr1sLnJ08KLBH3BL+4WJi8uxk5brj9NX4Dg+0X79f/BfTLluH7yCN/fjH/b8T/B5r9Hw23Zv1y9E03ddtisZCXl4e/vz/h4eHs37+fw4cPi3nkbk35Dz/8gI+PDx07dmT37t1UV1cTEhLCW2+9RU5ODgsXLhSne+3bt8dgMFBTU0NmZiY9e/bkrrvu4t1332X8+PHs3bsXq9XK3Llz0el0FBQU0KVLF9Ex+tfgdDrZtm2bSGGOi4vDYrFw7Ngx+vXrdwlLoKqqiieffJKnnnoKhULBzTffTJ8+fcSc+m7duqHRaNi6dSsWi4UuXbqQkpLCiBEj6NOnD/X19QQFBREaGsrAgQPFqEetVovD4RDjvu655x6+//57PD092bNnDwaDgYEDB6LVaunevTtvvvkm586do1evXlitVkpLS0UjrLvuuou1a9dSXV3N2rVrxUI6JyeHxYsXc/r0acxmMxKJhG7dujFu3DhKS0sZPHgwjz/+OCqVCl9fXxITE2loaKCurg6JRELr1q1FXXZSUhJpaWmoVCpOnz6Nt7c3kZGRBAUFIZfLadWqFXv37hUz3hsbG8VEjPr6ejw8PPD09BSj69yfq1QqwsPDMZvNWCwWampqCAkJISwsjNDQUNRqNcOHD2fNmjX06dOHvLw8qqqqRC8CN2XbfUzq6+spKysT9f/jxo3j7NmzNDY24u3tTWJiInK5nN69e3P48GE8PDzIzs6murqahx9+mE8//ZQ2bdoQFRXFN998Q319PUqlkoiICPr168eePXtEfwK3F0GnTp3o3LkzmZmZlJaWolKpqK2tFaexbj252wneHREYERFBq1atGD58OPPnz6dr165irN+QIUPYs2cPjY2NmM1mysrK6NixI+Hh4Xz44Yf4+fnh4eFBnz59+O677/Dx8cFisVBdXS2mUrjNF2NjYyksLCQoKIiamhpcLhchWi2vLVrEknffpaWlhYKCAiIiImjTpg0mk4l7772X0tJSvv76a4YMGcKpU6fIy8tDLpcjk8k4dOAAcy0WPgKqPD25WSaj0eXiaEsLtR4eJCYmEllcTLlOxxmnE++AAHFqL5fLRcZDfX0948ePp6amhv3796PRaKipqcHX15dXXnmFmTNnikW8l5cXSqUSuVyOTqcTYwvdCRxBQUFkZmYSFxeHTqejQ4cO1NfXk5WVRUxMDPHx8VitVkJCQggPD+fIkSOUlZVRVVWFWq0mKipKZA3V1tbi6+uLQqEQ2SXuOESn00m36mp0DgcV8fEoFArWJCRwV1EREbGxeJxfv3rVKt6rr8d4XrPv4eGBzWYTZQR1dXVIpVJaWlp4WSbjWYUCjbc33bt3Jzw8HIvFwkCZjDEvvXRZvd6zzz7L7NmzUZ0vGNx+MBKJBLvdzqxZs7jvvvtYu3YtwcHBohzkr8L27ds5cOAAs2bNQiaT8cwzz5DSrRsD/P0J7dmThjVr8DhxAs3MmRAXx969e8nJyeGee+65kL/+L4PNZmP37t0MHjz48rRN95Tp1CnBNOxiOqgbBoMwpf+xzvvvgF/LXb/45xwO4RhXVgpF3YQJwhR22DBh7QcOXFrAWSzCZtxtTvbFF4JOuVOnX/5bqanCpDgsTCiw3Xj6acHw7LXXfvrcZs++Ml8Cg0HQ3Dc3X+p8//8M7n1f79696X9R/vwl2LZNmFC3by987nIJRd3jjwvZ7u4Eoy++EGQSMplQFLZvLxRoJtMFpsPhw0LBPG3aTxMgLofPPxcK+ddeu0B71+sF48nRo4XPHQ7h+F1J0XbunHA+vfeeUNAbjUKjyO2YvmmTcG6GhV1wzXevOTf3p9GC/yZ8/73QCOvfXyjW3VFt778vZLO/957AZsnPF9gZWq0gWbn5ZsGh/rnnhNera9cLkXHuJhwI1/MXXwjXcps2wuMNHSo000BoyowcCUlJ//V7yK/er38n9IWF+J6Pff7Dinl3VvWVory8/EJ0zj8I/99p9n81Vq5cicvl4vTp06IZ25gxY1iyZAnDhw9HrVaTnp5OfX09PXv25D//+Q9eXl5s2bKFoqIievbsSfv27SksLOTLL79k9+7dvP766+zevVs0pWhoaCAyMpK2bdty5MgR5s2bh9PpxOFwsHz5cvLy8li2bNl/fbzdE70f49VXX0UmkzFu3DgeeughbrnlFjIzM0lPT0culxMSEsL06dNZv349Xbp0YcmSJcyZM4d169aJmvRbbrmF1NRU9Ho9xcXFlJeXo9Vqad26NXK5nNLSUnQ6HcOGDcNisbB//35CQ0Pp2bMnEydO5O233yY5OZkJEybw2GOPsX37dpH6f+2117J69WoxN7xNmzbs3btXpD7rdDpatWpFXV0d3t7eoqa7paWFpUuXUlJSwpYtW8jMzBSLwLvvvluk+CYlJYlF86lTp0S3+D59+tDS0iI65oeGhvLCCy+IMV11dXUolUpxui+TyYiIiMDhcFBeXo6Pjw/XXXcdX3zxhaipdud/+/v789hjj/Htt99SVVVFY2OjKBOIiIhApVKRn5+PVqvFZDLhdDrRaDSkpKRw6tQpPD092blzJz4+Pnh5eRESEkJWVhaq89PkNm3a0NTUxNixY5HJZPzwww9IJBIxD728vJza2loCAgKoqKjAy8tLpONrNBrR38FNjb/hhhtYv369OLVvbGwkKCgIp9MpTpltNhsBAQH4+PjQ0tKC1WpFIpGIuvLrr7+ewsJCEhMTKSkpQavVIpFIaGxsJCoqCo1GI/ox+Pj4cPbsWXJzc6mpqRFN5erq6sSYzLi4ONavXy8Wx7W1tQwbNowffviB2NhYMjMzmTVrFufOnaN3795MmDCBqqoq3n33XXJycnC5XFRXV1OVm0v33r0pLiggWC6nQaMhLD8fc2QkZ/PymA2kBgTgrK7mc4dDnLo7nU6RTp+QkEBRURFeXl7IZDJ8zrvkNzY2olaraWlpAYRJvsPhQKPRiGaObqmHRCLBYrGInXOn04larSY6OprCwkJRKy+RSEhOTiYkJERsHp04cYLIyEgxZnDgwIEYjUays7Ox2Wy0tLSgVquJiYkRHfX79u2L2Wzm9OnTWCwWbDYbsQoFerUaqVIpRhX2stkYGBvLsJUr6dSpk9gMqampEeUqDQ0NeHl50c1goLlLFwwGA01NTYwcORJJSwsDTp4kd/JkHn74Yby9vamoqECj0eDj48Ptt9/O4sWLf/b9uK6ujvfff5+RI0dSXFyMzWYTE0f+KmRkZPDpp58SHx9PYmIiAwYMuPQHdDphArtoEXTrxuL0dB654Qa8CguFzXB6uvB/z55/6fP+W2DTJiFj/nIF4kcfCRNN+GOzvK8UxcWwerWgeQ4JufD1L78UaK2/xhr44APhZwIDL5j8LVokTHDdjYD0dKFQd6/rrbeEWLGFCwUd7Ny5QlzarzXxHQ5hw3/77ZcWfgUFwmv3YzlKQYFQeF4pHb6mRqDqX0wn/n+Gw4cPY7FYUCqV9L6SybYbNTWwcqWgP3dP7E0m4eshIULh7T4vPvlEKOwA1q0TDOs+/FDQqrunvwANDZdO6w0GYXr+3HPCsY2LE8652bOFom/QoN9+7Xz4oeC90K/fhd91swtAaBS4950XG1a6XEJywvz5l143/ya489a9vITJuFvyMmOGUGg7ncLrsHWrcJzy8gS2RMeOwtfLyy/Nai8vF6b1EolgdNe5s9DQKykRfmf7dqEB6D4ORqNwbF999W/bENY/8QS+S5f+scV8SEgI48aN45577qFHjx6X/Zmmpia++uor3njjDe677z4e/l9rDn4HrtLs/zdobm4WI+M+++wz7rzzTqLO37QdDgezZs1i5MiR9O7dmyNHjtCpUye2bdvG7t27eeSRRzAajfTs2ZPq6mqmT59OYGAgU6dOFaPjlixZwt69e1m3bh2lpaV4eXnRpk0bxo4dyxNPPMHw4cMZPHgw27Zto1OnTtzwB1ITXS4Xb7zxBrW1tcyYMUM8r5xOJ+vWrWPMmDGo1Wqampr44osvSE1NJTAwkPHjx/PVV18xYcIE5s2bR/v27Tl48CBBQUGoVCrq6+tZtGgRu3fv5sSJE6IuPSYmhqKiImQyGTKZjIaGBsLDw0Wn/gkTJrBr1y727NmDVCoVp4qJiYmisWFpaalIdS4tLSUwMBCVSsWePXuIiIigrq6OmpoaIiMjkcvl5Ofn09zcjMPhoE2bNpw7d47Q0FA0Gg1TpkzhlVdeoXv37iiVSqRSqZjP3q1bN7Kysujduzdz5sxhx44dREVFsXz5clJTUykuLsbb25vx48dz6NAh6uvrUSgUDB48mLVr12IwGFCpVPj4+IjFrcPhQKvV0tTUJFKv3cVzly5dMJlM5Obm0qlTJ+rq6sTUApPJREtLC0FBQRgMBjw8PHC5XKI2/6abbuK1116jtraWwMBAJk6cyJdffkl9fT2JiYlUV1fTpk0bUlJS2LhxI/7+/tTX1zNo0CA2bNiAj48PCoXikgL91ltv5d133yUwMBAvLy+xeVNfX4/L5RLN9Tp06EDr1q3ZunUrAQEBYtGXmZkpNijcem+Hw8GECRNITk7m4MGDNDc3k5mZSX19PWFhYVx33XWsXLmSrKws0Qk+IyMDhUKBQqFAp9NhtVqJjo5GLpdTUVGBp6cnMTExZGZmilKA3NxcAgIC8PDwEOPj3MaRXl5ejB8/nnnz5nHixAnOvPUWcQcPstrlojI5GXtWFj1qa6mPiqKoro4sT08era7mg9BQsoqLAYiOjsZsNlNbWyuaDUZERNCs12MyGnG4XLRq1YqYmBjxunA709fV1YnFupui7+3tLcY2uu/x7nhMmUwmyj7cBbtbpuCOqjOZTCQkJFBWVobT6aRdu3Y4nU7RlLGmpgan08mNN95IZmYmOTk5ohmf20tCUlnJuIQEPquowGaz4enpia+PD93q6qg4T6sfP34869atE9lA+/btE/xEnE5aKxR8d75R4zYUHeDnR4zBwDdqteg74Y4InDZtGh999BGvv/46HX/ODfhH96oFCxYwefJkkpKS/rB74JUgLy+P9evXM2PGjJ9nBrhccOwYRyoqCH3jDWI2bRImNyqVsLlPSBAKsfp6YQP4D52AOp1O6urq0Gq1v07bXL5cmGRdjrZcXS0UvRKJMKGaNOmCa/pfgRMnhGMRGSlMwED4fOlSwegsL++XKfI/zupesUIwTCssFNYMQlEwZcqF4v7MGWESZ7UKWvo/ywG+ouKCXvcqrggHDx6kpqaG4OBg+rqd4K8U+fkXpqogFGOLFwvns8EgNLRAaN4sXCgU4tXVwpT/yBHheLn3dZs2wYYNQjHpzi4/e1b4+SFDhEnwli3C9VJaKngiLFki+Db8lnuKXi801O6884IR5fbtwvkZHX0ps2PdOsEzxG4Xrulx435KHf834WJvgjlzhCk8CCkCQ4cK1+9zzwmv/Y03CgyckSN/nv5eVgZpacLPPP20cLwkEuEeVFsryGz+pPe033S//g3Qz5uH7/PP/7HFfENDAy+88AIrVqxAoVCQkpJCeHi4aPaUmZlJRkYGKSkpzJ079+8Th/Mb4S7m6+vrfxKZdhX/OzQ3N7N371727NkjGlUlJiYSGxvLt99+S0REhDgRa2ho4JZbbqGkpIRz587Rr18/srKyWL9+PcnJycKELDaW5ORknE4nzc3NbNy4kYEDB3Lffffx6aefolQqKS4uFiel9957L5999pnocD5kyBBqa2sF3avNRqtWrbjxxhsJuhzd8TeiqKgIp9NJXFwcJ06c4IsvvkCj0TB8+HBSUlLw8PAgLy+PN998k5qaGqqqqujevTsdOnTg2LFjyGQy7rjjDr766is2b94sshe0Wi2vvvqqKE9wF17p6en06NGDoqIievfuTUREBNdeey25ubmcOHECDw8PIiMj2bBhA01NTcybN4/g4GAqKirYsmULQ4YMITU1lQ4dOjBixAieeOIJGhoakEqlWK1W/Pz8GDp0KOvXr8dkMtG/f388PDzYt28fCQkJ4ht8z549GTNmDJ988gkqlQq73c7WrVv5/PPPmT9/Pt7e3mKBUVBQIE4n3QwCt1lZS0uLmAHv1qK7qct2u/0SSYharSYkJITq6mpuvPFG8vPzqaqq4umnn6awsJD169eLxW2rVq24++67WbNmDfn5+aITelJSEpWVleIN1+VyERsbS1lZGXa7neTkZMaOHcuBAwfYu3cv4eHh3HHHHRw8eJD9+/czZcoUPvjgAxITE/H19WXr1q1MnDiR77//XjyfnU4nfn5++Pr6YjAYaGxsRCqVivF2bkmCW4Ki0+nEten1enFyXF9fT3R0NM3NzaJe3OVyMW/ePG6++Wa++uorCgsLOXr0KGVlZdTW1hIZGUlZWZmYpODj4yPKW6xWK15eXkRFRYlxiAaDgbq6OhwOB5GRkXh5eZGcnEzXjh1RnZ+Yf/PNN/TJzqZ24EBSz52jqKiIwf36cWb/fvzi4/Gx2ehUXMxOo5Gs8w0ao9GI0WikvUzGIw4Hy6RSijUaFi9ezNKlSykqKsLX1xeLxSIyIZRKJd7e3pw6dQqpVErnzp0vkTZUVFQAiB4Dbj8EmUwmTvTdpqDR0dFi7GKnTp2oqKhg3LhxVFVV4enpSX19PQcOHBDfdD08PKisrMTb2xuz2Sy4skskPGQw8H5YmHicHA4HzXo9NwM7g4Ox2Wy0adMGqVTKk08+yddff01VVRXemZm01WjYpFBQX18vRgt2bNcOfUMDNXq9KE/RarVER0eTm5uL0+lkyJAh3H777YwYMUJcz8/BYDCwZMkSrFarKL9wvycOHjxYZLEEX0SR/rXH/KPhsNtZ8tBDPL5sGbW1tRdYB+5JWGGhoJecM+eymz+dToePj4+48XK5XHz//fciTdJoNLJnzx6ioqLo9t8aav0O2O129u3bx4ABA37dG+DwYUEzfN4z5hIsXgwPPSRM/yorhanl7Nl/ynP+CVwugRbfr5+gV3UbhjkcAhUeLqUcu1zCZrxLlwvHbM0aYRrrRl2dMIV95JELhd3GjcL0slcvgVIdEyMUSmvWXKBY/1EmjxaLMNEtLBQKBHdu+lVcEfbv38/x48fp3r37z9PsfwvmzRPOBW/vC8wLd1lz/LhwD5g0SdBZ5+UJVHyX64I5pM0m/J5EIhxP9/7N5RIeOzb2QoLC8uXCNZaQ8N8956NHhSnygAGCCeOMGcLXjUbhORQWCtfzmDF/Xob5/xo6ncC6ca+9sFBo+FVVCcwVNxth1iy4917hOGRkXJBeXA5Op9BseeAB4V7nZndVVsK77wreIn/SgPY33a9/A66UKf67NPNms5nNmzezf/9+ioqKMJlMaLVaunTpwrXXXkv7X3qx/wG4SrP/Z8NisYgZ6QCnTp3izTffRCKRMGDAAG6//Xa2bNlCamoqFosFu91OVVUVdrudyspKtFotK1euZOXKlRw/fpyQkBASEhL45JNP0Gq1xMbGkpKSwtGjRzlz5gytW7fGx8cHHx8fampquP766+nfvz8ymUykVP9ZcDgcnDt3jsDAQNRqNb6+vj/ZpO7cuZMvv/ySuro67rnnHt5//31qampwOBxMnDiR4uJipk6dyhdffIG3tzcHDx6kc+fO7Nq1C7lcTnV1Nd26dePaa69l/fr1BAcHc/jwYcLCwsT8+TNnzlxiQPf4449TXV1NU1MTZ8+eZd26dej1euRyOYsWLaJ169a88847FBUV4eHhwZQpU3j//ffZt28fJpOJhx9+mCFDhrBq1Sq2bNmCTCajf//+FBQUkJubi7e3Nw0NDfj7+zNlyhQSExMpLy/n1KlTdOnShcTERJYuXUp5eTkzZ85k165dVFVV4eHhQWNjI/369UOtVvPuu+9SW1tLfHw8SqWS06dP43K5ROd3qVQqTnHdmedhYWHIZDI6d+6M1WplzJgxKJVKtFoty5Ytw+FwcObMGRwOBzabjXbt2glmcuezxxMSEqivr8dsNhMVFUVdXZ3oG2AwGAgMDBRjuBQKBQaDgcLCQvFjLy8vnE4nBoMBHx8fUa9dXV2Nr68vVVVVSKVSQkNDxTXL5XJaWlpo3bo1LS0tVFdXA4hMjZCQEHGiLZPJsFqtTJw4kWuvvZZvv/2W2tpagoODsVqttG3blq1bt6LT6WhubsbT0xOj0Uh1dTXJycn4+PjQ3NxMREQERUVFormfzWYTmwFOp5PQ0FAqKipo27Ytffv2JSgoiJMnT+KXnk5IRQUNEyeiLCsjrrCQlXI5foGBDBw1ii2bNuEoK6NJImGCtzevFhdjNptFSr3NZsPHx0cs1s1mMwCBgYFivKDbn8BkMuHh4UHPnj05fPgwLpdLbNC49e82mw21Wo1cLkcul5OYmMiJEyewWq0ic8LdwJs7dy4Wi4XnnnsOm83GoEGDRMp7bGwsVVVV5ObmMr64mDdcLhznfQ8MBgPe3t7cZ7Wy1+XizPmmgo+PD0ajkejoaPr168e43Fx2hoSgiokRfSeqq6u5rr6ew5GRlDU1ER4ejkaj4cyZM6jVaux2O0ajkaCgIFFqkJCQIGj11WoSEhK4/fbbL+t34jZrPHDgAC0tLSQkJIjpH8XFxQwZMoRu3brx1ltvYbVaee655/60e93lsGjRImJiYtiyZQsPPfQQnTp1wlOhwDV1Kqv69WOMVot/u3ZCYahWCxv389PrxYsXc80119CnTx/Wr19P9+7deeONN1AqlXTu3JkdO3bg7e2NQqHgxX9CVrvDcfmJ1WefCe7eWq3w8fTpQnHwVxQIpaWC2/vDDwtNBTfdf8WKC/nNF8sAvv9eKJazs4WvyWTCui7W1dfXC5v2i5vmzc2CftnLS5juPfnkhUl8bq5wzP+oOMbly4UiYc8egcb7RxSk/4/wu2n2P4eaGqFRdbGB4LFjQgGXlye4zrsp7Vu3ChPf774TpvXduwvnnL+/cI0895xA1f85FBQIjZyUlP/uORuNQvzg6NHC+ezWxbe0CM2twYMF2YifnzC1f/jhP4dZ8r/EoUOXNsPKygRJTk4O9OkjNGRBaHooFMJ94KuvhBSIX8LmzUJT718yiP1Ti/l/O67S7P99uNzUyK3vPnLkCHfddRd+fn7I5XLuvvtulEolXl5ezJs3D6vVSnFxMbW1tQwcOJBHH30UHx8fhgwZwv79+1m4cCEA+/bt44svvsDpdFJSUkJiYqKo927VqhXTpk3jiy++EKPoVq5cydSpU+nyo3iT6upqDAbD5Z1e/wts2rQJi8XCuHHjWL9+Pddddx1qt0EQQtPj1KlT2Gw2du7cSV1dHRqNhvj4eAoLC0lNTaVbt24sWbIErVbL8uXLMRqNrF69Wiwo27VrR1lZGQaDQSwk3NRms9lMeXm5mCvuljkEBgbStWtXvvrqK8rLywkJCcFqtWIymQgMDMTf35/8/HwGDBhAcHAwS5YsITw8nCFDhpCbm0tgYCD5+fl07dpV1HK7Czl3ARIbG0tNTQ2HDh2isbGRCRMmcPjwYdq0aUN8fDwrVqxAr9eLBmduSndAQAByuRxPT0+KiopwuVxYz+ere3p6ioZ17tfIHcnndDrx9/cXi8ouXbqwe/du9Ho9/v7+aDQacZJYVFSEWq1Gq9USFBTEiRMnaGlpQaVSERISQlVVlWiE9tprr7Fq1Sr8/PwIDAzkq6++wuFwiIZ5RqMRq9VKbW0t9fX1oh4fEPXiCoVCbCzIZDK8vb3x9fWlpKSEgIAAvLy8qKmpQSKR4Ofnh6enJ+bzUXXV1dWYTCbGjh1LdnY2CoWCkpISevXqRVpaGjqdDrPZLGbER0VFERwcjMFgICsri8DAQBoaGujduzdlZWXcd999vPDCC1itVgICAmhqakImk3GfSkXHm2+m03nDRltxMZ2PHydvyhSk335Lk83GHoWCYKeTe+67j71ZWaxcuZJWrVqRlZWFTqcjJCSEhoYGsch3X/+hoaHY7XYxv9x9Lmo0GgoKCtBoNLS0tNCuXTtSU1PF1IG6ujrx9QsMDKSxsZHg4GAqKyvx8PDAarWKjQK3J4K3t7dIyx8yZIh4/oWHhaGprSXX4SA3N5eRI0eSnZ1NqI8PCefOscHDQ6TLl5aWYrVYUCkUBPr702QyMXnyZACuu+46lEolJVOmUPXII8TExvLxxx9jMBgwmUw0NTWJ3gqAaCDZvXt37HY7ERERGI1GZDIZzz//PMHBwVc8XXc4HKxYsYLc3Fzuu+8+Nm3aRL9+/QgMDBQNKYuKioiIiBBlPO6m0B+FHTt2sHz5cpYtW8b27dtxOBzcc8897Nq2jbPnzlFcXMy8efPw27pVmPgMHy5Mf3x8ePDBB4mPj2f8+PHcf//9jB8/nnbt2pGRkUF6erpoZLp//350Oh3333//X+qe73Q6qaysFJumv4qnn740Zs2NkhKhkXHmjNDMqKoSNrvuzfKfiU2bhEKpXz/BCOyHH4Ti67bbLkS51dYKPyOXC4XU448LVOdVq4QJaOvWvx41ZrcLxmX/+c+F2Lc/A5cz2bqK34SDBw9SUVFBeHj4b6fZXymamwVGztSplzrSf/ONMMH//ntBG69QCDT4558XpBsKxQWTu59DRsYfw/Korxfi6iZOvLSxdu+9wvnl6yt8vmaNYOb3c876/1ScPCk0WdxRck1NgqmlySQwIn7sPbVvnyCl+Jsyvn/z/foKcbWY/y9wlWb//xvnzp3jjTfeYPz48Rw9ehSdTsesWbNwOp1s2rQJrVbLunXrRP1+bW2t6CFhsViora0lLS2N9PR0YmJi2L17N2azmdzcXJKSkkS98bhx45g2bRpGoxGbzcbUqVOZPHky8+fPp7m5mVtvvZXNmzcTFxdH165dxSxod0zXb91Y2u12Dh06RJ8+fX7T79rtdvLz8wkICMBut/PVV19RXFxMcnIyubm5YpF4//33c+jQIVauXInVasXhcBAWFoZOp0OhUDBnzhwCzjuVh4SE4OXlRVZWFh4eHvj4+HDrrbfSqVMntm/fjl6vp66ujlOnTuHt7U1TUxMdOnQgLy+PNm3aIJPJWLBgAa+99hpjx45l//79HDlyhISEBHJyctDr9TidTgYNGkRWVhbl5eUYDAZSUlLIzc2lvr6eESNGEBYWRmZmphiRWFlZKVLIO3bsSGpqKmVlZRQWFhIZGUl1dTV33nkn69atIzs7W4z8stlsIs1dIpEQGhpKZWUl0dHRqNVqMdZQKpWiUqmQyWTExMQwatQoseGxfv16brrpJgICAggMDOStt94iLS0NrVbLyJEjOXbsGHq9ntLSUpRKJTExMWLs3Lhx4zh06BB2u526ujpUKhVHjhwRI+eSkpLo3r07+/fvF00hVSoVhYWFYhyb2+lcoVDQtm1bLBYLZ8+exeVyYTQakUgkqNVqZDIZYWFh+Pn5kZOTQ/v27Tl16hQLFiygqamJtLQ0AgICGDNmDIcPH+bEiRPk5+fT0tJC165dufvuu5k+fTogSLeio6NxOp1UV1cTFRWFv78/hYWFmM1mtFoto0ePZt26dYyqqCBHKuXOgABWtmuHwWQiJTiY9mfPYn3sMVavWkW0hwd2Dw/84+P5/PPPsdlsRIWFMcZgwD5yJB+tXYvdbhcbGkqlEofDgd1uRyqVikkO7uPocDjw9vYWWSXuSbW7EXJxAoFCocBut6NUKrFYLKLcwD3pdxf3QUFBZJ87x6LAQHrecANLSko4l50txgrG+vrSmJvL0cZGbDYbHfz9GeFw4FtTwzsyGc5WrcTYTICAgADuV6l49bxvg9Vq5dprrxW9QtzGiW76vUQiwdvbW/QDSEhIENk1Q4YMYebMmUgkEsLDw3/T/aW2tpYvv/wSDw8PcnJy6NKlC0ePHr2kKXTu3DkWLVr0mx/756DX69m+fTsTJkzA5XIxY8YMFi9ezMyZM3n55ZcpLS3lww8/ZOHChReaFPPmYfT05JP6eoqcTtRyOZ179eKd5ctZ88UXIJORnZ19ydRw06ZNOBwOrr/++ss+j+PHj4usLTcsFgsHDhxgyJAhv2ttjm3bOFVcTMepU6/sfv3yy8I0+8cJPCaTQOsNDxe+l5oq0IoHDvxdz+s3wW4X/nc/f4tFoD1f3Ej46CNh0p2QcCmlOCNDMM67EuM6EOi68+YJP/tHGMxdjt7scAiRdj/OF7+KK8b+/fs5ceIEXbt2/WNo9j+HsjKBvXHxuWM2CzFkI0ZcOl1PTxeK/Li4X2esuGPzlEpBg5+dLTiy/9h4MzNT+Ps/J7s8dUpgyrzyyqVf/3E6R0GBcN38xf4lfwrc15TFIujYf8zMePFFuOeen97DQGi6SKVXlkjwP8Dv3V//Gv61xXxzczPPPPMMGzZsoKamhi5duvDGG2/QvXt34IJ5z/vvv09jYyM9e/YUXbyvFFdp9ldht9tZsmQJAQEBjB07loULF4oT5Ouvv57y8nJeffVVJBIJ/v7+mEwm5HI5d9xxBwEBAXz88cecPn2a2tpaPv30U/R6PQEBAdhsNpYtW4a/vz/Hjx/nwQcfJDg4mNTUVL7++mtKS0vRarUsXbqUu+66i8GDB5OTk0NwcLA4RSwtLcXb25ulS5deQo01GAxs27aNwYMHi4wSt3mYn58fCoUCpVIpbmrdeuDfAzdbITg4GF93B/ki7Nu3j2+//Ra5XI5arWbChAmsWbMGp9PJ0KFDOXjwIJWVlQwfPpzVq1ezd+9e4uPjKS0txeVyiQVjSEgIJSUlzJs3j7lz5+JwOLj33ntZs2YN7du3p6qqinPnzqFSqfDw8BDN96Kjo6mpqSEjI4M777yT0tJSDAYDBw4cIDo6mvz8fOrq6vDz88NkMtG9e3eKi4spLS3F19eXsLAw/P39efDBB/H29iYvL49Ro0Zx5swZdu7cyQMPPEBQUBD33nsvRUVFnDlzhpiYGNq1a8fx48dxOp2iWZ1EIkGr1YoGa9XV1TidTux2O1FRUYwcOZK1a9eKE38PDw8MBgM2m42RI0ficDg4ffo0/fv3Jy8vj/Hjx9O1a1dmzZpFS0sLJSUlItVbo9HQqVMntmzZQq9evWhsbCQiIoLMzEwUCgWlpaXI5XICAgLQaDSMGzeOzz77jKKiIgIDA2lqaiImJobi4mLx3ud2y29qakKhUKA/n3FttVrRarXiJD8gIECMOysvLxelAsOGDeOWW25h2rRphIeHc+rUKVwuF5GRkej1eiZNmkR+fj46nY4pU6bQunVrduzYQVpaGhkZGcjlcq6//noq8/MJ8PLCLzgYhZ8f48eP54knnmBCdjbKRx+lz/HjzDl1ihsbGjB16YJx7FjaHjhA/MMPM/f22xmoUGB+8EE++ugjzp07dwnrqqmpCbvdzvjx4zly5Igw7S4pEWnp7dq1QyaTce7cOfH1Kyoqwmq1olKpiIuLIy8vj7CwMBQKBXV1dRiNRjw8PJDJZBiNRvF6czqdBAcH463R0CE/n0MSCYFJSWi1WnQ6HcbqamZIpWzv04fdO3bwgs3G7n79CDQa+fDoUbH55ZaBmOvrsTQ3owwNRSqVEhYWJsYTHjlyBI1Gw8KFC/n888+58847effdd0lLS6NNmza4XC7y8/Px8/NDr9eLspKQkBAGDhzI8OHD8fX1xWg0Mnz4cJF58mvTe6fTyXfffUefPn0IDAzEYDCQm5tLREQEL774Iq1ataJt27Z/uK/Od999x+7du+ndu7foxv/ll1+i1WovFNVNTaTt2EGZXE7Kli2o6+rweeghjj7xBH0nThT05EeOCJOi8wZrTqeTmTNn0qlTJ2JjY+nZs+clG7aXXnqJmJgYkTFRWlrKihUrKCoqYsWKFeLr1dLSIvp7/ComTxbcsy+OSPslnDwpUId/zHxwx6cNHiwwE0pLhY3xH6Uh/yW8+qoQKfZL2LNHYAxcc40Q3TZz5oXvZWdfOYNg7VqBojtp0n+vaQYh/z0oSHhN3UXn0aOCHv/f6i7+F+APp9n/1bg45nD+fMFx/oMPBBaAm86/erXw/e++u+CqfzmYTBfiE38O7vhJ92TeZhPM+f5AhtNfApdLkNqkpAjMiOuu+21GnB9/LBhm/hv9A34B/9pifvLkyZw9e5Z33nmH8PBwVq1axWuvvUZmZiYRERG89NJLLFq0iE8++YQ2bdqwcOFC9u3bR3Z2Nt7e3lf0N67S7K8CEOOx3NpalUp1ySa2vr6epqYm4uLicDqdNDU18eyzz6JQKLj//vvFKfGbb75Jnz596NWrF3a7nfnz59PS0sJ1112HTqdj3LhxrFy5ktatWzN48GCOHTvG4cOHmT59ujgNvv/++/H09KRPnz5kZmZit9txuVwMHDiQ5cuXI5PJxKi0goICRo4cSXx8PN9++61Itw4NDaVNmzaUlpYSHx9PVlYWr7766m+ivbpcLsxm8yX0/CuBW6usPN8l37VrFx06dBD/dlVVFXPmzKFz587069ePTZs2iRNGhULBe++9R3R0NI899hivvPIKaWlppKWlERUVRXJyMpmZmdhsNqKjozl79ixyuZz4+HjMZjP9+vVj2LBh+Pn5cddddzF79mw8PT156623qKysxM/Pj/z8fBISEkhKSmLDhg3itNVthOY2VevYsSPe3t5kZWXhcDhobGzE19eX0NBQGhoa6NSpE+np6cTHx6PT6QgKCmLLli2Eh4czceJE4uLiiImJYcmSJRw+fFgsoBQKBRERERQXF2MymUTTsaCgIPR6PXl5ebS0tIjpBEqlkpSUFLy9vTlw4ABSqZTY2FhycnKw2Wx06dKF6upqzGazyBgIDw9n6tSprFmzBplMRlJSErNmzaKoqAiLxSJOy8vLy+nZsyeFhYUMHDiQL774QpzqBgcHi7F7bdq0IT8/n6CgIEJCQjh9+rRg8ObpicFgwGKx4Ofnh5+fH0ajEbVajclkwmq1itKHGTNm8Oijj6LVaqmoqKCpqYny8nJUKhVhYWEEBQVhNBopLCxErVajOG/8JpfL8ff3JzAwEKfJxAhfX2w5OeT260fa9u206diRiS4XpWVlHGjdmpCQEJ7o2pUvKivZsX07I0aO5LPPPkOj0eDn54dKpaKurk40snMzO5RKpViAuXPr3dP7iIgI0X/ALeNoaWlBKpWK8ga73Y7JZCI8PJzGxkZkMpkY9Wi322nXrh2a/HwkNhv5AQH069dP8PbYtw/HAw+w/dNP6WazsTU0lLCwMDIyMqiurkalUjFixAjS0tIY6HAQER7OZ5WVNDY2ihGNDoeDMWPGsHbtWuLj47FYLNx5551UVlaSn5/PyZMn8fX1pbq6Gr1ej6enJ3FxcRQWFtKqVSsqKioIDQ2lsbERb29vAgIC6NWrF1qtlgcffBB/f//fdA9ww63z/+yzz8SC3tvbG5vNhsf5iep/Y6Z35swZEhISxILZbrcze/ZsRowYQUxMDFarlY8++ohZs2ah1WoF/bVOh8vpRKLVws6dgmnbvfcKuksPD3C5sDud5B44QNmJExzIzmbIlClifN6jjz5KUFAQc+fORafTsWDBAqZOncrhw4cZNGgQkZGRqNVq3nvvPbKzs+nfvz8jR478+aLeZsP17LM0eHri//TTV0bbbG4W9KXufO2LMWOGUDQ895ww+cvMFKKa/kxYLALt3+1Q/XPQ6YTGicUiuFW7zcZ+KxwOYar30Uf//YZfpxPo+rNnC6/ZeSndT/T4V/GbcfDgQUpLS4mKivrzaPZ/JvR6wX9BqRQy76dOFRpp2dmCUWNxsRC7+NRTQvE6a9aF8/HoUeH6+63rnj1beCwQZDJvvinQzf9Jfg2VlUKTY/p04TX4LVns7obk39i7xOl0iuf1VZr9r8BkMuHt7c3GjRsZfZGupXPnzowZM4bnn3+e8PBwHnvsMWae7+5aLBZCQkJ46aWXuO8K4x2u0uyv4veiqqqKwMDAS7LmXS4XO3bsEKO/oqOjGTt2LCAUtUeOHOH2229n8+bNlJeXc80115CRkYFarRYN1OLi4kSK+2233YbJZOL111+noaGBu+++m4iICLZu3cqkSZPw9fVl2bJlVFdX06NHD0aOHEldXR2bN2/G19eXyspK6uvrKS4uRi6X8/LLL7Njxw6GDBnC6tWr2bVrF8nJycyYMYOgoCBxAuV0OnnzzTcpKirilVdeuWQydejQITH27cdaf5fLxZw5c9Dr9UybNo34+HgxO/xipKenExwcLFJw3c85PT2d0tJSYmJiRCZE165dKSkpIScnhx07dtC/f3/Cw8NZt26duEFWq9VkZmZitVppbm5GoVAwfPhw0tPTRc14QEAA7dq1Q6vVUl5ezuDBg/H09CQkJASFQsHDDz9Mv379RGbPhx9+CAiMBzd1Ojw8HKlUik6no6mpiZCQEHJzc0Wt+OOPP87mzZs5c+YMKSkpYu73I488wtmzZ7FYLISFhYl0bB8fH1QqFenp6aLpnVarJSYmRsyAr66uFpkIt956K19++SUOhwOFQkHHjh05d+4c/v7+NDQ0iKZtAJ6enjz88MPMnz+fiooKJBIJwcHBDB48mD179pCTk4O3tzdVVVXiBNrPz4+mpiaamppwuVwolUox7s9qtYq0fi8vLxobG4mNjcVqtVJZWSnGvnl4eKBUKlGpVOgvclx3593b7XYCAgKorKwUvQT0er3oKt62bVuqq6sJDAwkOzub4OBg/P39uf3221Gr1fhXVbF0/XqKqqu54447+G7TJrx0OsxaLf/5z39YtWoVQ4YModW33xKh05F//fXc/8orvPDCC4wdO1acELkN7Gpra1Gr1axduxaAxsZGlEolERERlJeXi+Z4bgd8txeCj48Po0ePZsOGDdTW1ooyDKfTKaYcGAwGPD09aW5uBiBQo2FOSwsLgGapVJi4OxzIrVbCo6II8vPD5edHXV0dAwYMoLCwkOPHj9Pc3IxUKuU+p5PvnE4ckZH079+fkydPUlFRgd1ux263Y7FYxIl6cnIy0dHRSKVSkpKSqK2tJSAggJMnT5Keni6e20ajkZCQENFYs1+/fpSWlpKTk4PZbMbT05NnnnlGvI8dP36czZs3065duyvOp7daraSmpvLll18il8sxGAw8/PDDfPrpp5hMJsaPH8+gQYOu6LF+DU1NTWzfvl1kKkyfPv3XG/WVlfD++0I80sSJgpHa7t0wbRrODz5goa8v7RMSiAU2FxTQbDTy4osvsmzZMgYNGkT79u05fvw4b7/9NtHR0SxYsICZM2dy7733sn//fvz9/bnu55zQzWbs2dmkVVXR7ZprkF/JJL+5WShA58796fdOnBBivSZOFDbGc+f+stHX74HLJUR5jRolfF5TI0wUL+ew/2N8950wgTeboUOH3/f3nU6Bkty69W/7PZdLmHZeTM2vrBSMzpKTBad893FasOCC8/5V/C6cOXOGkydP0qVLFzr83mP9v8ZbbwkT5l69hM/d55BcLjQDW7cWKPsulzB99/QUzu1nnhEaa3r9bztPn35aaChJpQIDZfRo4Vq78cY/Z31/BioqhCSK39NEbG4WDAPvvPOPf15/EOx2O8eOHaNHjx7/HJq9zWZj+PDhvPfee7RxuzD+BWhubsbHx4edO3deokPr3bs3SqWSFStWEB8fz4kTJy4xFbvuuuvw8/Nj5cqVl31ci8Ui6g9BePGioqJEt+yLc4gv/thut4vaSbfmUiqV/uzH7infxXFZ7hgk98G32+2XfOw2DnJ/7DZYcn/sdDpFLeflPnY4HKLj8s+t4+qa/j5ramhoID09nbi4ONFpOyMjg8LCQgoKChgwYADFxcXY7XZuuukmlEolq1atorGxEY1Gg06no2/fviQlJREZGYlKpeLAgQMUFhZSW1vL0KFD6dChA2lpaXTp0oXZs2ezZ88ewsPDMZlMhIWFMXPmTL755ht27dqF1WolIiICs9mMSqXi2muvpXXr1uTk5DB16lSKioo4d+4c77zzDmFhYfj6+nLDDTfQt29fMZ97586dGAwG+vfvz4IFC5DL5chkMu666y6xyGxubhYLiB8fJ/ekuqGhAQ8PDzQazSXHqaysjPr6etH0Kzw8nIaGBr799lvKy8s5e/YsN9xwA5mZmTidToqLi9Hr9fj5+dGzZ08CAwNFl/ycnBxCQkLo0aMHGRkZ9O7dm3379vHkk0/i7+9PTU0Ny5cvp6mpCS8vL2JjY6moqCAwMJCQkBDq6uro06cPO3fuJDAwEL1ez9mzZ/Hz86Ndu3bY7XZOnDiBXC6nS5cuDB06lM2bN1NVVUVVVRWh5yewKpWK06dP4+npiVwuJyEhgcrKSqqrqzEajURFRZGRkYHNZgNApVJhs9lISEgQfQZqa2vx9vYmLi6O8vJyNBqNWFz6+PiQmJhIeno61dXV4lpGjx7NqlWr2LBhA1OmTKG5uVl0re/RowdeXl5cf/317N+/n127dgFCoaTRaLDZbHh5eYnZ5wkJCeh0OmQymWiA6O/vz+TJk0lLSyM/P5/4+HiOHz9O+/btOXjwIKGhofj7+1NWVgaAj48PAQEBdO3alerqag4dOsTs2bMpLi5mzZo1AGg0Gurq6vD39xej47RaLSEhIQwePJh3330XECbCcUol8tBQrBUVdA0I4PB51/ju3bsTGBjIoEGDWL58OVqtlrS0NMaMGcP+/fu55ZZbWLRoERUVFWKzyD1pb9++PcXFxTQ2NuLj40NTUxNarZbWrVuTm5sLIBrZqVQqevTowf79+0lMTCQ3Nxez2UySRIKXpydpRiMg+BaMN5noKpUyX60mMioKjUZDeXk5FosFb29vgoODqa2tJbypiVJPT3z8/DAYDJjNZgwGA/Hx8dTW1qLX65FIJKLvQUBAAG3btsXhcDBt2jT69OmDQqHgiy++ED0pvvrqK7KyssQ0DofDcYmsIjw8nOLiYgwGA0899RSHDx9m5syZvPfeeyxduhQfH58rvu+5P66qqmLatGksWrSIuLg43n33XcLCwrjhfC70H3EvX716NSUlJcycOfO338slEpwWC06lEvnWrRisViq//57T5eX4DxzIAZuNm2++mdWrVzP7gQeQe3tj+fJL1gGZWVk8MmwYK44eZdbs2VgsFmbOnEnH5GRul8uRdOqELCgI+3nzJOmJE9hDQ5H+8APS5GTsHTpcWFNzMzIvr8u/P82dCy++ePk12e3YXS7h41mzsD///B/7nnvoEJL8fKR2O/Zbb0VSWoqsVSvs8KvHyfHUU0huvRVphw7Yzj/3v2wfsWoVzsJCXDNnIlOrcTid8MMPyIYMEdZXUYFMqcTu54dEKkV2nnHzd95H/Bv3Rn+rNe3ejau2FvvkyRfW8f33yCsqcI4ejTM0VFhHVRWuzz5DNmMGztpanKWlyDt0wDlzJs6XXkKuUFzZmsrLkQQHI6uvx/HZZ0ieeAJpeTl2tRppQMA/4zhlZuKIi4PznkG/6TiZzdgkEmRK5d9rTX/BudfQ0IBWq/3VYv53cQEUCgVnz579SzNlQdgQ9e7dm+eff56KigocDgerVq3i6NGjVFZWUlVVBUDIj/RMbkfon8PixYvx9fUV/0VFRQFCBxEgKyuLrKwsAE6fPi1u0E6ePElhYSEAx44do7S0FLgwpQRBO1xXVwfA7t270el0AGzfvl2czGzevBmz2Yzdbmfz5s3Y7XYx/g+EQmf79u2AkI27e/duQJhc7tu3D4DKykoOHToECHq9Y8eOAVBYWMjJkycByM3N5fTp01fX9DdeU3BwMK1ataK5uZkOHTqIedNPPPEEd999N506deKpp56id+/ebNy4kc8//5yYmBgeeOAB5s6dy9ixY/Hx8eHIkSNs2rSJF154QXSQHjt2LPv27eP777+ntrYWiUTCNddcQ3JyMs899xyPPvoojz32GJ9//jmdOnVi7969IhPAzWzRarXs2LGDI0eOsHLlShYuXMj333/PI488wsKFC4mIiCA1NZVbb72VY8eOkZaWxnfffUdlZSWbNm1i6NCh3Hnnndx22218/PHHpKamsnPnTsaOHcv69ev59NNPmT9/Pt9++y0lJSWAMPVzRwampqb+5Di5KcEdO3Zk2LBh5OXlkZKSwrPPPisWjjNnzmTKlClMnDiR22+/nUWLFvHpp59SVVUl0vR79OjBW2+9BUBNTQ0333wze/fupVu3bhQWFvL666+zb98+xo8fj8vlonfv3vTt2xej0cjIkSNp27YtR44coaamhrZt27J582YGDBjAxIkTqa+vp3Pnznh4eJCSksKTTz5JREQEzz//PGPGjMHT0xO1Ws0DDzxAv379yMnJYd68eWi1WpYsWcINN9wgUrdeeeUVZDIZr7/+Oh9//DETJkzg9ttv59133+XMmTP079+fF154gT59+jBs2DDuuusu6uvrSUpK4pFHHkGhUNC5c2cSExMpKipixIgR3HnnnWLjY+TIkTz++OOMGDGC4cOH4+XlxZNPPsmQIUNExpK/vz/BwcHiOdOqVSvmzJlDfHw8fn5+LFmyBC8vL2QyGbNmzaJjx440Nzfz3HPP8fnnn7Nv3z5efvllTp06RWJiIo899hgdOnTAz8+P5557jtGjR5OYmMiLL76IyWSisrKSiRMnolAo2LhxIx07dmT48OHMnDmTp556ihtvvJFJkyYxbNgw9Ho9w4cP56abbmL+/Pl06dKFIUOGUFJSQutrrmHirbdyx8yZjLHZuCY+nqKiIvw9PCgqKuLZZ5+lT+/eRMnltAsORq1Wc9111/H5558za9Ys+vTpw+TJk3nxxRfp2bMn/fv3Z/r06bRq1YrExEQ++ugjEhIScDgcPPnkk8jlcjp06MAr502O/P39mTp1qrgJeO+994iIiMCrWzdm3H03PioVQ4YMYcGCBWzz96eha1eenDGDoqIi4uLiuO+++9B4efFMz54MHzaM67p25ZHJk7nrnnuoq6vjhhtuYNy4cfj7+zNmzBiRFu9+Td3ab4lEwpEjR6irq+M///kP48aNIzIyEi8vL0wmE7Nnz2bSpEncd999fPLJJwwZMoRevXrx9ttv4+/vT21tLa+99pqYajFx4kQeeeQRamtr2bFjBxs3buSbb75h7969v3rfS09PRyKR0NTUxMyZM0lMTCQnJ4cRMTFI8/P58MMPeffdd5k1axaffvopy157jVdfeYWtW7de9l6+e/du3njjDTIyMn5yLx81ahTTpk37ffdyuZw6g0G4l48cia5zZypvuYXrN28mZuJEJuXnkzZtGmN79KDukUegsZEqYOiOHfSLjeXoqlXcnJYGe/eSs3cvDwQHY6+t5bjdTu153fixo0eFNX37LYczMjjr749z374L70+ffUbp3Xf//PvTww9z+vRpYU0tLZeuyWi8sKbbb//D33Mr168nr21bMBjI2LIF/csvX/F7bn5tLdY33gCJ5E99zy3LyuLY0aOXrsliIeemm8j/8kvYsYPs1FTqzzNyTp8+TUlaGmzdSuHrr1O5YcMVr+nq3ujya2poaBCTJ/6xa7r2WprHjbv0OMlkYLNRb7VeWJPDQcWJE+ByUbdpE8fMZlAoqPfxIfP774U15eRQ9fjjsH79z64pe9cuyrduhdxcMs/7JpGfT9aKFf+cc2/NGk5nZl75caquJmPJEuqqquCDDzj01Vd/vzVddJwcDgf79++noKDgDz333M/91/C7afZPPPHE/yR/NT8/n6lTp7Jv3z5kMhldu3alTZs2nDhxgg8//JC+fftSUVFBmNuIArjnnnsoLS1l69atl33Mn5vM19TUEBQUdLWreXVNf8s1ORwOGhoaCAgIQKFQ/OqaXC4XJ0+exOl0ipPrhIQEHnjgAZ599llCQ0MJDAxk1KhRvP766/Tp04ewsDA6duxIfX09b775Jg6Hg379+jF69GjKyspobGykoaEBh8PB0KFDqauro7i4mB07drB161akUikBAQE8//zz+Pv7s3r1agwGA3feeSevvfYahw8fBoSGmsvlYtWqVXh7e1NcXExiYiL+/v4UFxdz++2306NHD5EeL5fLf/E4nTlzBqfTSadOnS57nNy6//z8fFavXs2ECROIi4vju+++o3fv3uTn56PVasnNzWXv3r3k5+dz5swZMZ8+MzOTiooKLBYLvXv35vDhw2g0Gnr27MnBgweJiYmhvr6ehoYG4uLiqKmpQaPR0NjYiDu2LiIiQsyV79KlC1u2bMFqtXLy5EnUajVt27YlKysLhUIhuo+76eruCXCrVq2orKwkNjaWHj16UF1dzfz587nhhhvw8/MjKioKvV5PTk4Op06dIiQkhMbGRgIDA2lpaRGd+91vHLGxsRQUFFBXV4fX+elfdHS0aM7XsWNHamtrmTdvHjt27OD777/HaDSyZMkSXnzxRWw2mxhL6KbZL1myhPfff5+8vDwkEgl2u5B7LpfLsVqt2Gw2nn32WU6cOMG2bdtQKpWo1WpSUlI4cOAAEokEiUSCp6cnbdq0EWUSbg27UqlkwYIFfPLJJ8hkMs6ePSuyAWJiYigsLMRut4vRkzqdDovFwhN33IEjLY0dJSW81qoVuxIS8D98GB+5nNQuXei1ezfHBw7EGhjIvHnzWLZsGampqeh0Op566ik2bNjAnj17uO222/D19RXz57/88kuMRqNociiXyzGZTCIt32q1ipIK9+dhYWEM1uvJ1+k4eP44t7S0oFarcblcWCwWpFKBgn+dwwFWKwekUl6wWlmkUlGmVDJw4ECCgoKora3l+PHjREdHU1paisPhoFOnTuTl5YlRfT4+PmJMoNlspmvXrpSVlWE0GuncuTOzZ8/m3XffRalU0q9fP5YtW4ZGo6HyvC7fbDbj4+NDVVUVKpWKhIQEoSni709TU5PoWdG+fXtefvllFi1ahN1u59lnn8XLy+vX73s6HZKVK5HW1OA4n10vk8mw79uHtLCQOh8fVhUWirIet9ni6tWr0ev1TJw4kRUrVjBu3Dh69+7919zL8/KQ6/U4CgvBxwfZtdcKazIYMFmtlNfX0zouDlljI87XXsM1fDjVCQl8sWYNjz32GMasLLx++AHJ/fcjfeEFzDNncvr0aboqFNChA1KnE+mGDdiuvx6Z3Y7Uy+sna3KUlvLN2LH43XAD1/r6wjXXYO/c+adr2roVR9u2KGJjL7umb7/9lu7duxMWFnZl708SCY7zNGNZRgaOykokBw8ife65K3vPzcxEtm8f0vvv//OOk9mM69FHcY4YgWziRGFNpaXIg4NxKJVgtyObPRtn1664wsIuTOZdLmRPPYXT5cK1eDEylepftY/4q/dG7ve4bt26IZVK/xVr+sXjdPw4co0G5549OM/HWzr0elweHshVKhx2O+TlITtxAsd5A82frOnECaQZGUgnTMB+fq8nbWzE8cEHSJ56SliTzSZ8XSb7e557c+bgOC/tuaLjtH49Drsdiacn0iNHsC1Y8Pdb00Ufu1wu0tLS6Ny5M0ql8i+fzP/uYt6tbWvdujUpKSl4/cgQZOnSpb/nYa8YBoMBvV5PWFgYkydPpqWlhWXLlv0umv2PcdXN/ir+P+Bik6msrCxSU1O57bbbAMF1+dSpUxw5cgR/f3/Onj3LrFmzCAoKYubMmXTo0IGysjLR3KxVq1bs3bsXrVZLaGgoFRUVzJkzB5PJRH19vZiL7nK5yMnJ4bXXXuPBBx+kvr6empoa0QW6ubkZLy8v9Ho9Tz/9NFqtlkceeYSVK1eyd+9eKioqSEhI4MYbb8Tb2xuLxUJMTAzp6elkZ2ejUqmorq4mNDQUq9VKhw4duP766y/xMLh4/cAVMYysVivffvst+/fvF6ezLpeLvLw8HnvsMby8vIiJiSEsLEx02C8vL6elpQWn00lERATXXXcdS5cuxWaziYZfGo0GT09PsbC2WCw0NjZiMBgYNGgQRqORs2fP0rVrVyQSCcOHD6ekpIQPPvgAT09PYmJiCA0Npaamhurqavr06UNycjJr165Fq9WSnJxMeXk5s2fP5oUXXqCmpoajR4/idDqJi4ujsbGRKVOmkJqayrlz5wgNDeWNN97g7NmzvPjii6JWXi6Xi29c7ljE6OhoIiIiOHPmDLW1tbRp04bRo0dTVVVFSUkJy5Yt4/rrr6e6uprg4GC6devG3r17UalUyOVyevbsyaFDh6iurhZz0Nu2bYtOp6O+vh6FQkFISIgQ1xYbS1hYGHfffTfZ2dl8+eWX2Gw2bDYbOp0OqVRKXFwcTU1NFBcXi8dXJpMxYcIErrnmGjZs2MDx48dpaWkRTe66dOzIDJ2OuU1NtO3Th/KtW2mSSKiUy2kllTLCz49PDQYkEgmLPD35Mi6ORr2eDRs28PXXX5OVlUVLSwuvv/4669atw+l0iukGnTp1YvXq1ZhMJkJCQnC5XFRXV2OxWDCZTPj6+mK328WUgDZKJaNcLt453/Do2bMnmZmZ6PV67HY7Go2GlpYWbgL2ajSYFQpuGjWK91avFiPy5HIhPcLNoNBqtQwYMICsrCxuvvlmFi9ejMlkwmKx0KFDBwIDA0lNTRX19yEhIWKSQpcuXTCZTEyaNImSkhLKy8upqKhg2LBh9O7dmx49etCnTx+0Wi21tbWAMOEI9/Ym2mbD3q4dZ89HT6akpOBlMtGlqIiioUN57vnnMRqNWCwWPluxgkmTJtGuU6cLF1xxsZA/7E7bkMsF/emTTwqZ0M89h3n+fPE93VlZSYunJ4MGDyblfOSUzWbjpZde4tprrxXTbq4Uzc3N1NTUEB8f/5t+DxDMnWSyXzZhuyj27O233yYrKwun08kcrZaItm3hlltAIsHlcrF7zRqaPvmEMU88gcewYaRt2IB86VLajBqFx4MPIrPZBF1/XR1pNhuu5cvJ8PQkaMgQ2n/+Oa3WrLkQdWU/H3u1fbvw/8+4ST/11FN07tyZW2655crWfPq0kGM/ZcqF9RUVXciS/zXodIIBXkiI8FgFBXBxDKDRKGhuf6wzzssT/AAGDLiQVw2CXr+mBtq3v/A1t2a3XTth/aNGCTrkRx4B9z6vrEzQzmu1gj754ueXkwPnI2iv4ip+Ez78UEjGiIy88LWXXxZM8t55R4iUbGoSdPc/ju202wU/iI8/Fq6Ll1668L3KSsFBv6VFSIG44Qb4nVGYfypcLsGD4nKRc5dDWZlgMBgUJFz7dXXQqtWf+xz/pvjTDfB+yZhGIpGIVIY/G27DpZdffpl77rmH8PBwpk+fzlPn4yCsVivBwcG/ywDPrZm/iqv4N8DhcJCbm0tCQsIVR9I5nU4++ugj0VgPBKO606dPM3LkSOrr62nTpg1SqZSmpibxZ1JTU1m9erU4qdZoNPj4+FBWVkaPHj0IDw8XKVGvvvoqMpkMs9nMo48+yrBhw5g4cSJNTU2UlpbyySefIJfL6dy5M8OHD2fjxo2sWrUKmUxGQkICWVlZtGrVCpfLhZeXF2azmZtvvpkhQ4awY8cO9u3bJ0ZwXX/99dx0000UFhby5ptvEhMTw2OPPSau1z31dVPRfwsaGhowGo1ERETQ2NiIQqGgubmZu+++G5PJRFVVFW+99RaHDh1i7dq1mM1m5HK5yCwyGo2YzWbCwsLEm/Ytt9xCcHCwOPXu1asXBw8epKWlBavVyvDhwzl58iRVVVViTrlcLhjeNTQ00L59e5KTk9mxY4dYxLVp04bx48ezadMmoqOj2bx5M7GxsahUKoqKijCZTLS0tPDee+8RExPDjBkz0Ol0ZGRk4Ovri8vlor6+XmRJqFQqpFIpRqMRLy8vsVPtNq9zT/fd5nZuiUevXr3w8vLCYrGITKsnnniCuro6vv32W0wmE2q1mqqqKpqbm5HL5WKzxP23vb298ff355prrqGsrIyCggLUajV+fn7YbDaam5spKSkRIxn1ej19+/alW7du7NixQ8x+NxgMZGZmikZ4x48fx2w24yeTMUUup8Dlor6qigiNhsrERDrm5fG5TIYR8AEGjxtHgFaLXCajQ8eOnD59mlatWlFQUIBOp8PPz4+amhqKioqIj48nPDycpUuXolarSUxM5PTp0xhaWpBLJPhptTQ2NiKRSJBKpXh7e6NWqykvL0etVqN1Oik6z2xwOBwolUpxeu+Gl5cXarUau90ufs9msxEREYFKpcLHx4fMzEy8vLwwGo34+vqK16fRaBQTHNzmi2q1mrCwMBoaGhg+fDj79+/Hz8+PcePGsWTJEhwOB5GRkchkMrqfOoVapWKFwYBPZCQ6nY54q5UhCgV2b2/8k5I44uFBv379kMvl3Jafz4qGBqYsWUJYWJjQZHzmGcEsSqcTHJAfewzOnRMy0m+9VSjgunYVFtvSImQ/Dx16wXztPKw5Obz90kvEjBkjRgfe0KcPnqtXc6pjR5yRkXTu3PmShp7D4eCZZ54Rr6eEhASmTp0qylz+DDQ3NyOTyXhh0SIWzp0LajXV1dVs2LABPz8/4ouKqC0qYrdGQ2xsLF07dmT/t9+iiozkER8fwVBr2DC2vfMOPRsaUEyezJF168iXyxnw5JMkVlbCjh1CcRsYCMeOCa73kyZd9vnMmDEDmUx25czLTz+Fbt3++7i7c+eEf+npcPfdF4qf9evB319oQFzs4P3003DffYJR4cWGfvn5gqN4nz4wcKDwtR9+uPDxM88I59SSJX9rh+x/I9LS0igoKCAuLo5u3br9r5/O/w6vvw7jxgmxdosXQ1aWcF3+5z/C94uLhYbYDz8IposFBUJT4IUXLjzG2rXCfS8/X2iGRUcLTSz3vfHvgtxcKCm58kbD66/DhAmXNj/+5vg9++srwb/SzR5g27ZtuFwu2rZtS15eHjNmzECpVHLgwAEUCgUvvfQSixcv5uOPPyYhIYEXXniBH3744XdF010t5q/i3wR3XnnHjh3/0JvNz8FgMJCVlUVCQgKpqamEhobSrl079u3bR2FhIVOmTGHr1q188803aLVaPDw8mDBhAqtXryY+Pp49e/bw4IMP0rt3b+rr6zGbzaxZs4Zu3boxZMgQXC4Xy5YtY8KECYSFhYm05JycHHbv3i2aqFVWVor+AFu2bKG6uhqNRsMDDzzA3r17mT59OnV1dRw8eBC5XE5ERAT+/v4oFAq+++47brvtNgIDA/Hz86OgoIDQ0FCR1nulcLlcFBUVERsbi8vlwmq1YjKZmDFjBn5+fowZM4bm5mZeeeUVWlpa6NevHydOnBCN49yxiE1NTYSHh+Pv78+xY8cwmUzExcXh5+eHw+FAp9NRXV2Nv78/MpmMlpYWkpKSyM7OFmnVEolEjDdLTk6mpKSEVq1akZCQQF5eHsXFxbRv3x6z2UxVVZVonNavXz9qa2vx8vLi9OnT9OnTBz8/P3bs2IHBYMDPz4+zZ8/i4eFBmzZtyM3Nxc/PTzSNU6vV6PV60SzPYrGQkJBAWFgYnTt3ZtiwYdx+++04HA6kUimenp4iq8Fms1FcXExdXR1qtZr4+Hjq6uoIDw+ntLSUm2++mU8++QSHw0GrVq2QSqX069ePLVu2iCaJycnJ1NbWipT7qqoqsQgtKSkhOjqaoKAgWlpa0Ol0mEwmvORyphsMvKJS4aHR0K6pib6NjaxWqRjUsyeni4rQ1dVxW0sLTrmcD319qbfbCQgNZfTo0SIbobi4WIyS1Ov1eHl5sX37drKzswkNDcXPzw8vLy867trFe04n8vOFpEqlwmg0iq7/EquV2U4ny0NDKSsrIyQkBD8/P3Gy604GcDqdmEwm8fzz8PAQGRFuir87HWLatGk8++yzBAcHExkZicVi4dy5czQ0NNDc3IxEIiEwMBCbzSaa9mk0GmpqanjmmWeYNGkSaWlpvPnmm+j1ehJ0Ok4pFIxpbuaNmhqQSFggkfC+UolFKmWw1cp2jYYOHTowqksXUrKySPXyoqW6mubu3cFm4+acHPzeeouEhAScTzyBZMkSJPbzcUYSCWRkCPFgMTHCZtdoFDbDkybBec8bAFJTsX/8MduGDKFH//7k5+ezYc0aooxGWjc0kNG7N+3bt6d///7s3LkTtVpNbm4ubdu2FU12v/vuO8rKyrj/SvPe/ws888wzDBs2DIlEwr59++jfv78Y37VgwQIeeeQRIU7vPObPn8/9999PaGgoOp2O+fPn89qrryKRyaCpCcuzz3J8/35C582j9ejRQjGs0wmFwokT0KULfP65wHZQqcSUCbfnxaRJk2j1cxOx0lJhih0SAocOCVNrNwPg9+LNN4WJvFQqsA3cySgzZggFzwsvCEV+eLgwsdy6FcaMuTQybv9+ofCPjobqamGabzYLv3tessHp08L0r1MnIUf+Kv4yHDhwgKysLJKSkujXr9//+un873DunBBnFxQkNJ2sVuE6fP554fuvviqkT7z/vtCsNBoFV/eL72/ffSewSmJjha//UqLF/xLbtgmTdncz7WJYLAKTyX3vcLkExsKSJX/pU/xv8Wftr/+SYn7//v289957FBQUsHbtWiIiIvjss8+IjY390y7Sr776itmzZ1NWVkZAQAA33ngjixYtEieCLpeLBQsW8N5779HY2EjPnj15++23aX8x3epXcJVmfxVX8dfArfuvqanBbrfTqVMnLBYLZ86coUOHDrz44ot06dKFbt26sXTpUp588kk+++wzYQLYvTtdunQRm3R2u5233npLNNaZPn06QUFB5OXlsXPnTm6++WYxUz4/Px+Xy8XGjRs5ceIESqWS4OBgioqKCAkJwWw24+XlRatWrcjOzkan0+Ht7U1iYiJKpZLc3Fx8fHxEyYHbMKVnz54/WWNLSwsajeay68/NzUUikdC6dWtcLhdvvPEGjz76KBKJhPT0dD7++GOuueYa+vfvj1QqZdu2bVx33XW8+uqr5OTkUFlZKbrat27dGm9vb9GILzY2lqysLDEv3GKxoNVqKSoqwuVyoVKpaNeuHfv378fT05OIiAh8fHy44447OHv2LBkZGYSEhDBhwgS+/vpr0UMkKiqKoKAg1q9fj6enJzfeeCMff/wxBoOBTz75hO+//561a9cSEBBAUVERt912Gx9++KGoW3NPzgsLC0X6vtVqFbPO3Xq1qKgoHn/8cd58802R9VFbWytKO5qbm2lubhblIkqlEoPBgNPpRK1WExAQgEqloqqqioSEBCQSCUlJSWzfvl0sfH19fcnJyWHIkCGcPXuW5uZmOnfujMVioaGhQaTEt2rVipaWFpQeHigrKojo35+anBxel8l4NCuLEzIZCoWC3goF90ilHJJIeLelBYVCQWhoKA0NDbRp04bu3bvz8ccfo1arkclkjBo1in79+rFy5UpB/20wELVjB7Y5c3jmlVfIz88X4wmlUilJUindbTY+Oe9K786Aj42NJTc3F6VSKdLy3Vo8q9WKUqlEqVTidDrx8vKiuroap9NJcHAwERER+Pn5oVarsVgsnDp1SmRbtGrVivT0dDFS0J1hHxkZiYeHBzk5OSQlJWG1WklISGDS8OFIs7JQDx3KsMpKPHv2ZN6GDaRv3Ei22SxIAYqLKQQcLhe+Pj6opVJ6tW/P0NJSvoiI4N6pU8nevx/X+XQM6fHjGMLDedTl4puuXdmzZw8P9exJt8BAYXpjNAoF/tmzQoE2frxwce3dKxR9VqtA0fT2BqsV17PPYn32WZR2Ow61mpdeeomWlhaGDRuGxWLBaDSKDvpuLF26lNGjR9O2bds/7uZ3Gaxfv56NGzfi7++PRqNhoTvf/GdQXl7O0qVLeeaZZ0R2YuzF1HaXC+uMGSwAFp03YRTx1FPCZLugAM6cYUtwsBhfGh8Xx/iCAlaZzUx75RWBQu9ywbffCg2UwYPhlVeE/xMShPiti5lMNhvU1v6UMnwxGhqEpsJFkkjWrhWOqUQiUOH79AGNRqAg+/pCZqZQiN90k5DtnZQEKpUwjfT3F5o9c+YI/zw9hWJn0CBhcpmRATfffMlr81/n0V/Fb8bhw4exWCwolUqRCXUV51FVJchFXC6hmH3qKeF8j4sTroMfo7QU1qwRro177xW+9uyzQnPr74TNmwXWTnT0T783Z47Arlq4ULhHu1xCU+Jq7QX8BcX8unXruO2225gyZQqfffYZmZmZxMXFsXz5cr777jvRSfCfiKuT+av4N8LhcIgd8b9iMv9HwOVy8dZbb3Hq1CleeOEFgoODAWHanpaWxsmTJzEYDISen1QOHDiQMWPGUFBQwJdffklTUxMRERGkpKSwdu1aunXrRocOHVizZo2YAR8eHs6pU6dISEjgq6++4syZM4SEhHD//ffj7e2NQqHAbDbT2NjI2rVrycnJ4cYbbxTN89zmggDjzxcSRUVFBAQEYDabcTqdtG7dmpEjR6LRaAgICLji9RuNRvbu3cuRI0cwm82YzWaam5sZMGAAR44coaSkhJtvvpn169dTW1tLnz59aG5uFo0Fi4uL0Wg0YiZ9YGAgOp2Obt26kZqaSktLC4GBgeLEOiAgQNS4y2QynE4noaGhSKVScnNzRd18XFwc7du3JywsjLS0NFFb73A48PT05I477qCwsJDKykqkUin5+fn4+/sTGhpKSUkJ48aN49SpU3z55Ze4XC6cTieDBw8mKytL1MLX1NSgVCpJSEgQY9DckMvleHh4YLFY8Pf354YbbuD48ePMnTuXGTNmYLFYxGJfIpHgcDjQarVYrVZxI+nh4YGPjw8dO3YkMzOTqqoqvL290ev1APTo0eMSKvrUqVNZv349TU1NREdH07FjR/KOHaOkqQm5Ukl1dTUmo5FEuZwmT09uaNuWnc3NVFRU8OCDD/LJJ5+g1+vp06cPcXFxHDhwAL1eT6dOnRg+fDhNTU3IZDL2fvcdFoWCUaNH07FjR7Zs2cKqVasEiYRWi9Rg4GBZGRKJRGSkBAcHI5VKxeK+f//+FBUViXGHaWlptLS04HK58PDwICgoSHyNXS4XSqUSgISEBCIiIkhPT8dut4tGjMcPH8bPxwffoCByc3PFhosCuNls5jO1GoPBwI3e3ky+6SaeP3KEBQ89ROuSEr45fZrrb7qJ70pK2Lp1K6sGDOD5gwf5oayM24qKWOBwIJFKmaJU8q2HB0OdTjJcLiJ79UKv19O/f3/679vHjro6ChIT6d+/P552O92OHyf89dcJX78e6SOPoG9qYu/evfTq3ZvQ0FBhkzhvnjA9/v57YYJ75IhQ8E+YIFDDr71WmCy74XBc0OlfhPLycj7//HPuvfdeJBKJwJKQSGhsbBSNHTt06CC+jmlpadjtdnr06EFNTc1PEnZ+Dk1NTVRWVnLixAlCQ0MJDg7+1ft1QUEBzz//PDfeeCNjxoz56Q/s38+nR47QYehQtFqtaGpHQQEsX07e/ffzypIlpDQ2MvX113lixgzujo4muWtXFqSm8nRkJAqLBaZPF4rqrCyhgJdIBG35/fcLRfWjj174m999J9DcX35Z0PQ6nZdq0EHQ/nbrJhT9N98sNF1KS8HtU7B9u7Cxt9uFYiYp6cLnCoVQ6Lz4ovC4Op2Q73399cLfdWv3v/9emNZfc82F37uK/ykOHDgg0pH/X0/mL4eNG6FnT6ERpdEI53ZLi1DQ9+lz+d9ZsEBgq7gZJu6S7u/UqNLpwM/v8t8rLRWeu8kkXKsbNwqF/4/9Mf7m+LP21396Md+lSxemT5/O7bffjre3N6dOnSIuLo709HRGjBjxi1Fwf3dcLeav4t+If2IxD4Juv6Kigsif0U/Z7XaKi4uJi4v7RTO7+vp6CgoKOHLkCLfeeis2m41PPvmExsZG4uLiSEtLw+l00tjYyKRJkzCZTJw4cYLo6GgefvhhANFh1I2mpiZyc3Pp1q0bx48f55133qG+vp4OHTrQ1NTE0KFD8fPzY8OGDRw7dgy1Ws3mzZvJyspi06ZNhIWFIZFIyM7OJigoiLq6OoYOHYpOp2Pw4MGXUGrdDqeFhYXExsaKZnRKpRKLxcLnn39OUVERLS0tXHvttSgUCrp27crbb79NVVUVdXV1TJ48mVOnTmEymWjXrh3Hjx+nsbERpVJJWlqaqKV2a9QVCgXBwcF06NCBvLw89Ho90dHRZGZmYjAYsFgsaDQaevfujU6no6qqStRu6/V6MSowODgYo9Eo5pbrdDqioqLo0aMHJpOJzMxMfvjhB9q2bYvs/JTbZDKRnZ2Nw+GgTZs2GI1GWs5Puzt37kx9fT1lZWWEhYXRr18/PvzwQ7y8vAgICKC8vBy5XE6nTp2oqKhAr9fT0NAgmg+aTCa8vb3R6XTI5XIsFovofOtmNxQWFtLc3Cy+xu7GQGxsLMXFxahUKrG55Na39+rVi+PHjyNxuXigpITlXl5ofXwob2xkWJcuDCspoVPr1nyUkEBaVhYZGRmi+aHdbmf06NEUFRUxOj0dn7lzGXL99Sxbtoznx49n/owZaFpaWHc+IcIdmePl5UVTUxNms1lcm1QqFX0DVCqVGKG4efNmcTovkUhoaWkBENMwXC4XrvNZ5J06dRKSHxobWertzYEuXTij0zF06FA+/fRTupSUkKrX09NmI2zUKFKBtps2sdzhwOHpid1uJ9Lbm6/i4vgqOZmILl0EiUR9PR5VVbybm0vfs2f5olUrGhsb0Z87h0Mu51FgTVwcp7KzkcvlyOVyBvTsiYdGw9333EN5eTnx8fEcOXSIAJmMhO3b2dKtGxqNhikFBayIiECtVnOnxULNDTdw+vRpJqWm4vnmm7jy87Gp1XhERgrTIm/vCxrs4mKByv3OO5fdCL/77rs0NTXhcrloamoSpSBJSUnU1NTg5+fHTTfdxOeff05jYyP19fX4+vqKUgqHw4HVaiU2Npa2bduKngFms5kPPviAe+65B5VKJf6933K/NpvNoi/ET+BwYDp5ktmrVqHX6xk1ahQTJkzAYrEwa9YskktKGHfHHfhJpXicPElOnz4Et2+PX3AwH3/0EUM8PGh1662XLw4sFkHfKpXCsGHChHzwYKEAAaGRolAIBf/EiYIW/sEHhYLjgw+EInvGDNiwQTCoS0uD228XftdohI8+Eor9GTOEYwWwdKngjfD11xfoxC6X8HGHDsLU3o36eqE4qKiAWbP+exnAVfzXuFrM/wIOH4bycoEJM326UAA7HILHg1srX1Eh+F44naBWC7r6mJgLj7F2reCH0aHD/2ABP4PZs4V764+xZo1w3wgMFK7fp54SGoDPPCPQ8v9B+McW856enmRmZhITE3NJMV9QUEC7du0wm82/+8n/r3GVZn8VV/H/D0ajkfT0dKqrq9mxYweTJ09mwIABfPfdd+zcuRO5XC7G0Hl6etKrVy+Ki4tJTk6mZ8+eKBQKCgoK2LVrF4GBgYwfP55vvvmGmpoagoODGT9+PIsXL2br1q1IJBJGjx5NQUEBUqmU4OBg0cHdPU3Pz8/npptuQq/X8/jjj3Po0CFOnjwpZoO3a9fuJ2soLi7G19cXv4u64C6XiyNHjtCxY0dOnjyJl5cXZ86cISMjg8zMTK6//nruuOMOVq5cyQ8//EBycjIjRozgueee4+DBg7hcLpGCHRkZKUoNMjIySElJYc2aNWg0Gry8vGhsbKR169akp6fj6elJfX09AwYMQCaTUVNTg1qtxuFwEBYWhpeXF0ePHiU6OhqXy4XBYBAL+TFjxhAZGcmJEyfIycnhzJkzxMfHo1KpxHjF1q1bk5OTg0qlIioqiry8PJqbm1GpVCKl3Gg04u/vz9ixYzl37hwxMTFs2LBBjKiLjIzEbrdfYginUqkwm820tLSgUqnEAjcoKAipVIrJZOK2227jvffeE+MP3QyFgIAAWrduzfHjx9EaDFzr40Nrf398c3OZI5Vi8vVF5XTi3dhIiMPBQYUCmUJBz549xcgmgFZGI3f5+/OM0ci1ffuiqavjlr592Vxdzaw33uCHH37gm2++4ciRIwQGBlJTU4NCoaCyshLVee2zwWCgW7duZGdni1T7+Ph4GhoaKC8vF5kXbvNJmUxGG4mEUQoFa728qD5vyjbSbscql6ONjMTLz48Tcjmdk5Lov3UrK5KSMNbV4ZuVxemAAKxWK1PvuYc9e/aQl5eHQiIhrLGRbKWSBx54gN27d9NQWUnrgABUcjm9EhKoj4qia9eulG/aRJheT/mpU7yrUBAeHk55ebloyOg2oHPHG/5HIkHq64u2SxfqY2OZN28eoe+/z85OndBqtezcuZPQ+HiSkpI4N3s2Y195hf0rVrDV4WDu3LmEmEzk7NlD3G23ITcahU3xyZMC7btjx99073A6ncyYMYP//Oc/bN26laeeegq9Xs97773HE088IZ7bnp6eZGRkcPjwYQICArjhhhv4+OOPcTqdlJWV8cADD1BaWvrHGoO5XDBzJg2zZqFWq5k3bx7z58/n8OHDggTHy4vhWVmX1dnu27cPg8HAyJEjL3q48ykgIEzp27UTCgunEw4cgK++Ety5u3UTtPRffin8TFOT4La9fDnMny8U6qWlYDAIDRWLRShAevQQGiteXsIxWblSaCQ89xwUFgqU4uXLhWInIkIo+l97TZBSDB9+KdMCBE+FvDxhenkV/3Ncpdn/Amw2QTPv4yN4QLgxd65w/kskQmE8bJjQMLvuup8+xvHjwnX1I6nQ/wwul8CSuti4z43ZswXjSqlUMDc9c0ZoALqZNVfx5xfz8fHxvPfeewwdOvSSYv7TTz/lxRdfJDMz83c/+f81rk7mr+LfiL/aAO+fiF/aaDQ0NIjNSofDwdGjR4mNjSUjI4MffvgBqVQq6qKLi4vZt28fgYGBtGnTBrvdTmpqKt26daN169b4+/tTUlKCr68vKSkp6PV6rFYrmzZtIiUlhQ4dOvDOO+9gMBgYPnw4b7/9NiUlJSQnJ+N0Otm7dy/9+vVj7NixbNu2jXvvvZf4+PhLHLdra2tZv349U6dOvWw0H0BpaSnHjx9n586d2Gw2ADQaDYmJiXTu3Bm73c6jjz5KY2MjH3zwAR999BEHDx7EYDAQFhbGyJEjOXnypFC4KRRUVFTg4eHBoEGDcDqd5Obmkp2djb+/P1arlVmzZnHNNdfw1FNPUVpaikwmw8vLi7q6Oh5//HFRr/ziiy9SVFSEVCpFq9Wi1Wq59tpr8fT05JlnnhFj/Xr16sXp06cZN24cn3zyCcXFxeh0OhwOBxEREXTv3p0DBw6IE9WLmxwOhwOj0YjdbgcQ3ygNBgMulwuHw4G/vz9+fn6YTCaMRiPR0dE0NjZSVVVF37596dSpE9988w1Dhw7FYrGwceNGIiMjCQ4OpqamhuzsbIGWrVDg9PDABURFRdE3MpJJ8fGU7drFixYLspoamlQqLDIZRqORyMhIIpuaMPj7c1dLCyf79GHDvn306dMHl8tFjx49iIiIoLy8HKfTSV5eHr179+b5559HKpXi5eUlZsJLpVKRvREbG4vJZBIlEe3atcPDw4NTp07R0tJCO5mMMJmMtr6+5HbuTFpaGjKDATOAxcIXHTuyKimJAIsFY24u+00mHA4H6poa7pRK2Wa3k6ZS4enpiYeHBx4eHlRVVWE2m3E4HCQlJdHQ0MD9/v6YPD1ZUVLC6NGjmTFjBls2baLnF1/wuFJJt27d2LVrlxif6G6WJCQkkJmZiUKhoG9gINfk5vKY3Y63tzdhYWG8MGoUQx98kDWPP87gG26g1S23kJuby0cffkjt0aMMKi1FN306eXl5REZGsmHpUh565RVuCQ4Gh4OiuDgioqNReHhcKFrffFOggD/++GUp+G6sW7eOvLw8HnzwwV8123W5XDz11FP4+vri7e0txm/u37+fqKgowsLCGDRoECdOnKBjx46XNO6cTifV1dWEhYVd9rGbm5t/+vdffhnuuAOCg0lNTeXQoUMUFRWxcOFCwcxz48bLFgZlZWV88803TJs2TTTx/Oabb0jW6xleWQkjR/7k95xOJ7W1tRekBatXQ9u2wmQ9IUEo+p98Upi+NTYKBblMJujx9+0TpvUREYIM4sknhanj0aMCTX7dOkGrP326QPEfOFCIrUpIEKaY7jiri3HsGCQn41CpWL58OdOmTfspg+HcOeFvXqFJ8lX8flw1wPsV6HTCNP7iGDe3/OfkSYG9csstwjU9f/7lf//sWfi7vLY2G5w6BecjQy/Bhx9eaLK5XEL845/sS/Jn4R9rgPfyyy+zcuVKVqxYwbBhw9i8eTPFxcVMnz6defPmMW3atN/95P/XuFrMX8W/EX9WdMa/Cb93auDOCw/8hRxVl8vFli1b2L59OxKJBJlMhlwu59Zbb2XDhg3Y7XbGjh3Ll19+yaxZs/D19WXhwoVYLBaampqYNGkSSUlJ2O12goODmTNnDufOnWPo0KGkp6fj7++Pv78/CQkJdO/enVGjRjFlyhQ0Gg1Tp07Fx8eHnJwcTp48yahRo5DJZLzzzjtMmTIFb29vPD09xU3WxU2BhoYGDh8+LMbH1dXVodVqOX36NGVlZWJDomvXriQkJIhNCJfLRUREhEjJN5lM5OXlYTQa8fDwQK1Wo1arqa2txeFw0LZtWzw8PMQceLdG3mg0cuedd7J//350Op2oid+zZw8Gg4Hs7GxGjx5NSUkJaWlpSCQSmpubsVqtqNVq4uLiMBqNVFVV0djYSExMDKWlpdjtdnx9fbFYLPj4+FBXVydqyg0GAwqFAh8fH9q2bSuyJkwmkxh/B0JT++zZs6LbvLe3N5GRkZSWllJfX4+Xlxfx8fFkZGQQEBCARCKhqqoKl8tFSEgIERERuPLyGGw2E61Q8GliIlGtWrFt2zakUikjQ0PpY7PxVXi4yIbz9/fHYDCgVCoZOHAgWq2Wzp07o1arSUhI4OWXX2bv3r107doVq9WK0WikpKSE4uJimpubifLwYI7NxpcKBfudTpF5EKdSEWM0st3pBOB+qRQfiYRSp5MDkZFUVFQw2uHgkLc3nZqbOebtTYcOHQgODmbh9OmcffNN5mdkUFlZSVRUlMjE6NixI0ePHqW+vh6ZTIbL5aKnzUacTMaZjh0pLi7Gw8ODAQMGYKmo4JobbsDT05PevXvzySefEBcXx7p165DJZJw+fVo0/lN6eJBgtVLq60t1dTUWiwWn1UqiRMJEhYLPNBpU4eF0796d5HbtaPrmG6bOn0+2w8HXX3+Nw+Hg8dpanrBa2di7Nz8kJnIwI4O+O3dyYMgQrFYrvr6+zHroISRHjiBJSbmwwXa5BEr5FWrhf+6e0dDQIEo1rFYrFRUVREdHk5WVxZ49e4iPj2fv3r1MnjyZNm3asGjRItRqNU6nU0yqGDlyJAEBAcyZM4e2bduyefNm3njjDTGZQKVSCRt8Ly9RM/7ee+/Rt2/fC8bAGRmXjZVzOp3MnTuXF154gbfeeguz2UxiYiLpu3Yx97XXRHo/CIwJl8vFm2++yblz53jooYeEx1+wQKDJFxZCczNl2dlEaDTYxo4lLy+PdklJQtHeqxfbDQba9O5NzM9t6NetE4zuBg26QPt3G9mdOSO4Zt93n8AC2LxZmHBOngzr1rHby4t3P/6YxYsXEy+RCIyBadOE5sIzzwjsgStILFi8eDGjz/tZXMVvx4EDB8RouqvF/BXi9Gmh0B02TCjqNZpL4zkv9/N/l/OzpERohv5YA9/cLPz/L2mg/aOj6ebMmcNr52/oAEqlkieffJLn3dEK/1BcpdlfxVX8/8RfRQFsbm7GZrOxZs0ampqauO+++0RjvOzsbFasWEFKSgoGg4HevXvTtm1bMjIy+Pjjj8WCsW/fvvj6+lJaWkpxcbFIsT9w4AAZGRlMnjwZnU6H3W7n3Llz6HQ6nE6n+Fi9evUiKCiIzMxMPD09iY2NJSoqipaWFu6//34+//xzdDodN910E8eOHaNnz55ic1MikeB0OkV384KCApYtW4ZcLicgIIBz585x9913k5SUhEKh4MknnyQsLIx169YxZ84cVqxYwYkTJwChiElJSSE3N5fm5mac54tJqVSK+ryxmjseza1D7tSpEy+99BKbN29mw4YNREREiBPczp074+Pjw7vvvkttbS1BQUH4+Pggl8vJzs7GYrHQvn17KioqsNvtolO8+7V0O8G3bt2a6upq7HY7crkcrVZLeXk5zz33HCtWrCAjI0N06Pfy8hI9DdwFzrBhwygqKqK0tFQ01fPz88PDwwN/f3/x2EilUpKSkvDz8EBrMDC4vJx6vZ63HQ50SiVNzc0EBASIpn6+vr5i7JzZbGbw4MFkZmYSGBiIwWBg0KBBopGgr68vN3XvTvauXYRMnMjar79GdfIk1S0t5EokJNvtZHp743Q6udli4ZxMRs755sze775DCTRIJPj4+uJ0OtHr9dwBKDQaVj+c3VEAAQAASURBVJ2PEHSnMcTFxWE2m4mJieHo0aNUVlZitVqRSqVMmDCBs2fPkpOTg5+fH/7+/pw6dQqFQoHNZsPDw4OQkBDq6upQKpV0794dlUpFYGAg+fn5vPzyyyiVSk6ePMmhQ4doaWnh+PHjDB48mJSUFF544QX0ej21NTW8oVTykc1GpkwmxhBarVa8vLxobm4mMDAQlUpFUFAQ91RW8rpUyrBRo/AKCMButzNPpcJy6614RkVx8rXXOJqaSn5gIB38/PDq1Inx48ezeuZM2m7eTML771Pm50fbtm15/fXXGThwICmXm0D9F7BYLDz//PO4XC4GDBiAv78/PXr0wGazkZOTw0cffYRKpWLMmDFUVFTQo0cPXn/9dbHR9PrrrwsF98svC0X1RVNpo9FIQ0MDkZ99JhS2l9lYz507lxtuuIF9+/bx2GOPQXMzO0eOpOP69Tz77LPExsaSnp7O4sWL2bRpExEREVx77bUsXLiQF154AcrLsQYFoTCb0c2axWs6HYq4OKJat+aHH35gxYoVSM+exeRwMOOjjwgMDGTB73HjdrkEE7yAAGGS6XIJDYotW3Dl5PBqbi6TEhOpOnKEHuvWCdP4desECrBUKtD9c3KE4sPbG3r3FmQEF0ke6uvreemll5BKpSxevPgXPVqu4vK4SrP/HbBYBDp6584X6PMnTwoslMt5Cc2efYHWfv59lj9SuvNr2LVLeK6BgQLrJzRUMPa7GN98A8HBP2/sdxXAX5gzbzQayczMxOl00q5du5+NYPonwf3i1dfX/ybn6au4ir8z7HY7J0+epEuXLj8xcrsKAX/1RsMdq/ZjlJSUUFNTg4eHB9u2bRMnzfPmzUOtVnP48GHOnj1LYWEh99xzD0FBQaxbt47c3FzuuOMO8vLy2L17N0qlEoVCwa233kpISIgYibZu3Tr27NlD7969OXHiBC6XS9RRl5SUEBUVhc1mo7a2FqVSyahRo9i6dSu33norN910EyaTiX379nHttdeyb98+SktLmTBhgkDZRZjm79mzhwMHDnDjjTeyZs0aCgoKmDhxIpMmTUKj0WC323nwwQeJjY3l+++/p7CwEB8fH3r16kVoaCi5ubmUlJTg5+fHvn37SEhIwGaz0dDQIE7OW1pa8PX15YEHHmDTpk106tSJEydO4Onpibe3N7W1tTQ3NxMeHk5ZWRlqtZrBgweLXzcYDOh0OhobG/Hx8WHy5Mns3buX22+/nX379nH06FFycnIAYUrpNomTy+WEh4cjl8upq6vD6XSKE/P6+nrxdfD19cXHx4cFCxbw+eefs2PHDiZOnEhOTg5BQUE0NjZSUVGB0+mkrq4OX09PahsaUHt44KFQ8LTRyCFPT9KA1snJ1JeV0UepxFet5mxcHFu3bsXT05Po6GiCg4PJysrCbDbjcrmYM2cO+/bu5caCAhqVSvYplQS3a0ddWhqJY8awa+dOxpw4QblKRcPQoai//ZaPLRZk5zPpLRYLgYGBNDQ0YDQaRSZJF5uN004ntvOFuFqtxmw2o1AokMlk2Gw2FAoF11xzDVOmTGHr1q0cOnQIDw8PzGYzer2evn37otFo2Lt3r9hkcjqdIj2/sbEREAwnAwMDkUgkhISE8PTTT9OlSxdWrlzJLbfcwssvv8yBAwfo2rUrnp6elJWVMSU1lXUxMewvLMRut2Oz2fDx8cFkMuF0OnE4HKhUKpKSkhjdsSPlhw7RUlZGTps22Gw2tEVFJA8ZQoHVyiMOB8kLFxLcrh0199/P+pQUysrKGBAaindMDN9+9RUJ/fuTlp5OdHQ09fX1LFq0iJKSErZt28bUqVPFybUbVVVVHDlyhCFDhvwiHf/i+7XD4WDTpk3ceOONP7lflJSUiOejGxUVFZw+fRp/f3/2799PcnIylW+/TVJUFDHPPMNbb78tHiuDwcBLycmor7mGMo0GT0/PS/Y9+/fv59VXX+Wtt94iIiKCs++/z5ndu/nB15d58+aRmZlJVFQU8+fP5+bJk7l+9GhQKnn55Ze5bcIE7OvW8UJBAa1btyZqyxYGr1pFeXU169evp23btsTHx9OjRw/efPNNUlJSKCgoQKVSMXHixN9wJ70Ue/bs4auvvqJHjx7c+Z//sP/gQZqPHGFk3748u3o1zy1bdvlf3LZN0OS3aSO46VdXC076Y8cC8Omnn9K3upqtZjMT7rmHkBMnBDM+g0HQ91/Mbli5EioqcDz6KIfS0ujvNlr8f479+/eTkZFBcnLy1dfkv8HBg4LB47hxwufFxYLePCxMiLW76y4hkvHsWaFx9eKLl5pYulxC0+uP3gvW1Ai0+pYWISb07beFlAm3274b8+YJppTn3yv/6fiz9td/WTH/b8RVmv1V/BvhcDhEJ/SrNPvLo6KiAofDgUwmu2Rz/L9GfX09Go3mJ4VBaWkp33zzDYWFhbhcLsaPH8+xY8cICQnh5ptvJj8/n4KCAvbu3Uu7du2QSCScPXtWcBWPj6dv377ExcUBQmOhuLiYpqYmvv/+eyZMmIBSqWT9+vUUFRURExNDamqqmGfeuXNnCgoKGDFiBD169GDt2rViznliYiIPPvgg5eXlrFixgieeeAKJRMLBgwfZv38/MpkMX19fgoODOXnyJJmZmQwaNAiNRsOpU6eoqKigrq4Os9lMU1MT/fv35+uvv8bf358BAwZw9OhRMcHAbbK3a9cukSZvs9mYPHkyBw8eRC6XU1JSwieffMLJkyexWq2kpqbi7+/P7t27SUlJoaWlRdR1u1+LkpISbDYbMpmMiIgIPDw8iIuL49ChQ0ilUvGY2O12zGYzVqsVh8OBRCLBw8ODnj17otPpKC8vJyoqSqToKxQKNBqNGBWn1WppaWkhMTFRpODr9Xr8/f3xcbl4IiWFt1JTmVJWBgoFmxMSuKG0lLesVnTnTeeiIiOpq6/HR6/HLyGB1lYrtqIiGux2jnh40KdPH6Z06kRyejquUaP4KDubl19+GafZzC0pKaQbDDgVCpqamvDw8MBoNOLp6UltbS3h4eFUVVWJ7ISKigqkUikajQar1YrdbsdqtaLRaPDx8aG2tlaMc3S5XMTGxtKrVy8OHz6MyWQiIiKC4uJijEYjKpWKgIAAvL29KSkpQSaTERgYyODBg9mwYQMymYyGhgbsdrs4KNBoNCKTwk3pdzgcrFmzhuDgYD54/30CtVqSkpLIy8tj0aJFqFQqVCoV/fv3Z+vWrTQ0NGCxWNDr9Wy22XgyKIizDQ0CgwNIlEioDAigd0UF+4OC8A8IYFplJYeHD2f/nj18eu+9fNnYyHCdjnMtLTh69uShhx7iwIED7N69m6CgIJKSkti1axf9+/cXUxeqqqooLCzkmmuu4fDhwwwfPpx169bx2GOPEf2jDOY/6n69YcMGKisreeCBB9j24ouUVlczdupUvOPj8fLy4vTp02z+7DMiW7emoLoanU6Hr68v3bt3p6qqioMHD4p+ILW1tfSIjOR0RgYhHTtyxx134OXlJd6jAnNzBcf6lBSyvLzYu3w53nl53LB+PYcPHyYpKekSrX9TUxMLFizAz8+PlJQURo0ahcvlYsmSJYwePZrky1D/fw7uJizAggULePzxx/n888/p2LEj69ev5/nnn0etVvP6668zceJEwsLC2LFjByaTif79+6NWq8Um3I8eGCorcW7YwMLMTJ6Ji+PkeZlLckKCQOXftw+GD0cfG4vs1VfxSkmBAQNw1dfz1vr1lNjt3NqnD53OR5deKc6ePYuHhwdt2rT5Tb/3d0Zpaan4fhIVFfW/fjr/XNTXw2efwWOPCSaQixYJX1+0SEiA8PUV2DjTpgmNqbFjBfd7N/bsgS1bhJ/5vWhuFv7e3LkC9d/lEiQzzz8veGDcdJNw/Xh4CFGY6ekCs0AiEVgvSUn/zSvwt8Kftb/+04v5KVOmcM011zBw4MB/1Y0GrtLsr+IqruKfBZ1Oh8lk+llTrPr6epEynpycLH6+ceNGQkNDSUlJoXXr1qxfv549e/awaNEicWro7e0tNjYlEglWq5X8/Hz0ej3Nzc3k5OTw4IMPAoiU9I8++ojGxkbKy8tpamoiKioKf39/hg8fjlarRa/Xs379eqZNm4ZaraakpITKykpyc3PZunUrkyZNEv9+p06deOuttygpKSEuLo6vv/6ayMhI4uPjmTp1Ki+++CIHDx6ktrYWm82GRCIRKe8BAQGYzWYxom369Ols3LgRi8VCUlISI0aM4IknniA4OBiTyUR8fDw6nY6ioiJ69OhBWFgYISEhfPHFFyQkJIiaOHdRm5mZiVwuJygoiKioKLp168ahQ4c4dOgQLtf/sXfe4VEVaBf/TclMpqVNeiWdhAQSWui9I11UxIq9IYg0C2JBEDsqAooNVBQVBESkCKEk9EAgvffey/SZ749h7oKru+rq7rduzvPwGCeTO7fNvfe873nPsSEWizEYDIhEIiG+7mojPoPBgKenpzCvr9FohLE1hUJBU1MTVqsVhUKBSCTCcKUD7qVQoFIquUEkQtPURKHNRrJYzENmM7sSEvDJyqKms5OzSiU4Odk77Z2d3BQdjeeECZw7d47W1lb69u1LXV0doaGhxMTE8PLLL1NWVkZzc7PQjbfZbPj5+VFeXo5YLMbFxYWOjg6sViuenp40NTUhlUqFYobDhd7FxQWZTEZ9fT1arZbIyEikUqmgRnnwwQdJTU3l7Nmzwr6prKzEYDBQU1ODSqXC3d1dMB3MzMxEJBKhVqvx8vKiqqoKtVpNQ0MDU6ZMISMjA5FIRL9+/RgwYACJiYn07t2bjRs30tjYiNFopKioiBkzZpCens6OHTvo3r070rY29pw4gdlsRiaT4eriwsLaWlbJ5QRYLBRcOZ/cTSaaRCJGqVQ4d3TwvZMTQXI5b/bpwyvYx0K8rpiv9erVi5aWFkpLS5kwYQKJiYmcOHGCxMRE+vTpg0QiYdOmTZhMJkaMGMHmzZt58sknqampISMjg+nTp/+daaUjEs/tl/Kafy0uXLDP1Doi4IDMI0fQpabSZ/lyWltbsVqtHD58WDins7Ky8PHxQalUojhzBktiIqcuXeKbb77hpptu4sKFC5SWljLi8GHa7riD3ufOEThgAEfS06lQqYibMYO4uDgkEgkXLlygsbGR0aNHA/YCal1dHb169RLWp7W1leeff561a9f+Qyl7WloaCQkJ1NbWsmDBArZs2UJjYyNvvPEGL774Ip2dndx3331MnjyZm65E1qWkpJCRkUF5eTm9evXCzc2N8+fPU1paym233Ubfvn2prKwkKyvLPvs/ZQp8/TVp3t7ky2TMnj2bopwcSlatYsTHH5N64ACnMjOZP38+69evJzs7m5eTklBMn07y+fMY9u5l6KJFpI0ZQ6+HH0Z111120tPScq3J2d699rniqCioqKAsOZktBw7gHB9PeHg4kZGRP5tg0oX/YTj8Ilpb7aMhjm67TmeXt4eEwLBhduWIXn/t+fbFF/bf+fr+/kz67dvtppMTJ9r9ONLS7NeW22+H8nK7p8ibb8KiRfZ/K1bARx/ZzSr79PmX4vOuLt79lfGnk/n77ruP5ORkcnNz8fX1Zfjw4QK57969++9e8f8P6JLZd+GvCLPZzOnTp+nfv3+XzL4LAhzxb/n5+URERDBq1Chefvnla7rMBoOB6Oho7r33Xo4ePUrv3r0Fsn3//fczceJEJk2axIkTJ3j++efp7OzE09OTnj17olQqqampQalUEhQURG5uLiqViqSkJKGLGRISQmFhIW1tbQQHB3PmzBnCwsJwd3entrYWvV4vdHTr6urIyMjAz8+P4OBgnJ2diY6OJisri4KCAnr16oVSqeSdd96hubkZT09PTCYTDQ0NgH1uXSKR0NTUhEwmo3///tTU1DB79mxOnDhBUFAQ48eP5/PPP8fX15czZ84QHx/P6dOnEYlEwjx8e3s7SUlJ5Obm8v3331NVVcV1111Hbm4uBQUFggGeo4svk8kQiUQCWXfk2ju6gY74OL1ej9VqRSaT0b17dzo6OjAYDILxoWOm32azUZiZiatGQ1VzM0+oVHzr5karRILsSjc+Pz+fhoYG4uLiqK6u5uLFi1itVuRyuTDvbzQa8fLyom/fvixZsoS8vDzee+895s2bx/r167l48SJqtZra2loA4bh3dHRgMpmEOD+wX2Pa29txc3MT9rcjjtDZ2VlQTYjFYsxmM+7u7uj1esxmMxEREWi1WmpqarBarYIyQqvVCgTTIec3Go306dOHhoYGoqKi+O6775DL5chkMiwWCwMHDuT48eNoNBq8vb3p3r07SqWSYcOGkZKSQl1dHTNnzqSgoIBdu3YxadIkJkyYwNNPP01xcTFP2WwctNkIMpk45Odn30dWK70NBix1dUivu44OV1d27dqFsraWMokEuVzOULkcbycnCsLDGTR4MGfPnqW6uhqlUslNN93ExYsXefPNN9m1axfNzc1cunQJHx8f1Go11dXVqNVqhg0bxr59+/D39ycmJgapVMr58+eFUZCWlhbi4+OZOHGiUDz4Tfi5qCi93i7D/Tl37J/i6afhmWdAKqW2tpYDBw7Qq1cvoqOjsZ0/T7pEQmZGBs3791MZGMiw4cOpra2lsLAQo9FIdHQ0Op2OxsZGWltbiYqK4u6fxMbl5uZy4sQJ9Ho9d911F99//z0eHh5C4SwiIoJXXnmFlJQUFi9eTG5uLsXFxdTV1eHm5sbIkSOFYsHFixeJjo4WzlG9Xs/GjRuZNGkSkZGRwmd2dHSwcuVKHnnkEV577TUGDx5M6ZW0he7du7Nq1SoeeOABPDw8hChCHx8fXF1dCQ4O5tSpUxgMBubNm8emTZsYP348+/fv58Vp05Bu2EDRypUcff55Bi9eTOmCBSQ++CDu3t52MtXaap/1/+gju8lZYSH7T50iYtw4Nh09irSxkW4JCdzt4WGXTD/8sJ0Q5eTYjc7q6uyZ3UYjPPKIvRP6/xRdzyF/INauhXvvhVdfhSeesHfrd+ywnwO33GLPbe/ZE/Ly7OqRu+6y/11np72YBPb3XynG/yaYzfbCgUwGn34KvXrZJf4ymV2t8sUXdif7zk649VZ7IsWIEfZzNTvb7rb/O4sI7777LqdOneKVV17B09Pzdy3jj8afdV7/22T21dXVHDlyhCNHjgjk3tvbm6qqqn9lsf9ROHZeU1PTv14F70IX/p/AarVSVlZGUFDQNW7lXejCT+FwOHdALBazfft2IUu9oaEBb29vQkJC+Pbbb+no6KCyshJ3d3cWLVqEl5cXe/fuZdmyZaSlpfHDDz9gsVgYPnw4ly9fRiKRoFarmThxIlKplOLiYkJCQlCr1YwYMQKNRiO4wk6ZMoWAgAA++eQTWlpa8PHx4dFHH+XTTz+lpKSE8ePHCzPrXl5erF27VohAe+CBB9BoNKxcuZI9e/ZQVFQkEGa1Wk1zc7NANm02G5IrRPiee+5h8+bNDBw4kKFDh3L8+HE8PDyEzvru3bsZOnQowcHBSKVSoqKiOHjwIKdPn6Z79+6cPXuWgIAAwVnfxcWFixcvotVqiY+Pp7i4GA8PD3Jzc1Gr1ajVajo6OigvLyc0NBR/f38uX74szHnL5XI6OzuxWq34+voKsnSlUklnZyf+/v4UFRUJDxHOzs6CweHOnTsFGXzfvn1xd3cnIyMDi8VCW1ub0JF2GAzGxsYyYsQI5s6dS2trKxcvXuSdd95hypQppKenc+LECW6++WZKSkpITk6mtrYWm80myOCNRiNgv96YzWZhdMExU+9QGSxatIjs7GzS09Npa2ujurqa1atXC877Tz31FPPmzaN3795YrVYGDBjAnj17SE5ORiKRYDAYkEqltLe3ExgYSFNTEzqdTlBDDB8+nLy8PNRqNREREVy8eBGAfv36CcTL19cXsVjMPffcg5+fn1B0OrZrF8+p1axqa+N4QQGenp5ER0Qwbvdudg4aRFlTE3V1dUybNo1HIyK49a23uFBRwXizmQCDgb0aDSVXTAqNRiNSqRSLxYJGo6G5uZmwsDAsFguVlZXcdNNNFBQUcOnSJfr27cuAAQMICwujrKwMnU6Hv78/N910k9BYsFgsXLp0iU8++YQXXniB06dPk5qaytChQ6mtrUWtVlNYWIhIJOLee+/9+c6247t99e9eeeXabOtfwpNP/k3SezW2bLE7x19FJK/2BMnMzMTf3x83NzdsNhvZ2dl0796d1atX2zv+CgVJSUkcOHAAkUiE2WzmyJEj6HQ6VCoVXl5eSCQS+vXrx+DBg5k3bx6DBg1i37599OrVi48++ojjx48zfvz4f74Nv4DU1FRee+01Xn/9dQIDA2lsbOSFF17g6aefZu3ataxevVp476ZNmxg4cCDxV7qLpaWl2Gw2QkJCKCsrIy0tjZEjR9qLXydOwODBrF27FtOlS8zw8+NIt26McXLCv6UF9ezZEBJCY10dzhYLSl9fFi9ezNoFCzh94400u7pyNjiYJ996yx7Fd+mSnbinpUFiop1EaTT2GL/8fHu8l9X6x89D/wHoeg75A3HsmP0c6Oiwm96B3eRy7VqorLRL311d7cT7mWf+9r394Qf7d3/MGLtE/ucy4P8ZDh2yS+gnTbKnZbz6qv1nh9dQU5M9du655+z/Hxz8hzjXFxUVsWPHDmbNmsW6deu444478Pf3/4dJQv8O/Fnn9b+NzHd0dHD8+HGB0J8/f57Y2FjS0tL+lcX+R9Els+9CF/43YTQahQdQ2f/j7sZ/AjabjV27dnHdddchFoupra2lqKgIDw8PoqKi6OzsRCqVCvvt008/pbq6mpqaGoYNG8aBAwcEQzudTsfgwYORSqXcf//96HQ6lEole/fupbm5mePHj7Nw4UJ77NkLL+Dl5cWdd96Jl5cX586dY+fOnaxYsYLDhw/j7e1NQkICZ8+excvLi4CAAM6fP8/nn3/OlClTEIvFDB8+nI6ODr7++mtefvllgoKCkEqlzJw5k88//5zm5mZyc3OFTm5ubi4Wi0UgjI6OYE1NDWKxmFGjRnH48GGsViujR4/G19eXESNGsH79etzd3ZFKpWRnZxN4JdJNoVAwbtw4Dh48SGVlpbC8y5cvC472EolEiMjz9vamsbERuVyOp6enIG1vbW2lrq4OFxcXfH19KSwspH///kybNo34+HhuueUWAIG8m81mwbm/qakJZ2dnunXrJkQRLliwgHnz5hEUFERlZSW+vr6cP3+exMREYmJikMlkREZGkpycTEFBAY8//jjZ2dm88847WCwWwsLChDn73NxcoQikUCiQSqVIrjjKt7W1Cd+rqx855HI5ERERVFRUIBaLaW1tFWIbZTIZN910E+fPn0cqlRIYGEhaWhoeHh5UVlYik8lQqVT06NGDmpoaNBoNKpWK8ePHs2rVKgoLCxk0aBBGo5HW1lY0Gg2VlZU0NjbSv39/Icqvo6ODHTt2oFar8fDwoKSkhN69e+OqVGKVSPDx8cHT05MbbriBH1evJl+h4Hx2NjKZjLKyMvq1tuKmUNAcHExFaSnK7t3JP32a0o4ONBqNnczabIQFBlJ05di3tbUhl8sJCQkhLy+P2NhYVCoV58+fR6FQEBAQQGtrK/fffz82m42CggJeeukldu7cyYsvvsiYMWOYOXMmBw8eJCoqivj4eE6dOkVsbCyHDh0S4iWVSiWjRo3iww8/xMnJidtvv5329nbE336LR79+1Pj4sGnTJq6//np6REXRqdcjkcn+sXzVkXl9NTo77YTghRd+83WloaFB8EvIzMykT58+Qse8ubmZffv2MX36dMrKynjvvfc4duwYs2fPpqqqigEDBqBUKikuLiY/P5/4+HiGDh0qJFhcfe36tc7zRqPxmmt/dnY2mzZtYsyYMUyaNOk3b9/VyMvL4+uvv2bp0qUsXboUo9HIpEmTGDduHB0dHTz++OMolUq8vb3x8vJi3rx5gpHpiRMn6N27N6NHj/7btthsdlXF1bPQR4/aXfoHDYIbbrB3a11c4PXX7UZkvzXH+8gRu8v/bbfBFXXDvwLze+9hufFGRFeUOl34F2AywZ49MHiw3Rke4MwZezf+p9/h7GxwqKafftpO/pVK+99fd91v+1yz2W5e99xz/9jArrIS/P3t8vonnvhDzp9XX32V66+/npCQECoqKjh48CCXL1/muuuuY9iwYX+5hIk/ncwvXbqU5ORkLl68SFxcHMOGDWP48OEMGzbsv76b3SWz78JfEWazmZSUFAYNGtQlb/sFdMXm/HGw2WycPn2aPn36/N351tbWxnPPPUdMTAzbt2+nra0NqVSKTqdjy5YtXLp0iY8//hh3d3emTJnCG2+8wfjx45k9ezYVFRW8+eabdHR0CDFtt912m9CprqmpQafTodFoOHv2LDabjV69ejFt2jSOHj1KQUEBM2fOJCMjg7feegur1Yq3tzcRERGC2VdNTQ3jxo0jKyuLuro6pFIpHR0dhIWFodPpsFgszJ49m9raWj777DPBuK1Hjx7IZDKUSiU33ngju3fvxsfHRzAPVCqVXLx4UTDL8fDwwGazYTKZ8PPzw9XVlerqatLT068xojOZTFgsFpycnBCLxcL2qVQqamtr6dmzJ4mJiWRkZFBdXU1zczMGgwG1Wk1nZyfe3t54eHhQXV2N1WolODiYkpIS9Ho9zs7OmM1mevXqRXl5Of7+/pw9exa5XI7JZBIUCWFhYdTX1zNhwgRuueUWmpubmTdvHqGhoRw5cgQnJyfkcjlNTU0olUrEYjFSqRRnZ2daWlqEAoNKpcJgMNDU1ITJZMJqtaJSqVCr1UI0nbu7OwaDQZDnt7a2Eh4ezsMPP0xMTAxPP/20ENWnVqspKyvDYrHg4uIi+Ds4TA0dIwmOwoyDQLi4uKDVaoUkAUfUYkBAgFCI0el0xMXFERkZyY4dO/D19UUikbBixQrCw8P58ssvuXjqFLcAMZ6efGQ0cqSwkHtycyl/9FGGXOmW/7BwIUNqa/mqXz8qOjupra3Fzc2NtrY2Wltb8fLyErwUDAYDZWVluLq68sgjj/Dqq69iNpvRarXo9XoSEhK4fPmyUBBQq9W4urpiNBqJiYnh9ttvp7GxkfT0dLKysqiqqmLu3LkMGDCAbdu20draSnB5OT4SCecCAnj88cfZtGkT4+rqyHJyolij4fbbb79mhl1AQwN88w3cc8+1r2dnQ3W1XUb7J6KkpIQ1a9Zwxx13UFhYyJw5c4Tf2Ww2zp07x/nz58nOzsbDw4OWlhZsNhsNDQ2sWLECtVrNqVOn8Pb2pn///n/quv4zvPjiixQXF9OnTx/uu+8+vv76a7y9vRk0aBBFRUVE/CSXW6fT8eWXX9LY2IherycuLo7rrrvul8mL1WpXWphMdjIlFtsd9ocMAce2nzhh79IajfZCjMXy9yRw40Z7tzU8HK6YHf4iMjLs5O2XjKM7O6m44w4uy2Qo77uvy83+z4BeDydP/v13saYGjh+3G+HV1v4t0i4vz37M/tmxvRoWi93Q7qoxlV+EzWYvHKxZ8+uX/wuoqqpi06ZNPPPMM9e8bjAY2L59O5WVlSxevPifEvqsrCw6Ozvp3bv3H0b+/6zn6z+dzDvMXhYuXMi0adOI+Qu5EnbJ7LvwV4TVaqWqqgo/P78uedsvoIvM//tw/vx5du7cybBhw0hISBDmr5999llsNhuurq7U1tYilUrp2bMndXV1qFQqqqurefbZZ6mpqcHZ2ZnU1FRqa2u5+eabWbduHZMmTaJHjx7U1dWhVqv54osvaGxsxM/Pj6FDhxIQEMDGjRvJy8vDw8ODXr164evry7Zt23B3d+fNN9/E19cXg8HA3XffzY4dOwSZ+7Bhw0hOTqaiooKOjg4CAgIIDQ0lJyeH2tpagUAHBQWRk5MjdJT1ej2JiYlUVFTwyCOP8Nlnn9HS0kJ0dDQtLS1UVlYyaNAgcnNzCQkJITc3F5FIRE1NDSUlJbS1tQlGs0qlkqKiItrb2zGbzVit1mvcc+VyOd26daOpqYmWlhY0Gg06nU5w5nd3d6etrQ2lUomfnx8tLS2Ci76Xlxfu7u7k5eXh4uLCtGnTcHJyor6+nvPnzyOTyQRy75D2l5eX8+OPP2IymVi7di21tbWkpqZiMpnQ6XTI5XKhUOOI9zMYDEgkEoHId3R0CB37n5oFOlzGHe9RKpW4urpSWlqK1WrlwQcfRKVSkZGRwdSpU8nJyaG1tZWsrCwMBgPNzc2UlJQQHh4OgMlkoqamhoEDB5KVlSVEQHp7ewvjFjabjfb2dlQqFfX19Xh5eQmFEbD7AFRWViKXywkKCiLEaiWquJivrhDu+81mus2fT6HZTGRkJDNGjuTgtm3sTU5GdyX3XiQS0d7eTnNzM5mZmbi4uAhz8x0dHchkMhITEzl9+jROTk40Njbi5OQkKB4UCoWwjwwGA2KxmG7dujF9+nS7kd+VB0Cz2UxqaqpgehkZGcnye+4h59tvKfDzY+7cuWi1Wi588AGJzs64PfQQTz31FMOHD6e4uJgpU6YQGhrKvt270W7aRPiDD2Lr3x9PT090Oh1tbW1odTokISGUlpYKkY2AMPbwRxpVffXVV3z77besWLHimpn3q2EwGNDpdMLzW1VVFStXrsTDw4NJkyZx6tQpunfvznVXdSRtNhvJyckMHToUkUjEnj17CA4ORqvV4u3t/YebbZ06dQqJRMLOnTtZsGABq1evZu3atf/UCTs5OZmoqChOnDjBmTNnuO666/6OFDviIX8WRqPdHE2vtzuLOznZRyPy8mDTJujd2z4u8cMPdoMyFxf7v5QU+3y1QgEPPACNjddG8YFdal1fD48+aieHVqu9iNDUBEFBUFDApf37ke3bR/2SJQweMuRf2YVd+DnYbPZZ+bVr7VL699+H4cPt5oobNtgl8cuW/W3EZvt2CA2Fvn1/3fKNRnj7bXjssV+/Pu3t/1RibzabKSoquuY77UiVycnJAWD//v089NBDhIaG/uwytm/fjrOzM1OuREn+/arYyM/PZ8OGDcTHx3P27FmeffbZP0Si/2c9X//pZP7ixYskJydz5MgRIWrIYYA3YsSI/2py3yWz70IX/jfRReb/86itrcVkMhHwk1zadevWER8fz7Bhwzh8+DC1tbX06tWL8PBwnn76acH07cyZM4wePZqhQ4dy9uxZ0tPTCQ8P59tvv+WBBx4gPz+fQ4cO0aNHD4G4NjY2MnfuXHQ6HVKplMjISLZt24bFYqGuro633noLf39/lEqlkHPu4+NDZWUl/v7+grN/v379SEtLIyAggPr6egwGAyqVSnhAT0xMpH///hQXF9PS0kJERAQmk4nS0lKam5spKioiODiYpqYmwfCvtrYWrVaLRqMhJycHkUhEREQEKpWK0tJSQYkA9iK7t7c3VqtV8ABwdnbGZDIJnWqNRkNMTAxlZWW0tbUREBAgGAJ6eXmRlZUlEEWVSkV8fDx9+/ZlxowZ3HPPPbi7u5Ofn09FRQWenp5YLBbee+89JkyYAMCyZcsoLy/HbDZz/fXXs2LFCkFG7xgpcIwwOLrmIpEIT09PXF1dsVgslJSUCCMvP31EkcvlREVFCR3XhoYGXFxcCA0NpfFKvNyUKVOQSqWcOHECkUhE9+7dOXbsGCqVSiiyNDY2IpVKsVqtuLi4oNfrEYlEWK1W4uLiGDt2LCdPnqSkpISamhrAnnvf0tKCwWAgPDyc6OhoLly4gLmzE5lSSXtnJ21tbXRXq7E6OzPouutI9PKibf9+Tvj7M6y5Ge+778ZgMNCzZ0/i4uLYtGkTWVlZTJ06ldjYWNavX8/o0aOxWCysXLmSyMhILl26hL+/PydPnsTZ2RmtViskC9TV1QF2TwLH3Lanp6fwumP/KpVK4uLi8PT0RK/X8+Hjj/NdcTGffvqp3TDw2DHC6+roed995OXlMWzYMPr06cO2bduoqqxk2ODBBFmt7C8o4McffxRM5bqFhNBj61Z2Dx6MSqVCr9dz2223UV9fz86dO+nTpw93OYy3/gD8Fsn81cjIyBDGD2w2G2+++SZeXl5UVFQIKhFnZ2eGDRuGTqcTioGNjY00NTXx5JNPAnYH/ejo6J+PsfsdWLZsGRKJhAceeIBAR7f0V6Kjo4MVK1bw8ssvCwTCbDZz7733cuedd9K/f3/eeustKisrmTp1qnCNZMsWu9z+p+qE2lqqL1zg5e+/Z5DFwiwfH5gzh53p6SQlJfH5Z5/RUlPDdZMnE7hnD35KpX1Ge+9e8PS0+wK8+SY33nADsvffx0+jIVsmo7W+nv4KBUyfTmpbG+ojRzDExdE3MhLCwuykPzsbEhKuWR3hWNtscP48xMZeO1LQhZ/Hxo0weTL8+CNMmGAn347Z9Z8iK8tuTnfHHb9u2ceO2RU606f/uvenpNi9G/6BEqa5uZnnnnsOnU7Hc889h5eXF01NTbz66qv4+PgQGxuLzWajR48ev5jYA3Y/kcWLF6NQKLjjjjvQ6/WCiWhrayuvvPIKPj4+TJ8+nYCAAFJSUqiurmbmzJm/blv+A/i358xfvHiRN954g61bt2K1WgXTm/9GdMnsu/BXhNls5ujRowwbNqxLZv8L6CLz/39hsVh44403yM/PZ/z48QQGBpKVlcWlS5cYMmQIGRkZ+Pv7k56ezunTp+nZsycikQiVSkVERIRgUhcbG8uNN954TfW8tbWVlStX8sILL7B//35yc3OZPn06n3zyCUVFRSQlJXHmzBnKysqorq6mf//+Akk8dOgQAQEB1NXVkZ6eTr9+/UhJSWHo0KGcOHECq9Vqj5W74kgvlUrx8fHBzc2Nzs5OqqurhU60q6srIpGI2267ja1btzJu3DiUSiW7du0ScukdHV2DwYCHhwfR0dGkpKTg5+cnOIQ7OuAOSbmvry8VFRWCg31YWBi9e/dm3759WK1WXF1daW9vp6WlBaVSKdzDAwICUCgUlJWVERsby4ABAzh58iRtbW14enpSVFREZ2cnOp2OpUuX0qNHDw4dOiQoAfbt24dUKkWr1dLR0YGbmxsFBQWAPVWgqqoKpVIpONu3tLTQ2tpKYmIi0dHRHD16VCDSCoWC1tZWwE6qHTPhUqkUX19fioqKBFm9TCbDarUyadIk5syZg0Kh4IMPPhDUBUJHWaslKSmJ0tJSCgoKkEqlJCUlcejQIdra2pDJZIJ7v0qloqamhkmTJtGzZ0/ef/99YV8DBAYGMnv2bI4fP05VZSU9CwrYZjQyWy6n3mrlsMnEq0olP/Trx7nLl/Hx8aFPr16MGDOGbt268cUXX9Da2srgwYMZPHgwMTExfP/999TU1JCbmyuY3pnNZmbPno3FYuHpp58mMzOT8vJy9u7di8FgIDY2lhMnTqBUKomPj2fAgAHExcXx2GOPYbFY6OzsxGazsaKzk63du6NydSUrK4vIyEgm9+pF/sGDHNDp0Gq13HnnncTFxaHPzma01UrRmDEsWbJEKHjo9Xpm9e1L1quvcqJnT6ZPn07Pnj3ZvHkzgwYNYurUqSxbtozbb78duVxOUVERo0ePFsZWPvjgAzo6OliyZAlisRij0YiTk9O/Ze7VZrPxww8/oFKphM62yWTiwQcfJCwsjGXLlgnrsXr1anr37k1eXh6lpaUCwTh9+jSBgYEYDAZmz56Nu7s7OTk5GI1GYeTmaqSnp9PZ2UlSUpKw7Oeff56wsDDmzp37u7bj888/JywsjNjYWFJTUzl58iR9+/bl0KFDQhqAv78/hw4doqysDH9/f7y9vUlKSsL9Kjm81Wrl0KFDnDhxgvvuu48vv/wSLy8v4uLi+OSTTygvL2fevHn06dOH7777jgsXLvDco4+iDg62d/UPH6YoNpYthw9TXFwsqBlcXFyorKzkpfvuQ6rRcCw/nzNnzjBer6eHVApeXvYIte3b7VJsV1dhnVasWMEghYK0ggJiioqYNmgQjQ8/jPbgQXscmuP5/NQpO9G/qvtbV1dHamoqU6dO/V37FWDHjh1MnTr1D80N/7fAZrPPzh88aJ9VP3bMPlf/cx1ji8WunPi1rvCHDtlj5X6tannjRntCQ1jYL77lueee47bbbqO9vZ3PP/8ciURCR0cHDz30EGH/4O9+DlVVVVitVtauXUtERATl5eWCCmzevHnXRKmbTCaeeuop1qxZw4ULF0hMTPxNn3U1/qzn638LmU9LSxOM744dO0ZraysJCQmMHDmSl19++fcu9j+OLpl9F/6KcMyGenp6dsnsfwFdZP7/P34qIa2vr+fEiRPExMTQ3t5OfHw8er2ed955RyCqqampFBcXC9Lq4cOHC87Z1113HampqVRWVpKamoqnpyfBwcGIRCK8vLxobGwkMjKSWbNmkZycTFZWFjabjcbGRiorK8nLyyM8PJwJEybw6quvCuMC7e3tTJ48me+//16IbAP7/cVms+Ht7U1zczMqlQpfX1/Ky8sB8PLyYsSIEQQFBbFt2zZCQ0MRi8VUV1fT1NSEq6sroaGh1NTUYDKZmDx5MgUFBZw6dUroTJeUlAAIqgBnZ2ecnZ0pKSnBbDbj6+uLSqUiKiqK5uZmLBYLw4YNo6GhgdOnT7N06VIWLVpES0sLYrEYNzc3xGIxTU1NiEQiAgICMBgMRERECOMFjmLB6NGjycvLw2Aw4OTkhFqtJiQkhFtvvZXly5dTXl4uGPs54ucAoejheCSRXIl7M5vNKBQK3N3daW1txWAwIBKJBAm3yWQSTPMsFgtyuRyFQiEYGTok535XIub0ej1jx46ltLSUvLw8AIKCgmhqaqKiooKgoCC8vb0ZOHAg58+fJzMzE2dnZzw8PBg0aBBbtmwRzBDHjBkjELTW1lbUajVVVVXEx8dzZ04OazQaEisrOafRYJDLGd/WRp5USmtQEIbmZjZXVzNdLscilQoO7u7u7nh6ejJ79mxOnz7NhQsX8PT0pLOzk+eff54LFy4wYMAANm/ezJkzZxCJRIwaNYqFCxeyc+dO9u3bh0QiYdy4cWzevFmIfdRoNDQ1NQneCVM6Osi1WLjk7CyYELooFDxSWclTcjkms1koMt0hl1Po5ESWQsHNN9/MokWLmD9/PrdNncr2Tz9lQL9+VF4ZTVAoFERHR3P58mUiIyOFApLZbMZms2G1Whk6dCibN2/mtttuo7a2lhMnThAdHc3JkyfRarXcddddtLW1ERYW9m/PknYU3K5GdXU1Z86cITY2lrCwMHbs2IFGoyEpKYnKykrA7m7v4eGBv78/zs7OpKWl8dhjj5GRkUGfPn0oLi5mz549dOvWjdbWVh566CHATj48PT2Fa1pzc/Nveu50dDVlMhmjRo2ie/fuBAcH/+y2WK1Wzp49S0pKCvHx8YwePVooEO7evZvc3Fy6devGrFmzMJvNwntvuOEGFArFNXJkh+rpzjvvpLGxkQMHDnDixAmWL18udE8dBGnnzp2YTCauv/56UlJSqK2txcfDg0HDh/9tQ8rKQKXC9sMPiG66icysLHLWr8ezoYGwV15hz549eHt7s2XLFh4ZMYLwlBSCV660Z6p/8ondgNHZWZCPOwq/S5cuJSgo6O93nCOjHezEV62GqxTF+fn5LH78cZYuW8aAAQN+9fH4f4NTpyAgwD4bX1sLVVX2+Lifw/vv27Phf2k0w4HCQrv5ZUjIr1+PTz6BuXP/zjSzqqpK8FR55ZVXhPG6w4cPC8aW/w7s2LGDPXv24OfnR0xMzO8uqv1Zz9d/Opl3GMz06tVLkNYPGzbsLyFL75LZd6EL/5voIvN/XZSXl/Pkk08KhL6goIDx48fz7bffMmbMGHr06IGvry+1tbX4+/vzxRdf8MADDxDyCw8uBoOBNWvWMHr0aD7//HMuXrxIbGwsEokEnU5HUFAQNTU1eHp6olKpGDt2rNDpNBqN7N+/nz59+iCTyThz5gyRkZHk5ubi4uKC2WxGr9fj7e2Nr68vGRkZqNVqbr75Zo4ePUpiYiKenp589tlnuLu7I5FIKC8vx9vbG7FYTGBgIJcuXaKkpERQyYlEIjQaDe3t7UJXUKVSIRaL6ezsRCaTCXLzhoYG4uPjBbOtvn37kpKSgs1mIygoiIqKCiIiImhoaKBbt24UFhYKnfLa2loUCgVOTk7ExMSQnZ3NgAED8PDwoKysDG9vb4qKilAqlUydOpXMzEw+//xzIcfecQwc6oDx48fzww8/COvvmA/38PCgpqZGiH1zvP/qRxpHIcNoNKLVagkMDCQzMxOj0Shkz5eXl9PQ0ICbmxs+Pj6UlpYydOhQEhISKC8vRyQSkZ6ejslkEgoPoaGheHh4cPToUTQaDW5ubpSVldHe3k5SUhIlJSUMr6jgtFSKQiYj98p6SaVSxCIRJrOZcTod5Xo9eYAsMBClUolGoyE3Nxc/Pz9ycnJwcXERXPYdPgmOQsX06dMxGAwEBwfz2Wef4erqire3NxKJhFWrVgnxdu+++y59+vTBZrNRUlKCr68vO3bsoKWyEr3BQE1bG9HR0Vy8eJH29nZuUavJ1WjIuVKg0Ol0TNFoOOXkhN5sFsYflMAT7e20iUScmTgRvdmMq6srZ8+exWq1ct1116FUKtmzZw+TJ09m4cKFnDx5kpUrVxIVFcWSJUsoKioiPj4epVIpxPMFBQWRn58vqDi8vLy44447KC0tJSQkBDc3Nzo6OkhPT8dgMLBlyxaWLVv2i/Pz/y5kZGSQm5vLjBkzADtZef3110lMTOTixYs0NDTw2muvodFoWLFiBe7u7tTW1mKxWBg5ciQTJkxg165dbN++nRtvvJGcnBy8vb257bbb/uHn2mw2MjIyaG5uZsivnEHPy8vj+PHj3HnnnTz66KPccMMN7Ny5k5deeulXExGbzcYTTzwhFAyHDBnCkCFDflZVYTKZ+Pjjj3FxcSEoKOhn77E2m40fDx2i8ZNPmOLnxzOdnTzj54dy6VK4knTw2GOPsXbtWnJzc8nJyGD6lCn0KC+HUaPsUv/gYBgwgNzcXL7cto27bruNvStXMi8+HtHtt/+t+9zaCg89BKtX283fliyxu/8PHgw+PgB89MADDL71VioefRTJmjXINZr/uGni70ZbG7z2mj2e7ufwySf2bvtPPRB+irfeghkz/mae98/Q2Wnf176+17xss9lYunQpVquVnj174ufnx9ixY3/dMv8EGAwGZDIZH3zwAUql8hpjzf80/nQyv2fPnr8Mef8pHDuvvr7+P55d2IUu/FEwmUz8+OOPjBo16pfNcf7H0UXm//vwe89rm83GmTNnBGO9uro6cnJyCAwMJD09naCgIE6ePMnYsWPx8PAgMzOTsWPHkpSU9IvLbG5uZunSpbS0tBAeHo5YLMZqtQp57nq9nqCgIGpra6mvr6euro7S0lJCQ0MxGAxER0ezd+9eGhoaAASTsbFjx1JXV0dmZiZhYWGCJLxPnz5cvnwZjUZDZ2enoCbIyclh5MiRHD9+XDDPk8lktLS0APauk6NLKhKJkMvlQicd7JJ2mUzGxIkTOXz4MEajEWdnZ2HZ3t7egvO71WolKytLMMaz2WxYLBaGDBnC6dOn8fT0pK2tDV9fX0wmE7W1tRw4cACTycSCBQvo378//v7+xMfHs2zZMgoKCrBarchkMioqKjCZTMLsvKNTbLVaBcd8sViMu7u7INmXyWQ0NDRgNpuvOTaOv/Px8aGpqUkoAIjFYmE/qtVqjEYjOp1OMJmTSCR4eHgglUpxcnIiJCSEI0eOCB3/9vZ2+vTpI5j9paWlCfnwEy0WQtzd8X/8cVatWoW1vZ37dTpWWSw4iUS4eHryVHs78xsb0YtEJCQkUF9fT25uLuHh4SxdupTCwkLefPNNgoKCMJlMaDQa8vPzheKFQqFApVLh5OREdXU1Li4ugtmhg9xHRkYyfPhwlEolzs7O+Pv7U19fz8SyMm7ato0TeXmMGDGCsLAw4uPiqE1PZ+uhQ3R3dSWxqootbW3UWa3o9XoCAwOxWCw0VFfjotNh9fensrIStVqNWCxGoVBgsViora3F09OTBx54gLfeekvwS3CcN9HR0UKRqnv37pSXl/PUU0+RnZ1NZWUlbm5uxMXF4erqyvvvv49CoRCUIi0tLdxwww2o1WoGDx7Mxo0baWlpISEhgdGjRwt+G9nZ2UKSwy/hp5GafwYc/g6eV8ikwzhy6NChWK1WPvnkEzIzM/H39+f+++9n//799O7dm40bN3LPPfdQXV1NeHg4e/bsoaamBm9vb+Li4vDw8GDLli00Njby8MMP/2JBo6Ojg6KiIuLi4gC7MeHatWu566672Lx5M0VFRTz//PM/38EGISHip0Q9OzubvLy8XzQcuxoWi4WlS5cybdo0UlNTGThwIE5OTuzevRuAlpYWJBIJISEhtF+4wC3LlxN2VafcEY06bdo0ANrb21m5ciU9evRgyJAhZJ49y/BDh9C89RafzprFDcOG4TxnDofXrCHL25spd9xB5dKlRM2YgfuQIeDsjOWzz5BMmgRVVdQqFEjXr8djzRp05eWcWLSIMYcPk7NpE53l5Zzx8MC3pYWpffteG+VWU2PvfJvNkJho7/ibzfYUgYYGe2Tcz6lLbDaoq/tbpNxPcPbsWfr+I1O69na7muDX4oknYNUq6q4Yegomka6ukJVFyu7dBM6ZI6g6/tEy+JmCzTXo6LCrJA4dsr/3KqLumF0fNGgQ3bp14+LFi0ybNg3nPyC27l+FzWZj8+bN5OXlMX36dAYOHIjNZuOpp57i+uuv/4cy/KufQ2w2m5Dm8q/i3yKzb25uZvPmzWRlZSESiYiJieGuu+7C9aqZl/9GdMnsu/BXhNVqFSR8XTL7n0cXmf/vw59xXuv1ekpLS/nxxx9JSUkhKiqKoqIicnJySExMZMCAAQwfPhw3NzcsFgs7d+6kqamJ+++/H7lcTmNjo1AItlgsLFq0CJFIhEwmw9PTk/T0dKZNm0ZjYyONjY0sWbKExYsXIxaLhTz3FStWkJKSQkBAAO3t7URERJCRkUF7e7swi+ogB47Z1tbWViwWCzqdjmPHjjFq1CjGjBnDhg0b6NGjBydPnqS5uRm9Xi/E4ZWUlAjeAjKZTFgG2J3zDQaDEGEnEokYPHgw1dXVFBYWIpVKkcvljBkzRjCb6927N4cOHRJi7RyyeKlUyt13382ePXuEwoJCobA/vLe3ExMTQ2hoKOvWraN79+7U1dXh4eHB+fPncXNzo7S0VCDgiismWB0dHcDfZuivJmQWi0Xo1Ds66g7DPZVKRVtb2zXHXKFQYDAYcHV1RS6Xo9VqKSkpEeZlHYUPo9GIm5sbOp0OmUzGsGHDKCsrQ6VS4ezszKVLlzCZTLz04ov4vfgiT7m6ojMaCQoKorq6mrmXL1MWF4epupqLYWH0ampCV1HBIVdXOjo6cHFxwcPDg/b2dnr27InRaCT9igFZSkqKsC8d8YNms1kwhnR1deWTTz4RIv4sFgvdunVDr9dTXFyMs7MzPj4+wvGf2rMns9vb8XrnHda/+y5r167FWS6n5b77kLz8Mnk33MBBtZoiHx/KysoQi8WUlpbS3t7O/WIx1VOm8Olnn+Hn54fNZhPGGoKCgoSRDofU2/HPZrMJxRKr1SrkugcGBmI0GoV4w8mTJ6NUKvn888/x8fHB1dUViUSCn58fCxcu5IsvvuDJJ5/EZrPx9ddfEx0djVarZceOHXh4eKBWqykoKKCzsxO5XC4UqkwmE8uXL0ev19PY2Mi2bdtQq9VC7ntDQwO+vr7/9rzqrKwsunfvfs3nFhQU8PXXXxMcHMzhw4cZM2YMY8eOpbq6mkuXLlFbW8vkyZPRaDR8/PHH1NfXA/br19SpUxk6dCgpKSnCPgkPD+emm25CJBKxfPlynJyciIqKYu7cub+4vWlpabzzzjsMGzbsn6oE/hk2btyI0WjEx8cHPz8/du7cyapVqzCbzXR2dlJaWkpCQoIwLvPPcODAAerq6jh27Bi+vr5Ii4uZ2KsX7aWlDHv1VbgytlNQUMDrr7+OvLKSG7p3Z8Azz5BdXMzKlSvZunWrEDcpqa1l2KBBKPfvp2P2bEZPn24n3aWlUFHByTff5HRYGN0rKgiJjib6iSfsCQASid1w7p137G7vc+bY5f8XLtjl7XfdBZcv/60IUF4OOTl2NcHLL//dLPvl77/n2Q8+YMmSJfTr29deHKis/Ju83Wazxw7edhv07In1SqHDYVjqazZDZibtgwbh7OxsJ5VWK40pKdy5ejUPL1jA2bNnkRkMLBKJaL7/ft5YsYJmhYK1a9f+cmHLbLab2f0jZGRge/ddvrNYGKjToX377WuKDrt27cLFxYURf3KM5b+Cjo4OnnvuOV566SWOHz9Oeno6+fn5PPHEE8I996dwPIfo9XpefPFF3NzccHFxYcmSJb97PdLT0wkMDESr1f55ZP7s2bOMHz8ehUJB//79sdlsnD17Fp1OJ1QV/1vRJbPvQhf+N9FF5rvwU3R2drJ582buuusuampqeO+998jIyBDIgaMKv3z5cj744AOioqKYPHkyJ0+eJCEhgR49epCRkYGvry9ubm5s3bqVhoYGjh07Rnt7O05OTri5udG7d2/27NlDfHw8CxcuJCUlhU8//ZT09HREIhF6vR65XC64wbe1tQld2FGjRuHs7MzUqVN56623aGhoYMKECWzbto17770XtVrNxYsX8fHxYc+ePUI30mHeFRoayr59+2htbRUcyS0WizCP7uTkhMlkIioqisrKSjQaDXq9XiDKKpWKmJgYzp07h1QqZeDAgaSmpmK1WomJiWHAgAG8//77WCwWAgMDaW9vFzLcm5ubGTlyJJcuXcJoNJKQkEDfvn35+OOPsVgsTJ48mYCAAA4dOoREIuHo0aPI5XLa29upq6tDqVRiMpno6OjAbDYLJMDhlq9QKK4hkCKRSJjBB7tRlqMoAPYOvlqtFkzaTCYTUqlUGGEwGAxCpF5raythYWE0NjYil8upq6vj8ccfZ82aNXR2dgpqBCcnJ+H43efpSVBpKZ9GR9NsNlNRWkqfwEAWvvwyb7zxhhCtp9FoMJvNVFdXo9VqkclkBAQE4OrqSk1NDe7u7vj6+rJ//34sFgsDBw6ktrYWvV5PfX09Pj4+WK1W8vPzCQsLIzw8nJSUFFxdXRk2bBhyudzuSt/WRnJzMx1XRhFiY2O5wWrFaDbznVJJVnY28+fPJzIykqysLHsc2uTJ+LzxBp/36kViYiIWi4UPPviAkSNHYjQauXDhAr6+vtTX1yOVSsnKykKr1VJVVcWAAQMEMpqYmEhsbKxgqujl5UVeXh5KpZKWlhacnJzw9fUVjlt5eTnBwcFUVlYKoxMeHh7079+fxsZGwV9Co9EwcuRITCYT1dXVDB8+HKlUSn5+PiKRiF27dgnKim7dugmGjg4zy/r6eoYMGUJERAQuLi7k5OSg0Wj+rlNqsVj+beZoDhXJr4HZbObjjz8mLy+Pfv36MX78eFQqFV9++aUQj7l06VKOHTvGnDlz6NWrF6NHjyY3N5ctW7Ywe/Zsevbsic1mY8mSJbzwwgvCuMbPZcO3tLTQ1tb2T934DQYDzz33HJmZmSQkJBAUFMS8efN+1/64GocOHSIxMZGioiJWrFjBpk2b/i4NJSMjAzc3NzZu3EhcXBwnTpwgKSmJxsZGqqqqSEhIEPxTWltbmThx4t8VFGw2GzU1NZhNJtIffZSQyZPpcXVSg073d277H2zeTPfu3Rl05gy24GDOajT02b8f8aOPwrFjVCmVZGk0jBo1yv4HFy6we9Eiht18M2fefZeofv0IfuMNuxv9qlWcPXMG75ISgo1GLp4/z6GaGmRJSfhYrXjGxbFn1y5WTJqE68GDvC6TUdrRwcqVK3HduZPKjRupnj2bgsBA3N3d6XjtNcatWEH2mjUEKJUkT5tGt7Aw+vXrJ6x/c3Oz3Zi1rMxupPdPZsptubls+PJLfHv04NShQyxftUoYp3EUTZYtW/Zvm4n/vXjjjTcET5uHH35YGJN59tlnBQXXzxWcnnrqKR5++GF8fX1Zv349I0aMIDY29p9+Xm1tLZs3bxbGqCoqKkhNTWXVqlXExsb+eWR+6NChRERE8N577wlSArPZzN13301hYSFHjx79PYv9f4EumX0X/oowmUzs37+fcePGdcnsfwFdZP6/D//u8/rIkSMUFhYyePBg8vPzqa2txcPDg8OHD6NUKunbty9r1qzhjTfe4OjRo1y+fJnY2FgSEhIYO3assI4dHR1CZ/uJJ57g5MmTREdHM3HiRHbv3o1KpcJgMHDy5EnmzZtHQ0MDOp0OlUqFq6sr69evRyaTodfrheg3h7zbQaLd3d3ZvXs3oaGhgiHcjBkzqK+vR6VS8d133+Hs7ExNTQ2DBg3CZDLR1NSEUqmksrISiURCdXW1QJgdEXhOTk6Eh4eTlZWFVCpFrVZjsVgwGo2YzWbBjA4QIumCg4NpaWlBJBIRHh5OVVUVYWFhpKenYzQaGThwINXV1VRWVgpddblcTr9+/RgwYAC1tbUMHDiQH374gQsXLmC1WjEYDJSVlQldXkd30c3NjcjISFJTUwH7uEJLSwsWiwXzFWM3jUZDjx49KCoqwmQy0dbWJowGOIoZMplMWKbDiM9xfTAajUgkEqFg0N7eLngPuLm50d7ejrOzM0FBQULxR6VSYTEacTUYaNdocHJyIjExkcD8fGTe3gx68EHOb95MscVC3wkT6NatG0888QRubm64u7ujVCrJycnBw8OD2tpaoqKi8PDwoKCggMzMTJycnOjevTvDhg3jyJEjtLS0oFarqaurQ6vVEhERwcWLF6murkalUgnH50GZjPesVpqamzGZTLi7u2PQ6VBpNEilUuqrq1nd0cGCKykB/kolI/R6Dvv44OXlRV1dHatXr2bOnDmUlZWxZs0anJyckMlkJCcn4+LiQkdHBxqNhoKCAlxdXZk0aRJnzpyhra2NiooKnJychAgpR1KDw5OhtbWVmpoaPDw8MBqNuLu7C94OXl5euLq6Cn8XGRlJYWEhnZ2dhIaGUltbK4y9zJ8/n9zcXIxGIy0tLWg0GsaPHy/MdC9YsAB/f388PDw4c+YMxcXFtLa2Eh4efk2EXbdu3ejfvz8vv/wywcHBPPnkk//2Tv7vxfHjx9m/fz+pqancddddzJ49m5dfflkYwVm4cCFr167l8ccfJzs7m/z8fO6++27MZjPr1q2jvLycJ554gqysLIYOHSrIkJ2cnEhKSmLixInXfF5nZydnz55Fo9EICQDHjx/nu+++Y8OGDYL0/4+AzWbjq6++Yvbs2b/4niVLljBgwABmzJiByWRi+/btTJs2DfVvkaxjL0wsX76cNWvWXNPJbmtrY/fu3UyZMgWbzcazzz6Ls7Mzq154gf1vvMHZ2lp8OzqYt24dtqYm3n3rLWqam7klPp7I8eNpe+EFPggK4tFlyzAYjaxZs4bZs2ejevFFTo0fj8fGjZyNjiZ25Eiqioq41WjkeG0tY7VaRIMGUVtRwd4DB7jx2WfZsmoV0ffdR3NTE9PCwzn4yCMM3rULxeefw733cmbDBgo9PCjdt4/HzWZqbr6ZL/PymD9/PthsnE9LY9v69SRUVTFq8mSc9+9HumwZzn37/qKE/ODy5bT268fMmTNJT09n8+bNyOVywUfjwIEDrFq16jft6/8E6urqBBNOB/Ly8li3bh0qlYqWlhZmzpxJSkoKLi4uDB48mJqaGgoKCliwYAFgN+fdsGEDTz311DXLvjpe02KxkJqayoEDB7jllltwcXERrnVHjhwhKiqKpKSkP4/MKxQK0tLS6N69+zWvZ2Zm0rdvXzo7O3/PYv8hzGYzK1eu5NNPP6W6uho/Pz/uuOMOnnrqKaFi6fjybNq0iaamJpKSknjnnXfo8c+MHa6Cg8w7KlJd6MJfATabjba2NjQazX/Ng8e/G47YJkcucxf+/+P/y3mt1+tpamri22+/xWw2k56eTkxMDN7e3pSXl3Pw4EHUajUzZ85Ep9NRUFAgPNTk5ubi4+ODu7s77777LiKRiB49erBnzx5uuukmdu/eTVtbmzDvXVpaiuSKKZTFYqGjo4OOjg7Cw8O5dOkS7u7uVFRUIJVKBdM4nU5HUlISOTk5zJo1i4sXLwqkNSoqSihMtLW1CbPWBoOBPn368P333wP2jHfHQ79YLBYy7MViMXq9HldXV8LCwmhubqasrAyRSITJZBJm8qVSKXFxcYIDuEajISEhgb1796JQKOjXrx+JiYm8//77hIaG0traitlspn///mRnZ1NbW0tkZCQBAQG89tprrF69mri4ODtJtlhISUnhm2++QSqVotfr7d2njg4aGxsxGo3CTHdnZ+c10nu5XI6zs7NA4Ds7O9Hr9Xh4eBAZGUlmZqYQi3e1277ZbEYmkwnFB5VKRUdHB05OTiiVSsHHwGazCaMRjjg7kUiEs7OznWhqNNxtMPC5zcYdUilbFApsDQ00h4bS0dFBcHAwpaWltLS0EBISglarZezYsRQXF1NYWMiFCxcYMWIE2dnZeHp60traSnl5OWazWZD3GwwGYS5VKpUKBLuzs5PbJRI6unUjy9mZ1tZWiouLMZlM9OjRg7y8PCzt7azx9uZYbCw+PXpwessW3Pr3x2yxUFlZKSzfyckJhUIhdOEKCwuZOXMmly9fpq6ujrFjx3LixAnuvvtuqqur0el0xMfH4+bmxuOPP47VamXEiBHMnDmTF198kZaWFlQqFZmZmahUKiZMmMDx48exWCwMHjyYgwcPCl16h2rC39+fyZMn8+OPP1JXV4e7u7uQ/OAYhbDZbCgUCjo6OlCpVCQkJDBx4kQ+//xzmpqaeO655xg6dChvvPEGcrmc4cOHU1xcTE5ODlKpFD8/P3Jzc1m6dCkHDx5Er9fT3NxMVVUVFosFd3d3Zs6cKTwfZ2Rk0L17d7Kzszl9+jR33HHHf/wefDWh+CkKCwv54osv8PX15frrrxfiGQFOnz7Nyy+/TGRkJFOmTMFoNFJYWMjtt9/Ok08+KTyLKxQKhg4dyrfffsuIESPo6OggOzubxYsX09bWxokTJxg3bty/Xf36WxQO/wzffvstHh4e16gV3n77bby8vMjPz6dbt25ERkZy/PhxwsPDSUtL45lnnuHVV1+lR48efPHFF0Sp1Twil3O4oYGpb73Flq+/pmdiIr2uOM+3t7fz4osv4tzQQGRVFW5KJb5Ll1JVVcW4ceOQGo32+XkvL7vEf9UqTk2axPubNzN55Egm19dzbNs2It98k9NvvcWsTz6BnTshORnbK6/w+JIl9OvXj5uCg7GFhfH42rWs9fFBUlDAhyoVNxgMWG+6iU9few1NYyOWhASKMjO5deNGwsLDwWCwewLk5lJ56hQtq1fTPTUV0RXu9NWmTUy5/XZ0Oh1HDx8moXdvggMC4NIlu/ngFcPBv4PNBufPQ1qafUzhn31fWltBqbSPPBiN9v/+CRHMZrOZjo4ODAYDJ06cYOTIkVRUVJCRkUFycjILFy4kIiJCeP+zzz7LggULcHV1pa2tDblczrJly7j11luJiIjgzTffJDAwkKCgIEaPHn3NZ+3atQu1Ws3o0aP/PDLv4+PDli1bGDdu3DWv//DDD9x2221CNuwfiVWrVvH666/z8ccf06NHD86ePcudd97JCy+8wKOPPgrASy+9xKpVq/joo4+IiorihRde4OjRo4JM6tegS2bfhS50oQtd+L0wm83U1dUJEU1gf4hcsWIF3bt359ixY1RVVVFTU4PFYhHIc1xcHDfddJPwIFdZWcnzzz+PTCbDZrOh1+t59tlneeihh6iuriYoKIjIyEiGDh3K119/zcWLFxk+fLhgsJWbmyuQVYeJnEwmo729nZCQEAwGA7feeitffPEFsbGxZGRkUFNTI3T/8/PzUSgUjBw5ktOnT1NbW0tgYKDgEm82mykoKMDd3Z2mpibhMwwGA35+fpjNZpqbm5HL5Xh5eaHX66msrEQmkxEZGUleXh5+fn64u7uTm5srRMy5u7vj7e2NVqvl+PHjggmeVqvF3d1dcMUfMWIEDQ0NPP3003z77bfEx8dTWlrKhx9+iKurKzqdjvLycnx9fRk/fjwffvghFosFpVJJQ0MDNptNINyOvHixWCzM1pvNZlQqlaCIcBQsHITdYDAIy3Nk3Ttm0ltbW9FqtdTV1aFQKNDr9VitVkGyX1tbK8To6fV6xppMBKpUfKHTYbXZeE6jYX5TE/7+/rS3t2MymZg2dSp7vvsOnU5HdHS0UGAwm83U1NQwePBgsrOzCQwMJDg4mOzsbIqLi5HL5ajVary8vFAoFFy4cAGdToeXlxcTJ07Ew2rFnJzMrivxeHK5HD8/P1JTUxk6dCijMjMp12g4UVXF9aGheLa382RjI1abDY1Gg1arJSsrS9h/Pj4+BAYGUlZWhsFgYOrUqVy+fJnc3FzkcjltbW3IZDI0Go2QKlBRUUFbWxuPPfYYNTU1pKen4+XlRWtrKwMHDmTIkCG8++67uLm5YTKZcHFx4ejRo7i4uJCYmEh1dTX5+fkcO3YMpVKJl5cXAQEBFBYW0q1bN+rq6sjPzxdMGh37pLOzE4VCgaurKzabjdraWhobG5FIJIJyw8/PjylTpjBz5kz27t1Lfn4+TU1NVFdX079/f+rq6ggNDSU0NJTo6GiqqqpITU1FpVIxatQo9u3bh0wmw8PDg9DQUIxGI7fddhu2K3F+arWa5ORkoqOjr7lm/BSFhYV4eXn97LOso0D07ygSNDQ0oNFoWLVqFXq9nlWrVv1snN+hQ4eYOnWqsL67d++mtbWVyZMns2LFCtzc3HBzc+PGG29ELpeTkpJCcnIynp6eREREEBAQIKgwHJGHe/bsoby8nAceeED4rJaWFoqKiujVqxfV1dVs377d3l3+N+yHTZs2sXz5csDezV2/fj3PPPMMzzzzDC0tLbz++usYjUbeeecd5s6di4+PD9nZ2SxZsoT169djtVoJDg5m8eLFrF27liVLlvxdqoDNZsNoNNJ88SIWf3/8/9E4w5XIPYf6SlFczO4jR/j82DFeX7QIH39/8PMT3uf4Lso7OuDZZzk1aRLnkpOJHzyY744eZc3q1SAWU3ToEPLu3TmzcCHRYjEHIyN5CBC1tdmN8V55hU1OTsypqUETG2tPC9i5E0pK7GkBFRXw6qsgk9l/V1EBO3bYHfZXrrQT7+uug8hIOHzYbir40EPwzTfQ3AwjR9rfr9XC6NGwbh0sXuw4EPZ4wfx8CAqC3r3hxx/tvgIi0bUxhI59VFv7t0JCZaW9sFBYaC8ejBsHjY12j4LWVvvMv1j898txLMtmA7EYm8WC6CdjN8ePH2fXrl2CIq+mpoax4eGk5ufj5OHBrbfeSs+ePX/2UB45coSmpiZmzpz555H5+fPns2PHDsGVUCQScfz4cRYvXsysWbN44403fs9i/yGuu+46fHx82Lx5s/DarFmzUCqVbNmyBZvNhr+/PwsWLGDp0qWAXQrj4+PDSy+9xH333ferPqdLZt+FvyJMJhN79+5l0qRJXTL7Lvxl8N90Xre3t7NmzRruv/9+PDw8OHjwIElJSfj4+PDVV19x9uxZysrKMJlMjBgxgvvuuw+JRCLIwDs7O3nnnXdwc3NjzJgxnD17lvPnz3Pq1CnefPNNcnJy2LlzJ8XFxdxwww34+fnx5ptvCl3TkpISNBoNFouFxsZG3NzccHV1Fea5HdLosLAwCgsLSUhI4MyZMxiNRnr06MGFCxdoaWlBLpfT2dkpvE+pVApqlqCgIHJycjAajQQEBFBZWYlIJMLNzQ2j0SjsC4vFQktLi0CipVIpCoUCLy8vIQauW7dueHl5MXPmTF5//XXa29tJTEykvb2dAwcOEBgYSGtrK83NzYInwfDhw8nJyWHw4MGUl5cTEBDAhQsX0FyRtcfGxrJhwwYaGxuRyWTC/KPRaCQxMZHjx49js9lwdnamsbFRWF+xWCx02R0/OzwFHC77zs7OGAwGTCYTsiuSdIVCITjrO8zeHF1yqVSKUqmkublZKB44OTlhtVpZ6exMj82buX/+fFpaWnBzcuLNjg5ednGhSCIR/BZsNhu33347ra2tpKSkYDKZqKurw8fHh7Fjxwqd46amJtzd3QXjw5iYGEFyHxwczIihQ/E+dIhvNRqMRiN1dXX06tULk8nE3Xl53NfURKCTEwliMSc1GqK7dyctLQ2DwUB4eLidEMjliEQisrKyhEQEhUKBv78/Fy5coLOzkx49emAymTAajdeoN2JjY8nMzMRqtRIRESEoEXx8fAgNDWXChAl4enqyefNmNBoNLi4uPP/881RVVZGWlkZJSQlKpZLGxka+++47JBIJ/fr1w9vbm2PHjuHj40PPnj3Jzs6mpKREiArUarXCqIdGoxHOZaPRSH19Pd26dROUF9XV1VitVlxcXIQCQEFBgXBuJyYmUl9fj9VqxcPDA09PT06fPs3gwYOJjY1l1qxZ+Pr6snz5cm6++WbeeOMNNBoNzs7OxMbGUldXR0BAgFAE8vLyIiEhgY0bN2KxWPD19aWiooLFixcTEBBAZmYmx44do7KykqamJnr37s2dd94pnLOOkRCwq86Kiop+k0r1n8ExtvJrzOrATkrffvttgoODiYmJISoqipycHPbs2SPs13vvvZeKigpqamooKSkRDAyzs7MxmUyEhobS0NDAddddR2BgIKmpqezbt4/IyEgqKipob2/Hzc2NW265hfDw8D9sW38JS5cuFcajvv/+e/r06UOvXr04d+4cVVVVXHe18/1V+6GysvKauf633nqLAQMG8OOPPwr85Y+EwWBAXlJiJ8o/x4VsNrj5ZvD15dRNN1FfX8+gQYMEbxGWL7dH+R07BvHxfLxzJ4UnTrBy0yYqFyygftIkPj98mDUvvGAn5mfP2p3++/WDjz6C66+HqyTrABw5Av372zvqDnO9I0fsvxs+/G/E2WKx/9zUZC8OhIXZyfZnn9njBocPh6uSDwDYt89OxEND7dF7Dz4Irq6weTPceiusX2+PIhwxAp59FhIS7LF7L7wA7u72AsJtt9nXx9UVpkyxFyVCQ+3FhC++gBtusK/HmTOYHnyQC6tX09tqRfL44/Dpp+Djg617d+rMZrSVlUgGDaJZIsFl61b0OTk4r1iBOCDAvl1ubn/b3rw8qKvjvLMzly9f5vbbb//zyLzRaGTx4sVs2LBBuFE5OTnxwAMPsGbNml/95f4tWLNmDRs2bGD//v1ERUVx8eJFxo0bxxtvvMGcOXMoLCwkPDyc8+fPXxMhMG3aNNzc3Pj4449/drkGgwGDwSD8f2trK0FBQTQ0NODh4SHM/l09B+iQ2Dk6CY7YFcd84M/97IiLcfwslUqFG9nVvgNX/+y4WV99k7dYLMLPjkr/L/3scPN1/Pxz29G1Tf8b2yQWi4U5Tycnp7/ENv0Vj1PXNv22bXI8UDq61//t2/Tqq6/i4uLCDz/8IBhOxcbGUlJSQnx8PFKplNOnT/Ppp59yzz33EBMTQ2dnJ9988w15eXlIpVL69etHTEwMW7duZdiwYWRkZPDVV18xePBgzp49S1hYGE1NTTQ0NJCTk0NbWxtOTk6MGjUKtVpNVlYW+fn5+Pr6kpCQwJEjR+jZsydqtZrc3Fw6OzsJCgri0qVLgsS+Z8+e5OfnA5CUlIS3tzcXLlxArVaTlpaGzWajsbERX19fQeYeEhLC4MGD+fLLLwkICKC2thaxWIy3tzd1dXVCcWHAgAEMGzaMV155hdraWqKjo+no6BAc7x0GZjk5OSgUCpYsWcJ7772Hk5MTTk5OBAcHo1arWbRoEU8//TQ333wzycnJTJ8+nfDwcJ5++mmqq6vx8PDAbDaTl5cnGP+VlJTg7u5OQ0MDzs7OuLu7C74E+fn56PV64RgbjUbBlNBmswkPwiqVisjISI4dO2aPg7qSlW6xWITkHKvViru7Ozqdzn7uSCR4urhQ29KCl5cX1tZWAoxGnIHjV0z4tFot7e3tAAQEBFBWViaQIp1Oh8lkws3NTVAgOOT/EomEqKgoCgoKBC8AuVzOG66urDGZOJ+fj0wmw2w2Y9DrGeLkRI67O42NjYJDvrOzM0qlkrKyMvR6PdHR0YJaxNfXl9TUVIxGI52dneh0OrRaLeHh4eTk5CAWi4XzwJG17vj+Go1GRCIRo0aNIiYmho0bN6LT6VAqlddEC3Z2dqJWq/H39xfUHGPHjmXDhg24ubkRExNDWloaLi4uvPXWWyxevJjY2Fji4uLw9fXlxx9/pLa2Fp1OJ5jjjR07lpSUFIYOHWqP32to4Pvvv6e9vZ3g4GBEIhEVFRXYbDb8/PxwcXGhsbERhUKB85URBYeRX2NjI05OTjg7O1NbW4vNZsPX11comjmULJ6enkyYMIFz586RkJDA1KlTBf+Ds2fPUlNTw/PPP8/58+cZMGAAEomEp59+GldXV4KCghg/fjyBgYHIZDJWrlzJgOxsjoWEYLmSeuDl5cWjjz7KRx99RHZ2Nn5+ftxwww0EBQX99uuewYDEyelfuu5ZLBbh2DniMX/N/UkkEpGSksKgQYNoa2vj+eefB2DMmDEMGTIEpVJJYWGhMFby/vvvc9ddd9HZ2UlsbCx6vZ7s7GxiY2OFa/dPr+UXL16kpaWFoUOH/t12/HSbzGYzVquV9vZ2Kisr+e6779Dr9Tz55JPU19fj6+v7m+65tbW1PPbYY9x///0MHz78z7k/GY1IX3gBHnkEs5vb3x8niwXLhx8ivfvua+9PFgssX4547dprtmPjxo14e3uTcf48UfHxJJWVETJ9OpZu3f52nzWZEK1YgfiZZ7BcKbb/Ydtks2F5+mnEL7zw88fJZsPm5IS5tRWnvXuxXbqE+f77cQoOxmoyYTt8GElSEla1GuvJk0gHDcJaWIjV2RlpQAAWs9l+nNatw3LDDWAwIAkPx9LaCmYzkgsXsIwYAcnJiNVqOmJjcW5tRZqZiXnIEMQ5OYg1GsxeXohTUhDn5GC+5RbEbm6IzWZMbW1Itm1DXF6O6fHHkX70ESIPD0yzZiHdvJn6+nq+8vXlwSsF3X9E5n/34IhMJuPNN9+kqamJCxcukJaWRmNjoz3+4U8g8mCvgM2ZM4fu3bsLxjELFixgzpw5gF3WA/YRgKvh4+Mj/O7nsHr1alxdXYV/jqzNjIwMwB4Z4pCQpaenk5eXB9gjO4qKigD7HFFZWRkAKSkpVFVVAXD06FEhLuTHH3+kubkZgP379wvROHv37kWv12M2m9m7d6+QR7x3717Abqixf/9+wO4s+eOPPwJ2cwWH0WBVVRUpKSkAlJWVcfr0acCeZ5qWlgbYzRvS09O7tul/eJukUikHDhz4S23TH3mcdu7cSVVVFenp6X+ZbforHqertyk1NRWpVPqX2aabbrqJ6OhoVq1aRWtrKxcvXmTixImcO3eODRs2MHLkSPbu3cuMGTP44IMPyMjIoKSkhNtvv51Zs2YxdOhQOjs7+fHHH+nduzcvvfQSIpGIJUuWEBgYyM0334xSqUSn0/HAAw9www03EBkZyerVq8nKyuLbb7/l4Ycfpm/fvkgkEmbMmCHE6N144434+voyYcIEHnzwQfz8/IiLi2P9+vWCLPq5557j+PHjQkehuLiY/v3788wzz+Dv70/Pnj2FqL6EhAT8/Pxwc3Ojb9++Qgdi0KBBzJw5k+rqaiZOnIjVauWBBx7g+uuvZ/LkyRQWFnLzzTfTv39/ysrKWLVqFWFhYQQFBbFmzRp27dpFY2Mjy5YtQy6Xk5qayvXXX8/8+fOpra3F3d2ds2fPcvHiRQoKCvD392fu3Lnce++9jBo1iqeffpqXXnqJ7OxsZs2axUsvvcSAAQMYMWIEjz/+OBkZGSgUCp544gmio6MZP348zz//PIGBgYwYMYJHHnkEg8HA8OHDmTVrFnl5efj6+nLjjTcilUqZM2cO119/PVarlXnz5jF79mwkEgkLFy4UssdXr1jBqivGg4sXL+Z2d3cumM3csW4dr3p4IBeJePfVV3nV2ZklFgtvvPSSMLLw4YcfIpfL6dmzJ5s3bxY8GN577z2am5tJSEjg9ttvZ8iQIURHR7Nw4UJyc3PZqdNx65Ah6PV6Bg0axKJFixjk6kr0mDHcf//9pKWlMX/+fK677jpcXV3p27cv06ZNIzQ0lBkzZnDTTTdRXFxMWFgYkyZNws3NjRdeeIHrrrsOq9XKLbfcwty5c9Hr9cybNw9PT0/c3NxYt24dI0eO5MEHH+TDDz+kb9++qFQq+vfvz8CBAxk4cCDvv/8+np6ehISEsGHDBsaOHUtoaCiLFi0iPT0dvV6Pm5sbiYmJ3HjjjYwYMYIRI0bQvXt3kpOTmTdvHh4eHsTFxTFlyhS0Wi0xV7p5PXv2ZPbs2Xz11VdCMoTFYqFXr148+uijzJw5k5kzZzJ48GA2bNjA6tWrGTJkCBUVFSxatIjIyEiKiop49NFHiY2NRafTsWrVKiIiImhoaGDdunVER0dTUlLC008/TU1NDdXV1axdu5bMzEzWr1/PnXfeyebXXmPOnDlIpVI2bNhAbm4uo0eP5rHHHkOhUHDw4EEuX75McHAw8fHx5Ofnk5yczPbt21m2bBn9VSrCPDyYZDRyx5QpjB8/Hi8vL3Zv2kTcN98w98p35ptvvqGlpYW0tDQyMjK4//772blzJ++99x42m81+3ausxGaz/e26Z7NRdf31tF/xz/i9173c3Fx2795NTU3Nb7o/SSQSvLy8SE9PFzrvc+fOZeLEieTn55OXl0dkZCSXLl3CbDYLefaOOfWvvvqK9PR0Vq1axTfffMPKlSs5efIkBw4c4NNPP+Wxxx4TjCSPHDnC3r17SU9PJy0tjb1793Ly5ElKS0uFbXr99df57rvvOHHiBK6uriQkJPDMM8+QnJzM/v376ejo+E33XD8/P+bPny/EYf8p96fvv0e/bBlmi4Uzq1f//XHq6OAHPz/Yvp3mmppr7k+nrig6rt6muLg4ysvLuevBB+nduzfioiLw9Lz2npuTQ+bcueDs/Mdvk0jEviuFmp8992Qy+7l3/DjMmUPTAw/w45X7f31TE8lSKbi6UlVdTcqV7n+ZVMrpkhL7cSouJu3CBVi0iLyODtKvfGZWWRlZVVUwerR9m/z9oV8/MjIyKO7shDFjOH3+PGVubhAWRkpaGlVxcTB/PkcvXLBvk0zG4ZMnaevRA158kf0nT9LRvz/4+3PynXcwDByI+bbbcPuV6vDf3Jnv7Oxk8eLF7Ny5E5PJxJgxY1i3bt0vZu/9kdi2bRuLFy/m5ZdfFiR/CxYs4LXXXuP2228nJSWFwYMHU1lZec3c0T333ENZWRn79u372eX+Ume+pqYGb2/v/4puzl+169a1TX/cNlmtVvbt28fYsWNRKBR/iW36o4/TiRMnhP9PSkr6S2zTX/E4Xb0dBoOB/fv3M2HCBCQSyV9im36qPMjMzGT79u1069aNadOmUVNTw5YtW9BqtURHRxMdHc26detQKpU8++yzqFQqSktLuXz5MoMGDaKmpkbwmunRowdr1qyhqKiI4uJibDYbarVakAF/9dVXeHh4kJqaSnl5OdOnT0cikVBbWyvkfNfX1xMVFcXWrVtxcnKis7MTiUTC8OHD8fDwYM+ePUImvEOy7oiIGzBgADabjdbWVqqrq6mtrUUqlVJdXS1I2N3c3NBoNAwYMIDz589TUFCATqcjJCSEbt26kZ6ejo+PDyNHjiQ3NxcvLy/EYjGnT59Gq9Vy8803s3XrVm644QY++eQTiouL0Wq1WCwWoqOjKSwspKGhgaioKBoaGli0aBGHDx/GYDBw+fJlrFYrW7du5ezZs/Tr14+dO3fi7e2Nr68vHR0dvP3225jNZtzc3GhtbaWurg5nZ2fa29sFEzzHjLzNZsPb25v6+nrh+MvlckEtJZVKhbx4Z2dnrFarQHK/io9n1u7d+Do50Uev5x2xfd67t9XKLKORNXI5VoMBN5sNvYcH1a2tyOXyazwBlEolSqUSs9meMqDX63FyckKr1QpjF56enqhUKmorKwnSarlcWoqTkxNqtZqHOzv5xs2NuivdfbPZLKgHtFqt8B1wOPw7TIOjoqKor6+nubmZpKQkjh07hkgkwmKxoNPpmDlzJqWlpZw+fZpu3boJpo7Ozs7XmCgCODs74+LiQnV1NS0tLXh6etLQ0HCNArO2tha1Wo2Tk5OgEJBIJBQXF6NUKmlqahKW7/j+uri40NbWhslkQq1WC/4Q1dXVNDU1UVRUxNKlS0lPT6e2thY3Nzdhzv7EiRNotVp69+5NTU0NpaWlmM1mzGa7X4ZYbE+XaGxsJDY2loqKCmQyGU5OTowePZpTp04xadIkqqurOXXqFPLWVqZWV1MilfKdWk3HlWQEXx8fXKqqKLZa8QoJwd3dnbCwMHzkch6PiWGLxYJCqWTAgAHkvPYaW3Ny6CWTIenspHXYMPr06YNq2zaqvL3R9uvHuaIiJk2axO7du3FycsKzqoqZTz1FSXk5RUVF+Pv7E37yJKnnz+MaE8N1L75ov+5VVGA8eJCmwEB8+vTBdCXpQK/XYzKZhLn4f3bdS05O5tixYwwfPpzBgwf/W+5PWVlZyOVywsLCyMrKEmb1v/rqK/R6Pd26dRNSDXQ6Ha+88go2m02ILbz++us5evQoDQ0NNDc3U19fT1xcHCEhIej1en788Ufi4uLQarUcO3ZMMBidN28eBoMBV1dXLBYLn376KTqdjvb2dubPny8oFRzrXlpaioeHh5AO4nj93LlzHD9+nPnz52OxWH7x/tTY2Mi5c+cYM2bMP74/2WxY33wTcY8eMHbs3x+nkyexFhVhmTPHfn8qLsZaVYV04MBrjo3ZbOaLL75g7ty59vX97DMkt9yCxWr9r77n/p5zz2q1snfvXsaPHy/4yfzebTLv3YvkyBGMAwbw9oEDPL5hwx8vs1+8eDHr169n7ty5ODs78/nnnzNixAi2b9/+WxbzuxAUFMSyZct46KGHhNdeeOEFtm7dSnZ29u+W2f8UXW72XfgrwnFRc1wwuvD36Iqm++/D/+p5XVxczIkTJ3j99dcRiUQMHDiQgIAAzp8/j0KhIDw8HDc3NwYOHEjfvn2x2WwcO3aMnTt3snTpUpKTk9HpdIwYMYJPPvmEd999F7lcjkqloqamhqSkJDo7O0lOThYkzg7ptUgkEiTLjog9nU7H0aNHsVjsWfIOJVBzc/M1UlmlUsmsWbNITU0V3NTFYjF33nknx44dIzMzU5Agx8fHC47jeXl5WCwWpFK7Q39VVZVw3P38/HB1daWyspLw8HBaWlrQarVIpVK+/vprPvjgA06cOMGpU6doamrihhtuoLKyUkgcyMvLw9vbG71eL8SWOTk58dprr/HYY4/h6emJWq2msbGRkJAQ/Pz8mD17NlqtlkuXLjFt2jSWLVuGq6sr06ZNIyoqivnz5+Pi4iJ4FGRlZVFeXo7FYhHm2s1mszBTb7Va0Wg0tLe3C/4/tqYm5GIxfdrb2Wk2owdcXV1Rq9XUXImXk16RbD+oUHAxMZHKqipEIhEjRozg+PHjlJaWCs79DlgsFsGLARDm/r1EIm612fgxIYGamhpEIhGLm5t54oocWiwW07dvX9RqNWfOnEEmkzF16lT27NlDbW0tMpkMZ2dnOjs76ejowNPTU2i89OjRg8rKSqxWK9dffz1fffWV8KBsNttHNbtfmcN3RBzGxMQQFxfHN998I7jR+/v709zcLGTSO6IAKyoqcHd3Fzp5ju66Y9sc56DDzyAsLIyKigpCQ0OFh3tHYamxsRGTySQUpIKCgoiJiSEyMpILFy4QGBjIV199xfz585k0aRIVFRWUlZUxevRoWltb2bx5M6Wlpbi7u3Prrbdy5swZamtrOXfuHAaDgc7OTvr06YNGo6GkpITGxkbudXbmeEsLo52d+bS1lYz2dkQiEUlWK+MNBnI0GnaIxdTW1gLgqlQyy2hEbzJx0MeHkKAgQgBt376cOHCA+Px8UsPCiIyMxFBURMTQoUxPSeE5tZqKykqio6PpHR7OdQcO0PzKK4ydOBGRSMQ3GzYQl5KC36uvcn7yZHYPHYqnlxe3TJ3KWx9/TGRZGdMmToQJE6ioqODAgQM0NjYKhnY/h+rqaiFtIyUlhc7OTpRKJQMHDqSxsREPDw/a29t/tUn1n40nnniCfv36MWPGjJ/9vdV6rdlgZ2enoDRwmDo+8cQTgvfC5MmT0el01NTUMGTIEM6ePSskUjhgs9lYtGgRarWaZ555BonEbqRWUlLCunXrGDx4MM3NzcybN4/GxkZOnTqFh4cHrq6uQmrCiy++iEgkIj4+nokTJ7Jx40aio6P/ziUdsM+hHzgAEyb8/e9sNvucu8N/4Z13YMgQuGLM+osoLoYrEvv/NdhsNswmE9IPP0R06612HwAHysogOxuuOt4A6HSgUFz7Wk4OqFTg64tt717e/OwzFn7xxR9P5sPDw1m1ahU33XQTgGDuodfrhZPvz4JWq+WFF164xsVy9erVfPjhh+Tm5go3wIULF7JkyRLAPtvv7e39uwzwush8F/5KcLhhOzs7/0+Rnt+CLjL/34f/9fO6oqICf39/wB5lc+rUKYKDg0lOTqajo4O2tjbeeustIc+5rKyM119/HYvFIsz2AiiVSr744gtB7v3xxx9TW1uLt7e3UDDx8vLi1KlTmEwmvL29mTNnDlVVVeTn59PR0UFkZKTwcH758mU0Gg1paWk4Ozszb948Kisr+fbbb4WutEgkErrWSqWSV199lV27dgmF+YyMDFxcXISYuaNHjwrda7VajVgsxsnJ6Zqou7a2NpRKJVFRUcJMdGRkJKWlpTQ0NNCvXz/Ky8uRy+WUlJTg7e1Na2srCoUCrVaLWq0mKiqKc+fOUVdXh1QqpaOjAw8PD+rr6zGZTISHhwvkf/DgwVgsFurr63nkkUfYs2cPzz77LCKRiHPnzvHJJ59w+PBhAgICBKVfVVUVVquVhoYGGhsbUalUjBgxggMHDtC9e3eOHj0qdPQcTvo9evTg5MmTQvfbQU5tNptd5ltRQQiwAbCJRPj7+wsxeA71hCOqT6/XY7PZcHFxobOzEw8PD3sCkc3Gi2Ixy6+QFblMhtFoxMbfIr1UKpXwPWtraxOKNA61l7+/P97e3hiNRjIyMoRnQ4VCgclkQnlldEAikdDZ2YlWqxX+ztPTk46ODsBetEhOTkalUtG3b18uX74skCXHcXZ1dcXJyYns7Gz8/f0Fw+KoqCjBuLG9vV0w3uvs7MTX15eMjAzi4uKorq4mNzf3mohFB4GXyWTceeedNDc309DQQF5eHg0NDcJ+VSgUlJaWEh4ejtVqxWw2C9n1SUlJvPTSS8JsvVQqJS8vjy1btlBfX08/mQxJ9+5kFhdz/vx5VCoV6rIyFImJ1O7fT5+wMH4wmcBqpbOoiJE33kjvnj156vnnaW1tJcLFhVENDbwvkxErkXCqpYUktZpEk4mPriQSJPj5kVtdjY/ZTHeZjP3AXTodDYMGMfvxx1m+fDn9a2tpkMvpo9eTmZREeXMzYZ2dOBkMpCuV3NG9O9+UltJvwAAGfPMNETt2EOzqypHZs3neYuGGG24g2NubJGBjZiYTJ0/m4MGDuLu7ExkezoToaDYdOiSc4zU1NfimphLTqxclcXFkZ2djNpuJiIgQvuuOmEmFQsHChQtRXCE7VquV1NRUEhMThXPtl+C4bv1edHR0CEaIvxcXL16kuLiYyZMns2jRIry9vVm+fLnQnX3yyScZOnQohYWFQrxiQkKCcO2WyWRMmDCBzz77jCeeeAJ3d3fWrl0rFPtGjRoljDlPmzYNo9HIhQsXuP/++1myZAkqlYohQ4YI8ZXjxo2jf//+VFRUEBAQQGNjI4FiMXX5+WTabPTu3fvaYkpzs92UTqWCbdv+Rux/Ce3t8MYb8JNM9f8V2Gw2DPn5yLdvRzRkCAwb9rdfrlplJ/L9+v3N5M5mgwUL7KaCCsXfXt+wAcaPt7vnv/8+rxYV8finn/7xZF4mk1FUVHSNC6NCoSA3N1eYNf+zcMcdd3Dw4EE2btxIjx49SEtL495772XevHm89NJLgD2azkHwIyMjefHFFzly5MjviqbrcrPvwl8J/02u3/8pdJH5/z50ndc/DwfJ2rVrF++99x7z5s1j+vTpHDhwQEie0Wg02Gw2wezLaDSyfPlytFotAwcOZPPmzUilUhISEvjyyy9paGjAzc0NrVZLWlqaIIl3u2Km5HjQ1Gq1mM1mvL29uf322/n6668FZ2oH6XE4u4tEIp555hneeustKisr8ff3JykpSeji3nPPPbz//vvCbHthYSHt7e2Ir0jOVSoVI0eO5MKFC4A9zs/RsXf49+j1etRqNSqVSnDXV6vVqNVq/Pz8KC4uxmg0EhISQl1dHW5ubkRGRlJVVYXBYGDZsmUsWLBAGN8rKSmhvb1dMMxzuLGDXd7Z1tZGYGCgYOIXFRVFdnY2CoVCME0bP348d955J1lZWXz11VdcvHiRuro6/P396ezspKGhgbfffpuHH34Ys9ksuMbX1NQI6QOOdW1paUGpVHKdhwdfFhWhvyLFdXd3F0YaJBLJNWkCYrHdfd/Z2VkwQLTZbCTodKQ5O6NWqxnZ3k6pwcAlhULIazebzUK0m1QqpbOzE41GI5Bwq9WKXC4XnP0dEn+dTid8llgsZtSoUbS0tJCeni7Izx3rIbpCSH18fASCLJfL0Wq1NDU1YTabiYqKory8XJDIR0VFsW/fPsFsMDs7m/b2dmJiYhg6dCiXL19GrVaj1WopLCzk9OnTguFjdHQ04eHhfP311+Tm5grnj8Viwc3Njfz8fKxWK7GxsVy4cAGtVotEIiEmJoaqqiqMRiPOV5ynJRKJ0JF1FAYcow5arRZpYyN3d3bS4uVFSns7kn79mDNuHNrSUna2t6PT6Zg0cCBirZYkm42s77/nwaNHudloRDd4MM9/+CHb77+fksJCTru5MVQi4duTJxna3ExBfDzuiYmkp6dzs6cnZSUltBQWchnIksnwNZsRKRRUm834u7khttmwqlQklpbSIBJx3GYjUCKhWK/HaDIhF4mYpFCQKxYzorWVre7ueHl50VRXh19QEM3NzSzw86PBZqNnSwsvXBU32KO0lKayMgY+9hiysDCio6MpO38e7WefsTMsjJ07dzL3oYeEaMy77rpLcHl3mGV+8sknrFixAr1ez2effSaYCTY3NzN9+nQiIyPJzMykra2Nfv36ERAQwBdffMHevXtZvHgx8fHxwvnuGDO5mqA7rpF/NlpbW1GpVNc0PPV6PUePHiU0NJTIyEhqa2txdXVFLpeTnp6ORCJh06ZNPPvss4LiwWKxoNfrUalUwnIc/gw2m41nnnkGmUxGbm4ura2t9O3bF7AXJw4cOMCZM2fw8PCguLgYmUxGqEhEWF4e1nvu4ccff+SBBx5g3759JCQkkKhWU/fyyzQNHEhD9+6MGTOGI0eO8N133xEYGCh4e3z44YesW7cOaV4enD4Nt98urJvJZBLuyY4Yxqt52IEDB/jhhx/w8PBg0aJFv9pvraqqirq6OuH4/tIxbG1tvYYAd3R0kJ2dzY4dO3BxcWHhwoW/+5lBV1TEqddfx/nmmxkwYAAmk4nj77zDkIcewqmuDry97e78Nhvs2WMn8l99BQ8/bF9AYSH88IM99i4uDhxq8ieesJN/mw2WLuWJjg5Wv/vuH0/mJRIJ1dXVeHl5Ca9pNBrS09MJDQ397XvkN6CtrY2nn36aHTt2UFtbi7+/P3PmzGHFihXIZDLAfsI8++yzbNy4kaamJpKSknjnnXeErsSvQVfOfBe68L+JLjLfhb8iPvnkE7Zs2YKXlxfu7u5UVVVx6623/qyMdP/+/Rw6dIiTJ08SHx/P6NGjyc7O5p577uGtt95i06ZNAEJOfGtrKwEBAdTX1yMSiTAYDIjFYlxdXfHx8aGhoYGkpCREIhG9evWira0NvV5Pr169OHjwIDt37hRmGh0xcRaLhYiICHQ6HRqNBrFYTM+ePSktLRViyy5evMiUKVPIz8/n1KlTREZGIpFIOH/+vND5dXNzo7m5GbPZjFKpxGKx4OHhQUdHh1AQ0Ov1iMViodNvNBpxd3cXurQOwurq6kpwcDBWq5W8vDzq6+sJCwtj0KBByOVyampqBPf06dOnc/bsWY4fP87AgQOFxAWH3Lu8vByz2Z5h39zczOLFiyktLcViscefVVdX8+ijj5KVlcXp06eZN28e7e3tmM1mtm3bhlwuJysrC41GIxRGHLLw+S4unASysRc2HDOdRqMRNzc3YWbe4aY/btw4Tp06ReuVefshZjMHr/gBPGW18qrNRpPJhKenJ9HR0VRWVlJTU0NLSwuJiYn4+Phw/PhxQb7u8E9wdXVFKpXS0tIi+AE0NTWhVqvp2bMnp0+fRi6Xc8stt/Ddd9/R0NCA1WrF29ubtrY2wchKLBYLM6wO6bzDf8FoNAppAg6FQt++fUlNTUUikdCrVy/B4d9kMhEWFkZlZaXgLm+z2YRxAzc3N2QyGX379mXmzJls27aNwsJCKioqsFrtUXNlZWVIpVKkUilOTk74+/vj5OREaWkpXl5ewnNxRUUFHR0d1NbWopDLCbmSLd/S0sKkK7GO500m7pFKWSsSMbSjA4lCQW5gII2NjTxutVI/eTKTiop4z8WFI2lpzPDwwNTSQsQjj2A7eZIfcnOxeXkxs2dPZrS3s669nZ1paeh0Ovz8/Ijw92fc2bMk3nADC86cITgsjNbWVjySkzkfEsLwsjLS2tpIk8vxA7TNzVxQq3nebGatmxsaFxeamppY1tDAB0olQcHBHMrLQ6FQcHd7O5vEYly8vbmlpoY3bDYeslj4WiqlwdkZsUjEq8CzwGKbjc1hYfZRBrOZuG7dUIlEBCcn82VICJMnTyYhIYG0tDQmTJiAVqslNTWV/v3709jYyKZNm/Dx8WHmzJkEBATg5+dHW1sbR48epby8nIiICDw8PDh+/DhFRUUMGjSI6dOns3z5ciIjI8nPzxdSBdra2pg+fTojRowgIyODNWvW8NZbbwlk2Ww2U1VVhVarRXm1TPoviM7OTpoaGgh491148UUaGxt5/vnnmT17NiUlJZxMTWVGVBQGlYpWtZpz584RExPD3LlzKS0t5cyZM9TU1BAaGkpTUxO3Tp5M+rlztKtUuLq6snv3bqqrqwkNDeX666/ntddeEwqoDlVLREQE99xzD6dOneLMmTMEBgYycOBA/Pz8SEtLIy0tjcjISHJycsjPz2fWrFl069aNVatWkZCQQGZmJmKxmLCwMObNm8ehQ4f44YcfiIiIICkpiZUrVwrXyx9++IEff/yRvn370r9/f2pra9m/fz8LFy6ks7OTV155BZVKxTPPPINYbPeG37hxI7lZWdyiUpH43HPgKMZUVrL9ww/pd/48GyIimP/oo/jL5dg2bUK0fLk9lq5HD3vcXVYW+PnZ4+2WL4c1a+zLqKqyKx8UCti0yU7iAcxmbI6i05YtfP7xx9x86NAfT+bFYjETJ068poKye/duRo0adU216Jtvvvkti/1/hS6ZfRf+irDZbLS1taHRaP4n5ci/Bl1k/r8PXef1r0NFRQVr165l9uzZSKVSli9fzvz580lPT2fSpEn069cPsO/P48ePM2DAAE6ePMmZM2coLi4mLS2NW265RXg47uzspKqqipKSEqqqqvDy8iIgIEAgmgCZmZnI5XJiY2P55ptvePrppzlw4ACzZ89GrVaTmZmJRCIRuqEuLi4UFBTQ1tYmPPg5OzsLRYHKykq6X+kSlZSUUFNTw4QJE9izZw9tbW00NzczePBgDh8+TENDAwEBAQwYMICKigouXbqESqUSiHtZWRkNDQ3I5XLMZjPBwcE0NDSg0Wiorq5GKpUKOfIOYzVPT0/q6+uZNm0aCoWCzz77jN69e7Nq1So2bdpEZmYmZWVlaLVaOjs7iYuLIysrC5vNxl133SU4Nffp04fc3FwqKyuZMWMGubm5XLx4kZiYGDIyMhg8eDDJyckMGzaM+Ph4vv/+exYvXsymTZswmUwUFxcTEhJCc3MzjY2NhIaGMmjQIOLj4zn43nuEnDzJu0CHRIINaGpqwtfXF4PBgFarpaKiAq1Wi5OTE7m5uVitVqFruEws5l2LhUarlSlSKalXVBc1NTVCJ9PxXkcX3mKxZ6A7FARNTU3XFEN8fX3R6XRCp7qjo0Po5jti/BQKBQaDQTBBtFqthISECOMBUVFR1NXVUVlZiV6vF8YPEhMTGTNmDOvXr6eiokIoKmi1Wurr64WYujNnzgj+BAsWLCA7O5tz587h4uJCRUWFQNYdIytarZaCggJkMhlyuZz6+noCAwOZWFaGr9nMOmdnOkQiOjs7GeXtzd0tLazX6Th+xdRQq9Vy/8yZDP3yS+7U6eg+eDDXX389z6xYgZ+PD3mFhQzXaPAYM4bYEyc44e9PSUsLISEh2M6coVtdHTutVhqcnZFIJHhLpfSVyfiuo4Pxnp6cNJmYM2cOFy5cQHb+PB6xsey8cAGr1Up0dDR9+vTBqbqavZcuMWnSJMGs65H6el42GBhz9iwZt9+ORCq1jyyUlJBSU8PkzEwODx/OnDlz2L59O0kmE6cvX6YlPJyOjg4yMjJ4PTGRbysr+SEvD2elEjcvLx4eM4bUjAx+zM5GLpOh1umoslhY0NjIB97eVDY18aKrK8uu+B28KpHwhq8v9Y2N6GpqWOXsTGlgIAfUaiIjI/H09OTYsWNIy8oYOGcOSpWKjz76CJVKxZLAQK7v1g35m29S39yMi4uLcP48++yziMViSktLGT9+PDfffLNw3lqtVt59910qKiqQy+XMmjWL7du3M3/+fPbt28f58+eJiIigqqoKV1dXHnjgAfR6PS1X4iEdXWUHbcrPz0ej0eDr63vN6yUlJYJiyYGWlhaeffZZHn30UUJCQv7Ua/1vgskEv1fR9vbb2JRKvlQq0X36KTmxsXDF3O2xxx5Dq9Vy6tQpPvroI1asWIGfnx95eXk0NjaSlJR0zaK2bNlCUFAQqamp1NfXEx4ezrBhwygrKyMkJITw8HDefvttLl26xIoVKwi7KrP+ww8/5MKFC4wdO5Zx48Zx6dIlDh06REREBAqFAplMRmFhITNmzLjGrD0tLY1du3bR0tLCE9OmkX3sGE02G6EzZrBnzx58PT25vaiIvTk5RNx8M9EzZ9Lc3EzWU09xwWTigTFjqI6L491t27jL35/d+/fT+/HHGejtjX7PHpK7dyf0k0/4NiICt8BA7vL3RzxpEnqDAfPu3Wxvb2fGjBm4lZTY/QjOnePEV1+xXafDxcWFhwYMIHvdOkb88MMfT+bv/GdzE1ft3P9WdMnsu/BXhMlkYv/+/YwbN65LjvwL6CLz/33oOq9/H1atWsWJEycIDAzk/Pnz9O/fnx49ehATE0Nubi79+vUjMTGRs2fPolKpkMlkJCcnk5CQQEFBAWlpadTV1ZGRkUFpaSmBgYFUVlayfPlytm7dSmtrK55XYopqampQqVT06tWLoUOHsnXrVsHrICQkBKPRyOjRo9m6dasg1wZ7p8xhPtfa2kqvXr1ITk7G2dmZuLg45HI5vr6+FBUV0atXL55//nlhbGDFihWcPHkSf39/Ie9+7NixVFZW0rNnTz766CNMJhOhoaHExcWxbds2nJyc0Ov1guOxg7w7yKXDeVgkErF161aefPJJLl26hFwux9PTE29vb8H5v1+/fsLPffr0ISsrS+jcA8yaNYsxY8bw/vvvU1dXR3R0NHV1dcyYMYNHHnkET09PIVKrtbWVoqIiWlpamDx5Mr6+vpw5c0ZwpPf19aWmpoagoCAGDRqEZ0EBgUolVXv3MnTJEl4+coRWq5XCwkICAwOJiopi9+7dpKenC+MQwcHBdq+B06cp9/KiymiksaqK8ivb7HDmd5h/Xe36LJfLhQ65gzRaLBY8PT0RiURCpNScOXPYs2cPzc3Nghmi4/02mw2ZTIZEIqGtrQ2RSCQkLTgc5x1GdY7XZTIZHR0dmM1m3N3dhb+3WCx0dHTg7+9PaWmpoMJwLPPq1IurzzU/Pz86Ozux2WwCgWtpacHHx0coJgzy9qaivJw6i4X0igo8PT0JstkoqKrCS6slYdw4weQwrKoK1GoOlJaSlpWFVCplmdXKS2IxCqWSCbGxROp0FISEsOOHHwSnfF8fH6zl5aijo3Fzc0MikVBZWcm08HB2nDvHbc3NVN11F9u3b8dkMmEwGDCZTPTo0QONRkNUVBQ7duzAYrHQv39/2traqKysRKFQ0Lu+HoWvLwFDhpDV0ICnpycnTpzgmYgItAkJ5Or1FNlsnDhxgvHjxxMWFsbWrVsFF/2WlhZajh9HqVYTKBaTk5vLfqsVFycnxoeEkK1QoEhJochoRNazJ6K6OopbW+kmEjHWZuMDuZx77rmHg+++S4HVSlNbGxODgqgvLSVdLEbi7IyHVmu/pvj58Up7OxtaWjguk9kTEioqmC4ScS4kBA+ZjAaLRcisF4lExMTE0NbWxosvvsiCBQtYtmwZJ0+epKioiMcffxyTycT69euZP38+fn5+7Nixg6+++ooRI0Ywd+5cdu/eTXR0NDKZjLfffpvAwEB8fHwoKCggLi6OIUOGsH79ekwmEwqFAqlUSlRUFEOGDOGZZ55BrVYTExND8f+x99/hcdbXuj5+Ty/SjKRR712WZUuyLbl3Y2PAxpgANtWEACGUEGJa6M10CCG00Ivp2JTgAu42uBfZsmT13jUaaUbT++8P6f1sOPvs79kn1z6/vUO0ritXhCWN5p15Z+Zdaz3P/bS2cs0117BhwwYmTZrEDz/8wOrVq/n000956KGH+Pjjj1m6dClZ/wswrr29nZSUFEFl/39eH34ICxZAWtr/3e+FwyM++V27YNw4wu+8A08/jdvtRqlUCrX0f3X9lFj/fyqPx8Mdd9yBUqnkySefFPwFLJYRebu0lA6HYe1aQo88QtM117DnnHNYvnw5yW1t0NGBMzOTd9eto2vCBLRaLde1tJD8xhvIFQro6eGDXbsY6uwkf/x49h0+zMIFCzj22WdMu+wyxr3/PsZXXuH48eMc/fprgqEQnpgYlu7Zg/eRR9i8eTMLjEYmzpvHwDvvsD0ignv/9jcsFgvfX3EFSy+5hPjrr/+vb+b/FWpMZj9WY/WvWWPN/Fj9q5Tb7cZqtZKcnExPTw9//etfhXw6MjKSvLw8WltbueKKK1i4cOG/Uz0cPHiQb775hpaWFtHktra2UldXR25uLt3d3Sxbtgy73S5ylWUyGSqVivHjxwsJtFar5dixY9jtdrHNOuecc9iyZQsdHR3CZyn57YPBINpRT/fQ0BBqtZpFixZRUVFBTk4OU6ZMweFw0N/fT3NzMx0dHcyYMQOFQsHp06dJS0sjKiqKiy66iG+++YZDhw5RWFjIWWedRXd3N7fccguXXXYZHo9HRIytXr2a5uZmQZDu6ekRzYNarcbtdgvZtpSqEB0djcViEXaD3t5eNBoNqamplJWV8emnn2IymUhMTKSwsJCqqipqa2sxmUykpqaSlZWFRqMhIyODqqoq6uvrKS0txWq1smbNGp566imUSqVosKOjo8nJyeHAgQPI5XK8Xi/a3l6ijEZuTUigc9YsfujuxmKxUFJSQkREBKmpqbS1tTFr1iyee+45br31Vt5/4w3SU1OZum0bB5KTOeL3MzAwwJIlSzhy5AiZmZnY7XYqKyuZNm0aVVVVOJ1OjEYjer0et9vN0NDQzwj6CiBCLscll3POOecgl8vZtGnTyPdGG2sJsqhQKJg1axYHDhzA6/WKBlyr1aLX60XzHgwGhaoiOzubrq4uPB4PKSkpLFq0iJ07d2KxWFAqlYLn1NraSlRUFMPDw8TGxmK1WsUg4n+NoZI2vcnJyXR0dBAZGclqg4HWiAh+7OjgPLebbXI50zMzSfR4mHLHHTS+9hqtTicnQiGmOp30xcYyIJdzvcfDj8XFnDh1isdDIW7zeDAajVgtFl4IBtmTm8sPTic2mw2v14tarcZoNNLf309RURF2ux2Hw8HVfX1YIyIYlss5lphIKBQiNjaWe+65h6SkJG688Uba2trwer1kZ2eL9ASFQiFSFbRaLT09Peh0OjIyMoiLixuJ8tPruby+nlcKC8XAJDU1lYsvvpjvv/8en8/HypUrAXDYbIzXaonYvp2m2bM52d3N1m+/5U6Xix3z53N+ZSWfJyYy4POhk8v5dTBIU3w8X+7eTcNocsHcoiIKHA7cc+ZQ89VXnPJ6+ZXNRn1MDEedTkpKSrCePEm3TMZclYrDajVer5flGRn8va4Oh8/HX9Rq7vrJgEaKbYuIiKC4uJjExER27dpFfn4+RUVFHDlyRFhcpFjF0tJSUlJSBPNg3LhxyGQy1qxZw8SJE8X7XigUYt26dRw8eJC//vWvJCcnox1VTWzZsoUXX3yRDz74gISEBORyOd9//z0HDhzgD3/4A9988w3Tp0+nqKiI7du388EHH7B69WoRmXfLLbcgl8txuVzcdtttFBQUcPvtt/8MNHn06FGOHz+OSqXi2muv/S8j/4d27SJst6O44IL/u198/HFYu3ZEJm6zwZtvwh13/Jfcp//K6u/vp729XfADCIXg7rvh0Uf/jSTf1DQylLj+enj3XbjqqhG/e1UVJCVBXBzWjg4iR2GWQs0QCv2bx/3VV+H3v8dut7N+/Xp+nZ+PPiUFMjNHBgcAlZVw+vQIDO/TT+HWWwmHw5x45x3aN2+mePZs1BdfTMaocmPbTTdREB1N9pNPjjXz/0hJzfzQ0NB/GLUxVmP1z1ahUAir1Up0dLTwBI3Vz2usmf/nq7Hz+r++hoeH+eqrrzh06BBms5n+/n5uvfVWLr744p/93JkzZ8jNzQXgnnvu4b777iMYDHLJJZcIkv2SJUs4efIkUVFRNDQ0iC27tHV3Op1cf/31VFVV0d3djVqtRqfT0draSlZWFrt27SIiIgKTyYTf7ycrK4sjR47g8/nIz8+nra0NGKUJjwLXDAYD6lEYV0xMDAaDgcWLF2M2m6msrMRmszE0NMSSJUsYHBykvr6egYEBBgcHUSqVXHDBBcTExFBXV4fL5cJmsyGTyaiqqgIQ+doSqC0iIkJI8qUm0+Vyifx0qTnU6XSCtu90OklMTBQxbDKZDJPJhMFgYP78+fj9fqxWK83NzaSnpwtwXENDAwaDgSlTphAOh6mvr+fee+/lhx9+oKenhxMnTjA0NIRMJmPChAnk5eXh6Oig9NtvWT9xIv5wmLlz5zJ58mQqKiqIiorixx9/JDY2Fp1ONwJs0+nIr6sj84Yb+PLbb7nooosIDQ6y+ccfqamtJTk5GZlMJpQGv/3tb/nrX/+K2WzG4XCQnp7OzJkz2bp1K6v0ehTBIJreXv78k8tNabsWFRWF1+vF4XD8LKYuJiaGhIQE3G43s2bNYvPmzSLPXqvVYrVaBVnfZrMJEKD0PMhkMuSjkneVSiWYAhK1XroPap+PlIwMPIxwBWSj0nmlUikGRnFxcfT19vKk38/twSDJaWksVypp7uhghkzGhyoVPUBWVBQ3uVw8GArxkMvF3QoFyampLBocJK64mB9cLiZbLBxJSKC5uZlgMIjDZkM2ygOYPXs2Q0ND1NfXk5GRgUwmo7e3l5KSkpGowK4uVg0P87eoKHptNnEfHQ4HWq0WjUbDvHnzOHHiBF6vl8zMTIqLi9Hr9VRUVAAQEREhNsQHDx7E7XYTFxfHjBkz+GHfPmyjDAxpkNHS0kJUVJQYqgwODuKw23k9KorjCQkc0utHhgHp6dw9NETDtdei/uADDhcX8/rrr/P555+T/P77hPLyqJswAbVaPRJpt3UrN/X08K5SyXyHg6qFC7myvJyuL77gUFERQ4ODXHjwIHfJZEw0GJiclkbCeeeR89prrPX7cbrd/NbhYLPRiGMUkPiroiKShoZ4tqGBgdFBWnZ2tlBnSM/5smXL+PLLLwWjIxQKcdFFF2G1Wjl48CAxMTHYbDaysrKYPHkyvb29mEwmampqKC4uprm5ma1bt4pzuL29nbvvvpulS5eyZs0ahoaGxFDtxx9/JC4ujuuvvx6/34/JZGLXrl0iLm7Hjh1s3bqViRMn0tjYyIoVK6itrSUjI4MFCxbw/fffs2PHDpYsWUJhYSF2u513332XpUuXMmfOHDFAe/HFFyktLSUnJ4fe3l42b96MVqvllltuIT4+/j+0oL2wbh36o0cpuO02Fi5c+O++HwwGxaBVAAPD4ZEm9skn/+8+WP4n1O7dMDQEjY3whz+MbOfD4ZGoPqUSvN6R7ycmjvzsokUjv3fvvSMDgPr6kfg4iTfz8MNw7rmEamqwrljxb9chXV1w550j/nnpsfd6Rxr/Rx8d+ZvSv/v9YhjAT65hvlm/nqLNmyn4fxFN969QYzL7sfollt/vZ9euXSxatGhMjvwf1PHjxwVlu6ys7L/77ozVf6LGzuv/d+VyuUTD96c//YmcnByeeuop1q5dy3333fezBJvnn3+e1atX09XVxeeff05+fj4HDhygpqaGjIwMzpw5g8PhYNGiRYLcDiMkYo/Hw2OPPcbOUdCP2+1m/PjxABw4cAC1Wk1iYiJTpkzh3XffJT09Xfi4p06dyuHDh0VzLfngZ8+eTWtrq9jOer1eIiMjCQaDpKamkpeXR0lJCRdddBEvv/wydrud888/nw0bNohYs8zMTJEF3tPTg1arJTY2lpKSEsxmM/Hx8axZs4aXX36Z/Px85s2bx5///GcOHTqE3+8X2z8JuKZUKpHL5WJLKlHmpYGA2+0mKyuL9PR0Tp48yfPPP89tt90m4ugkAr3dbgcgOjqauXPn0t7ezowZM1izZg12u52rrrqKs88+m/3794ss+7y4OHosFs46/3zOPPkkVp2O5Lw8emNjGRwcpKqqitzcXMLhMHdrNHxgNnNTVBQHZ85E5/GQuHcvC1esoGXyZD767jtcnZ3IQiFUGRnY7XYmASePH8ealcXic87hk08+Ydy4cdzS1sY7+fnM37OHR9xuep1OyjIyULa00K1Q0D16/AqF4mcbVgliOF4uZ5FCwefR0bjdbrxeLwBGoxHHaBZ7KBTC4/GIxzcYDBITE4PH4xFb9xStlpjkZKKSk+nr6xORjEkeD791OlmnUuFUqUYiGAMBIpVKukIhnKPDmThghlzO6fR0Ojo6yImL4zKZjJrubr7RasXjvMDvp9PjoSAuji1eLzabjRiZjJlAm0JBrdeLXKslHA5z/vnn4/F4cLlcDA8PU1NTQ0xMDFFRUbS0tCCTyQS/KS4ujtTUVMydnQw6neTl5ZGUlERlZSXDw8NotVpxzF6vVzAKXC4X0dHRREREiNdrY2Mjbrcb+ai/OTIyku7ubiIjI0lPT0cul4soxJ8CEx0OB+effz5OpxP1vn2cW1TE5JdfZu/evTQ1NfHd55/jdTgwxsXhkMnIysqip6eHRL2e6ePG0T0K9poyZQqdnZ1kbNuGfniYA+np+LOy6GhpYZ5ez3a7nbsuuoj0ujqaFi9m3tSpVF1wAR9oNFyXlcWxmTM5cuQI8zIzMaak8Pf9+ymLi2Nqezu9Dgc7QyGqfT5qa2tHBmkyGUqtlrSsLDIzM9m/fz9apZJxAwPUjG7S+/v7UalUggciDS8AVCqVGBRKHAi/308oFBI2IEnqb7VaSUlJYebMmVRXVzN16lRkMhl/+9vfGD9+PDfddBMFBQXU19fz3nvv0d7eLgB/ZWVlfP/997jdbpEAMXv2bMrLy4UKIyYmhkAgwMMPP8zQ0BBKpZK0tDRKS0tRKBS0t7eTnJzM5MmTcbvdrF+//mfWpcTERK677joMBgOHDx/m8OHD3HzWWTzywQfEJCWxbNky4uLi+PDDD/F4PKSmpnLkyBEWLlzImTNnSE5O5porrxxpdM8++2efF+FwmK6uLhISEoTMXkqx+G/h2TgcI9F6P/3b/f0j/7ZjB8TGwpw58NhjI826QgF2Ozz77MiW/quv4NZbR37vnXdg9ux/A9pJnv+ODqiqwj9+PLvq6n5+HTI8DP9rAz40NEK1P/vska39/0cd/PBDTG+9ReHevWPN/D9SYzL7sRqrsRqrsRqrf6twOCwAeOXl5Rw7doypU6dSVlbGypUraW5uZv369RQXF3P55Zej0+morq5m9erVxMXFsXDhQqqqqrDZbNTU1PDCCy/Q2trKk08+KS5cs7Oz0Wq1ZGZmMjg4iM/nEyAzn8/H2WefzfHjxxkcHKS3t1cQ6IuLi5kwYQKDg4Ns3LhRNHHhcBiVSkVubi4ymYzs7Gz8fj8NDQ2CLj5x4kRKSkrEdjocDnPvvfdis9nYs2cPS5cuZfv27Vw/6lt88MEHSUpKYufOnUyZMoWuri60Wi0dHR0YjUbmzp1LQUEBf/nLX5g8eTKBQACfz0d6ejobNmwQjXt0dDR2u13EsUmbQ7Vajd/vF3J9vV6Py+WisLBQRAN2dHSgVqsZGhpCq9Vy4YUXsmvXLpxOJ7m5uWRkZCCXy9FoNLS1taHX62lsbOTS4WHqVCrccjmXZmWxLzaWnOpqNDfdxPCePchrathuMHC92czDKhVFdjtToqLI12r5ISODtORkcnftoikqiskxMexvbOTHyEjm9/XhNhhY87vf8cWHH+I77zx6enqQBwLcXFTEuqNHydVouOLWWzly+jSB998nfc4cht97j0fkchLz8igsLGT69Ol899xzzFKp+Nznwz80xO/8fl5QqehxufAEg8LC4LNaeSgcRgPcFwoRGm2mklQqzh4eZnsoRNPoRbxRqeQZpZL1sbEsCwSoXryYb7/9lrmAMSqKQbWarJYW3giHkQFPy+Wcio4mwmLh9dHzf4Zez5HRwYBMJkOn06HRaIiKiqK3t5esrCxaW1vFsCE+Pp5AICCggJlqNc85HPwuPp6ikhI6Ojro7OwUwxxAKBO8Xi8RERF4PB4KCgpEIkRdXR3jxo3D7XZTX1+PyWQiHA6LWDOz2YxarSYnJ4fBwUHcbjehUAibzUZhYSE1NTUj9ovRYYLESbBareJ4Ojo68Hg8xMfH097ejlarFfF/EyZMYPfu3SQlJXHPn/7E048/zqDdjkKhID4+nqWzZnHDDz9wv0bDEasVu91OYWEhAwMDgoOQlJTE8PAwOTk5NDY2Mi03l+vvvptjx4/z8ssvs1ip5FR0NAq3m6zkZEwFBRw5coQJw8MkZmRwRiYjMjaWxYsX09vbS8GJE8T+7nc03nknG6xWslJT0XV1sT8uDrlcjkKh4M6ICHpdLl6x2dDpdCPgxP5+JhcV4enu5nWvV1DsV65cSUREBMePH+fQoUOYTCbUajXR0dE4HA6mTp3K8PAwFRUVWCwWhoeHxQBJp9MxYcIEqqqqCI56+SXoY0REhFDXaDQawuHwyFBErWbq1KnU1dURDAaJiIhg9uzZHD9+nPnz59PT0/MzRZPL5WL8+PHk5ORgMBg4//zz+fHHH6mvr2f69Olcd911fPPNN/j9fgoKCti9ezdtbW3cddddWCwWDh06RGtrK4FAgPr6epYtW8ZvJkwg/OWXtP7613z69dd4vV4uu+wyqqur2bNnDy+++CL33XcfycnJqFQqSuPjmTl3LhaFgo8//pjIyEjq6uqQy+XCvnH11VdTW1vLK6+8gkwm46677sJoNPLZZ5+NgCTPPfdnny9fffUVFRUV3HfffbS3t5Oeno5Wq/1PfTadHmV/TJ4y5d/+0eOB998fkcn/1ELwwQewZg2YzdDQAGVlI838unX/9jPr1o1I4xcvHomNA2hrA7V6RHo/dSr8o6rtDz6Atja6r7mG5NTU/88hR80339D31VcsfP/9sWb+H6kxmf1Y/RIrFAoxMDBA3OiH3FiN1S+hxs7r/55666236O7uFuR7p9PJqlWr2LdvH9XV1UycOJFFixaRk5NDdHS0aLSPHDnClClTePvtt1GpVKSmpooL/dOnT4u8eiknXfKlNzY2kpKSwl133UVNTQ179+4lHA5jsVgIBoMkJCRgsVhwj5KAPR4PGRkZ1NTU4PP5UCgUGI1GtFqtIKmbzWa8Xi8lJSUUFhZy4MABZs+ezf79+0lNTSUtLY39+/czZcoULrjgAqZOncqjjz5KTU0NWVlZIrYsNzdXeMo3bdqESqUSfnulUikitU6dOkVqaioOh2NEYu1wEB8fT1lZGcuXL+fjjz9m69atqNVqIiMjycnJ4fTp0+KCz+VyYTKZhAKhsLCQuro6lEolEyZMoK+vD7fbLXLoTSYTAGazGbfbjQp4F3hryhQccjmxsbHk7NpFn1KJLikJzGYM6elEl5SgHT+e5KQk9j3zDAllZURNmMCPP/6IurGRtIULcfn9VFdXk6jVMikY5MXKShITErjT4+HVqCjUej3T+/ponDiRvr4+Vq9axa+cTp7p7SV/wwZejojg/Px8JrtcJN5/P3PnziUaWPfMM9Rt2sS5LhfutWt5bt06ItVq7gL+7vOxYXAQhUJBekwMcTExmM1mmsxmZKOb/XlaLQVpabR0dbHX7ycQCLA6FKIqFKJSJuMmYE84jFEu50KZjBdMJhJTU1kwcybbv/qKPKORUoeDvzgcPBERwZb4eFx2O5cHgzzg9ZKQkEBnZyderxePx0MoFEIulwsJsl6vFwMcSW0QCAQwyGRcplZTVVYmIhAbGhoIh8PExMSwcOFCBgYGqKmpETaCYDBIX18fSqVSRCY6HA7UarVoEhMTE7HZbDgcDmJiYkSz3Nvby+zZs3+W3KBWq5HL5VgsFgHOk4ZcMpkMn88n1A0dHR34/X4SExMxmUxotVoaGhqIioqiq6uL6OhooVRpbm5GoVBgs9mYFxlJsKQEuULBmTNncLlc4ly22WxoNBrS0tLYtWsXcXFxREdH09raCkBqairL2tvpnjSJcrudN0etJrGxsTidTtLS0jhz5gxarRadTodKpWK+203MwACNM2eiS05GoVCwf9cu1lx/PZ9//jl3nncesZMmkbV1KzXnn8/pqirS09NJfPVV0l57jaY//pFDWVnctG4d7733Hn3t7Zx14gQHp00jITeXhIQE9u3bh9lsprOzk76+PoaGhtDpdCQnJ7N4dDCUm5vLyZMn8fl8JCUloVKp6OrqQqFQEBkZiUajob+/n8HBQbGpLisrE3DCmJgYIiIihK3H7/eLAV9WVhY2mw2FQoFerx9ROyQmotVqqaurQ6vVkpeXR39/P2lpacyePZvU1FQRz/j000/T2trK3Llz6erqwmazceONNzIwMABAQUEBgV27qHU4cCQkkJeXx4UXXkhERAQbN26kr6+PX/3qV0Lx8vUllzCYlkZnTAy//vWv8Xq9GAwGoey58847WbBgAQcOHOC+++7D6/XywgsvEAgEuPzyy/noo4+46KKLiIqK4syZM1gsFnw+HxMnTuT999+nqKiIzs5O5syZw6lTpwgGgxQXFzN+/Hi2bNnC1VdfTWxsLJ2dnRw9ehTz4cPkHjnCrM2biY6OHundKiuRWa0Edu/mz8nJdHZ18eCttxJ69VV8a9dy5swZnD/8wPk33YSypQVmzfq3DzezGSIj8SuVNDY24nQ60Wm1bL/zTgrPOouz/vAHPvvsMzo6Oli8eDHjx4/n0KFDAi760+sQi8XChg0byM7OpqysjFiTieozZ3j22WeZPHkyLpeLCy+8kOPHj3P55Zf/rLnvPHGCE88/zwUffzzWzP8jJTXzFotFfBiO1Vj9s1cgEGDfvn3Mmzfv/3+k1LEaq//HNXZe//dUOBzm4MGD6PV6vvrqqxGQz4kTKBQKLrroIvbt24fRaGTZsmXCHxoOh7nnnnu4/fbbaWlpYdeuXWzevFnAnyRvr5TX3d3dLfLnJ0yYQFdXF4FAgMjISCH/lSjoN910E9OmTcNkMnHPPfcA8M033xATE8PAwICAev00812pVIoMcplMRkxMDAA5OTnU19cLor1EjI+KimLGjBlUV1czODjIm2++ydGjRxkYGKChoYGEhATOPfdc7r//fu68806++uorvF4vg4ODpKenExMTwzfffMPQ0BBXXnklNpuNiooKdDodFouFwcFBNBoNq1evpra2lhtuuIGvv/6av//97yLrXGrk8/Pzuffee9m4cSObNm0iMjKSUCiEy+UiJSWF+Ph4mpubcblcOJ1O5HI5er2epKQkBgYG8I9mxydERaGrrsZcUCCGLoFAgIGBAWFdMBqNAvyXnp7OpEmTuOeee3j77bdpa2sjMzOTyy67jMceewyH3Y7r2DFui4piq0qFb8YMjh8/Tnd3N2uDQdwJCchWraKuvp7Jkybx3ebNLFuxgnHHjzPHZKJ/9Wp+c++9hEIhent7ufnmm9FqtVR+8QULCwqI9PnwHDrEfpeLb5RKoqKieCY6mmf8fnLS06nZvp2qUIhSICsQQKNQ8LVCQVihGImzCwSYHR1NXTBIp8OBQqfD4/GQJJdzi1zO62o1g34/Sr2egMNBWK3mdz4fn/j9dMtkItnB5XJhNBrFUMY72uhLUEZJ3q9UKklJSaG3t1coRQwGA3FxcbS3t+P3+zEYDHi9XtEsSUR/SdY9NDSEQqFAq9Uil8uJjo4mJSWF1tZWERkoDQ6k5IFp06Zx7NgxoRiQYgTdbjdJSUmUlZVhNpsJh8McOXKEqKgoIkYzwltaWkYa3sREKisrBa8iKSmJ2tpacd8NBgM5OTl0d3fT29tLVFQUTqcThULBhAkTiIiIwOFwiPNQup2HHnpI8DUSExOZNWsWJ0+epLu7m6l+P2l+P1mBAH9LTAQgOzsbs9nM8PAwaWlpvP/++9xxxx1ERUXR3t5OUUcHtQkJBNVqampq+GbiRK7p7CQmNpaLqqt5QaEgqFSSGhGBLC4On9OJ2+9Hq9NxUW4ui6ZP58dwmMH6ego9HoKhEO2NjRw2mQgGg5hMJi602znvllsITZ/Ovv376ezspKOjg7mBALbkZM4MDVFbWyssHG63m0WLFrF9+3bRpCcmJgoJ/fTp06murqaoqAilUsm+ffvQ6XT09PQInobkh1epVAwODhIMBtHr9ahUKsEdyc7OprW1FbVaTSAQwOPxCOXF7NmzsVqtVFRUoFAoUCgU5Obm0tDQQEREBFOnTqWhoQGXy8XkyZOZnZiIPTGRQ4cOceLECVQqFWq1WrAZpkyZgtFo5EazGd+tt/L5pk04nU6GhoaIiYnBbrdTVVVFXl4egUCAzMxMUlJS6OrqYvHixQSDQSwWC1lZWaxevRqZTMaLL75IREQEw8PDuN1uJk2aRHFxMV988QVHjhxBr9dzzjnn4Pf7aWlpYerUqXz88cdotVrS09MplckoLynB8u23vN3aij0jg2AwyMwffqB5/nysfX3o8/K47Ior+PuTTxLr8XB8NJ4zq6aGWV4veZ99Rld/P0lJSTgcDhH5eezYMQELbW9v58baWvbFxfF5Xx9XXHEFpaWlbNq0iY6ODoqLi3G5XDQ0NOB2u7nhhhvQ6XRs2rRJ2MI2bdoklF6PPvooBw8eJDo6mg8//JBJkyZhs9mYNGkS27Ztw+l0Mm3qVOqqqnhkDID3j9WYzH6sxmqsxmqsxuo/V9XV1dTW1hIKhcjOzqa8vByn08l9992H2+3mgQceIDo6moaGBjweDxs3bqSwsJDi4mJKS0t588036e3tpbu7mzvuuIOKigpcLhezZs3i6quvxu/3M2XKFHbs2CEgaFOnTqW+vp6+vj4UCgXjxo3j0ksvZcuWLeLvLF26FLvdjk6nIyUlhWPHjtHW1kZGRgatra0sWrSIHTt20NPTg9frFY1XMBgUWyuFQsFNN93Ep59+OhLLZbNhMBgIh8NCIi9twdesWUNiYiIymYzXX3+dc845h5UrVzJu3DheffVVoWSQZLkSvM3n87F69WqamprYvn27uC+5ubm8+OKLeL1errzySrGNTU5OZnh4+GeUf5/PR1FREcPDw9jtdgwGA01NTQI0KDWFGo1GeH7dbjc6nY6kpCR6enpYvHgxlZWVWCwWMjMz6ejoID8/n+7ubiEVTk5OJhgMMn78eC655BK++OILFAoFO3fu5KGHHsJms2EdHOT2m29m0fLlWCwWcnJysFqtJCYkENXejjs/X5D9DV98wfZAgASHg/q0NPQRETidTiwWCxMmTKC1tRX5qIrg6quvZvmyZXy/fj2JxcV0dnXxxBNPsO2WW6jq7ETX18fpQIDW+HgSQyGWFxXhS0jgNw8/THJKChqNhlmzZokkAavVSkdHBz6fD41Gw1WBAIf8fipBNOLSZl3yUMtkMpHeEAwGRY59eXk5b731FgaDgUmTJrFjxw70ej0ajUacsxInwev1iuGKJIWXbltiAGg0GiHZ12g0IhJQp9MJ4F0oFCIYDJKZmUlBQQGHDx/G7/cTDodxuVzodDpcLheZmZn09/fj9/t/phwwGo3ExsaiVquprq4WKoO0tDTcbjdRUVGYTCa6u7uxWq34/X4h109KShJ2j+zsbLKysjh27BizZs0iGAxy+PBhsrOzBaCyoKAAp9NJW1sbLpeL1NRUXC6XGITExsaSkpKCzWolsb+fRLmc/aO0eIPBgFKppKSkhM2bNwuJumTJmT17Nt9//z1WqxWlUsmvXS7OZGdjmjSJBd9/z4EVK6g+coTfWa28l5vLtDNniDn7bKqBH374gZRwGH9CAit6eqiNi6PB7yd6cJBjXi+PPfYYRz/7jCmNjdTLZPh0OnqLiggEAti6u3nEYKB08WISHnqIfrOZl156iaGhIWHhSUhIEOA7q9XKFVdcwSWXXEJPTw8mk0moKEwmE8XFxVitVnw+H4ODg8jlcrKzs+no6KCwsJCIiAi+/PJL5HK5SHXQaDQ8+eSTWCwW+vr62Lt3Lx0dHULxEAwGiY+PF+f40NAQN910E5999hkul0ukRPT09PCgx8OTCgWKyEhko1GOU6ZM4dSpU8IiEA6HifX76ZPJ0Gq14j2kqKiIhoYGcZ4mJycjl8tZvHgx+/btE4PUjIwMent7iYmJEQ38kiVLWLZsGa2trVRWVlJRUUFvby+9vb1MnToVtVrNwMAAvb29lJeXc8MNN9DU1MThw4f5lc1Gc2IiLoMBRSjErqoq4uPjcZ4+zYW3385AbS1ZHR3sT0hgxeLFlM6YwZ9feIH29nZ+ffXVND/7LF8rFPzqoouw2+2Ew2HGjRuHw+Fg9+7dFBUVMXPmTHp6evjoo48oKyvjsssuIykpCUBASBMTE4mOjqauro4//elPaLVaVCoVUVFRvPDCCyiVSqxWK/v37+fkyZPMmTOHefPmMTg4KNhse/bsobW1lcsvvxyVSsV9997LtG3buPDEibFm/h+pMZn9WP0SKxQK0dPTI95kx+rfV319vcgzLigo+O++O2P1n6ix8/p/bnV1dfHKK6+wbds2Jk+ezKJFizhw4ADnnnsu5513nohiS0hIoK6uju3bt2M0GmltbeXbb7+lpKSE1NRU3nzzTSHllC4CzWYzCoWCyZMnU1NTI6BwUVFRTJo0CZ/Px/Hjx5k+fTrnnXceW7dupampCYBLLrmE9PR0vv32W3p6esjPz6ehoUFIUNVqNQkJCSQlJVFRUSEI9X6/H61Wi9Fo5Pnnn2fr1q00NzfT1tYmYugkKazdbhe+/by8PFQqlQBtxcTE0NfXx4YNGyguLubDDz9k8+bNrFq1ipycHE6dOsXu3bvJzc3lww8/FJ7dzMxMnE4nHR0dDAwMiEazsLCQtrY2Aazq6uoiKioKt9tNeno66enpvPXWW3z//fesWrUKuVyOWq1GJpPhdrtRq9WoVCqRuy5FCObl5QmafnNzMwsXLqSrq4v6+np8Ph8w4vH3er3ExcXhdrvJzc0lNJppHwgEKCgoQKvVkpiYSGdnJ+np6VRWVnL33Xfz/PPPc3l5OZN+/JH98+ezu6aGpUuXMjg4iN1up66uDpVKRVJSEmazmYaGBvR6vZBZp6en09PTQ8epU1w+bRpl3d18WFDAsuXLCYfDjB8/nry8PEHplrzKUo53W1sb8fHxxMbGUl9fT0JCAsPDw6jVak6ePMmyZcvYvXs3VqtVWB/6+/tFYy9t2qUmXBq2SP9TKpVoNBp0Oh02m01AzAYHBwVcTaPRiAZegq/m5ubS2dkpIGuBQIDU1FQxqJGabmnbKv2tn9or+vr6BDiyq6sLgGnTptHe3i6SAMxmMzqdDpPJxOzZs6msrKS3txer1Sp83NIGOD4+XkAnAeRyOVOnTuXMmTOEw2GmTJmC1WqltbUVu91OZGQkdrudK6+8EpPJxNtvv43b7Uav17N8+XIaGhoIBAKcOnUKnU5HWlqaYFpkZWVx+PBhGhoayMvLQ6FQMDw8LNSyHo+HBQsWMDAwQEVFBXa7XQxWPB4PF02YwPHGRgaUSjJjY0kbP57h4WEWHTvGIYOBa9VqVnV0oFAqueqqq0j95BNqpkxhdnc362w23B4PM51OmlNSaOvr4+y4OBrcbgIaDbf5fDxvNJKXl0fE8DA/NDSQGBlJkkqFefR173a7SU1IIHqUm1BTU8M555zD6tWr+eSTTzhx4gRz5szh0UcfZfPmzdTW1tLZ2UltbS2rV6/mtttuY+7cubS2thIfH09SUhLXXHMNGRkZ7N27l/Lycpqbm5k5cybr16+noaGBG2+8kZSUFG688UY6OzvJy8vD5XJhNpv55JNPUCqV/O1vf2Pv3r3iPLXZbKSkpIhs+ykeD4k9PUwLBnl3/nyGR7fuWq2WuLg4Tpw4QcDp5PqoKP4+mnBgMBhobGwUyoCioiKhLpCGVxIDJTs7W/AEFAqFsIWEw2Fqa2tF1KRkK8nIyGBoaIiysjKCwSAzDAa6Dx1Cr9XSPH48FRUV3KbR8K5SiXloiEvDYapLSgg4naxUKnlzcBC3y8VDHg93BoM8LJPxVV4eEaPWpvr6eioqKlCpVCQkJJCdnc22bduIiYmhtLQUo9HI9u3bSUxMJBgMMnfuXCorK8nMzMRsNlNXV4dCoRAxlytWrKCxsZEXXniBN998k++++w6NRsPEiRNxuVxMnTqVgwcPIpfLiYuLw2q1smPHDh577DHa2to4ffo0drudG264AbPZzIYNG7iiqYnV1dVjzfw/UmMy+7H6JVYgEODAgQPMmjVrTI78H9RYNN0/X42d1//zy+Vy8eKLLwov/JYtW/j00095+eWX0Wg0PPHEE0Ly/t1334mM7E8++YQ333yTZ599VuSxP/DAA+Tl5REOh+nt7SUtLQ2v18u2bdtISUkhLy+Pv/71r7z99tvs2rVLSBmlBnXatGl89dVXjB8/niuvvBKFQkFXVxcbN25k5syZ1NbW0tLSgl6vp7+/X0R+xcbGkpWVJTyekhdYireKiooSW2RpGFBWVkZFRQU9PT3k5eXR2dnJ9OnT0ev17N27F61WS1JSkth+rlq1ij/84Q/09vZy0003cfXVV3PhhRfy5ptvMm7cOPLy8vj++++prq7GaDRy/Phxent7xYY+MzNTXCwbDAZmzJiBz+fjhhtu4MSJE5SXl3PhhReSlpbGlVdeSVtbm1ArREZG0tPTIxQDGo0Gn8+Hy+UCENvj2NhYsdmVJL3SEEAi0Uv0c5lMxrRp0xgaGsLtdlNQUCAGEEePHiUyMpIFCxZw/XXXYR4Y4P777xfbQrVaTXJyMo2NjZSWlvLoo4/y8ccf8+233zJx4kSOHj1KRkYG0dHRojmx9/XR0tcnqOQej4eoqCjOP/98jh07xtDQEIODg9x7770cOnQIi8VCR0cHM2bMwGg0cvLkSXJycsRgpqWlhaamJiZPnkxKSgp2u52BgQGam5uJj49ncHCQ2tranzXzCQkJQmru8XgIBAJCSq9QKHC5XMLXbrPZkMvlolH3er0YjUbMZrNgRajVaiJG1QrSdal027m5ucjlcurq6giFQuLx/2lygtfr/dmACUZAe9LPKRQKVCqVGAhIoDZJqq9UKqmoqBBgvjVr1pCXl8crr7xCREQEwWAQj8dDX1+fgOVJxPW4uDj8fj9Op5O4uDji4+Pp7e1l3rx5vPvuuwSDQRYsWIBcLqexsZG+vj7RzCckJIhGUVKUOBwOIiMjmTdvHs3NzXR0dAhljEaj+Te5ucNBsVyOSaFAlZTE9729eL1eCpKTSY2KIuTxMO+qq3jjjTdwOBycHR9PXksLL6hUmEwm5HI5F8hkNFos9BuNaK1WFOXlI6+1QABzIEBEKMQtbjdPR0QQtFr5vc/Hh6Py8ty0NG4JBnmnrQ1bXh6Dg4PiOR0YGCA9PZ3o6GgmTpzIrl27SEhIQKfTMXnyZA4cOEBycjLt7e1iGGgwGGhvb+ecc87hhRde4IMPPqCiooKEhAS8Xi+HDx+mv78fn8/HZ599xokTJ3jhhRfIzs7miSeeYOPGjSxfvpzKykrmzp3Lc889x+nTpzEajej1evGeptNqOW/OHKJ//JGKQABZaalQxdTX12M0Grl92TKOvfIK743am8rKyjhy5AgFBQVUV1ej1WrJycmhrq6OgYEBoqOj0ev16PV66uvriY2NZd68eXR1ddHU1ITNZsPj8ZCVlSUGlAaDgRtuuIGKigoOHjxIKBTC4XDwkN/Pk+Ewj4TD3DGqUjGpVAT0ehYuXMiUrVt52u0mR61mkt/Px6PKmt/4fAytWsWsb7/lj6PXd5MmTUIul9PS0kI4HMZsNqNSqYiPjxe8k7S0NPR6veBbSEMUKUXA6/USHx9PdHQ0VquVG2+8kSeffFJwX5KTk5k1axaHDh3C5XKJlI7x48fT19eHXC4nJyeH3bt3CzuT9N4qRWneUlTEi6dPjzXz/0iNyezHaqz+NWusmR+rsfp/U+FwmKGhIUwmE9u3b+eJJ55g+fLlnDx5ErPZzOzZs7n99tvp6enhk08+ob+/n0mTJlFdXc3MmTORy+VCnjhp0iSio6N59tln+eyzzzAYDNjtdnp6esQWVy6X87vf/Q6tVsvTTz8tNro2m42cnBwqKytFk6NUKomPj6eqqkpsfQOBALfddhtLly5lx44dvPTSS0RFRREOh4Vc1W63M27cOAYHB+np6UGv1yOXywkEAmLTmpCQQF9fH3FxcURERNDX10coFCItLY3e3l6x7U9NTaW+vh6lUsmkSZOIj49n27ZtpKenYzabmTJlCqFQiJiYGEE7T05OZs2aNfT393PnnXeSnJxMTk4OFRUVtLW1odVqiYyMxOl0UlZWRkREBENDQyJCKz4+noSEBNrb22lpaaGvr4+IiAiWLVvGzp07BTDt9OnT5OTkEAqFsFgszJo1i+7ubjo6OggEAgSDQRFBlZiYSHd3N7Gxsfj9fiwWCyqV6mdNotRIGgwGZDIZhYWFVFVVYTQasVgsyOVypkyZQmNjI7pRT/vy5ctpaWlh8eLFNDc3s2jRIjZs2MA111zDiRMnSExMZOLEifj9fv7yl7+QnJyM2+2mra0Nn8/Htddey8aNG0lLS2PTpk3ExcUB8NBDD/HUU0/xwgsvUF5eTkVFBW+//TYREREcO3YMtVrNpk2b+O1vf8uBAweIjY3lySefJCsrC5/Px+7du4Xc+4knnqCtrY2UlBRhSzAajchkMs6cOSPOGRgZQiYnJ6PVaunt7cXhcBAdHS3gZ/Pnz6eiokKA6iTq/U/j+2JiYkhLS6O9vZ3xo9vnxsZGAoEAWq0WpVIpttqSdF967FUqFXq9HplMhtfrRa1WMzw8LFQHEkciHA4LyJ5arUan0xEbGyuI6CkpKfT394thgGQRkSB+4XCYrKwsHA6HUB74fD4mT55MX18fZrNZZJhLnmXJX15bWytSLpKTk0VEpFKpRKVScc4553Dq1CkBtnQ6nbhcLpobGngGsCmVPOdykVJURHt7OzKZDJfLJYY9Pp9PxCIq5HJC4TAzZswYiVpMSyP32DFcwSC1JhNf1taiUqm4JC4Oh0qFrqsLj8GAZ/r0ETXQxo08IZMRbTRyl9fLQy4XNwPPqFSUlZXR1tYmgJderxev10t/f/8It8JkIhAIMOxyCZl9UlKSyLj3+/0ADAwMoNfr6ejoQKFQiOF1MBgUVgWDwSDk3SqVigceeIC//e1vbN68mSuvvJI//OEPXHfddUIR8uSTTwoAYzAYpKysjCsuu4xZM2dy4cUXU1ZWRnl5OZ2dnWg0GtQVFUTHxjLuiis4c+YMRUVF1NfX88ADDwgSv8RIKC0t5cCBA+Tn59Pf38+ECRPQ6XQMDQ1RWFjIwYMHaWxsJDExkcFRsKXBYKCzs5N4kwltOMxwKMTQ0BA+n4/b3W7eTU1lqUxGVWQkyUol2U1NbE5Lw+PxUNzXR0xBATqfj26LhSOjA1y514vH6aQkGKQtI4Pu7m5sNht6vZ7s7GzUajUmk4m9e/dSVFSEwWCgr68Pq9XKWWed9TNrh9QThkIhsrKyGB4exufziUFyc3Mzvb29BINBBgcHUY3GXUpcgKSkJDo7O9HpdMKmlZqaKhRfHR0dgr3R1tbG2UlJbOvtHWvm/5Eak9mP1S+xQqEQHR0dIkd2rP59jTXz/3w1dl7/c9ajjz6Kz+fjoYce4pVXXiExMVFcNAUCAV544QWee+45HnvsMSIiIgDo7OzkxIkTNDU10dTUxNNPPw3AJ598Qnx8PHV1dXz77beoVCosFgter5e+vj5iY2ORyWRMmDCBzs5Ourq6cLvdxMbGkpaWRjAY5PTp0yQnJzM0NCT80s7RPG/pZyVpdkJCgvD6WiwWUlJSsFqtOJ1O5s+fz9DQEF1dXcTGxgrPvtSk9ff3CxBZKBQiMjKShIQEwuEwWq2W9vZ28ffOOeccdu3aRWJiIq2trfh8PkE/z8zMpLS0lBMnTnDq1CmioqIIBAL8+te/Zu/evfT09HDDDTcAI77ggYEBIXNOSUmhra0NpVJJbGwsS5cu5YUXXhBS++HhYTIyMigvL2d4eBilUonJZCI+Pl54+KWoLqfTiclkYsWKFWzYsEFsiDMyMvD7/aSkpHDkyBEBOQSEzF2SrLtcLiZOnIjJZEKhULB79250Oh3x8fGo1WqRdS1tqwsLCzl69KgADkoRfPHx8ezYsQOPx8P48eNJS0tDo9FQVFTEueeey8mTJ9m4cSNxcXHYbDauuuoqHnzwQW655RYeeugh4YWXBi0/9WZL4LlAIMDg4CAzZ87kV7/6FVu3bmXHjh0sWLCA6OhoYdEqKyvj3nvvpbq6mtTUVPr7+4mOjiYmJgan0ylUD/Hx8XR3d5OWlkZ1dTXDw8MYjUZ8Ph8Gg0FQ7QEhQZaiC38aaQcj0veIiAji4uJobW1FoVAQHR0tbCypqanYbDYArFarkPdLSgyVSoV9NGpOeiw0Go0gqQP4/X7xPUnuLzUrOTk5QmIv0fB/ep5LqodZs2axe/du8bORkZFYLBZxX/x+v2j8NRqNsBRIrAAYsYJI0X8Sbd9oNPLII4+QmZnJ3y+4gEiLhSdGYXBlZWW4XC6Gh4dZvnw5O3bsEDFvO3fuZM6cOfT09AiVgVKpRAncIZPxvEKBYxQi+ftLL2X8t9+yPT+fmEmT+HzDhhE7S0QEpuxs5srlaL1eeqdO5ciGDVhHB1Qmk4kJEybQ2NhIc3Oz8JBnZWUxt6ODgdRUoqZPp3eUml9TVcXzWi2f5uTgVqmora3F6/USGRlJYmIiKSkp5OTk8O2334q8e2nwp9VqBQfkp+wHCb6n0Wg4++yz2bt3Lx6PB71ez4QJE/joo4+46qqr6OnpYV04zMmLLiIrJ4fh4WEee+wxZDIZsXI5C1aupKq6muzsbDFEq6ysZP/+/WJQk5mZyddff00wGCQpKYklS5Zw8OBBAP72t7+hUCjwer0CYrpmzRpiY2N5+eWXaW9v59S11xK1dCkHg0EOHjyIz+PhqaefJi09nSceeIBUuRxjXR1DJhPfjyps5HI5Fy5cSH9/P0mFhaxbtw6lUsmhl1/G8pe/8JROR1xeHgsWLGDTpk309PQQERFBT08PGo2Gq6++mnfffVdEMUrsAoPBQHp6OjfeeCM7duwgJSWFL7/8UihlkpOTBePj0KFDhEKhEThfaSmbN29m5syZOJ1Oli5dyrp168jJyRGRoTabjdTUVGJjY2lraxPgwszMTJ5//nkuNRr52Goda+b/kRqT2Y/VL7ECgQBHjhwR0rmx+vc11sz/89XYef3PWRK4Li4uDp/Px7p163A6nSxbtkyA30pKSqisrOT555/nxIkTxMfHk5GRAcDJkyf5+uuvRa62BGg6fPgwa9euxeVy8cILL3DZZZfhcrn46KOPRDa9zWZDpVKxevVqNm7cyJkzZ4iNjeX777/HZrOxbds2YmNjee6558R2W6VScebMGS655BLq6uo4duwYS5cuZdy4cezZswev10ttbS12u52oqCgyMjIEYKyxsZH+/v4RSe/ZZ1M1Go+1cOFCXn75ZbRaLcPDw6KBlUj6a9eu5eOPPxYX5tnZ2bjdbqZMmcLp06fF1i4zM5OEhAQ0Gg1nzpwhKysLhUKBz+ejvLychoYG6urqRPZ0UVGR2CT19fWxbds2brnlFuLj42loaGDcuHFcfPHFWK1WVq9eTUZGBq+++iqhUIhbb72ViooKmpqaOPfcc9m2bRvV1dVCodDd3U1+fj5GoxGv14vNZiMcDhMVFcUVV1zB7Nmzee2119i6dauQTdtsNiHvl+wQwWCQ3Nxc2trakMvlqFQqvF6v2NS73W5gRPERHx+P1WoV28r09HRaWloEY0CSgCcmJpKRkSGaGinG6/XXXxdbNr1eT2NjI3PnzuXBBx8URPaEhAS0Wi0HDx7kkUcewWw209/fj1qtpqSkhCNHjvDEE0/w97//XZwvOTk5HD9+nNOnTzN79mxOnTrF5MmTUSgUXHfddezYsUMcX0ZGBvv37yccDotBkdPpJDMzk+bmZoxGI2q1WmwLP/30U4xGI6FQiL6+PhEtJw0eXC6XaPglWJ+0mZdSGrq6usRwICMjQ0AVFQoF/f39eL1eoqKimDVrFpWVlYLSDojB2NDQEPBvkD4JwAcICfzw8DCAgP5dfPHFfPLJJxgMBoaGhkQTL3n8pez2wcFB4N9sAWq1mnHjxmGz2ejs7BRDPp/PJ3zYGo2GiIgIppSUsG3XLjQajYiHUygUDA4OCrWEpBqRYH5Go5HS0lJqampECoRSqRSKBMkyMCkQoFMuxxsVRXZ2Ni0tLUSEQswfGKA+Ph6HVkuHw8FZ4TAdWi3VDgc5OTm4mpqYL5PxvdHIkM3G1KlTOXXqFA+5XHzg81EkkzFw9tk0NTVREgiQYzbzF7cbjU4nVD+Dg4Nio+xyuYiJiUGr1dLS0oLL5RJsh3HjxtHX1yeYBgUFBXg8HsxmsxgOnXPOORw8eBCLxUJ0dDSxsbEiVWRpdzeHwmGOu924XC4Berz85EkeiYggLS2NpqYmEY8YFRWF2WwmJSWFRYsWEQqF2LFjB93d3bhcLrxeL9OnT6empoZbb72VDz/8EK/Xy2233cZ5553HmjVryM7Opq6ujsV5eczs6GBXUxPHs7KIio3lsqwsuk6epPi++zCq1WS9/Ta9S5bwo9mMQq/n4MGDNDc3c9HRo4RMJtpXrUKj0bBjxw4SDAaeXbyYcXfdxZ9feIEffviB++67j8LCQu6//34iIyNZvnw53377LY8++ihyuZxXXnmFI0eOcM455wjuwd///neWLVuGzWbj9ttvp7u7m82bN9PZ2UlxcTH5+fnYbDY6OjqYOXOm+H5PT49IgFi4cCEtLS3cfPPNnHfeeXR2drJu3ToGBgZQKBQcP34ci8VCXl6eSCHw+Xxjzfw/UmMy+7Eaq3/NGmvmx2qs/mdUT08PBw8e5MsvvxQ5zAaDAbfbzZ133kl5eTlnzpwRoLTDhw9z3XXXkZmZybp163jkkUcwGAwAOJ1OIW2VIHWdnZ2sWbNGKDpOnDiB1WolLi5OeCN7enpEo6DX60lLS8NisdDf3y/8z3q9Hp1OJ7Zm3d3dI3JUtRq9Xo/H4xHSasljLFGss7OzBewtLi4Ol8uF3W4nNTWVmJgY9uzZQzgcxmg0kpKSgtlsZmBgALlcjslkQq1W093dzfTp0zl06BAw0lQVFhbS09ODzWYTG8wFCxag0Wioq6sTjV5fXx/Tpk0TF+bBYJDp06czbtw45s6dy/bt29mwYQOJiYm899577Ny5k9dee43Ozk5WrFgBwLFjx3jxxRf585//jNvtpr6+nuHhYVQqFePGjaOlpYWcnBzi4uJQKpVcccUVfPfdd5SUlPDSSy9hNpuJj48X21i73c4ll1zC5s2bxVDD6/WKbbTU9GdnZ+NwOOjp6QEQMC6tVovL5cLlchERESHI8dJAQSKLq1QqoVaQmlwp/i0jI4NHHnmEpqYmdu3aRVZWFjfeeCONjY3inDpz5gxbtmzh/PPPp6SkhA8//JD6+nrmzp3L7t276ejoIDk5GaVSSUNDg9i4R0VFkZ6ezuHDh8nKysLlcpGdnU1fXx/z5s0jGAwKJsDJkyf54YcfuO6666iqqsJsNjNhwgSmTp3KDz/8QHZ2NmeddRavvfYaGRkZzJw5ky+//JIzZ878DKJns9mIj49HLpfT1tYmPPJarRa73Y5Go8Hj8QAQGRmJWq0WdgedTvczfoLUtEt+eGljL0Ua6nQ6Ye2QbB1KpRK32y3AZnK5nKioKAEblDbsUjsik8nE3/6pXB8Q/6/T6dDpdAK0plarcTgcAkjo8/lEcy+pfaQYS4n0X1JSwqlTp/B6vWIIIv1eMBgkNjaWcDhMXFwcdXV1ggyfnp5OY2Mjfr9fJATI5XLulcno83jYkJAwMqDp6yNPpWJnTAxtbW28otVyOCGB7x0OLrr0Uk6ePIltcJDCnh62+XysA9b6fERGRqIMBklJTOTP8fFc3dZGfEICBQUF/P73v+fDDz+ko6ODkydPiui2U6dOMTg4SGdnp3h/iIqKIikpiWPHjrFgwQIOHTqE0+mkuLhY8Et8Ph+tra1CzbJo0SK2bNmC3mzGa7fTNWpDSkpKojgujvPtdl7WaDh27JgAkLa2tuJ0OklNTRXDhv7+fvR6PQaDgejoaNRqNZ2dnZjNZgKBADExMUKxJEE4dTrdSDxmZycyn48/jB/PYFQUO4aHWdTZSU1EBAesVgKBAGcD0X4/e1JTsVgsjBs3jtmzZ2O02dh1+jSKiAi6u7uJj4+no6NDKIak9ybpHFYoFMTHx9Pf3y8UUcFgEKPRyIoVK/jss8/EEGXevHlUVFTQ2dkprDVVVVWC6D9hwoSRoY3LRVNTEwsWLODkyZNUVVVxww03oNVq6e/vp7e3l76+PoaGhkhOThZgRLPZzBVXXEF9fT1tbW3s3btXgEbHmvl/oKRmfnBwUOTOjtVY/bNXMBikpaWF7Oxs8QE8Vj+vsWb+n6/Gzutffn388cc0NjYSGxtLdXU1iYmJxMfHc/311+Pz+Vi5ciVLly7F4/Fw//3309DQwLPPPsuKFSvo7+/n0KFDxMTEMHnyZJYvX05kZCQw0uR/+eWX/PDDD6xcuZIHHniAQCCAxWJh4sSJZGdnC3/uli1bhAQ9NjaW8ePHEwqFBCCtr6+P8vJyPv30UyIiIoiJiRHbzcHBQZYsWUJdXR3t7e2EQiFyc3NpbGwkNzeXcDgsJOdSUxoIBJgzZ47IKe7o6MBut5OYmCj8v9KG1eFwoNfrsVqtREZGEg6HBYU8IiICuVxOcXExoVCI+Ph4PB4PtbW1nHPOOcIbL4HMrFarkL8aDAax1c3JyaGoqIg5c+bw7rvvMjAwQFFRkfibElQqISGBM2fOUFNTg81mExtniXovbYLj4uIYP348W7duFX7fcDiMXq9neHiY9PR07rrrLrZt28aePXuE9FXy7o4fP56mpiYmTJjA4cOH0Wg0DAwMoB2NM7PZbIJ9EBkZKZpJvV7P4OCg+J4U1SdB66QYOrfbLTy8Xq9X+MYlf3lqaqog+AcCAVavXk1vby+tra1otVqWLFlCQkICCxcuZP369Rw4cIDp06ezYcMGGhsbmTJlCv39/bhcLnw+H21tbWg0GubNm0d3d7eIR7zmmmtobW3FbDbT2NiIzWZj5syZPPbYY7z66qsiWi8xMZGYmBiWLFmCz+dj8+bNnDx5Eo/HI6ByQ0NDZGRkIJPJxLa8ra2NSZMm4ff7qampobGxkWAwKBpur9dLKBRCrVYL3oH0WEoDGmm4JXn7pYGL9NhJNHSXy0V/fz/Tpk3j6NGjjBs3jtbWVhwOB9nZ2cybN49vvvlGDNWMRiMtLS1i2CDZAqRzSSrpfV+K7ZPiA2NiYhgaGkKhUOD3+5HL5cIiI8nLpQZUYj9IkDLpMUhKSmJoaEhYuCQViUqlIjo6WtgSgsEgsSYTsSoVfR7PyDkTHc389nbeVShITUlhqLsb9HpuVip5nZHh3iS5nKiSEk63t5NSU8OJ6GiUSiU3e708D/za4eDLcBhXTAzhcJjk5GSamppEioEETMvMzESn0zEwMCAeA5lMJtJC+vr6cLvdArImATntdjsZGRmYTCYOHz6M1+slKyuL/v5+fhUTQ7PBQMNo7F10MEi8TkeNy0VsbKxQ1VxxxRXs3r1b2EesVitpaWlotVqam5uJi4sjOjqaxYsXo9PpeOeddygpKaG3t5cZzc1UaDS0yGTk5uZy5swZ/qBS8Refj5jhYeZGRNBRXo7h+HF2ezzMXLAAt9stoJL79u0T554UmykxHZxOJ7m5uUyaNInKykrsdjtqtZo//elPvPnmmzQ3NxMZGSnglbm5uUIBJfExBgYGhB3J7/fT3NxMTEwMxcXFHDhwgNTUVG699VbeeOMN5s2bx1tvvYXRaKSoqIhTp04hk8mYO3cue/fuJTc3F6VSSVdXFykpKfT29jI8PIzH4xFMkvjRBASLxcLp06eFimKsmf8HakxmP1a/xAoEAlRUVDB58uQxOfJ/UGPN/D9fjZ3X/1p1+PBhTp8+jVqt5qWXXmLcuHGMHz+e4uJi3njjDTZu3MiJEyd47rnnmDVrFqmpqezbtw+DwcDkyZM5ffq0yCyX8n2lcrvdHDlyhLlz5/Ldd9+xfft24emcMWMGr732mgCxhcNhvvzyS3Q6Hf39/ZSXl4tm8YcffiAtLU1soLKysjh16hTjx4+nqKiI999/n8TERORy+chFcnQ03d3dBAIBMjIyhHJg7dq1/Pjjj+zcuVN4ZZVKJZGRkSQlJWGz2Thy5AgzZ86kq6uLBQsW8Prrr5Oenk5BQQFVVVUMDQ39rHmTKiEhAbPZTHFxMS0tLURFRZGXl4dWq6Wmpoaenh5CoRA6nY6FCxdis9kwm81kZGSIi2Wr1UpMTAxms1mkEYwbN05EMF111VVceOGFhMNhvvjiCxHBVVBQQEdHB7W1tSQkJBAVFUV9fb1oEi+99FLeeecd6uvriYuLE35fhUKByWSivLwcu93O/fffz/jx43n00Ufp7OwkMjKS9evXExERQVlZGWazmczMTNrb28VWUGrSjEajoKurVCpSUlJwOBzodDqqqqoIh8OYTCZiYmJobm4GEJt7aYut1+vJzMxk8uTJfPXVV+KxjY6Oxmg0olAoGBoa4tFHH2Xjxo2sXLmSmpoa5s2bx/HjxwmHw0yYMIFZs2bx+uuv8+WXXxIREUFpaSnhcJjo6Gg2bdoktotnnXUWHo+HXbt2kZqayvnnn8/XX39NeXk5lZWVJCcns3jxYuLj49m4caOg5GdkZFBQUMDevXvx+/2UlJTQ398v2BFdXV3k5uai0+nYu3ev2GarVCo6OjpwOByYTCZkMhmA4ENIyQ0Gg4HExETMZjNWq1VsPqWN609VFREREaxYsYLvvvtOcCQk+b1E6Zc26JKkPzU1VQypzj77bL744gtCoRDFxcVUVVXR09MjGnjJHy41eDDyGaFSqUZ88KOk8Z82u3K5HIfDIVIAAHGfJU6FTqcjFAoJCJoEnZNk+Pn5+ZjNZvr6+oSiYHBwkDS9ni67nV+Hw+yOiKDF4+EWn48Pw2GsGg0PBwI8oVDgl8tJ0+tJdLsxZWayKj6eL2JiGNizh4FAgKbR65LfBIN0JSRwajTqcsKECdTU1OB0OgEwGo1CvSMlEEiwP2kgIZPJ8Hg8xMfHY7FYiImJYXBwUKg1JMp6oKGB37jdbC0qIqqwkPLmZt4YjWlcsmQJX3/9tYhZlGwSAAUFBcIy4fV62b17N9HR0eL5lTLa9X19LOvr48v4eJyjdoGy2FgyKit5d1RVExkKYQ2FWJGSgjUvj127dgnYot1up6SkBJfLRVxcHPX19Wi1WoaGhigqKmL16tU8/vjjghuQlpbGwMAA3d3dZGZm8vvf/57a2lq2b98uGBlpaWlER0ej1Wrp7OxEJpPR0dEhhlcFBQUiPtVms6HRaLjwwgvFAFahUPDSSy9hsVhITU0lIyODpqYmke4hpUqo1WoRm1lfX4/ZbEav11NcXMyePXsEYFSqsWb+H6gxmf1YjdW/Zo0182M1Vv+zKxwO8+6779LT00NkZCQVFRW8+uqr6HQ6rrnmGuH5XbJkCW+++SYmk4nbb7+dlJQUHn/8cc4++2wiIyPZsGEDN9xwA4899hgGg4FHHnlERDdpNBoA0fhZLBZ27NjBihUrWL9+vZCSBwIBGhoauPXWW1m1ahUA+/bt49FHH+XMmTNoNBohwzeZTFRVVZGSkiK84NKGRtq4DQ0N0djYyA033MCGDRtoamoiOTmZvLw8kcM8NDQkJMYXX3wxDQ0NbNmyhYyMDHw+n4hYio6OxuVy4R71vEqxYTk5OQB0dXWRlpZGTU0NplGatkqlEr7xcePG0dnZiUKhoKenR8iX4+PjSU1NZfLkyXz66aciQ7m7u5v+/n4WL16MzWbjnHPO4c033xRk5kmTJlFeXs6MGTP4y1/+QkZGBlOnTkWv11NdXc19990HwLp169DpdJjNZgoKCujp6REX6A0NDQwMDNDQ0ACMNCUJCQlkZmYyMDBAZWUlkZGRJCcnk5CQwG233UZqaiobNmygrq6OcDjM8ePHCQQCwmog+bwlObckD7/yyit5++23hURfSjyQMs09Hg8+n49QKAQgkhEkCb91FFoVFxeH2WwWXm7J7hEbGyu2zUajkezsbJxOJ7NmzSIYDIpzoLe3F4B7772XlJQUGhoa+Pvf/8769evp7Oxk6tSp2O12cnJyUKvVnD59WsTDRUVFkZ+fz6ZNmwgGgyxZsoSCggI+/fRTFi9ezNq1azEajbz22mscOnQIt9tNb2+voOonJCRw9tlnk5+fz2233SaGCldccQVVVVXs27eP+Ph40Th3dHSwcOFCTpw4gclkEr52v98v8telxzMcDgtgnxTtKIH2TCaTiKNTq9X09vaKZt/pdAoFRygUIjY2VsT1hcNhXC6XkOknJycjk8koLi7m2LFjZGZminMkGAz+TL4vk8mEakSr1QoYoFTSkEBiD0iNvKTskPgPErTQ6/Wi1+tZ4XLRGAhwmVrNg1otYWCBWk2v08kpj4eHFQruHyX5y/x+/jg4yKeA0mDgwOAgeqWS8shIjvv9xLjdXB8K8TeZjPjISLrUahFZqFarGRwcFHBKALvdTkpKimjYbTabsBtISQWFhYXk5uYSCoU4efKkkMdLaRznTplC49GjZKvVZLhcvDY6eImLiyMqKorOzk4GBgaIiIigoKCA2tpagsEg0dHR9Pf3k5WVJSIG3W63eLxjYmKwWizEGQwUulx4VSq64uMpGh4mHBWFdtIk4uLiGLd+Pe9GR3NdMMj69HQaGhowGAwMDg6KRIqnnnqKxx9/HJVKxeDgoGBGGAwG1Gr1zxIlAoEAiYmJOBwOgsGgsEoVFRVht9upra0Vz6sEaJwzZw6VlZUiFSIuLg6n0ynsFZJtRqvVCgtVUlIS3d3d6HQ6LrvsMl5//XXBbZCi7CQvvDSwNBgMYnDg8XjE0BDGmvl/qMZk9mP1S6xgMEhDQwP5+fljcuT/oMaa+X++Gjuv/3XLbDazfft2Lr/8cmBkm3bjjTfidru54IILSEtL4+233xZy8D/84Q8cPXqU7du3c/HFF3PHHXewePFiOjs72bdvH4sXL2ZoaIisrCxkMhlFRUUsXbqUTZs2UV5eTmlpqfjbP70gfu+992hvbycrK4vu7m7uvPNOjhw5wkcffcThw4fF1kry1lssFrKzs8nIyGDDhg2UlJRQWlpKdXU1NTU1BINBFi9ejMlk4vPPPyc1NfVn0lKlUkl9fT0ulwuj0cj06dNpbm6mv7+ftLQ04YctKSmhs7NTbE2XLVvG0aNH6e3txefzMTw8jNlsFt5njUbDxIkTqa2tJS4ujpaWFkES/2mkHIDX6yU1NRW1Wk1XV5eAnUnQMqm5/amvedGiRezcuRMAk8mEz+cTPueVK1f+jMJ96tQpEhMTuf7662lsbCQlJYXJkycTERFBamoqdXV1rFu3Drfbzbhx47BYLLz77ru8/fbbvPjiiyiVSoaGhkhJSWHcuHFMmjSJd955h8TERHEMy5YtY+XKlbz//vts27aNlJQUMQyYMGEClZWVVFdXYzAYRiLPmptJTk4mIiICl8tFW1sbEydOFAMCpVIpZMxKpVLIwjUaDVqtloaGBkwmk4hpMxqNeDweIRuXmkXJA56QkEBSUhI//PADf/zjH2ltbSUlJYWCggLGjx/P2WefzcMPP8zWrVuFJ1iST0+YMIG8vDwSEhJobGzk1KlTpKSkMGPGDL7++mva2trEoECv17NgwQL27t2L0Wj82eZd8gHPnj2bLVu28Ktf/Yr4+Hji4uI4cOAAhw8fpru7m9bWVqZMmUJlZSVr166lu7ub3bt3o1AouPjii/nwww8pLS1lx44dXHTRRWzcuFEoF1JSUqipqUGr1aLVagWYTqvVIpPJxNYZEK856byUtv3ShjguLg6LxUJWVhYdHR3IZDKio6NxOp2C/h8bG4tKpaK9vR0YAfVNmTJFnHsGg4G2tjbBWJgzZw579+4VzACJyyANZ3461JGebxgB/indbp4Mh9moVHLSaCQ3NxetRsPg6dPIkpNpbWrCNTo0DIfDXK7T0RgIcMTvp7CwEKfdzj12Oy8kJuLt6kKrViMLh7nI5WJzUZEg40tMhuTkZJqbm8VxS3wAl8tFZGQk5eXl+Hw++vv7aWlpwefzCcZAZGSk2Hj7fD4RX3fhhReiPXKEGpWKztH3FsnSIpfLWbZsGXv27EEul4sUBUmx4ff7iYiIYGBggJiYGO6//37eeustKk+e5BG9np3TphFptzOntZX7hoaYqNHQqdcTDoex2+38Wi4nKS6OceXl3LxnD06nk+joaCIjI0lJSeHEiRNieBUIBERM4eDgIENDQ4J1IlklFi1aJIaTjY2NIuZTShmRmni5XE5ZWRkKhYIzZ85gs9nE8Ck9PZ2zzz6bb775hp6eHjFsuvTSS/nkk0/EMECy/vj9fiGfT01NxWw2s2rVKtasWcPDDz/Mvn37xOeXyWQiOTkZp9PJqVOnxHk/1sz/AzXWzI/VL7GCwSCVlZWUlJSMNT3/QTU1NYkLsdzc3P/uuzNW/4kaO6/H6j9Tn376KT09PajVapHtbbFYWLJkCeeeey6nT5+mv78fs9lMd3c3N998M/feey8Oh4MbbriBb7/9lhMnTgiP7YsvvkhiYqK4/c2bNwOwdOlSIdUNh8O0t7ePZB3L5dTV1fHNN9+Qnp5OYmIinZ2dNDU1cejQIdRqNTExMfT09Igt5rXXXsvHH39MMBjk4osvpq+vjwMHDuDz+UhLSxM+2PT0dM6cOcO0adNYsmQJW7Zsoaenh2AwyJQpU8TFZUdHB1FRUezevRuj0YjD4SA1NZXc3Fw6OjrweDwkJibS1dWFy+USMupLLrmEH374ge7ubtxuN06nU+SQS02k1ChJNG3pYlxqSM2jkVsKhYKJEyfS2dkpPLZJSUkMDg6SkJBAa2uroG9LUK2UlBScTic1NTVERESQmZmJ0WjkN7/5DTU1NXg8Hurr6/F6vRQXF7NgwQLRwNx+++309PSQlJTExRdfTDAYpLW1lWPHjtHT08P06dMFld5kMolhSnZ2Nm1tbZjNZs4++2xcLhc333wzSUlJrFmzhp6eHubMmUNdXR3z589n48aNGI1G7Ha7oNEnJSVhHI0mM5vNFBYWolKpKCws5LvvvhObNylCTKL2S5F3brdbbIKl3HCz2SwyqyXZskqlEsR2rVaLw+GgpKSEiy++mMcff5x77rmHlStX8pe//IWenh7OP/98Xn31VZKTk0lMTBTnXGtrKxaLhQsuuECABX/44QeMRiN6vZ74+HgGBgYEUC4hIYG8vDzmzZtHXl4eO3bsoL29nZkzZ6LX65k6dSqvv/46ZrMZtVrNo48+ymOPPYbJZKKpqYnCwkKKi4t57rnnhIe4oaGBxMRE0tPTiY6OFkR2v9+PSqWiqKiIyMhIampqcLvdIgYvMTFR8AukDbDkh5a26OFwWMj4JRCllOHu9/vR6XSikc/LyyM1NRWfz0d9fT1KpZKMjAx0Op3wlktNqxThp1KpfnZOSwOwqOFh2oJBgqPU/lAoxG2hEDnArTIZMSaTSGPweDxERETg8XjEwOLeQID3IiK4QKPhpcFBgsEgjweDPKxUohiN7jMajTidTjGECYVCREREYLVaxetSJpMRFRUlrAL5+fkYDAba29sZGBgQMWkDAwPCahEKhYSCQZLpS3Yir9dLXFwc3d3dPxtsZGVl0dXVhVarFVJ+6dyVhoZzYmLIHxriPZmMZcuWcYHNxtf19UR1dPC5Xk9SUhKzZ8+mIDaWzevXUzs8TNq4cSxdupRPPvmEQCBAf38/6enpREVF0dXVJfggXq9XQEWl5l56bSkUCo4dO0YoFMLr9ZKfn09SUhK1tbUihlJ6LUVGRtLa2iqYE2azGZPJRFtbm2AulJaW0tnZycqVKwmFQnz55ZcsX76c/fv309fXh8fjERJ86T0uHA7T19dHMBgkPT2dwsJCdu/eTX5+Pn19fbhcLtLS0qitrRWfL2PN/D9QYzL7sRqrsRqrsRqrX05JCo7IyEja2tr4+OOPKSgoQCaTUVpaKkjiSqWSjz76iEOHDrFy5Ur6+/s5ceIEXq+X8ePHY7FYyMjI4MUXX+Tuu+8mEAgQHR3N22+/TWtrK4WFhZhMJtatW8dnn30mYElWq5UZM2ZgNpvp6ekRF4hSZvczzzyD1+vF5XKJi838/HxmzJjB/v37hQRYrVbT2trKqlWrePXVV/F6vTgcDtLS0mhoaEClUhEZGSnk4AkJCaSkpHD69GkhtZck9SaTib6+Pnw+n8hQdzqdQgJ+7rnn0tLSImLeOjo6sFqtyOVyYmNj8fl8gvYvbZp7e3tJT08XPtz+/n7C4TBarZZgMEhqaqoYCkhD0+bmZrGZTkxMJCIiApPJxMyZM3nnnXfQ6/VotVrUajVKpZLBwUE8Hg8Oh4Pi4mKhMIiOjiY1NZWEhAR+/etf09LSwsSJE5k7dy5utxu3282XX37JpZdeypdffsn69eux2WwUFhZit9uFV9tsNov4wLi4ONRqNXV1dYRCIZYvX05+fj7XXHMNr7/+Ok1NTfT29jJx4kQ+/fRTQUOXouQGBwdFioHUfPr9fiZNmsSePXsIBAJMmDCB7u5unE4nkZGROByOnz0Pg4OD4jwBRJQbIDzbcrlcRC7m5+cLSGLwJ1vfyMhIxo8fD4z4+k+ePMn48ePJzMzkyJEj5Obm0tvby/PPPy8o/Dt37qSsrIzm5mbsdjsnT55k5syZWK1Wjh49SjAYFCA8qYm2WCxoNBpB/g8EAmRmZmK32zEYDCxfvpytW7dSX1/PrFmzWLFiBXfffTdlZWVYLBZkMhl33XUX3333HSdOnGDx4sWUlZVx9OhR/vrXv3LuuedSXV0tbjspKYmBgQFxDni93pG4uIgIEhISqKysJD4+XjRQoVBISPW9Xq/wOktRfhJ0TCaTCXtEMBgUsDvJUy79zaioKMGlkNQZEpTy3nvv5fjx4xw6dEg0vImJiZyuqCDK6WRg1D5QWlpKRUWF8Lb7/X6x7TcAVwH1KhU7R1+7cr8f9+j3dTodwUAARSjEEpOJA+EwQ0ND4v1MpVIRExODw+EQ7AxpwAfg8XiEX15S3KhUKhwOB0lJSTQ3N2MymSguLkYmk1FbWyviECX/elxcHAkJCQQCAerq6ggEAsycOZM9e/ZgNBpRKpVCQWE0GkmzWLDLZJhHIXoKhYInnE4eUSgYHuUZSLctJR5Iahdp6BEKhSgsLCQpKYm6ujpxbHa7Hb1eL14jubm5dHV1UVBQwIkTJ3C5XABotVqSkpJwuVwkJCTQ09MjYhGlkmCmAwMD6PV63G63sP1ILALpNZ2amkp7e7tQami1WoxGIxMnThR2ksrKSqGGiomJEQopvV4vYJ1lZWWEQiGhYoKxZv4fqrHN/Fj9EisYDFJTU8P48ePHNphj9YupsfN6rP6Rqq6uJjMzE61WyzPPPCOkvPHx8fzhD3+goaGBgwcPUlZWRk5ODhqNhm3btrFkyRKCwSA7d+7k+eefJzIyEpfLxbnnnstvf/tbXnjhBRQKBd988w0RERFceumlwmO/Zs0aZs+ezaZNm/jggw948sknSUtL47nnnsNisfDss88KmbVGo6G6uppQKMQbb7xBZWUlpaWlrFy5km+++YaOjg5efPFFNBoNK1asEFnrEsStrKyM4uJinn76aQYHB8nNzRVRe1OmTGHOnDl8//33AihXWVnJwMCA2CZptVrKyso4ffo0zc3NaLValEolpaWl/Pa3v+Wjjz5iaGiIcePG0dTUxO23387evXvZtGkT9fX16PV6CgsLxWbQYrGgVqsZGBjAZDKJzb/L5RLKhfj4ePLy8jh+/Dh+vx+PxyNi0aTGRnq8Y2JiSE1NpbKykvz8fNasWcNbb71Fb2+v8MJLjZHk8Y2Pjyc3N5fjx4/T19dHUVERKSkpLF26lClTptDc3EzeKGQrPT2dlStXYrFYeOqppzhz5gwej4eamhrRmEqN3VlnncXGjRvJyMjg2muvJRAIsH37dtra2igoKBDk7s2bN1NXV0dcXBy5ubkYDAbmzZvH1q1bycjIoK6uTsTljR8/nurqahHN5/P5xHHJ5XJSU1PJy8tj/Pjx1NfXY7VaSU5O5quvvhJ+bcmjrlKpUKlUQiosNUTwb3A4ycu7YMECtm/fTmlpqTgPJQ9wUVERbW1tdHR0sHLlSh5//HESEhKw2WxERUURFxeHz+cTtymTyejs7GTatGloNBra2trEoGf79u1kZ2djtVqpq6ujtLQUi8XCunXraGhoYMOGDSQnJ2Oz2UTSw7XXXovb7eb06dM8++yztLW1YbVaKS0t5YMPPsDlcrFp0yZiY2NJT0/HYrEwMDBAIBBgeHgYt9vN2WefzaFDhzCZTGKoFh8fj8vlYmBgAI/Hw6JFi6ioqKC7u1sck5TM4HA4hE1CYmJIIDSXy/UzeJ+UOCFJ2SUVi7TxlgYewWBQZNpLNgJpk65UKgk6naxQq/lmdPBoNBpZcdZZ9D/0EE8EAkzzerlAoeABpZLbXC62ymT0JCcL6flPEwoAASX0+/3iPjidTnGfw+EwERER4j1Rus8SMDA1NRWn00l/fz8OhwOAkpISnE4nAwMDeL1eCgoKOHnypDjuy0etOj1KJfvDYUplMk6GQoLPoFKpyElNxRkI0N3dLZQFoVBIpI9Ij5Pf7xd2IolVIEHlpHg5jUaD0+kUGfcymYyIiAhkMhkTJkzA5XIJiCdAYmKi+Fkp212lUhEIBERMovS4SQkCklVI4m+sXr2aLVu2oNFoCAQC9PT0YDQaRQKGNPyUHm/p3CgtLcVms9HY2CisIyqV6pftmc/KyqKtre3f/ftNN93EK6+8Qjgc5pFHHuGNN95gaGiI6dOn88orrzBhwoT/9N8Ya+bH6pdYY03PWP0Sa+y8Hqv/ytq0aRPbt28nOTmZFStW8P333+Pz+RgaGiIxMZH6+nqioqJELJNE47788suZPHkyO3fupK+vj+HhYVavXs1TTz0lNuCNjY1CQpuamkpFRQVFRUXExcVRXFyM1+vliiuuoKmpiddee40VK1awePFiceEpwaRCoRBff/01R44cYdKkSRw8eBCdTseDDz5Ib28v69atw+fz4fV6mTdvHosXL+bNN9+ks7MTr9fLokWL2Lt3L9HR0TQ0NNDZ2UlMTAxKpRKtVsvdd9/NunXrOHnyJIWFhUyfPh2Px0N3dzd1dXUMDQ2JbHgJBBUKhUhKSiI9PZ26ujp6enoIBAKMHz+e5ORkTp48KZryQCCAVqslHA7z1FNPsXfvXqxWK01NTahUKhYtWsRbb70lNnLShrezsxMY2agZDAbcbjfJyck0NDSIZl+K2ZOaIYfDgcFgwOPx/OxCedmyZezatUvk2+t0OmQyGS6XixkzZmCxWISH1e/3c/PNNxMfH8/+/ftpaWmhtraWmJgYMjMzOf/886moqECj0XD8+HGR2f3ZZ5+hUCiIiIggPj6eU6dOMXXqVFpbWwXtPS8vj56eHjQaDRaLheTkZOHBTUtLo7KyUkDLVq5cSTgcZseOHWRkZIhmPzc3F5lMRkNDAzqdDovF8rNmKDY2FoVCISwSUr63tJmUHs++vj7a29tFAw/8rMHUaDSkpKQAIwDF1NRU+vv7AZg0aRIAtbW1ZGRkCNtHVlYWJ06cICcnh4yMDPbu3ctVV11FMBjkyJEjTJ06Vby2Dh8+zIkTJ1i6dCl/+ctfePbZZzlz5gwGgwGDwcDGjRspKioSsX2LFi3C4/Fw6NAhNBoN06ZNY9asWRw5coSuri4GBga4+uqrOX78OMeOHcNqtaLX67nvvvtYsmQJW7du5bvvvhMS646ODlatWiVUCQsWLOCTTz6hoaGBjIwMkpKS+M1vfoNcLueVV16hv78fu90uFDU+nw+tVsvw8DBTpkyhsbFRNJlSXriklvgpU0GlUgkeRWZmJo2NjSiVypGN+2gTnpqaSktLCykpKdjtdqxWKw8GAnwtk7E0HObPCgWFEydy0zXX0PzEEzxjNgtlgXQOBwIBkQEfFRWFTqejq6uLYDAoYhgldYLVahV2IWnQY7fbxVZbKglw6Pf7BYtCep1Jwy65389jwENKJY8FAjys1fKA38/jERGCBaJQKMRgKCEhAZfLxfDwsFAjSckGKpVK8EeGh4eF5UNKUEhKSkKhUAgbUm9vr3i8JQtCZGQkqamppKam0tfXR01NDQBz5swR97uqqkoMGQsLC9Hr9fz4448EAgHsdrtIy5DuYzgc5sorr2T9+vVisDVhwgT2799PamqqsAFJlo+oqCih4sjKyqK1tZWYmBhaW1tRq9W4XC76+vrE4/yLa+alaBGpqqqqWLJkCbt372bBggU8/fTTPP7447z33nsUFBSwbt069u3bR11dnfhA+D/VmMx+rMZqrMZqrMbqX7OkLZRUra2tREVFERMTg8Vi+XeRdhaLha1bt3L8+HGmTZtGZWUls2bNoru7mwsvvJDBwUH0ej09PT00NTWRm5vL3r17yczMpL6+nosvvpivvvqK77//nrS0NGQyGePHj2fjxo0sWLBA+LhdLhcXXHABnZ2dXHjhhWRlZfH1118zZcoUiouLiY6ORiaTcfLkSV566SXmz59PMBikvr6e9vZ2ioqKWLFiBc899xytra1kZ2eTn5/PwYMHaWhoYMaMGcycOZPHH39ckMPdbregNkse5Pz8fE6fPo1KpWJoaIh58+Zx6tQpFAoFdrud/Px8LBYLQ0NDuN1ufD4f8+bNIzY2loaGBiwWC3l5eaJpuuiii3j33XeJjo4WEXSSX7mvr4/BwUHi4+PRaDR0dXVx3333sWnTJrHV1Y8CsySVwldffYV6lPRtMpmwWCzI5XJx29IFe0ZGBk6nk1AohM1mE3YAaYMnSb41Go3YYkqyY7lczvz58zl8+DBqtZq5c+eSk5OD2+3GYDBgt9spLy9Hr9ezadMmWlpaiI+Px+fz0dXVRXR0NGq1WjSYx48fZ+7cuQwNDYnEAqkpPuecc1i/fj1KpZKYmBgmTpzI/v37USgUnHfeeezZs4ecnBz6+/uxWCzCU5+ZmUlZWRnvvPMOMKJqkKTOP41Zk2Tn0mMhNZEymUwMEqSBjRRrJvmQdTodM2fOZOvWrUL+HAwGR2jlVisymYz09HTRmKjVaqZNm8a5557Ld999R1tbG7GxsXi9XsaNG0dCQgLbt28nKiqK8847j56eHqyjcWg1NTXi+ZbL5QIeqNVqmThxImazmfHjx9PZ2YnRaMRgMAjwn9VqJScnh/nz5/Pmm2+Smpr6M67D6dOnmTx5MpMmTSIYDHL69GmsVitz587l4MGD5OXlMWfOHGpqarDb7Xz55Zf88Y9/xGq1YrVa+fDDD5kyZQpNTU1kZGRQUVGByWTCbDYjl8tZsGABPp+PnTt3CqieBDmTIvQkr3tsbCx2u11YZrq6ugiFQmIoIPVA8SoVyUoltYEAvtGGWC6Xo/X7SdRqaR+Vqft8PvR6PXq9XtgClEolLpdLeLolxoRMJhObcrlcLgaRCoVCeMml97yysjIaGhpEskNKSgqhUEjYGZRKJQaDgYUTJ9J24ACNkZGsMhhQm0zky2R8l5zMvn370Gg0BINBhoeHBfFd4h9IKgbJyy5tziUFk6TekKj+Ho9HvOa1Wi2ZmZkiWUIaCJhMJuGrVyqVlJeXc/r0afGYBwIBsrKyhIVJOt+loYVkSYqMjMRqtQp7ifT8SZ8h/6sdRlLJSFt/Ka5OSsvQarXo9XoRi242m8VnzC+umf9f67bbbmPTpk0iqiQlJYXbbruNu+++G0D4U55++mluuOGG/9Rtjm3mx+qXWGOgsP9zHTlyRNDsp02b9t99d8bqP1Fj5/VY/U8rr9fLZ599xoQJE9i0aZPY/l599dX4/X4++OADsRlMSEgQst1rrrmGTZs2IZfLueOOO9i2bRsbN25k8eLFXHrppRw7doy1a9fy+OOPs379evr6+pg/fz56vZ6XXnqJc889lyeffJK77rqLG2+8kbfeegubzcaCBQuE533//v2YTCaUSiU2mw2AX//613z99dcUFhby7bffUl5eTkFBAfPmzaO6upr333+ftLQ06urqOHHihNjw2u12sWmUZMY5OTkC6Ga1Wpk4cSKXXXYZ999/P9nZ2cTFxXH22Wfzt7/9TVywSzJUh8PBlClTKCkp4ccff2RwcBCn0yk84Pn5+Xi9Xurq6oQ/Va/XC9o8QEZGBvX19RiNRsaPHy/I/W63m+HhYaKjo3E4HCiVSiFft9lsyGQy4RmW/NPBYFBA7VQqlQDSSYoBKRovGAwKarfP50OtVpObm0t/fz9Wq5W4uDhmzpzJgQMHaGpq4p577iEnJ4dXXnmFpKQkIiIiuOiii1AoFJw+fRqdTsdzzz2HzWbjxhtvFFFnVVVVOJ1O4uPjaWxsJCEhgba2NlQqFeFwmLPOOovjx49TWFiI1+ulsbGR9PR0Ojo6hF//6quvZs6cOfT09JCSksKqVavIzs5mYGCAUCgkSN4KhYKioiKqqqowGAykp6fz448/iqZSymx3uVxieyqB2CRViDQQkKTF0nZ4+fLlbNq0STyGkvw7OjqaUCiEx+MhOjoajUZDWloaEyZMoKqqivr6elJTU7n11lt5+eWXOffcc/nVr35FZGQkzzzzDGfOnMHpdJKUlERDQwOffvopL730EkNDQ/T19ZGcnEwoFKKsrAydTofdbqe6upr29naxFdXpdCgUCtE8xsbGkpGRwenTp6mqqmLSpEmEQiGREiExDSRgbn9/Py6XiwULFvDiiy9y+vRpwZi49957+dWvfsUll1zCF198wUcffSRy4LOzs5k6dSr79+/HbDaj0+morq6mqalJxG06HA4SEhKEKqinp4fo6GiRrtDZ2Uk4HGZccjJ3OBw8FgpR4PGwBHjbYKDzJ358iaMQHx+PzWYTihaXy/UzboBcLhfWDCkyTQL+SWqCtLQ0kpOTOXr0KOFwmOjoaOLi4kRfdlYoxK5RSKZSqUTl96PX6QiONsjSa196zUnNrkwmIzU1VSigJJidwWCgpqZG/F5ERARZWVk0Njbi8/nEMFZSNWhGIYHSICoUCommW6VSifdtKTJOshlIkDxAWCSMRqOIJZX+HUCj0XD99dfz3nvviU299J4hDRolyb40GJE4GtJ56XA4hGRfGlZI9Ytu5qVJ0Nq1a7n33ntpbm4mNzeXEydOMHnyZPFzF1xwAdHR0bz//vv/29uRpA9SDQ8Pk56ejtlsJi4uTjyg0oMvfS29EUlfSyf9f/S1/yeTM7/fL2Q20teAONmlr6U36Z/KSCSZmHRCSj6q/93X0otN+vp/dxxjx/SvcUwwQmvPysoSkSP/7Mf0X/087d+/X/z39OnTfxHH9Et8nn56HH6/n5aWFiE1/SUc0y/xefpXPya73c4TTzyBVqvl9ttvF5swyRPqcrl499136erqIiYmhvPOO09kXVdUVCCTyZg0aRJFRUU8+OCD1NbWinzurKwsfvOb33DPPfcQHR2N3+/n2muv5cCBA1itVs6cOUNiYiLjxo2joqJCyDovvPBCqqqqeOSRR4RnPy4ujssvv5z09HRxTE6nkyeffJJJkybx7bffEhkZiUajobi4mMTERA4dOoTFYqGvr0/YCdRqNTNmzKC3t5fk5GTcbjcnT54UF6UzZszA4XDQ2tqKw+EgMzOT2NhYKioqGBwcxOfziQg0qaFvampi1qxZbN++nWAwSGZmJgAnT55Ep9OJAYXkaY+LiyMrKwu/3y8is1auXMmePXuorq4WF+fSJtJqtQpPtdfrpaSkhKamJgEzC4fD+Hw+EhISWLBgAR9//LHwtMPIMslms4nmPxwOs3btWj7//HNaWlpEdJjUZCcmJnLixAmmTp1Kfn4++/btY/78+YIer9PpqKiowGaz8dBDD/HNN98wNDTE8ePHWb58OW63m56eHgYGBmhsbBRxbj6fj6lTp3Ls2DGxfY+NjcVmswmrwp///Gc+/vhjHA4HbW1tzJkzB7fbzfz586mvr6e1tVVsrCWa++zZszl69CgqlYqEhASam5uFbUTy4xcUFNDX14dOp8Pj8TA8PExaWpoAEAaDQcrLy9m3b5+IbFSpVCKf3ePxiAhHCZKo0WiEx9zr9YqfKS8vZ3BwUGyCp0yZQkNDA3a7XRy3TCYjJSWFu+++m0WLFvH666/T0NDA8ePHBSOgp6dHnIcTJkygvLwcrVbLm2++SXd3N2q1Go/HQ1FRkYARDg0Ncd555xEREcGGDRtQq9VoNBrOO+886urq2LZtGyaTibi4OBITExkaGmLatGnU19fzwAMPIJfLaWlpITs7m7Vr16JSqZg0aRLbt29nxowZ3HPPPXz66adUVFQQHR1NR0cHS5cupb+/n2nTpjFu3Dh+97vf0dTURF5eHk1NTZSWltLX14fD4cBotXK2XM6cZct4p7aWdpuNXpsNtUZDb2cnt/r9vCuToQcskZG43W6xvHS5XGRkZGA2m4Xs3WKx4HA4SExMZHBwkIDXS6JWi1Ymo8XjISYmBpVSidLpRBsO0z26mY5TKrnW4+GxUEjcpkajEc9tbGys4HzI5XLBXJDUIP39/ZSUlNDX14ff72doaAilUolCoRDn1tDQEBEREeJ50uv1wAgYMCYmho6ODmEbkaw0BoMBn8+Hx+MRg7yfAiZdLhcmk0mcd9J7hMSzkCT2kyZNQqfTsWTJElpbW9m6dStqtZq+vj40Gg1xcXHY7XaGhoYAOPfcc6mtraWzsxOlUikGM1qtVigFpEHE0NAQWq1WvL7+v5p5+X/4nX+C+vrrr7Farfz6178GEJmZP42Lkf5b+t7/rp588kmioqLE/9LT0wGEj6KmpkZ8XVlZKaZNFRUVtLS0ACMbvY6ODgAOHDggYj327dvHwMAAALt27RKwhW3btmG32wHYsmULHo+HQCDAli1bCAQCeDwetmzZAoyQGbdt2waA1Wpl165dAAwMDIh8wp6eHg4cOABAR0cHR44cAaClpYWKigoAGhoaqKysHDumf9FjstvtFBYWsnPnzl/MMf1XP08nT54ERiRkv5Rj+iU+Tz89psOHD1NYWEh3d/cv5ph+ic/Tv/oxtbW1cdlll/Hggw/S0NBAQ0MDBoOB+vp6WlpaMBgMlJeXc+ONN3L99ddTXV3NwYMH+eKLL8jMzGT69OnU19ezZcsWEhISUKlU3HbbbTz44IMYjUYaGxspKCigq6uLSy+9FK/Xy+LFi5k/fz7XX389CxYsoLCwkGuuuYbe3l4uvvhinn/+eYaGhvjwww+5/PLLMRgM5Ofn88EHH/D555/z/fffc+6553LPPfdQWFhIRUUFhYWFFBUVsWzZMsrLy8nIyBDS4uzsbGbNmsXrr7/Ozp07yc/P58ILL0SpVPLDDz/w0EMP8dlnn4n7Jsl/H3nkEZRKJSdPnuT5559n4cKFTJ06lVdeeYX58+ezfPlybrjhBlQqFT/++COvvPKK2Ibfdttt5OfnU1JSwnPPPcfSpUspLS3lueeew+l0ir81PDzMDTfcILK3f/e733HrrbcSCAT47W9/yz333EN8fDzZ2dlcdtllhEIhpk6dyvnnn09hYSE33XQTq1atory8nLVr1+L3+1m1ahXPPvssS5cuRaVS8cc//pGcnByUSiUvv/wyEyZM4PHHH+fhhx9m3LhxeL1e1q1bx+TJkxkYGOCOO+4gOTmZlpYWli9fjkql4sCBA5SXl/P222/z3XffsWzZMg4fPsw999zDuHHj2LZtG7m5ueTn55OWlsbdd9/NBRdcgN/v54ILLuCWW24RSolbb72V2bNnc9VVV7F8+XKmTp3KXXfdxZo1a7j++uspLS0lPz+fCRMmUFRURFRUFN999x2TJk0iLi6O2tpabr75ZubPn4/T6eQ3v/kNd955JzExMdxxxx1ce+21RERE8OabbzJ37lyuv/56Hn30UaKjowH429/+RkJCAkqlkmeffZbU1FRiY2OZPHky0dHRLF68mCeffJLU1FQmTZrE/fffj9/vZ968eTz++ONERERw/vnnc/PNN+PxeFi1ahUPP/wwaWlpXHbZZeTl5VFfX8/111/POeecw86dO7n00kuZPXu24BzMmzePxsZG2tvbWb16Na+++iozZ87EZDJx5MgR8vLySEhIwGQysXbtWsLhMHv37iU2Nla8Hp977jn+9Kc/8cwzz3D//fezYsUK/vrXvzJjxgw+/fRTkpOT+dOf/kRxcTHNzc1ceOGFrF27llmzZnHdddfR2tpKeXk5hYWFyGQy3njjDbZt28Z1113Hhx9+KKw4ZWVlPPDAA9TX17Np0yYGBwc5ceIEpaWlrFq1CpvNRmJiIt3d3axZs4YrrriCp556it27d/Pkk08SDAa59dZbefrpp/nD88/zUFsb/hXoDvzuAABsg0lEQVQrWHbdddy1eDGfXXwxn332GTtuvJFz7rmHPz//PDuuu463336bqVOnUlxczJ///GfKysq49dZbeeqpp4iPj6e8vJynnnqKiRMnjsQaPv00e5Ys4cPbb2fTzJnMKC9n8eLFPD1vHpcaDDxRUsKNN95IYWEhr153HckrV5KXl8dVV13FJZdcQigU4g9/+ANLliyhq6uL3//+90ycOFG8JmbNmkUwGOSuu+5i+vTpHDt2jIceeoikpCT8fj9vvPEG0dHRxMTE8NJLL2E0GnG5XLz00kt4PB5cLhcvvvgitbW19PT08Mwzz4gIz+eff17YmJ566ilCoRDTpk3jgQcewOFwMHXqVO68804AZs2axQ033IDNZuOyyy5jzZo1+P1+ysrKOPfcc/H5fEyePJnExETuvfdeIiMjmTJlCvX19dx+++2UlJRQXV3NTTfdRGlpKX6/n9mzZ6PX67FarTz++OMolUqGhoZ49tlnKSoqwu/3C16ITqcTFpn/U/1Tb+aXLl2KWq3m22+/BUY+0GfPnk13dzfJycni566//no6Ojr47rvv/re38x9t5vv7+4mPj/9FbgnGjulf75jC4TCnTp1i4sSJaLXaX8QxjW3m/zWfp58eh8/n4/Tp05SWliKXy38Rx/RLfJ7Gjun/7pjcbje7d+9mxowZGI3Gnx1Tc3MzSuVI7rVSqWT37t2Ew2EMBgOHDx/md7/7HQMDAzz33HNkZmZy6623/rtjcjqdKBQK3n33XTQaDUVFRcTExFBVVcXhw4fp6OjA6XRyxx13UFBQwAMPPMDs2bM5ffo0SuVIpFx1dTUlJSU0NzcTHR0tbErTp0+npKSEadOm0dTUxJYtW1i4cCEul4t33nmH6667jvXr1zNp0iQSExOx2+3s2rWLCy64gPfee4+2tjamTJlCW1ub2P4Gg0G0Wi0ZGRkiTs5isdDR0UFERATZ2dnk5uZSW1tLc3MzDoeD/Px8enp6uO666wQHQHocQ6GRWKvq6mrhF09KSiIyMpLVq1dTWlrK3XffTXd3N4WFhULCLJfLxXNl+kk+eGRkJBMmTBCguzNnzmAymTAajVitVjo7O38WEfZTn7/NZiMUGvGte71e4cl1uVxotVoKCwupq6vD6/ViNBpFvn1DQwNGoxGFQiEk/tL9kDzr48aNY2hoiPr6eu68807+/Oc/U1dXR0pKCsuXL+fZZ58lPT2dSf+/9u47PMoya/z4dzKTTMokmfReSQGSQAKB0KsgCliQFVZdUdEV1LUr6r6uvWBfC3bsAiqCIkU6hA4hIYH0Rnrvk5lJZub5/eE798+8lkVf9wVm7891cTnJTCbPkxwfOM997nNSU+nq6hJ9EFpaWsSquKenJ01NTZSWlooVVI3mhz2+Y8aMoa6ujvb2dpqamhgzZoz4/ykwMJA1a9aIefQHDx4kMjKSYcOG8f333zN//nxSUlJ46qmnMJlMohGci4uLaCz248ZtXl5eYj+xRqOhtrZWrMQOHTqU0tJS8XFzczOenp6oVCrxszYYDGI7iL0fgOpHY9DsowC7urrEKnVXV5fooRAZGYnFYhHj7lxdXWlqahKVD15eXixcuJB58+bh4+PDmjVrKCoqoqCgQHS8t1dbeHp68sADD/Duu+/i7OxMXFwcXV1dZGRkcPjwYXbv3s2iRYuYO3cu//znP8nJyaGxsZE1a9awfPlyYmNjycjIYM2aNYwcOZKsrCw8PDyoqqpCURSxgtzU1IRWq6W+ro6/6/Xsrayky9eXi5ct41hWFpccPMim1FS6bDaumD+ffoOBpvffZ0N5Od4ZGXR1ddHZ2Yler+fVV18lOjqaolde4atvvuF7q5U5/v7EzpzJwRMnmJedzQNqNSs8PXnG1ZXCigpiAgLotNkw/PdIt7a2NrRaLYsXL+aTTz4hNzeXQYMGERwcTExMDDk5ObS1teHq6sqIESPIy8ujp6cHtVotbtjam1s6Of2wB93Pz4+2tjZR+WE2mwkNDUWtVlNeXk54eDgVFRU4OTkxdOhQ0ZzT09OTyMhIysvLxcr9tGnTOHDgAJ2dnaLqxGq14unpKY7Dfh22WCx4eHjg7OxMf38/d9xxBy+99BI2mw0fHx+am5ux2X7oQdHf34/VaiUoKIjGxkYURcHHxwc3Nzdqampwd3cX8Z6SkkJ3dzeVlZVnvDJ/3ibzp0+fJjY2lq+//ppLL70U4HeX2f9Pcs+85IisVqso65J7i3/ewYMHxZ75sWPHnu3Dkc6AjGvJEf3euP7444/FeLa5c+ey+7+boxUWFtLU1ISbmxtBQUEMHTqUo0ePkpiYyJ49e0hOThblrrNnz8bb25uPP/6Yq666Ssyc3rp1KykpKezbt4+cnBxaWlpoaGggISGBwYMHc80117B161Z6e3s5ffo0EydO5LHHHiM8PJzu7m4CAgIoLi7m2WefpaKigsOHDxMcHExbWxtz585l06ZN9Pb28ve//53PP/+cq6++Gnd3d1544QWmTp3K559/TnNzMyaTCS8vLw4cOEBCQgLx8fEi2T19+jSDBg2ira2N/v5+pkyZwo4dO0RTOnsC/fjjj/PUU09hMBgYNmyYKOkdOnQolZWV1NXVkZSURHx8PCtWrBDNqrRaLTExMZw+fVrsB7dYftj3b0907TPdGxoaxJ7c6Oho2traRCJvH21VX18vkgZ7g0F74ufs7CwSevv3se+l1Wg0REVF0djYOGDutZubGzExMcAPDaLtiY+9lDgxMZGKigqCg4NF87mamhpCQ0OZP38+W7Zsoba2luTkZMaPH4+vry9RUVG89957WCwWli1bRkREBLfccgulpaW4u7uLGwD2Emh3d3cmTpxIbm4u999/P88//7wYyacoCjNmzGD37t34+PiIlVT7WLCEhAR0Oh1dXV2UlZUxbNgw+vv7WbFiBS+99BKurq5s3boVf39/0WBRrf6hWWNISIhodqhWq8VKtv3GgNFoFDdNVCoV/v7+dHR0YLPZRHzY30+tVovRcoBoPGcfK2a/Iefr6yvK7mNjYwFEcmbfGpOXl0drayuJiYlUV1eLbY4jRowgKSmJ06dPM2vWLDZv3ozVasXf359nn32WdevWUVxcTFlZGb29vaSkpIhE083NjYULF/LMM89gs/3Qxd0+Os7NzY3g4GCys7PRaDRiK4OLiwvjR4xgzbffotVqCQgIwMNgQNPby+WtrXzX1UXfuHEM6+tDn5PDpsREPENDqa2t5frrr6cgM5Mr+/tZmZ+PITaWPo2G1NRUoktLmXjvvXzy0kt8k5fHMD8/htTWElZdzd7QUK774AN27tzJli1buO+++9i7dy+HDx+mq6uLyy67jIceeohjx46xYsUKvLy8mDFjhoil1157jaioKB599FGioqL4r//6L4YPH866det48MEHeeedd6irq6OtrY133nmHQ4cOsXv3bsrLy0X3fft4yMLCQnQ6HcePHxfj6uzN/7q6usT1ISMjg3HjxrF27Vqqq6sZN24ce/fuRa/Xixs+YWFhREdHs3PnTlQqFW1tbUyePBmdTsfGjRtpbm4mIyMDFxcXqqqqWLhwoZi8EBoaipubG2FhYWzYsAE/Pz8qKytpaGgQN5nsfwfYOWwy/+ijj/L2229TXV0t7gIqikJoaCh33XUX999/P4DY3/R7GuDJbvaS9J9FJvOSJJ3vDh06xLZt23j44YexWq08+eSThIWFceWVV2Kz2WhoaKCgoIC+vj4WLFhAT08Pubm5IsHLz88nLS2Nd999l2uuuYaIiAhWrlzJyJEjAZg4cSI+Pj5otdqf/f6vvfYa9fX17Nixg/nz53Pvvfdyyy23MGjQIGJiYnjzzTfRaDQMHToURVFISUnh8OHDHDp0iAULFqDVagkMDOTYsWM89NBDYuukPZmMjIxk/fr13HbbbdTW1lJRUUF9fT1FRUW4ubkxb948nJyc+Oyzz4Aftlr+eGXParXS0NBAZGQkNpuNuro6UlJSGD9+PNu3b8fT0xMXFxd2796Nl5cXiqLg5eXF7bffzvPPP09jYyPOzs7o9Xq8vLzQ6XRUV1eLfbh1dXWi1LylpYVRo0bR2tqK0WjEbDbT39+Pv78/GRkZHD16lJ6eHvr7++np6eG2227j888/p6mpialTp5Kenk5VVRVGo5HTp0/T0tJCU1OTWOmzNyKzVy8MGzaMgIAA9uzZQ19fH93d3fj5+ZGYmMiRI0ew2WyEh4dTX1+Pp6cnTk5OdHZ2otPpaG9vF9sBPD09RUfw6upq/P39GT16ND09PaI3SXV1NTU1Ndxyyy0UFhaydetWbr75ZlExW19fT0ZGBn19fbz99tt8+umnbNiwgba2NrHlJSwsjJqaGlxdXbHZbAQEBNDd3U1tbS1BQUFERESg0+nQaDQsXLiQtWvXihstnZ2dVFdX09LSgqurq6hgSUxMFFtsPDw86OjoECv+KpWKefPmERISwkcffSSa89nPMyEhgZaWFjEq0N/fX/xs7FUg9ptjYWFhlJWViUqV0tJScVPHYrGIEWP2Gyn9/f24u7uj1+vR6/UUFxcDiOofPz8/jP+9gp2WlkZXV5fYw5+bm0toaChlZWUEBARw+PBhcnNzuf322zl9+jRGo5Gamhri4uKw2WxcffXVXHjhhZjNZpqamggNDeXFF1+kvr6e9PR0Vq5cSWtrK6+++iorVqzAz9mZwQYDbxw/TkBEBIkJCXi1tRFSXEzPxIkUVVcz9/hxVri40O3tLbZofPfdd0yvq8MH+DY6Wtwk6e3tZeLEiRw7dozTp0+j1+tJTEzEy8tLTM+wN7R0cXER4weLi4txdnYmPj4eV1dXNBoNO3fuxMXFRfxsXV1dGTRoEMXFxUyfPp34+HhmzZqFWq3miy++YOrUqdx///08+OCDREdH89prrzF48GAmTpzIQw89RGVlJSkpKTz22GNce+21mM1mFi1ahIuLi+gPUFVVRWlpKR0dHXR1dXH69GnuvfdeIiMj+frrr+no6OCRRx7h3nvvpaWlRUzfKCkpYe7cuRw4cACVSiV6clRXVzNs2DDRl8JsNrNx40auu+46cSPriy++EI0pw8PDxTYucNBk3maziX1Nzz777IDnli9fzjPPPMMHH3xAfHw8Tz/9NLt37/5do+ns5TyS5AgsFgtHjhxh9OjR4gaYNJBM5s8/Mq4lR/RHxrX9n3k/Hrf3ax566CFUKhX33Xcfd999N6Ghodx+++1UVlaiKAobN27k8ccfx2Qy8fLLL2MymTAYDAwePBhXV1fS09Px8vLCzc0NQCS59lnu9mPKzs7m9ddfJzU1ldLSUlJTUzl48CB//vOfefLJJ8nIyGDnzp2MHTsWZ2dnvLy8SEpK4qOPPsL23w21lixZwrvvvsvVV19NZ2cnmzZtor+/n5tvvpnk5GSee+45kpOTCQsL48MPP2TIkCEYDAa6uro4fvw4GRkZXHTRRTz00EOUlpbS3t4uVu+HDBkyoEt4eno6J06c4K9//StpaWm88847eHh4MHnyZLZt28aJEyeIiYn5oUGYxYJarcbHx4f8/HxiYmKoq6ujo6MDX19fenp6MJvNpKamMm7cOObPn8+qVav49NNPSUxMpKamhurqalECbrFYCAgIwNPTU5TAR0dHi54Qfn5+nDp1SnTDtpcgjxkzhszMTNHBXKVSER0djaurKwDt7e0YDAZ6enqwWn/o/m3vGG7fQhAUFCSSeHv3cXd3d5KSkoiIiGD16tUALF68mA8++EB0a3/11VdpbW1l2LBhtLS08O2331JWVib6P7i6utLa2sq4ceP46quvGDRoEJGRkXh7e3Pq1CmMRiNtbW20tLTQ1tZGcHCwWCG3N/XV6/X4+vqi1+vJz8+ns7OT4OBgPD09qa+vF82sPTw8MBgM3HfffXz//fecPn2a4OBgWlpaKCsrw2QysXbtWlavXk1SUhIGg4F//vOfqFQqoqKiRBm3fUyZWq1m+PDhtLS0kJ2dPWDGup1erxf9O+zd0e1VEvaxifay7e7ubvr6+sS2gK6uLsLCwqiurkZRFDGCrbe3F0VRUKvVYjKDl5eXSIp/PCYtIyODESNG4O3tzfr16+np6eGuu+4iPDycvXv3smHDhgE3myIiInB3dyc5OZkLLriAttZWLMePk3TqFJ+GhVFw+DA9ej2BgYGo1WpaWlpQqVR0NTVhLS+nWKXipZdeIjo6GkVReOqpp8TNlezsbEaPHk1NTQ1ZWVmMGDECFxcXpkyZwqOPPorFYiEkJERsNenv76ejowNPT09GjRrFBRdcICaENDc3c/To0QHj29zd3amrqyM6OpqSkhJR7TJt2jS8vLz48ssvxdg3++q6Wq0W/95zd3cnISGBwsJCxo8fj9ls5sSJEyQlJbF161YCAgLQaDSiIWd/f79o9GhfzR8/fjzPPPMM7e3tJCUlEfrfVQ0dHR0MGjRIjCt0dXUlOjpa3CyKi4tjx44d3HPPPdx9993odDomT57Mxx9/LGLJIZP5rVu3cuGFF1JUVERCQsKA5xRF4bHHHuPtt9+mvb2djIwM3njjDZKTk8/4/e3JfHt7u7i7KknnO5vNRnV1NREREaJrpzSQTObPPzKuJUd0NuPaZDKJUuCenh4xW9rutddeY9CgQezdu5errrqKuLg4XF1dKS4uxmq18umnnzJ06FCys7NFmbI9iTGZTGK/dklJCVqtlu+//x5PT080Gg3d3d00Nzdzyy230NfXh4+PDy+//LIog+/u7mbQoEFcffXVfPXVV+Tk5Ii9ywEBATz44INkZmZSUlLCkCFDyMrKoqKiAp1Ox2233UZxcTE6nY7c3FxUKhUPPvgge/fupba2lo8//piLL76YkJAQ8vLySE1N5d1332Xs2LE0NTWJ3hwHDx7Ez88PPz8/ioqKGDx4MBqNhtOnT9Pd3U1oaCgGg4GWlhZmz55NfHw8jY2NdHd3U19fT2BgIN7e3lRWVpKVlSXGYf34pk14eDhjxowhJyeHwsJC0Q/C39+f4OBgkbw5OTkxbtw4Dh06RHNzMyEhIfj6+rJr1y7Cw8MB8Pb2xt3dnfr6ei655BLWrl0rVjpHjhyJXq+nqKhI3CRQq9WiB4R9znZvby8dHR3iBoG950BQUBBHjhwhPz9fTDmora3F3d2dCRMmcPz4cRoaGggICADAaDQydOhQCgsLGTlyJDk5OdhsNl5++WVRbWuz2Rg+fDjXXXcdeXl54mdy+PBhTpw4QVpaGh4eHmIlvby8nKysLBRFITk5GXd3d/z9/XFycmLbtm0EBQXh5+fHiRMnCA8PF71WQkJCOHnyJH5+fmICgr383F51MX78eI4dO8aMGTM4cOAAq1evJiYmhqioKMrKykTM2ydP2G9U2JtSTp06le7ubnFDqK6ujp6eHnx9fTEYDKLrv4+Pj9gGk5CQQF5eHgaDQdw46ezsRFEUoqOjsdlsokO6fZuD0WjEyckJFxcXFEURoxrtfQicnJwIDw+nuroaV1fXAWPTfH19iY6Oxmq1UlhYKG5M2Mu9ffR6AoOCGDduHDt27OCSSy7hm2++wdfXlylTpjB9+nSeeeYZtFqt+H2lpKRQXV3Np59+SkFBAadOnWL79u3U1NQQHh4uel+kpqaydOlSvvjiC/r7+6mrq+Ohhx5i586dZGRkoNfr+eCDD2hubmbixInMmTMHQIxq/Mc//kFjYyPNzc0EBwczefJkvvvuO7HVoKioiKFDhzJ06FBWr14tnrviiiuwWq3o9XqWLFnCl19+SW5uLiNHjhSr6haLBZvth1GG9u71Xl5eYoqOvZokIiICq9WKr68vo0aNYu3atURFReHh4YGiKMycOZMDBw6watUqUlNTaW5uRlEUysrK6OvrE13t7Y38APr7+8XkCXDQZP7fTZbZS9J/JpnMS5Ik/Tp7iWhSUhKJiYk/ed5gMJCfn8+wYcMGlOIbjUbc3NwoLCxk/fr1xMXFUVtby6RJk3BzcyMwMJDu7m5WrlyJr68vJSUlPPfcc6KB2XfffcexY8e44YYbiIqKQlEUjhw5wqhRo1i3bh3V1dX4+Phw/PhxbDYb+fn5xMfHk5eXx5IlS1i+fDlDhgwBEGP2fHx8iI6OFsnb4sWLaWtr4+jRoxw/fpy77rqLyMhImpqaWLBggdibbW+eFRYWxssvv4yrq6vYn63RaLjtttvEirvJZKK/v59BgwbR3t6O2WwW87EVRSEtLY26ujrxcUhICHq9nsLCQioqKvjqq6944YUXRBO5HTt2iERr+PDhNDU1odH8MPO9s7NTNACzN3wzmUz4+/uLmxojR47k4MGDeHl5ERgYSF9fH0ajkbq6OlHarFar0Wq1dHR00NvbK8bD2ZNDe2JoH+01e/ZsDhw4IHoC2LcNODs7ixs6Li4uuLi40NHRgbu7O+3t7aSlpTFkyBBKS0v529/+xm233YaTk5M4runTp9PQ0EBZWRlWq5W4uDg6OzuZMWMGWVlZ7N69m5CQEPz9/Vm4cCFXXXUVd911FzqdTkzFCAkJQafTMXHiRF588UV8fHwICwsjMjKS3t5eGhoa6O3tJSYmhsbGRsrLy3F3d8fJyYlhw4ZRU1ODwWCgo6ODqKgoTCYTsbGxNDU1iS7+2dnZvPTSS6J6wV7JYN+X3dHRwenTp0lKSiIhIYF9+/aJ1W0npx9mocfHx9Pd3U11dTUWiwVXV1fRFNPNzQ2j0SjG+dk7o2/btg29Xo+rqyvDhg0T4/26urooLy8HQKfTiWpje8JvT/oNBoOYKmG/eWM2m8UNPPvn3N3dMZvN4saAu7s7gwYNoqurC71eT2VlJSqVivb2dvr7+7HZbGKLSkREhLhJYJ8fn5KSgslkwsPDg4aGBlpaWrDZbGLPf2JiInfeeSdRUVEsWrQIk8lEeHg4s2bNoqamhhEjRvDaa68xceJETpw4gZ+fH3v37iU6OpqAgACioqLYsGEDBoOB9vZ2vL29ueaaa8T37+rqIjExkYkTJ/LWW29x6tQp+vr6ePHFF3n88cdFA0U/Pz8aGhpISUkhLCyM/v5+cnJysFqttLW18d5776FSqXjiiSfEKEJfX19OnDhBZWUllZWVzJo1i8rKSurr6xk9ejQxMTF8++233HLLLXzzzTfYbDb+8Y9/8MorrzBp0iR8fX1ZvXo1q1atEjdWZDL/O8gye8kRWSwWDhw4wLhx42Q58i+Qyfz5R8a15IhkXP8wfnDPnj14e3tTUlJCXFwcl19+Oc8//zwuLi5YLBbi4+OJiYkhLy+Pmpoa7rnnHlGua5efn89//dd/8fDDD5OWlsZ9991HdnY2l19+OU1NTSJJaW9vx2QyYTQaiY6Opre3l8LCQpydnXnmmWfYs2cPVVVVLF++nA8//JDIyEjq6+tZtGiR+B2ZTCa++uor2traSE9P57333hPdxvfv3096ejrBwcGsX78eq9UqbkrU19dTV1fH+PHjaW5uxsvLi4qKCnx8fETCEx8fz7hx46itreXkyZP09fVRXl4uVgrtFRIqlYpRo0aJUvWWlhbKy8u5+OKL2b17txirFxERwfPPP49er8dqtYpGXjqdDkVRRGm+fT64veS/u7tbJJX2ypHy8nJ0Oh0+Pj7U19ej0Wjo6+tj9OjR+Pj4UFNTw+nTp9HpdFx44YV89NFHBAQEYDQaRTm/SqXC29tbNPvr6ekBEBUIAQEB+Pj4UFpaKkrtZ86cyZEjR9BoNKJyYe7cuXz++ef09fXh7+9PS0sL77//PllZWezatYvi4mIOHjzI008/TUZGBlu3bsVkMlFdXY2TkxOXXHKJ2M/82muvMXr0aAoKChg+fDiZmZn4+/vT3NzMqFGj2LRpE76+vkRGRjJv3jyOHDnC6dOnaWtrIygoiNbWVrEnf/r06WzevJnW1lZRfXD55ZeLOfX2bQc//n1de+21fPLJJ+Tn5+Pp6UlDQ4OolDAYDPj5+VFdXS1GcMfExNDS0oJerxeru/b/V+yxYU/U7cdh7+pvv2kWGRlJUVERWq1WbLtobW3F2dkZi8UitlpYrVbUarVYXbY34LviiivQ6XS8//77YgsOIKYu2Oe4/7iDu30mfGNjo+g1YG9UaP++er2erq4u0RjOXrGkVqsZMmQIXl5eormdvSlgd3c3arVaNM00Go14eHiIG2c2m43W1lZxQ8PNzQ1PT09SUlLYs2cP/v7+JCUlMWbMGLq6unjvvfeor69n0KBBP0wJqK8nOjqa6upq7r33Xp5++mmmT59OZmYmPT09otTexcVFNDu03wibNGkSiqKwbds2ManBXvlir/qwk8n87yDL7CVHZLPZqK+vJyQkRJYj/wL7X25OTk74+fmd7cORzoCMa8kRybj+Ydvk/v37cXFxYfTo0eLzmZmZhIaGEhsby4EDB3jrrbd499136ezsZPny5WKc07x580hISODUqVN8++23XH755aSmpuLs7ExpaSlbt24lJyeHsWPHcsstt9Db28uaNWvEat++ffu45ppr2LRpE+vWrWPFihXcf//9uLq60tjYyPXXX8/cuXN5/fXXxXi/a6+9lp6eHvbv3091dTVXXXUVu3fvJjMzE7PZzNy5c9m4cSNubm7s3LmTiRMnir3zMTExLFmyBBcXF3Q6HUuWLKGsrIzW1lYURWHr1q10dnbi6upKUlIS+/fvJyoqCk9PT5599lleeeUVenp6GDt2LNOmTeO2225jyJAh1NXViX3CFosFo9EoRqsFBgbi6elJSEgIbW1tqFQqjhw5QkhICB0dHSxevBibzSaah9lX/nt6elAUBRcXF4YMGYK3tzfV1dW0t7dzzz33sGvXLqqqqujo6BAr8W5ubqIpnsFgwGg00tXVhZOTk9j7HBsbK1aubTYbXV1dqNVqcXPA3rTPbDaLcwkLC8NqtYpO9L29vdhsNq655hr8/Px466236OvrY9KkSaIR4qlTp9BoNFx88cVibLWTkxOpqanAD9OxEhISRKJpTzrj4+MZNGgQDz74IAsXLhSr0TabjdTUVCwWCzU1NZjNZsLCwhgxYgTffvstlZWVBAQE4OLiQkFBgRinZh9LB4gRgv39/SxevBhfX1+2bNkizt3FxYX33nuPzMxM8vLySElJ4ciRI7S0tFBYWIjRaKSpqYmMjAyam5uJjY1l0qRJHDp0iNzcXNra2vD396e2tlZUWdxyyy3k5uZy6NAhOjo6xB7w6dOnU1dXJyppTCYTiqIQExNDR0cHFotF/NfeC8Pd3R2r1UpERISoZGhvb8ff35+UlBRx7g0NDaLKwN5M0X4zw2QyYTabCQkJISEhgWPHjonxgFarVWz70Wq1eHh40N3dLRodOjk5iaTcHhtDhgyhp6dHTABobGwUDSP7+/vFzQ17RYH9ppC9okSr1dLd3S22udi3w9j7GdivU05OTkybNo3MzEyMRqP4f9jFxYXu7m7Cw8MpKSkRNxnt/Svc3Nwwm8309fUBP1RRGI1GQkNDxfuDTOZ/F1lmL0mSJEmSdO6zr+AB9PT0iOZiH3/8MR0dHSQkJDBx4kSRvKekpFBVVcXMmTNJTU3liSee4PLLL8fHx4fly5fj4+ODxWJBo9FgMBgICwsjOTlZNOPT6/WEhYXx4IMPUlFRwbfffktgYCBz5sxh6NCheHp6oigKs2fP5vvvvyc8PJzi4mLGjBnDtm3buPDCC1m/fj1JSUls3LiRv/zlL1x33XXU19dTWlqKzWbj8OHDIomPioqioaGBIUOGEBcXh9ls5s033yQ9PZ21a9fi7OxMcXExkydP5tixY6K83mw209XVhVarZfTo0ZSWlqLVaomMjESn01FYWMiECRNQFIW2tjYWLVrEV199RUFBARkZGYSGhvLll1/S19cnRm0ZjUbS09P55ptvmDBhAo2NjVRXV9PT04OTkxM9PT00NjaSnJwszmXIkCHk5OSgUqnw8fHBy8tL9D9wd3fH29tbjIgbOnSoSKpcXFzQaDTEx8dTWVmJk5MTOTk5GAwGbDYbkydPxmKxkJ2dLRqf2bcV+Pj4oFar6e7uJjExkYKCAkwmExqNRozPGz9+PBs2bGDkyJGUlJSI2eVWq1XcsHFzc8Pd3R2bzUZSUpLYqx0QEEBrayvh4eG0tLRgMpnw8/PDx8dHNCMMDw9n3bp15OTkMGrUKAwGA9dffz1vvPEGISEhlJWV0dXVxaeffsrJkyfp6elh3LhxYvuC/QZFWFiY+F02NDSQlJREcHAwDQ0NzJo1i+bmZvbt24eLiwtjxozhq6++Ijg4mFOnThEXF4fJZKK5uRlXV1dCQ0NJT08X2yzszQVDQkIICAggJyeHmJgYMjIyqKmp4fjx44wbN47ExET27t1LcXExgYGBFBUV4eTkREpKCmazWWyDsNlsmEwm3NzcaG1tFSvqwcHBeHh4EB4ezowZM6irq2PLli2UlJSImKioqCA1NZWcnBxiY2NxdXUVWxy6urpwcXHhxhtv5MiRI+L79/X1iVGB9q74iYmJNDY20tHRIZL+5uZmjEYjOp0ONzc3QkNDaWpqEjeMdDodfn5+5OTkEBQUhMVioaurCx8fH9HQ0sXFhXnz5lFUVEROTg4Ao0ePFtsq9Ho9fX19YpuE/UaFvRlfZGQkFRUVorrBfuPJvq3FXhnR29uL1WrFbDaLa5xM5n8HWWYvOSKLxcLevXuZNGnSf2zZpuR4ZFxLjkjG9b+Hoihs376dlpYW/vznPwPQ29vLQw89hLOzMw888AB+fn5iL3VsbCw1NTUcPHiQgwcP8te//pU9e/YQERHB0aNHGTduHJs3b0aj0eDm5kZ2djYxMTEYDAYiIyPJz8+nrKyMkJAQBg0aRHBwMFlZWYSFhREYGEhjYyP79u1jyJAh5OfnM3/+fFpaWsjPz0elUhEQEMCUKVPYv38/BQUFGI1G5s6dK0Z0FRQUEBQUJJKDSy+9lNzcXJYtW8bYsWMJDg7GYDDQ2NgoRrtVVVWJJLelpYWGhgbgh9VCHx8fOjo6CA0NFfvbVSoVw4YN4+uvv8bb25uYmBjCwsLIyclBp9OJju32+e4mk4m2tjY8PDzw9PSkt7eX4OBgUlJSyMvLY9myZWzYsAFXV1c2bdrErFmzUBSFnJwcqqursVqtIsm372Nvamqis7NzwH761tZWIiMj6evrIyoqitzcXAwGAxqNRmw9cHFxISQkhBEjRtDa2kp/fz+FhYWi0ZiTkxPe3t74+fmJJmc6nQ5/f3/UajVtbW2YzWbi4uLo6OggIyODG264gTlz5pCQkIBGo0Gr1XLixAmRmP24OaFarSYsLAwPDw+xJcLeE8GeTMbHx5Ofn4+vry8ffvghXV1dbNmyhcTERNrb2wkMDGTKlCkcOnQIFxcXiouL6e7upq6ujn379mGxWIiJiWH9+vW4u7tz4sQJkYQ/8MAD4sZOSkoK2dnZZGVlMXToUJKSkli/fj3jx49nz549mEwm4uLiMBqNVFVVkZCQQHJyMr29vRQVFYkRhuHh4Zw8eZLe3l68vLxEZUZvby+9vb2Ul5fz/PPPs2rVKq644goUReGRRx7B1dUVRVEYOXIkXV1d+Pn5UVxcTFtbG4888giJiYn8/e9/x8/Pj5qaGlpaWuju7mbIkCGMGDGCzz77DFdXVwICAsQWkqeeeopNmzZRVVUlJgDU1tYSGRlJd3e3mCFvryTRarVYLBZaW1vR6/Wi5F+r1Ypxj/Zy/9jYWAwGA3PmzGHXrl2i8iE9PV00eSwrKyMhIYHLL7+csLAwtm3bRnV1NTExMZw8eVJsG+jo6MDFxQU/Pz+6u7sxGo1ERETw17/+lczMTO644w7effddsd3HarWyceNGcd2SyfzvIMvsJUdks9loaWkRXV4lyRHIuJYckYzr/1v2xl6/Nr6vu7ubxx57jAsuuACVSkV2djYXXnghVVVVbN26lfj4eIYNG8b27dtJT09n3bp13HbbbXz22WcEBgaKlda+vj6WLl3KwYMHyc/Pp6WlhZKSErHK6uvry5w5c2hvb2f37t3U1tbi5uYmOoQfPXqUQYMGMXfuXPLy8kQTQpvNxt69e/Hx8cFoNHLFFVdQVFTExRdfTEFBgZir3tnZSU9PD8OHD8fFxYX6+nr8/f05efIkDQ0NvP3229x00010dnYyfPhwamtrqaur44477mDjxo3k5+eLveUVFRVi+kFubq7Yi2w0GvH29gZ+6Gxu7/KtUqnQarWiL4CHhwf5+fkkJCSIlXz7aqY9qfHw8GDEiBGUlJRwzTXXcPDgQUpLS9FoNLS1tYlkTa/X4+npSUJCAqdPn6aqqgpnZ2fRkM0+sm/cuHEiyfrTn/7Exo0bRb+Auro60ZlcpVKJLQXwQ+Lf29uLh4cHwcHBVFZW4uvri8lkoru7Gz8/Pzw8PAAIDQ0Vx6BWq1Gr1Xh6eoq9/uHh4TQ1NYnyefvPxNnZmaCgIC6//HLWrVsnSvHtybi9j0JCQgJ1dXVilX7WrFlERkby7bffsnnzZhITEzEajWJ+uqurK9nZ2WzevJmnn36apUuXkpOTw5QpU3jhhRew2WyEhoaKvfI9PT088cQTdHZ2kp+fz6xZs0hNTaW+vp5NmzYRHR3NokWLWL58OYGBgTQ3N9PX18fgwYPp6upi9+7d+Pj44ObmRk9PDwsXLmT79u00NDSg1WrRaDSYTCbc3d0ZOXKk2J9uNptRFIV//vOfvPzyywOa86WlpZGVlUVJSQmJiYlkZGTwzTffMGbMGBYsWMCnn35Kf38/tbW1eHp6snTpUu666y6io6PFdhT76MmioiIiIyOJj4+noKCABQsW0NfXh8lkYvXq1Zw+fZqamhrGjRtHe3s7TU1NDBkyRFyX+/v7iYyMJCQkRGybmT59OhMmTCA4OJj7778fo9HIhAkTuPXWW1m5ciWhoaFkZWWRl5fHddddR35+vtjukZGRQWtrKzqdjsjISNasWcOJEyfEtUcm87+DLLOXpP9M3d3domTT09PzbB+OJEmSdI7q6enh8ccfZ8iQISxatEjcdFEUhSeeeIKAgADKy8u56aabiI2NJScnh/T0dJqamvjyyy+Ji4vjwgsvFO/33XffcerUKdra2nBycuKJJ54QVRmbNm3itdde44orruDGG28kJyeH9957D1dXV3Jzc7HZbCQkJKDVasnOzuamm27CarUSExPDG2+8wdSpU8nOzmby5Mm0t7fz6quv4uvrS0ZGBsuWLcPHx4fPPvuM06dPYzAYRLd8QIxdu/LKKzEajSLJtN+ciImJYe/evdx4441s3boVDw8POjs78fPzIzo6mm+++YaqqioCAgLw9vbmxhtv5IknniA9PZ05c+Zw+PBhduzYQUJCAr6+vjQ2NqLVaqmurkaj0YiO6FarlYKCAsLDw8Ue+8GDB3Py5MkBoxDtEwfs2xvsjfv6+vrQ6XQ0NjZisVi44IILOH36tOjyHhQUhEajoaSkRPw87Z3ic3JyiI+Pp76+nsrKSrFX3L6ae+edd4rGhxdddBHNzc2cOHECJycndDodtbW1uLq64ufnR21tLfDD+DGdTofFYmHUqFFYrVaOHTsmyrNNJhNBQUEiAf3xTYAfb0GwWCy0tbWh1+spKCggICAArVbL1KlT+fTTT4mIiMDPzw+VSkVpaalYrbZYLGLuuX0Em30M27Bhw9i/f/+AbuqFhYVMmjSJuXPn8vLLLzNjxgzS09O5//77ue666xg7diwbN24kNjYWPz8/vvjiC44cOUJMTIzoGfDee++Rl5fH4MGDRSy1trYSHx/P/v370el0VFRUsHXrVrRaLePGjcPNzQ1nZ2dycnJEdUBjYyM6nQ6DwSAmN9jnyPf19eHk5IS/v7/Y65+RkUFOTg5eXl60tbVhNBrRaDR4enpSVVWFp6cnLi4ujB8/ntzcXJycnLjpppt47rnnMBqNBAYG0tXVxbx585g3bx7PPfcczs7O9Pb2kpWVhU6nQ6/X8/e//x1FUfj444+55557WLFiBRaLhYCAAIqLi2lpacHb25vp06fT3t5OZmamqODw8fERN4+uvPJKHnvsMfH/oEzmfwd7Mt/S0iKbYEkOo7+/n507dzJt2jQxKkYaSHazP//IuJYckYzr85uiKJSUlKDT6QgNDT3jr/vmm2/Ys2cPs2fP5uTJk9xwww0cOHCA48ePExwcTFtbG5GRkcyfPx+VSoXVaqW3t5fs7GzeeustAgICmDNnDtu3bycjIwOAnJwckaRPmjSJpqYmli5dypIlSxg/fjyVlZUUFBQQERFBTEwMTU1N+Pj4MGLECAYPHsywYcOwWCzcddddbNiwgcDAQHx8fEhMTGTEiBF0dXVx8cUX89Zbb/HII4+wZs0a1q5dS25urthL/tRTT3HgwAF2797NjBkzePfdd0V5eH9/P0FBQQQEBFBRUYFWq6WpqQn4YYW7sbGRrq4ubrrpJr7//nuOHz8uSqTtK5n2medms5ni4mLq6+upqakhMjISvV7PiRMnqKioAH74f8ve5d7erd3FxQW1Wk1/fz99fX2i8ZlWq8XHxwdfX1+qq6tFcmu1Wrnkkkv4/vvv6e7uxmaziZFvarUab29vEhIS6O7u5vTp00ycOJHS0lJR6t/c3Ex0dDSzZ89mz549nDx5UnRXt98g8Pb2FmX79uZ+9hsTer2eyMhISktLcXJyEnPoNRoNfn5+WK1WsZfcvrfc1dWV4OBgLBYLkZGR9PT0EBgYSF5eHnq9XlQj5OXl0dnZiYeHh0gwW1tbxcz7vr4+xo4dS1FREXq9nqCgIFxdXYmKimLr1q1oNBqMRiMhISF88sknbNu2jS+++IKOjg6uvvpqlixZwtGjRzGbzaSnp1NaWsqgQYPEnvMJEyZgNBr55z//yYYNG8QK/UsvvcTEiRN55plnuOSSSygrK2PatGkEBQWRmprK+++/T1lZGddffz0Gg4FVq1ZhtVo5evQo3d3dNDY2cu2115Kamopareaxxx7DYDDw8ssvs3PnThoaGjhy5AgjRowQN+q+/PJLRowYQVlZGTt27MDNzU3c2Jk7dy4Wi4XOzk5UKhXJycnccccdmM1m0edixIgRFBcXM3jwYAoLC8UNI/s+fHsVSGNjo7iJk5GRQW5uLvn5+eK6IJP530GW2UuOyGaz0dHRgV6vl2Wbv0Am8+cfGdeSI5JxLX366aecOHGCWbNmkZiYSFhYGABr167l0KFDDB48mPz8fPR6PX5+foSHh1NYWEhrayszZ87EYrFQX1/PnDlz8Pf3p7+/n6amJqxWK5s3b6a6uprS0lJGjhyJp6cn48eP59tvvyUgIID29nby8/Pp6+tDpVIRFxfH9u3beeONN0hMTOS6664jKCiIv/3tb6jVagoLCzl16hQnTpzA09OTRx55hOrqatzc3NiwYQM6nY61a9fi6+tLcHAw33zzDX5+fgQHB4vV4O3bt4t9xfX19SQlJXHhhRfy4osvEhsbS21tLX5+foSGhlJVVYVer6ekpAQPDw+SkpJoaWnhlVde4eqrryY5ORl/f3+2b9+Or68v7e3thIeHi73wZWVlJCcns2HDBvR6vWh2qNVq6ezsRKPR0N3djbOzs+iHoNfr8fb2xsvLi87OToqLixk6dCgNDQ00NzfT2dkpxqa5u7ujUqlEmXhPTw8hISFotVoxC37ChAlkZ2ejUqmYPn06TU1NlJeXi0ZrK1aswGq14ubmhs1mw9XVFScnJ+rq6kRzNJVKhVqtFo377KviJ06cwNfXV8yJV6lUomLB3h0+ICCA3t5eiouLiY2Npa6uTvy+L730Ug4ePCjK4iMjI2lvb6e5uRmtVsvs2bMpKSmhvr6erq4unJ2dxbFaLBbi4uLE1zQ1NZGQkMDOnTtFfwM/Pz9OnjyJwWDA2dlZ7KW3j92bOXMm69evx2QyiVVxk8nE8OHDGTVqFCdOnBBVLA8//DCzZs3ipZdeIjExkXXr1jF16lQSExM5fvw4MTExbNq0iccff5zBgwdz//33o9PpKC8vJyYmhpCQED777DPi4+Pp7e0Vs+jtYyrt2wcWLFjAgw8+yNChQ/H19RX74F999VVcXV0pLS3lvvvuQ6VSERUVRWxsLO3t7dx55500NjZSXFxMVFQUXl5erFu3TkyXUKvVAFxwwQU4OTmxbt06LBYLr7zyiuhyL5P530GW2UvSfyaZzEuSJEnnOpPJRElJCcnJyT/Z5280Gtm2bRsHDhygr68Pb29vTCYTJpOJhIQEKioquOmmm8jKyqK9vZ3y8nLGjRtHZmYmixcvZujQoahUKurq6uju7ubw4cN89dVXzJw5k5tvvhlnZ2dMJhNvvPEG3377LWPHjkWn02Eymdi8ebMYU5aUlISXlxeTJk0iKiqK/fv38/3332Oz2bjhhhvYvHmz2Pve0tLCyJEjueiii9i6dStubm50dHQAkJGRwYYNG6ivryc8PJxZs2ZhMBg4cuQIer2epKQkNm/ezKlTp6itrSUwMBCTyURERIQotw4LC+PAgQP09PSgVqsJCQnBaDSSlpZGW1sbeXl5YrU0OTmZOXPmiOqYzs5O6urqiIyMpLKyUqwg20fgzZ49m7a2NjQaDcOGDWPFihVotVqRZGs0GgYPHsz+/fvRaDQkJSXR2dlJRUUFgYGBODk54enpSW1tLR4eHmKrgLu7O3V1dSiKgpeXF2q1Gjc3N5GQ2+e8l5WVodVqcXNzo7e3l+HDh3Pq1Cm8vLwYOnQo9fX1eHp6UlBQgLOzM05OTphMJlGObm/G5+HhgU6nIyAggLKyMry9vcWc9bKyMtra2rjkkkv4+OOPaWhowN3dHU9PT9GL4IILLhBVIvYRcz9egQ4NDaW1tRWz2SxmztsrS2w2G1qtlsGDB1NUVCS6u9tHzLm7uxMcHEx5eTlhYWH4+/uL/hInTpzA1dUVX19f2traCAwMRFEUDAYDrq6u1NfX4+XlJSYE2EvqdTqd6Idw66238uGHHwI/bLe0jz60x7XNZsPLy4uYmBiam5vFvxM7OjoICwsTzfxiYmKora3FYrHg7e1NQ0MDnZ2dpKWlER4eTmZmphix2NXVRVBQEGq1mqCgIPz8/Bg1ahTHjh0jOzub4uJimcz/b8gye8kR9ff3s3XrVmbOnCnLNn+BTObPPzKuJUck41r6IxgMBtGUzWw2i4TYvhf99ddfZ+7cuURHR9PR0cHq1aspKysTq9W33HILmZmZHD9+nJEjR7J7925uv/12XF1dMRqNAHz22WcMGzZMzBa/5ppraGtro6WlhZUrV+Lk5ERNTQ2+vr50dnaSmJhIU1OT2Cecm5tLeHi42Jc9bdo0ampq0Gq1tLS0MHz4cCZOnEhNTQ3z58+nsLCQrVu3cscdd9DZ2cmbb76J0WikurqaefPmMX/+fE6cOMEHH3yATqejqKiI4uJiDAYDF1xwAadOnaK9vV00wysoKCAtLY3U1FTeeecdWltbGT9+vFhV37JlCz4+PhgMBnx8fKitrUWr1dLb24unpyfTpk1j9uzZ9Pf3s3z5cmbOnMmXX35JREQEOp2OsWPH8txzz4nO+wEBASQmJtLZ2cnevXsxmUw4OzuLZM3eFT4qKkrMerfvczeZTHh7ezNs2DAaGxvFDHX76rjRaERRFDFOz9XVlcjISAoKCsSKttlspr+/X1QbNDc3ixV1tVrNoEGDaGlpIS4uDk9PTzIzM+ns7MTX15eUlBSKioowGo0MHz6cvr4+SkpK6O7uxmQyiRsOgYGBVFVVAeDv709cXBzFxcV0dnYSHR1NbW0t4eHhIvH19fWlpaUFq9WKVqvF2dmZKVOmUFVVRX19vYhn+7i5kJAQfH19KS8vBxBVASkpKRw/flw0KrSvntt/xmPGjGHChAns2LGD0tJS3N3dMRqNNDc3ExkZSWNjI3q9XmxBgB8aHxoMBjFdoqOjAz8/Pzo7O6mtrRU3zFasWMHKlStFF/2srCz0ej1Dhgxhz549GI1GEhISMJvNGAwGMQnC1dUVrVYrbj50d3ejUqlob28X5y2T+d/Bnsx3dHSIbpySdL5TFIXu7m48PT1/tWPvfzKZzJ9/ZFxLjkjGtXS2tLW10dPTg8FgYMWKFQwZMoSlS5eiUqmora3ls88+w2Kx0N7eTn9/P2FhYWIlPz09HYvFwlVXXUVBQQEqlYq1a9ei0+mYOHGiSEj7+/u59NJLeffdd1mwYAEWi4WCggJKS0vZv3+/KPe+8MIL2b17t2hSpigKer2eYcOGUVxcjIeHh0h81Wo18+bNIyoqira2Nt5++22qq6uJjY2luroab29vMZGgrKyMzMxMXnvtNYYPH87DDz/Mpk2bKCoq4tixYxgMBjIyMqioqODiiy8mIiKC9evXc/vttzN48GCeeeYZNm3ahEqlor6+niFDhqBSqRg9ejQFBQWicaFOp+PkyZN4enqK1eofN7DT6/XExcXR2tpKUlIS27Ztw9PTk/DwcA4fPszMmTMpKCjAzc0Nk8lEeno6Bw4coLGxEScnJxRFITY2FpVKRWdnJzExMQwePJiMjAwWL16MxWLB2dlZ3HywWCyi2V9vb6/opm8/VrPZTHd3N8OGDSM7OxsAFxcXAgICaGtrw2QyodFoxKx0jUaDTqcjKSkJJycnTp06JRrRWSwWXF1dcXZ2FivnarWaiooKwsPDqa6uJjQ0VCSy9uqRyMhIqqqqSEpKorKykp6eHtHHYNSoUezdu5fe3l4CAwOJiIgQTe3sWwB6e3vp6upCrVaLrRHl5eV4eXmJsXP26hGTyYSHhwejR49mx44dwA/TFzQaDUVFRXh4eODm5kZaWhobN27EarXi6uqKt7c3zc3NGAwG4IeEPzg4mP7+fmpqakRfg97eXhRFQa1WM3nyZPbs2SNiw34D5/Tp06JiQq/Xi5si9pGPIJP530WW2UvSfyaZzEuSJEnSv2Y0GjEYDPj7+7Njxw6GDBlCSEgIb731FhUVFSQlJdHW1oZOp6O1tZX6+nr6+vqYP38+O3bsEJNjIiIiqKysJDk5mYKCApycnHjggQeYNGkSV1xxBQ899BAmk4mjR4+yfft2enp6xOxvjUYjEqFhw4axceNGDh06hJeXF5dccgl/+ctfeP311wkICMBoNHL06FGuu+46vvrqK/R6PfX19UyZMoWTJ08SFRXFqFGjqK6u5uDBg+Tm5uLu7k5CQgKenp709fVx+PBhXFxcaGtr48EHH6Suro6WlhbefPNN9Ho9U6ZM4fjx46Snp1NXV8ehQ4cYPXo0hYWF+Pr6oigKLi4ulJaW4uzszNChQ9FoNBQWFopxfePGjWPv3r34+vri5+fHtm3bOHLkCMXFxfzXf/2XKD13dnZGr9eLLQ3jxo3j008/5fTp06jVahRFISwsDIvFQk1NDYGBgYwdO5aIiAhycnKor69nzJgx7N69m9bWVjw8PMTWgJaWFtzc3LBarahUKkJDQ3FycqK8vBx/f39iYmIoLCykv78fs9k8oKrAYDDQ39/PsGHDKCwsxGw2ExwcTF1dnWhY2NHRgZubG1OnTmXHjh3U19eTmppKe3s7paWlYguBxWLBx8cHjUYjuv9XVVWJSomAgADMZjM2mw2LxUJfXx+KouDq6ioaEfb39zNq1Cg2bdqEzWZDrVYTGRkpqh0aGhrEz9PDw4Pu7m6cnJxwcXERvQDsSbvNZhM3ZrRaLaGhobi5uXHy5Enc3d3R6XSkp6cTGRnJJ598wuzZs8nPz6eqqor+/n6xHcLLyws3Nzdyc3NF40MXFxdRgm+1Wunu7hb/r8lk/neQZfaSI+rv72fTpk1cfPHFsmzzF8hk/vwj41pyRDKuJUejKApvv/02LS0tmEwmnnzySfr6+qioqCA+Pp7Dhw+jVqupq6tj//79LFiwgC+++ILly5fT1tbGl19+SVFREYMHDyYwMJDa2lpyc3Px9fWlrKyMtLQ0QkNDmT9/PgB79uzh1KlTuLi4oCgK48aN4+TJk7zxxhskJCSIvdhms5m5c+eya9cu+vv7ueyyywgMDGTVqlW0tLSQl5fHxx9/zKBBg9BoNBw9ehQ/Pz/S09MHnN+RI0d4+eWXmTBhAlu2bCEqKoonn3xSTBno6elhz549REREMGPGDL7++msmT57M5MmT+f7779m8eTPh4eFUVVVx2223kZOTw/vvv09YWBhhYWEcO3aMq6++mk8++YT4+HiMRiOnT59m8eLFbN68mfz8fDHT3tXVlcWLF5OTk8PevXvR6/WMGjWKZcuW8dJLL5GVlUVraytWq5XRo0fT1dU1oGxfo9Hg6+vLxIkTOXDgAFOnTmXz5s309vai0+nw9PRk3LhxrF27Fjc3N+CHcvrW1la8vLywWq00NDSgUqkYNmwYWVlZDBo0iOrqagwGA4qi4OPjQ2dnp2hKaDKZaG1tJS0tjfnz54uxcDNmzCA3N5eOjg4MBgPp6elifKB9u4DBYMBgMIgGis7OzmIEoZeXF2azmYiICFpaWjAYDJjNZvF1KpUKrVZLUFCQ2Gtv38cfGRkp+hfYy+O7urrQaDRiy4R96sHKlSu5+eabxQ0ORVEIDw9nzJgx/O1vf+Pee+9Fo9GQmJiIzWZj1apVuLm5MWjQIEpKSkSSb+/l8OWXX4rYksn87yDL7CVHpCgKJpMJV1dXWbb5C2Qyf/6RcS05IhnXkiM6cOAAlZWVREREMHHixH/5+i1btrB161bc3d258soriY2NpaKigm3btlFdXc31119PSkoKZrOZ5cuXk5CQILrB19XVcfz4cebMmSNGun399ddiP/K+ffsYPny4aJp21VVX0dzczAcffEBYWBhLlizBaDRy8uRJ7rjjDjw9PUlLS2PRokW8/vrrFBQUoCgK6enpWK1WMjIy6OzsJCsri1tvvZWPP/6YSy65hB07dhAdHQ3AnDlzsFqtREZGAvDWW2+JqQN///vfeeaZZwgICMDLy0s0B1y/fj2TJ0+moKCAtrY27rnnHk6fPo2HhweBgYE8/PDDonx+9uzZ1NfXU15eLlaT7d33nZycCAwMxM3NjQkTJrB582YKCgpISEggPT2dDRs2oNFouPHGGzl27BiNjY2o1Wo0Gg3l5eVccMEF/P3vf+eKK66guLgYZ2dn/vSnP6FSqaiqqiI/Px+LxYKbmxtarVYku0ajES8vL8rLy+nq6iIpKYnJkyezbt06MQLPvq98woQJVFRU0NHRgUqlIjIyUlQg+Pn5YTabmT17Nl9//TX79+8nICBA9HcwmUx4enrS399PV1cXISEhYmuAfaxfX18fl1xyCZmZmezdu5fExETRGE9RFEJCQnB3d6e6uhp/f3+qq6tJSEgQe/fDw8MJCgqisrKSkSNHUlhYKLaOxMTEiNJ8jUZDYGAgFRUVA24Y/HjCQXBwMDU1Nbi4uODp6YmPjw+LFy/mueeeE70E7GQy/zvIZF5yRIqiYLFY0Gg08h+Hv0Am8+cfGdeSI5JxLTmiAwcO0Nvbi7u7O+PGjTujr2ltbRUz0O1sNhs2m03sP7Z/bteuXTQ0NNDa2kpjYyOJiYnk5+fj4uJCT08PU6ZMwWAwEBgYyPjx49m9ezf79u3jvvvuw9XVlRUrVqDX6ykvLyckJITLLruM0NBQFEWhoqKCRYsW0dfXx8yZM7nhhhtwdXXl8ccfx8vLi8LCQiwWC9deey3FxcU0NzfT0NDAU089hZubG9dccw2pqamUlpbi6enJ3XffzfHjx9mzZ8+Aku3i4mL0ej1qtRqdTseRI0eorKwkJSWFG2+8kQsvvJCdO3cyfvx4XFxcuOOOO0hLS2PhwoU0Nzfz3nvv4e3tzeTJkykqKsLd3Z0LL7yQp59+mvXr1xMVFUV9fT3z5s0DYO/evSLvcXZ2pr29Xezlts9Mr6yspK+vDzc3N1xcXBg8eLDo62Efpzdq1CiGDx/OihUr6OzsRK/XEx4eTltbG6mpqezevZvY2FhKSkrECn50dDRlZWX4+/sDMHToUGpqakRTvtTUVDo7O3F1daW2tpbOzk7mzZtHamoqWVlZFBcXk5SURGtrK6tWrUKj0eDn58cHH3yARqOhtLSU5cuXi2ZyLi4u6PV6hg8fTnR0NL29vcTHx9PV1cWxY8fIysrCycmJ2NhYoqKiyMrKQqfTkZeXx8iRI1Gr1eTm5mK1WgkICBBbGfz8/Ni9e7e4OdDb24vZbCY+Pp729nZ8fX3ZtWuX+P6urq50dHTwl7/8hc8//5whQ4Zw5MgR0chvzpw5vPPOOyK2ZTL/O8gye8kRybLNf00m8+cfGdeSI5JxLTmizMxM9uzZw+TJk89oZf73Onz4MCaTicmTJwPQ19cn5of/3GuLioowmUwMGTIEm80mErw333yTp556ioaGBl555RX8/f0pKyvj7rvvJjk5GWdnZ7q6uigrK+PEiRPk5+fz8MMPA+Dq6kplZSUbN26krq4OV1dXDAYD119/Pe+88w7Z2dmMHj2atLQ0enp6yM3Npb+/n5SUFCIiItBqtaxZswYfHx+xVaC2tpbq6mrUajXOzs7ExMTQ0dFBb28vDQ0NDB06lOjoaA4fPsyTTz5Jeno6jY2NvP322yxYsAC9Xs93331HRkYGx48f56KLLuLUqVP4+flhs9lITk5m8eLFZGdns2DBAqKjo/H09MRsNvP1119TXV3NNddcw/jx43n55Zfp6OggMjISd3d3FEXhxIkTBAUFcd999+Hj48PGjRtpamri22+/5eKLL2bcuHH09/eTkJDAypUr2bhxIykpKXz77bfiZ2af0V5eXs7UqVPJzc1Fo9HQ0dGBzWYTNwK6urowGo1YrVbc3d3x9fVl6dKlLFu2TMyJ1+l0DB48mFOnTtHT08Nll10mJjzU19dTUVFBbGysGA8YEhJCcXExjY2NdHd3o9Fo8PDwwGAw0NPTg0qlws3NjYCAADFZYPz48Wi1WlJSUvjuu+9ITEwkJiaGl156SZTuNzc3093dLcbz9fb2igoM+7jF77//nsLCQmbMmIFOp+Oee+7BbDYDMpn/XeTKvOSI5ErPv2YvtVKpVKjV6rN9ONIZkHEtOSIZ15IjsndBd3Z2HrCqfjYpisKDDz6Ioig8++yzA/5/279/P8XFxRQXF3PPPffg7+9PY2MjO3fu5OjRo6SkpJCXl8eYMWNITEzE1dWVjz76CE9PT9ra2pgxYwbNzc3k5eVx5ZVX8sknn+Dj44Ofnx95eXksXLiQnp4eIiMjiYuLY9WqVZSXlxMbGwvARRddxMaNG4mKiiIxMZG6ujq8vLwYMmQIjz32GKdOneLTTz/F1dWVlpYWjh8/TkxMDPn5+bz33ntER0dTUlJCeno6p0+fZujQoRw8eBCtVssLL7wgzruoqIiQkBCGDx+Op6cnDQ0NtLe3M2fOHDZs2MCiRYvIzMwkOzubQYMGcd9996HVatHr9Tz//PPk5OQQFRVFfn4+NTU1TJgwAbPZjIeHBx4eHrS2thITE4NKpUKn03H06FGcnZ25+OKLycvLIzMzkzvuuAMfHx+++uorRo8eze7du8nNzSUqKoqhQ4diMpnw9fXl9ddfR6PRMGnSJGbNmsUzzzyDRqPh1ltvpaSkhF27dgEQEBDAiRMn8Pf3p6Ojg0mTJrF//356enrw9vYmPj6enp4eTpw4QXBwME1NTWJkYHx8PB0dHbS1tVFUVMSoUaNYunQp5eXlogFhZmYmHh4emM1mMXHAxcWF/v5+XF1diYuLIzMzE5vNhk6nEyX2zs7O4sbB9OnT2bJlC/n5+aLJYGNjI319fXI03f+WTOYlRyT3YEqOSMa15IhkXEuO6FyNa/ve5uTk5AGfVxSFd999l5SUlJ9U61mtVo4ePUpqaiqurq4/ec/6+noKCgrw8fER485MJhPFxcUMGzaM2tpaDhw4IPZOHz16lGnTpjFo0CA++ugjMQJu3rx59Pb2smXLFrEK3d3dzc0330xiYiJNTU0oikJbWxvFxcXU19dTV1fH1KlT+f7775k+fToJCQls3ryZ7OxsrrrqKvbt28eWLVv405/+hK+vL5MnT+bo0aNs2LCB5ORkEhISMBgMrF+/nokTJ7Jjxw58fX254oorWLdunZjp/v777zNy5EjRuK2yspKFCxfyz3/+k6CgIJqamjAYDGg0GqZNm8aIESPYs2cPVquVqVOn0tHRwdKlSykpKeHxxx9Hq9WK5nRpaWl88sknGI1GJk2axFVXXcWaNWvo7Oxk586dTJw4kcDAQEJCQpg9eza5ubl89913XHXVVcyaNQtFUVi7di2ZmZm8/PLLVFZWYjabGTx4ME899RQACxYsEGMY/f39WbZsGUOHDsVqtdLf3w/AokWL+OSTT0hMTKSkpISTJ0/S1taGp6en+NrU1FSCgoLYuXMnaWlpmEwmurq6WLhwIcOHD+f111+nt7eXpKQkwsLCmDx5Mtdff72oEpg0aRIHDhygr6+PSZMmsWTJEmJjYzEajYBM5n8XWWYvOSJZtik5IhnXkiOScS05IhnXv5+9clCj0dDT08Ozzz6LzWbD3d0dV1dXjEajKOWfMWMGmzZtwtnZmf7+fmJjYxkxYgRff/01EydOZMaMGT97M6W4uJj4+HgAXnnlFY4fP84DDzxAUFAQbm5uVFZW4ubmxnPPPUdDQwN/+9vfiImJoaWlhc8++4zY2FiWLl3KCy+8gIeHBzfffDNarZZvvvmGDz74AEVRCA4OxsXFBQ8PDw4dOiRWw0NDQxk3bhw2m438/HxaWlq4++67+e677ygvL+fw4cOMHDmS6Ohosdj63XffoSgKfn5+LFmyhFWrVtHb20t4eDh+fn7cfffdFBcXi9GFvb29ALi5ufH666+zceNGAgICRBd8JycnqquraW1txd/fn7S0NK688ko++ugjOjs76e3tJTExkVtvvZWXX34Zf39/uru7KSkpYfr06cyaNYsvvviCpKQkXnzxRYqLi4mLiyM4OBhnZ2fMZjM7duwgIiKCxYsX89FHH9HQ0EBAQAAPPPAAfn5+PPjgg3h6evLVV1/R19cHyGT+d5Fz5iVJkiRJkiRJOld1dHSg1+vFx/ZxbVqtdsDrMjMzOXnyJFdeeSVbtmwhKysLlUrFmDFjCA0NFXPcAwIC+Oijj1CpVKSmpjJy5Ei2bdtGSUkJiqKQmJhIWVkZJpOJ6Oho7rjjDjo6Ovjss8+Ijo5m4sSJPPzwwwwbNoxjx46xdOlSLBYLw4cPZ/v27SJBtn8/tVrNXXfdRUhICEuXLhXV0OXl5XzzzTd4enoyffp0li9fzowZM7j44ovFTYX777+fq6++mksvvZQHH3xQNN1LT0+nuLhYVBYEBweLxnKxsbEcPXqUyMhITCYTTzzxBAaDge3bt1NZWUlgYCDu7u4MGzaMHTt2MGTIENasWcNNN93E6dOn6ezsRK1W4+XlxdVXX829995La2srX3zxBdu2bWPPnj04OTlRUVFBcnIyTz/9NG+99RYFBQV0dnYyduxYvvrqK+Lj4zly5Ajvvvsua9asITs7m+joaCwWC8899xyvvvoqL7zwgkzm/zdkmb3kiOydRz09Pc+p8rZzSXV1NVarFbVaTURExNk+HOkMyLiWHJGMa8kRVVVV0dnZibe3txjPJp0dfX195Obm0tTUJBLrgoICrr32WpycnAgICBCvtdlsADg5OVFTU0NQUBBbt26lpKSEmpoabrzxRnbu3El5ebmYez927Fg++eQTIiIisFqtqFQqurq6cHd3Z/z48Tg5OeHv74/NZmPTpk2UlJTwj3/8A0VRePPNN7nrrrvo7u5m9erVxMXF8ec//xknJydxTFu2bGHDhg2kpaVx8uRJurq6+Otf/8ro0aM5dOgQb7zxBh4eHixbtgydTsfKlSs5dOgQ06ZN4+TJkyxbtoy4uDgURWHNmjVkZWWxfPly8T26uro4deoUHR0dHDx4kPnz5xMQEEBwcDD79u3j0Ucfxd/fn4ceeojvvvuOkJAQTp06hcVi4dSpU3zxxRf4+vpisViwWCxotVo2btzI6NGjMRqNtLe389hjj3HfffcRGRnJZ599Rn5+PsOGDcNisfDuu+9SVlYGOGAyX1tby7Jly9i8eTNGo5GEhASxZwN++Avwscce45133qG9vZ2MjAzeeOMNkpKSzvh7yDJ7yRH19/ezdetWZs6cKcvbfoHsZn/+kXEtOSIZ15IjyszMZN++fUyYMOHf2s1e+vdTFIWDBw8SExNDSEjIr762rKyMoKAg3N3dyc7OpqKiAicnJ4xGI4qiMGnSJHQ6HY899hhWq5UnnngCHx8f8X2+/vprDhw4gKenJyNGjCA1NZXXX3+dxx57jJqaGoKDg+ns7GT79u1UVVWRnp6OyWRi6tSpPPfcc0RERFBaWsqkSZPo7u4mKCiI8vJyYmJi2L17N+PGjUOlUtHT08PChQsBKCgoYOXKlTg7O5ORkcG0adPE8a9du5aFCxfywQcfMG3aNFatWsX8+fM5dOgQ06dPJzc3F7PZzJAhQ8jJyaG7u5sZM2awe/dunJyccHZ2ZtKkSWi1WoYOHUpfXx/e3t4UFBTw6aefMm/ePJ577jk2b94MOFgy397eTlpaGlOnTmXp0qUEBgZSVlZGdHQ0gwYNAmD58uU89dRTfPjhhyQkJPDkk0+yd+9eioqK8PT0PKPvI8vsJek/k0zmJUmSJOnfQ/4dK/0am82G0WjEw8PjZ583mUxs27aNr7/+mueff17Mp/+xkydPsnLlSp544gk8PDxQFIXS0lJcXFyIiooSr7vrrrtIS0tj7ty5+Pj4oCgKK1eupLCwEGdnZ/z8/LjxxhtxdXXl0KFD7NmzB7PZjLOzMw8++CBarZaOjg5yc3MZOnQoBoOB0NBQcfO1qamJmpoa9Ho9wcHBHDlyhMTEREJCQjCbzezcuZOCggKcnJxwcXGhoqKC/v5+lixZwurVq8nPz+fLL78EHCyZf+CBB9i/fz+ZmZk/+7yiKISGhnLnnXeybNkyAMxmM0FBQSxfvpybb775jL6PPZlvb28fsBdFks5nNptN7K/6camS9P/Jf2icf2RcS45IxrXkiPbv309rayt+fn6MHz/+bB+OdJ6yjxD+37DZbH/YtfWPuF5brVasVisuLi7YbDZuvPFGPvjgA+BfJ/Pn1d8Q3377Lenp6fzpT38iMDCQtLQ03n33XfF8RUUFDQ0NzJw5U3xOq9UyefJkDhw48Ivvazab6erqGvAHEI0H7D/g//nYYrEMeGzfU/JLj/v7+wc8tt9HsT9WFOUnj4EBj+3NLeyPLRbLrz62Wq0DHv/cechz+s84p/7+fo4ePYrJZHKYc3LE35M8p992TmazmaNHj9Lf3+8w5+SIvyd5Tr/tnMxmM0eOHBHv5wjn5Ii/J3lOv+2cLBYLhYWF2Gw2hzknR/w9nevnZPe/OSf7+/0R52S1Wjly5IjIG3/POdlX6Pv7+1GpVGRkZPzsyMOfc14l8+Xl5bz55pvEx8fz/fffs2TJEm6//XY+/vhjABoaGgAICgoa8HVBQUHiuZ/zzDPP4O3tLf7YG18VFRUBP+ybKCgoACA3N5eSkhIAse8D4MiRI1RXVwNw4MAB6uvrAdi7dy8tLS0A7Ny5k46ODgC2bt1Kd3c3AJs2bcJkMmGxWNi0aRMWiwWTycSmTZsA6O7uZuvWrcAPnSt37twJQEtLC3v37gV+mGdpv2FRXV3NkSNHgB9ucGRnZwNQUlJCbm6uPKf/0HMyGAxceOGF7Nq1y2HO6Y/+PeXk5ADQ2trqMOfkiL+nH5/T0aNHufDCC2loaHCYc3LE35M8p992TkePHiUlJQVnZ2eHOSdH/D3Jc/pt52QymQDQaDQOc06O+HuS5/Tbzslell9TU/OHnVN0dDQrV67kTJxXZfYuLi6kp6cPWGW//fbbOXr0KAcPHuTAgQOMHz+eurq6Ac0YbrrpJqqrq9myZcvPvq/ZbMZsNouPu7q6iIiIEA3w7Hdg1Gr1gMcWiwWVSiUeOzk54eTk9IuP7d0i7Y81Gg0qlUo8hh/u2vz4sbOzM4qiiMc2mw2r1Soe22w2NBrNLz62Wv//XMpfOg95Tv8Z56RSqWhra8Pb2xsXFxeHOKc/+ve0f/9+8XFGRoZDnJMj/p5+fB4Wi4WOjg58fX0BHOKcHPH3JM/pt51TX18fbW1tBAYGYrPZHOKcHPH3JM/pt51TZmYmTU1NBAcHM3bsWIc4J0f8Pclz+m3npFKpaGxsxN/fH2dn5z/knHJycpg4cSIGg8Gx9sxHRUUxY8YM3nvvPfG5N998kyeffJLa2lrKy8sZNGgQx48fJy0tTbzm0ksvRa/X89FHH53R97HvmW9tbRX/QJSk853FYmHv3r1MmjRJXPCkgeSe+fOPjGvJEcm4lhxRZmYmR48eZdSoUbKbveQw/h3X65qaGpKTk+ns7HSsPfPjx48Xpe92xcXFojthTEwMwcHBbNu2TTzf19fHnj17GDdu3G/+fvIvUMmRaDQapk2bJuNacigyriVHJONackQajYYRI0bIuJYcyr/jeu3r6ztgYfrXnFfJ/F133cWhQ4d4+umnKS0t5fPPP+edd97h1ltvBX4oc7jzzjt5+umnWbduHSdPnuS6667D3d2dq6666jd/P3tjAklyBDabjdraWhnXkkORcS05IhnXkiOy2Ww0NzfLuJYcyr/jeu3u7s6IESPO6LXnVTI/atQo1q1bx6pVq0hOTuaJJ57glVde4eqrrxavuf/++7nzzju55ZZbSE9Pp7a2lq1bt57xjPkfkxcbyZHYbDbKyspkXP8KnU6Hl5cXOp3ubB+KdIZkXEuOSMa15Ijc3d3p7OzE3d39bB+KJP1hzvb1+rzaM/9/xb5n/l/tUZAkSZIkSZIkSZKkP9I999zDSy+95Fh75v+vyTvikiOx2WycPn1axrXkUGRcS45IxrXkiGRcS47o3xXXF1988Rm9Tibzv0JebCRHIvdgSo5IxrXkiGRcS45IxrXkiP5dcT1q1Kgzep0ss/8ZssxekiRJkiRJkiRJOhvONB+VK/O/wmq1nu1DkKQ/jNVqpbS0VMb1r8jLy+P48ePk5eWd7UORzpCMa8kRybiWHFFOTg7ffPMNOTk5Z/tQJOkPc7av1zKZ/xWyaEFyJIqi0N7eLuP6V/T09NDV1UVPT8/ZPhTpDMm4lhyRjGvJEXV3d1NfX093d/fZPhRJ+sOc7ev1Hzfd3gFpNPLHIzkOjUZzxvtvJOl8IeNackQyriVHpNFoGDx4sPz3teRQzvb1Wq7M/wpZ3iY5EqvVSmFhoYxryaHIuJYckYxryRFZrVaqqqpkXEsO5Wxfr2UyL0n/QYxG49k+BEn6w8m4lhyRjGvJEZnN5rN9CJL0hzub12tZ5/Ir1Gr12T4ESfrDqNVq0tLSzvZhSNIfSsa15IhkXEuOSK1WEx8fL/99LTmUs329livzv0KWAUmOxGq1cvLkSRnXkkORcS05IhnXkiOyWq1UVFTIuJYcytm+XstkXpIkSZIkSZIkSZLOM7LM/lfIMiDJkajVapKTk8/2YUjSH0rGteSIZFxLjkitVhMTEyP/fS05lLN9vZbJ/M+wzwlsb28/y0ciSX8cexlQcnKy/Iv0FxgMBsxmMxaLha6urrN9ONIZkHEtOSIZ15Ij6urqoqioiMTERPl3rOQw/l3Xa/v/I/9qfr1M5n9Ga2srANHR0Wf3QCRJkiRJkiRJkqT/SN3d3Xh7e//i8zKZ/xm+vr4AVFVV/eoPT5LOJ11dXURERFBdXY2Xl9fZPhxJ+kPIuJYckYxryRHJuJYc0b8rrhVFobu7m9DQ0F99nUzmf4aT0w99Ab29veXFRnI4Xl5eMq4lhyPjWnJEMq4lRyTjWnJE/464PpNFZdnNXpIkSZIkSZIkSZLOMzKZlyRJkiRJkiRJkqTzjEzmf4ZWq+WRRx5Bq9We7UORpD+MjGvJEcm4lhyRjGvJEcm4lhzR2Y5rlfKv+t1LkiRJkiRJkiRJknROkSvzkiRJkiRJkiRJknSekcm8JEmSJEmSJEmSJJ1nZDIvSZIkSZIkSZIkSecZmcxLkiRJkiRJkiRJ0nlGJvP/w4oVK4iJicHV1ZWRI0eSmZl5tg9Jks7Yo48+ikqlGvAnODhYPK8oCo8++iihoaG4ubkxZcoUTp06dRaPWJJ+au/evcydO5fQ0FBUKhXr168f8PyZxLHZbOZvf/sb/v7+eHh4cMkll1BTU/N/eBaSNNC/iuvrrrvuJ9fvMWPGDHiNjGvpXPPMM88watQoPD09CQwM5LLLLqOoqGjAa+Q1WzrfnElcnyvXbJnM/8iaNWu48847+fvf/052djYTJ07koosuoqqq6mwfmiSdsaSkJOrr68WfvLw88dxzzz3HSy+9xOuvv87Ro0cJDg5mxowZdHd3n8UjlqSBDAYDw4cP5/XXX//Z588kju+8807WrVvH6tWr2bdvHz09PcyZMwer1fp/dRqSNMC/imuAWbNmDbh+b9q0acDzMq6lc82ePXu49dZbOXToENu2bcNisTBz5kwMBoN4jbxmS+ebM4lrOEeu2YokjB49WlmyZMmAzw0ePFh54IEHztIRSdJv88gjjyjDhw//2edsNpsSHBysPPvss+JzJpNJ8fb2Vt56663/oyOUpN8GUNatWyc+PpM47ujoUJydnZXVq1eL19TW1ipOTk7Kli1b/s+OXZJ+yf+Ma0VRlEWLFimXXnrpL36NjGvpfNDU1KQAyp49exRFkdd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"text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "psd = raw.compute_psd(picks='ecog')\n", "psd.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice the outlier channels that exhibit periodic oscillations and deviate from the 1/f pattern the majority of the channels follow. We identified these electrodes by name from an previous analyses. Here, we will mark them as `bad` electrodes using the `Info` object." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "
\n", " \n", " \n", " General\n", "
Filename(s)\n", " \n", " sub-01_task-podcast_ieeg.edf\n", " \n", " \n", "
MNE object typeRawEDF
Measurement date2024-09-17 at 12:02:32 UTC
Participant<no
ExperimenterUnknown
\n", " \n", " \n", " Acquisition\n", "
Duration00:29:60 (HH:MM:SS)
Sampling frequency512.00 Hz
Time points921,600
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ECG\n", " \n", "\n", " \n", "
misc\n", " \n", "\n", " \n", "
ECoG\n", " \n", "\n", " \n", " \n", " and \n", " \n", "
Head & sensor digitizationNot available
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Highpass0.00 Hz
Lowpass256.00 Hz
" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw.info['bads'] = ['DAMT1', 'DPMT4', 'DPMT6', 'DPMT7']\n", "raw" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Common average re-referencing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Re-referencing is a common procedure applied to EEG and ECoG signals in order to remove common noise present across electrodes. This process simply averages all good channels together into one time series, and then subtracts the average from each channel. MNE implements this process in [set_eeg_reference](https://mne.tools/stable/generated/mne.io.Raw.html#mne.io.Raw.set_eeg_reference)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading 0 ... 921599 = 0.000 ... 1799.998 secs...\n", "Applying average reference.\n", "Applying a custom ('ECoG',) reference.\n" ] } ], "source": [ "# Re-reference data\n", "raw.load_data() # required\n", "rereferenced_raw = raw.set_eeg_reference(ref_channels=\"average\", ch_type=\"ecog\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Notch filter powerline noise" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Powerline noise](https://en.wikipedia.org/wiki/Utility_frequency) is an artifact in electrophysiology that comes from the line frequency of power from a utility (60 Hz in US, 50 Hz in other parts of the world). You can see the noise in the power spectrum above as sharp peaks at 60 Hz and its harmonics. We can easily remove these frequencies using a Notch filter using MNE:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filtering raw data in 1 contiguous segment\n", "Setting up band-stop filter\n", "\n", "FIR filter parameters\n", "---------------------\n", "Designing a one-pass, zero-phase, non-causal bandstop filter:\n", "- Windowed time-domain design (firwin) method\n", "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n", "- Lower transition bandwidth: 0.50 Hz\n", "- Upper transition bandwidth: 0.50 Hz\n", "- Filter length: 3381 samples (6.604 s)\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 17 tasks | elapsed: 0.6s\n", "[Parallel(n_jobs=1)]: Done 71 tasks | elapsed: 2.6s\n" ] } ], "source": [ "# Notch filter power line noise\n", "powerline_freq = raw.info.get(\"line_freq\")\n", "if powerline_freq is None:\n", " powerline_freq = 60\n", "freqs = [powerline_freq * m for m in range(1, 4)]\n", "notched_raw = rereferenced_raw.notch_filter(freqs=freqs, notch_widths=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Frequency-band extraction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The signal so far is considered \"cleaned\" and ready for analyses. However, all other tutorials use the power modulations of the high gamma frequency band. This means we extract the signal with frequencies in the range 70–200 Hz, then apply a [hilbert transform](https://en.wikipedia.org/wiki/Hilbert_transform) to extract power modulation as the envelope of the analytic signal. Luckily, MNE implements these steps using the `filter` and `apply_hilbert` functions:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filtering raw data in 1 contiguous segment\n", "Setting up band-pass filter from 70 - 2e+02 Hz\n", "\n", "IIR filter parameters\n", "---------------------\n", "Butterworth bandpass zero-phase (two-pass forward and reverse) non-causal filter:\n", "- Filter order 16 (effective, after forward-backward)\n", "- Cutoffs at 70.00, 200.00 Hz: -6.02, -6.02 dB\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "
\n", " \n", " \n", " General\n", "
Filename(s)\n", " \n", " sub-01_task-podcast_ieeg.edf\n", " \n", " \n", "
MNE object typeRawEDF
Measurement date2024-09-17 at 12:02:32 UTC
Participant<no
ExperimenterUnknown
\n", " \n", " \n", " Acquisition\n", "
Duration00:29:60 (HH:MM:SS)
Sampling frequency512.00 Hz
Time points921,600
\n", " \n", " \n", " Channels\n", "
ECG\n", " \n", "\n", " \n", "
misc\n", " \n", "\n", " \n", "
ECoG\n", " \n", "\n", " \n", " \n", " and \n", " \n", "
Head & sensor digitizationNot available
\n", " \n", " \n", " Filters\n", "
Highpass70.00 Hz
Lowpass200.00 Hz
" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iir_params = dict(order=4, ftype=\"butter\")\n", "band_raw = notched_raw.filter(70, 200, picks=\"data\", method=\"iir\", iir_params=iir_params)\n", "band_raw = band_raw.apply_hilbert(envelope=True)\n", "band_raw" ] } ], "metadata": { "kernelspec": { "display_name": "mne", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 2 }