{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn\n", "import pandas as pd\n", "import numpy as np\n", "import math\n", "import sh\n", "\n", "IOSTAT_COLUMNS = ['r/s', 'w/s', 'kr/s', 'kw/s', 'wait', 'actv', 'wsvc_t', 'asvc_t', '%w', '%b', 'device']\n", "TEST_CONFIG = 'fixed-rate-submit'\n", "DISK_CONFIG = 'hdd'\n", "\n", "NJOBS = [1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024]\n", "NDISKS = [1, 2, 4, 8]\n", "\n", "DISKS = ['c1t1d0', 'c1t2d0', 'c1t3d0', 'c2t0d0', 'c2t1d0', 'c2t2d0',\n", " 'c4t0d0', 'c4t1d0', 'c4t2d0', 'c3t0d0', 'c3t1d0']\n", "\n", "seaborn.set()\n", "seaborn.set_context('talk')\n", "\n", "jq = sh.jq.bake('-M', '-r')\n", "\n", "def fio_iops_series(directory):\n", " iops = []\n", " for njobs in NJOBS:\n", " data = jq('.jobs[0].write.iops', '{:s}/fio-{:d}-jobs/fio.json'.format(directory, njobs))\n", " iops.append(float(data.strip()))\n", " return pd.Series(iops, NJOBS)\n", "\n", "def fio_latency_series(directory):\n", " latency = []\n", " for njobs in NJOBS:\n", " data = jq('.jobs[0].write.lat.mean', '{:s}/fio-{:d}-jobs/fio.json'.format(directory, njobs))\n", " latency.append(float(data.strip()))\n", " return pd.Series(latency, NJOBS)\n", "\n", "def iostat_column_series(column, directory, ndisks):\n", " jobavgs = []\n", " for njobs in NJOBS:\n", " diskavgs = pd.Series()\n", " for disk in DISKS[0:ndisks]:\n", " data = pd.read_csv('{:s}/fio-{:d}-jobs/iostat-{:s}.txt'.format(directory, njobs, disk),\n", " delim_whitespace=True, header=None, names=IOSTAT_COLUMNS, skiprows=5)\n", " diskavgs[disk] = data[column].mean()\n", " jobavgs.append(data[column].mean())\n", " return pd.Series(jobavgs, NJOBS)\n", "\n", "def get_pctchange_dataframe(project, master):\n", " diff = pd.DataFrame()\n", " for plabel, mlabel in zip(project, master):\n", " new = project[plabel]\n", " old = master[mlabel]\n", " diff[plabel.replace('project - ', '')] = 100 * ((new - old) / old)\n", " return diff\n", "\n", "def plot_iops_dataframe(df):\n", " df.plot(figsize=(16, 9), style='-o')\n", " plt.title('fio -- write iops vs. fio threads')\n", " plt.xlabel('number of fio threads issuing writes')\n", " plt.ylabel('write iops reported by fio')\n", " plt.loglog(basey=2)\n", " plt.xticks(df.index, df.index)\n", " plt.show()\n", "\n", "def plot_latency_dataframe(df):\n", " df.plot(figsize=(16, 9), style='-o')\n", " plt.title('fio -- average write latency vs. fio threads')\n", " plt.xlabel('number of fio threads issuing writes')\n", " plt.ylabel('average write latency reported by fio (microseconds)')\n", " plt.loglog(basey=2)\n", " plt.xticks(df.index, df.index)\n", " plt.show()\n", "\n", "def plot_iostat_column_dataframe(df, column):\n", " df.plot(figsize=(16, 9), style='-o')\n", " plt.title('iostat -- {:s} vs. fio threads'.format(column))\n", " plt.xlabel('number of fio threads issuing writes')\n", " plt.xscale('log')\n", " plt.xticks(df.index, df.index)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "master_latency = pd.DataFrame()\n", "master_iops = pd.DataFrame()\n", "master_busy = pd.DataFrame()\n", "for i in NDISKS:\n", " directory = 'openzfs-447-perf/{:s}/master/{:d}-{:s}'.format(TEST_CONFIG, i, DISK_CONFIG)\n", " label = 'master - {:d} {:s}'.format(i, DISK_CONFIG)\n", " master_latency[label] = fio_latency_series(directory)\n", " master_iops[label] = fio_iops_series(directory)\n", " master_busy[label] = iostat_column_series('%b', directory, i)\n", "\n", "project_latency = pd.DataFrame()\n", "project_iops = pd.DataFrame()\n", "project_busy = pd.DataFrame()\n", "for i in NDISKS:\n", " directory = 'openzfs-447-perf/{:s}/project/{:d}-{:s}'.format(TEST_CONFIG, i, DISK_CONFIG)\n", " label = 'project - {:d} {:s}'.format(i, DISK_CONFIG)\n", " project_latency[label] = fio_latency_series(directory)\n", " project_iops[label] = fio_iops_series(directory)\n", " project_busy[label] = iostat_column_series('%b', directory, i)\n", "\n", "pctchange_latency = get_pctchange_dataframe(project_latency, master_latency)\n", "pctchange_iops = get_pctchange_dataframe(project_iops, master_iops)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# OpenZFS #447 Performance Results - Fixed Rate Submit on HDDs\n", "\n", "### Workload Details\n", "\n", "This workload consisted of using `fio` to drive synchronous writes, while varying the number of threads used by `fio`. Each `fio` thread would issue writes to a unique file, using sequential file offsets, `pwrite`, `O_SYNC`, a blocksize of `8k`, and a queue depth of 1 (i.e. each thread performing a single write at a time). Additionally, each thread would attempt to acheive a bandwidth of about 64 writes per second; i.e. after a write completes, the thread may artficially delay, such that it doesn't exceed its target of 64 write operations per second. Here's the `fio` configuration used to acheive this:\n", "```\n", "[global]\n", "group_reporting\n", "clocksource=cpu\n", "ioengine=psync\n", "fallocate=none\n", "blocksize=8k\n", "runtime=60\n", "time_based\n", "iodepth=1\n", "rw=write\n", "thread=0\n", "direct=0\n", "sync=1\n", "\n", "# Real world random request flow follows Poisson process. To give better\n", "# insight on latency distribution, we simulate request flow under Poisson\n", "# process.\n", "rate_process=poisson\n", "rate_iops=64\n", "\n", "[zfs-workload]\n", "```\n", "\n", "The command line flag `--numjobs` was used to vary the number of threads used for each invocation, ranging from a single thread to 1024 threads.\n", "\n", "### ZFS Pool and Dataset Configuration\n", "\n", "The above `fio` workload was run on zpools with varying numbers of direct attached disks; configurations of 1 disk, 2 disks, 4 disks, and 8 disks were used. All configuration options were kept default at the zpool level (i.e. no `-o` options were passed to `zpool create`).\n", "\n", "For all tests, a single ZFS dataset was used to store all the `fio` files for all thread counts. The configuration options used for this dataset were the following: `recsize=8k`, `compress=lz4`, `checksum=edonr`, `redundant_metadata=most`. These were all chosen to match the options used by our Delphix Engine, except `recsize`, which was used to avoid the read-modify-write penalty since `fio` was issuing `8k` writes.\n", "\n", "### System Hardware Configuration\n", "\n", " - VM running on VMWare ESXi 6.0.0\n", " - 8 vCPUs\n", " - 128 GB of RAM\n", " - Traditional Magnetic Disks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IOPs as reported by `fio` vs. number of `fio` threads\n", "\n", "Below are graphs of the write IOPs reported by `fio` (using the `write.iops` metric), which accounts for all `fio` threads in the given run; i.e. it's the aggregate value for all `fio` threads vs. the value of each individual `fio` thread. Additionally, each line corresponds to a different zpool configuration; each configuration having a different number of disks in the pool." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### IOPs as reported by `fio` vs. number of `fio` threads - master branch" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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ihLhFKzQhITesz253kJ1pdk2HvvzVbCx50EqlUhAcpiMkTE9weNHXkHAdPr5a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\nLCwsxC8O/vrrL+Tm5uLChQvie86cOQNnZ2eF13v37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master - 1 hddmaster - 2 hddmaster - 4 hddmaster - 8 hdd
163.08601963.10283463.10493663.082127
2127.009245126.975404127.017708126.991003
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" ], "text/plain": [ " master - 1 hdd master - 2 hdd master - 4 hdd master - 8 hdd\n", "1 63.086019 63.102834 63.104936 63.082127\n", "2 127.009245 126.975404 127.017708 126.991003\n", "4 254.418550 254.261553 254.274251 254.261553\n", "8 511.529490 511.119989 511.153654 511.153283\n", "16 1012.911932 1023.721139 1023.906240 1023.873739\n", "32 1579.966344 2040.357250 2043.733768 2044.513992\n", "64 2763.592435 2949.631777 3966.092375 4096.571134\n", "128 4336.204455 4061.521290 5269.706157 6852.563355\n", "256 5514.430363 7257.887723 6633.361079 8700.940961\n", "512 7502.346636 9897.906500 10417.680846 10696.507894\n", "1024 7443.628632 12098.213841 14688.071716 13020.219488" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "master_iops" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### IOPs as reported by `fio` vs. number of `fio` threads - project branch" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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mTpzK0KHDOXLkR2bNms6OHZFMmzbTJsGujKFDh9scnzr1K7m5epo1a1Fq/dOn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\nAmlpaXz88ceEhYW57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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_iops_dataframe(project_iops)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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project - 1 hddproject - 2 hddproject - 4 hddproject - 8 hdd
163.10178263.07131363.09547663.068617
2127.026172127.019823126.943695126.973816
4254.265785254.261553254.210772254.253088
8511.137378511.161792511.161420511.203969
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2567865.90810612252.78520314895.99400314823.153267
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" ], "text/plain": [ " project - 1 hdd project - 2 hdd project - 4 hdd project - 8 hdd\n", "1 63.101782 63.071313 63.095476 63.068617\n", "2 127.026172 127.019823 126.943695 126.973816\n", "4 254.265785 254.261553 254.210772 254.253088\n", "8 511.137378 511.161792 511.161420 511.203969\n", "16 1023.837267 1023.939137 1023.870957 1024.023974\n", "32 2044.046410 2044.365646 2045.149471 2044.983102\n", "64 4096.971413 4097.333933 4097.285595 4099.205622\n", "128 6915.025820 8045.968777 8124.390041 8179.748522\n", "256 7865.908106 12252.785203 14895.994003 14823.153267\n", "512 7541.328245 13695.750557 19872.590386 23560.001332\n", "1024 7789.282803 13758.406682 23917.667809 31686.370749" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "project_iops" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## % change in write IOPs vs. number of `fio` threads - master vs. project\n", "\n", "The following graph shows the percentage change for the IOPs reported by `fio`, between the \"master\" and \"project\" test runs. A positive value here reflects an increase in the IOPs reported by fio when comparing the results of the \"project\" branch to the \"master\" branch; i.e. positive is better. Additionally, a 100% increase would reflect a doubling of the IOPs. Similarly, a 50% decrease would equate to halving the IOPs." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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JZs6c2Z4KVUREREREhFPJ2cyf8xMrl+yhIN+Bt4+Z1p1vIDTcvRcmdUX5CgT4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\naPl/9+AV01rteB513qnXdrsdi8WCxWLh5ptvpqio6Ozff/1z9OhRZs6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RPuHc3fVvRPic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fLqTYtkgLzSOt755uINx0yMFfT1dSDc35G+vi37jWub63gzeg0AYU59CLbv3e3+jppLiin8Zi0A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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pctchange_iops.plot(figsize=(16, 9), style='-o')\n", "plt.title('fio -- % change in write iops vs. number of fio threads')\n", "plt.xlabel('number of fio threads issuing writes')\n", "plt.ylabel('% change in write iops reported by fio')\n", "plt.ylim(-50, 150)\n", "plt.xscale('log')\n", "plt.xticks(pctchange_iops.index, pctchange_iops.index)\n", "plt.axhline(0, ls='-.')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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12859.47185898.10234254.17159519.367718
25642.64226068.820264124.56178470.362646
5120.51959238.37017590.758295120.258813
10244.64362513.72262862.837357143.362800
\n", "
" ], "text/plain": [ " 1 hdd 2 hdd 4 hdd 8 hdd\n", "1 0.024987 -0.049952 -0.014991 -0.021417\n", "2 0.013327 0.034982 -0.058270 -0.013534\n", "4 -0.060045 0.000000 -0.024965 -0.003329\n", "8 -0.076655 0.008179 0.001519 0.009916\n", "16 1.078607 0.021295 -0.003446 0.014673\n", "32 29.372782 0.196456 0.069270 0.022945\n", "64 48.248033 38.910015 3.307871 0.064310\n", "128 59.471858 98.102342 54.171595 19.367718\n", "256 42.642260 68.820264 124.561784 70.362646\n", "512 0.519592 38.370175 90.758295 120.258813\n", "1024 4.643625 13.722628 62.837357 143.362800" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pctchange_iops" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## average write latency as reported by `fio` vs. number of `fio` threads\n", "\n", "Below are graphs of the average write latency (in microseconds) reported by `fio` (using the `write.lat.mean` metric), for all `fio` threads in the test run. Just like the graph of IOPs above, each line represents a different zpool configuration, and there's data for the \"master\" branch as well as the \"project\" branch." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## average write latency as reported by `fio` vs. number of `fio` threads - maser branch" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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ZWfj5+bFkyRKcnQu+oBNAQkIKOp1pLk+j1aFWFe4c9xeJUqnAycnWpDku6STH\npic5LhqSZ9OTHJue5Nj0JMdFQ/JsepJj03hv0Q+kpOccMS7sadXPzT3HLVq0oE6dOiQmJuZ4f/Pm\nzXTp0uWpC2NTK8mFsRBCCCGEEEIUlSyN7rHC2BSem2nVHTp0yPX9AwcO0KdPnyKORgghhBBCCCHE\n88BcrcTKwvTjus9NcZybyMhIqlSpgrW1KVaBFkIIIYQQQgjxvPs9KoHMrLwfq1tYnptp1bk5efIk\njRo1Ku4whBBCCCGEEEIUgwvX4li68zf0BlCaKdDpTXcf93NdHN+6dYtOnTo98/lmZvk/I1g8m4e5\nlRybjuTY9CTHRUPybHqSY9OTHJue5LhoSJ5NT3JceM5E/sPSnb+h0xso42DFe73q8fPvsRy/GG2S\nxzk9N6tVCyGEEEIIIYQQABHnbrNg8zn0egMVytgyc0RLSttbGfdnaXSYqwt3keQiLY7PnDnDl19+\nyY0bN3B0dMTf3x9fX1+T9ZeUlIrehMPuJZmZmQIHBxvJsQlJjk1Pclw0JM+mJzk2Pcmx6UmOi4bk\n2fQkx//e8QvRrNrzBwagYllbJvTzxN7Wwrj/YY4LW5FNq05OTmbkyJFMnjwZHx8f/vjjDwYPHkyl\nSpVo2bKlSfrU6w0me7ZYlk6DuVJtkrZfJKbMscgmOTY9yXHRkDybnuTY9CTHpic5LhqSZ9OTHD+b\nI+dus+HgVQBeKVeKD309sbVSF0kui6w4jo6O5rXXXuPNN98EoE6dOjRr1oxz586ZrDgubGmaNA7+\nFcFPd0+ToknFVm1DC9dX6fjK61irX8wVtaOj71C+fIXiDkMIIYQQQghRwh345RZhR64BULW8HWP7\nNMDasugGJIvsUU61atUiKCjIuJ2cnMyZM2eoWbNmUYXwr6Rp0ph/bhmHbkWQokkFIEWTyqFbEcw/\nt4w0TVoxR/j0rl6NZMSId4ukL41Gw6JF83jrrU506dKeCRPGEhMTk+uxgYHD2L49rEDt3rhxjdat\nm+S5f8gQP/buDX+mmIUQQgghhBBFI/xklLEwruHmwAd9PYu0MIZiWq36wYMHBAQEUKdOHdq3b18c\nIRhp9VoSM5LzPe7QXxHcTY3Ndd/d1Fh2Xd+HV6XXn9iGo6U9KrPnZ4HwlJQUtFrTPy8MYN26VURG\n/s7q1ZuwsbFl8eJ5TJv2KcuWhRZJ/0IIIYQQQojnj8FgYOcPN/ju5F8A1KnsSGDP+lgU8mJbBVHk\nldrff/9NQEAAbm5uLFy4EDOzIhu8foxWr+Xzn4OIz0j81239GH2KH6NPPfGY0paOfNZ8fIEK5Lt3\no/H398PPbzAbNqzFYNAzYsTq2s7dAAAgAElEQVRoEhMTCQvbiJmZksDAsXTs2BmArVu/ITx8J7Gx\nMZibW9C9e0+GDBkOQFjYRsLCNpGRkUGVKu6MHv0B5cqVY9y498nKysTLqw3btoVjaWnJsmXBREQc\nwWAw4OXVmeHDR6FWqwkN/YorV/4gOvoOqampbN68FScn2wLnJyMjg0GD/HFyKg3A22/34d13B6DX\n63P9G7h27U+GDx/MjRvXqVatOlOmzMDFxRW9Xs+KFcvYvXsHarUaH59uOc47ffoUixbNIzb2Lu3a\ndUCjySpwjEIIIYQQQoiiYzAYCDtyjYOn/wagQdXSjOxRF7Wq6AtjKMJp1QC///47ffr0oXXr1ixd\nuhRLS8ui7P6Fk5ycTExMDLt27WP48ECCgr4gKSmRXbv2M3jwUBYvngvAxYvnWbduFTNnBnHgwDFm\nzPiSNWtWcvv239y+/TcrVy5n6dKV7NnzPY0aNSE4eD6Ojk7MnbsIe3t7Dh36AXt7B0JCFvHXX1Gs\nXbuZNWs2Exl5mXXrVhnjOXv2NJ9//gXr12/BxqbghTHAqFHv07z5f+8tP3HiGO7uVfP8ceTcuTNM\nmTKD8PCDqFQq1q7NHmHeuXMbR48eJjR0PevXb+H33381npOQEM/EieMZNOhd9u07iodHLW7cuP5U\ncQohhBBCCCFMT28wsOHQVWNh3NijDKPerldshTEU4chxXFwc/v7+DB48mGHDhhVVt0+kMlPxWfPx\nBZpWPefMYtK06Xnut1ZZM6HJ6Ce28SzTqn19B6BSqWjc+FV0Oh19+2ZvN23anHnzZpORkYGHRy1C\nQ9dTtmw5EhLi0Wg0WFhYEBd3DxcXVzQaDbt376B9+w4MHjzUOKL8KIPBwN6937JsWSj29g4ADBky\nnKlTPzUeX6OGB+7u1Z4q/twcPnyQ9etXExS0KM9junTpalworFWrNvz000kAjhw5RM+efXB1LW+M\n8ezZ0wCcPHkCNzc3vLyyR9N79uzD1q2b/3W8QgghhBBCiMKj1xtYsy+SE7/eBaB57XIM6VoLZTHO\nKoYiLI63bdtGQkICy5YtY9myZcb3Bw4cyNixY4sqjMeozFSUsS6d73Gtyjfj0K2IJ+xvWqB2npad\nnR2AcYTV1rZUjm29Xo9SqWTNmpUcO3YER0cnPDxqGfe5uLgyd+5iNm1az5Ytm7Czs8ffP+Cx6chJ\nSYlkZmYyevRwFAoFkF0wazRaMjMzAYxTonPj5dXG+NrPbzADB+a+0NeGDWtYv341M2bMoWHDxnm2\nV6pUKeNrtVqNTpd9b3R8fDxlypQx7ntYJEP2yLGzc9kc7bi4uObZhxBCCCGEEKJo6fR6Qr/7g58v\nZ6/n1Ka+K4M618TMTFHMkRVhcRwQEEBAQEBRdVfoOr7yOr/F/5HrolyuNuXo+MrrJuo5/z+SsLCN\n3Lx5nbCw3dja2qLVajly5BAAiYmJWFlZM39+MJmZmUREHGbGjCk0a9YiRxt2dvao1WpWrdpIhQoV\nAUhPTychIR4Li+wHbj8smnNz6NAPT4xRr9cTFDSLX375mZCQFVSvXiPf68qNs7MzMTF3jdv37v3z\nyL4yxMbezXF8XNy9Z+pHCCGEEEIIUbi0Oj1f7f6ds1ez/43erlEFBnjVwOwJdUZRKt5x6xeItdqa\nDxqNwKvS69iqbQCwVdvgVel1Pmg0olifc5yamopKpUatVpGWlkZIyEI0Gg06nZbY2LuMHTuKK1ci\nsbCwwN7eAXNzcywtrTA3NycrKwuNRoNSqcTLqzPLl4fw4MED0tPTCQqaxcyZUwslxtWrV3DmzGm+\n/nrNMxfGAJ07e7Nly2Zu3YoiNTWF0NCvjftatmxDbGwsu3ZtR6vVEh6+i6iom4URvhBCCCGEEOJf\n0Gh1hOz41VgYd2rqxjvPUWEMxfQopxeVtdqa7tW86V7NG41Og1pZtM/dyouv7wCmTZtE164dsba2\nolWrttSr14CoqCh69/YlICCQSZMmkJiYgIuLK59/PhtbW1uqVq1O5crueHu/werVGxkzZhxLlwbj\n59eHjIwMGjTw5PPPv/jX8Wm1WjZvXo9Wq8XXt0eOfd9+exArK6sCt+Xj8xZxcXGMHDkUMNC9ey9O\nncq+H9nBwYE5cxYwf/4cQkIW0KRJU+rX9/zX8QshhBBCCCGeXWaWjuAdl7gclf2UoDdbVqZ7mypP\nnJlaHBQGg8FQ3EGYSkJCCjrdS3t5xUqpVODkZCs5NiHJselJjouG5Nn0JMemJzk2Pclx0ZA8m57k\nOKf0TC2Ltl7k6u3sRZDfbutO15aV/1WbD3Nc2GTkWAghhBBCCCFEoUvL0DB/y0VuRN8HwLd9NTo2\nrVTMUeVNimMhhBBCCCGEEIXqQVoW88IucCs2BQC/jjVo16hiMUf1ZFIcCyGEEEIIIYQoNMmpWcz9\n5jx37qWiAP7jXZM29cvne15xk+JYCCGEEEIIIUShSHyQSdDm88QkpGGmUOD/Zi2a13Yp7rAKRIpj\nIYQQQgghhBD/WlxSOkHfnOdeUgZKMwUBb9WhsUfZ4g6rwKQ4FkIIIYQQQgjxr8QmpBH0zXkS7mei\nUpoR+HZd6ld1Lu6wnooUx0IIIYQQQgghntmduFTmfnOe5JQszFVmjO5VnzqVnYo7rKdmVtwBvKj0\nWVnFHUKhiI6+U9whCCGEEEIIIV5Qt2IfMGfTOZJTsrAwV/JBX88XsjAGKY6fii41lXvbtnB97Giu\njRzG9bGjubdtC7rU1OIO7ZlcvRrJiBHvFnm/K1cuZ8gQvzz39+r1Jj/++EOB2vrxxx/o1evNPPf7\n+LzBuXNnnjpGIYQQQgghxJPdvHufoM3neZCmwdpCxThfT2q4ORR3WM9MiuMC0qWm8veXs0jcvxfd\ngwfZ7z14QOL+vfz95awXskBOSUlBq9UWaZ+//fYrGzeuLdI+hRBCCCGEEIXrz9tJzP3mPKkZWmyt\n1Izv15Cq5e2LO6x/pcTfc2zQatEkJOR7XML+vWTlMQU5K/oO97Zvxamz9xPbUDs5oVAVLOV370bj\n7++Hn99gNmxYi8GgZ8SI0SQmJhIWthEzMyWBgWPp2LEzAFu3fkN4+E5iY2MwN7ege/eeDBkyHICw\nsI2EhW0iIyODKlXcGT36A8qVK8e4ce+TlZWJl1cbtm0Lx9LSkmXLgomIOILBYMDLqzPDh49CrVYT\nGvoVV678QXT0HVJTU9m8eStOTrYFupaH0tLSmD37c3r06MXFixeeeOy5c6f5+uslREffwdOzEZMn\nT8fOzo7MzEwWLgziyJFD2NnZ07ZtuxznHTy4nxUrlpGcnET37j0xGJ4qRCGEEEIIIUQ+Iv9KZNG2\nS2RqdNjZmDPO15OKZZ6uNngeleji2KDVcnPSx2jj4v51W/ePR3D/eMQTj1E5O1NlxuwCF8jJycnE\nxMSwa9c+9u4NJyjoC3r16suuXfsJD9/F4sVz6dixMxcvnmfdulUsXboSN7dKXLx4nsDAYXTqlF2s\nr1y5nPXrt1CunAurVn1NcPB8lixZwdy5i5g8+SP27DkMwLx5X3L79i3Wrt2MXm9g8uSPWLdulbHI\nPnv2NCtWrKVsWRdsbJ7+jz84eD6dOnlTurRzvsXxr79eYuHCZSiVZowc6c/OnVsZNGgIK1cu5+bN\nG4SF7SYrK5Px4983nnPt2p98+eV0goIWUa9eA1auXM79+8lPHacQQgghhBAid7/diCd4x69otHoc\nS1kwztcT19I2xR1WoZBp1c85X98BqFQqGjd+FZ1OR9++2dtNmzYnKSmJjIwMPDxqERq6Hje3SiQk\nxKPRaLCwsCAu7h4qlQqNRsPu3Tu4du0qgwcPZcmSFY/1YzAY2Lv3W0aMGI29vQOOjo4MGTKcb7/d\naTymRg0P3N2rYWv79IXxiRPHiIq6Qf/+Awt0/Ntv98bR0RE7O3uaNGnK3bvRABw+fJB33hmEg4MD\nZcuWY8CAQcZzIiIO06xZSxo1aoJarcbfPwArK6unjlUIIYQQQgjxuPNX77F4+yU0Wj3O9pZ8NKDR\nS1MYQwkfOVaoVFSZMbtA06pvzZiGPi3v+4rNbGyo9OmUJ7bxNNOqH7Kzs8tu3yz7dwxb21I5tvV6\nPUqlkjVrVnLs2BEcHZ3w8Khl3Ofi4srcuYvZtGk9W7Zsws7OHn//AHx8uuXoJykpkczMTEaPHo5C\noQCyC2aNRktmZiYATk6l84zTy6uN8bWf32AGDvzvQl8JCfEsWjSPBQuWoFQqC3TdpUrZGV+rVGp0\nulRjW87O/32QuIuLq/F1fHw8ZcqUMW6r1WpKl36xnq0mhBBCCCHE8+h05D98/e3v6PQGyjpaMaFf\nQ5zsLIs7rEJVootjyC6QzcuWzfc4+7avkbh/b97727xWoHaeniLfI8LCNnLz5nXCwnZja2uLVqvl\nyJFDACQmJmJlZc38+cFkZmYSEXGYGTOm0KxZixxt2NnZo1arWbVqIxUqVAQgPT2dhIR4LCwssiNR\n5B3LoUN5ry59+vQpEhMT8PfPXqFao9Gg1Wrp3Pl19u+PyPf6HuXsXIbY2LvUrJn9A8C9e/ce2efM\n1auRxm2tVktiYv4/fAghhBBCCCHydvK3u4Tu+QODAVxLWzO+X0McbC2KO6xCJ9OqC8ipiw/m5Svk\nus+8fAWcuvgUcUT/lZqaikqlRq1WkZaWRkjIQjQaDTqdltjYu4wdO4orVyKxsLDA3t4Bc3NzLC2t\nMDc3JysrC41Gg1KpxMurM8uXh/DgwQPS09MJCprFzJlT/3V8nTp58/33J9i/P4L9+yP48MOPqVat\nxlMXxg/bWrNmJXFx94iPj2PjxjXGfR06dOL06V/48ccf0Gq1rFmzktQXcBVxIYQQQgghnhcRF+4Q\n+l12YexW1paP+jd6KQtjkOK4wJQ2Nrh9NBHHzt4oS2VPbVaWKoVjZ2/cPpqI0qb45tr7+g5AqVTS\ntWtH+vXrQVZWJvXqNSAqKoqaNWsTEBDIpEkT6NChNSEhC/j889nY2tpStWp1Kld2x9v7DW7f/psx\nY8Zhb++An18fevTwJjU1hc8//6LYris3gwcPpUGDRrzzTh/8/QfSpEkz475XXqnMtGkzCQ5eQJcu\n7YiLu0fFim7FGK0QQgghhBAvru/P/M26/VcwAFVcSzG+X0PsbMyLOyyTURgML+/DbhISUtDpTHN5\nek0WZuqX9w8jP0qlAicnW5PmuKSTHJue5LhoSJ5NT3JsepJj05McFw3Js+m9LDne9/NfbI24DkC1\nCvaM6d0Aa8vn467chzkubM/H1b2ASnJhLIQQQgghhHg5GQwGvv0xit0nbgJQs5ID7/Wqj6X5y186\nvvxXKIQQQgghhBAiXwaDgW3HrrPv51sA1HV3IrBHPczVBXvizItOimMhhBBCCCGEKOEMBgObv/+T\n78/eBqBhdWcC3qqLWlVylqmS4lgIIYQQQgghSjC9wcD6A1c4diEagFdrlmXom7VRKUtOYQxSHAsh\nhBBCCCFEiaXT61m9N5KTv8UA0LKuC4O9a6I0K1mFMUhxLIQQQgghhBAlklanZ0X4ZU5H/gPAa57l\n8evkgZlCUcyRFQ8pjoUQQgghhBCihNFo9Szf/Rvn/4wDoEPjivTrUB1FCS2MQYpjIYQQQgghhChR\nsjQ6Qnb+ym83EgDo0rwSvV6rWqILY4CSN5G8kGg1uuIOoVBER98p7hCEEEIIIYQQRSQjS8vCrReN\nhXH31lWkMP5/Uhw/hcwMDT8dvc7qxT+yYt4PrF78Iz8dvU5mhqa4Q3smV69GMmLEu0XSl1arZeHC\nILp164S39xtMmvQRSUlJuR4bGDiM7dvDCtTujRvXaN26SZ77hwzxY+/e8GeKWQghhBBCiJdJWoaW\n+VsuEnkr+9/hvV+vSrfWVaQw/n9SHBdQZoaGnRvOc+HU32SkZRfDGWkaLpz6m50bzr+QBXJKSgpa\nrbZI+tq1axtXrkSyceM2tm//Dp1Ox9Kli4qkbyGEEEIIIUq6lHQN88LOc+12MgD9OlSnS/NXijmq\n50uJv+dYp9OTcj8z3+PO/3yLxLi0XPclxqXxc8QNPJtVemIbtnYWKAv4rLC7d6Px9/fDz28wGzas\nxWDQM2LEaBITEwkL24iZmZLAwLF07NgZgK1bvyE8fCexsTGYm1vQvXtPhgwZDkBY2EbCwjaRkZFB\nlSrujB79AeXKlWPcuPfJysrEy6sN27aFY2lpybJlwUREHMFgMODl1Znhw0ehVqsJDf2KK1f+IDr6\nDqmpqWzevBUnJ9sCXQvA33/fQq/Xo9frABVmZgosLCzzPP7atT8ZPnwwN25cp1q16kyZMgMXF1f0\nej0rVixj9+4dqNVqfHy65Tjv9OlTLFo0j9jYu7Rr1wGNJqvAMQohhBBCCPEyup+WxbxvLvD3Pyko\nAL/OHrzuWaG4w3rulOjiWKfTs/nrX3iQnPGv27p84S6XL9x94jGl7C3pN6xpgQvk5ORkYmJi2LVr\nH3v3hhMU9AW9evVl1679hIfvYvHiuXTs2JmLF8+zbt0qli5diZtbJS5ePE9g4DA6dfIGYOXK5axf\nv4Vy5VxYteprgoPns2TJCubOXcTkyR+xZ89hAObN+5Lbt2+xdu1m9HoDkyd/xLp1q4xF9tmzp1mx\nYi1ly7pgY1PwwhigW7e3iYgYhY9PB8zMzKhSpSoTJ07J8/hz586wYMESnJxKM378+6xdG8pHH01i\n585tHD16mNDQ9djY2DJ58kfGcxIS4pk4cTwTJkykXbsO7N69Q6ZUCyGEEEKIEi0pJZOgzee5G5+G\nQgFDfGrRsq5rcYf1XJJp1c85X98BqFQqGjd+FZ1OR9++2dtNmzYnKSmJjIwMPDxqERq6Hje3SiQk\nxKPRaLCwsCAu7h4qlQqNRsPu3Tu4du0qgwcPZcmSFY/1YzAY2Lv3W0aMGI29vQOOjo4MGTKcb7/d\naTymRg0P3N2rYWv7dIUxgEaTRatWbf+/sD9IuXIuzJkzK8/ju3TpSvnyFbC0tKRVqzZER0cDcOTI\nIXr27IOra3ns7OyMhTvAyZMncHNzw8urMyqVip49+1CxottTxyqEEEIIIcTLIOF+BrM3nuNufBpK\nMwXDu9WRwvgJSvTIsVJpRr9hTQs0rXr72rNkZuR9f66FpYqegxo/sY2nmVb9kJ2dHQBmZtnn2dqW\nyrGt1+tRKpWsWbOSY8eO4OjohIdHLeM+FxdX5s5dzKZN69myZRN2dvb4+wc8Nh05KSmRzMxMRo8e\nbrwh32AwoNFoyczMzo+TU+k84/TyamN87ec3mIEDcy70NXPmVMaMGY+zszMAo0ePpX//nkyYMDHX\nUehSpUoZX6vVanS67NzHx8dTpkwZ4z5X1/LG1wkJ8Tg7l83RjouLfPmFEEIIIUTJ809SOnM3nycu\nOQOVUsGIt+rSsEaZ/E8swUp0cQzZBbK9o1W+x9Vq4MqFU3/nub+2p2uB2nl6+a8cFxa2kZs3rxMW\nthtbW1u0Wi1HjhwCIDExESsra+bPDyYzM5OIiMPMmDGFZs1a5GjDzs4etVrNqlUbqVChIgDp6ekk\nJMRjYWGRHckTVrE7dOiHJ8YYGxtLVtZ/7/9VKpUoFArMzJT5Xt+jnJ2diYn57/T1e/f+eWRfGWJj\nc05tj4u791TtCyGEEEII8aK7G5/K3G8ukPggE7XKjNFv16Oue94DXSKbTKsuoEYtKuHobJ3rPkdn\naxo2f/JiXKaUmpqKSqVGrVaRlpZGSMhCNBoNOp2W2Ni7jB07iitXIrGwsMDe3gFzc3MsLa0wNzcn\nKysLjUaDUqnEy6szy5eH8ODBA9LT0wkKmsXMmVMLJcYWLVoRGvoViYmJpKWlsnx5CC1btsbK6ul+\nUOjc2ZstWzZz61YUqakphIZ+bdzXsmUbYmNj2bVrO1qtlvDwXURF3SyU+IUQQgghhHgR3L6Xwpeb\nzpP4IBMLtZIxvRtIYVxAUhwXkIWlmh7vNKRhczcsrdUAWFqradjcjR7vNMTCUl1ssfn6DkCpVNK1\na0f69etBVlYm9eo1ICoqipo1axMQEMikSRPo0KE1ISEL+Pzz2dja2lK1anUqV3bH2/sNbt/+mzFj\nxmFv74CfXx969PAmNTWFzz//olBiHDfuE6pWrcbAgX3p06c7arX6iQty5cXH5y26devByJFD6du3\nO7Vq1Tbuc3BwYM6cBezatZ3OnV/nxx+PU7++Z6HEL4QQQgghxPPur5gHzNl0nvupWViaK/mgbwNq\nveJY3GG9MBQGg8FQ3EGYSkJCCjqdaS5Pq9WhUj3dlOCXiVKpwMnJ1qQ5Lukkx6YnOS4akmfTkxyb\nnuTY9CTHRUPybHrFlePr0cnMD7tIeqYWG0sVH/T1pIqrXZH1X5SUSgW2duaYq8wLtd0Sf8/xsyrJ\nhbEQQgghhBDi+XH17yQWbL1IZpaOUtZqPuzrSaVypfI/8QWTpknj4F8R/Hz3NA80qWzpu6xQ25fi\nWAghhBBCCCFeUL9HJRC8/RJZGj32tuaM821IBWeb4g6r0KVp0ph/bhl3U2NN1sdTFcdZWVkkJCSg\nUChwdnZGqZTRUyGEEEIIIYQoDhevxbFk529odXqc7CwY79uQck65LyL8ojv4V4RJC2MoQHEcHR3N\npk2bOH78ONeuXePhLcoKhQIPDw9ee+01evfuTYUKFUwaqBBCCCGEEEKIbGev3GP57t/Q6Q2UcbBk\nvG9DnB1M8WjZ58NPd0+bvI88i+Pk5GS+/PJLDh06RMuWLfHz86NatWo4ODig1+tJTEwkMjKSM2fO\n0K1bNzp27MiECRNwdJTV0IQQQgghhBDCVH6+HMPK8D/QGwyUc7JmQr+GOJayKO6wTCZLpyFFk2ry\nfvIsjgcOHEj//v2ZOnUq5ua5rwLWpEkT3nnnHVJSUtixYwcDBw4kPDzcZMEKIYQQQgghREn2w6Vo\n1uyNxABUcLZhnK8n9rYvb2Gcrs1g+59FU2PmWRxv2bIFC4uCJdnW1paBAwfSp0+fQgtMCCGEEEII\nIcR/HT13m/UHrwJQqZwtH/b1pJR14T7O6HkSmfAnG/7YSmJmUpH0l2dx/KTCOC0tjcuXL1O1atUc\n06gtLS0LNzohhBBCCCGEEBz85RbfHLkGgHt5Oz7o0wBrS3UxR2UaGdpMdl/fy/E7PwGgUijxeqUd\nF+79alyUS6E3K/R+C7Ra9bVr15gwYQITJ06kRo0a9O7dm7/++gsrKyuWLVtG8+bNCz0wIYQQQggh\nhBDw3ckodhy/AUCNiva837sBVhYv51N5ryXdZP3lMOIyEgBwK1WBgbX6Ut7WhVZlmhN+6BT3bxpQ\nasyhX+H2XaCMTp8+HTc3N9zd3dm+fTupqamcOHGCbdu2MWfOHHbs2FG4UQkhhBBCCCFECWcwGNj5\nw02+OxkFQO3Kjox+uz4W5i/fI3WzdBrCb+zn6N8nMGDATGFGl8pv0OmV9ijNlGRmaDgQFklqnBpT\nXX2BiuOLFy8SHh6Ok5MThw8fpn379jg7O/Pmm2+ydOlSE4UmhBBCCCGEECWTwWBgy9FrHPjlbwDq\nVy3NqB51UatevsL4ZvIt1v+xhdi0fwAob+OCX+0+VCpV0XjMuZ9ukRiXZtI4ClQcW1tbk5ycjI2N\nDefPn2fw4MEA3Lx5EycnJ5MGKIQQQgghhBAlid5gYNOhqxw5dweAxjXKMPytOqiUhX+fbXHS6LXs\nvXmIQ39FYMCAAgVer7yOdxUv1GY5S9XISzEmj6dAxXHHjh15//33sbS0xNHRkTZt2hAeHs7MmTPx\n9fU1dYxCCCGEEEIIUSLo9QbW7o/kh0t3AWhWuxz+XWuhNHu5CuO/H9xh3eUwolOzi95y1mXwq9WX\nKvaVHjtWq9GRka4xeUwFKo4nT57M+vXruXPnDr6+vpibm6PX6xk9ejT9+/c3dYxCCCGEEEII8dLT\n6fWEfvcHP1/OXpG5dT1X/tOlJmZmimKOrPDo9DoO/HWEfVGH0Rv0KFDQzq01b7p3xlyZ++rbKrUS\nc3MlWVk6k8ZWoOJYqVTyn//8J8d7b731liniEUIIIYQQQogSR6vT89W3v3P2yj0A2jWswICONTBT\nvDyFcXRKDOv/COPWg+zp4s6WTvjV7ks1hyp5npOVqeXkkesmL4zhCcXxhx9+WOBG5s2bVyjBCCGE\nEEIIIURJo9HqWLrzNy5ejweg46tu9G1fDcVLUhjrDXoO3zrOdzcOoDVkF7ltK7TgrareWKos8jwv\n+lYSR/ZE8iA5AwClygydVm+yOPMsjs3NzY2vMzIy2LdvH/Xq1aNevXqoVCouX77MuXPnePvtt00W\nnBBCCCGEEEK8zDI1OkK2X+L3qEQAurZ8hR5t3F+awjg27R7rL2/h5v2/AHC0cOCdWr2p6VQ9z3O0\nGh2njt/k0unbAJiZKXi1TWVqNXDh4i+3ibwUQ3pa4d+DnGdx/MUXXxhff/DBB4wcOZL33nsvxzFf\nffUVZ8+eLfSghBBCCCGEEOJll56pZdG2S1z9OwmAHm3debNl5eINqpDoDXqO3T7J7uv70OizC9kW\nrq/Ss3pXrFRWeZ73z937HPkuksT47Mc2lS5jQ/uutXAuZwtA89er0uqNatiVyruNZ1Wge46PHDnC\nrl27Hnu/U6dO8pxjIYQQQgghhHhKaRkaFmy5yPXo+wD0bV+NTk0fX6n5RRSXnsCGP7bwZ9INAOzN\nS9G/Zi/qOtfK8xydTs/Zk39x7uRfGAygUIBn80q82qoyStXjK3Wr1IX/vOcCFccVK1bk0KFDDB06\nNMf7O3fuxN3dvdCDEkIIIYQQQoiXVUq6hnnfXOCv2AcAvNOxBu0bVSzmqP49g8HAiehT7Lj2HVm6\nLP6PvfuOjuq6Fvj/na4y6r2higqY3kH0jgDbuOHYxiGxE17iFCe/xMnzL+8tx34uPzt+dvJiEhIn\nMSQ2xhjHNk303nuTQKiDUO8jaer9/TGyABuJATQSEvuzVlbEmbn37nsYsbxn37MPwIiwITySfD/e\nOq92j6uuMLF1bRaVZf5N99gAACAASURBVI0A+AV4MmVuKuFRfl0S91dcSo5/8Ytf8MMf/pDt27eT\nlpaGoiicPHmSvLw8/vKXv7g7RiGEEEIIIYToFepMFt5aeZzLFSZUwLdnpzJ+UGR3h3XHalpq+Vf2\narKqLwBg1HnzeMoCBocOaPcYh0Ph1OFiDu3Kx25XABgwLIpRkxLQuaEyfDMuJccTJ07k888/Z/Xq\n1eTl5aFSqRg3bhzvvvsu0dE9/xsOIYQQQgghhHC3mgYzb350nNLqJtQqFc/MTWN0//DuDuuOKIrC\ngdKjfJrzBc02Z1fpwSEDWJjyID56Y7vH1dc2s21tNlcu1QFg9DUweU4q0XEBXRL3jbiUHAMkJiby\nwgsvuDMWIYQQQgghhOiVKuuaefOj41TUtqBRq/j+/P4MTw3t7rDuSJ25gY/Or+Z0ZRYAXlpPHkt+\ngGFhg9vttq0oCudOXGHftovYrM5tmVIGhDNuahIGD5fTU+xmMxpD+9tA3Q6Xrl5TU8OyZcs4c+YM\nVus3W2avXLmyU4MSQgghhBBCiN6irKaJNz86TnW9Ga1GzQ8fvI9BScHdHdYdOVp2go/P/xuTzdlV\n+r6gVB5PfQh/Q/vrhBsbzOzYcJ7ivGoAPL10TJydQnxf1+bCbjJRvWEd9Xt3Y29oYNznn975jVzD\npeT4V7/6FadPn2b+/PkYje2XxoUQQgghhBBCXFVSaeLNlcepa7Sg16r50cMD6R8X2N1h3bYGSyMf\nX/g3x8tPAeCh8eDhvvMYHTG8w2pxzrlydm/KwWK2AZCQEsyEmcl4eulduq7dZKL4jVexlFzunBu5\nAZeS4wMHDrB8+XIGDRrktkCEEEIIIYQQojcwW+0AFJc38tbK4zQ0WTHoNfz04YGk9Om+NbV36mTF\nGT7KXkOD1dlVOjWgL0+kPUygR/v31NxkYVfmBfLOVwKgN2gZP6MvffuFtptM30j1hnVuTYzBxeQ4\nKCgIQyc/zy2EEEIIIYQQvYWpxcr6/YXsOX2FhiYrXh5arFY7VruCp0HLzx4dRGIXb03UWZqsTay6\n8AWHy44BoNfoeTAxg/FRoztMcPNzKtm54TzNTc6luTHxAUyak4rR59Zzy/o9u28v+FvgUnL83HPP\n8fLLL/Piiy8SGxuLTqe77nW93rVS+M0sX74cq9XKd7/7XQDeeOMNTp48icPh4M033yQmJqZTriOE\nEEIIIYQQncXUYuX1fx7jcqWpbaypxfn4sFoFP1owoMcmxmersvlX1mrqLPUAJPnH81TaowR7BrV7\njLnFxt6tFzl/uhQArU7N2CmJ9BsceUvV4q84LBbsjQ23dwO3wKXk+O2336a2tpaHHnrohq9nZWXd\ncSAvv/wyu3btYuHChQDs2rULk8nEhx9+yIkTJygsLJTkWAghhBBCCHHXWb+/8LrE+FoOBU7nV5Ea\n27Mep262tbAmZy37rhwCQKfWMj9xNpOix6FWqds97lJBDdvXZ9NYbwYgPNqPKRmp+AV43lYclisl\nVK9fd1vH3iqXk2N3GzNmDP3796empgaAgwcPEhAQwHe/+10CAgJ46aWX3B6DEEIIIYQQQtyq3aeu\ndPj6nlNXeGRSUhdFc+fOV19kRdYqasy1AMT59mFR2qOEebe/9ZTVaufgjjxOH3WuC1ZrVIyaEM/A\nETGo1bdeLW4pKqR63Zc0HjsKinJ7N3KLXEqOR44c2fZzVVUVdrud4OBg1Or2vzG4VdOmTWPNmjVt\nf66trcVsNvPXv/6V5cuX849//IMf/vCHnXY9IYQQQgghhLhTlfXNNDZ/c7vbazU0WbHa7Oi0mi6K\n6vaY7Rb+fXE9uy7vA0Cr0pARP4OpfSagUbcfe+nlOraty6auuhmA4DAjU+emERjifcsxNF/MoXrd\nl5hOn2ob0wYG4T9lCvV792K5UnLL53SVy7ssv//++yxbtoz6euez5j4+Pjz++OM8//zzbgnM19eX\nlJQUVCoV6enpvPvuu265jhBCCCGEEELcqmazjU2Hi9l4qOim7/Xx0t31iXFubQHLsz6msrkKgBhj\nJIv6LSTSGN7uMXa7gyN7Cjh+oAhFAZUKho6NZdjYWDQa1wupiqLQlHWO6nVf0nw+u21cFxZG4Oy5\n+I4eg0qrxW/8pOv2Oe5sLiXHf/zjH1mxYgU//elPGTp0KA6Hg2PHjvGHP/wBb29vvve973V6YIMG\nDWL79u088MADnDp1ivj4+E6/hhBCCCGEEELcCqvNzvbjJazdV9BWMdZqVNjs7T/6mz4woqvCu2UW\nu5W1eZlsK96NgoJapWZW7BRmxU3tsFpcVd7I1rVZVJU711r7B3kxdW4qoRG+Ll9bURRMJ09Qve5L\nWvLz2sb10TEEzZmLcfgIVNc8razx9ibk4UcJf+wx/I2d0xT6Wi4lx5988gmvvPIK06ZNaxtLS0sj\nJCSE119/3S3J8fTp09m7dy+PPvooRqOxS9Y9CyGEEEIIIcSNOBwK+86U8vmePKpam01pNWqmDoti\n0uAo/m/N6Rs25YoK9mbO6NiuDtclBfVFLD+3irKmcgAivMNY1O8x+vhEt3uMw+HgxMFiDu8uwOFw\nfiEwcEQ0oybEo9W5Vh1XHA4ajhyiet1aLJcvtY17JCQQOGce3oMG37SrtbqTdky6lkvJcV1dHUlJ\n31xA3rdvXyorKzstmAULFrT9rNFoePnll+/ofLez8Fu45qu5lTl2H5lj95M57hoyz+4nc+x+Msfu\nJ3PcNWSeb52iKBw9X8GnO/MoaU1+VSqYMCiS+8fHE+TrAcCLi4axbn8hu06W0NBkxcdLx4RBkWSM\nicXbU9fRJbqczWFjXd4WMgu241AcqFAxI24ScxNnoFO3nyLWVjex+Yssyi63LrX182DavFSiXOzE\nrdhs1O3bR9X6tVjKytrGvVLTCJ43D6+0fi5t9eSuz69KUW7e+uupp55iwIAB/PKXv7xu/I033uDY\nsWN8/PHHLl3syJEjvPHGG+Tl5REQEMAzzzzTtnWTEEIIIYQQQtxNTl2s4IN157hQVNs2Nm5gJE/M\nSiUmzKfd4yxWO3oXq6hdraCmmD8e/IDCOmdX6QifUH448mmSgxPaPUZxKBzeV8CWteewWR0ADBnV\nhxnz+2PwuHm91W42U75lK5c/+xxzxdXiasDwYUQ/8hC+qSl3eFedw6Xk+NSpUzz99NPEx8czaNAg\nAE6ePElBQQHLli1j+PDhN71QXV0d06dP5ze/+Q0ZGRlkZWWxePFi3nnnHcaOHXvnd3IDtbWmtlK/\n6FxqtQp/f2+ZYzeSOXY/meOuIfPsfjLH7idz7H4yx11D5tk1+VfqWb0jlzN51W1j/eMDeXhSIgmR\nHa+pvVvn2O6ws7FgG+vytrRViyf3SeeBpFnoNe0/otxQ38K2tdkU5zu33PXy1jMlI4W4vsE3v2Zz\nM7Xbt1GVmYm9vs45qFLhM3w4wRnz8Ii9vcfNv5rjzubSY9UDBw5kzZo1rFq1itzcXAwGA+PHj2fp\n0qWEhYW5dKGSkhImTpzIvHnzAOjfvz+jRo3i2LFjbkuOHQ4FewcL48Wdkzl2P5lj95M57hoyz+4n\nc+x+MsfuJ3PcNWSeb6y0uonPduVxOLu8bSw+woeHJibSLy4QwOV5u5vm+IqpjOXnPqaowbm+N8gj\nkKfSHqVvgLNafKM4FUXh/Jky9m7JwWK2A5CUFsr4GX3x8NR1eG/2xkZqtm6mdusWHE2t67DVanxH\njyFwdgb6iMh2r9udXN7KydPTk4ceeqht7fFnn32GC0XnNmlpabz55pttf66rq+PIkSPcf//9txCu\nEEIIIYQQQnSu6voWvthbwJ5TV3C05jgRQV4smJDA0OQQl9bB3o0cioOtRbtYm78Jm8MGQHrUaB5M\nzMBDa2j3uCaThZ0bz1OQ49zWyeChZcLMZJLSQju8nq2ulppNmdTu2I5ibgFApdXimz6BwFmz0QWH\ndNKduYdLyfGePXt47rnn+M53vsOPf/xjAFavXs0rr7zCn//8Z5ceq75WQ0MDS5YsoX///kyZMuXW\noxZCCCGEEEKIO9TYbGX9gUK2Hr2E1eZcSxvgY+CB9HjGDghHo3Z9r967TXlTBSuyVpFXVwiAv8GP\nJ9MeIS0wucPj8s5XsHPjBVpat6mKTQxk4uwUvI3tJ9PWqiqqN66nfs8uFKvzOJVej/+kKQTMmIXW\n37+T7sq9XEqO33rrLX7wgx9ct2XTv/71L/785z/z2muv8emnn7p8weLiYpYsWUJMTAzvvPMO6h78\ngRNCCCGEEEL0PGaLnc1HitlwsIhms7OiavTUkTEmlilDo9Bp785mWq5wKA52XdrPv3PXY3U4E9XR\nEcN5uO88PLWe7R5nbrGyZ/NFLpx1dpHW6TWMm5pE6sDwdivnltJSqjeso/7APrA7H71We3riP3Ua\nAVNnoPFpv2nZ3cil5Dg/P5/Zs2d/Y3zOnDm89957Ll/s7NmzPPPMM8yfP58XXnhBEmMhhBBCCCFE\nl7HZHew8UcKX+wqoN1kAMOg0zBgRw8yRffByofPy3ayquZp/Zn3ChdpcAHz1Pnwr9SEGBPfr8Lji\n/Gq2r8/G1OCck8gYPyZnpOLrf+Nk2lxcTPX6L2k4chhaH0PX+PgQMH0mfpOmoPHy6sS76jou/e3H\nxsayY8cOnnrqqevG9+3bR3h4uEsXqqys5JlnnmHx4sXXVaCFEEIIIYQQwp0cisLBc2V8tiuPyjrn\nWliNWsXkIVHMHRuHr3f73Zp7AkVR2FtykDUX12K2OxPc4WGDeST5foy69rs6Wy029m/P4+zxEgA0\nWjWjJsYzcHj0DavFzXm5VK/7EtPJE21j2oBAAmbOxm/8BNSG9h+97glcSo5/8IMf8POf/5xjx44x\nYMAAAM6dO0dmZiavvfaaSxdavXo11dXVLF26lKVLl7aNL1q0iOeff/42QhdCCCGEEEKI9imKwqnc\nKj7dmcelikYAVMCY+8J5ID2e4HYqoz1JTUst/8peTVb1BQCMOm8WpixgSOiADo+7UlzLtnXZ1Nc6\nvywIjfBhytxUAoKuT6YVRaH5fDbV676kKetc27guJJTA2Rn4jBmLWqfr5LvqHi4lx7NmzcLf35+P\nPvqINWvWoNPpiIuLY8WKFQwePNilCy1ZsoQlS5bcUbBCCCGEEEII4YoLxbV8ujOXnEt1bWND+gbz\n4IQEokOM3RhZ51AUhUOlx/gk53Oabc4Ed3DIfSxMWYCPvv37s9nsHN5dwImDxYBzz+Dh42IZMqbP\ndcteFUXBdPoU1eu+pCX3Ytu4PjKSwIx5+AwfiUrTc9dm34jLD9WPHj2a0aNHY7PZ0Gg0PbaduRBC\nCCGEEKL3Ki5v5NOduZzKrWobS47x5+FJiSRF+XVjZJ2nztzAR+c/5XSls5LrqfXk0eT7GRE2pMM8\nraK0ga1rs6ipbAIgINiLqXPTCAm/2jhLcThoPHaE6nVrMRcXtY0bYuMIzJiHcfAQVL20d5TLyfFH\nH33E3//+d0pKStiwYQPLli0jMDCQn/70p5IoCyGEEEIIIbpVeW0z/96dx8GzZSitY31CjTw0KZH7\n4gN7Tc5ytOwEH1/4NyarM8HtH5TKt1Ifwt/QfuLvcDg4tr+Io3sLcTicszN4VAwjx8ej0ToTXcVm\no/7gAWo2rMNSeqXtWM++yQRmzMOr/329Zg7b41JyvHz5cv7yl7/wox/9iP/5n/8BnJXk3/72t6jV\nan7yk5+4NUghhBBCCCGEuJG6RjNf7itg54kS7K2JX6i/Jw9OSGBEWijqXpLQNVpMfHzhM46VnwLA\nQ2Pgob7zGRMxvMOktabKxLa12ZRfaQDA19+DKXPTiIh2JtMOq4X6PXuozlyPrbKy7Tiv+wYQOGcu\nXskpbryru4tLyfFHH33Eb3/7WyZPntzWgCsjIwOj0ch///d/S3IshBBCCCGE6FJNLVY2HCxi85Fi\nLFYHAH5GPfPHxTN+YARaTe959PdkxVk+yv6UBquzqVhKQBJPpD5CkGdAu8coisKpI5c4uDMfu805\nP/2HRDJmcgI6vRaH2Uzdzu1UZ27EXlfbdpxxyDACM+bhERfn1nu6G7mUHJeUlJCUlPSN8T59+lBT\nU9PpQQkhhBBCCCHEjVisdrYeu8T6/YWYWmwAeBm0zBkTy9Rh0Rh0vadJVJO1iU9yvuBQ6TEA9God\nDyZlkB41GrWq/eS/vraZ7euyKSl2NiPz9tEzeU4qMfGB2JtMVG1aT82WTTganck2KhU+I0cTOGcu\nhqgot9/X3cql5DgtLY0tW7awePHi68ZXrlxJWlqaWwITQgghhBBCiK/YHQ72nLrCF3sLqGkwA6DX\nqpk2PIbZo/vg7dE7thP6ytmq8/wr6xPqLPUAJPrF81Tao4R4BbV7jKIoZJ8qZe/Wi1gtdgCS+4eR\nPj0JjaWZik8/oW77Vhwtzu7WaDT4jUsnYFYG+tBQt9/T3c6l5PiFF17g2Wef5eDBg1itVv7whz+Q\nl5dHbm4uf/3rX90doxBCCCGEEOIe5VAUjp6vYM2uPMqqnU2oNGoVEwZFMm9cHP5GQzdH2LlabC2s\nubiWvSWHANCqtcxPmMXkmPQOq8WmRjM7N5ynMLcaAA9PHRNnJRMToqHms1XU7d6JYrEAoNLr8Zsw\nkYAZs9EFBrr/pnoIl5LjIUOGsHHjRj788EP0ej0mk4mxY8fyxz/+kbCwMHfHKIQQQgghhLjHKIrC\n2YJqPt2RR2FZQ9v4qH5hPDA+nrAAr26Mzj0u1FxkRdYnVLc4l67G+sawKO0xwr07rupezCpnV+YF\nzK2Pmcf1DWLs8CCad3xJ/r69YHdWkdWenvhPnor/tBlofX3dezM9kMtbOQUHB/PjH/8YcH5QS0tL\nCQ4OdltgQgghhBBCiHtTbkkdn+7IJbvoaqOoAQlBLJiQQOw1e/L2Fma7hc9zN7Dz0l4ANCoNGfHT\nmdZnIhp1+2uoW5qt7N50gYtZFQDoDRpGDQsmMHsnZa8cBMXZvVttNBIwbQb+U6ai8fJ2/w31UC4l\nx2VlZbzyyissWbKEpKQkFi9ezPHjxwkJCeHPf/6zrDsWQgghhBBC3LHLlSbW7MzleM7VLYUSo3x5\neGIiKX3a78zck+XVFbD83MdUNFcBEGOM5Kl+jxFljOjwuMLcKnasP0+TyfmodESYB/c1nsCx/ACt\nbbbQ+PkTOHMWfhMmofbwcOdt9AouJccvvfQSDQ0NBAQE8Nlnn5GTk8PKlSv5/PPPeeWVV/jXv/7l\n7jiFEEIIIYQQvVRlXTOf78ln35nSr4qdRIV4s2BCAoOTgjvcx7enstqtfJmfybai3SgoqFVqZsVO\nYVbc1A6rxRazjX3bcsk6eQUAjQbSVIWE7t2Oo/U92uBgAmfNwXdcOmqdvgvupndwKTk+cOAAq1ev\nJjIyki1btjB58mQGDRpEYGAgc+fOdXeMQgghhBBCiF6ovsnCun2FbD9+CZvdmRUH+3nwwPh4RvcL\nR63ufUkxQGF9McvPfUxpUzkAEd5hLEp7jD6+0R0ed7mwhu3rz9NQ5+w2HUA9qXmb8bI612TrwyMI\nnDMXn5GjUGldXkErWrk0YzqdDrvdjslk4tChQ7z22msAlJeX4+PT+575F0IIIYQQQrhPs9nGpsPF\nbDxUhLl1yyEfLx3zxsYxcXAUOm37XZl7MpvDxoaCrWwq3I5DcaBCxbQ+E8mIn45O0/5WVDarnYM7\n8zl15BIAKsVBQtVxYmvPoELBENOHwIx5GIcOQ6XunXPXFVxKjseOHct//ud/4unpiV6vZ9KkSeze\nvZtXXnmFadOmuTtGIYQQQgghRC9gtTnYfvwya/cV0NhsBcBDr2H2qD5MHxGDh773VjsvNZSwPOtj\nLjc6H4cO9QzmqX6PkeAX2+Fx5Vfq2fplFrXVzQAYzdX0K9uNj6UGj8QkAjPm4T1gYK989LyrufTp\ne/nll3n33Xe5fPky7733Ht7e3uTl5TFlyhSef/55d8cohBBCCCGE6MEcDoV9Z0r5fE8eVfVmALQa\nNVOHRTFndCw+Xr1rXazFZmn72e6ws7loB+vzt2BXnFXyydHpzE+chV7T/n3b7Q6O7M7j+IFLKACK\ng7ia08RXn8SYlkZgxvfwTEmVpLgTuZQcG41GXnzxxevGnn76abcEJIQQQgghhOgdFEXheE4la3bl\nUVJpAkClgvQBEdyfHk+gb+/poNxkbWJT4Q4OXDlMg9WEj86b+4L7UdxQwqXGywAEeQTyVNoj9A1I\n7PBclZdr2PLpcWqanI9Ie1nq6Fe2h8i0aAKX/L94JiS4/X7uRS4/t7Bx40aWLVtGfn4+NpuNuLg4\nFi1axCOPPOLO+IQQQgghhBA9UFZhDZ/uzCWvpL5tbFhKCAsmJBAR1Lv22m2yNvH2saVcMZW1jTVY\nTey/crjtz+mRo3gwKQMPbftfCFgbTRxavZvTV3QoKmfH6ujacwyOVxP6nR9jiI5x300I15LjlStX\n8vrrr/Pkk0/y3HPP4XA4OHr0KK+++iqAJMhCCCGEEEIIAApK6/l0Zx5n86vbxvrFBfDQxETiI3y7\nMTL32VS447rE+OuGhgzk8dSH2n3d3tBA8YYt7M+yUWsIARV42BoZHlJPyuIF6MPC3RG2+BqXkuP3\n33+f3/zmNzz00NW/0GnTppGYmMj7778vybEQQgghhBD3uNLqJj7blcfh7PK2sbhwHx6alEj/uMBu\njMz9rq0Q38iF2twbjttqa6jeuJGzx4rJ8R+C3eDsWB3r3cjEh0fiHRHa6bGK9rmUHFdUVDB8+PBv\njI8YMYLf/va3nR6UEEIIIYQQomeoaTDzxd58dp+8gkNx7lUcHujFggkJDEsJ6fUNo+rN9TRaTR2+\np9Fqwmq3tm3XZK2ooHrjesoPHOFc4GiqA0cCYNDYmTi9L4mD+7g9bvFNLiXHffv2ZevWrXznO9+5\nbnzz5s3ExnbcelwIIYQQQgjR+zQ2W1l/oJCtRy9htTkACPAxcH96POMGhKPp5fvtWuxWdl3ex6aC\n7d94TWNTsGuvfilg1Hmj0+iwXCmhev066g7up9QrjguRc7FpDADEJwYwMSMNz17WubsncSk5/slP\nfsKSJUs4ceIEAwcOBODkyZNs376dd955x60BCiGEEEIIIe4eZoudzUeK2XCwiGazDQBvDy1zx8Yx\nZWgUOq2mmyN0L7vDzv4rh9lQsJVacx0AalToLHaGn22iX14zXmaFJoOKcwmeHOnvxWR9EiVL/4/G\nY0exqPRkh06gwhgHgN6gYfyMZPr2C+31Vfa7nUvJcXp6On//+99ZsWIFn332GQaDgfj4eFatWkW/\nfv3cHaMQQgghhBCim9nsDnadLOGLvQXUm5z7+Bp0GmaMiGHmyD54ebi8EU6P5FAcHCs/xdq8TCqa\nqwBQq9SMjRzJxMDBXP7/3sCvxtz2fi+zwvCsJgbltKCzbaYRqPCOITssHYvaWS2OSQhk0uwUjD6G\n7rgl8TUufYJff/11nnjiCX7/+9+7Ox4hhBBCCCHEXcShKBw8V8a/d+dRUdsCgEatYtKQKOaOjcPP\nu3c/BqwoCmersvkyL5NLjSVt48PDBpMRP4NQr2AqVq+6LjG2qzRoFDsAOpsDm1pHTsxESnTRAGh1\nasZOSaLf4AipFt9FXEqOV69ezRNPPOHuWIQQQgghhBB3CUVROJVbxac787hU0QiAChhzXzj3p8cT\n4u/ZvQF2gYu1+XyRu4HcuoK2sfuCUpmXMIton8i2sfo9u7Gq9RQGDKDEJwmr1hOdrZnIhov4NpeT\nEzqaFq1zb+fwaD+mZKTiF9D756+ncSk5fvjhh/nd737H97//faKjozEYri/76/W9+9siIYQQQggh\n7iUXimv5dGcuOZfq2sYGJwWzYGIC0SHGboysaxQ3lPBl3kbOVmW3jSX6xTM/cRZJ/vFtY5bychoO\n7qelyczRqNmYDAFtr1m1nhQGDIDWIY1GxcgJCQwcEY1aLdXiu5FLyfHatWuprKwkMzPzunFFUVCp\nVGRlZbklOCGEEEIIIUTXKS5vZM3OXE7mVrWNJUf78fCkJJKi/boxsq5R3lTJ2rxMjpafbBuLNkYy\nP3EW/QJTUKlUWMrLaTxyiIYjhzEXFQJQGDTsusT46/T2Fh787ngCQ7zdfg/i9rmUHL/99tvujkMI\nIYQQQgjRBcxW+zfGymub+ffuPA6eLUNpHesTamTBxEQGJAT2+nWxteY6NuRvYd+VwzgU57ZUoZ7B\nzE2YwZDQgdgqK6nZuJ6Gw4faEuKvqI1GSvxTOjy/SqeXxLgHcCk5HjlyJKdOncJqtTJs2DAA3nvv\nPSZMmMB9993n1gCFEEIIIYQQd8bUYmX9/kL2nL5CQ5MVHy8d6QMiSB8QwdZjl9h5ogS7w5kWh/p7\n8uCEBEakhaLu5Ulxo9XE5sId7Ly0F6vDuS2Vv8GPOXHTGKaNpenYUYoPf3bDhNhn6DCMw0agT0zG\n+s6+Dq9jdqix2exoe/k2Vz2dS8nxF198wYsvvsjPf/7ztuQ4NzeXP/3pT/zud79j+vTpbg1SCCGE\nEEIIcXtMLVZe/+cxLlea2sYamqxsOFjExoNFbZViP28989PjGT8wAq1G3T3BdpEWm5ntxXvYUrST\nFruzA7e31ovZfsO575KDpr9toKiw4Lpjrk2IvVLTUGmcia7d7kCrVWOzOdq9noeXThLjHsCl5Pi9\n997jpZdeYsGCBW1jv/vd71i9ejXvvvuuJMdCCCGEEELcpdbvL7wuMb6WAmg1Ku5Pj2fa8BgMut6d\nwFkdNvZcPkBmwTYarM4O3EFNambWhRGZW4O1aDU117z/uoQ4JRWV9vr0qaK0ge3rsjtMjAHSBoZ3\n9q0IN3ApOS4tLW2rGF9r5MiRvPzyy50elBBCCCGEEKJz7D51pcPXPfRaMsbEdU0w3cShODhYeoz1\n+ZupbqnBt9HOiCILg69o8CqrBUqxtr73ZgkxOKvFx/YXcWxfIY7Wx9ENHlrMLbZvvDcg2Isho/u4\n8e5EZ3EpOU5J81fcfQAAIABJREFUSWHNmjU8//zz142vXbuW+Pj4do4SQgghhBBCdCeL1U5js7XD\n9zQ2W7Ha7Oh64WO/iqJwsuIMX+Zl0lR+hb5FLcwoMhNWfX0SqzYaMQ4Zis/wke0mxF+pLGtk+7ps\nKsudlWdffw8mZ6QSFOLN8QNFZJ8qpbnJiqeXjtSB4QwZ3QeDh86t9yk6h0vJ8c9+9jOeeeYZ9u/f\nz4ABAwA4d+4c586dY+nSpW4NUAghhBBCCHHrbHYHW49duun7fLx0vTIxzq7OYcvxz/HKymfSHSbE\n4KwWHz9QxNG9V6vFA4ZFMWpiAjq9c/5GT0pk3NQkfH08qW9oxm5XOjqluMu4lByPGjWKzz//nE8+\n+YS8vDx0Oh3Dhg3jrbfeIioqyt0xCiGEEEIIIW7Bxct1LN+YzaWKG681vlb6wIguiKjr5Oef5My2\nNfifv8yMO0yIv1JV0ci2tdlUljmrxT5+Hkyek0JU7I33Ntb28rXbvZVrnwYgISGBF154wZ2xCCGE\nEEIIIe5AU4uVT3fmseP45bYu1GP6h1NQWs+VqqZvvD8q2Js5o2O7Nkg3sFZUcHnfNqoO7sGnvIFr\ndx1WvDzxGzbilhNiAIfDwYmDxRzeXdBWLe4/NJIxkxLQ6V0/j+gZ2v0bXbhwIcuWLcPX15fHHnus\nw42/V65c6ZbghBBCCCGEEDenKAqHs8v5aEsOdSYL4Ex8n5qZQnKMv3Of4wOF7Dl1zT7HAyOYMzoW\n7x66HtZaUUHDkcPUHN6PvagYAJ/W18wGDZqB/egzbgbeqWm3lBB/pbrSxPZ12ZRfaXCe29fApDmp\nRMfduFoser52PyXp6enodM5flPHjx3dZQEIIIYQQQgjXldc288/M85zJrwZAp1Uzf1wcM0f2aduv\n2NtDxyOTklg4tS9GH08ae+h62K8S4oajhzEX5F/3WrNBxaVYX8LHTGLw6Aw0Ov1tXcPhcHDy0CUO\n7c7H0TpH/QZHMGZyInqDVIt7s3b/dp977rkb/iyEEEIIIYTofja7g8xDRXyxtwBr6z6798UH8uSM\nZEIDvNo9Tt/D1sN2mBDrVeTGGLiU4M/A0RnMjBmDVn37CWxNlYlt67IpL3FWi42+BibNTiEmPvCO\n7kH0DC59chwOB5mZmeTm5mKxWL7x+s9+9rNOD0wIIYQQQghxYxcv1fFBZjaXWxtu+XrreXxqX0am\nhXa4HLKn6CghbtGruRijJ6ePgcooX6bGTeb7MekYNLdXKQZwOBROHb7EoV15bRX1tEHOarHBQ6rF\n9wqX/qZ/9atfsWHDBtLS0jAYDNe91ht++YQQQgghhOgJTC1WVu/IZeeJkraxSUOieHhiAl49dO3w\nVzpKiB2eBi5G6zkbreZSmB6NVs+k6HE8FzsJb137VXJX1FY3sX1dNqWX6wHw9tEzaXYKfRKC7ui8\noudxKTnesmULv//975k8ebK74xFCCCGEEEJ8jaIoHDxXxsqtOdQ3WQGICvHm6ZmpJEX7dXN0t89a\nUUHD0cM0HPlmQqz29qYlNY7dwfWcC2jBoVahVqkZFzmKWXFT8Dfc2X07HAqnj1zi4K587K2PpacO\nCGfs1EQMPfyLBnF7XEqOg4ODCQ8Pd3csQgghhBBCiK8pr2liReZ5zhbUAKDXqrk/PZ7pI2LaGm71\nJNbK1gpxOwmxcchQqpIj+EKdzaWmUgBUqBkRNpiM+BmEeN15Rbeupolt685TeqkOAC+jnkmzUohN\nkmrxvcyl5PjFF1/kpZde4j/+4z+Ijo5Grb7+lzA+Pt4twQkhhBBCCHGvstkdbDxYxJf7rjbcGpAQ\nxJMzkgnx9+zm6G7NzRPiYfgMH0FJhCf/KthEXt2OttcHBKcxL2EWUcaIO45DURTOHL3MgR152Frn\nNPm+MNKnJUm1WLiWHNfU1JCdnc33v//9tjGVSoWiKKhUKrKystwWoBBCCCGEEPeaC8W1LM88T0ml\ns+GWn7eeb01PZnhKSI/p+eNqQuyVmsal5jL+kbuRcyfPt70nyT+e+xNnk+AX1ynx1Nc2s31dNiXF\nrdVibz0TZyUT1ze4U84vej6XkuO33nqLhx9+mMcffxwPDw93xySEEEIIIcQ9qbHZyuodF9l18goA\nKmDS0CgempCIVw/omnwrCbFKq6W8qYKPsz/maPnJtvfFGCOZlzibfoHJnfJFgKIonD1Wwv4dudis\nzmpx3/6hpE/ri4enVIvFVS79hjU3N/P0008TExPj7niEEEIIIYS45yiKwoGzZazclkNDa8Ot6BAj\nT89OITHy7m64dasJMUBNSy0bLm5h/5UjOBRnwhrqFczc+JkMCR2AWtU5a6nra5vZvv48JUW1AHh6\n6ZgwM5mElJBOOb/oXVxKjhcuXMiHH37IL3/5yx7zGIcQQgghhBA9QVl1E8szz5NV2NpwS6fmgfQE\npg2PvmsbbnWYEHt5Yxz6zYQYoNFiYlPhdnZe3ofNYQPA3+DHnPhpjA4fjkat6ZT4FEXh3Ikr7N+e\ni9ViByApLZT06Ul4et3+fsiid3MpOS4pKWHLli189tlnREVFodNd//jBypUr3RKcEEIIIYQQvZXV\n5mDDwULW7ivEZndWTwcmOhtuBfvdfQ23rJUVNBw9QsPhQ+0kxEPxGT7yGwkxQIuthW3Fu9latIsW\nuxkAb50XM2OnMCFqDDpN5z3e3FDXwo4N57nU2t3bw0vHhBnJJKZKtVh0zKXkODExkcTERHfHIoQQ\nQgghxD3hfFENyzPPc6WqCQB/o55vTUtm2F3WcOtOEmIAq93K7pIDZBZso9HqbC5m0OiZGjOBKX0m\n4KntvH5GiqKQdfIK+7ZdrRYnpIQwYWZfqRYLl7iUHD/33HPujkMIIYQQQoher7HZyqptF9lz+mrD\nrSnDolkwIQFPQ9c03LKbzR2+/lVC3HjkMC35ede95kpCDGB32DlYeoz1+ZupMTvX+2pVGiZEj2VG\n7GR89MbOuZlWjfXOanFxfmu12FPL+BnJJKWFdup1RO/W7m/gs88+y89+9jPS0tJcOtGpU6d49913\nef/99zstOCGEEEIIIXoDRVHYd6aUj7ddpLHZ2XCrT6iRRbNSSYj0dfv17SYT1RvWUb93N/aGBjQ+\nPviOG0/g7Aw03t5YqyppOHL4JgnxCLxS+7WbEIPzPk9UnOHLvEzKmsoBUKFidMRw5sRPI9AjoFPv\nS1EUzp8uZe/Wi1jMzmpxfHIwE2Ym4+Ut1WJxa9r9ZP/gBz/gV7/6FUajkWnTpjFu3DgSEhLQtv4y\n2Gw2zp8/z+HDh/niiy+wWCy89NJLXRa4EEIIIYQQPcGVKhMrMs+T3dox2aDT8OD4eKYOj0ajdn/D\nLbvJRPEbr2IpuXx1rKGBmo3rqd+3B61/AOaiwuuOuZWEGJxJanZNDl/kbqSo4VLb+JCQAcxNmEm4\nd+dXcBsbzOzceJ6i3GoADB5axs/oS1Ja6F31aLroOdr9lA8ZMoQ1a9aQmZnJhx9+yJtvvolKpcJo\nNOJwOGhsbESr1TJs2DCeffZZZs6ciboLfrmFEEIIIYToCaw2B+sPFLJufwE2uwLA4KRgnpieTJBf\n5621vZnqDeuuS4yvZa+vx15fD9x6QvyV/LpCvsjdyIXa3LaxtMBk5ifMoo9v9J3fwNcoisL5M2Xs\n3ZLTVi2O6xvExJnJeBkNnX49ce/o8BOv0WiYM2cOc+bMobGxkXPnzlFVVYVarSY4OJiUlBSMxs5d\nLyCEEEIIIURPl1XobLhVVu1suBXgY+Bb05IZmhzc5VXN+j27O3xdpdMR+cMf3VJCDFDSWMqXeZmc\nqjzbNhbv24f5ibNJDnBPM19Tg5mdGy9QmFsFgN6gZfz0JPr2D5NqsbhjLn/6jUYjI0eOdGcsQggh\nhBBC9GgNTRZWbbvI3jOlAKhUMHVYNA+O77qGW9dyWCzYGxs6fI9iteKZkupyYlzZXM26/E0cLj2O\ngrMiHukdzryEmQwI7ueWJFVRFHLOlbNncw7mFuf+yLGJQUyclYy3j1SLRefo+t9QIYQQQgghehlF\nUdhz+gqrtl3E9FXyFubD07NTiAt3f8OtG7E11FOx8sObvk/j44Nad/PmVXXmBjYWbGVvyUHsivNx\n5iCPQOYmzGB42GDUKvcssWxqNLMz8wIFOV9VizWMm9aXlPukWiw6lyTHQgghhBBC3IGSShPLM89z\nobi14ZZew4LxCUwZFtUlDbe+TlEUGvbvo3zVRzgaG2/6ft9x4zt8vcnazOaiHewo3oPF4ey07aM3\nMjtuGuMiR6JVuyelUBSFi1nl7N50tVrcJyGQibNTMEq1WLiBJMdCCCGEEELcBqvNztp9haw/UIjd\n4Xy8eGhyCN+a1pdA365ruHUtS0U55Ss+oOmccx2wyuBB4Lx5NOzbd8OmXPrIKAJnZ9z4XHYLO4r3\nsqloB822ZgA8tZ5M7zORSTHpGDTu2yqpyWRhV+YF8i9UOuM0aBg7JYnUgeFSLRZuc8vJcVVVFXa7\nneDgYOlOLYQQQggh7knnCqpZkXmeshpn0hjoa+CJackMSQ7plngUu52aLZuo+vwzFIsFAO+Bgwh9\nchG6wCD8x0/qcJ/ja9kcNvaVHGZDwRbqLc71yjq1jskx6UzvMxEvnZdb7yU3u5xdmTm0tO4HHRMf\nwKTZKRi76QsHce9wOTl+//33WbZsGfWtrd59fHx4/PHHef75590WnBBCCCGEEHeTepOFj7flsP9s\nGeBsuDV9eAwPjI/HQ989D2W2FBZQ9sHf2/Yq1vj6Evr4kxiHj2irsmq8vQl5+FHCH3sMf6Oe2kYL\n9tbtpb7iUBwcKTvBurxNVLY49w5Wq9SkR45iVtxU/AzuXTvd3GRh96YccrMrANDpNYydkkjaoAip\nFosu4dJv8B//+EdWrFjBT3/6U4YOHYrD4eDYsWP84Q9/wNvbm+9973vujlMIIYQQQohu41AU9py6\nwifbrzbcigv34elZqcSG+3RPTGYzVV98Rs3mTeBwAOCbPoGQRx77RjX4WravPfypKApnqrL4Incj\nJabWLtuoGB42hLkJ0wn2DHLbPXwlN7uCXZsu0NLkrBZHxfozeU4qPl24H7QQLiXHn3zyCa+88grT\npk1rG0tLSyMkJITXX39dkmMhhBBCCNFrXa40sXxjNjmX6gDw0Gt4aGIik4dEoVZ3T0XTdPYM5Ss+\nwFrZWmUNDSNs0bfxSk274fubrE1sKtzBgSuHabCa8NF5MzpiBIl+cWQWbie/vrDtvQOC+zEvYSZR\nxgi330dLs5Xdm3K4mFUOgFanZuyURPoNjpRqsehyLiXHdXV1JCUlfWO8b9++VFZWdnpQQgghhBBC\ndDeL1c7a/QVsOFDU1nBrWEoI35qWTEA3dUu2NzRQsWol9fv3Ogc0GgJnziZw7nzU+hs3yGqyNvH2\nsaVcMZW1jTVYTWwu2sHma97X1z+B+YmzSfCLdeMdXJV/oZKdmedpNjmrxZF9/Jk8JwVff88uub4Q\nX+dScnzfffexatUqfvnLX143vmrVKtLSbvztlBBCCCGEED3Vmfwq/pl5gfJaZ8OtIF8DT8xIYXBS\ncLfEoygKDQf3U7HyI+yNziZZhrh4wp/+DoaYmA6P3VS447rE+Ot89UYWpS0kNbBvl1RrW5qt7NmS\nQ87Zq9XiMZMS6T9UqsWie7mUHP/iF7/g6aef5sCBAwwaNAiAkydPUlBQwLJly9waoBBCCCGEEF2l\nzmTh4605HDjnTCbVKhUzRsRwf3o8Br2mW2KyVlZQ9s/lNJ05DYDKYCD4gQX4T52O6ga7x1gdNiqb\nqygzlVPaVMH24j0dnt+hKKQFJbsl9q8ryKlk58YLNJmcHbUjYvyYPCcVvwCpFovu51JyPHDgQNas\nWcPHH39MXl4eBoOB8ePHs3TpUsLCwtwdoxBCCCGEEG7lUBR2nSxh9fZcmszOhlvxEb48PSuFPmHd\n03BLcTio3bKZyn9/2rY9k9d9Awl7ahG6oGAaLSZKm8opayqnrKmCMlMFZU3lVDZXo6Dc5OxXNVpN\nWO1WdBqdu24Fc4uVPVsucuGM80sHrVbNqEkJDBgWJdVicddwud98fHw8v/rVr9wZC8uXL8dqtfLd\n734XgKlTpxIZGQnAt7/9baZOnerW6wshhBBCiHvPpYpGlm88z8XLzoZbngZnw61Jg7uv4Za5uIjS\nD/6OuSAfAMXbi8oZw8mPN1JW8DFl5yowWZs6PIdWpSHEK5jypkrsir3d9xl13m5NjAtzq9i54Tym\nRmeCHx7ty+Q5qfgHune/ZCFuVbvJ8cKFC1m2bBm+vr489thjHX6js3LlyjsO5OWXX2bXrl0sXLgQ\ngLKyMgYMGMA777xzx+cWQgghhBDi68xWO1/uLSDz0NWGWyNSQ1k4tW+XN9xqsjY7q791JTg27yTo\nQDYqxRnTuXgPdg/1osWQDaXfPNao8ybMK5Rw7xBCvUII9wolzCuUIM8A1Co1/764ns1FO9q99piI\nEW65J3OLjX1bL5J92hm0Rqtm1IR4BgyP7rYvHYToSLvJcXp6Ojqd8xuk8ePHuz2QMWPG0L9/f2pq\nagDIzs6mqKiIJ598kpiYGP7rv/4LT09ZiyCEEEIIIe7c6bwqVmSep7KuBYBgPw+enJHMwET3Ndxy\nKA6qW2qdj0GbWh+FbqqgtKmcBksj0aUWph5qILDRWeWtNarZNtKX4nA9apWaMM+ga5LfEMK8nf/v\nreu4AjsjdhJnqrJu2JQrwjuMGbGTOv1ei/Kq2bHhPKYGMwBhUc5qcUCQVIvF3avd5Hj//v0sXLgQ\nT09PoqOjmT17NgaD+75BmzZtGmvWrGn7c0BAAEuWLGHGjBn87W9/429/+xs//OEP3XZ9IYQQQgjR\n+9U2mlm5NYdDrfvqqlUqZo6KYf64eAy6zmm41WIzU96a9Dr/v4IyUznlzZXYHLZvvN9gdjDteCP9\n85yJukMFpcMSsE4bw2y/SMK8Qgj2DESrdnlF5HW8dF78bOh/3HCf4xmxk/C6SXJ9KyxmG/u25ZJ1\n8goAGo2KkRPiGTgiRqrF4q7X7m/YmTNnyMnJITg4mF//+tdMmDDBrcnx1yUnJ5OamgrAxIkT+f3v\nf99l1xZCCCGEEL2LQ1HYefwyq3fm0dzacCsx0pdFs1KJCTXe8vkURaHWXNdW+f2qGVZZUwW15roO\nj1WhIsgjgDCvEJILzURvO43a5EyMDX1iCfv2d0jt07l7DXvpvHggaQ4PpWRg9DPQWGfGbne9aZcr\nLhVUs339eRrrndXi0AgfpmSkEhDs3anXEcJd2k2Op0+fzuLFi1GpVCiKwrhx49o9SVZWVqcH9sEH\nH6DX61m8eDGHDx9uS5SFEEIIIYS4FcXljSzfmE1uST0AngYtD09KZOLgSNQ36ZRssVupaK6k1HRN\nV+jW/1nslg6PNWj0hLWu/3U+Bu18JDrEMwhq6yn/13JMp04CoNLrCbr/QQKmzUClce+WUXqNDjB3\n2vksZhv7t+dy7oSzWqzWqBg5Pp5BI6NR32CrKSHuVu0mx2+++SZPPfUU9fX1PPvss7z11lv4+vp2\nWWBPPPEEzz//PNu2bSMoKIhXX321y64thBBCCCF6PrPFzhd788k8VIyjtbnVyLRQHp/aFz/j1Sci\nFUWh3tLYmvxevy1SdUvtTbdFCjD4t60BDvcKcSbD3iH46X2/0dRWcTio3baVys8+RTE7q8Ve/foT\n+tTT6ENCO3kG3O9SQQ071mfT0FotDgl3VosDQ6RaLHqedpNjlUrFoEGDAHjttdeYPn06er3ercEs\nWLCg7Wej0chf/vKXOzqfrGtwn6/mVubYfWSO3U/muGvIPLufzLH7yRy7X2fP8cmLlSzfeLXhVoi/\nB0/O7EtouEKhKYey6gpKTeWtFeEKmm0tHZ5Pp9YR5hVMuHeoMwn2vloNNmhc+2/kluJirvzj77Tk\n5QKgMRoJe/xb+I4Z22V7/XbWPFssNvZvy+P00ctt5xs5IY6hY/rc89Vi+ffC/dw1typFUTp3sUEH\njhw5whtvvEFeXh4BAQE888wzbVs3CSGEEEKIe5vFZkGvvbNiTFVdM0s/P8Lh3FxUHiY0XiYiohRU\nHiYqmqpwKI4Ojw/w8CPSN4won3AifcOI9AknyjeMIC/ntki3w2GxULxqNZfX/BvF7uxEHTJpAvHf\n+TY6P7/bOmd3Ksit5IuVJ6mtdu6zHBHtx/yFgwmL6LqnTIVwhy5Ljuvq6pg+fTq/+c1vyMjIICsr\ni8WLF/POO+8wduxYt1yzttaEw9Fluf89Ra1W4e/vLXPsRjLH7idz3DVknt1P5tj9ZI7dx2RtIrNg\nO/tLDtNgMeGj92ZM5Ahmxk3ucIsiu8NOZXO1syFWawX4fNklqsyVoLV2eE2tSkOoV7BzK6TWdcDh\nrT97aj069/6ysyn94O9YSp17/eqCgwlf9G2MAwZ06nVcdSefZavFzv4deZw6fKntXCPS4xg6tg8a\nzb1dLb6W/Hvhfl/NcWe7vX7wt6GkpISJEycyb948APr378+oUaM4duyY25Jjh0Pp9C584noyx+4n\nc+x+MsddQ+bZ/WSO3U/muHM1WZt4+9jS6/bfbbCY2FSwg9MVWfxs6H8AqtYGWNc0wzKVU9FchV2x\nf/Ok1/zXrVHn7Xz02etqEhzqFUKQRwAa9Y2bXnXW36+9yUTl6lXU7drpHFCpCJg2g6AHFqA2GLr9\nc3Srn+WS4lq2r8umvrZ1X+hQI5MzUgkOc3b67u77uRvJvxc9j0vJcVZWFmlpaXd0obS0NN588822\nP9fV1XHkyBHuv//+OzqvEEIIIYTomTYV7rguMb7WFVMZL+59FYuj447QoMLR7IXS4o2j2ZuEoAjm\nDLmPhKAIjLqubwqlKAqNR49Q/tE/sdc5t3QyxPQh7OnFeMTFd3k8d8pqtXNoV/511eKhY/owdGys\nVItFr+NScvzII48QGxvL3LlzmTt3LjExMXd00YaGBpYsWUL//v2ZMmXKHZ1LCCGEEEL0TPuvHO7w\n9WsTY0+t59VO0F4hNNV5sPtwHTVVWlDUhPp78tTMFPrHB7o77HZZq6sp/3AFphPHAVDpdATNf5CA\n6TNQabvsgc1OU3qpjm3rsqmraQYgMMSbKRmphIT7dHNkQriHS7+le/fuJTMzk3Xr1vF///d/DBgw\ngHnz5jF79mwCA2/tH6Di4mKWLFlCTEwM77zzzj3fzU4IIYQQ4l7UYjPTaDXd9H3PDXqGaJ9IjDpv\nVCoVNQ1mPtx8gaMXKgA9GrWK2WNimTsmFr3OvfsDt0dxOKjbuZ3KTz/B0eJ87NgzNY2wp76NPiys\nW2K6EzarnUO7Czh5qBgAlQqGjoll2DipFovezaXk2M/Pj0cffZRHH32U8vJyNm3axLZt23jrrbcY\nPnw4999/PzNmzLjpVk9nz57lmWeeYf78+bzwwguSGAshhBBC3GMcioMTFWdYl7fppu816rxJC0p2\nHudQ2HK0mM925dFica417hvtx6JZqUQFd9+euuaSy5R98Hdaci8CoPbyJuSxhfiOTe+y7Zk6U+nl\nOravy6a22lktDgj2YkpGKqHSiVrcA275+Y6WlhZMJhONjY1YrVYcDgfLli3jtdde49VXX2XixIk3\nPK6yspJnnnmGxYsX873vfe+OAxdCCCGEED2Hoiicqcriy7xMLjdecemYMREjACgsbeCDjdkUlDYA\n4O2h5ZHJSaQPjEDdTQmow2qlev1aqtevhdbtmXxGjiZk4bfQ+va8RNJms3NkTwEnDhajKM5q8eDR\nfRgxLg6NVgpa4t7gUnJcUlLChg0bWLduHVlZWQwcOJC5c+fy3nvvERQUBMDbb7/Nr3/9a/bt23fD\nc6xevZrq6mqWLl3K0qVL28YXLVrE888/3wm3IoQQQggh7jaKopBdncOX+ZkU1he3jfcLSmFazAQ+\nyfnihk25IrzDmBA5npVbc9h8xJmwAYzpH85jU5Lw9b6z/ZDvRHPOBcqW/wPLlRIAtIFBhD65COPA\nQd0W062wWq/v8l1+pZ5t67KpqXTuWxwQ5MXkjFTCInteki/EnXApOZ4yZQqxsbHMmzeP//3f/yU2\nNvYb7xkxYgTZ2dntnmPJkiUsWbLk9iMVQgghhBA9Sk5NLl/mbSK3Lr9tLDkgiXkJM0jwiwPg+/2f\n5f1DX1JsywKtBWx6YrRpjPYcx//8/RQ1DWYAQgM8WTQzhX5x3ddwy97UROWnn1C3c7tzQKXCf+o0\ngh94CLVH5+6P3NnMLVaO7S/i/OlSmpuseHrpSO4fhgKcPnKprVo8aGQMI8bHodV2z/ptIbqTS8nx\nqlWrGDhwYIfvGT9+POPHj++UoIQQQgghRM+VX1fI2rxNZNfktI0l+MUyN34mKYFJbWOmFiu/X5nF\n5coIIAJUdlA0XAAukAeARq0iY0wsGWNi0XVjwtZw7CjlH67AXlsLgD4qmrCnF+OZkNhtMbnK3GLl\ns38eb6sMAzQ3WTnZuj0TgH+gJ5MzUgmP8uuOEIW4K7iUHA8cOJD8/HxWrlxJbm4uer2exMREnnzy\nScJ6YAc+IYQQQgjR+YobLrM2L5MzVVefJuzjE8XchJn0C0z5RoOq9fsLuVx5Tcdq5frkN8DHwP+z\ncDARQd3XcMtWW0P5h/+k8dhRAFRaLYHz7idw5uwesz3Tsf1F1yXGXxcS4cMD3xqMtpu6fQtxt3Dp\nN3rDhg38/Oc/Z9iwYfTv3x+Hw8Hhw4dZsWIFf/rTn/j/2bvv6KavPP//T1U3udtywzammGJ6NS2E\nDgZSJhVInbI7W87sJluSmew3s7M5mZlMzuQke85uJue3k04CaZNJQk0gCRBM7wZTjRvuVZLVP5/f\nHzIyDhgEQZZl3o9z5oy5ku23PrFlvXTvfd/CwsJg1ymEEEIIIfqoC9Za1pV9yaGGo/6xzJh0lg1a\nyJiUgh67Nm8/cvXGXB6vErJgrCoKbdu/pfGjD1Dsvs7NUcOG+45nSk8PSU03qvRI7VVvt7Q5JBgL\nQYDh+OVM3k0+AAAgAElEQVSXX+af//mfL+sy/corr/D888/z+eefB6U4IYQQQgjRd9V1NLC+7Ev2\n1x1GxdcxKy06laV5CxhvHoNWc3mXY49X4fj5FnYfr8Nqd1/161s63Lg93l5fTu2quUDd229iP30K\nAG10NKn3PUDczNvC7ngmj9uL4xrX2dHhxuPxyj5jccsLKBzX1taycOHCy8aXL1/On//855telBBC\nCCGE6Lua7M2sP/8Ve2oPoKgKAMmRSRTlzWdy2nh02u4hy+NVOFHewt7Seg6easDm8AT0fWKjDb0a\njFWPh+YN62he9zmqx1ejadJkzCtWoY9P6LU6bqaKc82ggc73Lq4oMtogwVgIrqNb9dq1a3nqqae6\njX/22WfShEsIIYQQ4hbR6mxj4/mt7LywB6/qOw4oISKeJQPnMS1jcrdQ7PEqlJa3sKeHQJyXEYfR\noOVkRWuP32/mmIzgPJArsJ89Q91bb+C6UA2APjEJ86qHMY0b32s13EzWdgfbvzzN+dNN17zviDHh\ntUxciGDpMRz/y7/8i/9ju93OG2+8wY4dOxg7dixarZaTJ09y7Ngxli9f3iuFCiGEEEKI0Gh3Wdhc\n/jXbq3fhUXwhN9ZoYnHuPGZkTsGgMwCdgbiihb0n6jnQQyCePNzMpGGppCREYXO4+f27B7o35eqU\nlRJDUeHlx4febF67ncZPPqLtm61cPM8o/va5pPzoXnRRUUH//jeboigc3V/Nnm1leNy+Wf2MAXF0\n2Ny0tdgvu39iSjTjC3N6u0wh+qQew7HRaOz28d133w2A1+vF6/UyaNAgBg0aFPwKhRBCCCFESFjd\nNr4q/5Zvq77Dpfj2rcYYolmQczuzB0zHqDPiVRRKyprZW1rH/pNXCsSxTBpuZtIwM6kJ3cNmTKSB\npx+awPpd5ew4UoOlw01stIGZYzIoKswlJtIQ3Md36CD1q9/B09IMgDEzk7RHf0zU4CHX+My+qaHW\nwjcbTtJYZwUgMkrP9LlDyB+Vhsvp4eCuCkqPdJ1zPHxMOuMLc4gI8nUWIlxoVFW9yg6E8NbcbMXr\n7bcPL6R0Og1JSSa5xkEk1zj45Br3DrnOwSfXOPhutWts99jZWrGdrZXbcXidAETpI5mXPZs52TMw\naI2Ulreyt9Q3Q/z9xloD02OZPOLKgbgnOp0GU2wUVos96NfY09ZK/furse7bC3Qez7R0OUlLlobN\n8UyXcrs87Nl2nqP7q7j4yn7Y6HSmzRlEVLSx2311Og1xsVG098J1vlXdas8XoXDxGt9s4ffbL4QQ\nQgghgsLhcfJt1Xd8VfEtHR7fEtwInZE52bO4PWsGFTUu1n51nv0nLw/EuemxTBluZuJwM+YAA/H3\nGYN8nJCqqrRv30bDR2tROnzn/kYNzSftkccwZmQG9XsHS9npRnZ8eRpru+9NjPikKGYvyicrN7HH\nz5Fjm4S4MgnHQgghhBC3OJfXzfbqYjaXf43V7dv/a9DqmZU1nYHacZScsvLM5wcvD8RpnTPEPyAQ\n9xZXXa3veKaTpQBoo6JIufd+4mfNRqO9/Mipvs5qcbLjy9OUnWoEQKvTMKEwh/HTcqTztBA3SMKx\nEEIIIcQtyq14KL6wh43nt9DmsgCg0+goiB2HrnEo2zbYWNdxqtvn5KSZmDzczOThZsyJ0aEo+7qo\nHg/NmzbQ/Plfu45nmjAR88qH0Cf0PLvaVymKSsmBanZvK8Pt8nUMz8yO57bF+SQmx4S4OiHCm4Rj\nIYQQQohbjFfxsrt2PxvOb6HZ0QKAFi3JylBaTg9gd5sB6Dpi6WIgnjTcTFoYBOKL7OfOUffW67iq\nqwDQxSdgXvUwsRMmhriyG9NYZ+Hbjaeor/G9kRERqWf63MEMG52ORqMJcXVChL8ew/HatWsD/iIP\nPPDATSlGCCGEEEIEj6Iq7Ks7xPqyL2mwd55/q2rQtGbRUTEIm7Mr+OaYTUzqnCFOSwqfQAygOBw0\nfvoxrVu+4mKHqvjZc0i55z500eH1WADcLi97d5RxZG9Xw638gjSmzxt8WcMtIcSN6zEcv/baa93+\nXVNTg9FoJDs7G71eT3l5OS6XixEjRkg4FkIIIYTowxRV4VDDMdad20xtR71/3NOUjqd6CKrD1/U1\n29y1ZDrcAvFF1iOHqX/3bTzNvvBvTM8g7dHHiRqaH+LKbkz5mSa2bT7V1XArMYrbFuUzYGD4LQkX\noq/rMRxv3brV//Frr73GoUOH+N3vfkdCQgIAVquVZ555hszM8OzsJ4QQQgjR36mqypGG43xyagON\nrq5Q7G0x464aimqPZUCqiclTfIE4PUwDMYCnvZ2GNaux7NntG9DpSCpaRlLRMrSG8DvH12Zx8t2W\nM5wtbQBAq9UwvjCHCdNypNu0EEES0J7jP//5z7z//vv+YAxgMpn4xS9+wf33389TTz0VtAKFEEII\nIcT18XoVtpw+yJbqrVg1DV3jrSm4q4eSFZ3J5Em+PcQZYd7ESVVV2nfuoOGDNSg2X6ftyMFDSHvk\ncSKyskJc3fVTFJXjhy6w+9tzuJy+hlvpA+KZvTifpJTw/m8lRF8XUDiOiIigrKyMwYMHdxsvKSkh\nNjY2KIUJIYQQQojAKarKmao2vjpxmOPOYtSYZujs0eRtTyTBOobpeSOZPDv8A/FFrvp66t95k44T\nxwHQRkaScs99xM+eE5bHMzXVW/lm40nqL/gabhkj9EybO4gRYzKk4ZYQvSCgcPzII4/wy1/+kpKS\nEoYPH46qqhw+fJg1a9bIrLEQQgghRIhcDMR7S+vZW1GKI+kEuvgm/ys8vSOJcaYZLJwxnqxUU2iL\nvYlUr5eWzZto+uwvqG7f2csx48ZjXvkwhqSkEFd3/dxuL/u/O8/hPVUoiq/j1tCRZqbPG0J0jDTc\nEqK3BBSOf/azn5GQkMDatWt58803ARg2bBjPP/88RUVFwaxPCCGEEEJcQlFVzla3sfdEPftO1tOm\nNGLIOo0ur4GLO1FjNSksyV3IbXlj+92Mo+P8eereeh1nZQUAuvh4zCsewjRxUlg+1opzTWzbdBpL\nmwOAuIRIbluUT3Ze+IV8IcJdwOcc33fffdx3333BrEUIIYQQQlyBPxCX1rP/ZAMtFieaKAuGrDNE\nJtX575cSkcrd+UsYm1IQlkHxahSnk6ZPP6Hlq81dxzPdNpuUe+5HFxN+y8Q7rE6+23KWMyd8jdK0\nWg1jp2YzcXouBmm4JURIBByOt23bxptvvsn58+d55513+Oijj8jMzJTALIQQQggRBIqqcq66nb2l\nvhniFovvKB9NhA3DoDPok2v8e4rN0SksHbiACWlj0WrCb6/ttdhKjlH3zpt4GhsBMKSlk/bIY0QP\nGx7iyq6fqqocP1TDrm/OdjXcyorjtsX5JPejpe9ChKOAwvG6dev49a9/zapVq9i/fz+KopCQkMBz\nzz2H3W7nkUceCXadQgghhBD9nqKqnLvQ7l8yfTEQA2iMHcQNKscdV4GKb+Y0OTKRJXkLmJI2Hp02\n/GcbvU5n939bLNSvfQ/LrmLfgE5H0uIikpYtR2sIv724TQ1Wtm08RW11OwDGCB2Ftw9m5DhpuCVE\nXxBQOH7ttdd49tlnueOOO3j77bcBePTRR0lMTOS///u/JRwLIYQQQtwg9WIg7pwhbm7vHhDNqRri\nB5VzgVJcqgJAQkQ8iwfOY1rGJPTagBcC9klem43mDeto/247XosFXWwscdNnYkhNpfHTT1CsVgAi\nBw3yHc80IDvEFV8/j9vL/p3lHNpd6W+4NWREKtPnDSHGFBHi6oQQFwX0bFpeXs748eMvGx83bhz1\n9fVX+AwhhBBCCNETVVU5V9M1Q/z9QJyWFM2YYSacCSc52LIfi+IBINZoYlHuXGZmTsWgM4Si9JvK\na7NR+cJvcV2o7hqzWGjZtMH/b01EBCl330vC3HlheTxTZVkz2zador3V13ArNi6CWYvyyR2cHOLK\nhBDfF1A4zs3NZd++fWRnd3+nbtOmTQwcODAYdQkhhBBC9CsXA/G+0nr2ldbT9P1AnBjF5BFmRg2J\n43jHXr6t+hxXU+cxRfpoFuTezm0DphOhC7/lxD1p3rCuWzD+PkNqKgP+9WkMyeEXJDtsLnZuOcPp\n476JJI0Gxk7JZtKMgRiM4b8EXoj+KKBw/MQTT/Dkk09y7NgxvF4vH3zwARUVFWzZsoWXX3452DUK\nIYQQQoQlVVUpq7Gwr7SevaX1NLU7ut1uToxi8nAzk4ebSUnS8XXlDl47vQOH13e/SF0k83Nu4/bs\nmUTpI0PxEIKqfcf2q96uOBxhF4xVVeXEkRp2fX0Op8M342/OjGX2omGkpEnDLSH6soDC8Zw5c1iz\nZg2vv/46Q4cOZfv27QwePJi1a9dSUFAQ7BqFEEIIIcKGqqqcr7X49hCX1tPY1nMgzjabcHpdbKva\nyZfF39DhsQNg1BmZM2Am83JuI8YQHYqHEXSKy4XXarnqfbwWC4rbFTbNt1oabXy78RQ1VW2Ar+HW\n1NmDGDkuE61WGm4J0dcFFI4//fRTioqKeOGFF7qNd3R08Oabb/LYY48FozYhhBBCiD7D6fb2eNs1\nA3GCb8n0pGFmctJMaDQaXF43X1duZ1P511jdNgAMWj23ZU1nQe7txBr77yyj6vHQ+vWWa95PFxsb\nFsHY4/FyYGcFB3dV+BtuDRqWysz5Q4iJlYZbQoSLHsNxfX09NpvvifqXv/wlubm5JCQkdLtPaWkp\nL730koRjIYQQQvRLNoeb9cXl7Dhag6XDTWy0gZmjMyialkt0hJ7yOgt7T/iWTH8/EKcmRDJ5eBqT\nh3cFYgCP4mFn9R42nt9Km8t3pI9Oo2Nm1lQW5s4hISK+1x9nb7KVHKPh/dW4amuued+4GbN6oaIf\npup8C9s2naKtxTfrb4qLYNbCoQwckhLiyoQQ16vHcHzo0CF+8YtfoNFoUFWVFStWXPF+d999d9CK\nE0IIIYQIFZvDze/fPUB1o80/Zulws2F3BduP1BBh0F7WVCs1IZJJw81MGZ7WLRADeBUvu2sPsOH8\nVzQ7WgDQarQUpk9i8cB5JEcl9s4DCxF3UyMNH6zBun+fb0CjIa5wGvayMtxXCMrGzCySlizt5SoD\nZ+9wsXPrWU4dqwN8DbfGTB7A5JkDMRjD+3gtIW5VPf7mLly4kK1bt6IoCvPnz+fDDz8kKSnJf7tG\noyE6Ovqy2WQhhBBCiP5gfXF5t2B8KavdjdU3UUhKfKRvD/EIM7lpsd0CMYCiKuyrO8T6si9psDcB\noEHD5PTxLBk4H3N0/55hVNwuWjZuoHnDOlSXC/CdWWxe+TCRA/OufM7xjFkkLVmKLiYmxNVfTlVV\nTh6tpfjrszjsvoZbqemxzF6cT2p6bIirE0L8EFd9WyszMxPwBeWYmBiysrJ6pSghhBBCiN6mqCr1\nLXYq661U1lvYvLfyqvc36rU8tWoCA9MvD8S+r6dwuKGEL8o2U2ur84+PN49had4CMmLSbvpj6EtU\nVcV2+BANa9/D3dAA+PYQp9xzP3HTZ/jPLNbFxJB67/2kP/AACSYjrVYXXq8aytJ71NLUwbaNJ7lQ\n6Wu4ZTDqmHJbHqMmZEnDLSH6gYDWfOzevRuDIfwPmhdCCCGEAHC4PFQ12Kiss3SGYSuVDVZcbiXg\nr+HyKAxIjbksGKuqyrGmE3xxbjNV1gv+8dEpI1mat5Ds2Myb9jj6KlddLQ1r3sN29IhvQKslYc48\nku+8C110z7PBWqMRcPVOkdfB61E4sKuCA8XlKJ3BPS8/hZnzh2CK639HbAlxqwooHD/22GP88pe/\n5LHHHmPAgAFERHTvupeXlxeU4oQQQgghfghVVWlud/pngys6g3BDi52e5ib1Oi1ZKTFUN9rweHsO\ny7HRBgx6XbfvVdpymi/ObeZ8e4V/fERSPssGLWRgXM7Nelh9luJ00rzuc1o2b0T1+JYcR+UPw7zi\nISKys0Nc3Y2pLvc13Gpt9q2jj4mNYNaCoeTl9+/l8ELcigIKx6+88goA+/bt849dbNSl0Wg4ceJE\ncKoTQgghhAiQ26NwodFGRb1vNriqMwjbHJ4ePycu2kB2WizZZhPZZhM5ZhPpydHotFo+/PoMG3ZX\n9Pi5M8dk+D8+3XKOL8o2caa1zD82JCGP5YMWMySh/08iqKqKdd9eGj5Yg6elGQBdQgKp9z1I7JSp\nV1x23tc57G6Kt56l9Ggt4Gu4NWpiFlNm5WGMkIZbQvRHAf1mb9ly7XPohBBCCCF6S7vN1bUcunNG\nuLapA69y5flgrUZDenK0PwBfDMPxpp7PoC2alsuRs01dTbk0XlB9M8VZKTEUFeZS1lbBF+c2Udpy\n2v95eXE5LBu0iGGJQ8IyFF4vZ3U19e+/i720c7JEpyNxwSKSl92BNjL8lhyrqsqpkjp2bjmLw+4G\nICXNxOzF+Zgz4kJcnRAimAIKxxcbcZ06dYozZ86gKAqDBg1i5MiRQS1OCCGEELc2r6JQ12z3zwZf\n/F+bted9qVERen/4zTabyEkzkZUS020JdCBiIg384sER/HnP51R6ToDeBR4j2foRFI2cxNsn3+VY\nU9fquWxTJssGLaIgefgtEYq9HR00ff5XWrd8CYpv+Xl0wSjMK1ZhTM+4xmf3Ta3NHWzbdIrq8lYA\n9AYtU2blMXpSFtrOBmJCiP4roHDc3t7Ov//7v/PNN98QHx+P1+vFarUyYcIEXnvtNWJjpW29EEII\nIX6YDoeHqoZLZoPrrFQ32nB7et73m5oQSY45tlsYTo6PvCnhtMPdwWsl/x811HW9YtK7qOQwrx0/\n7L9fRkway/IWMjZ11C0RilVFwbKrmIaP1uJtbwdAn5yM+cGVxIybEJbXwOtVOLSrgv07y/2dsnOH\nJDNrwVBi48Nv9lsIcWMCCsfPP/889fX1rFu3jsGDBwNw+vRpnnrqKf7whz/w3HPPBbVIIYQQQvQf\nqqrS2Oagst5KxSXdohvbHD1+jlGvJSu1+2zwgFQTUUHc+7m5/BtqLjmC6fui9VHcn38XE9PGotXc\nGrOKjvLz1L/3Lo6zZwDQGAwkLi4iacnSzk7T4edCZSvbNp6ipakDgBiTkZmdDbfCMegLIW5cQH9R\ntm7dyv/93//5gzHA0KFDefbZZ/nbv/1bCcdCCCGEuCKX20t1o80XgOusVNRbqGqwYnd6e/ycBJOR\nbHMsOWldYTgtMbrXz5Etrtl71du1Gi2T08f3UjWh5bVaafzLx7Rt+wZU38xqzPgJmO9fgSE1NbTF\n3SCH3c2ub85x4nCNf2zUhCymzpaGW0LcqgL6zdfr9Zcd3wQQGRmJ2+2+6UUJIYQQIryoqkpbZ5Os\nS2eDa5s7Lmapy+i0GjKSY7rNBmebTcRGh34G0uV1Y3Xbrnofq9uG2+vGoDP0UlW9T1UU2rZ/S+Mn\nH6HYfNfDkJaGecUqYkaNCXF1N0ZVVU4fr2fnljPYO3yvY5PNMcxePIy0TGm4JcStLKBwPH36dP7w\nhz/w0ksvkZCQAEBzczMvvvgi06dPD2qBQgghhOhbPF6F2qYOfwC+2CzL0tHzG+YxkfrOANy1Pzgj\nOQaDvm8uR67raECDBrXH05DBZIjp18HYfvYM9avfwVlRDoAmIoLkZXeQMH8hWkN4Pu62FjvbN5+i\nsqwF8DXcmjxzIKMnDUCn65s/i0KI3hNQOH766ad59NFHmT17NgMGDACgqqqKwYMH89vf/jaoBQoh\nhBAidGwOd+dyaF+TrMp6KxcabXi8Vw6NGsCcFN3t3OBss4nE2Iiw2L+pqirbqov55MwXVw3GANMy\nJvdSVb3L09ZG48cf0r5zh38sdspUUu59AENSUggru3Fer8LhPZXs+64cb2eDt5zBScxaMJS4hKgQ\nVyeE6CsCCsepqal89tlnbNu2jXPnzhEREcGgQYOYPn16WPyhE0IIIfo7p7vnPbyBUFSVhhZ750yw\nlco6C5UNVprbnT1+ToRBxwBzTLdu0QNSTUQYr+/IpL7C5u5g9YkPOdxYAkBiRDxajY4mR/Nl982I\nSWNh7u29XGFwqR4PrV9voemzT1HsdgCMWQMwr1hF9PARIa7uxtVWtfHtplM0N/iWhUfHGJm5YAiD\nhqXK61ghRDcBdxvQ6/WkpaVhtVrR6XSkp6fLE4oQQggRQjaHm/XF5ew4WoOlw01stIGZozMompZL\nTGTPy16dLi9VDRdng30zwlX1tqsG7OS4CLLNsQy4OBucZiI1IQptP3ktcLb1PG+UvEeL03e+7bjU\n0awafi+gsrn8G3bV7MXithFriKEwYzILc28n2hAd2qJvoo7SE9S/9y6uC9UAaKOiSL7zRyTMmYtG\nF55vdjgdvoZbxw91NdwqGJ/J1Nl5RFzl90MIcesKKBzX1dXxD//wD5SUlBAXF4eiKFitVqZPn87L\nL78s5xwLIYQQvczmcPP7dw9Q3djVNMrS4WbD7gqOnG3i6YcmEB2hp8Xi7ArBnY2y6lvsPS4Y1us0\nZKZ8bzbYbMIU1T/DhKIqbC7/hnVlm1FUBb1Wz71DlzMzs9A/CXDXkCLuGbYUU3wE1jan/xzc/sDd\n3Ezjh2uw7N3jH4ubMYuUH92LPj4+hJXdOFVVOVvawI6vTmO3+fbBJ6XGMHtxPulZ4fmYhBC9I6Bw\n/OyzzxIZGcnmzZvJzs4GoKysjF/96lf813/9Fy+++GJQixRCCCFEd+uLy7sF40tVN9r49et7cLq8\n2ByeHr9GbLShc09wLNmdnaLTk6LR3yKNidqcFt4+vobSltMApEWb+cmoVWSZMq54f6POAPS8zDyc\nKG43rV9uoumLz1BdLgAicgdiXvkQUYOHhLi6G9feamfb5tNUnvMthdfrtUyaOZAxk6XhlhDi2gIK\nx3v27GHt2rX+YAyQl5fHs88+y0MPPRS04oQQQghxZduP1Fz19kv3Cms0kJ4U3a1TdLbZRHyM8Zbd\nInWi6RRvHV+DxW0FfM217su/kwhd6I+RCjbbsSPUv78ad10dANqYGFJ+dB/xs25Dow3PAOn1KhzZ\nW8W+HefxdDbcys5L5LZF+dJwSwgRsIDCcUZGBhUVFeTn53cbb25uJiUlJSiFCSGEEOLKbHY3VnvP\nxyZd9NDCfPIy4shKicFoCM99ozebV/Hy+blNfFnxDQAROiMrht3D5PTxoS2sF7ga6mlY+z62Qwd9\nAxoN8bPnkHLXj9CZTKEt7georW5j28ZTNHU23IqKNjBj/hCGjDDfsm/+CCFuTEDh+Mc//jHPPvss\nZWVlTJw4Eb1ez/Hjx/nf//1f7rnnHnbs6Gr1P3PmzKAVK4QQQtzK7E4P3xysZvO+ymveNzbawNwJ\nA3qhqvDRZG/mjZL3KGuvACA7NosfF6zEHJ0a4sqCS3E6ad64npYN61A9vmX2kYOHYF71MJE5uSGu\n7sY5HR52bztHyYEL/rGR4zIovH2QNNwSQtyQgMLxf/zHfwDwxz/+8bLbXn31Vf/HGo2GEydO3KTS\nhBBCCAHQZnPx1b5Kth6oxu7seQ/xpWaOufK+2VvVwfqjrC79CLvHd0TRnOyZ3Dm4CIM24IM7wo6q\nqlgPHqBh7Xt4mpoA0MXFkXrfA8QWhu9xnKqqcu5kAzu+OkOH1bdfOjElmtmL8snITghxdUKIcBbQ\nX4TS0tJg1yGEEEKI76lvtbNpdwXbj9Tg8fr2URr0WmaOzmDWuEz+/PnxKzblykqJoagwfGcEbyaX\n180nZ75ge3UxADH6aB4eeT+jU0aGuLLgctXWUP/+ajpKjvkGtFoS5y0g6Y670EWF7x5cS5uD7ZtP\nUX7W13BLp9MwccZAxk3NloZbQogf7LreLj1w4ABlZWUsWrSImpoacnNzMRr7f+MKIYQQojdV1FlY\nv6ucvaX1qJ2nBkVF6Jk7IYv5k7KJj/H97X36oQms31XOjiOXnHM8JoOiwqufc3yrqLXV83rJaqqt\nvuZlg+PzeLxgBYmR/Xd2UXHYafr8M1q+2gxe37nVUcNHYF7xEBFZWSGu7sYpisKRvdXs3VGGx+17\no2jAwERuWzSU+MT+c960ECK0AgrHzc3N/PznP+f48eMoisKUKVP44x//yNmzZ3n99de7dbEWQggh\nxPVTVZWTFa2s31XOsbJm/3i8ycjCydncPi6LqIjuf7ZjIg3cd/sQHpw3FFNsFFaLvV+dwXujVFVl\nV+1+Pjj5F1yKGw0aFg+cx5KB89Bp+2djMlVVsezZRcMHa/G2tQKgT0oi9f4VmCZOCpsl1G6397Kx\n+pp2vt1wisZ6X2fxyGgDM+YNYehIabglhLi5AgrHzz//PCkpKezevdvfcOuFF17gySef5Pnnn+dP\nf/pTUIsUQggh+itFVTl0upH1u8o5d6HdP56WGMWSwlymFaRj0F97uah0o/ZxeBysOfkX9tb5OjLH\nG2N5rGAF+Ynhe3bvtTgrK6l//13sp04CoNHrSVy0hKSiZWgjIkJc3bU5HW4OFFdw8mgt9g43UdEG\nho1OZ9SELA7vqeTo/mr/fYePSWfanMFERsnKCCHEzRdQON65cydvvfUWMTEx/rH4+HiefvppVqxY\nEbTihBBCiP7K41UoLqll4+4Kapo6/OO56bEsLcxlQn4qWq3Mil2PCksVrx9bTYPd13xqZPIwHhnx\nALHG8D2m6Gq8NhtNf/0LrV9v4eL6+5gxY0l9YCXGtLQQVxcYp8PNX949SEtj1++AvcPNod2VHN5b\nhar4HldCsq/hVmZO/10SL4QIvYDCsdfrRVGUy8YtFgs6nbxTLYQQQgTK4fKw7dAFNu2tpMXi9I+P\nHJhIUWEuI3ITZanodVJVlW+qvuMvZ9bhVb1oNVruHLyEudmz0Gr6X5MmVVFo/247jR9/hNdqAcCQ\nmkrqg6swjR0X4uquz4Hiim7B+FKqooIGJs8cyPipOegCWEEhhBA/REDheP78+bz44ou8+OKL/j/Y\nZ86c4bnnnmPevHlBLVAIIYToD9o7XGzZV8XWA1XYHL7jmDTAxOFmigpzGJgeF9oCw5TVbePdEx9w\ntOoGR5kAACAASURBVNF3lGRyZBI/HrWSgXE5Ia4sOBxl56h/710cZecA0BiNJBUtI3HRYrSG8GuS\nWnqk9qq3R0TomTRjYO8UI4S45QUUjn/1q1/xzDPPMGPGDFRVZfny5TidTubMmcOvfvWrYNcohBBC\nhK3GNjub9lSy/fAFXB7fKiy9TsP0URksnppDepJ02r1RZ1rLeKPkPVqdbQBMMI9h5fB7iNKH71FF\nPfFY2mn85CPad2z3L6E2TZxE6v0rMCQnh7i6G+Nxe3HY3Ve9j9PhwePxotfLSkUhRPAFFI7b29t5\n5ZVXqKys5OzZs3g8HgYPHkxeXl6w6xNCCCHCUlWDlQ27ytl9vB6lM8xEGnXcPj6LBZOySYzt+42S\n+ipFVdh0fivryr5ERcWg1XPf0DuZnjml3y1JV71e2r79msZPP0Hp8C0/NqZnkLryIWJGFoS4uhtn\n73BxeG/VNe8XGW2QYCyE6DUBheP777+fV199ldGjR8uxTUIIIcRVnK5qZX1xOYfPNvnH4qINLJic\nzZzxWUTL+cM/SKuzjbdK1nCq9SwA6TFp/KRgFZmm9BBXdvPZT5+i/r13cFZWAqCJiCT5jjtJnLcA\njT6gl3B9TofNxeE9lRw7UO0/r/hqRozpf/9dhRB9V0DPrCaTCbvdHuxahBBCiLCkqipHzjaxflc5\np6va/OOpCZEsnpLDjNEZctTSTVDSVMrbx9diddsAmJE5hXuH3oFRF357ba/G09pCw4cfYNld7B+L\nLZxG6r0PoE8Iz27NNquTQ7srOX7wAp7O7QUGo44R4zKoONNEa/PlrzMTU6IZX9g/944LIfqmgMLx\njBkz+NnPfsb06dPJzs4mMjKy2+1PPvlkUIoTQggh+jKPV2HviXrW7y6nusHmH882mygqzGXS8FR0\nWumw+0N5FA+fndvIloptAETqIlk5/EdMTAuvzszXono8tGz5kqbP/orqdAAQkZ2NeeXDRA3ND3F1\nN8ba7vCF4kMX8Hp92wuMETpGTxrAmEkDiIwyMGl6Lgd3VVB6pOuc4+Fj0hlfmEOErLQQQvSigMLx\nqVOnGDNmDFarlRMnTnS7rb/t7RFCCCGuxen2sv3wBTbtqaCpves4puE5CSwpzGVUXpL8fbxJGu1N\nvF7yHuXtvqXFObED+MmoVaREhWcTqp7YSo7R8P5qXLU1AGijo0m5+x7ib7sdTRgem2lpc3BwVwUn\njtSgdIbiiEg9YyYPYPTErG6hNyLSQOHtg5kxbwhxsVG0W+z+IC2EEL0poHD8zjvvBLsOIYQQos+z\n2t1sPVDFV/uqsF7SZXf80BSKCnMZnBUfwur6nwP1R1h94iMcXt8s6rzs27hj8GL02vDcb3sl7qZG\nGj5Yg3X/Pt+ARkP8rNtIvvse9LHhd7xXe6udA8UVnDxai6J0NqKL0jN2SjajJmRhjLj6fzu9bD8Q\nQoRQ//nrIoQQQgRJc7uDzXsr+fbQBZxuLwA6rYbCgjSWTM0lMyUmxBX2Ly6vi49Of853F3YDYDLE\n8PCI+xmVMiLEld08ittFy6aNNK//AtXlAiAybxDmlQ8RmTcoxNVdv7aWDg7srODksdqLJ00RGW1g\n3NRsRo3PxGCUl5xCiL5PnqmEEEKIHtQ02diwq4Liklq8nbNgEQYds8dlsnByNklxkdf4CuJ6XbDW\n8nrJampsdQAMTRjEYwUrSIjoP7Py1kMHaVj7Hu6GBgB0sbGk3HMfcdNnogmzPeotTR0cKC7ndEmd\nPxRHxxgZNzWbkeMyMRhlJlgIET76VDh+++23cbvd/OQnP/GPbdy4kU8//ZQ//elPIaxMCCHEreTs\nhTY27Krg4KkGLu58NEUZmD9pAHMnDMAUJU2CbjZVVdlZs4cPT32GW3GjQUNR3nwWD5yHVhNegbEn\nrrpaGta8h+3oEd+ARkPC3Pkk33kXuujwWn3Q3GjjwM5yzpyo94fiGJOR8YU5jBibIcujhRBhKaBw\n3NzcTFJSUlALee6559i2bRsPPvigf6ympoY1a9YQERER1O8thBBCqKpKSVkz63eVU1rR6h9Pjotg\n0ZQcZo3JJEJmwYLC7nHwfunH7K8/DEBCRDyPjXyQoYmDQ1zZzaE4nTSv+5yWzRtRPR4AovKHYV7x\nEBHZ2SGu7vo01VvZv7Ocs6UN/jFTXATjC3MYPiYdvV5+R4QQ4SugcDxr1ixmzJjB8uXLmT9/PlFR\nUTe9kGnTplFQUEBLSwsAiqLwwgsv8OSTT/I///M/N/37CSGEEABeRWFfaQMbdpVTUW/1j2elxLCk\nMIcpI9LQ6/rHzGVfVN5eyevHVtPoaAZgVPIIHh5xPyZjeM2kXomqqlj376Vh7Ro8Lb7Hp0tIIPW+\nB4mdMjWsOpo31lnY9105Zaca/WOx8ZFMmJbDsNHp6OR3RAjRDwQUjv/yl7+wbt06/vu//5tnn32W\nuXPnsnz5cmbNmoXuJh0vMH/+fD755BP/v//0pz9x9913B33GWgghxK3J7fGy42gtG3eX09Dq8I8P\nyYqnaFouYwYnow2j8BJuVFVla+V2/np2A17Vi06j464hRcwZMDOsQmNPnBeqqX/vXeylnUdg6nQk\nLlhE8rLlaCNv/iRDsNTXtLP/u3LOn2nyj8UlRDJxei5DC9IkFAsh+pWAwnF+fj75+fk88cQTHDly\nhA0bNvC73/2Op59+miVLlnDHHXcwfvz4m1rYV199RXFxMU6nk/Lyct566y0effTRm/o9hBBC3Ho6\nHG6+PljNl/uqaLe5/ONjBidTVJhLfnZCCKu7NVhdNt45sZZjTaUApEQl8+OCleTGhdcS4yvxdnTQ\n9Plfad36FXh9nc2jC0ZhfnAlxozMEFcXuLoL7ez77jwVZ5v9Y/GJUZ2h2Iw2zBqHCSFEIK67IdeQ\nIUMoKCigrq6OLVu2UFxczIYNGzCbzfz2t79l1KhRN6Wwi7PIVVVVPPfccxKMhRBC/CCtVidf7q3k\n64PVOFy+0KLVaJg60sySqbkMMJtCXOGt4XTLWd4oeZ82VzsAk9LG8eCwHxGlD+/O36qiYNlVTMNH\na/G2+x6bPjkZ84MriRk3IWxmw2uq2tj/3Xkqy1r8Y4nJ0UyYnsuQEWa02vB4HEIIcSMCCsdOp5Ov\nv/6a9evXs23bNuLi4li6dCnvvfceBQUFuN1ufvOb3/CLX/yCrVu3BrvmgMkTePBcvLZyjYNHrnHw\nyTXuHaG+zrXNHawvLue7ozV4vL62uka9ltvGZbJ4ag6pCeGzxLUnob7GgVBUhXXnvmL9ua9QUTFo\nDTw4/C6mZ04Oi+B4tWvsKC+n9t23sZ85A4BGbyB56VKSi5aiNRp7tc4bVV3ewt4d56k639WMLik1\nhskzBzJ4eGqv/GyFw89xfyDXOfjkGgdfsK6tRlUvNuDv2fjx49FqtSxcuJDly5czbdq0y/6Qbd68\nmVdeeYV169YFpVAhhBDiepypbOWjr0+z88gF/1EzpigDS2fmsXzmIOJNchJCb2nuaOWVXa9zouE0\nANnxmTwx/acMiMsIcWXXx+t0orvkBA23xULF6vep3biZiz9kSVMnk/fjx4hMTw9VmQFTVZXzZ5r4\ndvNJKs51LZ9Oy4zjtgX5DB+VjkZe3AshbiEBheMNGzYwd+7cH3yk0r59+3jhhRc4d+4ciYmJ/PSn\nP+12dNPN1tpqQ1Gu+fDEDdBqNSQkxMg1DiK5xsEn17h39OZ1VlWV4+dbWFdcTklZ14v9xNgIFk/N\nYfa4TKIirntHUZ/Xl3+Wjzac4M2SNdjcHQDcNqCQe/PvwKgLj7OivTYbTeu+oHXHdrwWC7rYWOJn\nzEQfn0DTus/xWn0dzo1paaStegjT6DEhrvjaVFWlsqyFvdvPU1PV5h9PTY9lyqyBDByaHJLZ/L78\nc9yfyHUOPrnGwXfxGt9sAb1CmDNnDn/4wx/Izs7mscceA6CoqIiZM2fyr//6rxgDWDLU1tbG3//9\n3/P//t//Y+nSpZw4cYLHH3+cnJwcpk+f/oMeRE8URcXrlR/IYJJrHHxyjYNPrnHvCOZ1VhSVA6ca\nWL+rnPO1Fv94elI0SwpzmFaQ7j+OqT//t+5LP8sexcNfz25ga+V2AKL0kawcfi8TzL7w2FfqvBqv\nzUblC7/FdaG6a8xioXnjBv+/NRERJC+7g4T5C9EaDH36camqSsW5ZvZ9d576C12/J+bMWCbNGEjO\noCQ0Gg2KAhC6x9GXfo77M7nOwSfXOPwEFI6fe+45Dh06RFFRkX/s3/7t3/jjH//IH/7wB/7jP/7j\nml/jwoULzJ49m+XLlwNQUFDA1KlTOXDgQNDCsRBCiP7N7VEoLqllw65y6lrs/vG8jDiKCnMZn58i\nxzGFQH1HI2+UrKbC4guVA+NyeLxgJSlR4XU8Y/OGdd2C8fcZMzLIeuLfMPTxYycvLp/e/915Gmq7\nzvJOz4pj0syBDBiYGBb7voUQItgCCsdbtmzh9ddfZ+TIkf6xOXPmkJyczM9//vOAwvGIESN48cUX\n/f9ua2tj37593HnnnTdQthBCiFuZ3enh20MX2LS3gjZr13FMo/KSKCrMZVhOgrzYD5F9tQd5/+Qn\nOLxOABbk3M7yQYvQaXUhruz6te/YftXbvVZrnw7GqqpSdqqRfd+dp6ne5h/PyI5n0oyBZOXK74kQ\nQlwqoHCsKArezrP6LmUwGHA6ndf9TS0WCz//+c8pKChg7ty51/35Qgghbk3tNhdf7qvk6wPVdDg9\nAGg0MHm47zim3PTYEFd463J6XXx06q/srNkLgMkQwyMjH6QgeViIK7sxisuF12q56n28FguK24XW\n0Lc6UiuKyrmTDezfWU5zQ1cozspNYNKMgWTmyFneQghxJQHvOX7uuef4/e9/z6BBgwAoLy/n+eef\nZ/bs2df1DSsrK/n5z39OdnY2L7/8shwiL4QQ4poaWu1s3FPBjiM1uD0KAHqdlpljMlg8JRtzYnSI\nK7y1VVtreP3Yamo76gHITxzCYyMfJD4iLsSV3RiPpZ3Gjz+85v10sbF9KhgrisqZE/Uc2FlOS1OH\nfzw7L5GJ03PJyJZQLIQQVxNQOP7Vr37FP/7jP1JUVERUlO88SIfDwYwZMwJaUn1RSUkJP/3pT7nj\njjt46qmnJBgLIYS4qoo6Cxt2V7D3RD1K5+EKURE65owfwIJJA+Q4phBTVZUdF3bz8enPcCseNGhY\nNmghC3PnoNWE3994VVFo2/YNjZ98jNJhu+b942bM6oWqrk1RFE6X1LO/uJy25q699zmDk5g4PZf0\nrPgQVieEEOEjoHAcHx/PO++8w+nTpzl79iwGg4GBAwcyePDggL9RY2MjP/3pT3n88cf5m7/5mxsu\nWAghRP+mqiqnKltZv6uCo+ea/OPxMUYWTs5m9rgsoiP733FM4abDbee9kx9zsP4IAAkR8TxesJIh\nCXkhruzGOMrOUbf6HZznywDQRESStGQplj3FuC5cuOz+xswskpYs7e0yu/F6FU4dq+NAcTntrQ7/\n+MAhyUyckYs5Izxn7oUQIlQCfnXh9XqJiopi+PDhXDwauazM9wckL+/afwg/+ugjmpubefXVV3n1\n1Vf944888ghPPPHE9dYthBCin1FUlcOnG1m/q5yzF9r94+bEKBZPzWHGqHQM+vBr6tQflbVV8EbJ\napocLQCMSSngoRH3EWMIv+XtXquVxk8+om37t9D5+iZ2SiGp9z+APiGRhDlzad6wjvbvus45jpsx\ni6QlS9HF3PwzNgOq2atw8mgtB4orsLR1heK8/BQmTs8lVfbeCyHEDdGoF5PuVXz77bc888wzNDU1\ndRtXVRWNRsOJEyeCVuAP0dxslbPFgkSn05CUZJJrHERyjYNPrnHvuNZ19ngVdh+vY/2ucmou2SeZ\nmxZL0bRcJuanotVKR92r6a2fZUVV2FKxjc/ObURRFfQaHXcPWcbsAdPDruuxqii079hOwycfolh9\nxxsZMzIxr3yI6BEjL7u/TqchwWSk1eoK2fOFx+Ol9EgtB3dVYG3vaog6eHgqE6fnkmw2haSum0We\nk3uHXOfgk2scfBev8c0W0Mzxb3/7WyZMmMA//MM/YDKF9xOvEEKI3ud0X37igcPlYdvhGjbvraD5\nkhf6I3ITKSrMZaScvdqnWFxW3j6+luPNJwEwR6Xw+KiV5MQOCHFl189Rfp761W/jOHcOAE1EBMnL\n7iRxwUI0+p5fGmmNRsDV4+3B4nF7OX64hkO7KrB1Hl2m0cCQEWYmTM8lKSU0M9hCCNHfBBSOa2pq\n+L//+z+ys7ODXY8QQoh+wuZws764nB1Ha7B0uImNNjBzdAa3jc2kuKSWLfursDk6j2MCJgxLpagw\nlzzZJ9nnnGw+w1vH36fN5TvaaHLaBB4cdheR+sgQV3Z9vDYbjZ9+TNs3X/uXUJsmTiL1gRUYkpJD\nXN3l3G4vxw9e4ODuCuw2N+ALxUML0pgwLZfE5PBbxi6EEH1ZQOF47NixlJSUSDgWQggREJvDze/f\nPUB1Y1fHX0uHmw27K9i4u4KLi8x0Wg0zRqezaEoOGcky+9XXeBUv689/xabzW1FRMWoNPDDsbgoz\nJoW6tOuiKgrtxd/R+NEHeC2+gG9IS8e88iFiCkaFuLrLuV0ejh28wOHdldg7fKFYq9WQPyqNCdNy\niJejy4QQIigCCseLFi3i17/+Nfv27WPgwIEYDIZutz/wwANBKU4IIUR4Wl9c3i0YX0rFF4oXTMpm\nweRsEmPlOKa+qMXRyhsl73G27TwAWaYMflKwirQYc2gLu07OygrqVr+D48xpADRGI0lLl5O4cDHa\n772eCTWX08OxA9Uc3lOJw+5bVaHVahg2Op0J03KIS4gKcYVCCNG/BRSOX3/9dWJiYti6detlt2k0\nGgnHQghxC+twuGloddDYZqeh1UFDm51thy4/+uZSURF67p87pJcqFNfrSEMJ75z4gA6P78zc27Km\n86MhSzHo+laYvBpvRwdNn/2F1i1f+ZdQx4yfgPnBlRiSU0JcXXdOh5uj+6s5srcKZ+dWA61Ow4gx\nGYwvzCE2PryWrwshRLgKKBxfKRQLIYS4Nbg9Ck3tDhpa7TS22mlou/ixLxBf3Dd8Pax2N26PV45m\n6mPciodPz6zjm6rvAIjSR/HQ8HsZZx4d4soCp6oqlt3FNHy4Fm9bGwCGVDOpK1ZhGjM2xNV157C7\nObKviqP7qnA5fU3rdDoNI8dlMm5qNqY4CcVCCNGbAj7n2OVysWnTJs6fP8/DDz/MyZMnGTx4MCkp\nfevdVyGEENdHUVVaLU4aO0NvQ6vd/3Fjm4NWi5NADqLQ6zQkx0eRGh/JycpW3B6lx/vGRhskGPcx\n9R0NvH5sNZVW36x/XlwujxesJDkqMcSVBc5ZXU396rexn/J11NYYDCQVLSNx8RK0BmOIq+ti73Bx\nZG8VR/dX43b5QrFer2XkeF8ojjHJVgMhhAiFgMJxZWUljz76KF6vl8bGRu666y5Wr17N7t27eeON\nNxg58vLzAIUQQvQNqqpic3hobPPN9jZ0zv5enAVuarPjCeAcRg2QEBtBanwkKQlRpCZEkRIfSWrn\nx/EmI9rOo5c+/PoMG3ZX9Pi1Zo7JuFkPT9wEe2oPsObkJzi9LjRoWJB7O8vyFqLThscbGIrDTtNn\nf6Vly5fg9YXNmDFjSV2xCmNq39kj3WFzcXhPJccOVONx+9480hu0jJqQxdgp2UTH9J0AL4QQt6KA\nwvHzzz/PzJkz+c///E8mTpwIwEsvvcQzzzzD7373O955552gFimEEOLqXG4vjW1d+379/98ZgO3O\nwJY+x0TqfcH3kgB88ePkuEgMem1AX6doWi5HzjZdsSlXVkoMRYW51/X4RHA4vS4+OPkpu2r3ARBr\nMPFowYOMSMoPcWWBUVUV69491H/wPt7WVgD0KSmYH1yFadz4EFfXpcPq5NDuSkoOXsDTuaLCYNQx\namIWYycPICpaQrEQQvQFAYXj/fv3s3btWrTarhdFer2ev/u7v+Puu+8OWnFCCCF8FEWlxeLsnPXt\n2u97sQFWm9UV0Ncx6LX+2d6U+EhS4jsDcILv4+jIgHfbXFVMpIGnH5rA+l3l7DhyyTnHYzIoKswl\nJjJ8Gjv1V1WWC7xespq6jgYAhicO5ZGRDxIfERviygLjqrlA/Xvv0nHiOAAavZ7ExUUkLVmKNqJv\nLEu2Wpwc2lXB8cM1eDtDsTFCx+iJAxgzeQCRUfJ7IIQQfUlAr4KMRiPt7e2XjVdVVRETI+dSCiHE\nD6WqKla7+7J9v42tvgDc1O7AqwSw9FkDSbER/tCbkhBJ6iUfx8V0LX0OtphIA/fdPoQH5w3FFBuF\n1WLHG8DybRFcqqqyvbqYj898gUfxoNVoWZ63iPm5s9FqAlsZEEqK00nT53+l5ctN/iXU0QWjMK98\nCGNaeoir87G0OTi4u4ITh2tQOn/mjRF6xk4ewOhJWUTIm0NCCNEnBRSO77jjDp577jl+85vfANDW\n1sa5c+f4zW9+w7Jly4JaoBBC9BdOt9e/zPli6L109tfZ2ZjnWkxRBlITLs7+XhqAI0mKi0Sv63sB\nx2gIj72r/V2Hu4PVpR9xqOEYAIkRCfx41EoGxQ8MbWEBUFUV64F9NKx9H09zMwD6pCRSH1iJacJE\nNL30ps/VtLfaObirgtIjtSidb2ZFROoZOyWb0ROzMEbcnJUZQgghgiOgZ+l/+Zd/4aWXXmLlypW4\nXC7uvfde9Ho9K1as4Mknnwx2jUIIETROd2CBNBBeRaGl3dnV8Op7+37bbYEtfTYatKTGdy57/t6+\n35T4SKLkBba4Aefaynmj5D2aHS0AjE0dxUPD7yXaEB3iyq7NVVfrW0Jd4gv16HQkLVpC0tLlvbqE\n2t3D80Vbi50DxeWcOlbnD8WR0QbGTcmmYHymhGIhhAgTAT1b6/V6/v3f/51/+qd/oqKiAq/XS05O\nDtHR0TQ1NZGcnBzsOoUQ4qaxOdysLy5nx9FL9sKOzqBo2tX3wqqqiqXDTUObvds5vw2dHaCb250o\n6rWXDWs1GpLiIrr2/Xbu+U2NjyIlIYq4aEOfmAUT/YOiKnxV/i2fl21CURX0Wj33DFnGrKxpff7n\nTHE6ad7wBS0bN6B6fE3lokeM9C2hzsjslRqcDjcHiis4ebQWe4ebqGgDw0anM2FaDvYON/t3lnO6\npI6Lv/pRMQbGT81h5LhMDEZZMSGEEOEkoHA8YsQIvvvuO5KSkhg6dKh/vLKykjvuuIODBw8GrUAh\nhLiZbA43v3/3QLcuypYONxt2V3DkbBNP3D+GDoe3MwD7Zn0b2xz+JliBzjTHRRs69/lectxRZxBO\niotAp+17S59F/9PusvBWyRpKW04DkBadyo8LVjEgtneC5Y1SVRXboYPUr1mNp6kJAF1CAuYHVmKa\nNLnXQr3T4eYv7x6kpbHDP2bvcHNodyXHD13A5ex6PogxGRlXmMPIsRnoZRuBEEKEpR7D8ccff8yH\nH34I+P5I/exnP8Ng6D6j0tDQgNncd84PFEKIa1lfXH7F44UAqhtt/Ov/Fgf0dSKMOl/YvazxlW8s\nQmaMRIidaD7FW8fXYHFZAShMn8R9+XcSqe8bnZx74mqop+H91diOHPYN6HQkzl9A8vI70UZG9Wot\nB4orugXjS10MxjGxEUwozGH42HT0evm9F0KIcNZjOF6yZAk1NTUAHDp0iClTplzWmTomJoaFCxcG\nt0IhhPgBHC4PVQ02KuosVNRZ2XG0JqDP02k1JMdFkpJwMQB3NcBKTYjEFCVLn0Xf4vL49rR7FS9f\nlG3my/JvUFEx6oysGPYjpqRPCHGFV6e4XbRsWE/z+i/8S6ij8odhXvUIEVlZIamp9EjtVW83GHWs\n+tup6AI8/1sIIUTf1mM4jo6O5h//8R8ByMrKYunSpRiNcki9EKLvarM6qai3+oNwRb2V+uYOrvfw\noOd/NpW0xGi0Wgm/om/rcHewufwbdtXsxeK2EWOIRq/R0+byHb+Ybcrk8VGrSItODXGlV2c9cpiG\n99/F3eA7c1kXH0/q/Q8SO6UwZG9CuV0eHHb3Ne7jRb3uZxghhBB9VUB7ju+++24OHTrE6dOnURTf\nIfaqquJyuSgpKeGFF14IapFCCHEpRVGpa+mgst7aGYJ9Yfhq3aDjY4xkp5k4VdGKy6P0eL/YaAMZ\nyXJ+u+j7OtwdvHTgVWpsdf4xm7trCfCMzKncl38nBm3f7ZTsbmygfs172A519i7RakmYO5/kO+5C\nFx2aLtqqqlJxtpkDxeXXvG9ktEGWUgshRD8S0F/Ml19+mddeew2z2Ux9fT1paWk0Njbi9XplWbUQ\nIqhcbq9vWXS9hcrOIFxVb+uxMZYGSEuKJifNRLbZRG5aLNlmE/Em3z7LD78+w4bdFT1+v5ljMoLx\nMIS46TaXf9MtGH9ftD6qzwZjxe2mZdMG3xJql+9Nraih+ZhXPkxEdnZoalJUzp1s4EBxOU31V+5L\n8H0jxqQHuSohhBC9KaC/mh9//DH/+Z//yQMPPMCcOXN4++23iY+P55/+6Z/Izc0Ndo1CiFuEpcPl\nXxZd2bksuqbJRk+nIxn0WgakmshJM5FjNpGdFkt2qumqzbCKpuVy5GzTFZtyZaXEUFQoz2mi71NV\nlR0Xdl31PsU1e7lrSFEvVRQ4W8kx6t97B3edL9jrYmNJufcB4qbPCMkSaq9X4dSxOg7uqqCtxe4f\nz8iOZ/SkLPZuP3/FplyJKdGML8zpzVKFEEIEWUDhuKWlhVmzZgEwfPhwDh8+zLJly3jiiSd44okn\nePLJJ4NapBCif1FUlcZWu39fcEWdhcp6Ky0WZ4+fY4oykJvmC8AXg3B6UtR1H4kUE2ng6YcmsH5X\nOTuOXHLO8ZgMigqvfs6xEKHm8rrYW3uQryt3YPc4rnpfq9uG2+vGoOsbP9Pu5iYa1r6Pdf8+34BG\nQ8KcuSTf9SN00b2/lcHt9nLicA2Hdldiu+S5J2dwEhMKc8jITgBgQG4iB3dVUHqk65zj4WPSzvZA\nLwAAIABJREFUGV+YQ4Q8XwghRL8SUDhOTU2lrq6OzMxMBg0axIkTJ1i2bBmJiYk0dZ4/KIQQV+L2\nKFxo7OwWXW+lsvP/Ha6ezws2J0SRnWYipzMI56TFkmAy3rRZpZhIA/fdPoQH5w3FFBuF1WLH65Wm\nOqLvarI3s626mJ0X9tDhsV/7EwCTIaZPBGPV46Hly000ff5X/xLq/5+9+46O67oO/f+dXjBog95J\nVJJgESg2EGwSSRWqRM1qdJEt/WzFL4ljaVl+seyX2F6O5FhRvPKznpM4/iWWLFm2imXFIqnKJhLs\nHSA60Xsv02fu748BBwQBkEMSg0Luz1pcMzxzZ+6ZQ3Aw++59zjFmZhG/9UsYM+ZMeX+cDjdnjjVz\n6nDjqAW3subFsbQwndiE8FHHG4w6Vm3IomhjNhHhJvrl80IIIa5bQQXHW7Zs4Tvf+Q4vvvgi69at\n41vf+hZ5eXns3r2bzMzMUPdRCDFLDDnc1LeNBMD1bf6yaK9v/C+SWo2KlFgLaQkjc4PT4i2YDFM3\nT1Kvk8V0xMykKAoVPdXsatzH6c7SwKrIapWagrhFqFVqDrcdn/D5hUnLp6qrE7KdLaX99ddwtfq3\nUFNbLMQ9+AUiitaiusKqj2vuy5CLU0caKTnWFNijWK1WkbswgYJV6URZL78AmFY+L4QQ4roW1DfQ\nZ555BovFQl9fHxs3buTxxx/nH/7hH0hISODFF18MdR+FEDOMoih09TtoaBukbrgkur5tkK7+ics8\nw4xa0oazwOcXykqMMaPVyP6gQlzI6XVxqPUYuxv3jVpwK1xnYU3KStakrCLKEInNbaNxsHncRbmS\nwhK4LWPDFPZ6NHdPD51vvcnAoYP+BpWKyHUbiL3/QTQWy5T2ZaDPwclDDZSebME7vFK9Vqtm/pIk\nlqxIIzzSOKX9EUIIMXOpFGWipW5mv+7uQSl9ChGNRoXVapExDqGZMsYer4+WLltgXvD5PYRtTs+E\nz4mJMPoXyQrMD7YQE2Gctv1KJzJTxvh6J+McnE57F7sb91PccgT7BaXTGeFprE9dzdKEJWNWn754\nn+NwXRirkpZzW8YGzLqp3wpJ8Xjo/ewTOv/0HorTf7HMMGcuCVu/hHHu1Faa9XTZOHGgnoqSNnzD\n1St6g4aFS1NYtCwVc5j+il5Pfo5DT8Z4asg4h56MceidH+PJNmHm+OWXXw76RWRBLiGuD3anZyQA\nHr5t7hzCM8EHu0atIikm7KKFsiyyqJUQQVIUhbKeSnY37uNMZ1mgdFqj0lAQv4gNqWuYGznxishm\nnZn7srfwYN5dWCINDPY5p+2LmK2i3F9C3dQIgNocRuyDDxG5dv2UllB3tA5w/EA91WUdgTajWceS\n5ankF6RgMM7M7a2EEEJMvwl/Qxw/PvE8pgvNtEyQEOLyFEWhd9DlL4kOLJQ1SHvvxAv9GPWawCrR\n/q2TwkmODUOnlbJoIa6Uw+PkUOtRdjfup9XWHmgP11tYm7yKNSmriDREXNFr6jU6YOIV30PF09dL\nx1u/Z+BAcaAtYs064h78Aprw8Es8c3K1NPRyrLie+pruQJslwsBNK9KYtyQJncwXFkIIcRkTBsev\nvfbaVPZDCDEOp3viFZ2D5fX5aO22+4PgtkHq2/23gxes0nqx6HDDSCAcbyE9MZzYSCNquRgmxDVp\nt3Wyp2k/xc1HcHhH5ujPiUhnQ2oRBfGL0KpnR2ZT8Xrp3fkZXX96F5/df2HNkJ5B/NYvYcrKnpo+\nKAoN57o5tr+elsa+QHuk1cTSVenk5CegkXUNhBBCBGl2/AYW4gYy5HCzrbiOz09fsAfvoiS2FF5+\nD16Hy0NjxxANbQPUtQ3S0D5AY8cQ7uFFaC6mUkFyTJh/26T4cNIS/KtFR5ivbC6eEGJiPsVHWbe/\ndLqkq3xU6fTS+CVsSFvNnIiJS6dnIntVJe2vv4qzoQEAtclE7P0PErnh1ikpoVYUhZryTo4V19HZ\nNhhoj423sHR1OnNz41Cr5WKeEEKIKyPBsRAzyJDDzYu/PUZT51CgbcDmZvvBek5Vd/G/v7g0ECD3\nDToD84Ib2gepaxukvdvGRLMN9Tp1YLXo83sHp8SGyVZGQoSIw+PgQOtR9jTup802Mv81Uh/O2pRC\nilJWEqGfurLjyeDp76fznbfo37c30BaxuojYBx9GGxkZ8vN7vT4qS9s5fqCe3i5boD0xNYKlhRmk\nZ1plupcQQoirJsGxEDPItuK6UYHxhZo6h/iXP5zEbNTS0DZI35BrwteJDNMHssHnV42OjzJJJkWI\nKdBu62B3434OtBzB4R2ZAzw3IoMNaUXcFLdw1pROn6f4fPTt3knnH9/BZ/MHpfrUNBK2fglTTm7I\nz+9xeyk71crxg/UM9o+MadrcaJauziA5LSrkfRBCCHH9m12/nYW4zu091XLJx2ua+0f9XQUkWM2k\nD5dDn88KR1oMIeylEOJiPsXH2e4KdjXuo7SrPNCuVWm4OeEmNqQWkR6ROo09vHr2mmraf/sqzvo6\nANRGIzH3PUDULRtRaUJbeeJyeig53szJQw3YbSPrJGTmxbK0MIO4xNmVeRdCCDGzBR0cV1ZW8uqr\nr1JbW8tLL73Exx9/zJw5c1izZk0o+yfEDcPl9l5ykazz1i5OYk5iOGkJ4aTFWTDopSxaiOli9zg4\n0HKEPY37abd3Btoj9RGsSy2kKHkl4frJ34dxKngHBuj849v07d0Din/CRvjKVcR94VG0UaHN1Npt\nLk4faeL00UZcTv/ChCoV5OYnULAqnejYsJCeXwghxI0pqOC4uLiYp59+mk2bNnHixAlcLhft7e28\n8MIL/OxnP2PLli2h7qcQ172a5n7UKvBdYovScLOOr26ZP3WdEkKMq22ond1N/tJpp3dkikNW5BzW\np/pLpzXq2XnhSvH56Nu7h85338I35J/moU9OJv7xL2GeF9rPn8F+BycPNVJ6shmP27+QoEajYv6S\nJJasSCMiyhTS8wshhLixBRUcv/zyyzz33HNs3bqVgoICAJ555hmsViuvvPKKBMdCXIO2Hht/+KyK\n45Wdlz12zeKkKeiREGI8PsVHaVc5uxr3cba7ItCuVWtZNlw6nRaeMo09vHaO2lraX38Vx7kaAFQG\nAzH33kf0xs2otKGbidXXY+P4gQbKT7fiG75CqNNrWLg0mcXLUjHLVBEhhBBTIKjfdJWVlaxbt25M\n+8aNG3n55ZcnvVNC3AhsDg9/3l/Lx0ca8A5/GUyNs+Bweejsc4w5PiU2jC2rMqa6m0Lc8OweO8Ut\nR9jduJ9Oe1egPcoQyboUf+m0RT+7y3y9Q0N0/vEd+nbvDJRQW5atIO7hR9FZrSE7b1f7IMeK66ku\naz9/WowmLYuXpbLw5hQMl9m+TgghhJhMQQXHCQkJlJeXk5aWNqr9wIEDJCVJJkuIK+H1+dhzopk/\n7j0XmGMcadHz0PosChcmYnd62Hagjs9PXbDP8eIktqy6/D7HQojJ0zrUxq7G/RxsPYrrgtLp7Ki5\nrE8tYkls/qwtnT5P8fno37+Pzrf/gHdwAABdYiLxj3+JsAX5ITtva1Mfx/bXU1c9crEhLFzPkhVp\nLFiSjE7WUhBCCDENggqOv/71r/ODH/yA+vp6fD4fe/bsoampiTfeeIPnn38+1H0U4rpx5lwXv/+0\nKrBdk06r5o4V6dy5Kh2j3v/fMcyo4wsbsnl0Yw6WcBODA3a83ktMRBZCTBqf4qOkq4xdDfso66kM\ntOvUWpYnFLA+tYjU8ORp7OHkcdTX0f76aziqqwBQ6fXE3H0v0bfdEZISakVRaKzt4VhxPc31vYH2\niCgjBYXp5OUnotGqJ/28QgghRLCC+u334IMPEhsby69+9StMJhM///nPycrK4qWXXmLTpk2h7qMQ\ns15L1xC//6yKUxdkSVblJ/DQ+iysEcYJn6fXSfZEiKlgc9spbjnM7sb9dDm6A+3RhijWpRayOnkF\nFt3sLp0+z2uz0fXeu/Tu/HSkhHrpzcQ98ji6mJhJP5+iKJyr6ORYcT0drQOBdmtcGEsL08maF4da\nLUGxEEKI6RdUcHz48GGKiopYv379qHaXy8XHH3/M5s2bQ9I5IWa7QbubP31+jp3HmvANfwnNSo7g\n0U05ZCVHTnPvhBDNg63sbtzHodZjuHwjW6nlRGWyIW0Ni2Lmz/rS6fMURWHgwH463vo93n7/num6\n+ATiH99K2MLFk34+n89HVWk7xw7U09NpC7QnJEewdHU6GVkxqFSqST+vEEIIcbUmDI69Xi9er39v\nwS9/+cvs3LkT60WLcpSUlPDss89y6tSp0PZSiFnG4/Wx81gT7+87x5DDA4A1wsAXNmSzYn68fCEU\nYhr5FB+nO0vZ1bifip6qQLtOrWNFor90OsVyfa2n4WxsoP3117BX+lfZVul0WO+6h+jb70Ct00/q\nuTweL+WnWzl+oIGBCxYXTJ0TzdLCdJLTo+QzUAghxIw0YXD89ttv8/d///eoVCoUReGWW24Z97ii\noqKQdU6I2UZRFE5Wd/H7z6po6/ZnSgw6DVtWpXP7inQpkxZiGg25bexvPsTepmK6HD2BdqsxmvWp\nqylMWk6YzjyNPZx8Xrud7vffo+fTj8Hn3zc47KYC4h95HF1c3KSey+X0UHqimZOHGrENjSxgNjc3\nlqWF6cQnRUzq+YQQQojJNmFw/Mgjj5CZmYnP5+MrX/kK//qv/0pk5EgZqEqlwmw2k5ubOyUdFWKm\na2wf5M3PKimt9X/pVgFFi5K4f10m0eGyR6cQ06VpsGW4dPo47gtKp3Ojs9mQWsSi2PmoVbN/zqvX\n6QzcVxSFgUMH6fjDm3j7/Itf6WLjiHtsK5YlN03qeR12N6ePNHL6aBPO4UoZlQpyFiRQsCoda9z1\nMVdbCCHE9e+Sc46XL18OwKeffkpycrKUQQkxjv4hF+/trWH3yebAPp25aVE8tjGHjMTw6e2cEDco\nr887XDq9j8remkC7Xq1jReJS1qcWkWxJnMYeTg7v0BDd2z+gf99evAMDaMLDCVtyE662NhznS6i1\nWqLvvAvrnXeh1k9eCfXQgJOThxsoOd6Mx+3PSqs1KuYtTqJgZRoRUaZJO5cQQggxFSYMjp999ll+\n+MMfYrFYePnlly/5Iv/8z/886R0TYqZze3x8crSBP++vxe70z8+PizLy8C3ZLM2Nk4tJQkyDQfcQ\n+5sPsaexmB7nyHZBMUbrcOn0MszXSem0d2iIhp/+I67mppG2gQH6P98b+Lt54WLiH9uKPiFh0s7b\n32vn+IF6yk634hveZk6rU5NfkMKSFamEWaRSRgghxOw0YXCsv+Dqsn4SrzQLMdspisLR8g7e2lVF\nR69/sRmjXsM9RXPYdHMaOtmnU4gp1zjQzO7GfRxuO47b5wm0z4vOYUNaEfkx866L0ukLdW//YFRg\nfDHL0qUk/eVfT9qFuq6OQY4fqKeqtD1QJWMwalm0LJVFN6dgNOkm5TxCCCHEdJkwOH7hhRcC99ev\nX09hYeGoOcdC3IjqWgf43aeVVDT4M1IqFaxfksx9azOJCJOLSEJMJa/Py8nOEnY17KO671ygXa/R\nsyrxZtanriYxbPIypjOB4vHgqK/DUV1FzycfXfJYe2XlpATGbc39HC+u51xlZ6DNbNGzZHkaC25K\nQm8IaldIIYQQYsYL6jfa//k//4ff/e53EhyLG1bPgJN391Sz/3QrwwkTFsyJ5tFbc0iNt0xr34S4\n0Qy6htjXfJA9TcX0OvsC7bGmGNanrmZV4jLMuutjvquntwd7dRWO6mrs1VU462pRPJ7LPxF/ibXP\n7bqqrZoURaG5vpdjxfU01o6s7B0eaaRgVTp5ixLQamX1fSGEENeXoILjhQsXsmfPHrKyskLdHyFm\nFJfby4eH6tl2oB6n2z+vOMFq5pFbs1mSFSPzioWYQg0DTexq3MeRthN4Liidnm/NZUNqEQti8mZ1\n6fSFWWF7dTWOmio83d3jHquJjMI7NAiXCJQ14eFXHBgrikJdVRfHiutpa+4PtEfHmllamEH2/DjU\n6tk7xkIIIcSlBBUc6/V6fvrTn/LKK6+QmpqK0Wgc9fibb74Zks4JMV0UReHg2Tbe2VVNV79/e5Qw\no5Z7i+Zyy9IUtBr5cijEVPD6vJzoOMOuxn3U9NUG2g0aPauSlrE+ZTUJYfHT18FrEHRWWKPBmJ6B\nMSsLU2Y2xqxstFYrne+8Rc+ObRO+fkTR2qD74vP5qC7r4FhxPd0dQ4H2+KRwlhZmMCdHLgYKIYS4\n/gWdOV64cGGo+yLEjFDd1Mebn1ZSPZw1UatU3Lo0hXvXzMUiC84IMSUGXIPsaz7I3qYDo0qn402x\nrEtdzaqkZZi0xku8wsxyYVbYUVONvboaT3fXuMdqIqMwZWVhzMrGlJmNISNj3C2YrHfexdCpk+Mu\nyqVPTsF6512X7ZfX46P8TCvHD9TTP7zAIEBKRhRLCzNIyYiSoFgIIcQNI6jg2Gq1sn79elJSUkLd\nHyGmTXe/g7d3VXOgtC3QtjgrhkduzSYpJmwaeybEjaO+v5Fdjfs42nYCj+INtC+IyWND6hrmW3Nm\nRen01WSFjZlZmLKy0VqDy9JqwsJI++73xuxzHFG0Fuudd6EJm/hzy+3yUnqimZOHGhgadAXa52TH\nUFCYTmKKrDEihBDixhNUcPzuu+/yk5/8hDlz5rBu3TrWr1/PsmXL0GplhUox+zlcHrYfqGfHoXrc\nHh8AKbFhPLIxm4VzY6a5d0Jc/zw+DyfaT7OrcT/n+usC7UaNgVVJy1iXupoEc9w09vDS/Fnhehw1\nVYH5wteaFQ6WJiyMuIceJvGRR4iy6OkddOH1KhMe73S4OX20idNHGnHY/cG6SgXZ8+MpWJVOjCww\nKIQQ4gYWVHT79ttv09PTQ3FxMfv27ePv/u7vGBgYoLCwkPXr1/PQQw+Fup9XzO32Xv4gcUPzKQrF\nZ1p5e3c1fcOZE4tJx/3rMlm3JAmNLDojxKRxeVxj2vpdA3zedIDPmw7Q5xoItCeY41ifWsTKxKUY\nZ2Dp9BVnhTOz/POFryArfDX8QfbYcQawDTo5ebiRkuPNuF3+349qtYq8RYkUrEojMtockj4JIYQQ\ns0nQqd/o6Gi2bNnC5s2bOXnyJL/73e/Ytm0bn3zyyYwMjl/439swmXXkLUpkaWE6BqPMFRUjKhp6\n+d2nldS1+r+Qa9QqNi9L4+7VGZjlZ0WISWFz2/iobhcHWg4z4B4iXBfGqqTlzLNmc6DlGMfaT+Id\nLp1WoSJ/uHQ6z5o9Y0qnpzMrfKXGuyjc32vnxKEGyk62BDLKWp2aBTcls2RFGpZww5T1TwghhJjp\nggqO9+zZw9GjRzl69CinT5/GYrFw8803873vfY/ly5eHuo9XzW5zc+JgA3XVXdz/xQIJkAUdvXbe\n2lnFkfKOQNvS3Di+cEsWCZI5EWLS2Nw2Xj72S1qGRubwD7iH+Lh+Fx/X7wq0GTVGCpOXsS5lNfHm\n2Gno6WijssI11f6ssNs99kCNBkNaOqas7CnJCk/E6XBzrLie8tOt2G3uwEXhzNxYzhxvprKkDWW4\nylpv0LLo5hQWLUvBZJ66oF0IIYSYLYIKjr/+9a+jVqtZt24dv/71r1m2bFmo+zWpejptHD9Qz6oN\nsk/zjcru9PDn/bV8fKQBz3D2JD3ewqMbc5iXET3NvRPi+vNR3a5RgfHFwrRm7s68nRWJSzFqpyd7\nOZuywuNxOtz88bfH6em0BdrOXxQ+cbAh0GYK07FkeRr5BcnoDbJWiBBCCDGRoH5L/va3v+XQoUMc\nPHiQp556itTUVJYvX87y5ctZtmwZ8fEzf4/Js6daJTi+Afl8CntONfPenhr6bf7sT2SYngfWZVK0\nKAm1WrYoEWIy2dx2ynoq2dn4+SWPU6lUrEstnKJe+fmzwtU4avyB8EzPCl/OseL6UYHxxfR6DSs3\nZDJvUSJanWYKeyaEEELMTkEFx8uWLWPZsmV885vfxOVycfLkSf785z/z3e9+F4/Hw9mzZ0Pdz2vm\nsLnxeLxotfIF4UZRWtvNm59W0dgxCIBWo+b2FWlsWZWBSbInQkwKn+KjcbCZ0q5ySrrKqe2vx6f4\nLvu8QfcQbq8bnSY0012uPiuchSFjzrRnhS/msLvp7bbR222nr9tGb7eNcxWdl3yOWqtm4VLZglEI\nIYQIVtARQmdnJwcPHuTgwYMcOHCA5uZmCgoKWLt2bSj7N2kMRq0ExjeI1m4bf/isihNVI18cV8yP\n56ENWcRGmqaxZ0JcHwbdQ5R1V1LaVU5pdzkDrsFRj59fTOtSQbJFFzapgbGnt9c/V3gWZ4U9Hi/9\nPY7hIHh0IHx+26UrIReFhRBCiCsTVHB85513UltbS3JyMmvWrOG5556jsLCQsLCwUPdv0ricHo7u\nr+OmlWloNDNjFVQxuYYcbt7/vJbPjjXi9fnnFc9NiuCxjTlkp0ZOc++EmL18io/6gUZKuso521VO\nbX8DCqP30o0yRLLAmkd+TB551mw+rN05auGtixUmXf1ijmOywjXVeLomygpHYsocCYSnOyusKAqD\n/U56u230ddtHBcIDfY7LPt9g1BJlNRNpNVFT3oHHPfEFCKNZJ4GxEEIIcQWCCo4fffRR1q5dS2Zm\nZqj7ExIqtQrFp3Bozzmqy9q5Zcs84hLDp7tbYpJ4vD52n2jmvb01DDn82ZXocAMPrc9iZX4C6hmQ\nERJithlwDXK2u4KSrjLKuisZdA+Nelyj0pAVNZcF1lzyY+aRFJYwKvt6W8YGznSdHXdRrqSwBG7L\n2BB0X2ZjVtjpcNPTdWEA7L/t67Hj9Vy67FytUREZbSLKaibKahoOhv33jSZd4P2Yw/SjFt662PzF\niZP6noQQQojrXVDB8Ve+8pVQ9yMkTGYd8xYnsuCmFI4frKf0eDNd7UO885ujLFmRxvI1c2SRklnu\nVHUXv/+skpYu/6I0ep2aLSszuH1lOgb5txUiaD7FR21/fWDucMNA05jssNUYzYKYPBZY88iLzsKo\nNU74emadmWeW/mVgn2ObfRCzycKqpOXclrEBs278rdNGssLnF86qmrFZYa/HR1/PSPb3wkDYYR8n\neL+IJcIQyAJfGAhbIoxBLRa4tDCduuqucRflio41U7Aq/arelxBCCHGjum5XJfrei1voH7DjHd62\nZ/3tueTMj2fX9nL6euycONjAuYpO1t+RS4ps5TPrNHUM8vvPqjhzrjvQtnphIg+uzyI6fHq2hRFi\ntulzDlDa7S+VPttdgc1jH/W4VqUhOyqT/Jg8FsTkkWCOv6IsrMGlUHRikEX7OvEODKAJdxBRNIgh\nSYHh6cZXnRXOzEIbExvyrPD5Mui+Hhu9XaPLoAf7HYE9hCeiN2iJijERFW0mKmYkAI6INqG7xgt4\nBqOO+79YwPED9ZSdGtnneN7iRApWpWMwhmaxMyGEEOJ6pVKUy/1qn726uwcDwfF5HreXI/tqOXGw\nIfClZsFNSazakIXBeN1eK5h0Go0Kq9Uy7hiH0oDNxXufn2P38WZ8w/+A2amRPLYxh7lJEVPWj6kw\nXWN8I7nRxtjr83Kuv56SrjJKu8ppHGwec0ys0cqCmHnkx+SRE52FQXN1mVjv0BANP/1HXM1NYx7T\nREZiysrGUVc7Y7LCTofbX/rcZaN3OBDuGy6D9gRbBh1tJirGROQFgfCFZdChpNGoiAg3jbooLCbX\njfZ5MR1kjKeGjHPoyRiH3vkxnmw3XDSo1WlYtSGLrHn+LHJn2yClJ1qoq+pi7e25zM2Jne4uinF4\nvD4+PdrI+/tqsTv984pjIow8fGs2y/LiZsRKs0LMRD2O3uG5w+WU91Ri94xe9Emn1pITnRVYTCve\nHDcp5+3e/sG4gTGAt6+PwWNHRxrOZ4Uzh7dTygpNVtjr8dHX6w+ALyyH7u2247AFVwYdGW3yB77D\ngfCVlEGHmkwTEkIIIa5N0MFxZWUlr776KrW1tbz00kt8/PHHzJkzhzVr1kxaZ1599VXcbjdPPvkk\ndrudv/3bv6W/v5/8/Hyef/75Sf2iFJcYzgNfXsqpw40c3nuOoUEXO945Q9a8ONZszsEcNrP2uLxR\nKYrC8cpO/rCzivYef8mnQa/h7sIMbluehk5WYhViFI/PQ01fLSVd5ZR2ldM81DrmmHhzLPnWeSyI\nySM7KhP9JG2p5OntwV5Rga2ynL7duy55rEqrJea+ByY9K6woCkMDzlGLYJ3fEmmgL5gyaM3w/N/h\nEugYM5HRZiKjTej08nkjhBBCXM+CCo6Li4t5+umn2bRpEydOnMDlctHe3s4LL7zAz372M7Zs2XLN\nHfnxj3/Mnj17ePTRRwF47733WLlyJV/72tf43ve+x+HDh1mxYsU1n+dCGo2aglXpzM2NZdf2cloa\n+qgu66CxtoeijdnkLkyQjOQ0qm8b4M1PKymr7wVABaxdksT9azOJtMi8YiHO67L3UNrtD4bLeypx\nel2jHterdeRZs1lg9c8djjXFXPM5FUXB3dGBvbIce0UF9opy3B3tEx7vVWnQKN6R53s8RG3chFp3\ndUFxoAz6oi2R+rqDKINWj6wGfeFiWJFWMybz1JRBCyGEEGLmCSo4fvnll3nuuefYunUrBQUFADzz\nzDNYrVZeeeWVSQmOCwsLyc/Pp6enB4DHHnsMr9eL1+ulu7sbq9V6zeeYSJTVzF88fhOlJ5op3lmD\n0+Hhsw/KqCxtY/0deYRHTrwiq5h8fYNO/ri3hr0nWwJr5c5Lj+LRjTmkJ8gWXEK4fR6qemsoHc4O\nt9rGBqWJYQnkDwfDWVFz0amvbRaN4vPhamnGXlGOvbICW0U53t7eMceptFqMczNx1NXi8kBd9CKa\nw7Nxa03oPHaSB6rI6DmNMcxw2cD4fBl030VZ4N5uW1Bl0GHhhgu2QjIFMsLhkQbUatnvXgghhBCj\nBfVtqbKyknXr1o1p37hxIy+//PKkdGTTpk28++67o9pUKhV33303FouFxMTQ7teoUqnOIOzUAAAg\nAElEQVTIL0ghIyuGPR9WUlfdRcO5Ht78z0OsWp9J/tKUGTGn7Hrm9nj56HADfy6uw+nyZ5jio008\ncks2N+WEflVaIWayTntXoFS6oqcKl290cGjQ6JkXncOCmDzmW/OIMV3bKvyK14uzvg7bcDBsr6zA\nNzQ05jiVwYApOwdTTi6m3DyMc+ei1ulp+v1bFJdpGTKM9MOtNVEXvYhOcyob5/nXDhgpgx67JdKV\nlkGPygJHm6UMWgghhBBXJKjgOCEhgfLyctLS0ka1HzhwgKSkpJB0DECtVrNt2zbeeOMNfvWrX/Ht\nb387ZOc6zxJh5M6HFlJ1tp3PP67CYXfz+SdVVJ5tZ8OdeVhjw0LehxuNoigcLmvn7V3VdPb5Fwsy\nGbTcWzSHjTenotVIhkfceFxeN5W9NZR2lVHaXU67rXPMMSmWpECpdGZkBtpryA77XC4c52r8gXBF\nOfbqKhSnc8xx6rAwTDm5mHPzMOXkYkjPQKUZG4TWRS9iyDB2vjPAkCGa3T0GtP/fYf9q0O7gyqAv\nzP6evy9l0EIIIYSYLEF9k/r617/OD37wA+rr6/H5fOzZs4empibeeOMNnn/++ZB07De/+Q0JCQnc\ncccdmM3mKS2BU6lU5CxIIHVONPs/raaipI22pn7e+q8j3Lw6g4JV6WgkYJsU51r6+d2nlVQ19gGg\nVqlYX5DMfWvmEm6WRdHEjUNRFNrtnYFS6creatw+z6hjTFrjcHZ4HgticokyRF71+bx2O47qSv8C\nWhXlOGvPoXg8Y47TRkdjyskLZIb1SUmoJvg8VhQF26CLni4bJacnnn8M0NfrBEYH3+fLoCOtI/sB\nSxm0EEIIIaZKUMHxgw8+SGxsLL/61a8wmUz8/Oc/Jysri5deeolNmzaFpGN333033/nOd3j99dex\nWCz89Kc/Dcl5LsVk1rPxnvlkL4hnz4cVDPY7Oby3luqyDm7Zkkf8dbav7lTqGXDyzu5q9p8ZySwt\nzLTyyK05pEh2XtwgnF4XFT1VlHZVUNpVRqeje8wxaZbk4WA4j7kR6WjUV1cq7Bno9y+cNZwZdjbU\nM17Nsi4+AVNurj8gzs1FFzt2qzRFURjoc9DTZaOnc2j41kZP1xAup3fMa07k5qJ0rLGW4TJoEzr9\nDbe7oBBCCCFmEJWiXG5G1+zV2zuEzzc5b8/l9FC8s4bTR/37dqpUsGRFGivXz0V3A+4tqVariIoK\nu+Ixdrq9bCuuY9uBOlzDpZTJsWYe3ZjDkmzZY/pCVzvGInhTPcaKotA61E5JVxlnOsup6qnBo4wO\nJsN0ZuZbc8mPzWNBTC6Rhqu7COfu6sJWUY6tvBxbRTmulpaxB6lUGFJTMefkYs7Lw5Sbhy4qKvCw\n1+ujv8dOd6c/CO7ustHT4Q+GL7citEo1buwdYDLrePLbk7cV4I1OPi9CT8Y49GSMp4aMc+jJGIfe\n+TGebEEFx7/4xS/Gf7JKhU6nIyEhgbVr1152RekjR47w05/+lJqaGqKjo3nqqacCWzfNFvU1XfzP\nH07S1eFfmCY6xszdX1jC3BwJ7C7F51PYfbyR33xQStfwvOJws46tt8/j9sI5Mq9YXLfsbgen28o4\n0VrKyZYSOmyjs8MqVGRa0ylIyuemxHyyrXOuuIRYURTsTc30l5bSX3KW/tJSnO0dY45TaTSEZWUS\nmb+AiPwFRMyfh9Ziwe320tUxSGfrIB3tA3S2DdLZNkBX5xA+78S/IlQqiI4JIzbBQlxC+MhtvIU9\nH1ewf2f1hM9dfUs2m+6ef0XvUwghhBAilIIKjp999lm2bdtGQkICCxcuBKC0tJSWlhZuuukment7\n6erq4te//jWLFi0a9zX6+vrYvHkzP/jBD7jrrrs4e/YsX/3qV/n5z3/O6tWrJ/ddDQvV1RqPx8uR\nz+s4VlwfeP0FS5Io2pSFwaib9PPNRFdyRayysZfXP6rkXEs/ABq1ik3LUvmLNXMJM90Y43U11GoV\nZosO26BbrjqGSCiu7CqKQvNgK2e6yijtLKeqtxbvRdlhiy6MBTG55Mf65w6H6y1Xdg6fD2djQyAr\nbKuowNvfP+Y4lU6HKSsbc64/M6xJm0tfv4fu4VLo7uEscF+P/ZLnU6tVRMWYscaaiY4NC9xGWU1o\nteNXzjjsbt597TjdHWNXuLbGhfHAlwowyv//SSNZitCTMQ49GeOpIeMcejLGoReqzHFQE7w0Gg33\n3XcfP/7xj9Fq/U/x+Xz86Ec/wu1285Of/IRXXnmFF198kddff33c12hubmb9+vXcc889AOTn57Ny\n5UqOHTsWsuDY51PwXiLrcbVUKjXL185lbm4cu7aX0dE6SOnJFmqru1i7OYfMvLhJP+dMdakx7uyz\n8/auag6dHVmY56bsWB6+NZtEqxkgJP8+s53NbeOjul0caDnMgHuIcF0Yq5KWc1vGBsw683R377p0\nrZ8Vdo+dsu6q4ZWlK+h19o16XIWKORHp/oA4Zh5p4SmoVSPZ4cudW/F4cNSeG1lJuqoSn31sQKs2\nmTBl56DOzMMZm8GQPpK2Hod/PvAnfQwNHLzkebQ6NdExZqJjwoiONfvvx4YREWWcMJs9Ud91ei33\nbb2J4wfqKTvVit3mxmTWMW9xIgWr0tHptfL/PwRC9XtPjJAxDj0Z46kh4xx6MsazT1CZ44KCAt55\n5x0yMzNHtZ87d44HHniA48eP09DQwL333svx48eDOnFfXx933HEHP/7xj0O2qFd392DIfyB9Ph8n\nDzdyeG8t3uE5eJl5cazdnI3ZYgjpuaeTRqPCarWMO8Z2p4dtB+r48FADHq9/TFLjLDy6MZsFcy5d\nen+js7ltvHzsl7QMtY15LCksgWeW/qUEyJPoUj/Hl6IoCo2DzZR2lVPSVc65/jp8yug5uOF6Cwus\neeTH5JFnzcGiC/7qps/pxFFTHdhj2FFTjeJyje4D4ImMxz1nPk5rOkOGKPodanq6bThs7vFfeJje\noMUaax7OBocFbi0RhpBsi6TRqIgIN9E/YJcvCSFytT/LIngyxqEnYzw1ZJxDT8Y49M6P8WQLKnMc\nFRVFSUnJmOC4pKQEi8Xfqb6+PkwmU1AnHRgY4OmnnyY/P59bb731Crs8s6jVagpWppOZG8uu7RU0\n1/dSU95BU10Pq2/NIm9R4nW7B6fTPbpU1OdT2He6hXf31NA35P8iH2HWcf+6TNYuTkatvj7HYTJ9\nVLdrVGCs8Sh4tf5xaxlq483y97g1fQ06tQ69Wo9Oo0Wv1qHT6NGqNNftz1oouTyuyx8EDLltlHVX\nUNJVztnuCvpdA6MeV6vUzI1IZ0HMPPJj8kixJI3KDl+Kd2jInxWurMBeWY6jrg68/v9fCuDQWhgy\nx2OPSsZhTWFIG0m/U43b7YMh/H8YGPO65jA9UTFmomPNWGPCAqXRpjD9lP+saG/AhQuFEEIIMbsE\nFRw/+eST/OAHP6CsrIzFixfj8/koKSnhjTfe4K//+q9pamri+9//PrfccstlX6uhoYGnn36atLQ0\nfv7zn183e1dGRpu597ElnD3ZQvHOapwODzu3lVNZ2s76O3KJiAruwsFMN+Rws624js9PtzBgcxNu\n1rFmURI5qZG8t/cc9e2DAGg1KjYvT+PuwjmYDLI9S7CKWw5jcPlYVmJjQY0ds1PBZlBRmmniSL6Z\no+0nONp+YtznqlChU2vRa/T+4FmjQ6fWjbofaNPo0Kt1gcBar9YOt+kDj1143MW3WrU26MBvJgqm\ndN2n+GgYaApkh2v761EYffU3Uh9Bfkwe82PymBedg1kX3P9zT28v9sqKQGbY1dSITwG7LoIhfSRD\nEfkM6SOxmeOwaS14lQvG2nH+zkimOjzCQFRsGNYYM1HDgXB0rPmGWQNBCCGEEGIyBL2V0wcffMBr\nr71GeXk5Op2OnJwcnnjiCTZv3syhQ4f47LPP+Na3vnXJ7HFJSQlPPfUU9957L9/97ndDHhhPVynD\n4ICTvR9WUFvVBfjn8a1YN5dFN6fO6uzpkMPNi789RlPn2AV2LrQsL46Hbskm/jq5IDBVnB4Xf/fJ\n93jo4x5i+8buFdsZqeHtzdE49TMjKNWptYFg+sKgfLwAfbwAe3TQPvxczfBrXhTQT2YgfqnS9QRz\nHLekraW6t5az3eUMukf/rKtVarIi55A/vO9wctjlK0MURcHd2eGfK1xZwWBFFX29Tn8QrI8K3Np1\nESiXeJ8qFUREmwLzgKPPl0RbZ/7+wFJeFnoyxqEnYxx6MsZTQ8Y59GSMQy9UZdVTts9xZ2cn99xz\nD1/96lf5+te/PhWnnNYfSEVRqC7r4POPK7EPz/+LTw7nljvnYY2b/JXVpsJbO6vYfrB+wscjwvR8\n876F5KZFTXiMGF+nvZs3y9/F+ukxlp21TXjcyYWRbPlfL+D2uXF5Xbh9HlxeN26fC5fXjcvnxu11\n+x+/8P7Ft8OP+W9duHyeC17Tf9zFWdLppFVpxslo60eC6fMB+oWZ7wmC8cOtxznecTroc0cbolgQ\n4587nBudjUlrvOTxis+Hq6WF/tJy2ivr6G7upd+tZUgfhU0fiV0b7o90J6DWqIiymkcFwdGxZqKi\nzWi0M+PCyJWSLwmhJ2McejLGoSdjPDVknENPxjj0pnXOsdfrZceOHVRWVuLz+Uv5FEXB5XJRUlLC\nb3/728u+xttvv013dze//OUv+eUvfxlo//KXv8y3v/3tq+z+zKVSqcieH0/qnGj2fVpFxZk22psH\neOu/jrB0dQZLC9PRzLK9ffeearnk44qiSGB8hbw+LzsbP+fPNR/h9rn5f2ouvaXOorMDDL75FmqT\nCY3RiM5owmIyojaaUJtMqI0WNCYj6jATaqMRld6A6ioqNBRFwat4xw+szwfVgQDbhdvrGb51+wP2\n4fsXBuHnnz/ea1681dHFPIoXj8eLfaSmeNKofGoU9ejFtOZF57AgJo8FMXkkmuMvmR22DdhpLz1H\nR1UTXa299A36GNJYcGrDgLkwwee2f2XokeD3/ArRl1oZWgghhBBChE5QwfGPfvQj3nvvPfLz8zlx\n4gQFBQXU19fT2dnJ1q1bgzrR008/zdNPP31NnZ2NjCYdG++eT86CBHbvKGew38mRz2upLmvnli3z\nSEiOmO4uBsXl9jJov/QKuAM2N26PF90E+56K0er6G/hd2Ts0DDYDEKUyY3Ze+uqi2uujb/fO4E+i\nUqE2ng+eLwyix2sb+btm+Bit0YTeZEJtjERlCl3prtfnHQ6cPSPZ63GCaPeYwHwkQHd5h7PfFwXm\nFz7f6XXhVbyoPVriWrKI7khF6zHg0TrpiWukI6kan9bD04ufQKcZma+rKApDA07/3sDt/XTWttPd\n1k+/TcHF+eN0QBxctEi9XqMQFW3EmhSFNc4SCIRDtTK0EEIIIYS4OkF92/3www/5p3/6J26//XZu\nv/12fvjDHzJnzhy+853v4HIFt9LrjS4908qjTy3n4O5znD7aRE+njXdfPcbiZamsWDcXnX5mB5RD\nDg8atQrvJTYyDzfrJDAOgsPj5INzH7Gz4fNA6fLqpOXcHbGcNs2PA6sUj0el1WJeuAifw4HPbsfn\nsA/fOsZs9QOAovgft9uh59r6rdLpLgqujRcE1aaRv5tMqA3++5oL24ePU+nHrpSsUWvQqDVcumB5\ncvzdzp+QULoIg2PkwpTWYyCuJYuInjg6cytoOtfn3xu4y0ZP+wA9XTbcnot/9kd/fOp9DiL0XqJj\nzMRmxBM7NwlrvAWTWSdBsBBCCCHELBBUcDw4OMjixYsByMvL4/Tp02RnZ/ONb3yDb3zjGyHt4PVE\np9eyZnMO2Qvi2bWtnJ4uG6eONHKuspMNd+aSOkP3AD5T08V//E/pJQNjgDWLk6aoR7PXmc6zvFn+\nR3qcvQDEm2N5LOd+4o7W0P7eP14yMAaI2nQbcQ89PO5jisfjD5qdw4Gz3REInr0XBNHjBdaBvw/f\nZ5ylCBS3G6/bjXeg/9oG4Xw2e7zA2njh/eEAe0xm2xg4TqUNLpvt9fpwOT04HR7yGpdhd4y/B7nB\nEUHKqWVsP3VmwtcyugcJc/USrnUTHRdG7NxEEhblYEm5frdtE0IIIYS4EQT1zTI5OZmamhqSkpLI\nzMykpKSE+++/H71eT3//NX5RvgElpkTyha8u4+j+Oo4fqGegz8H/vHmKeYsSWb0xa8Zsv+L1+fjT\n5+f4YH8dCmDUqzEbdHQPOMccmxIbxpZVGVPfyVmizznAO5Xvc7T9JAAalYbbMjZwi34+Xf/+Gzpq\nqgFQR0Sg1mrxdHePeQ19cgrWO++a8BwqrRaNxYLGcm2LEyiKguJyjQ2gHf6AOxBoTxBYX9imuMcp\nxb8wmx1snwCPWh/449YM39eb8Q7/8WiN/j9qHR6VDrdKi1vR4Pap8fguDFrHD4wvpFJ8mNwDhLl6\nMbv6CHP1EhVlIDYrhYi8HEy5RWijooPuvxBCCCGEmPmCCo4ffvhhnnnmGV588UU2bdrEF7/4RWJi\nYjhw4AALFiwIdR+vSxqtf3unrHlx7NpeTnvLAGWnW6mr6WLt5lyy5sVNa/96B538+59KKG/wZzjT\nEyx8876FhJl0bDtQx+enLtjneHESW1ZlEDZDgvqZRFEUilsO827VB9g9/mAwMzKDR7Pvw7TvOM3v\n/wjF4wEgYnURcY88DkD39g/o37cX16ANvcVMRNFarHfehSYs9Cudq1QqVAYDaoMBuLYF1s5ns702\nG65BO44BG/YBO06bA+eQC6fDhdPuxuXy4nT5cLsVXF5weVW4FTUeRYNb5Q92L7XC88gJgUsn34Oy\ntvZNwjNSMc3PxZSzFlN2zjVfdBBCCCGEEDNb0Fs5vf/++yQmJrJixQreeecd/vu//5uEhASef/55\n5s6dG+p+XpXZsny6z6dw+kgjh/acw+Pxr5o7NzeWtbflEGa5fJZrspXWdvMf75fQP7wF1S0FKTy6\nMXvUfGKNRoUl3MTggH1WjPF0aBtq53fl71LZWwOAUWPkvuw7WeZNov2//wtnfR0A2mgrCV9+grBF\n/qkLToebY8X1lJ9uxW5zYzLryFuUyNLC9GmtKvB4vLgcHpzD5clOhydQqnzh/YnafJcpy79SGg3o\nNSp0GgW9xocOL1q86BQ3Wp8TrceJ1uNA47KjdQ6hcQ6isvVzJPlO3JqJZzfrPHae+NYatOHhk9rf\nG5lsaRF6MsahJ2McejLGU0PGOfRkjENvWrdyevHFF9m6dStpaWkAPPjggzz44IOT3pkblVqtYsmK\nNObkxLJ7RzlNdb2cq+ikqa6H1bdmM2/x1Mxl9PkU/md/Le9/fg4FMOg1fPXOeayYnzDu8XqdLL41\nHo/Pw8d1u9hR+yme4S2KbopbyEOZd+H9ZA8N2/4zMLc4cv0GYh96BI3JBPgD4z/+9jg9nSN7Hdtt\nbk4cbKCuuov7v1hw1QHy+Xm34wWv5wPe88GvyzHS7r/vnvQPd7Vahd6oxWDQYjD6/+gNo29H39eN\n3Ddor3rP35bv/zu1lrwJH09x1ktgLIQQQghxAwoqOH777beD3rJJXL3IaBP3PLqEslOt7P+sCpfT\ny67t5VSWtrH+jjwio00hO3ffkIv/eL+Es3X+JY1T4yx88/6FJFrNITvn9ai6t5Y3yt+hdagNgChD\nJA/n3kfekJnWf/oXXE2NAOhi40j4ylcxzx89LeFYcf2owPhCPZ02Dn9ey+JlqeMHuOMFuxfcul2T\nUG98kYkC2vMB7/ngVz8c3AbuG7RodeppWcBq8SIrHWU9DBnGzhkOc/aweOHMXBhPCCGEEEKEVlDB\n8UMPPcQ///M/841vfIPU1FQMhtGlvnq9PiSduxGpVCrmL0kiPdPK3o8rhzPIvfzh14dZvnYui5en\nolZPbkBRVtfDv79fQt+QfyugdUuSeXxTjmSGr4DNbedPNdv5vOkAACpUrEst5K7UW7Ft20H9h9v9\nK0CrVERt3ETs/Q8Nz+kdrexU6yXPc/pIE6ePNE1av3V6zUhgO25Ae0G7YTjAHb6vN2hm5erMiXdv\nobDkn6jsiaU5PBu31oTOYyd5oIocQyeJdz833V0UQgghhBDTIKg5x2vWrKGzs3PCL8Jnz56d9I5N\nhuuhzr+6rIO9H1dgH/LP/41PCmfDnXnExF97jb1PUfiguI739tagKGDQafjyHXkU5ide9rkyl8JP\nURROdJzhrYr36HMNAJAclsjj8x4ksd1F629+jbvVH/DqEhJJfOJJTDk5o15jaMBJU10P9ed6qCxp\nu6Lza7TqQACrnzBjO1GAq0GtvrrS5NnOOzQ0rYue3Wjk8yL0ZIxDT8Y49GSMp4aMc+jJGIfetM45\nfvnllyf9xCI4WfPiSMmIovizaspOt9LeMsDb/32UglXp3Lw646rnXfbbXPzn/5Ry5px/y6CU2DC+\nef9CkmIkMAhWj6OX31e8x+nOUgC0ai1b5mzi1oRV9PzpjzR8+kkgWxx9+53E3Hsfar0ep8NNc30v\njbW9NNX10NM1fhn1ePQGLQ98eWkguNVqJbt/NTRhYcQ99DCJjzxClEVP76BLfnkJIYQQQtzgggqO\nV6xYAUBbWxvnzp3jpptuYnBwkNjY2JB2TvgZTTpuuWse2Qvi2b2jgoE+B0f311FT3sGGO/NITI28\noteraOjl398voWd4v+I1i5LYelsuBimjDopP8bGnsZj3a7bj9PpL0XOjs3ks734s9Z00/vDvcXd2\nAP69iWO/9FV6dVYO7W+kqa6HjtYBLq7X0GjVJKZE4PMptDT0TXju/IIkomNkHvhkUuv1gGu6uyGE\nEEIIIaZZUMGxzWbj+eefZ/v27ajVaj788ENeeOEFent7+cUvfoHVKgvYTIW0uVYeeXI5h/ac49SR\nRnq6bPzxt8dZdHMKK9fPRae/9D+nT1HYcbCed3fX4FMU9Fo1X7wtjzWLk6boHcx+TYMtvF72NnX9\nDQCEac08kHM3yyIX0PXOWzTu3okPFQPmBBxLNtBtTKD1vSZ83sZRr6NSQVxSOKkZ0aRkRJOYGoFW\nqxl3terzomPNFKxKn5L3KYQQQgghxI0mqOD4Zz/7Ga2trWzfvp0HHngAgGeffZbnnnuOf/zHf+Sl\nl14KaSfFCJ1eQ9GmbLLmx7Frezk9nTZOH22itrKTdXfkkZ45/oWKQbub//xzKaequwBIijHzl/ct\nJDVu8mv1r0cur5vttZ/wSf1ufIp/L+rlCUt5MOduVOXVlPzrT+lwmelJupVeczIelRY6APoDrxEd\na/YHw3OiSU6LwmAc+9/PYNRx/xcLOH6gnrJTI/scz1ucSMGq6d3nWAghhBBCiOtZUMHxp59+yi9+\n8Qvmzp0baMvKyuKHP/whTz75ZMg6JyaWmBLJF766jGPF9RzbX8dAv5MP/nCK3IUJFG3MxmgaCaKq\nmvr4tz+dobvfX0ZdmJ/Al27Pw3iZTLPwK+uu5Hfl79Jp919YiDFauS/5XgztZna9spP2IS2uyFvG\nPC88wkDKHH9mODUjCrNl7OrU4zEYdazakEXRxmwiwk30D9hlPqwQQgghhBAhFlR0NDg4iMUyNsOo\nVqvxeDyT3ikRHI1GzfI1c8jKi2Pn9jLamweoONNGQ003azbnkJkXy0eHG3lndzVen4JOq2br5lzW\nLk6alVvwTLVB1xDvVv2Zg61H0bj1RA0kk+NdiLY7jIN72oePCg/8LzIaNKTMtZI6HBBHRBmveZy1\nMg9cCCGEEEKIKRFUcLxmzRr+7d/+jRdeeCHQ1tPTw89+9jOKiopC1jkRHGtcGPd/cSmnjzZyaM85\n7DY3H/+pFF+YjlNDTrxAgtXMN+9bSNokbAF1vVMUhQONx/jw2H403Ray+tdgskcAYAfAn4HX+NxE\nOdpJy4kne/NKYhPC5aKDEEIIIYQQs1RQwfH3v/99/uqv/orCwkIcDgdPPfUUbW1tZGZm8uKLL4a6\njyIIarWKJcvTmJsTy44/ldLVMoB6yM1CVGgTw/nKo0swy3zVCXk9Ptqa+6moaqa0og76DCQoi0Yd\no1ZBpLODqIFGrPYWEtKsJP2vJ9AnXH5faCGEEEIIIcTMFlRwHB8fzx/+8AeKi4upqanB4/GQlZVF\nUVGRZMpmEEVROFjVycet/UShkI4KLSpoHeTjd0vYcGcukdGyDRCAz6fQ1T5IY20PTXU9NDf04fX4\nF9pSYRo+SiE63kxaUjhhFQcxnNmHRvGgMhiIe+hhItffgkp9dftMCyGEEEIIIWaWoILjZ599lnvv\nvZeioiIKCwtD3SdxFWwOD/+1/SxHy/3762qiTNx+Wx7nTrZQU95Bc30vv//1EZavncOS5amob7Cg\nTlEUervtNNX10FjbQ3N9L07H2PnyTuMgrqh+CubnULRwMZ6TR2h/8xV8tiEAzAvySfjyE+hi46b6\nLQghhBBCCCFCKKjgWK/X853vfAe1Ws1tt93GPffcw/Lly0PdNxGkutYB/u97p+nodQCwLC+OJ+6c\nj9moJTfTSk15B3s/qsQ25OLAzhqqz7az4c55xCZc3/OPBwecNNX20Fjnzw4PDbjGHKM2+ugOa2Ew\nopPByC5WzlnMfVn3oRuw0/arV7CdOeU/zmQi7uFHiVizTqolhBBCCCGEuA4FFRy/8MILeDwePv/8\nc3bs2ME3v/lNzGYzW7Zs4Z577mHBggWh7qcYh6Io7DzexJufVuLxKmjUKh7dmMOtS1NGBXCZeXGk\nZESx/7Nqyk610tE6yDu/OcpNK9O4uSgDrfb6WBHZYXfTXN/rD4Zre+jtto85Rm/QkpIRhSrWQbFz\nLx3qFlBBgjmOJ/KeIDtqLn17dtP81pv4HP6LDWGLlxD/pSfQRUdP9VsSQgghhBBCTBGVoihXvIGq\n2+3mtdde4xe/+AV2u52zZ8+Gom/XrLt78LrdH9bu9PCbHWUcOuvfUig20shf3reQuUkRl3xeY20P\nu3eU0z+cZY6ymthwZx5JaVFXdH6NRoXVapnWMXa7vbQ29gXmDXe0Do45RqtVkyh3OX0AACAASURB\nVJgaOby9UhS6KIV3qv+H4+3+jLBGpeH2jFu4bc6tKF3dtP3mv7CX+X+e1WFhxD+2lfCVhdOSLZ4J\nY3y9kzGeGjLOoSdjHHoyxqEnYzw1ZJxDT8Y49M6P8WQLKnN8XklJCTt27GDHjh10dnZy6623cvfd\nd096p8Sl1bcN8Mv3ztDW48+MFuTE8rW75hMWxGrUqXOiefjJ5RzeW8upww30dtt57/UTLFyazMr1\nmegNV/QjMaW8Xh8dLQOBzHBrcz++iz5wVCqIT44gNcMfDCemRKLRqvEpPvY3H+K9w9uwe/wXBrIi\n5/D4vAdJMMXRu/NTOt95C8XlL7223LyM+Me/hDYycsrfpxBCCCGEEGLqBRUJvfTSS3z44Ye0tLRQ\nVFTE3/zN37Bp0yZMJtPlnywmjaIo7D7ZzBsfV+Lx+tCoVXzhlmw2L0u9osymTqdh9a1ZZM+PY+e2\ncro7hjhzrJnaqi7W3Z5LRlZMCN9F8BRFobtjaNSK0m6Xd8xx1rgwfzA8J4rktKgxAX7rUBtvlL1D\ndV8tACatkfuytrA6eQWetnYa/t8XcFRVAqAJjyB+65cIXyZz6oUQQgghhLiRBBUcHz9+nK997Wvc\ncccdRMu8y2nhcHl4dUc5B0rbAIiJMPD0XywkK+XqM5vxSRE89MTNnDhQz5H9dQz2O9n21mly8uMp\n2piNyayfrO4Hrb/XHgiGG+t6cdjcY44JjzQGyqRTMqIxh43fT7fPw0e1n/FR3U48ij+oLohfzBdy\n7iVCG0bPhzvo+tMfUdz+c4SvLCT+sa1oLNf3QmVCCCGEEEKIsYIKjl9//fUJH2toaCAtLW3SOiTG\namwf5P++d4bWbhsAS7JiePLuBVhMly+jvhyNRs3NRXPIzItj1/ZyWpv6qSxpp6GmhzWbs8meHx/S\n+ba2IVdge6Wmul4G+hxjjjGZdaQMZ4ZTM6KJiLp8xUJV7zneKHuHNpt/TnaUIZJH8+5nUewCnE2N\n1P/Xv+CsPQeAJiqKhC9+BctNBZP75oQQQgghhBCzRlDB8f/f3p2HVVXu//9/bobNLKCiiCM5i0OK\nooLmbFmmmaWWZlnOndNc2qmsk3rUX6fJ/Ko5NJim5vBRK9NMTcsKRUsTc0hIEJyQQRRhT+v3B7lP\nKI4BG+H1uC6vi73G97r3urb7tde97nXo0CGmTp3K77//jt3+v26tFouF7OzsUjsgV1nw3Z5UFn19\nEIvNgZvJRP/Ot3B7VC3cijiwBlf2454hLdm7K4Wfvk0g97yVb9b8xqH4k9x2e338K3gXyX4sebb/\njSh9JJP0U+cuWcbT7E5YzSBnGK4Y4nfNAT3HmsOqw2vZlrodABMmOteIofctPfHCg9Ofr+b0F2vg\nz/O4QofbCBkwEHdfvyI5PhERERERuTldUzh+9dVXcTgc/OMf/2DixImMGzeOlJQUFi1axNSpU4u7\nxnIpz2Jn4dcH2Lb3OADBAV6M7htB/RrXN6r09TCZTDSLrEGdepXZsv4gyQnpHDl8miXzMmnf5Raa\n3BpWIKRarZfe/3sxm83OiZQzfw6ilcnJY2e4eHx0N3cTodUDqVE7iOp1ggkJDcDd3e26ajcMg10n\n97Ds0GqyLfmjVlf3r8aDjfpTp0ItcpOOkPThPPKSkwHwqFSJqkOH4RfR9Lr2IyIiIiIiZdM1heP4\n+HgWL15MkyZNWLFiBXXr1mXw4MHUrFmT5cuX07dv3+Kus1xJSTvHrFV7SU3Lv6ra9JaKjOjdhIAS\nugc4INCbu+5vxsH4E2z75nfycm1sXX+IQ/tOEt21Lof3n+LAr8c5n2PFx9eThs1CadW+Fl7enjgc\nBmknsp3dpI8dzcJuc1yyj5DQAGrUyb9nOLRGIJ6eN/6s5fTcDJYeWMXe0/k9GDzdPLgrvCdda3bE\nZHeQ9n8rSP/qS3Dk1xHYpRsh/e/DzVsDyomIiIiISL5rCsdubm4E/vlIm/DwcPbv30+7du247bbb\nePvtt4u1wPLmh73HWLD+ABarA5MJ7r3tFnq1q13k3aivxmQy0bBpKDXDK7Ltm0P8/tspjiVnseLj\nXQWWO59j5ZfYZA7uPUHlqv4cTzmDJc92yfaCKvnmXxn+8xFLXtfw2KmrcRgOthz9gTUJ67DY8x/B\n1Ci4PoMa3kuIbyXOJxzmxIfzsRxLBcAzpApVhz2Gb4OGf3vfIiIiIiJStlxTOG7atCmfffYZTz/9\nNI0bN2bLli088sgjJCQk4OZ2fd1fpXAWq51FGw7y3Z5jAAT6mxndJ4KGtVw7Orivn5kefSOo1ySN\njWv2YbVeehUY8gfWSkpId772C/BydpOuXjsY/wCvIq0rOTuVT/cvJyn7aP7+PH3pX+9uokJbYVgs\nnPpsCRkb1oNhgMlEcPeeVLrnXty8irYOEREREREpG64pHD/33HOMHDmSwMBA+vfvz9y5c+nZsyen\nTp2if//+xV1jmXfsdH436qN/Dk4VUSeYEXdHUOEyjyhyhfD6lXH3cLtsOIb8e4djutWjRp1gAoN9\nimWUa4vdwtrEb9iYvBWHkV9L29BI7q3XG3+zHzkHD3Diow+wnsx/5JW5WhhVH3kUn7r1irwWERER\nEREpO64pHLdo0YJNmzZx/vx5AgMDWbFiBV9++SVVq1alV69exV1jmfbTvuN8vO4AeRY7JqBvx3B6\nt6+Dm1vJdqO+GpvVTu75S7tL/5XDbtCoeSgeHjd+//CV/Hb6IIsPrOR0bv4V6sreFXmgUX8aVayP\nIzeXE4s+IWvzxvyF3dyoeMedVLy7D26epedHBhERERERKZ2uKRwD+Pn54eeX/7ibKlWqMGzYsGIr\nqjyw2uws/uYQ3/6Sfz9sBT8zo+5uQuM6FV1cWeE8PN3x9vEk97z1sst4+3oWSzDOtpxlxaEv2HEi\n/35nN5Mb3Wt1oledbpjdzZzbF8+Jjz/Advo0AOYaNQkd9hjetesUeS0iIiIiIlI2XXM4lqJzIiOH\nWf+3l6ST+Y8calQriFF9Igj0L933wzZqHsovscmXnd+4eWiR7s8wDGKP72Tl719wzpoDQO0KNRnc\n6D6q+1fDnpPD8WULOfPd1vwV3N2p1LsPFXvdhclDp7aIiIiIiFw7JYgStmP/ST5c+xu5f3aj7h1d\nh74dwktdN+rCtGpfiyOHT5ORlnPJvODKvrRsV6vI9nUyJ43FB1ZyMON3ALzczfS5pRe31WiPm8mN\ns7t/4eTCj7FlZOTPrxNO6COP4lWjZpHVICIiIiIi5YfCcQmx2hx8tul3Nu7KH105wNeTEXc3oWl4\nJRdXdu28vD3pN6QlP/+UxP49/3vOcaPmobRsV6tIHs9kd9j5JmkLX/3xDVZH/j3OzSo3ZmCDfgR7\nB2E/e5ZjSxaR/dOPAJg8PKjU916Ce96Oyb147nUWEREREZGyT+G4BJzMPM/sVXv543g2AA1qBDKq\nb1OCi/jxRiXBy9uTdp3rEtOtHhUCfDiTfR673SiSbSdmJfHp/uWknjsOQAVzAAMa3MOtIU0xmUxk\n79zByYWfYM8+A4B33XqEDnsMc2i1Itm/iIiIiIiUXwrHxWzngVN8sPY3zuflXwW9q31t7ukYjnsZ\neD60h2fRXKnNteWyJmE9W4/+gEF+0O5QvR19b+mFr6cPtqwsTn76CWd3xgFgMpupfO/9BHXthqkM\ntKOIiIiIiLiewnExsdkdLNt8mA1x+QNY+ft4Mrx3E5rXvXm6UZeEPafiWXpwFZl5WQCE+lbhgUb9\nqRcUjmEYnIn9kZOLF+E4mz94mU+jxlR9eBjmkCquLFtERERERMoYheNikJZ1nlmr4kk8lt/9t171\nQEb3jaBiBW8XV1Z6ZOZlsezgGn459SsAHiZ3bq/TlR61u+Dp5oE1I4OTCz/m3O5fAHDz9qby/YMI\nvK0TJlPpH7xMRERERERuLgrHReyXQ2nM/3If53Lzu1Hf0bYW9952Cx7u6v4L4DAcbEuNZdXvX5Fr\nzwWgXlA4DzTsT6hfFQzDIOv7rZxauhjH+fMA+DZtRtWHHsGzkq66i4iIiIhI8VA4LiI2u4OVWxJY\ntz0JAD9vDx67qwm31q/s4spKj9Szx1l8YAUJWUcA8PHwoV+9O2lfrQ1uJjesp9M48fGH5OyLB8DN\n15eQgQ9SITpGV4tFRERERKRYKRwXgfQzucxeHc/vKfn3zYZXq8CYeyKoHOjj4spKB6vdyvojm/j6\nyLfYDTsAkVVa0L9+HwK9AjAcDjK/3cip5csw8vKvJvvd2pKqQx7GIyjIlaWLiIiIiEg5oXD8N+05\nfJp5X+zj7HkrAD1a1+T+LnXVjfpPhzIO8+mBFZzMSQMg2CuIQQ370bRyYwAsJ05w4uMPOH/wAADu\n/gFUeXAI/m2idLVYRERERERKjMLxDbI7HPzf1kTW/vRnF2EvDx69szGRDUNcXFnpcM6aw6rfv+SH\nYzsAMGGiS80O3BXeE28Pr/yrxd9sIG3VCgyLBYCANlGEPDgEj4AKrixdRERERETKIYXjG5CRncf7\nq/dy8Gh+N+raoQGMuacpVYLUjdowDHae3M3yg2vItuY/fqmGfxgPNupP7Qo1AchLTeXER/PJTTgM\ngHtgIFUGDyWgVaTL6hYRERERkfJN4fg67U08zdzP95Gdk9+NulurGgzoWg9Pj/LXjdpisxR4ffp8\nOksO/h/7Tud3kfZ086T3LT3pUqMD7m7uGDYbGV+v4/SaVRi2/NG8K0THEDLgAdz9/Uu8fhERERER\nkQsUjq+Rw2Gw+vtEvvjhDwzA2+zOsDsb06ZRFVeXVqJyrDl8feRbfjq2g2zrOQI8/YgKjcTXw5v1\nRzZjceT/aNC4YgMGNbyXyj4VAchLTuL4h/PJS8rvhu4RXJGqQx/Br1lzlx2LiIiIiIjIBQrH1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" ], "text/plain": [ " master - 1 hdd master - 2 hdd master - 4 hdd master - 8 hdd\n", "1 4386.720697 3699.620116 4634.929778 9300.949023\n", "2 7581.838951 4925.282754 4704.590820 5819.004461\n", "4 11447.210895 7796.208655 7576.114443 7035.875409\n", "8 13123.875513 7591.445740 7284.120111 7367.676871\n", "16 14422.498594 9326.144167 8674.434834 8286.968943\n", "32 20250.782469 12715.911801 10192.632968 9240.433543\n", "64 23154.195952 21693.105609 15790.146192 13058.831704\n", "128 29511.755590 31506.163454 24283.091051 18665.823596\n", "256 46402.835204 35261.516869 38564.844366 29406.862271\n", "512 68193.031212 51705.126769 49121.286463 47834.087059\n", "1024 137336.580874 84472.640787 69609.612122 78527.746234" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "master_latency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### average write latency as reported by `fio` vs. number of `fio` threads - project branch" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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TTz8jMzOTkSO9SUt7jKtrU3x9l+UaXQZwcWnC6NFfMHv2dOLiYrG3t2fmzHlU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\nP/7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" ], "text/plain": [ " project - 1 hdd project - 2 hdd project - 4 hdd project - 8 hdd\n", "1 4513.293031 4127.678986 4870.434266 9654.541612\n", "2 5227.947541 4318.056393 4174.912262 5178.429621\n", "4 6849.039282 5389.744533 4451.872463 4518.127472\n", "8 8090.717031 6873.544714 5430.948839 5005.293451\n", "16 8768.124963 8723.167266 6825.245127 5642.219142\n", "32 12796.924515 10481.289350 9074.934536 6763.687209\n", "64 14259.329574 12593.701803 11451.749913 9156.383185\n", "128 18499.822620 14924.895262 15264.485818 12896.194477\n", "256 32536.370185 20853.088543 17152.628998 17208.747745\n", "512 67855.529156 37349.433450 25731.465659 21711.894166\n", "1024 131341.864978 74336.177008 42767.358304 32209.249758" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "project_latency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## % change in average write latency vs. number of `fio` threads - master vs. project\n", "\n", "The following graph shows the percentage change for the average write latency reported by `fio`, between the \"master\" branch and \"project\" branch test runs. A positive value here reflects an increase in the average write latency reported by `fio` when comparing the \"project\" to the \"baseline\". Thus, unlike the IOPs numbers above, a negative value here is better." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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0SERERDpemzPSERERCA0NFS9SAwBr1qxBo0aNMGvWLJw4cQKWlpaYMGEC+vfv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\nbiXmVJAeNmyYEhMTZbfb1aFDB3Xv3l0vvPCCGjZsWO4FAQAAA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QQAACAASURB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pctchange_latency.plot(figsize=(16, 9), style='-o')\n", "plt.title('fio -- % change in average write latency vs. number of fio threads')\n", "plt.xlabel('number of fio threads issuing writes')\n", "plt.ylabel('% change in average write latency reported by fio')\n", "plt.ylim(-150, 50)\n", "plt.xscale('log')\n", "plt.xticks(pctchange_latency.index, pctchange_latency.index)\n", "plt.axhline(0, ls='-.')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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1 hdd2 hdd4 hdd8 hdd
12.88535211.5703475.0810803.801683
2-31.046444-12.328761-11.258759-11.008324
4-40.168489-30.867108-41.238052-35.784430
8-38.351160-9.456710-25.441251-32.064156
16-39.205229-6.465447-21.317697-31.914562
32-36.807753-17.573435-10.965748-26.803356
64-38.415786-41.946063-27.475340-29.883596
128-37.313717-52.628649-37.139445-30.910123
256-29.882797-40.861624-55.522629-41.480503
512-0.494922-27.764545-47.616466-54.609996
1024-4.364981-11.999700-38.561131-58.983606
\n", "
" ], "text/plain": [ " 1 hdd 2 hdd 4 hdd 8 hdd\n", "1 2.885352 11.570347 5.081080 3.801683\n", "2 -31.046444 -12.328761 -11.258759 -11.008324\n", "4 -40.168489 -30.867108 -41.238052 -35.784430\n", "8 -38.351160 -9.456710 -25.441251 -32.064156\n", "16 -39.205229 -6.465447 -21.317697 -31.914562\n", "32 -36.807753 -17.573435 -10.965748 -26.803356\n", "64 -38.415786 -41.946063 -27.475340 -29.883596\n", "128 -37.313717 -52.628649 -37.139445 -30.910123\n", "256 -29.882797 -40.861624 -55.522629 -41.480503\n", "512 -0.494922 -27.764545 -47.616466 -54.609996\n", "1024 -4.364981 -11.999700 -38.561131 -58.983606" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pctchange_latency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `%b` averaged across all disks in zpool vs. `fio` threads\n", "\n", "Below are graphs of the `%b` column from `iostat` for all disks in the zpool.\n", "\n", "The values that're shown were generating by using 1 second samples (i.e. `iostat -xn 1`) for each disk in the zpool, for the entire runtime of the test. These samples were then averaged to acheive a single `%b` average for each disk in the zpool. Then, the single value per disk was averaged across all disks in the zpool, to achieve a single `%b` value, representing all disks in the zpool.\n", "\n", "This provides an approximation for how utilized the disks in the zpool were, during the runtime of the `fio` workload." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `%b` averaged across all disks in zpool vs. `fio` threads - master branch" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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0aXJT51AUFZutavyyqirp4/InfVz+ciw26ecylrfYhvP9SBlZ9vtFj/6ZzBtP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YXMLVfXXETkRqnANcnV3dtqdW9FYlqnt4u6zkbqOxvoHumNGpvpnkFtUTXLiqq0A7IknJ6XX8II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\nSkpK8OWXX6JDhw6O/eLj43H48GHH+/XSpUvh5+fn+GzdFGmLPiNyO+vWr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_iostat_column_dataframe(master_busy, '%b')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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master - 1 hddmaster - 2 hddmaster - 4 hddmaster - 8 hdd
128.62500013.6250008.4035096.105263
266.23214326.57142915.5087728.596491
496.89285744.78571422.56140411.982456
898.33928650.76785729.35087715.157895
1698.83928657.41071431.54386015.473684
3299.44642973.62500037.92982521.175439
6499.96428690.64285772.78947439.596491
12899.89285798.89285789.80701867.245614
25699.80701899.52631696.29824680.775862
51299.91228199.26315899.03448388.440678
102499.89830599.64406899.03389892.800000
\n", "
" ], "text/plain": [ " master - 1 hdd master - 2 hdd master - 4 hdd master - 8 hdd\n", "1 28.625000 13.625000 8.403509 6.105263\n", "2 66.232143 26.571429 15.508772 8.596491\n", "4 96.892857 44.785714 22.561404 11.982456\n", "8 98.339286 50.767857 29.350877 15.157895\n", "16 98.839286 57.410714 31.543860 15.473684\n", "32 99.446429 73.625000 37.929825 21.175439\n", "64 99.964286 90.642857 72.789474 39.596491\n", "128 99.892857 98.892857 89.807018 67.245614\n", "256 99.807018 99.526316 96.298246 80.775862\n", "512 99.912281 99.263158 99.034483 88.440678\n", "1024 99.898305 99.644068 99.033898 92.800000" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "master_busy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `%b` averaged across all disks in zpool vs. `fio` threads - project branch" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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HrEdv0pNj0qM368gx53C5wHXhxZJUIemoQmRBQ09TabNRabMrzijKpDFaGb0j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\nqlUrwNV7m5KSwuTJk+nYsSNTpkwhOzvb/dn6SvTucotJT09nwoQJjB8/n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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_iostat_column_dataframe(project_busy, '%b')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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project - 1 hddproject - 2 hddproject - 4 hddproject - 8 hdd
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" ], "text/plain": [ " project - 1 hdd project - 2 hdd project - 4 hdd project - 8 hdd\n", "1 28.142857 13.821429 7.982456 5.912281\n", "2 51.375000 26.625000 13.649123 7.719298\n", "4 83.803571 52.750000 24.789474 13.070175\n", "8 97.821429 83.428571 47.912281 25.070175\n", "16 99.928571 93.571429 75.877193 41.964912\n", "32 100.000000 97.571429 86.385965 65.982456\n", "64 99.910714 99.553571 95.070175 81.964912\n", "128 99.839286 99.589286 97.701754 91.637931\n", "256 99.842105 99.701754 99.157895 93.862069\n", "512 99.830508 99.578947 99.051724 97.949153\n", "1024 100.000000 99.559322 99.033333 98.557377" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "project_busy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## on-cpu, system wide, kernel flame graphs\n", "\n", "The visualizations below are on-cpu flame-graphs of the entire system, using kernel level stacks. Unlike the line graphs above, there isn't a straightforward way to condense all of the test runs into a single flame-graph visualization. Thus, instead of showing the unique graph for each configuration, 2 configurations were specifically chosen with hopes that these two show a representative sample of the whole population. The two chosen configurations are:\n", "\n", " - 1 disk zpool, with 1024 `fio` threads\n", " - 8 disk zpool, with 1024 `fio` threads\n", "\n", "Both configurations have the largest number of `fio` threads available; and then one configuration has the largest number of disks, and the other configuration has the least number of disks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### on-cpu, system wide, kernel flame graph - 1 disk - 1024 `fio` threads - master branch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![image](fixed-rate-submit-master-1-hdd-fio-1024-jobs-dtrace-profile.svg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### on-cpu, system wide, kernel flame graph - 1 disk - 1024 `fio` threads - project branch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![image](fixed-rate-submit-project-1-hdd-fio-1024-jobs-dtrace-profile.svg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### on-cpu, system wide, kernel flame graph - 8 disks - 1024 `fio` threads - master branch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![image](fixed-rate-submit-master-8-hdd-fio-1024-jobs-dtrace-profile.svg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### on-cpu, system wide, kernel flame graph - 8 disks - 1024 `fio` threads - project branch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![image](fixed-rate-submit-project-8-hdd-fio-1024-jobs-dtrace-profile.svg)" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 2 }