{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "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 = ['Device:', 'rrqm/s', 'wrqm/s', 'r/s', 'w/s', 'rkB/s', 'wkB/s', 'avgrq-sz', 'avgqu-sz',\n", " 'await', 'r_await', 'w_await', 'svctm', '%util']\n", "TEST_CONFIG = 'fixed-rate-submit'\n", "DISK_CONFIG = 'ssd'\n", "\n", "NJOBS = [1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024]\n", "NDISKS = [1, 2, 4, 8]\n", "\n", "DISKS = ['sdb', 'sdc', 'sdd', 'sde', 'sdf', 'sdg', 'sdh', 'sdi']\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_ns.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": { "collapsed": true }, "outputs": [], "source": [ "master_latency = pd.DataFrame()\n", "master_iops = pd.DataFrame()\n", "master_busy = pd.DataFrame()\n", "for i in NDISKS:\n", " directory = 'zfsonlinux-6566-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('%util', 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 = 'zfsonlinux-6566-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('%util', 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": [ "# ZFS on Linux #6566 Performance Results - Fixed Rate Submit on SSDs\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", " - 32 vCPUs\n", " - 512 GB of RAM\n", " - Enterprise Solid State 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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XLu3uo2zZcpecq4iIiIiIXL2szBz27TjFgZ0x5FhznzNsMEAFv0zKH92M329n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\n2759G0lJifTr1wsAm82G3W6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3Im8fMz0ebcTuH09ycN+fzzmuXb8MjVoU7XOOe/Z8hFde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" ], "text/plain": [ " master - 1 ssd master - 2 ssd master - 4 ssd master - 8 ssd\n", "1 65.108764 65.108764 65.108764 65.108764\n", "2 129.934375 129.934375 129.934375 129.934375\n", "4 257.353676 257.353676 257.337020 257.353676\n", "8 513.840773 513.840773 513.840773 513.824117\n", "16 1028.876898 1028.793152 1028.876898 1028.876898\n", "32 2053.124167 2053.124167 2053.124167 2053.124167\n", "64 4096.298515 4096.298515 4096.298515 4096.298515\n", "128 8189.584582 8189.584582 8189.584582 8189.584582\n", "256 16397.510152 16397.476866 16397.443579 16397.443579\n", "512 32804.067097 32806.273922 32806.307206 32802.845731\n", "1024 47345.617612 57269.095632 59907.410183 63156.018449" ] }, "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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Ie1uraqzw5nr16k2vXr3vao6cnByMRtMdf76wsJDPP1/O119/ySOPdL+rWoQQQgghhBCi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\ncZ98fHzUt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project - 1 ssdproject - 2 ssdproject - 4 ssdproject - 8 ssd
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" ], "text/plain": [ " project - 1 ssd project - 2 ssd project - 4 ssd project - 8 ssd\n", "1 65.108764 65.108764 65.108764 65.108764\n", "2 129.934375 129.934375 129.934375 129.934375\n", "4 257.353676 257.353676 257.353676 257.353676\n", "8 513.840773 513.840773 513.840773 513.824117\n", "16 1028.859765 1028.876898 1028.876898 1028.793632\n", "32 2053.124167 2053.124167 2053.124167 2053.124167\n", "64 4096.298515 4096.298515 4096.298515 4096.298515\n", "128 8189.567938 8189.584582 8189.584582 8189.584582\n", "256 16400.476103 16397.526796 16397.526796 16397.526796\n", "512 32806.040939 32806.357131 32803.078715 32806.390414\n", "1024 47940.404192 45834.774799 51808.812038 56906.842525" ] }, "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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D8ddS5O7mrGDfh9WyTuk8vTXUnWjf/hWdP39WnTq9rKSkJFWsWEnDho2Ss7Oz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\nMj1GAAAAAAASJqYjytdff71KSko0cuRIffe739U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ZalXTT5XCWlPTT39Z8ta0lymsjdH6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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(-75, 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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" ], "text/plain": [ " 1 ssd 2 ssd 4 ssd 8 ssd\n", "1 0.000000 0.000000 0.000000 0.000000\n", "2 0.000000 0.000000 0.000000 0.000000\n", "4 0.000000 0.000000 0.006472 0.000000\n", "8 0.000000 0.000000 0.000000 0.000000\n", "16 -0.001665 0.008140 0.000000 -0.008093\n", "32 0.000000 0.000000 0.000000 0.000000\n", "64 0.000000 0.000000 0.000000 0.000000\n", "128 -0.000203 0.000000 0.000000 0.000000\n", "256 0.018088 0.000304 0.000507 0.000507\n", "512 0.006017 0.000254 -0.009841 0.010806\n", "1024 1.256265 -19.965953 -13.518525 -9.894823" ] }, "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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XuP+bKJUK3NycrJrjF53k2Pokx4VD8mx9kmPrkxxbn+S4cEierU9ybB3vzT1K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\nBVdXV955ZyDbtm2xtKla1QtPz8o4OT1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Xe+rZ3ew5vx+AKR0mEBN0+WrSecuWgGEQEBNL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\n0N0xzLv7Omk5EcDQ9Jz9mlVl7oISNm+ag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Dnzi6is9ZHWDRo7h3nunfYpw3BVsYuFtT4W\n1fpZUOPj+bfb2LG37azlvmpFxYzcvxBCiPPDtMLx9773Pb7+9a+zYcMG4vE4d999N729vdTX1/Po\no4/mu4xCCCGEuAjp6TSnXttBaOdO3IEwY33UeossxLasZfXmL3ClsxDDMBjoC4+OHw7Q1xWacK3S\nSg9zGoqZ01CE22enqWuEfW1Bju9ppql7BC09MQxXjobhxaNhuMBlzdl/04Y63j81QGcgMuHcqmIX\nN62vm7BdCCHEhWta4bi0tJTf/e53vPnmmzQ1NaFpGvPmzWPjxo1TLpUghBBCCHEmLZngyK6nSb34\nKp5gPBuKe8odKNuuZvXGz2A32elqC/J640laTgYIjSRyrmE2q1TP8TNnfjEVdT66h+McbxvihT8d\nP2cYHmsZ9p4Rhs/kslv47p2ree6tVl5/v5tQNIXHaeGqFRXctL4Ol12WbBJCiIvJtMLxfffdx623\n3srGjRvZsGFDvsskhBBCiItQLBbm/Z2/xfLq27jDKeyj23tqPLiuv57Vy7fR2TzMnueaaWsaJJVM\n55zvdFuZ01BE1Rw/cYuJxq5h/vBBN01/OjZpGK4ocrKo1s/CWh8La/3nDMOTcdktfGFLA7dvm4/b\n4yAcipGe5LWEEEJc+KYVjq1WK9/+9rdRVZXrrruOW265hXXr1uW7bEIIIYS4CAyN9PHBs7/B/cYh\n/LHxwNtbX4Rry6141Lm0Ng7wzqt7Mc7IncWlbmrmFaJ6bHSG47zVPsypQ91oaZ0zzUQYnorVIpNv\nCSHExWxa4fiRRx5B0zRef/11du7cyde+9jWcTic33XQTt9xyC0uWLMl3OYUQQghxgenob+bYM7+l\nZF8jZYlMmNUUhY4FSzDqr2JgQGV4dwxoyp6jmhQqa3w4i50EMWjsDfPC221nDcMLa/0sqvWxsMaH\n122bcIwQQggxXdMKxwBms5ktW7awZcsWUqkUv/zlL3niiSf4+c9/ztGjR/NZRiGEEEJcIAzD4FjH\nQVqefYrqgx3Upgw01UK3p5aeysWETRUkkzqcHB9DbHeY8VV4SFjNtIXj7G8fQmsZmHDt8kIni2p9\nLKrzSxgWQggx46YdjgEOHz7Mzp072blzJ4FAgK1bt/KpT30qX2UTQgghxAVC0zUOnNxD385nmHuk\nn0rFTZ9rEX3uGoYd5RiokAZGW4BdXhuKx0ZvSuPd/iha09nD8MLRrtI+CcNCCCHyaFrh+Ac/+AHP\nP/883d3dbNy4kW984xts374dh8OR7/IJIYQQ4jwWTcV468iLhJ5/gbJ2G6qjhv2VVxKx+XOOUxSw\nFtgZVgyaQgkiwzEYjuUcU5YNwz4W1vjxeyQMCyGEmD3TCsfvvvsuf/mXf8kNN9yA3+8/9wlCCCGE\nuKgNxAZ5ff9O4q81YQ2VMuC8ka6q3A/NFbNK0mqiM55iUNdJD0dz9ksYFkIIcT6ZVjj+9a9/fdZ9\n7e3t1NTUzFiBhBBCCHH+OtbVxFu792I06SQpR1croWB8v25SCOgGg4ZOWNMxNC27r8zvGJ9Aq1bC\nsBBCiPPLtMLxyZMnefTRR2lsbCSdHl+CIZlMEgqFZEIuIYQQ4iJlGAb9vSHePniMjmP9GDEXUAHq\n2AE66DE6FRuDqkr8tKWJS/2OzARatX4Jw0IIIc570wrH//AP/4Cu63z961/noYce4v7776ezs5Nf\n//rXPProo/kuoxBCCCFmkaal6WwN0nSin8aTPWjZ3tAuAEx6Ck+8h37FxGF7CSlTpjt1qd/B5WMT\naNX4KCywfzI3IIQQQnwE0wrHhw8f5re//S1LlizhqaeeYt68edxxxx3U1NTw5JNP8ulPfzrf5RRC\nCCFEHkUjSdpODdDSOEB78yBaKnddYVsqTEmkHUsqwAf2Cva651Did7E+2zIsYVgIIcSFbVrhWFVV\nvF4vAHPnzuXYsWOsX7+eTZs28aMf/SivBRRCCCHEzDMMg6FAlJbGAM0nB+jrGplwTEG8n+JIO8WR\ndsImncOVl2NfsZmNdYX8pYRhIYQQF5lpheNly5bxu9/9jm9+85ssXryYV199lb/4i7+gqakJVVXP\nfQEhhBBC5FU4mjznMem0Tnf7MM0nA5w63k8snHuOQRpvoovK4TaKIx3Y0jGCRRXoN36apVdfwWaf\nLOEohBDi4jWtcPy3f/u33HPPPXi9Xm677TZ+9rOfcd1119Hf389tt92W7zIKIYQQYhKDwRj//YfD\nhLrDmAEN8FS4ufXTSykcDbKJeIrmkwMc+aCHvo5hjLSRc42UKYnZ3ElDTws1gx2YjMyMWur8BVR+\n5nPMX7AQRVFm+c6EEEKI2TetcHzZZZexa9cuYrEYXq+Xp556imeffZaysjJuvPHGfJdRCCGEEGcY\nDMb41c/expI2sn/MzUCsO8yv/s/bzFtcQm/HMPHhBGdG26g5QcTfSVm0mStPdlIQHR9f7FxxGUWf\nuhVH/bzZuhUhhBDivDCtcAzgcrlwuTKzVJaWlnLXXXflrVBCCCGEmNp//+EwljNagcdYdIO2w30A\nKICOQUjRiRcFiJUeY2FbH9vejeKMj56vgHvNOopuvgVbTe0s3YEQQghxfpl2OBZCCCHEJy+t63T2\nR7Jdqc/GwCBsUXFWKMSqmghEj7DieJiVB2LYk6OhWFUpWH8lhTfdjLW8YlbKL4QQQpyvJBwLIYQQ\n56m0rtMViNLcPUxz8xD9XSOkQknchoF5QmfpXAoKtk0naO07zqp9UW48GcOqjYZisxnvVZsovOFG\nLMUls3AnQgghxPlPwrEQQghxHhgLwi3dIzT3jNDZMUx4IIZLN/AAZhRc2aPPPUFW2pSg4uUDXHsq\nhjk9epbVim/zNfivvwGzz5+nOxFCCCEuTBKOhRBCiFmmpXW6AhFae0K09IZo7R6hvy+CI61TgIIH\n8KHgA04PwopZxVvqYk59Ie8c+QDLoOesrzEncIIFAzEAVIcD39bt+Ldfh8lz9nOEEEKIS5mEYyGE\nECKPzgzCLd0hOvrCmNM6HsCDQgFQhAKoOeearSbKqr3MbSiiutaHr8gJQH8sQMveXaQSm4jYJrYA\nuxJDzB06hOp247/2enzXbMPkdOb/ZoUQQogLmIRjIYQQYoaMBeGWnlAmDPeEaO8Lo6V1HJANw0sB\nyxlBGMBmN1NV56eqzkdlrQ9/kZNEOklbqJ29w8dp7mylNdiKGhzhzxqDqOkdtPqX0+VpIGV2YNFi\nVIYaqRs6hKGmqPmnH2Jzume7GoQQQogLkoRjIYQQ4iOYKggD2IECoA4FDwqWScYJ2x0WKmt9VNVm\nwrCvyEEgPkjzQBOvnniJYGcz6f5+vKE03nCaNaE010TSqNkVnJI0DOynYWA/acWEyUiPX1wHi8Wa\n72oQQgghLhoSjoUQQohzOD0IZ8LwCO19kWwQhkwYLmSsm7Qy6R9Yu8NM5WgQrih3YdWG6Gk7yuCJ\nJg6+1gUDQ3hGkvgiOueaLssgd1qunGAMaE4bqoRjIYQQYtokHAshhBCn0dKZdYRbe88ehCEThv2A\nX1XxoKDqxoRr2e1mykqslDo1Co0g6mAL0cOd6K8OMBiOZ48rPEuPfiXeAAAgAElEQVRZDEXB8Htx\nlFdgL6vEWlqKpbQMa2kpgVdeIvzSS2e9D/9Vmz/C3QshhBCXLgnHQgghLlmTB+EwWnqSoAsUmU2U\nWM1Yk2kMbTQs65BpxwWrSafYHMWX6KNgoAnnUEe2dVcbfTzzD29ahbDHSrrQi620DG/VHEqqG7CV\nVWApKkIxT/6nuuzWzxE/cgStu3vCPnNFBaU3f/rDVocQQghxSZNwLIQQ4pKQE4S7R2jpCdHRP3kQ\nBvBZTNR4bBSgoIcTaEkdNAO0FGNnWPQEvmgP/lgP/lg3rmRw0hWINRME3SaGPSZCHitqSTHeyjrK\nahdQV7sMr937oe/H5HJR993vMbjjWUb2vEY6FMLk8VCw8WoKb7wZk8t17osIIYQQIkvCsfjIEqn0\nuQ8SQohPwFgQbukZyU6WNVUQdllVFnhNlBoplLhOKKqQTBkwGCd52nHmdGI0CPfgi/XgTg5lw3DS\nrBDwmQl6MiE46DYR9JhQiwspq5jHXO8clnhrqXZXYlJNM3KfJpeLks9/kfIvfQmf20ownCR9lnsU\nQgghxNQkHIsPJRJP8dybrbx+qJtQNIXHaeGq5RXctKEOl93ySRdPCHEJmnYQNgw86SgVRJlrT1Ks\naOgplZBmYyjtJZl0MIjK6WsNj4Vh32ggdhAiVGCl36fTXa0S9HgYHg3BUbuK2WSh1lNNvbeOJd46\n5hbU4rUVzEo9qFYr5ER5IYQQQnwY51U4/sUvfkEqleIrX/kKyWSSb3zjG4yMjFBRUcHjjz+Oqk5c\nE1LMnkg8xaO/OkBnIJLdFoqm2LG3jfdPDfDdO1dLQBZC5NVYEG4+LQh3nhaEFUOnQItSlRrBnwpR\nqkeoUKN4kyGMhMaQtYSgo5whyhk0OzMXPe0voTmdwJ8K4DOHsbvCRFxh2m1RjjqSBN0m4jY/KOMd\np/02H/XeOq701jF3tFXYrJ5Xf1qFEEIIMU3nzV/whx56iN27d3P77bcDsHv3bqqrq/ne977Hgw8+\nyOuvv86mTZumfb2UdPmdcc+92ZoTjE/XGYjw3FutfGFLwyyXSghxIYiFYx/6HC2t09EfzllHuLM/\njK6lKUiF8adCFKVCNKRC+FMjFGlhvKkQqqFjADFLAUOOcgYc1TT6y0mOheHTWJQ0hS4Nhy9JvChE\nq6ePD1K9aMaZf0MsmFUz9Z4q5hbUMXc0DPtsH36ssBBCCCHOT+dNON6wYQNLly5laGgIgIaGBnbv\n3g1AOBzG6Zz4pmYqj3z3ORxOCwuXl7N6Qy02adH82F492DXl/hfeacekKlQWu6gqdlNe6MRiltZ+\nIS5VocEgB3/+n7iPv4szHSdqshNeuIrL/uJLeAp9OcemNJ3OwHgQbusKEu7qoSAxgn+0FfiKVAh/\nKoQ3FUYlt8t0Jgx76PbMY8hRTtBRTsI8cUIqi0XBV26FkiRDrh6ajUbeTQ6PH3Bar2Sfzctcbx31\nBbXM9c6h2lOJRVqFhRBCiIvWefNXfvv27Tz99NPZ781mM/v27eOGG27AZrOxfPnyD33NWDTFe3vb\naT01wGfvXCUB+SPQdYP3GgO88E470bg25bFa2uCZN1qz36uKQqnfQVWxKxOYSzKP5YVOzCYJzUJc\nzEKDQY7+w/cpjQ1ltznTcZxH3uTIPxyj4K/uo28kRW9TByMdXeiBPrzJTAvwklSI9Vpk0lmfx4y1\nDI8UzyPormJA8RHXJ/5Js9hMuEpVNF+Ifkcnx2hEY7RVODF+nFkxUeOpGm0RzowV9tt9E64nhBBC\niIvXeROOz/TLX/6S22+/nS9/+cv8/ve/50c/+hHf/e53P9K1hgJR3n2rjfVb5s1wKS9eoWiS197v\n5uUDHQyMJM59AmAxqVSVuOgaiJBM6eiGQc9glJ7BKPtP9GePM6lnhmY3lcUuyvwOCc1CXCQO/vw/\nc4Lx6fyxIRL//I9UGBoV57qQqmIpKsZcUkqyqJIhawmBlJPeoEE0OvqBncHYMsOYrQq2EoN4QZBu\nWyt9lk4mS9leawH1Y0HYW0eNuxKLST5AFUIIIS5l5204drvdeDweAEpKSnj77bc/1vUO7euksNiF\nr8iJr9CJ1Xbe3vonqrUnxEv7O3jrSC9aWs9uX1znx2EzceBE4Kznbl9XzRe2NKAbBgPDcToDEboC\nETr7M4/dAxGSmk5aN+geiNI9EIXjuaG5vNA52i17vLW51O/AJJOxCXHeG4kkaesdoed4M+VH35ny\nWJsx3hNFV1UMXxH2sjJclRVYysqwlJQQtxfSF1Zo7wjR2RYk0j32QV0qe67JomAqShH2DNBlayLs\nGJoQhk2KiWpPJfUFmXHCc711+G0+FGWqtmkhhBBCXGrO24T45S9/mfvvv58nn3wSs9nMww8//LGu\np2k6Lz1zLPu9y23FV+TEX+TEX+zCV+jAX+zCU2C75N4waWmdd4728eK+Dho7x8fe2SwmrlpRzrY1\n1VSVuInEUjz8y/109k+clKuqxMUtV87BZFIwoVBe5KS8yMmahSXZY3TdoH84Rmd/JjB3BiJ09ofp\nDkRJpTOhuTOQ2X7622qzSaG8KBOYq0oyj9Ulbkr9DlT14v23Gru3i/keP2lSxx+Nrmd6hbT1hmjr\nDRFo7kRpOUlpsIPaWA+16fiEc9KKCdMZk1yVff1vcNfVYCksAkVhJBinszVIZ9sQna8FCY9MbHlW\nLYA/zpCrh35HJ3HXCCi5448LrB7m+TItwvW+Omo91Vgv8lZh+VnOP6nj/JM6nh1Sz/kndZx/+apb\nxTAM49yHXXgevO+POd+rqoLZopJMTD2LtdmiUlTiprjUPf5Y6qKoxH3RtTYPDMfY+WYrO99qIRga\n7zpdVeLi5o31bF1bg8uR+4YyHE3y5K6TvPhOG8PhJF63le3ravn81vm4ndaPVI60btA7EMlMwtM7\nQltPiLaeEB194ZzW6zNZzCrVpW5qywqoLfdkv8oKXZjkl5EQMyIaT9HSPUJz1wjNXcM0dw0TaOuh\nItRFXbSbulgPXm3iB2YGoKlWWv3L6fI0kDI7sGgxKkON1A0dIqWqrP0/P6P1VICWxgFaTgUYCU4M\n1YrFIO2LEHB0EXL3EzsjDJsUlTm+GuYXz2VBUT0LiuspcRZech9yCiGEEOLjm9VwvG/fPh577DGa\nmprw+/3cfffd2aWbZtqZ4Xj1hlo2XFNPJJwkOBBlaPRr7HloeOKbsjO5PTb8xc5Mi3OhM/vc7blw\nWpsNw+BkxzAv7mtn37F+0vro2qDAZfOL2b62mqVzC1HPcT+qquB02YlG4uh6fn6E0rpO31CMjv5M\nC/NYa3PPQDRb7slYzSoVRaOtzCVjLc5uin32c97X+URVFXw+F8FgJG91fKmTOh5nGAaDoUTmw6m+\n8GircJi+oRiOdJzaWG82DBelRiacr1tsqHMb8K9Yhm/5Mt74j520houJ2PwTjjWnE2BS0ZikNdek\nk/AOM+TqJeIZmBCGC6zubItwvbeOuoJqrKaP9sHcxUR+lvNP6jj/pI5nh9Rz/kkd599YHc+0WWsK\nHR4e5mtf+xoPPPAAN998M0ePHuWuu+6itraWK6+8Mq+v7S92svKKGnQdHE4rDqeVipozlhFJpRke\njBEcHA3Mo4/BwShaKtN6GQ4lCIcStDfndvUzW1R8heOheWxcs7fQgcViyuu9TVcilWbvkV527e+g\nrS+c3e6ym7l6RSVbVldR6nMAYOiQ5tz/ka0WE2HdIJ3O1396hVKfk1Kfk9Xzx7tna2md3qHY6Hjm\ncOYxEKFvKEZaN0hqOq29IVp7Q2eUdzQ0nz6mudhFoff8Ds16XutYwKVXx1papysQob0vTFtvmPa+\nEO19YSKjM9Jb9SQ1sT6WjYbhsuQkE2uZLTjmz8exaAmm+gUoJZUkkjqxuEZwOEV/yWVEUtHJX99k\nyz43TDoR9yBhT4BIQW4YVhWVGnclcwvqspNnFdn9Ez6MvJT+7c7lUvtZ/iRIHeef1PHskHrOP6nj\nC8+sheOuri42b97MLbfcAsDSpUu54oorOHDgQN7CscNpYdGKclatP/c6xxaLieIyN8Vl7pzthmEQ\nCSUIDo63NAcHYwwNRImMdkXWUjqB3jCB3vCE63oKbNmwPPboL3LidFtnpbW5Pxjj5QOdvPZ+V/aN\nL0BNqZtta6q5YkkZtvMkwE+X2aRmA+66RaXZ7Vpap2cwmjMJ2Fho1g2DZEqndXQN1dPZrCYqi5zZ\n9ZmzofkSHH8uLj7hWIr23kz4bRsNw90DkZzeF2ZdozoeYFUiQEUyiE+LkVYtpEw24s5KGj1z0Ux2\n9IJC0i4vmsVByjCRiGskD6XhUBcw9TroZ0qrGi2L9hJzjoCaKYvb4mK5d3F24qzaghps0ioshBBC\niFnyiY05Hh4e5oYbbuChhx5i+/btM359LZVmJBTL66c1qaSWDcrB01qag4Mx0trZx8oCWKymbFD2\nFToywbnIidfvwGz+eGFVNwyOtAyya38nBxsD2TZgk6qwZmEJW1dXM7/a+7GCn8mkUFjoZnAwfN5/\nIpbSMqG5MxDOCc59wRhT/fTbrSYqT2thHmtt9s9SN/oLqY4vVBdTHeuGQW8gQkvnCO09I/T0R+gf\njBKPpTADJpTRR7AYBg5dw4aOSVFIKxYMZeZmhFctoKfOfdzw5oPMLawdXVe4jmKHjBX+qC6mn+Xz\nldRx/kkdzw6p5/yTOs6/sTqeaZ/IDFOhUIh7772XpUuXsnXr1ry8hnkWWkMtVjMl5R5Kyj052w3D\nIDySOK2lOdPqPDwYJRJOApBKpunvCdF/RismQIHPPt5N+7RWZ4fTMuUbx1hCY8+hbnYd6KRncLw7\nY4HLypaVlWxeWYXfYzvr+Rcri1mlptRNTWnuf6CUlqZ7IDphyan+YAwDiCfTNHWN0NSVO77SYTNT\nWewcDcvubGj2zVJvADGzUqmpJ+mbbYZhkExoxGMaiXiKRFwjEdeIx8aep4hGUwwPxwmHk8Rjqcw9\npA1O/61nASoBmCT0KgqYrJlJs85SDpNZxe4wY7NbsNnN2Oxm7GPPHZlHi00lTJhAqo+uZBdt8Vb6\nUn2gwKID2zBrZ/99o5kT3Hf512RtYSGEEEKcN2Y9HLe3t3PvvfdSU1PDj3/8Y9SLcP1aRVHweO14\nvHZq6wtz9iUT2hnjmjPjnIcHo9lPlkaCcUaCcdqaBnPOtdpME8Y1+4qcRNM6rxzsYs8HPSSS42/0\n51UVsG11NWsXlWI2XXz1/HFZzCZqyzzUluV+uJFIpekZyLQ0dwYidI1OBBYYnbQtltA41TnCqc7c\n0Oyym3PXaC52UVnipuAcH2pMJXGeBbeLRSKe4sCbbRw/1EMsmsLhtLBweTmrN5x7CMZ0GIaBltLP\nGm4TcY14XCMZT42G4Nwg/GGd/aNAAwsaFi2GWYtjSSex6AnM6SRmPYHdYcVVUYK7tpKC+jqcxf5s\nEJ6sB0s4GaF5pJXm4Uaah1tpCbSTTCdzD1JAQSFY0klxd/1ZSxYp65VgLIQQQojzyqyG48OHD3P3\n3Xdz6623cv/991+UwfhcrDYzpRUFlFYU5GzXdYPwSDyntXksQMcimf6JyUSavq4QfV25rc0GBgmg\nFkgoKpWVHtauqGDx/GLsjo8ezC5VNouJunIPdWf0CEgk03QNjI9lHmttHhjJhOZIXONkxzAnO4Zz\nznM7LJOEZhcFZ1n6KhJP8dybrbx+qJtQNIXHaeGq5RXctKEO1wwEt0tdIp7iv371LkOB8d4VsWiK\n9/a203pqgM/euSobkNNpPTe4xnLDbSKeGt12+vbMoz6D3ag0DNJkWnk1yD5XzSoFHht+r51Sh05J\nYgBHfzt683HU4QFMhsbp//tNPh/ORYtxLlqGc/FiLEXFZ31N3dDpjvTSNNxK8+hXXyww6bEus5O5\n3vHu0XUF1Tx3YhetL4SwxzwTjo87QixYc/bXFkIIIYT4JMzamONAIMAtt9zCXXfdxT333JP310sn\nEgxHUhdFP/9EPJUd29zfG+ZUyyDDg1HMuoHK1MHXZjfndM0eeyzw2TF9jNZkk0nB43EQyvO47gtB\nLKGNds8O5wTnwZHElOd5nJbcwDw6nvn/eeoQnYGJ68ZWFbv47p2rJSB/THteauT9dzrOut/utGA2\nqyTiGqnkzLXcm8wqdrsZq92MxWZGBxK6QTSVZjiWYiiaImnoOeF37FEBygqd1Ja5R4cIeKi0prB0\nnCJ27BjRY0fQBgYmvKbqduNcuAjnoiWZMFxWftYPyyKpaCYEj7TRPNxK60g78fTEn2EFhUp3OXML\nRsOwt45SR/GE60ZTUX609/+QPuXB31+NWbOhmRMMlXRgmhfim1fcg9Pi/Ji1KsbI+Lb8kzrOP6nj\n2SH1nH9Sx/mXrzHHsxaO/+Vf/oUf/ehHOJ25b4a+/OUv881vfnPGX2/Pp2/D5PFQsPFqCm+8GZNr\n5tfBmk2tPSFe2t/B3qO9pE6b7GtJZQGr6grx20yjS1HFCA5kJuGZiqoqmbHNp82gPRac7Y6zh698\nd0e9mMQSWm4r8+jjUGjq0DyVDUvLuGnDHBxWE3arGbvVhKpKz4DTpdM6kVAiMzxhOEYoGGdkOJ55\nDMaIRacxU9RZKAo5Y3DHxt7a7eZJt9tsZiKpNL3DcToHMksntfeFs130J2OzmKgudVFb6skE4TI3\n1cVuzIko0ePHiB47SvTYEVI9PRPOVe12HAsWZsOwtaoaZZIeOmOtwpkW4TaaR1rpjfZPWh6X2ckc\nby1zR2eQnlNQg91sn1Z9RVNR/tT6Cm91v0M4EcNtc7C+Yh3X1W2RYDzD5I1Y/kkd55/U8eyQes4/\nqeP8u+DD8Wzb8+nbss+tlVXU3P93F1xA1tI6+473sWt/J42d4111bRYTVy4vZ+vqaqqKJ7+neCyV\nMxnY2PPhoalnaIZMy9mZM2n7i5xYbSb+8JuDOd1Rx/iLnTndUcXZReMpugKnjWkeDc7D4eS5T56E\nzWrCYTXhsJmxW804bJng7LCasNsy3zus5szz0VCdPcY2eozVjMV8YQxzMAyDWCQ5Gn7jhIIxRoYz\n4/RDw3HCI/Fz/oyfy9XXNuBwWXMno3JYsFhNZ215TWlpOgOR0XWDw5nlk/rDxBJnb332e2zUjgbg\nsTBc4negKgrpWIzYyePEjh4leuwoifa2CecrFguOhgU4Fy/GsWgx9ro5KKaJY4WjqWi2Rbh5uI2W\nkbaztgpXuMqyLcL1BbWUOks+9tAMk0nB7bURHk7Im4Q8kTdi+Sd1nH9Sx7ND6jn/pI7z76KarXq2\nJbs6GdzxLCWf/+InXZRpGQolePW9Tl59r4vhyHhgKvM72Lqmmo3LKnDap/6nszsslFd7Ka/25mxP\np3VGgvEJ45qDA9HsREDxaIqe6DA9Z4ydnbLMgSj732jjyq3zPsSdXpqcdgsN1V4azvi3GQzF+duf\nvJF7sJIGY+qZ1xPJNIlkmuBHDNdjzCYl2xrtsJ0ersdDtT0btDOPDlvm+VgYd9jM2Kwm1I8ZphJx\njZFgjFA29Mayrb+h4TjaOZZKG+N0WfH47BR47aOPDt7Y1UhyisBqd1pYtqZ6yuuORJK09YVGQ3Am\nDHcPRNHPkspNqkJFkSvbLToTiD24T+uloSeTxE81MvjKEaLHjhJvaQb9jPs0mbDPrR8dN7wY+7x5\nqJbcseu6odMT6aN5uJWmkUwY7o32TVouh9kx2j0600V6TkENDrNjynv/qKwmC/DRe00IIYQQQuTb\nJRGOAYIv/gkjlcLs92e+fH7M/kLMft+EN5efBMMwaOwc5qX9Hew/3k9az7zJVoAV84rYtraaJXMK\nP3boMJlU/KMtwWe+/lhr81hYHptJe+Qc6wGPOfh2O8fe78bptuJ0WccfXbYJ22x2s0wUdoZCjx23\nw0I4GcVc0YS5pBPFksRIWdH6q9C663FbnfzDX6wjntSIJdPEE5nHWELLPo8nNWKJ8cdYMrMvPnpc\nLJGeNMRpaYNwLEX4HF3yp8Oebckeb6E+PVTbLCYsuo6iGZBKk06k0WIpEtEUsXCC1BTh9XRWm4kC\nr2NCAPb4MrPFWyZZ0i04GOW9ve1nvebiFeXZ57pu0DsUzbYGt/WFaO8N53xodSaX3ZwdFzwWhiuK\nXBNa5g1NI3byJNFjo2H4VCOGdsZM1YqCrbYuE4YXL8bRsADVntulOZqKndYq3ErLSDvx9MRu2woK\n5a7S0e7RddR7M63C6gyubyyEEEIIcSG7ZMKxoWkEX3ph0n2qy5UJyj4/Zr8PS/a5P/uoulx5CXOJ\nVJq9R3rZtb+Dtr5wdrvLbubqFZVsWV1FqS8/LTmnUxQFh9OKw2mlosaXsy+t6QwEIjz18/3nvM7Y\nUjSTdb0+nWpSRoPzGUHabTsjWFsxXSDdfWfC+uWFvBZ9GdU5/rOgWJJYKpsx+fpZ77qNIu/0xnue\njWEYpDT9tHCtEc+G6Mxj7LQwfebj6eclU5O34MaTafRkGg1IAgkUYoBt9Mt6jonkxugYpBQF3aRg\nWEwoVhNmuxmr04LDZcXutGC3mTHZzKStJhJWM2GTgpbUiA/HswH99NbshasqeWdfB5ZJujklVYWA\nWeHnO47R3hemsz9McopW6lKfg5psa3AmDPs9tkl/Vxi6TqK9LTNm+OhRYiePYyQmtqRaK6vGw/CC\nRTnDQf7/9u48zsb6///44+zrbBi7ELITM3Y+dqW0KpQoZUl9UylMGxXCra/K8pXQpoSSn1RKQpJP\nCYkQYsY2Yxuzn5mzX78/zpkzc2ZjhGNmXvfbbW5zneW6zvtccxzneV7vxat4Sco6419OyReIzxRb\nFTZSzz9p1o3hdakXcfWqwkIIIYQQ5UGFCccqrQ7TTTfhTkvFnZqKNycncJvXZsNps+E8VXw1SaXT\n5QXmApXnwHZERJHj/YpyPi2HzbsT2bonCVu+dU1rR1vpE1ubDs2qYSii6hUKGq2aqtXDMJp0JU70\npTdo6Nq3Edk2J9lZzkK/nY685+n1KGRlOMi6yIzO4JtxO39YLhSk/deVh2q0rmY86qSsIm9Tm7PQ\n1UwAmv+rx1CpVOh1GvQ6DRGWy+s1EehpkJpNSnI2qSk5pKflkJXuIDvLgcPmvKTeBgq+2Zjt/uXI\nHIHfvh+X78H8axh5IAe49N7+ASr8Y7MNWpwuD3aPhxqoqALoUOFCIRk47fWy55djhfbXadXUjvaH\nYH8Yrh1txWQo/i1UURScp5PIPvi3b9zwoYN4swvPQq6LjsbUpKlvEq0mTdBG5H05lePO4diFw8Sn\nHyMhwzdWOMdd9GRe1S3VuDHfDNLVpCoshBBCCFEqFSYcR/bpGzTm2Gu3B4KyOzUVd1oqrtQU/3Ya\n7tQUPBkZ5H7CV1wuXOfP4TpfdJUGAJUKTXhEUIDW5dvWREZyJEPFxr/Os+dIMrnZQa1SEdM4mt4x\ntWlUO+K6DXhNWlUvsTtq8zY1adyierG3u92eQFjOsTmxFQjQudfl2Jx4vXnJ6pKr0WpVMSG6cJgO\nRTXa5XVjc9mwubKxuWxkubID2zb/9s6zf5Z4jG2nfyXKFEaEPpwIQxjh+nDC9WGYtMYr/rpxOd35\nJr3yzfSckW73jwPOwV1M1bggo0lHuL+bs++3ifBI37Y13LekmKIoON3evO7fuV3D/RXq3G7i+buG\n2/0V7txKdu5+RVWzFXzVbHu+pZlOoXAKUKGQP8ergOY3VgqqBleLMl/SrODO8+cCE2hlHzzgew8p\nIG+tYV8Y1lWJBnxV4XPZ54lP2uFfUuk4Z2znCrTOJ1AVDs8dK3wDZp1UhYUQQggh/o0KEY71NWtR\nqf/tQdepjUb01Wugr16j2P0Utxt3RnpQgC68nZI3TlBR8KSn4UlPw3Esochj6oAeah0xWjM5eith\n1aKpVb8m1ijQprhxKL4wrbGGXXchuW2nGzh+9EKxs1W36XhDiftrtRrCI02EX6SbuKIoOOxubFkO\ncvzh2WZzkuMP0bkBOtvmDEwiBr7xoaWqRhfovh0cpg3FVqMVRcHhcQaF2rywa8Pm9l2X5cy37bLh\n9JR+wiyVV42izgt7Lq+L/3fk20L306l1hOvDAoE5f3DOf51VZwlUEz0eL1kZebM8Bya+SvNtX2w5\nsFxanZrwSJMv/OYb95sbiPUlVFcDz1OlwqDTYNBpiLjovUvm8XrzuoLndhf3X87KcfHpD4eD7l8w\neirAU/e2RKe9eM8Nd1qqPwj7ftzJyYXuU9xawzluO0cyTpCQ8Kd/OaUT5LhzingUqG6u6q8I+5ZU\nqm6pKlVhIYQQQogrrFyH43+7zrFKq0VXqTK6SpWLvY+iKHhtNtyp/spzvgBtO5dM5tnzqDPTMXrz\ngpHR68LoTAdnOmQlkn30TwrGTZVWiyYyMq/6HOjSnTc2WhsZhUp77f6EBqOOex5qw+7fTnBwb946\nx01aVadNxyu3zrFKpcJo0vnWW44u+b5ut4ccmysvSOcPz7mVaf92kdXoCyVXo1EpYPDg1btw6x04\ntTnYNTYcOjtuncP/Y8etcwaF2EuhV+uw6CxYdWYsOgsWnZm9yfvxOCH6dAOiztdG6zbg1jpIjT7F\n+RpHUem8VDFVIcOZEdS91uV1ccGewgV7St4DKKB1GdA7zOgdJnQOMwaHGaMzDL3DhNqhg0sY+6tW\nq7CGG/ICcKAK7LtsMuuuqy9yNGo1FqMaSzGvxzVbE4ImHdN63bjVef+Owsy6YoOxJyuL7EN/B7pK\nO8+cLnSfotYaVlRwLjuZv9OPk3BoGwnpJzhtO1tkVdioMVIvvE6ge3T98DqyJrAQQgghxDVQbsNx\npy+Wk5blvOpri6lUKjRWKxqrFUOdOni9CnuOJLPxj1Mc8Kb6wl00GFVeutQz0bGOkWi1A3eqr+u2\nOy23Cp2GOz0tsHSL4nbjTk7GnZxM0SMMfTRh4QXGQRfcroTGdOW6W2o9Thok7yI6YSvOrGz0VjPh\nNbuh9VTHVxe/trRaDWERGsIijHi8nkCl1uaCLJcLm8uNzba0FksAACAASURBVGUn02nDlp2DLcuJ\n3ebGme3BbVfw2lVoXQbfj9P/25NvHK6iArsWtV2LHhN6IiluRTWv1o1icKM2KGhNoDerMZp1vuWE\nwkyEh5mJirASabVi1Vv9S9sEW31gHcc3eDDmhOU9R7eB6NMNCEurSt2+Gu5tdhsADreTC5mpnL2Q\nxoULmaSnZWPLcGLP9ODO8rVb5b206qJLZ8dpyMZlyMFpyMZpyEFj9mIM1xBmNeI2heHWh+HVh+E1\nhIM+DAxq1Hr9dRWML0W3VjXY9N9/6JS6j5aZR7F47Ng0Rv4Ka8CvUS3o2iqvB0ShtYZPnaTgYGrf\nWsON/OOGm2KsVx+74uJ4xkkS0g8T/9cGjqWfILuYqnA1c1XqR9zAjf5ZpKUqLIQQQggRGipFuZRp\nc8qma7nwdlaOi617ktj0RyIXMvLibKVwAz3b1KJb65qEm0ue/EjxevH4u3G7CnTd9o2D9nfjdpau\ne67KYAxUmnVRlfzhOdI/oZh/PHR4OCp1yR/IPTYbx2dOw326cLVMW6MGdeNevqwKfVGcHleg23JW\nge7Lvuuysblt2Jx5XZmLm6ioNFSosGgshCmRWLxhmDwW9C4TWpcBjUsHdi1ehwp3joIz2xtUjb5U\narUKk0WPxarHVKBL9/H4ZE4cSS1238rVLIRHmHxjgNNzSlyvNz+dQYMpTIvOCiqzB6/RgdOQTbYu\ngwxNGunudDKdmbiVSztefnqN3td9Wx9GuCGcCL1vTHS4Ie93uD4Mi858XYS+zJQ0/p7yGpE5hc9z\nmimKGx96AJJO+pZXSoi/6FrDhhsbkOxKIz7fckrFV4UN/hmk88YKWypAVVijUVGpkvWavidXNHKO\nrz45x1efnONrQ87z1Sfn+OrLPcdXWrmtHF8rx89ksnHXKbb/fRZXviVfmtaNondMbVo3rIzmIqEz\nl0qt9lV8I6Mw1i/6Poqi4M3JDq48FxwHnZaKJzMzbx+HHdeZM7jOnKHo2hWg0aCNiCi2+qyNjCJ5\n4/oigzGA+/Rpzn37FTUGPViovXaPo/C43AITUWUV2HZ5//1au1q1FovWjEVnxurvthy8HfzbqjNj\n1BovOcDljo0OnpXbEdSVO/d3wbHRtkwHtsyLj40u6MJZGxfOFp7xWKNVFxjzawzqBn0pXd4VRSHb\nnUO6I4MMZ2beb2cGGY7MoG27J6/tTo+T5JwLJOdcKPH4apXaH6LzAnNQoDb4xkiH68PQqK/eTO32\nTT8UGYwBInNSSVm8IPjKAmsNq+rV5aTzPPvTj5OQ8SvHfluJzV109/yq5irUD6/Ljf4u0jUs1a6L\nLwiEEEIIIURhEo4vg9vjZeehc2zalciRxLx1ZQw6DZ1bVqdX29rUqnJlKqgFqVQqNGYLGrMFQ61a\nxd7P63LhSUsrchbuQJBOSwOPv1Lo8eBOScGdklLsMS8mZfOPbDOeIVPrJkPjIlXtJE3twKUq3Vjc\nohg0+mJDrUVnxqo1Y9H7L2stWPUW9OqrOxY2/9joShf5e3vc3sKhuUCY9gXmi/cKuKl5NSIqmfxB\n2Dfxldny77s3q1SqwPmsSfGzjgM4PM5CITooUPt/Z7nygrxX8ZLmSCfNkQ6ZJRwcsOos/snEwov8\nnbtt0OhRvF682dl4srLw2Hw/3ixbYNuTZcPr/+2xZeE4eeKi50JfsybmJk0xNWmG7YYqHHclE59x\nnIT0jST9fqbIqrBBo6du+A2B5ZTqRdyAVXd13geEEEIIIcSVJ+G4FFIzHWz5M5EtfyaRbssLMdWi\nTPSKqU2XFjUwG6+PU6rW6VBHR/vWUC3mPorXiyczM1BxzrlwDtuFszhSknGnpqKkZ6DJsKFxuos5\nQjCdy0urtXsLXe/UqnDoVdj1ahx6FW6DDo9Jj2IyoDKZUJvNaCxWdNYwDNZwjGFRmMOjMIdXIswQ\nhllnRqe+Ps7r5cqt7IZFGEu834dztpU4S7TRrKP3HU2vdPNKzaDRU9VcharmKiXez+P1BAXndGcm\nGbm/nZlkOPzVaGcmXq8HvVvB6FAwOtPQOlLwOBRynF4Uh4Ld4SXD6cXkUDD4fxudvu0r/RXIoeE9\nibed4ljGN2TtLVypB6hqqhI0g3RNa3WpCgshhBBClGFlO3FcA4qicCQxnY27TrHr0Hk8/jGmKqBV\ng8r0jqlNs/qVUF/HkxJ5FS9ZLpuvamdPJ82RQbojnVRHOumODH81LwO7yg5V8P0AYAAM6FxerNle\nBv+QisFV/LiJ3FsKngm9W0HvVgjLzq0gu6DQ/NyFZQN2kwm1xVcp94VoCxqLBbXZgsZs9t0WuGxB\nbfHdR200XXQM9fXoYmtJN21VckX3euF1OvHYbHizsjDYsqhkyyIit4Kbr4rrtdl821nZeGxZhcf3\nXs5jq8CuV2E3qH2/9WocRo3vyxizmYa7T6NzF/86zjaoWHtiQ9B1eo2eemF1gsKwVS9VYSGEEEKI\n8kTCcTGcLg/bD5xl465TnDiXFbjebNDSrXUNeratTdWLrNd7Lbg8LtKdGaQFQm56IOymO9JJtaeT\n4czEU8qJliw6M5GGCP9POBGGCA4c+4o2+7OK3WdviwjuG/c2XnuOLxjZsvFk2/Bm2/yXbXiyswOX\nPTabrztstu82b07hEdHenBy8OTm4Kbx+bIlUKtQmf1C2+IO02ZIvXJv9YTrfZYsVjcWMymAM2QzM\nbTvdwPF/kklNKXwuoiqZLrqW9JWmuN14/F2WfcHWFui+7M23nXu91+YLvaWdNK44apMJjdWK2mL1\n/e2sVhSTEZdRh8OgJluvwqbzkqnzkqZxkqp2cAEbGc6sYsYBu7FlmYj9u/gvZw40MBFtquxfRsk3\nVrimpdpVHQcthBBCCCFCT8JxAclpOWzancjWPUnY8k2iVDvaSp/Y2nRoVg2D7up/SFYUhRx3Dqn5\ngm7+4Jvmr/rmH9N5KdQqNRH68EDojTT6A7DeF4CjjBFE6MPRFbHM0Nq+NpJPfU2V9MJBOzlCg6FP\nT1RqdWBM9MXWKC70nD0evDk5/rDlD9H+4Jw/SBcVtBVHgcmtFAWvP5hzvnTtQKNBY8qtSpvzVaV9\nl31VbEtw8LZY0ZjNqP7l0kZaj5OYU+v4x1GFpLCGuLQmdO4camYeoVF2MlpPCy5nySzF6/Wd26ws\n//nLCmx7/NveIraL+sLicqj0et+SZxaL71z5tzX+bXXutsWKxmpBbbWiMVtQaS7/35rL6w5MJJbh\nzCDdkUmqPZUtzk3US3IU+zre2czMrPbji/w3IIQQQgghyi8Jx/iC6IFjqWzcdYo9R5ID3YPVKhUx\njaPpHVObRrUjrlg1MXccZv5qb3oRld/Szths1BgC1d4IQ3hQ5dd3XQRhestlj4vs07gf8+46TJ2d\nx2h2NAezQyHboOJAAxMnY+vxVON+l3XcXCqNJrBmdGnlVji9tixfpdOWr2JdzOXc4K24CpxnjwdP\nViaerExKO2e2SqsNVKFzu4EXvFxkN3CzBbVOR8p336IkHachx2l4YRcelQaNv+qvACnffUvlAXcG\nV2tLCLm513tttkLr816W3L+RP8yq/dVcjb+yq863nfu3VFssqHUlL2N2NejUWiqboqhsigq6/r+n\nd7CqL8QeyC70Ot7ZzIzOEibBWAghhBCiAiq36xw73U6yMpwlri2W43Dz331n2LjrFGdS8rpZhpt1\ndL+5Fj3a1CIqzFCqx7W7Hf4qb1511ze2N/e6NDKcWUXOdlscFSrC9FZ/yI0MdHOOLBCAjdqSJ3u6\nErJd2fxw/Cd+O72DbHsWZqOVjjXa0a9uD8xldL1Wr8vp6wJeKEBn+QN3vgp27mX/dYHZvq8AlV7v\nC+rX4p+kSuUL6yUF2/zh1x+IQ9nl/EpZc2QdG078FLis8Sh4NHnPqe8NPbi74W0haFn5Jes9Xn1y\njq8+OcdXn5zja0PO89Un5/jqk3WOS+mhL58mTGcpMridvmBj065Eftl3GoczL9w0qBlOr5jaxDau\nik4bXF31Kl5sruxC1d3AJFdOX9fnHLe9VO3UqbVFBN28ym+UIeKqr/taGmadmbsb3sbAxrdjjTCQ\nle4o8//o1To96kg92sjIUu2nKApK7sRTuQE624bH5gvWeeOpgy/nhu+Ck09d7jhdtdFYKNiqiwu5\nuRVfs7lMTlh2JfSr24N9F/7mtO0sQFAwrmGpRr+6PULUMiGEEEIIEUrlNhwDZLpsbDjxE3vPH2B8\n27H8czybjX+c4sCx1MB9tBo17ZpWJrZlOGERXtIdZ/g56XCR43tLPamV1uwLucYIIvX5ArAxLwBb\ntOYyW4nTa3SA46L3K69UKhUqgwG1wQCVKpVqX0VR8NrtBSYrs3HmgyWFx0/nozaZqDXu2XxjdC2o\ntOX6n/EVZ9aZGd92bKAHRKbLVuwXaUIIIYQQouKoEJ+qz+ac44V1i7FfqIRKb0dXz4He7MQa5sGj\nyeFPt40/j1768fImtfJPYhU0xtfX9TnCEO4Pj0IUplKp0JhMaEwmdJXz1gq2JySQ+v26YveL6N4T\nU6ObrkUTy7Xy2ANCCCGEEEL8OxUiHAN4I5LQRyTlXQYyFMAdfD+DRh8Y15tb3Y3yT2aVe12Y3nrZ\nk1oJUZJK/W/HtncPzqTEQrfpa9aiUv/bQ9Cq8q2i94AQQgghhBA+FSYcA5g1Ziqbowqt3xuVb9t0\nDSa1EqI4GouFOpNeJOW7b8nYthVPZiaasDDCu3SjUv/b0VgsoW6iEEIIIYQQ5VKFCceKS8cb/3kF\nnfb6mNhKiOJoLBai7xtE9cGDibTqScsqedZ1IYQQQgghxL9XYfoGq9PqSjAWZY5af+3XBxZCCCGE\nEKIiqhDh2JttpXPVLqFuhhBCCCGEEEKI61S57latuPS4z9ci2tmCux6UGX6FEEIIIYQQQhSt3Ibj\nnB19CTMZ6dmqBrd1rIvFKMsqCSGEEEIIIYQoWrkNx1/OuIuszByZyEgIIYQQQgghxEWV2zHHe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master - 1 ssdmaster - 2 ssdmaster - 4 ssdmaster - 8 ssd
11.840855e+051.861903e+052.293288e+052.666411e+05
22.759050e+052.061441e+052.070840e+052.299862e+05
42.349546e+052.215424e+051.941495e+052.099849e+05
82.231026e+052.019021e+052.081641e+052.376654e+05
162.664638e+052.498411e+052.664396e+052.537072e+05
323.225429e+053.092213e+053.047890e+053.224427e+05
644.098796e+054.761059e+054.832982e+054.306121e+05
1286.138707e+057.655668e+057.340713e+055.966268e+05
2561.566698e+061.496859e+061.125673e+069.212196e+05
5124.618123e+064.263136e+062.650567e+062.253601e+06
10242.157601e+071.776379e+071.681143e+071.364138e+07
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" ], "text/plain": [ " master - 1 ssd master - 2 ssd master - 4 ssd master - 8 ssd\n", "1 1.840855e+05 1.861903e+05 2.293288e+05 2.666411e+05\n", "2 2.759050e+05 2.061441e+05 2.070840e+05 2.299862e+05\n", "4 2.349546e+05 2.215424e+05 1.941495e+05 2.099849e+05\n", "8 2.231026e+05 2.019021e+05 2.081641e+05 2.376654e+05\n", "16 2.664638e+05 2.498411e+05 2.664396e+05 2.537072e+05\n", "32 3.225429e+05 3.092213e+05 3.047890e+05 3.224427e+05\n", "64 4.098796e+05 4.761059e+05 4.832982e+05 4.306121e+05\n", "128 6.138707e+05 7.655668e+05 7.340713e+05 5.966268e+05\n", "256 1.566698e+06 1.496859e+06 1.125673e+06 9.212196e+05\n", "512 4.618123e+06 4.263136e+06 2.650567e+06 2.253601e+06\n", "1024 2.157601e+07 1.776379e+07 1.681143e+07 1.364138e+07" ] }, "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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lyQ2fg0Jn6KnAcnTz5h00GsOcXoFag4mx0iB9Q+GtnHr27MbOnfuwsHi+5dqR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10242.102366e+072.226412e+071.960291e+071.761517e+07
\n", "
" ], "text/plain": [ " project - 1 ssd project - 2 ssd project - 4 ssd project - 8 ssd\n", "1 3.272342e+05 3.677324e+05 3.510393e+05 3.542447e+05\n", "2 3.250831e+05 3.524665e+05 3.135654e+05 3.337092e+05\n", "4 3.264772e+05 3.516648e+05 3.032600e+05 3.158423e+05\n", "8 3.363377e+05 3.106888e+05 3.404672e+05 3.389576e+05\n", "16 3.092877e+05 3.416537e+05 3.317053e+05 3.688062e+05\n", "32 3.623704e+05 4.107328e+05 3.500578e+05 3.665954e+05\n", "64 3.843278e+05 4.506265e+05 4.357062e+05 3.928299e+05\n", "128 5.016611e+05 5.827716e+05 6.545003e+05 4.918687e+05\n", "256 9.202222e+05 1.002432e+06 8.444280e+05 7.417223e+05\n", "512 3.560689e+06 2.864118e+06 2.224616e+06 2.498049e+06\n", "1024 2.102366e+07 2.226412e+07 1.960291e+07 1.761517e+07" ] }, "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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4ODgQHh6e6xZHonCYmZmxZcsWLly4wJdffqn3kwghhBDC2Ap16rWiKGzcuJGZ\nM2diamrKkSNHgEe/t7OwsGDatGlcuHCBfv36sXjxYnx8fJg1axZ//fUXISEhxMXF0adPH0aOHEn7\n9u0LK2whhBBCCCGEEMVIoY4of/3114SHhxMUFKTblpKSwi+//KIrlr29venYsSObN28G4KeffmLA\ngAHY2dlRsWJFevTowY8//liYYQshhBBCCCGEKEYKtVDu0qULP/30k979Tq9fv46ZmZnuPojw6FYf\nV65cISEhgbi4OL2VA3P25ZesVSaEEEIIIYQQ4nkU6mJerq6uubalpqbm+n2YpaUl6enpuvvYWVlZ\n5dqXXyqViocPU8jOloLZUExMVDg62kieDUhybHiSY8OTHBcOybPhSY4NT3JcOCTPhic5NrycHBc0\no696bWVlRUZGht629PR0rK2tdQV0enq6bpGPnH35lanJJDtbQauVjmlokmfDkxwbnuTY8CTHhUPy\nbHiSY8OTHBcOybPhSY7/e4xeKLu5uZGVlcWdO3coW7YsAFevXqVq1ao4OjpSsmRJrl69irOzs25f\nlSpV8t1+j43DsFPb0LBMPVq7Ncdanf8iWwghhBBCCCFE8WOU20M9ztbWlpYtWzJnzhzS0tI4ffo0\nW7du5bXXXgOgU6dOhISE8PDhQ65du8aqVavo3Lnzc50jKSuF3Tf2MfdEGKlZqYa4DCGEEEIIIYQQ\nLwmjF8oAU6dORaPR0KxZMz766CNGjRpF7dq1ARg+fDgVK1akXbt2dO/ena5du9KuXbt/dZ7olBgi\nru8rwMiFEEIIIYQQQrxsCvU+ysbQdd1Avce2ahtmNZlspGheTqamKpycbImPT5bfXhiI5NjwJMeG\nJzkuHJJnw5McG57kuHBIng1Pcmx4OTkuaEViRLkwJWelkKXNMnYYQgghhBBCCCGKqGJXKNuqbVCb\nqo0dhhBCCCGEEEKIIqrYFcpOliXIVrKNHYYQQgghhBBCiCKq2BXKN5JuEXbqW9I0acYORQghhBBC\nCCFEEVQsCmU7tQ2tXmmGf9n6AJyLv8Ds44u4lxpr5MiEEEIIIYQQQhQ1ZsYOwNBWvbWQ5IQM3Spz\nFezK8cPFn7ibeo/Zx0Pp69UD9xJVjRylEEIIIYQQQjyfzCwt5mpTY4fxUnrpR5TN/7FwV5NyjRhS\nuy/WZlakaFIJifqGA7f/MFJ0QgghhBBCCJF/KelZrN97iWELDxA0Zz/DFh5g/d5LpKQb7s4+586d\npXPntgaqwGWLAAAgAElEQVRrP0eHDi05ceK4wc+THy99oZwXD6eqjPIbSilrV7KVbNZe2MQPF39C\nm601dmhCCCGEEEIIkaeU9CxmrjrBjiM3SEp9VBgnpWax48gNZq46UeDFsqIobN36E598MgSNpnjd\nYveln3r9JK7Wzoz0HczyP7/nr/iL7L91kJiUe3zo+R7WamtjhyeEEEIIIYQoJjTabOIT05953I4/\nrnM7NiXPfbdjU9iw7zLtGlR4ahtO9paYmeZvvDQ8fDm//voLPXv24fvvv3vicVlZWQQHz+Dgwd8w\nM1Pj5eXNqFHjcXBw5NixI4SGziMm5i6urqV4771etGnTHoCIiJ0sXRpGQsJDXn+9C4qSr7AKRbEt\nlAGs1VYM9O7Nj5e3sffm75x/8DfBkaEEefemlLWLscMTQgghhBBCvOQ02mzGL/mD2IRnF8rPsj/q\nDvuj7jz1GGcHS2b0b5ivYrlDh8707NmHkycjn3rcrl3buHbtKhs2bEWlUjFhwmjWr19L375BfPHF\n53z00Sc0b96SyMhjjB07goCApkRHRzNr1lSCgxfg5VWbb775msTEhOe6XkMqllOvH2dqYspb1TrR\nvXoXTFQm3EuNJfh4KOfj/zZ2aEIIIYQQQghhNM7OzqhUqmceZ25uwa1bN9mxYysPHz4kOHg+ffsG\n/W+fObt37yQy8hje3j7s2rUPGxtb9u3bQ4MG/tSt64daraZv3yCsrKwMfUn5VqxHlB/XuGwDXK2c\nWXp2JSlZqSw6tYy3qnWiWXl/Y4cmhBBCCCGEeEmZmZowo3/DfE29nvrdcVLSNU/cb2NpxqRefk9t\n43mmXudX69btSElJYfv2LSxYMJvKlaswatR4atb0ZM6cEJYtW8zkyePJyMigU6c3GDhwKHFxcbi4\n/P8sXrVaTcmSzgUa14uQQvkx1UpUYbTfUMJOr+BuSgw/XNxMdEoMb1frhKmJLLsuhBBCCCGEKHhm\npia4lnj2OklNa5dlx5EbT97vUzZf7RS0mzdv4OvrxxtvvEVCwkO+/fYbpk2bzIoVa7hz5xaffjoV\nRVE4e/Y048ePokaNmjg7O3Px4nldGxqNhgcP4gs99icp9lOv/8nZqiQjfQfjWbI6AAduHyb01DJS\nslKNHJkQQgghhBCiOGvfyI1yzjZ57ivnbEP7hm6FHNEjBw7sZ8qUCcTHx2FnZ4+VlRUODg6oVCom\nT57Azz9vBsDFxRWVSoWDgwOtWrXh2LGjHDx4AI1Gw4oV35CSkvdCZcYghXIerMwsGeD9AS0rNAXg\n4oNLfHk8hLspMUaOTAghhBBCCFFc2ViqGdujLu0aVsDOWg2AnbWadg0rMLZHXWws1UaJq2vXd6lZ\n05OePbvRpk1zzpw5xbhxk1Gr1UybNosff1xP69bNGDCgN2+99Q716jXEza0in302nZCQebRr14LY\n2PuUL/+KUeLPi0pRitIi3IYRH5+MVvvvLvNw9HHWnN+IVtFiaWpJH8/3qFXSo4Aj/G8zNVXh5GT7\nQnkWTyc5NjzJseFJjguH5NnwJMeGJzkuHJJnwzN0jrM0WtRmxfsnojk5LmgyovwMjcr4MazOAGzV\nNqRr0wk7tZy9N3+nGHy/IIQQQgghhCjCinuRbEhSKOdDFceKjPYbSlmb0igobPh7C6vPb0ST/eQV\n54QQQgghhBBC/DdJoZxPJa2cGOE7CC/nmgAcij5KSNRSkjOLzg/OhRBCCCGEEEK8OCmUn4OlmSX9\nvXrS2q0FAJceXuXL4yHcSb5r5MiEEEIIIYQQQhQUKZSfk4nKhM5V2tGrZjfMTMyIS49nTuQizsb+\nZezQhBBCCCGEEEIUACmU/6X6pesyvM4A7MxtSddm8PXpFfxyY78s8iWEEEIIIYQQ/3FSKL+ASg5u\njPYbSnnbsigo/HhpG6v+Wk+WLPIlhBBCCCGEEP9ZUii/ICfLEnziOwgfF08A/rh7nIUnl5CUmWzk\nyIQQQgghhBAvs0xtlrFDeGmZGTuAl4GFqTkfevZg+9Xd7Li2hysJ1/jyeAhB3h9QzraMscMTQggh\nhBBCvCRSs1KJuL6Pw9HHSM5KwVZtQ6My9Wjt1hxrtbWxw3tpyIhyATFRmdCxcht61+qO2sSM+PQH\nzI5cxKn7fxo7NCGEEEIIIcRLIDUrlbknwth9Yx/JWY9uU5uclcLuG/uYeyKM1KzUAj3fqVNR9OvX\nizZtmtG1a2c2b95YoO3/U4cOLTlx4rhBz5FfMqJcwPxK+eBs5cSS09+RkJnE0jPhdKrcllfdmqNS\nqYwdnhBCCCGEEKKI0WRreJCe8Mzjdl/fR3RKTJ77olNi2Hx5B69WaP7UNkpYOmBm8uwyMDExkbFj\nP+Hjj0fTqlVr/v77IsOHD6JcufLUq9fgmc//r5NC2QAq2ldgdL2PWHx6BTeSbvPTlR3cSYnhvepd\nUJuqjR2eEEIIIYQQoojQZGv4/I9g4tIfvHBbB+8c4eCdI089pqRlCT5tOOqZxXJMTDT+/o1p3bot\nAB4e1alb15ezZ0/nKpSzsrIIDp7BwYO/YWamxsvLm1GjxuPg4MixY0cIDZ1HTMxdXF1L8d57vWjT\npj0AERE7Wbo0jISEh7z+eheK0g2EZOq1gThaOPBx3YHUdfUG4FjMCRacXExCRpKRIxNCCCGEEEKI\np6tWzYNJk6bqHicmJnLqVBRVq1bLdeyuXdu4du0qGzZsZd26zaSlpbN+/VoAvvjic3r37sfOnfsY\nNmwks2fPJCUlmUuX/mbWrKmMGzeJbdt+QaVSkZj47FH1wiIjygZkbmpOn1rvUcamFNuu7uZq4g2C\nj4cwwLsXr9iVM3Z4QgghhBBCCCMzMzHj04aj8jX1+svjC0nVpD1xv7WZNaP9hj61jfxOvX5ccnIy\nY8Z8jIdHDRo3bpprv7m5Bbdu3WTHjq34+zchOHg+JiYm/9tnzu7dO7Gzs8fb24ddu/ZhYmLCvn17\naNDAn7p1/QDo2zeITZt+eK64DElGlA1MpVLRvtKrfOjZA7WJmgcZD5kb+RUn750xdmhCCCGEEEKI\nIsDMxAwX65LP/Ne47NN/G9y4bP1ntvG8RfKdO7cJCuqDvb09M2Z8qSuAH9e6dTv69RvIjh0/8847\nnfnwwx6cO3cWgDlzQrCwsGTy5PG0b9+SRYsWoNFoiIuLw8XFRdeGWq2mZEnn54rNkKRQLiR1Xb35\nxHcgjhYOZGZn8c3Zley4+gtKUZqIL4QQQgghhCiyWrs1p4xNqTz3lbEpRWu35gV6vgsXztO//wc0\naNCQL76Yg4WFZZ7H3bx5A19fP5YuDWfLll3Url2XadMmk5mZyZ07t/j006n8/HMEc+eGEBGxg337\n9uDs7Mzdu9G6NjQaDQ8exBdo/C9CCuVCVMGuPKP9huJm/woAW69G8O2fq+VG4UIIIYQQQohnslZb\n80ndgbxaoTm2ahsAbNU2vFqhOZ/UHVig91GOj49jxIihdOv2HkOHfpLnSHKOAwf2M2XKBOLj47Cz\ns8fKygoHBwdUKhWTJ0/g5583A+Di4opKpcLBwYFWrdpw7NhRDh48gEajYcWKb0hJSSmw+F+USikG\nQ5rx8clotUXnMjO1WXx/fj3HY6IAcLN7hf7ePXG0cDByZP+OqakKJyfbIpfnl4nk2PAkx4YnOS4c\nkmfDkxwbnuS4cEieDc/QOc7SZhnsrjrh4ctZsuQrrKys9La/9VY3BgwYrLdNo9Ewf34w+/b9SkZG\nBh4e1Rk9egIVKrhx4sRxQkPncfPmTaytrenSpSs9e/YB4MCBfSxatJC4uPu0bNmaqKgTjB49Qfe7\n5fzIyXFBk0LZSBRFYdf1vfx8ZScADub2DPDupRtt/i+RD1nDkxwbnuTY8CTHhUPybHiSY8OTHBcO\nybPhSY4Nz1CFsky9NhKVSkXbioH08+qJuYmahMxE5p0II/J/o8xCCCGEEEIIIYxDCmUj83Hx5BPf\nwZSwcCQrW8PyP1ez9UoE2Uq2sUMTQgghhBBCiGJJCuUi4BW7soyuN5RK9m4A7Lj2C8vPfk+mNtPI\nkQkhhBBCCCFE8SOFchFhb27HsLoDaFDaF4CT988w90QYD9IfGjkyIYQQQgghhChepFAuQtQmZrxf\noyuvV2mPChU3k27z5fEQribcMHZoQgghhBBCCFFsSKFcxKhUKl51a84A715YmJqTmJnE/JNfc+zu\nSWOHJoQQQgghhBDFghTKRZSXc01G+A6mpGUJNNkaVpxbw5bLO2WRLyGEEEIIIYQwMCmUi7BytmUY\n5TeUKg6VANh1/Ve+ObuKdE2GkSMTQgghhBBCGFt2piz+ayhSKBdxdua2fFSnH43K1APg1P2zzD3x\nFXFpD4wcmRBCCCGEEKKwaVNSuL/hBy5/PJRLg/pz+eOh3N/wA9qUFIOdMz4+jo4dX+XgwQMGO0dq\naioBAX5ER98x2DmehxTK/wFmJma8V/0t3qzaERUqbidHE3w8hCsJ14wdmhBCCCGEEKKQaFNSuDlr\nBg92bkeblPRoW1ISD3Zu5+asGQYrlmfOnEpiYoJB2i6qzIwdgMgflUpFywpNKWXtwrd/riEpK5kF\nJxbTvfpbNCjja+zwhBBCCCGEEP+SotGQFR//zOPid24n887tPPdl3rnN/Y3rcWrb/qltqJ2cUJnl\nvwzcvHkDlpZWuLqWeuIxSUlJzJgxhaiok1hbW1OvXgM+/ng0FhYWRETsZPnyxTx8+JDy5V+hf/9B\n1K/fEIB1675n9eqVZGVl0bXru/mOqTAUmUL5xIkTTJs2jWvXruHi4sKQIUN47bXXSEhIYPz48fzx\nxx/Y2dkxePBg3n77bWOHazSezjUY6TeYr099S2x6POF/rSM6JYZOVdpiopIJAkIIIYQQQvyXKBoN\nVyeORRMb+8JtJf62j8Tf9j31GDNnZypNm5mvYvnGjeusXfs9S5asoE+fHk88bu3aVZiYmLBlyy7S\n0tIYNiyI3bt30KpVW7744jPCwpZTvXoNtm3bwqxZ09iw4WcOHz7IypXfMn9+GOXLv8KXX05/3ss1\nqCJRWWm1WgYPHkz//v05ceIE06dPZ+zYsdy6dYtJkyZhbW3NoUOHWLhwIbNnzyYqKsrYIRtVGZtS\njKo3lGqOlQHYfWMfS858R7om3ciRCSGEEEIIIV4GGo2GqVM/ZdiwkdjbOzz1WHNzcy5cOM8vv+xC\no8li2bJVdOz4um7fli2bOHv2NG3atGfDhp9RqVTs2RNBmzbtqVq1GpaWlgwcOLQwLivfisSIcmJi\nIvHx8Wi1WhRFQaVSoVarMTU15ZdffmHXrl1YWFjg7e1Nx44d2bx5Mz4+Pvlu38REZcDojcPB1JZh\nvv1Yd34zB24f4UzsX8w58RWDfHrjbOVUqLHk5PdlzHNRITk2PMmx4UmOC4fk2fAkx4YnOS4ckmfD\ny1eOTdVU/WIWWfFxz2zv6uefkf2U3yGb2NhQ6dPJT21D7VQyX6PJy5cvw93dg4CAgP9v3wRMTXNf\nS69evTExUbFmzUq++OJzvL19GD9+Eq+8UoFFixbz7bfLGDFiKGZmZnTv/j49e/bmwYM43N3dde2V\nLl0KU1NTTE1VeZ7jiddsoP6rUhRFMUjLz+mzzz5j9erVmJqakp2dzfTp06lRowbdunXj9OnTuuNW\nrVpFREQE4eHhRoy26FAUhZ1/72NF1HoURcHOwpaRjftTw6WasUMTQgghhBBCFKBr363k9qbNT9xf\n7s3Xqdjr/QI5V9u2bbl//z4q1aNCNDk5GSsrKwYOHEj//v31jj1//jz29vaULVuWmJgYZsyYQXJy\nMgsWLODcuXPUr18fjUbDoUOHGDx4MCtXrmTt2rXY2toyceJEAOLi4vD392fPnj2UL1++QK7hRRSJ\nEeXs7GwsLS1ZsGABgYGBHDp0iBEjRhAWFoalpaXesZaWlqSnP98U44cPU8jOLhLfBxhEA+d62NWx\nZ+npVSRlJPP53gV0r/EmjcvVL5Tzm5iocHS0eenzbEySY8OTHBue5LhwSJ4NT3JseJLjwiF5NryC\nzrFNYGssjhwj43buBb0sypXDJrA18fHJL3wegNWrN+g9fuONjowYMZqAgKa5zhEe/j137txm6tQZ\nmJtboFKZYm1ty5079/nww77MmjWbhg39sbCwBVSAmhYtWjNu3EiaNWtJ1aruBAfPBCAhIRVr6/xf\nQ06OC1qRKJQjIiI4ffo0Y8aMAaB58+Y0b96ckJAQMjIy9I5NT0/H2to6321nZGnJzlbQal/uN7+H\nozujfIfw9ekV3EuLZeW59dxOussbVTsU2iJfxSHPxiY5NjzJseFJjguH5NnwJMeGJzkuHJJnwyuw\nHFtaU370eOJ3bCPx4AG0SUmY2tlh37gJTu06gKW1QV/L7GzybL9fv0F8+eV03nyzExqNhjp16jJm\nzERKlCjJpEmfMX/+HO7dG42jYwk++WQ05cpVoFy5CgwePJzx48eQmprCm292xdzcHK22aPTHIlEo\nR0dHk5mZqbfNzMyMWrVqERkZyZ07dyhbtiwAV69epWrVqvlu+62xW7GzVhPgVYb2jdywsVQXaOxF\nSSkbV0b6DWHZ2VVceHCJX28e4G7KPfp4dsfKzMrY4QkhhBBCCCFekKmNDS5vdcXlra5kZ2ViojYv\nlPNu2PDzE/fZ2try+edf5LmvRYtWtGjRKs99nTq9QadOb+ge9+8/6MWCLEBFYtVrf39//vrrLzZu\n3IiiKBw9epTdu3fToUMHWrZsyZw5c0hLS+P06dNs3bqV11577bnaT0rNYseRG8xcdYKU9CwDXUXR\nYKO2ZnDtD2lazh+Ac/EXmH18EfdTn704gBBCCCGEEOK/o7CK5OKoSBTKHh4eLFy4kPDwcHx9ffn8\n88+ZNWsWXl5eTJ06FY1GQ7Nmzfjoo48YNWoUtWvX/lfnuR2bwvY/rhdw9EWPqYkp73i8zjvub2Ci\nMuFu6j2Cj4dw8cFlY4cmhBBCCCGEEEVekZh6DRAYGEhgYGCu7Y6OjixYsKDAzvP76Wjebp7/qdv/\nZU3LN6KUtQvfnF1JiiaVkKilvOP+OgHlGho7NCGEEEIIIYQosorEiHJhSkrNIkujNXYYhcbDqSqj\n/IZQytqFbCWbNRc28cPFn9BmF58cCCGEEEIIIcTzKHaFsp21GrWZqbHDKFSu1i6M9B1CDSd3APbf\nOshXp5aTmpVq5MiEEEIIIYQQougpdoVygHcZY4dgFNZqKwZ696ZF+QAAzj/4m+DIUGJS7xs5MiGE\nEEIIIYQoWopVoWxlYUr7hm7GDsNoTE1Mecu9E909umCiMuFeaizBx0M5H/+3sUMTQgghhBBCiCKj\nWBTKluaPplqnZWiJfZhu5GiMr3G5Bnzk0w8btTVpmjQWnVrG/luHjB2WEEIIIYQQQhQJL32hvHFm\nR74a0ZRSTtaPHu+XWyQBVCtRhdF+QyltU4psJZsfLm5m7YUfZZEvIYQQQggh/iM0WfK3u6G89IWy\nudoUUxMT3mxaGYCzV+P56/oDI0dVNDhblWSk72BqlawOwIHbhwk9tYwUWeRLCCGEEEKIIikjPYvD\ney/z7cKDLJ1zgG8XHuTw3stkpGcV+LnOnDnFhx++T+vWzXj33TeJiNhZ4Od4XIcOLTlx4rhBz5Ff\nL32hnMPPwwW30nbAo1FlRVGMHFHRYGVmSZD3B7R8pSkAFx9cIvh4CHdT7hk5MiGEEEIIIcTjMtKz\n+HHVSaKO3CQ99VFhnJ6aRdSRm/y46mSBFstarZZx40bSo0cvIiL2M3bsJKZPn0x09J0CO0dRZmbs\nAAqLSqXireZVmLM2iit3EjlxMRZfDxdjh1UkmKhMeLNaR8rYlGLNhU3cT4tjdmQovWu9R62SHsYO\nTwghhBBCiJeaVptNcmLGM487+ccNHsTmPfvzQWwqf+y7gk+DCk9tw9beAlPTZ4+XJicn8fDhA7Ra\nLYqioFKpUKvVmJjkfm5WVhbBwTM4ePA3zMzUeHl5M2rUeBwcHDl27AihofOIibmLq2sp3nuvF23a\ntAcgImInS5eGkZDwkNdf70JRGsssNoUyQK2KTtSsWIJz1x6w6bfL+FQriWkeL3Rx1ahsPVysnVl6\nJpzkrBTCTi2nS7XXaF6+MSqVytjhCSGEEEII8dLRarNZs+QoSQkvvujwuahozkVFP/UYOwdL3u1f\n/5nFsoODI2+88TZTpkxg6tRPyc7OZuzYSZQqVTrXsbt2bePatats2LAVlUrFhAmjWb9+LX37BvHF\nF5/z0Uef0Lx5SyIjjzF27AgCApoSHR3NrFlTCQ5egJdXbb755msSExNe6PoLUrGrErs0qwJAdFwq\nh87eNXI0RU9Vx0qM9htKWZvSKChs+HsLq89vRJOtMXZoQgghhBBCiEKSnZ2NpaUlU6fO5JdffmfW\nrHksXDiHv/++mOtYc3MLbt26yY4dW3n48CHBwfPp2zfof/vM2b17J5GRx/D29mHXrn3Y2Niyb98e\nGjTwp25dP9RqNX37BmFlZVXYl/lExWpEGaBSGXv8PFw4fuE+P/1+lYY1S6E2MzV2WEVKSSsnRvgO\nYsW5tZyJPceh6KPcT4ulr+f72JrbGDs8IYQQQgghXhqmpia8279+vqZeb/wukoz0Jw9gWVia0aWX\n71PbyO/U6/37f+XcubMMHjwMAH//APz9m7Bz5zaqVXPXO7Z163akpKSwffsWFiyYTeXKVRg1ajw1\na3oyZ04Iy5YtZvLk8WRkZNCp0xsMHDiUuLg4XFz+/6ewarWakiWdnxlXYSl2I8oAbzStjIlKRXxi\nBr+euG3scIokSzNL+nv1pLVbCwD+fniFL4+HcCdZRuGFEEIIIYQoSKamJjiUsHrmvxq1yzy1nZo+\nZZ7ZRn6KZICYmLtkZmb+I05TTE1zDzLevHkDX18/li4NZ8uWXdSuXZdp0yaTmZnJnTu3+PTTqfz8\ncwRz54YQEbGDffv24OzszN27/z9NXKPR8OBBfL5iKwzFslAuU9KGAO9HnWzroWukPuVbmeLMRGVC\n5yrt6FnjHcxUpsSlxzMnchFnY/8ydmhCCCGEEEIUO3UbVaCEs3We+0o4W1On4dMX8noe9eo15NKl\ni2zbtgVFUTh5MpLffttHYGCrXMceOLCfKVMmEB8fh52dPVZWVjg4OKBSqZg8eQI//7wZABcXV1Qq\nFQ4ODrRq1YZjx45y8OABNBoNK1Z8Q0pKSoHF/6JMp0yZMsXYQRhaWlpmrhXU3ErbsffkbdIztZiY\nqKjhVsI4wf0HlLcri4dTNc7G/kWqJo3ImFOYm5pTyd4NlUqFiYkKUzVkZmiL1Ep1LxMTExVWVuZ5\n9mVRMCTHhic5LhySZ8OTHBue5LhwSJ4Nr6BzbGZmSrWargA8jE9Dk5WNpbUaL99ytGhfHQtL9Yuf\n5H+cnJyoWtWdVatWEBYWwpkzUQwfPgo/v/q5jq1RoxaXL19i3rxgVqxYhlarZezYSTg5OVGjRi3C\nw5exaNECdu3azltvvUP79q/h6OhI5cpVCA1dwNKlX1G6dBlSU1Np3LgpZcqUzXecOTkuaCqlGNxQ\nOD4+Ga0292Wu33uJHUduYK42YVaQPw42BZ/gl0l8+gMWn/6OW8mP7p3mV8oHe3N7jt2NJCkrBTu1\nDQ3L1KO1W3Os1Xl/0yX+HVNTFU5Otk/sy+LFSY4NT3JcOCTPhic5NjzJceGQPBueoXOs0WgxK+br\nLeXkuKAVy6nXOdo1dMPawozMrGx+PnjV2OEUeU6WJfjEdxC1XTwBOB4Txa83fyMp69EUiaSsFHbf\n2MfcE2GkZuV9fzchhBBCCCFEwSjuRbIhFetC2dZKTbv/zePfH3WHew/TjBxR0Wdhak5fzx5Usnd7\n4jHRKTFEXN9XeEEJIYQQQgghRAEq1oUyQCu/V3CwNUebrbD5tyvGDuc/wURlwv202Kceczj6WCFF\nI4QQQgghhBAFq9gXyhZqUzo3rgTAH+diuBGTZOSIir5MbRbJWU9fkS45K4VDt4+Sqc186nFCCCGE\nEEIIUdQU+0IZIMC7DK4lrADYJKPKz2RuqsZWbfPM476/sIFxv09jzfmNXEu8QTFYN04IIYQQQgjx\nEpBCGTAzNeHNppUBOH05jgs3Hhg5oqKvUZl6T93vYlUSE5UJ6dp0fr9zhODjoUw/Opc9N34jKTO5\nkKIUQgghhBBCiOcnhfL/+FV3xa2UHQAb9l+W0c9naO3WnDI2pfLcV8amFKP9hjLNfwKvV2lPKWsX\n4NEiX5subWX8wWksPRPO2di/0GZrCzNsIYQQQgghhHgm0ylTpkwxdhCGlp8bfKtUKpwdLTn8ZwwP\nkjJwK2VHmZLPnl5cXKlN1fiV8gHgfup9MrOzsFPb0Kx8Y3rUeBtrtTWWZhZUcaxI03L+1Cjpjgq4\nlxaLJlvD3dR7HI+J4tCdoyRnpVLC0jFf07mLq4K+Wb3ITXJseJLjwiF5NjzJseFJjguH5NnwJMeG\nl5PjgmZW4C3+h9Wq6EQNtxL8df0BG3+7Qu2qzpiYqIwdVpFlrbbm9art6eLRAVsHC5ITMvK8kbpK\npaKyQ0UqO1SkS7VOnLx/hsN3jnE54SoJmUlEXN9LxPW9VHGoRKOy9ajj4oWlmYURrkgIIYQQQggh\npFDWo1Kp6NKsCtPCj3MnNoXDf96lsVcZY4f1n2BuqgYynnmcpZkFjcr40aiMHzGp9/kj+jhHoo+T\nkJnE5YSrXE64yvqLm/F1rU2jsvWoZO+GSiVfVgghhBBCCCEKjxTK/1C5rD2+7i5EXrzP5gNXqF/D\nFbWZqbHDeimVsnahc5V2dKzUmr/iL3I4+hinY8+Roc3kUPQxDkUfo5S1K43K+FG/tC8OFnbGDlkI\nIYQQQghRDEihnIc3m1XmxN/3iUvMYO/JO7Su94qxQ3qpmZqY4ulcA0/nGiRlJnPs7gkORR8jOiWG\nmNR7bL68nS1XdlKrZHUalamHZ8nqmJrIlxdCCCGEEEIIw8h3obxz506WLFnC1atX0Wg0VKxYkZ49\ne8B//BUAACAASURBVPL2228bMj6jKFPShgCvMhw4Hc3WQ9do4l0GKwv5TqEw2JnbElihKS1eacL1\npJscvnOM4zGnSNemcyb2HGdiz2GntqV+mbr4l6lH6SesvC2EEEIIIYQQ/1a+qr+1a9cyc+ZMevTo\nwZAhQ8jOziYyMpIZM2YAvJTFcueAShz+M4bktCx2Hb3B600qGzukYkWlUlHRvgIV7SvQpdprRN0/\ny+E7x7j48DJJWcnsufEbe278RiV7NxqV9aOua22szCyNHbYQQgghhBDiJZCvQnnZsmVMmjSJLl26\n6La1atWKKlWqsGzZspeyUHayt6SVb3l2Hr3BrqM3CaxbHnubgl92XDybuak59UvXpX7putxPjeOP\nu8f5I/o4DzMSuJp4nauJ19lwcQt1XL1pVKYeVR0ryQJgQgghhBBCiH/NJD8H3b9/Hz8/v1zb69Wr\nx+3btws8qKKifSM3rCxMycjS8vOha8YORwAu1v/H3n3HV1nej/9/nT2y9w6ZECCsQBCCKKCAiChV\nq6229tPW1erXfqqfasVatc4O/bWufqq19qN2aId1MFwgK+wVVoCQPc7JPknOHvfvjwMZkpCQnDuD\nXM/HgwfJfe5xnTe3t+d9rvd1XVGsyljOkwUPc8+M75MXOx21QoXL52aXaR+/PfC/PLHzV3xSvpFW\np2WkmysIgiAIgiAIwhg0oEQ5OzubL7744pztn332GRMmTAh4o0aLYIOGFZf439+XB2poaLWPcIuE\ns5QKJVOiJvH93G/x9KU/48bsa0kK9i/l1WBv4sPSDfxs+zO8euhPHKg/jMfnGeEWC4IgCIIgCIIw\nVgyo9PpHP/oRd999NwcPHmT69OkAHDp0iE2bNvHb3/5W1gaOtKVzUvh8XzVtVhf/2VrKHaumjnST\nhK8I1gSxOOVSFiUvoKqjhh21e9ljPoDdY+doUzFHm4oJ1gQxNz6P+Qn5JAbHj3STBUEQBEEQBEEY\nxVSPP/744/3tlJqaSn5+PkVFRRQWFlJWVkZ0dDTPPvssl1xyyTA0c2jsdheSNLhj1SolWo2SotNN\n1DRYyZsYQ5gYq9yDUqnAYNAOKc6BoFAoCNOFkhudw+LkS0kIjsfhcdDkaMHlc1HWVsnWmh0cbSzG\nh48YQzQalWbkGnwBRkuML2ZKpQKtUsLp9okYy0Tcx8NDxFl+IsbyEzEeHiLO8hMxlt/ZGAeaQpIu\n/n+y5uYOvN7Bv02P18fPXt9FfaudGZlR/OjrMwLYurFPpVIQGRk85DjLpcnezE7TPnbW7aXZ0dK5\nXaNUMzNmOgWJc8gKz0CpGNBIhBEx2mM8lnmtVprXr6Vt+1a87e2oQkIIXbCQyBUrUQUFjXTzLiri\nPh4eIs7yEzGWn4jx8BBxlp+IsfzOxjjQ+iy9fuCBB3jiiScIDg7mgQceOO9Jnn/++YA3bDRRq5Ss\nviyd1z48xqHTTZysamViSvhIN0sYoChDJCvTl7Ii7QpOtpxmR90eDjYcwe3zsMe8nz3m/UTpI5mf\nMIdLEmYTqY8Y6SYLw8RrtVL1y2dw1XZNSuhtb6dlwzqsRYdIeWiNSJYFQRAEQRDGoT4TZa1W2+vP\n49XcyXFs2FlJZX0H/9x8modvzRNLEI0xSoWSnMhsciKzsblt7DUfZEfdHirba2hyNPNx2aesLfuM\nnMhs5ifMYXpMLhrlgIbxC2NU8/q1PZLk7ly1NTSvX0vMjTcNc6sEQRAEQRCEkdZnFuDxeHC73QBc\nf/31zJw5E41mbIznlINSoeCGRZn8f+8doqTawqGSJmZmR490s4RBMmqMXJZcwGXJBVS317Kzbi+7\nTfuxemwcbz7J8eaTBKmNzImfxfyEfFJCEke6yYIM2rZtOf/r27eKRFkQBEEQBGEc6jNR/uSTT/j+\n979PREQEt912G9u3bycyMnI42zbq5KZHMiklnBNVrfxry2mmZ0ahVIpe5bEuOSSRG0Ou5bqsqznc\neIwdtXs43nwSq8fG5urtbK7eTkpwIvMS88mPm0WQxjjSTRYGydvRgb3klP/PqZN4OzrOv397Oz63\nC6VGVNUIgiAIgiCMJ30myvn5+dx8881ERUUhSRI33HADSmXvkx31tsbyxUihUHDjokyefnsfNQ1W\ndh4zUZCbMNLNEgJEo1STFzudvNjptDha2WXax47aPTQ6mqnqqKXq5Ae8X7KWGdFTmZ+Yz6SIrFE9\nAdh4J0kSbrO5MzF2lJzCZaq7oHOoQkJEkiwIgiAIgjAO9Zkov/zyy2zatIm2tjYef/xxbr31VoKD\nAz+b2FiTmRTGrOxoDpxq5P0tZeTnxKFRi2TpYhOhD+eqtCtYNmExJa1l7Kjbw4H6w7h9bvbVH2Jf\n/SEidOHMS5jDvIQ5RBvGd7XFaOBzu3FWlHclxqdL8La3n7ujQoEuOQV9VjaepiasRQf7PGfogoUy\ntlgQBEEQBEEYrfpMlA0GA1dffTUAjY2N3HrrrRgMhmFr2Gh2/eWZHCxppKnNwZcHa1g6J2WkmyTI\nRKlQMjEik4kRmdw08Tr2mQ+xo24v5W2VtDhbWV/+OevLP2diRBYFCfnMiMlFO0bWZh7rvO3t2E+X\ndCbGzvIyJI/nnP0UOj2GjEz0WVkYsrLRZ2SiOvMs623W6+6MOZNlfQ+CIAiCIAjC6CTWUR6kP609\nzrbDdYQYNTx313wMuvE7O/J4XB+utsPEjro97Dbtp8Nt7dxuUOuZEzeL+QlzSA1JDtjM6OMxxt35\ny6hNXeOLS07hNpl63VcdGelPiLOyMWRlo0tKRqFS9Xnuc9ZRDg5G8nrx2e2owsJI/dnjaCLEkmGB\nMN7v4+Ei4iw/EWP5iRgPDxFn+YkYy0+udZRFojxITRYHD7+2E4/Xx3WXpnPdpekBPf9YMp4fAB6f\nhyNNxeyo3cPRpmIkut5/YlA88xPzmRuXR7B2aGvxjrcY+9wunOUV/qT49CkcJSV4O/ooo05JxZCV\n1ZkYayKjBnVNlUpBeLCW1g4XtspqKp95EsnpQJeWTsqDD6MUy+QN2Xi7j0eKiLP8RIzlJ2I8PESc\n5SdiLD+5EuXx2w06RFFhepbkJfHpnio27K5kcV4SoUbxQXq8USvVzIzJZWZMLq1OC7vr9rOjbg/1\n9kZqrSb+deoj/lOyjunRU5ifmM/kyIliArBeeNrbcJR0K6OuKO+1jFqp16PPyOzqMc7IQKkP3JAQ\nfzLsQpeURMIdd1H7yos4y8sw/9+fiL/9LrF2uiAIgiAIwjgxoES5ublZ9qWhTCYTjz32GHv27CE4\nOJjbb7+d2267DYvFwpo1a9i5cychISHcc889fP3rX5e1LQO1cv4EthbVYnd6+biwnFuunDjSTRJG\nULgujGVpi1k6YRGnLeXsqNvD/voiXF4XBxoOc6DhMOG6MC6Jn828hDnEGsfnOtySJOE21Z1Jiv3J\nsdvcVxl1FIas7M4eY11yCoo+Zt8PtOCZs4i67ms0/efftO/aiS45lcgVVw/LtQVBEARBEISRNaBE\neeHChSxYsIBVq1Zx5ZVXBnxSL0mS+OEPf8gll1zCyy+/THl5Obfeeiu5ubn8+c9/xmg0UlhYyIkT\nJ7jjjjvIzs5m5syZAW3DYIQYtVw1N5X3t5bx5YEals1JITpcTHg23ikUCrLC08kKT+fr2deyv/4w\nO+p2U2qpoNVp4ZOKjXxSsZHs8AzmJ+QzM3YaOtXFW43gL6Pumo3afroEX2/rFyuV6JJTziTG/h5j\nzQiv3R65chXO6mo69u6m8d//QJuURPD0GSPaJkEQBEEQBEF+AxqjfPLkSdauXcu6detobGxkyZIl\nrFq1ioULF6I6zyQ5A3Xw4EHuvfdeNm/e3Hm+0tJSdDodS5cu5ZNPPiElxT+z9JNPPonX6+Xxxx8f\n8PlbW634fPKMCXC4PPzk1ULarG4WTIvnzmunynKd0UypVBAeHiRrnC8GJms9hbV72Fm7lzZXV6Ko\nV+mYEz+TgsR80sNSey3vVSoVGIM12Drcoz7GnrY27CWnsJ06hf3UKRznKaM2ZGZhyM7GmJ2NISMT\npV4/Ai0+054+7mOf00n5M0/jrKxAaTCQ9rOfo0tMHLF2jmXiWTE8RJzlJ2IsPxHj4SHiLD8RY/md\njXGgXfBkXkVFRaxfv56NGzdisVhYsWIF1157LbNmzRp0I/7yl7/w+eefM2nSJD766COCg4O5++67\nmTRpEt/4xjcoKirq3Pedd97h008/5a233hr09QLt422l/OH9wygU8NIDi5mQEDrSTRJGMY/Py8G6\no2wqK2R/7WG8kq/zteTQBBanF7AwbS7h+lA6XFb+c/xTviwrpM3ZQagumEXpBayevGzIE4QFguTz\nYa+uoa24mPbjxbQdL8ZR13sZtS42ltDJOYRMnkTo5ByMKSnnnY16NHE2NHDogYdwWyzoExOY8evn\nUIt15QVBEARBEC5aFzyZV1ZWFlOnTsVsNvPFF1+wY8cO1q9fT2xsLM888wy5ubkX3AiLxcKuXbuY\nN28emzZt4siRI9x+++289tpr6L/Sw6TX63E4HBd0frm/wZk7KZp/h+tpaHXwxgeH+e+bxldppvim\n7MJlGDLImJLB1zPb2Vm3j8LaPZis9VS31fH2oX/xl6L3mRw5kTqriWZHa+dxbc4OPiz+lL1Vh3gg\n/4cEaYzD2m6fy4WjrNTfW3xmjLHXaj13R6USfeqErt7irOweSyw5AafFPnwNH4Dz3scqA4k/vJeK\nXz2Ho7aOI8/+hpQf3z9s46UvFuJZMTxEnOUnYiw/EePhIeIsPxFj+cnVozygRNnpdLJp0ybWrVvH\nli1bCA0NZeXKlfz1r39l6tSpuN1unnjiCe677z42btx4wY3QarWEhYVx1113AZCXl8fy5ct58cUX\ncTqdPfZ1OBwYjReWHPh8kqzTsStQsHphBq9/dIwDpxoprmghOzlctuuNVnLH+WIUpA7mipTLWZJ8\nGeVtleyo28M+8yEcXidHm4r7PK7WamZD6SZWZ8k7uZTHYsFecgrH2WWaKirA6z1nP6XBgD4zq2t8\ncXoGSp2uxz5j5d7o6z7WZWYTe+u3qX/rz1iPHMb87rvE3PSNEWjh2CeeFcNDxFl+IsbyEzEeHiLO\n8hMxHnsGlCjPmzcPlUrF0qVLefXVV5k/f36PcZQajYbLLruMAwcODKoR6enpeL1evF5v5xhlr9fL\nlClT2Lt3L7W1tSSeGRNYVlZGVlbWoK4jp0umxLF+ZyXVDR3888vT/PTWPLGUjDBgCoWC9LAJpIdN\n4IbsazlQX8Rfiv+Jr1tZ9ldtqt6GQa0nzhhDrDGGGGM0GuXgV3yTfD5cdXVdiXHJKdwN9b3uq4mO\nQZ/VlRhrE5PGRe9q+GWLcFVX0brxC1o+3YAuOYXQggUj3SxBEARBEAQhwAb0qfqZZ55hyZIl6L7S\nQ9TdsmXLWLZs2aAasWDBAvR6PS+//DL33HMPRUVFfPbZZ7z55pvU1NTw/PPP89RTT3Hq1Ck+/vhj\nXnvttUFdR05KhYIbF2Xw238UcaraQtHpJmZkjc/lf4Sh0am05MXO4O3j7513P4/Pw4elGzp/V6Ag\nSh9BbFAMcUb/n1hDDHFBMYRpQ8/54sbndOIoL+vWY3wan62XMmqVCl1KamdSbMjKRh0+/iomzoq5\n6Zs4a2uxFx/H/NabaOLjMWRkjnSzBEEQBEEQhAAaUKK8YsUKLBYL7777LqdPn0ar1ZKZmcnq1avP\nGUM8GHq9nrfffptf/OIXFBQUEBwczM9+9jNmzpzJk08+yWOPPcbll1+O0WjkJz/5CTNmjM4xwNMy\nopiYHMbJagv/2nyaaZlRKEWvsjAIWpWGYE0QHe5eEtcz1AoV0cZoGm2NeCQvEhKNjmYaHc0cazrR\nY1+dSksK4WS2qIirdxJa24KqtgF85/ZY+8uo/WsX91VGPZ4p1GoS776HyqeewN3YQO0rL5H6s8d6\njMEWBEEQBEEQxrYBzXq9a9cufvjDHxIREcHkyZPx+XwcO3YMt9vNH//4R3JycoajrYPW3NwxbGMC\nSqotPPPOPgDuWDWF+VPjh+W6I0mlUhAZGTyscR4P/lOyjs8qv+z8XeWR8Kq7vnhZmrqI1VlX4/V5\naXa0YrbVU29rwGxrwGytx1VbQ0ithcQGNwmNLsI7ei/jbg/R0JYYjjc1EV1WJpGpE4kLjiVSH45S\ncfGXU591ofexs6aaymeeQnI60KWlk/Lgwyi1F+962IEgnhXDQ8RZfiLG8hMxHh4izvITMZbf2RgH\n2oB6lJ9++mmuv/561qxZ01m+eXYt48cee4x333034A0bq7KSw5iZFc3Bkkbe31JKfk4satX4STaE\nwFk2YREnao+QsqecKaV2jE4Jm07BsQwDVflpLJuwCACVUkWUKpigxnoSSlqxl1TgKC3BZ7Odc06f\nUkFrlIGqKAXV0SpqYzTYDGeXaKoDSx0c3gaAWqkm1hBNrLFbKfeZv40awzBFYfTSJSWTcPud1L7y\nIs7yMsxvvUn89+8UcxMIgiAIgiBcBAaUKJeXl/Piiy/2+ACoUqn47ne/y+rVq2Vr3Fh1w+UZHCpp\npNHiYPPBWq6YnTzSTRLGIJ1L4uufteCp60p4jU6JOcdtzGtuwq3aR31VFfaSUzirKnufjdpoxJCZ\nhf7sbNRp6Sh1OuZKPizONn/vs62hsye63tZAs6MVCQmPz0Ot1USt9dx1kYM1Qeckz3HGGKINUaiU\nY2Nt5EAInpVH1HVfo+mD92nfuQNdSiqRy1eMdLMEQRAEQRCEIRpQopyfn8/GjRv53ve+12N7YWHh\nqB0vPJKSYoIpyI1n+xETH20vY8G0ePTawc9GLIxPzevX4qmr6/U1j9mM+c03ztmuiYn1J8RnZ6NO\nSOh1NmqlQkmEPpwIfTg5kdk9XnN53TTYG3sk0Gd/tnv8a5h3uK10WKyctpSfc95oQ2RXAm0483dQ\nDCGa4IuytzXymmtx1lTTsXcPjf98D11iEkHTpo90swRBEARBEIQh6DN7e+GFFzp/jo2N5Te/+Q27\nd+9mxowZqFQqiouL+fTTT/nWt741LA0da65bmM6u42babG4+3VPFtQvSR7pJwigmeb24GxtxmU24\nzSZcJhOWbVv6PU6fkYEhsysxVoeFDbktWpWGpOAEkoITerZRkmh3d1Bva8Rsq++RSDfam/FJPnyS\nj3pbI/W2RuB4j+MNan2vZdyxhmg0Ks2Q2z1SFAoF8d+9nSqzGWdVJXWv/Z7UR36ONj6h/4MFQRAE\nQRCEUanPRPmrayLPnj0bq9VKYWFh57ZZs2Zx7Ngx+Vo3hkWHGVg8K5nP9laxYVcli2clEWIUE/2M\nZ5Ik4W2z4DKbcZtMuMx1XT831PdaOt2f5J/8FKVmeO4rhUJBqDaEUG0IWeE9v/jx+rw02pt6KeVu\npN3dAYDd46CirYqKtqqe50VBpD6c2K+UcccZYwjXhY2JXmilTkfivfdR+dQTeNvbqXnpd6Q+8igq\nY9BIN00QBEEQBEEYhD4T5bfffns423FRWlkwgS1FtThcXtbuqOAbV2T3f5Aw5vkcDlxm05neYTMu\n05mE2GzCZ7ef/2CFAk10NJq4eOwnipHc7j53VYWEDFuS3B+VUkVcUCxxQbHnvGZz2zDbGs8p4663\nN+LxeZCQaHK00ORo4XjzyR7HapWarp7nHr3R0ejVQ1+a7qtcHtegj9VERZPwg3upfv5XuM0m6l77\nX5Lu+3Gvpe+CIAiCIAjC6CYGzsoo1KjlqrmpfLCtjI37q1k6J4WosMB/uBeGn+Tx4G5qxGU6Uyp9\nplzaZTbhbW3t93hVSCja+Hg0cXFo4xLQxsehiYtHExOLUuMvQ27453u0bFjX5zlCFywM2PuRk1Fj\nJD0slfSw1B7bfZLvzLJWZxLnbol0q9MCgMvnprqjluqO2nPOG6YN6aWUO5YoQ8QFLWtlc9v4tOJL\ndtbtod1tJUQTxLyEfJZNWIRRY7yw9zpxErG3fJv6t/+M7chhGv/1HjFf/8YFnUMQBEEQBEEYeSJR\nltmy/BQ27q+m3ebmP9tK+f7KKSPdJGGAJEnCa7H06BHu/Lmxod9SaYVWizYuHk1cPNr4+G4/xw2o\nJDdyxUqsRYdw1dac85o2MYnIFSsH/d5Gg7MTf0UbIpkaNanHaw6Ps3NCsa/Oyu30+nt9La52LK52\nTrWW9jhWrVARbYzuSqAN0cQF+RPpYE3PuNvcNl7Y/3vqrObObe1uK59VfsmRpuPcn/eDC06Wwy9f\nhLO6EsumjbR8sgFdcgqh8xdc0DkEQRAEQRCEkXXRJ8pep3NEr2/QqbmmII2/fX6KwiMmrpqbSlJM\n4BfEFgbPa7f7S6TNdWd6iLvKpSWn4/wHK5VoomPQxsWdkxCrIyKGNL5WFRREykNraF6/lrbtW/G2\nt6MKCSF0wUIiV6xEFXTxjn/Vq3WkhCSREpLUY7skSVhcbT16n822BuqtDTQ5WvzLWkleTFYzpm7J\n71lBGmOPMu5yS2WPJLm7OquZTyu+ZHXW1Rfc/tibb8FVW4v9RDHm/3sTTVwChoyMCz6PIAiCIAiC\nMDIUkiRJI90IOW2/7oYRTy7cHh+PvL6TRouDWdnR/L8bLq6lY1QqBZGRwTQ3d+D1js7bSfJ4cDc2\ndJZHu7uXSlss/R6vCgs7kwDHoY2LRxuf4E+OY2JRqOX/vkmlUhAerKW1wzVqYzzS3D4PDd3GQvtn\n5/b3Qls9tv5P0ItgTRC/XPjYoI71trdT8fQTeBobUYWFM+HRx1CHRwzqXBeLsfCsuBiIOMtPxFh+\nIsbDQ8RZfiLG8jsb40Dr8xP+tm3bBnySSy+9NCCNkYu3vZ2WDeuwFh0i5aE1w54sa9RKVi9M548f\nH+fAqUZKaixkJQ19GR+hJ0mS8LS29iyRPjupVkMD+HznPV6h06ONizszdrhb73BsHCrjhZXfykGp\n1QKDn2zqYqdRqkkMjicxOP6c1zpc1nPKuE3WeurtDec9Z4fbitvrHtTyVaqQEJLu/RGVzz6F19JK\n7Ssvkfzg8M1SLgiCIAiCIAxen4ny7bff3uN3hUKBJEkYDAbUajXt7e2oVCpCQ0PZsWOH7A0NBFdt\nDea3/4+IpctQ6g0o9frOPwqVStZrz5sSz/pdldQ0WPnnl6d56JZZY2LZm9HIa7P1mEDL/7MZl9mE\n1F+pvVKJJibWnxDHxaM5kwxr4+NRhYWLf5OLVLA2iGBtEJnhaT22P7j1Caxua5/HaZQaHF7noNd5\n1iWnEP/9O6l79SUcZaWY3/oz8d+7Q9xngiAIgiAIo1yfiXJxcXHnz//+97957733ePrpp8nMzASg\nqqqKNWvWsHjxYvlbGUAde3fTsXf3OdsVWi1KXVfirDT0TKS7J9YKvR6V3oBC3/v+CrXmnA/CSqWC\nGy7P5MV/FnGyqpXDpc1Mz4warrctu0CPBZc8Hlz19b0kxCa8bW39Hq8KC+82XjjuTKl0PJro6GEp\nlRbGhoKEfD6r/LLP190+N4/v+CVXpl7O4pSF6NW6C75GSN5sXNeupunD/9C+oxBdcgqRy1cModWC\nIAiCIAiC3AY0RnnBggW88cYb5OTk9NheXFzMd77zHXbt2iVbA4dq+3U3DP9FVapeE2ylXs/hGitN\ndgldSBCLLslApTegNHx1v25Jt043anufvFbrkCaaknw+PK0tZybPMp2ZTMtfLu1ubIB+bk2lXo/m\nzFjhnrNLx6HUGwL1NkcFMb5FHr3Nen1WiCYIl9eN0+cvdw/RBrMi7UoWJM5FrbywL1skn4+6P7xK\nx769oFCQ9KP7CcqdFpD3MJaI+3h4iDjLT8RYfiLGw0PEWX4ixvIb9jHK3Xk8Hiy9THhkNptRyVyy\nHGiqkBDSnn4On8PR9cdu7/rZ2fN3yeHA67Ajdd/f0fV6r8mc14vPasVnPbekM/3MHyzQVL2v/wYr\nFF0JtO5Mb7bhK73Z+r57v5Wdibj/Z4Vy4OvLno/XaqXql8/0WLqor7HgXpv1nPWGz5ZLS65+xtyq\nVGhiYromz+o2kZYqNGzUfokgjA1GjZH7837Q5zrKXsnHJ+Ub2VKzg3ZXB++d/A8bq7ayKmM5ebHT\nB7xes0KpJP67t1NpNuOqrqLuD6+S+shjaOPPHU8tCIIgCIIgjLwBJcrXX389Dz30EPfeey85OTlI\nkkRRURGvvPIKt9xyi9xtDKjQBQtRGYMGtI5tfyRJQnK5eibanUl0b9v8f8rK6nFabRgVXmKNys7X\ne12XV5L857fbh9xeOFNifr7k+mzvtu7ckvLu+zWt/7jX9X3BPxa86tfPotQbcJtNeNvb+22XOiLC\nnwSf+aOJj0Mbl+AvlR5jX8bIxe0+/7rNwuBIXg3uqonYD4dgtztQG/S4PQlIyRpC9BpunHgti1Mu\n5eOyT9ljOkCjvYk3j/6Vzys3c13mCiZHThzQdZR6PUn33kflU7/A29FOzcu/JXXNz0fFRHGCIAiC\nIAhCTwMqvfZ6vbz44ov84x//oLm5GYCYmBhuu+027rjjDtkbORTdS6+1iUkjMuv1V1XXd/DYn3Yj\nAd9aNpEleckA+Nzu3nuwz9Pj/dUk/Ozv/fbUjgClwdBjNunOybRi41Dq9SPdvFHJ6XCzf0clJw6b\nsNvcGIwaJk2LJ29+Kjr94CaYErpYHW6ee2c/NY3nVn8kRQfx02/lEdQtzjUddXxwej1Hm7rmcJgU\nkcV1mSuYEJoyoGvaThRT/cKvwevFmDudpPv+O2CVHqOdKD8bHiLO8hMxlp+I8fAQcZafiLH85Cq9\nvuB1lJubm1EoFEREjI31QEfDOsq9ef2jY+w4aiI0SMtzd81Drw3sBFOS1+tPqh0OfPbz93B3/11y\nOPDazyTqzq59+hsv3JvwpcvRJSZ2lkurQkJEqfQFcDrcvP/OAVoaz10DOCLayNe+NUsky0P0j00l\nrN9V2efrK+al8vVFWedsP9VSygen11HW1nVsXux0VmUsJ9YY0+91W7/cSP07bwEQcdXVxNx4wQSk\nnwAAIABJREFU0yBaP/aIDwvDQ8RZfiLG8hMxHh4izvITMZbfiI5RBjh16hRvvfUW5eXl/OY3v+Gd\nd94hPT2dBQsWBLxRgTT/H3+jtcM16m7M1QvT2X3cTJvVxWd7q1lVkBbQ8ytUqsCVmPt8/hLzbol1\n9fO/Om85uCokhNibvznka49n+3dU9pokA7Q02jiws5J5izKHuVUXl61Fded9fVtRXa+JcnZEBg/M\nvodDjUf58PQGzLZ69tcXcbDhCAWJc7k67UrCdKF9njd80RKcVVVYNm+iZcM6dMnJhM4rGPL7EQRB\nEARBEAJjQPV+O3bs4MYbb8Rms3Hw4EFcLhf19fXceeedrFu3Tu42DolSqx3pJvQqJtzA4llJAGzY\nVUGH3T3CLeqbQqlEqdejDvcvuaRPSyfs8vMvCxa6YOEwte7i4vX4aKrvoOR4PUf29T4G/KzjRaZh\natXFx+HysPlgTb//3bXb3Lg9vY8NVygUzIzJ5ZG5P+aWnBsI14Xhk3xsq9nJ4zt+yUenN2D39P1l\nUuw3b8UwcRIA5j//CUdZ6eDfkCAIgiAIghBQA+pRfuGFF3jwwQe59dZbmTVrFgD3338/kZGRvPLK\nK1x99dWyNvJidU1BGluL6rA7vazdUc7NS7JHukkDFrliJdaiQ71O6KVNTCJyxcoRaNXY4fX4aG22\n0dxopaXxzN9NNizNtgFXuTtsbj5+9xBJEyJISAkjJj4ElWp8jHUdDJ8kUVzRQuERE/tONOAcwORo\nIUYNGvX5J5NTKVUsSLyE/Lg8Nldv55OKTdg9djZUbGRr7U6umrCEhckFaL6ypJRCrSbhB/dQ+dQT\neJqaqHnlRSb87HHU4eFDep+CIAiCIAjC0A0oUT516hSXXXbZOduvuOIKXnjhhYA3arwIDdKyfG4K\nH24v54t9NSydk0Jk6NiY1EoVFETKQ2uGtI7yeNBrQtxoxdJiP29CrFYr8Xp9/SbNVWUtVJW1+I/R\nKIlPCiMhJYzElHBiE0NQ95PkjQd1TVYKj5jYcdREc5uzc7tKqSAqVE99a9+9vvOmDHz5Jq1Kw9IJ\ni1iQOJdPK77ky+ptWN02/lXyMRurtrEqYzn58bN6LCmlDgkl6d4fUfnsU3hbW6l99UWSf/JTlJrR\nWQkjCIIgCIIwXgwoUY6Li+PEiROkpPSc1XXnzp0kJCTI0rDxYvncVDbu95eA/mdbGd+7evJIN2nA\nVEFBxNx4E/E330x4sHZUjgUfLkNJiMOjjERGBxEZE0RElJHImCBCwvTs/LKUg7uq+jw2JT0Cg1FL\nbVUrHW1OPG4f1eUtVJf7E2eVSkFsYiiJKeEkpoYRlxiGRjs+EucOu5vdx80UHjFRWtvW47UJ8SEU\n5MZzyZQ4VEpFn7NeA5TWWXC5vWg1A4+bUWNkddbVXJ5cwLqyz9lRt4cWZytvHX+3c0mpqVE5nRPb\n6VJSif/+HdT9/hUcpaXUv/1/xH33djHxnSAIgiAIwggaUKJ855138uijj1JZWYnP52PLli3U1NTw\n17/+lUceeUTuNl7UDDo11xSk8fcvTrH9cB1XzU0lMXrs9cb6x4KPviWpAs3j8dLaZKelydojKW7r\nLyHWKImIMhIRHURkdBAR0f7kOCRM32dClDc/lYrTTX3Oer30uimds163tdqpq7JQW9VKXZUFS4sd\nr1eirspCXZWFfYWgVCqIiQ/x9zinhhOfFIZOH9jZ1keSx+vjcGkThUdMHCppxNPtS5uwYC3zp8ZT\nkBtPckzPWRF/+q081u2sYFtRHe02NyFGDRPiQzhS2szpmjb+94Oj3HN9LqoLXMIpQh/OrZNv5IrU\nhXxY+gmHGo5QazXx+6I3yQxLZ3XW1WSETQAgZHY+zlXX0fzRB7QVbkeXnErEsuVDD4ogCIIgCIIw\nKANeHmrz5s28/vrrlJSU4PV6yczM5Pbbb+fKK6+Uu41DNtqnY3d7fKx5bQdNbU5mT4zhnuunjXST\nLsjFOO392YTYP3bYSkuDjeYmeRLi83E63BzYWUlxUdc6yjnT45k17/zrKHe0O6mraqW2ykJdVWuv\nybZCAVGxwSSmhJOQ4i/ZNhjHVsmvJElUmjvYfqSOXcfMtNu6JufSqJXkTYxhQW48k9Mi+k10VSoF\nwSEGOtr9XzKs3VHOvzb7J9hakBvPd1dORjmEXt5SSwUfnF5HSWtZ57bp0VO5NvMqEoLikHw+6n7/\nCh0H9oFCQdJ/P0DQ1NxBX280uhifFaORiLP8RIzlJ2I8PESc5SdiLL8RXUd5z549zJo1C7W6Z++T\ny+Vi8+bNLF26NOANC6SxcGNuP1zHG2uPA/DIbbPJTAwb4RYN3Fh+APgTYhvNjTZauvcQtw4kIe5K\nhM8mxYNNiPujUikIDTHQdiaJu1B2m6urx7nSQmN9R6/7RUQbSUwN70yeg4J1Q226LFranew8ZqLw\niImahp5l0xNTwinIjSc/JxaDbuA95l+9jyVJ4r1NJXyy21/+viw/hZuXZA3p31eSJI42FfPB6fXU\nWv2zlitQMC9hDivTlxKGnspnn8JVU43SaCT1kZ+jjRv4OOnRbiw/K8YSEWf5iRjLT8R4eIg4y0/E\nWH7Dnih7vV68Xv+ssDNmzGDTpk1ERkb22Ofo0aN85zvfoaioKOANC6SxcGP6fBKP/Wk3NY1WclLD\n+ck3Z42ZMYpj4QHw1YT4bNn0QBPiyOievcRyJcR9CXSMnQ43ddX+suzaylYaTO29xiEswkBianjn\nBGEhYSM32ZzL7WX/qQYKD5s4Wt7co70x4XoW5CYwLzee2HDDoM7fW4wlSeJP646z/bA/qb3h8gxW\nzk8b6lvBJ/nYYzrAx2Wf0uw4MxmbUs2i5AUsCZpGwy9/ha+jA218AilrHkVlNA75mqPBWHhWXAxE\nnOUnYiw/EePhIeIsPxFj+cmVKPfZ3fLPf/6Txx57DIVCgSRJLF7c+7q5CxYsCHijxiOlUsH1l2fw\n0r8OU1zZytGyZnIzoka6WWOOx+2lpclGS1PXhFoDTYgjo/2TaUXEBHX+PNwJ8XDR6TWkZUWTlhUN\ngNvlwVTTRm1VK7WVFurr2vB5JSwtdiwtdo4fqgMgJFRHwpke58TUMELDDbLGR5IkTlVb2H64jr0n\n6rE7u5Z0MuhU5OfEUZAbT3ZymCztUCgU/NeKHKx2DwdLGvnX5lKCDRoun5k0pPMqFUouSZhNXtwM\nttXsZH3551jdNj6v3Mx29W6u/doC4v/yGS5THaY//oHEe3+E4gLHSAuCIAiCIAiDd97S6z179uDz\n+fjOd77DSy+9RFhYVzmwQqHAaDQyceJENJq+x0qOBmPlGxxJknj2nf2U1FhIjQvm5/+VP6QxkcNl\nJL4p60yIG600N9loafCvQzzghDi6Z9l0cKhuVCfEwx1jj9uLubats1zbXNOGx+M7Zz9jsLazTDsx\nJZyIaGNA4ljfaqfwcB2FR0w0Whyd2xUKyE2PoiA3nlnZ0Rc0G3V/zhdjl9vLC+8d4mRVKwoF/OC6\nXObkxAbs2naPgy8qN/NF5RZcPv8467mlEvN3NgAQsWIlMTd8PWDXGyniW/XhIeIsPxFj+YkYDw8R\nZ/mJGMtv2HuUAfLz8wG48soryc7OJi0tLeANELooFApuXJTJc3/ZT6W5g73F9cydHDfSzRpRPRLi\nbmXTba2O8x6n0aq6TarVVTY92hPi0UKtUZE0IYKkCREAeL0+Gura/T3OVRZM1RbcLi+2Dhclx+sp\nOV4PgN6g6UyaE1LCiIoNRqkcWLxtDg97T9Sz/XAdp6otPV5LjgmiIDeBeVPjCB+BcdNajYr7bpjO\nr/66n8r6Dl776ChGvZopaZH9HzwABrWeazKWszCpgA3ln7Otdhe7070EN+qZVuKgZf1atElJhM0r\nCMj1RpLb7e1/J0EQBEEQhBE2oJludu7ciUo1PtZfHWkTU8KZnhlF0ekm/r2llLyJMahVo7/kcqgf\nft1u/xjiswnx2bLpgSbEZ8cOi4RYHiqVkvjkMOKTw8ibDz6fj6Z6K7WVrZ1LUjkdHhx2N2UnGyk7\n2QiAVqciITmss1w7Oi4YVbf72evzcay8he2H6zhwqhF3t17rEKOGeVP8SzqlxgWP+L+nUa/mxzfP\n5Nl39lHfYuelfx/mwW/OIj0hNGDXCNOFcPOkr7E4ZSEfl37Cl7MPEmnxktTgpvbN1zEbvUycvjBg\n1xsuToeb/TsqOXG4a/b2SdPiyZt//tnbBUEQBEEQRsqAZr1+7rnnMJlM3HXXXSQnJ6PT9ezR0WpH\n95IyY63UodLczhNv7kECvr18EotnDW08pFwG8+H3bEJ8NhE+20s8oIQ42khkVM+y6fGSEI/2sh1J\nkmhusHYmzbWVrdi7LdV0llqjJD4pjKBIA3V2N/sqmmnttp9apWBmVjQF0xLITY8c1i+JBhrjxlY7\nT7+zD0uHi2CDhoe/lUdClDxrn1e2VbP+8AfMfncfoTYf7QYl+7+Zz4pp15EckijLNQPN6XDz/jsH\n+lwP/GvfmiWS5QAb7c+Li4GIsfxEjIeHiLP8RIzlN6LLQ1166aU0Njb2mZAcP3484A0LpLF4Y772\n0VF2HjUTFqTlubvmo9OOrh79/j78XnPzdOxWd1dC3GCjpekCEuLoIP9s0zFGIqLGT0Lcl7H2kJUk\nidZm+5m1nP0ThFnbnefs50OiA9AEa5mYE8uCuSlEhI7MzNoXEuPqhg6ee2c/NqeHyFAda741m0gZ\n2118ZCu+l99E7fFRG63m/SsimZWYxzUZy4g2BKb8Wy47Np3m4K6qPl+fNS+FeYsyh7FFF7+x9rwY\ni0SM5SdiPDxEnOUnYiy/EU2Ud+/efd7X586dG7AGyWEs3pj1rXYeeW0nXp8UsCVpAqm/D7/96Z4Q\nR3brIQ4KGd8JcV/G6kPW7fFxqKSRwsN1nChtxihJhKAgBNBz7r+zUqkgJiGExJQwElLCSUgOQ3sB\nayEPxYXGuKTGwm/+fgCX20dClJGf3ppHiFG+6pq2Pbsw/eH3ABzN0PP5JSGolGoWJs3jqrQrCNEG\n/n8QA+Xz+XDY3Nhtbuw2Fzar/2+7zU3R7qrzxlNv1PDd+8TqCYE0Vp8XY4mIsfxEjIeHiLP8RIzl\nNyKTeZ11NhFub2+nrKwMr9fLhAkTzllXWQic2HADi2Ym8cX+atbtrOTymUkEG0ZPeeLZ5YL6o9Gq\neiTCZyfXEgnxxUuSJEpr2yg8YmL3cTNWh6fzNZ9GRc6kGAqmJZAUbsBc4y/Trquy0NJkw+eTMNe0\nYa5p48DOKhQKiI4LJiElvHOCMP0o+e8gKymMe742jRf/WURdk43f/uMQ//ONWRhkSuxD8y/BVVND\n88cfMrXUQXt0ELuyvHxZvZ2ddXu5IvUylqRchl499MnOJEnC5fT4E1+rqzMBtndLgLtvd9g9/Z+0\nDw6bG4/Hi1o9uqpmBEEQBEEY3wb0ic7lcvHcc8/x3nvv4fH4PxCpVCpWrFjBM888M+rHKI9V1yxI\nY9vhOuxOD+t2VnDT4qwRbY/X46O8pJGjB+twOvr/YHzLnXMJjZB3nV1h9GiyOCg8aqLwiAlzc1dJ\nvgLImRDBgmnx5E2MQa/teuyEhunJnuKf2d1mdVFXZeks126qtyJJ0GDqoMHUQdGeagAiY4JITAkj\nMdXf42wcgVmwz5qWEcX3r5nM6x8eo6yunVfeP8yPbpyBRi3P2Oqoa1fjrKnGemA/8/Y0k5q5hI/U\nJ3F4nawt+4wt1Tu4Kv0KLk28BLWy5+Pd4/H2mej22H7md59v8N966/RqDEYNBqMW85k1ufuiN2pE\nkiwIgiAIwqgzoET517/+NZs3b+bVV18lLy8Pn8/H/v37efLJJ/nd737HT37yE7nbOS6FBWlZmp/C\nx4XlfLGvmitnJ8s6DrIvjeYOiovqOHnUPKAEGfwffsMijTK3TBhpDpeHfScaKDxioriihe7pUHyk\nkQXT4pk/NX5A960xSEtmTgyZOTGAfxz82XWc66osNJjakSRobrDS3GDlyP5aAMIjDWd6nP3Jc/Aw\n/zcyb0o8VruHv3x2kmPlLbz+0VHuvi53wMtiXQiFUknC9++g8pmncNbWEvvRfv7f7XdTaCnhWF0J\nCpeazWXH2eerJlGThM5r7EyA3a7Bz0yvUis7E19DkP9v45m/DUYNhiBt5+t6o6bHzOb9DdOITQgZ\ndLsEQRAEQRDkMqAxygUFBTz//PPMnz+/x/bCwkIefPBBtm3bJlsDA2EsjwmwOTz89A876LC7uWxG\nAv+1YvKwXNfpcHPqWD3FRXU0mDp6vJaSHoFKpaS8pKnP48UEPYE1msa3+CSJ4ooWCo+Y2HeiAWe3\npcGC9GrmToljQW4C6QkhAa0mcDk9mGraOnuc62vbe+31DAnTd45xTkwNJzRcP6B2qFQKQkIMtLfb\nBxXjD7aV8cG2MgAun5nIbcsnXdD7lyQJt8vbb5mz3ebG1u7wlzsPMr4KhX/N6+4J7lcTXkO3RFij\nVQ363/J8E/+dtfjqSeRMTxjU+YVzjabnxcVKxFh+IsbDQ8RZfiLG8hvRMcput5vY2NhztsfFxdHR\n0dHLEUKgGPVqVs6fwLsbS9haVMfyuamyLUUjSRI1FS0cLzJRdqKhx3/MIWF6cqbFM2laPCFh+n5n\nvZ41L1WWNgojp67JSuEREzuOmmhu65rBWqVUMC0jigXT4pmeGS1b2bFWpyY1I5LUDP/cCB63F3Nt\nG7VnlqMy17bh9fhotzg4YXFw4ogZgKAQbVePc0o44VHGHklfoNb4vXZBGh02N1/sr2bzwVpCjBqu\nW5A+oDLns797u60j3a+vJK5arQpDkBalTqJFaqLZ14RH48SjdhEbHsGC9DmkRSdhCNKg02tk6fHu\njU6v4WvfmsWBnZUUF3XFOGtKLLWV/hL7TetOIEkweYZIlgVBEARBGB0G1KN89913ExoaytNPP41G\n4//g6Ha7WbNmDY2Njbz55puyN3Qoxvo3OG6Pl4df20lzm5M5k2L44demBfT87RYHxYdNnCiqo717\nAqRWkjEpmpxpCSRNCD+nR8npcJ/z4Tdnejyz5l1YgiH0b6S+jeywu9l93Mz2wybK6tp6vDYhPoSC\n3HgumRJHqIyzPQ+U1+Oj3tTu73GubMVU09ZrubHeqOnscY6ODWbLpycHvMavJEk4HZ5zEl9bt57f\nsqpW7HY3GkDdy8zeA6VUKfrt6fUcO4B17b/ReJ3ErFhB9PU3dh5f0lrGf0rWUdZW0bltVux0rs1Y\nTqwxZtDtGgqVSkFoiIG2M732Toebj98tor6uHYDLr5rIlJljY33o0Uz0XshPxFh+IsbDQ8RZfiLG\n8hvR5aEqKiq45ZZbUCqVTJ7sL/09fvw4SqWSN954g6yskZ1kqj8Xw425taiWN9cVA/Dod+aQnhA6\npPN5PF7KTjZSXGSiurylx2sx8SFMnhFP1uTYASW8X/3wKwTecD5kPV4fh0ubKDxs4tDpRjzdrhcW\nrGX+1HgKcuNJjhm55YgGwufz0WjuoLbSP0FYXbVlwGPsz4qI8s/Q3j0x7v+J2Td/uXO3UuevJL7d\nE2Ktrv9yZ0mSqH/7z1i2bAYg/s67CZ07r8frRY1H+fD0Bky2egCUCiUFiXO5Ou1KwnRDe45cqN7u\n468my5ctn8jUWSJZHgrxoUx+IsbyEzEeHiLO8hMxlt+IJsoAFouFDz/8kNLSUnQ6HRkZGaxatQqD\nwRDwRgXaxXBjen0+fv7GbuqabEyeEMFPvjnrgs8hSVK3ibnqcTm7kga9Qc3EqfHkTI8nKvbCbjTx\nAJCf3DGWJIlKcwfbD9ex85iZDru78zWtWknexBgKcuOZkhY5bCW7gSZJEs0NVmorW/3l2lWtOGzu\n/g88D7VG2ZnsGo3azkRXo1PzxaEaqlvseFFw28rJzJkai1IZ+LJ0yeOh+vlfYT91EoVWS8qDa9Cn\npfXYx+vzssu0j7Vln9HqtACgVWpYnLKQpRMux6Aenud4X/ex0+Fh7XtFmGv9VQsLl2WTm5c0LG26\nGIlnsvxEjOUnYjw8RJzlJ2IsvxFPlAFaWlooLS1FpVKRlZVFcPDo7lE662K5MfefbODlfx8G4IGb\nZzI1fWDrWDvsbk4eNVNcVEdTvbVzu0IBKRmR5ExLIC07qsdMtRdCPADkJ1eMW9qd7DxmovCwiZpG\na4/XJqaEU5AbT35OrGxrA48kt8vDH1/ofyLC3NlJBAVrz+39NWrRaPte1qjD7uaXf9lPTaMVjVrJ\nAzfPZGJKeCDfQidPWxuVTz2Op7kZdUQkqT/7Oeqwc6/l8rrZXL2dTys2YfPYAQhSG1metoTLkuaj\nUck7ZOJ897HL6eHj94ow15xJlpdmkztbJMuDIZ7J8hMxlp+I8fAQcZafiLH8RjRR7ujoYM2aNXz+\n+edIkoQkSajVaq6//noeffTRznHLo9XFcmNKksTTb++jtLaNCfEhPPqdOSj7KM30+SSqy5spLjJR\ndqqxxzqmoeF6cqYnMGlaPMEhQ1+DVjwA5BfIGDvdXg6caqDwsImj5c09SoljwvUsyE1gXm48seGj\nv1pkqN783XYc9r57lfVGDd+9b8Ggz9/S7uTZd/bRaHFg0Kl46JY8UuPkWQ7JUVlB1XNPI7lc6DOz\nSP6fh1D28Wy2uW18WvElX1Zvw+3zV5ZE6MK5JmMZc+PzUCrkmZCtv/vY5fSw9h9FmKr9yfKlV2Yx\nbU6yLG25mIlnsvxEjOUnYjw8RJzlJ2IsP7kSZdXjjz/+eH87Pfzww5SUlPD888/z6KOPcscdd5Cf\nn8/f//53KisrueyyywLesECy24c2rnC0UCgUxIYb2H7EhKXDRVJMMEnRPWfAtrTYKdpTzca1xRw9\nUEtLow1J8peIZk+J5dIrsylYkkliajjaAPUSKpUKDAbtRRPn0WioMZYkiZNVrXy0vZw/rTvOrmP1\n1Lf6exQNOhUFuQl888psbl6SRc6ECILGyWRsDrsbU01bn69Pm51EctrAKjd6Y9CpmZ4ZxZ7jZqwO\nD/tPNZI3MZogQ+Djqw4LRxsbR8e+PXhamvFYWgmaMavXcc4alYacyGzmJczB6XVS3V6L3eugqPEo\nhxqOEKEPI9YQHdDlvaD/+1ilVpI5KYa6agsdbU4qS5vR6dTEJQ3vWOqxTjyT5SdiLD8R4+Eh4iw/\nEWP5nY1xoA2oR3n27Nm8+eabTJ8+vcf2/fv384Mf/IBdu3YFvGGBdLF9g/PCewc5UtpMXISBJ2+/\nBMknUXqigeIiE7WVrT32jUsKJWd6PFk5sQFLjL9KfFMmv8HGuL7FRuERE4VHTDRaHJ3bFQrITfcv\n6TQzKxqtpu8S4otZf8ucfXXW68GqMLXzq7/tx+70Eh2mZ823ZxMePPRqjt40vv8vmtd+BEDMN24l\n4sql/R5jstbzUekGDjYc6dyWGZbG6qyryQhLC1jbBnofu10e1r53mLpq/3jqgiWZzJibErB2XOzE\nM1l+IsbyEzEeHiLO8hMxlt+IrqMcFhaGzXbuB0mlUolOF9gPe42NjaxatYpnnnmGxYsXU11dzSOP\nPEJRURGxsbH89Kc/ZfHixQG95lhzw2WZHCltpqPFzj/+fhBbvRWXs2sZHINRw8Rc/8RckdHyrLks\njF42h4c9xWYKj5g4dSbROCs5JoiC3ATmTY2TLVEbS/pa4zfQy5xNiA/hvhum8/y7h2i0OHjh3YM8\ndGueLD33Udd9DWdNNdaDB2h472/okpIwTp5y3mPig2K5Y9ptlFkq+OD0ek61lnLaUs7z+15levRU\nrs28ioSguIC3tS8arZqVN01j3T8OU1tloXDjaQCRLAuCIAiCMGwGVHodHR3Ns88+S3R0NKGhoTid\nTvbt28cvfvELbrrpJiIjI2ltbaW1tZWIiIghNejHP/4xJ06cYOXKlaSnp/Pd736XOXPm8Mc//pG0\ntDTuv/9+Vq1aRUjIwMf5XUylDjari9qSJny17cR4wdHmxOuVUCggLSuKeYsyuWz5RCZkRmEYprVt\nRUmJ/JRKBUq1CrfL02uMvT4fR0qbeX9rKX/eUMz+k400n1kTO8So4fIZSXx72SRWL0wnOzkcvfbi\nm5xrsNRqFclpkcwumMCVK6cwNS+RpAkRqNWB7WWPDjOQHBvE3uIGLFYXp6oszJ0Sh3qQk+j1RaFQ\nEDRtBtZDB/G2tdFx6CDBs/NRBfX/pVmEPpxL4meTFpZKrdVEu6sDs62BrTU7aXK0kBqShEGtH3Tb\nLuRZoVIpycyJxVTTRrvFQVVZCxqNkvjksEFff7wQz2T5iRjLT8R4eIg4y0/EWH4jWnqdk5PTdcCZ\nMWvdD1MoFEiShEKh4Pjx44NuzN/+9jd27dpFUVERjz76KKmpqaxevZo9e/ag1/s/nN19993Mnj2b\nO+64Y8DnbW214vON3TvT5/NRebqZY4dMlJ9q7PFe7EgkZkSyetVkgkaoh1CpVBAeHjTm4zwaWe1u\nPt5RwdZDtbTb3IQYNSyckcg18ycQZNBQVd/BtqI6dhwxYbG6Oo9TqxTMyo7h0ukJ5GZEBjwZuxgN\n1328raiO1z86BsD0zCh+9PXpsvz7uOrNlP/iCbxWK9rERNJ+9nNUF7Ccn0/yscd0gA9LPqHJ4V9r\nXa1UszhlAVelLyFIY7zgNg0mxm63l7XvFVFd7h9WUrAkg7z5Ey742uOJeCbLT8RYfiLGw0PEWX4i\nxvI7G+NAG1CiXFNTM+ATJiUNbjmPsrIy7rrrLt57773O2bQ9Hg/PP/88GzZs6Nzvl7/8Ja2trTz7\n7LODus5Y0tTQwcHdVRzaW0XHmd5BAK1OxdQZSZTanHx+pI4gg4Y/rrmS4GHqQRaGR4fNxUOvbKPS\n1H7OaxEhOkKDdVTU9ZyIatKECK6Yk8LCmUnifhjF3v+yhD99dBSARXnJ/PibebKsT916qIijjz8J\nPh8R+XOYvOYhFBe4lrPb6+az01v517H1tDs7ADBqDKyevJwV2YvRqeW/z9wuD3//0x6hjIKsAAAg\nAElEQVTKTjUCsOTqHC69Ilv26wqCIAiCMH4NqP7ybPJrNpspKytj5syZdHR0EB0dHZBGeDweHnzw\nQR555BHCw7vW/rTZbBi+0gOi1+txOBxfPcV5jaVvcFwuDyXHGzh+qI66qp7jSxNSwpg8I4GsyTFo\ntWqmtjvZcsKM1e7mnXXHuGlJ1oi0WXxTJo93N5b0miSDf9mhlnb/lydRoXoKpsVz6bQE4qP8vXwu\nh4tmh6vXY4XeDed9fPn0eMxNHawtrODL/dVolHDrsokBn2WalAzivnkL5r+8Q8uevZx44y1ib7jx\ngk8zL3ouMwqm83nFZj6v2ILNbeevRf9h7YmNXJOxlILEfFTK/kvVhxLj5V+bwtp/HKaqrIWN64qx\nWZ3MuTTtgt/LeCCeyfITMZafiPHwEHGWn4ix/OTqUR5Qomyz2VizZg0bNmxAqVTyySef8Oyzz9La\n2srLL79MZOTgl08BePXVV5k8eTKXX355j+0Gg+GcpNjhcGA0XljJn88njepZ5iRJwlzTxvGiOk4X\nN+B2dU3MZQzWMunMxFzhkV3v2+uVCDFqWTonhbU7Kvh0TxVL8pKJCMC6yIM12uM81mw5WHve1zUq\nJf990wwmpYZ3rqct4j90w3UfX78wg3ariy2H6vhsbzVBBg3XLkgP+HVCF12BvaKStm1baPr4I7SJ\nyYTMveSCz6NV6Lg6bRmXJs5nfdkXbKvdicXZxl+O/4vPK7awKuMqZsbkDijZH0yMFUolV12fy4Z/\nH6GqrIWdm8vw+iTmLEi74PcyXohnsvxEjOUnYjw8RJzlJ2I89gyoBu/Xv/41ZrOZ9evXd85y/cAD\nD+B0OnnmmWeG3Ih169axdu1a5syZw5w5c6itreX++++nrKyMmpoaXK6unrGysjKyskam5zTQbB1O\nDuys5O+v7+b9dw5QXGTC7fKiVCpInxjN1TdO49s/nMe8RRk9kuTuVlwygSC9GrfHx4fby4b5HQhy\ncbm9dNjd593H7fWRlRTamSQLY4tCoeC25TnMnhgDwH+2lrFpf7Us14m99dvoM/3PTdOf38BRUT7o\n84VqQ7h50moeveR/mB07AwCzrYE/HnmbX+97mZMtpwPR7F6pNSquuiGXlAz/l7N7tpazZ1u5bNcT\nBEEQBGH8GlCi/MUXX/Dwww+Tnt7V25GZmckTTzzB1q1bh9yIDRs2sG/fPvbu3cvevXtJTEzkhRde\n4K677iIrK4vf/va3uFwuNm/ezK5du7jqqquGfM2R4vX6KDvZyPp/HuatV3aw88tSWpvtgH/d1oIl\nmXz7nvlcdX0uE7KiUPYzntCoV7NyfhoAWw/VYWo+dxkvYWyRJIl9Jxr63S/EqEET4JmZheGlVCq4\n89opTJ7gXy3gnU9Psvu4OfDX0WhI/OH/Qx0RieRyUfvKi3gslv4PPI9YYzTfy72Vh/LvY3LkRAAq\n2qr43YE/8MrBN6hq770iwuUZ2pAAtVrFVddPJTXTnyzv3VbO7q1lDGC6DUEQBEEQhAEbUOl1R0cH\nwcHnLuKsVCrxeDwBb1R3L730Ej//+c+ZP38+0dHRvPDCCyQkJMh6TTm0NFo5XmTi5BH/Wq1naXUq\nsibHkjM9gdiEkEGNUVySl8Rne6toaXfy/pZSfrA6N5BNF4ZRS7uTtzYUc+h0U7/7Xjp97P13IJxL\no1Zx7/XT+PXfDlBuauf1j45h1KnJzYgK6HXUYWEk3nsfVb98Bk9zM7W/f5mU/3kIhXpoS4WlhiRz\n78zbKW4+xQen11PZXs2x5hMcaz5BftwsrslYjlGt59OKL9lZt4d2t5UQTRDzEvJZNmERxkHMnq1W\nq7jqa7l88v4RKk43s297BUiQvzAt8OO8BeH/Z+/O46Oq7saPf+7smcm+b2QhhASys6MCsgmouFQU\nXIpSrbVW+3R7qu3z2NrWpf6sXay21tpWq3XjUXEBQQVFkU2WJCQkgSwkISvZZ1/v749ABAkYyExm\nEs779eJFyJ05c/LlZuZ+7znnewRBEIQL0pCqXn//+99Hp9Px6KOPMm3aNN555x2Cg4P50Y9+REhI\nCE8++eRI9PW8dXWZ/LImwGF3UV3ZTmVpK21Np1YnTkwJJzs/nvFZMajVwx8V/LSkmeffrwTgF7dN\nIy0+dNhtDpVSKREZGey3OI8Fsizz+YFWXt18GIu9/+bT5NQIOo022o7PODhZUrSB+2+ZgkGnHumu\njln+Po/7LA5++9I+WrssaNQK/ntVERlJ3t8z2Lh7Fy3P/hWA0DlziVu9xmvJpSzL7D92gHdq3ueY\ntf9mjwIFOpUOi+v02S4Jhjh+NOW755UsA7hdHjatK6e+uv+1plyUwow56Rd8suzvc/lCIGLseyLG\nI0PE2fdEjH3vRIy93u6DDz744Nc9aOrUqbz88ss88cQTWCwWtm7dytNPP41er+exxx4bdLQ5kIzk\nBt+yLNPS2MsXn9Xx8ftV1FV1YD5endgQoiV/WjLzL8+mYMY4omODUXpp/9TkWAN7KtsxWZ109Fi5\nKHfkRhvFRurD09Vn42/vHGTT7gacbg9BWhWrl2SxcuEEZufGA9DWZcHh9BCiV7NwajJrLp8kkmQv\n8/d5rFUrKZwQzZ6qdsxWF/sOHaMgI4pQg3e3X9ImJSO7XFgPH8LeUI8yJISg9PFeaVuSJBIMccxJ\nmk2YNpQGYxM2tx2nZ/D19ianGYDsyPPb6kmhkBifFUPnMRM9XVZaGntxe2SSUsMv6GTZ3+fyhUDE\n2PdEjEeGiLPviRj73okYe9uQRpRtNhs6nY4dO3ZQW1uLy+UiIyODiy++eFRcjIzEHRyT0U7VgVaq\nDrTS2/3lCKBCKZGeGU12fgLJaRE+2Sv1hL1V7Tz9VhkAP1lVyOS04VUjHypxp+z8yLLMZ6UtvLbl\nMFZ7f6XzgowoVi/NPq16uVIpERwShMloFTH2kUA5j5s7zPz2P/swWZ2EB2v4+S1TiQ4P+vonngPZ\n46H56ScxlxSDQkHyD3+CftJkr74GgN3t4P7PfoXjDIkygE6p5bsF3yJKF0GYNhSFdO43D91uDx+u\nOziwz3LhzHHMunT8qPh88oVAOZfHMhFj3xMxHhkizr4nYux7vhpRHlKivHjxYp588kkmTZrk9Q6M\nBF+dmG63hyOHO6k80EJjbdcpd4miYgxkFyQwMScOXdDIjPzJssxD/95DXYuRtPgQHrh12ohcKIo3\ngHPX0WvlhfcrKT/SDYBBp+KmRROZlRM36P+ZiLHvBVKMa5v7ePyV/didbuIigvjZLVO9PrLstlpp\nfPQ3OJqbURgMpPzvL9HExHr1NRxuJz/c+j9DfrxCUhChDSdKF0GkLoLIoP6/o3ThROoiidCGnXG/\nZrfbw4dvH6TuUH+yXDBjHLPnX5jJciCdy2OViLHviRiPDBFn3xMx9j1fJcpDquLidDovyIuNM+k8\nZqKypJVD5W3YrCcX5lIxMae/MFd0XPCIx0ySJFbMy+DxV4s50mpkb9UxpmV798JXGB6PLLO1uJnX\nP67Gfny/7KLMaFYvySIs2H97YAuBZXxiKPdcl8cfXy+hrdvKH14v4ac3FRGkHV7hrZMpg4JI/N5/\n0fDwr/GYzTT/+U+k/Px/Uei8N3qtUaoJVhsGplh/HY/sodPWRaeta9DjEhLh2jAideHHE+hTE+r5\nV2YirZeorTpGye5GkGVmL8gQn1+CIAiCIJyzIV11XXnllaxZs4YrrriCcePGodPpTjm+cuVKn3Qu\nkNhtTqor+gtztbcYTzmWnBZBdn486ROjUfl5u55JaZHkpEdSXtfFm5/WUjQxGuXXbDEljIxjPVb+\ntaGCyoYeAIKD1Ny8eCIzJsWKC3nhNDlpkdx5VQ7PrCujvs3In98o5Yc3FHh1SzBNXBwJd91N0x+f\nwNHcRMtzz5J4971IXnzPmJ0wnQ8bPjnj8cUpl7IkbT5dth46rV39f9v6/+6yddNl6x5ItGVkuu09\ndNt7qOk9Mmh7oVGhJMTloW4Lo+SLozQaW5h8cRTR+igidRFold5fwyQIgiAIwtgzpER5w4YNBAUF\nsWXLltOOSZI0ZhNlWZZpbuihorSF2qoO3C7PwLGQUC1Z+Qlk5cYR6uX1g8O1Yl4G5XVdtHZZ+PxA\nK3MLEv3dpQuaR5b5eF8T//dJDXZn/yjytOxYblk80evTaYWxZXp2LOYlWfx7UxWVDT0883Y5d1+b\n69WbX4bJOcTcsIpjr76MuXg/ne+sI/qab3it/ctSL6Wss4IW8+n7QycY4rgs9VKCVEEkBQeRFDx4\nEUK72zGQNHdauwe+PvGn1/Hlzcs+Vx99KdtJdhYQ3pVIV6Wbdd27aE2pAAkMav2XI9G6iFNHpnUR\n6NWB9X4uCIIgCIJ/DClRHixBHsuMvTaqylqpLG3F2Gsb+L5S2V9hNTs/IaCrqqbGhzBjUiy7K9p5\ne1sdsybHofHCFlTCuWvrtvCvDZUcauwfRQ7Rq7nlsiymiynxwhBdWpSE0erkrU9r2X+4gxc2VrFm\nWbZX33/CFy7G3thI3+ef0fXeO2iTkwmZNsMrbevVen405bvD2kdZq9SQYIgjwRA36HGn20m3vYfO\ngeS5h47Ybkx7e1G1hhHdlo4kS7SkHsTstGB2WmgwNg3aVpBKd4YkOpwoXSQGtT5g3/sFQRAEQfAe\n7y14G+VcLnd/Ya7SFhrruk85FhMfTHZ+ApmTY9GOki15rp0znj2Vx+g22tm87yjLZqb6u0sXFI8s\ns3nPUd7YWoPj+EyEGZNiuWnxREL1YhRZODdXzk7FZHHy4Z5GtpW2EBKk5vr5E7zWviRJxN6yGkdr\nC7aaalr/+Rzq2Dh0Kd5539Cr9Vwz4XKuy7qC4DAtpl67VwuaqJVqYvUxxOpjTvm+J8fDlvWVHC5v\nJ6o9jfzoXGKmyXTZj0/rPjE6be/BI/f/nlpdNppMLTSZWgZ9LY1CTWRQ5GnrpE/8HaIJPq/K3YIg\nCIIgBJYxnyg7j091PZOONiOVpf2Fuew218D3tToVE3PjyM7rL8w12sRF6plbkMAnxc1s2FHPvIJE\n9KMkyR/tWrss/HNDBdVHewEINWj45mVZTM2K+ZpnCsLgJEli5cIJmKxOdpS38v6uBoKD1Cyb5b0b\nYAq1msS776HhoV/j6u6i+aknSfnfX6IKDfXaa0B/gS+we7XNM1EoFCy4YhISEofK22g6aCJcm8jl\nl526I4BH9tBr7/vK+uhT10u7PP2fDw6Pk1ZzG62DTCUHUClURGrDTx2VDvoymT7fLbDOlcPl8Plr\nCIIgCMJYNuYT5Ufv30CQXk1WXjxTZqeg1amxWZ0cPthGZWkrHW2mUx4/bnwkk/LjSZsQjVI1ukcF\nll+czvayVsw2F+/vauC6eRn+7tKY5vHIfPBFI299Vovz+Cjy7Jw4blw0keAR2iJMGLsUksSay7Ox\n2JyU1HSy9pMagoPUzPFiDQJVWDiJ3/s+jY89jKurk5a/PkXyj3+KpBq9HxUKhcT8K7JBgkNlbZTv\nb0aWZeYumTiQLCskBRG6cCJ04WSQdlobsixjdJpOWx/dedLfDnd/YuryuGi3dtBu7Ri8P5KCCG3Y\naVO7TyTT4dowVIrzi7fFaRnWFHdBEARBEL40pE9jt9uNUjl617haLU6KdzVSU9FOdHww9TVdeE6a\n9hcariP7eGGu4FDdWVoaXSJCtCyaNo4NO+v58ItGFk5NJlxsQeQTzR1m/rWhgprmPgDCgjXcuiSb\nwsxoP/dMGEtUSgXfvSaXJ14r5vDRXp7fWIkhSM2Uid6braBLSyPutttp/fszWA8fov3ll4j95q2j\nel2uQiEx//L+dd1VB1o5WNyCLMO8pROH9HNJkkSoJoRQTQjpYSmnHZdlGbPLcsp07s7ja6VPfG11\nWYETW2D1f2/Q10IiTBs66LTuSF04EbqI46Pyp7I4Lfx+319PKZpmdJr5sOETyjor+NGU74pkWRAE\nQRDOwZAS5Ysvvphly5axfPlypkyZ4us++Yyxz46xr3/Kn0qlOF6YK57ElMAtzDVcl89KYWtxE2ab\ni3c+P8LqJVn+7tKY4vZ42LS7kXWf1eFy948iX5wXz6qFmRjEVHfBBzRqJf+1Ip/f/mc/R4+ZeObt\ncn54QwGTUiO89hqhM2dhP9pI9/vr6f30E7TjxhE+f6HX2veH/mQ5C0mCytJWKkpakGWZS5dlDfv9\nX5IkgtUGgtUGUkKSB32M1WX9MnG2nj4qffIWWD32XnrsvdSeYQusEE0wUbpT10lXdVcPWlkcoMXc\nxgf1n3DNhMuH9XMKgiAIwoVkSInyo48+yvr167njjjsIDw/nyiuvZPny5WRmZvq6f14nKSTmXpZJ\nRnYsWt3onU44VHqdmstnpbL2kxo+LW5myfRxxEWKUQVvOHrMxL82VFB3fF/tiBAtty7NJj8jys89\nE8Y6vU7Nj1cW8OhL+2jvsfLnN0r56U1FpMV7bz1x9LXX4Wg6irm0hPZXX0aTkIg+e5LX2vcHSZIG\nEuOKkhYqS1uRZbh0WRYKhW9vlg5lC6zukxLnk/eV7rJ1nbIFltFhwugwcaSvYcivv6PlC5EoC4Ig\nCMI5GFKmOH/+fObPn4/NZmPLli1s3LiRVatWkZSUxFVXXcWVV15JfHy8r/vqFbJHZmJuHCrV6J1K\nfq4WTE3mwz2N9JgcvPVZLXddnevvLo1qLreH93c18M62Otye/in8cwsSuGF+JvoL4OaLEBjCgrX8\naFUhj764l16zgz+8XsLPbplKvJduhEkKBfF3fIfGR36Do7WF5meeJvV/fok6ZnQXpZMk6fiUazhY\n3ELVgVaQZS69PNvnyfLZaJUa4g1xxH/NFlgnT+c+MTrdae2ix9F71vZNTjNOtxP1INO2BUEQBEE4\nnfLBBx98cKgPVqlUZGZmEhcXh06nY9u2bezbt4/nn3+e0tJSCgoKCAsL82F3z93WDw6d8m+dXs3U\n2RfWVkkqpQKdRklJdSdNHWYKJ0R7da2yQiERFKTBanUge2/Hl4DU2G7iT/9Xwq6DbcgyRIVq+e41\nuVw2PQW1D4u/XUgx9pfRGGODTk1OeiS7DrZhtrkoPnyMaVmxBGm9c8NGoVajz8mlb+d2PGYzlsoK\nQmdfdN7FvQIlxpIkkZoRhcXi5Firkc52M8YeG2mZ0QG7DEepUGJQG4gOimJcSBJZERMojMllduJ0\nFqbMZevR7Tg9zjM+P1htYEnaghHs8dgWKOfyWCZiPDJEnH1PxNj3TsTY6+0O9YEHDhzgscceY/78\n+axZs4bm5mYef/xxduzYwSeffIJSqeTuu+/2ege9bVL+6Bj59rZL8hMGply/sbXGz70ZfVxuD29v\nq+PXz39Bw/FK6ZcWJfHr22eSmy6mWgv+My42mP9akY9GpaCzz87vXy/BZD1zwnSuNHHxJHznbpAk\nHE1Haf3H35E9Hq+17y+S1L8MJ2dKf9XwQ+VtbFlfgcczOq9iLkqYftbjs7/muCAIgiAIpxpSorxo\n0SJWrlxJWVkZd999N9u2bePJJ5/ksssuQ6PREBUVxfLly2lvb/d1f4clIlpP0azTK5ZeCJQKBd+Y\nOx6AsrouKuoHr7gqnK6+1civn9/D28enWkeH6fjvVYWsXpLltZE7QRiOiePCufvaXJQKieYOM39c\nW4LN4fr6Jw6RISeXmOtXAWDav5fOd9/2Wtv+JEkScxZnkjslCYDD5e1sea8Czyi8EXBZ6qUknGHa\ntlJScknirBHukSAIgiCMbkOaeu1wOHj44YdZvXo1OTk5aLWnT9tNTk7m9ttvD7htpLZ+cIggvZq8\nqUnMvzwb7QVciTgxSk9JTSe9JgctnRbmFiR4ZZrhWJ1S4nT1jyL/470Kes39e6QunJLM976RS0KU\nYUT7MlZjHEhGe4zjIvXEhAex79Axuo12jrQamTEp1mvrbnXjM3B1dmBvbMR6qApNUhLaxKRzaiMQ\nYyxJEinjI7HbXLS3GOk6Zqa3y0r6xKiAnYY9GLVSzbS4QgCOWY7h8DgJUulweVzIyLSa25gWV4hC\n8t0SkQtJIJ7LY42I8cgQcfY9EWPf89XU6yElykVFRaxdu5b6+nqys7MBuP322+np6aGwsP+DWaVS\nBVySDHDxggnkTEkkKTXigirgNRhJkogJD2JHWSs9JjvjYkNIjB5+wjcW3wDqWvr449oS9lYdQwZi\nw4O45xt5zJ+SjEo58heaYzHGgWYsxHhcbDB6nYqy2i6O9Vhp67YwZWKMVxI+SZLQ5+ZhqTiIq7sb\nc2kJwfkFqM6hLkWgxliSJMaNj8Rhd9PW3EdXh5meTgvpEwN3zfJg1Eo12ZGZLBk/n1VTlrMgYS6h\nmlAOdFTQYevC4rKSE5Xt726OCYF6Lo8lIsYjQ8TZ90SMfc+vifITTzzBK6+8wtKlS0lPTwfAZDLx\n97//HbPZzIwZM7zeMW9RKBXixDxJbHgQh4/2cKzHxtFjJi4tSkQxzAvBsfQG4HS5eevTOv61oZI+\niwMJWDxtHHdfk+vXbbXGUowD1ViJcUZiGB6PzKHGHpo6zPRZnORneGd0VFIqMeQVYPxiFx6zGXNZ\nKSGzZqMYZJbRYAI5xpIkMS49AqejP1nu7rDQ3dGfLPuzGvb5UCgkgg1BWK0OkoOTsLls1PU1UN/X\nSIjaQGroOH93cdQL5HN5rBAxHhkizr4nYux7CoWESqVE6eXBrCG1tm7dOv74xz+yYMGXFTNvvvlm\nHnvsMdauXevVDgm+d928DABaOi1sP9Dq594EjprmXh781xds2FmPR5aJiwji/lumcOOiTLSaC3s2\ngjC6XDMnnUuL+qdFf7K/iXWf1XmtbVV4OIl334ukUuHq7KTlr08ju7y3HtqfJEli9oIMCmb0J5K1\nVcf48O2DuN2jb83yya6dcMXASPLaw+9Q2XXYzz0SBEEQhOGz25zs+LiGf/xhG4/ev8Hr7Q8pUbZY\nLINu+xQTE0NfX5/XOyX4VnpCKNOy+vdCXbetDqfL7ece+ZfD6eb1j6t55MW9tHRakCRYOiOFX31r\nBpnJ4f7uniCcM0mSuGXxRKZnxwLw7vYjfLin0Wvt69LHE3fbtwCwHqqi/ZX/eK1tf5Mkidnzx1M4\nsz9ZrjvUMeqTZYWkYE3OTcQb4vDIHp4re4k2c2AX3xQEQRCEs7HbnLz10n6KdzVitXhvt4+TDSlR\nnjVrFr/73e9OSYpNJhNPPvkk06eLLSdGo2vnjkchSXQb7Wze2+Tv7vhN9dFefvmvL9i4qwFZhoQo\nPT+/ZSo3LJiARi1GkYXRS6GQ+PbyyeSkRwLwykeH2VHuvRkkobMuImLp5QD0bv2Yno+3eK1tf5Mk\niVmXjh/YJaHuUAcfrCsf1clykErHd/NvI1htwOqy8kzp85idFn93SxAEQRDOy74dDXR3+PZzbEiJ\n8gMPPMCRI0eYO3cuy5cvZ/ny5cyZM4e6ujoeeOABn3ZQ8I2EKAOX5CcAsH7HESy2sTF1cqjsTjev\nbj7Moy/tpa2rfxR52awUHlwznYykoRcnEoRAplIq+N61uYxPDAXgn+srKKnu8Fr70d9YgSEvH4D2\nV/+DparSa237myRJzJyXzpTZ/cnykcOdbHqrHLdr9CbL0UFRfDtvNUpJSbu1g+cOvIjbc2HPKBIE\nQRBGp8pS3y8fHVIxr5CQEFauXElOTg5xcXHk5eVx4403ct999xEeHvhTU8Xi+cGlxofw8f4mbA43\nCgVMSo08r3ZGW5GCqoZu/rC2hNKaTgASow3814oCLslLQKkIzK1TRluMR6OxGmOVUsGUiTEUV3fQ\nZ3Gy/9AxslLCiQrVDbttSZIw5Bdg2r8Xj9GIubSEkGnTUeoHr6Y/2mIsSRJJqeHIMrQ09tLbZaWj\nzcT4rJiALvB1tjhH6iII14VT2lFOp62bPoeJ3KhJo6q6dyAYbefyaCRiPDJEnH1PxNj7ujrMlOw+\nfUnZvCVZXn2dISXKAEqlktTUVPLy8sjNzSU5ORmPx4Pb7Q7IbaFOJk7MwQVpVdjsLqqbejnSamRO\nfgI6jeqc2xktbwB2h5vXtlTz4geHMNtcKCSJKy5K5c7lOUSHDT9p8KXREuPRbCzHWKNWUpQZzd6q\ndkxWF/uqjpGXEUWYYfhbKSjUagyTc+nb8TkeixlLZSWhsy5CUp3+XjIaYyxJEokp4cgcT5a7rRxr\nMzI+KxrFKL2xNi4kEYfbQW1vPY3GJvRqPelhKSPf0VFsNJ7Lo42I8cgQcfY9EWPvcTpc7Nl2hI/X\nVw4aS28nykP6lD9w4ADXXXcdkydPJj8/n4KCAgoKCga+FkavZbNS0WtVOJwe3t1+xN/d8ZmK+m4e\n+McuNu89CkByjIH/vXUq35ibgVoVmBe7guBNkaE6fryqiBC9Govdxe9fK6a9x+qVtjXx8SR8526Q\nJBxHG2n959+RPaN3ivJXSZLEjDnpTLskDYCGmi42vVmOaxQXQrw6Yxl50ZMBeOPwu5R3Vvm5R4Ig\nCIIwOFmWqSxt4eW/7WbfjgbcbhmV2vfX70Neo6zT6Xj66ad54YUXBv78+9//5oUXXvB1HwUfCg5S\ns+x4wZqtxc20d4+t4i5Wu4sXN1Xx+Cv76ei1oVRIXHVxGr+4bTpp8aH+7p4gjKj4SD0/vKEAnUZJ\nr9nBE6/up9dk90rbhtw8olfcAIBp31663nvHK+0GkumXpDF9ThoADbVdbHyjbNQmywpJwW2TV5EU\nnICMzD/L/kOLuc3f3RIEQRCEU7Q09vDGC3v5eEMVFrMDhVKiaFYKq+6YQUS03qevPaSp14888gjP\nPfccRUVFJCUlnfYn0ImpDmeXGh/CtgMtWO1uTFYnU7Niz+n5gTqlpPxIF394vYSD9d0ApMQG84Pr\nC5g5OT6g1xcOJlBjPJZcKDEOD9YyPjGM3RVtmKwuDh7pZuakWNSq4S+h0WVMwNXRgf1oI9aqSjRJ\nyWgTEweOj4UYJ6aEo1BINNX30Ndjo73ZSEZWDApl4MxMGWqcVQoVkyOz2dNWjBe7hvwAACAASURB\nVMVl4WBnFdPjitAohz8lf6wbC+dyoBMxHhkizr4nYnx+jL02Pt1UxfYttVhMDgDGZ0Wz7Lo8MrJj\n0epUZE7uz1l6u6y4nB7/rFH+8MMPycnJISVldK5hEifm2amUCnRqJSU1nRw9ZqYoM5qwYO2Qnx9o\nbwAWm4v/fHiIVzcfxmp3oVRIXHNJOrdfOZmIkMBei3wmgRbjsehCinFMeBCJ0cHsqWqn1+zg8NFe\nZkyKQzXMZE+SJPR5eVgqynF1d2MuLSY4vxBVWH8l+bES48Rx4SiVJyXLLUbGZ8WgDJBk+VzirFcH\nMT48jS9a92FyWTjS18D0uCIUUmD8LIFqrJzLgUzEeGSIOPueiPG5cTpc7P28no/eraCz3QxAVKyB\nxVdNpmhWKlqdeuCxKpWS5LRIpl6UytwlE1Cr1Wdq9rwMKVHWarX89re/RZZluru7aWpqoqGhYeBP\noCfQ4sT8esmxweyqaMNsc9HZZ2d2TvyQnxtIbwAHajv5w+slVDX0AP2j5T+8voDpk+JG3SjyyQIp\nxmPVhRbjxGgDkSFaiqs76Oqzc7TdxLTs2GH/nkhKJYa8fPp27cJjMWMuP0DozNkotNoxFeOEceGo\nVAqOHummr8dGW3Mf47MDI1k+1zhH6MKJCoqk5FgZXbYeeu195EVPFpWwz2IsncuBSsR4ZIg4+56I\n8dDIssyhsjY2vllGfU0XskcmSK/m4kUTmLski7CIoNOeY3FaWF/3If8qe5nXK97j+twrvdonSZa/\n/r8sOzv7zA1IEhUVFV7tlLd1dZlwu8WZ+XV2V7TxzNvlANx3UxFZKRFDep5SKREZGezXOFtsTl7d\nXM22Ay0AqJQSV1+SztKZKQG75dO5CIQYj3UXaozf31nP2k9qAJidE8/tV05C4YUEyVpby9H/9wiy\ny0VQVjbJP/wJKq16zMV4/64Gdn5cC/RPy758RR5qjX93gjjfc/mdmo1sqt8CwLUTrmBRyjxfdXHU\nu1DfL0aSiPHIEHH2PRHjr9d6tJfPN1fT3mIEQKGUyJ+WzNSLUtFoB9+Rx+K08Pt9fz2lvsbrK//q\n1X4NaS+gyspKr76oEJimZceSurOB+jYj//dJDT//5tRRMaJQUt3BCxsr6TmxfiExlDWXTyIpevC9\nXAVB+NKyWakYrU427mpgR3krwUFqVi2cMOzf/aDx44m7dQ2t//g71qpK2l97mcTVt+K2e6d4WKAo\nmpmChMSOj2tobuhhw9pSLr8+3+/J8vm4cvxltFraKTlWxrrqDcTpYwYqYwuCIAiCtxl7bezcWkv1\nwfaB76VPjGb2/IxBR5BP9kH9Jz4vQjnkfZQB9u3bx/bt20lJSaG+vp6QkJCA30MZxNTroZIkiehw\nHTvK2+g22kmNCyEh6uuTTX9NKTFZnbywsYr/21qDzeFGpVSw4tIMbluW7ZX9YQOJmLbjexdyjCen\nRdBltNPQZqK2uQ+VUsHEceHDblc7LgWP3Yatphr7kTq6Nm2k8ZXX6N6yGbfJhC41DYVm9P+uxieH\nodEoaazrxthnp+VoLxl+nIZ9vueyJEnkRk/iYGclvQ4jBzoOkhs9iVBNiO86O0pdyO8XI0XEeGSI\nOPueiPHpnA43e7fXs/mdCjraTABExRhYdNVkpsxORRf09WuN/1X+Mg6P85TveXvq9ZA+xbu6urjh\nhhtYvXo1DzzwAN3d3TzxxBNcccUVNDY2erVDgn/lpEUyKbV/yvUbn9bi8QTmb/T+Q8d44Lld7Chv\nBWBCUhi/+tZ0ls5MGdVrkQXBHyRJ4talWRRlRgPw5qe1fLK/ySttRyy9AknbXxzQY7MB4DYa6d64\ngcbHHsFtNnvldfytYMY4Ll44AYCWxl7ee/0ADrvLz706d1qlhu/k30aoJgS728Ezpc9jdJj83S1B\nEARhDOhfh9zKK3/fxd7P63G5POj0auYtnciKNdNIThvask+H24nJ6fvrhyElyg8//DDR0dHs2rUL\n7fELnscee4yUlBQefvhhn3ZQGFmSJHHdvAwAmjvMbC9r9XOPTmW0OPjbO+X8+c0D9JodaFQKVi3M\n5P6bpwxp9FsQhMEpFQruujqHrOMjyS9uquKLyvavedbX6970PvIZpls7mpvoen/9sF8jUORPT+aS\nRf3JcuvRXtavLR2VyXKELpzv5N+KWqGiy9bNswdewOkZfT+HIAiCEDham3p588V9bH6vErPRgUIh\nUTBjHDfdOZPJhYnnNNClUaoJVvv+un9IifL27dv5wQ9+gMHwZYfCwsK4//772bNnj886J/jH+MRQ\npk6MAeDtbbU4XW4/96jfnsp2HnhuF7sO9q9HmJgcxq9un8Fl08eJUWRB8AK1Ssn3V+STGheCDDz7\nTjnldV3DarNv22dnPd7z8WacnZ3Deo1AkjctmTmLMwFoPdrH+tdHZ7KcFprCNyfdAEBtbz2vVL7B\nEGp/CoIgCMIpTH02PnrnIG+9uJ/25v5iXWmZUay8YzoXLchAqxtSyazTzE6Y7s1uDmpIibLb7cbj\n8Zz2faPROCrWKAvn7hvzxiNJ0Nln5+N93pmCeb76zA7+sq6Mv6wro8/iRKNWcPPiifz05inERej9\n2jdBGGuCtCp+eEMBcRFBuD0yT715gNrmvvNqy+Nw4DYZz/oY2W6n7r4fU/+rB+hY9wa2ulrkQT5v\nRpPcqUnMuex4stzUx3uvlWK3jb5keWpcIZenLQJgV+tePmz4xL8dEgRBEEYNp9PNF9uO8Mqzuzl8\nvFhXZIyB5asKWHZdHuGRw7uGvyhxBhK+HSgbUqK8aNEiHn/8cbq6ugYqoVZXV/Ob3/yGhQsX+rSD\ngn8kRBm4JC8BgPd21GP1w4iILMvsrmjjf5/bxZ7jU0CzU8L59e0zWTg12Stb2AiCcLpQg4Yfrywk\nPFiD3enmD68X09xx7muBFBoNyuChFYKyNzbS9d67NDz8a2r/+4e0vvBPTMX78YzSKtm5U5KYu2Qi\nAG3Nfbz3Wgl2m/NrnhV4lqUvYkpsPtC/fVTJsTI/90gQBEEIZLIsc6i8jVee3c2ebUf61yEHqZm7\nJJPr10wd8jrkr/Pp0e3IyCglBQa1bwbOhlT1eubMmWzbto3/+Z//wel0snbtWl588UXy8vL41a9+\nNbBuOVCJKnPnJzUuhC37mrA53CgV0kCRr6/yRTW/XrODf7xXwbvbj+BwedBqlNy0aCI3LZ5I8BAq\n4Y01omKi74kYn0qvU5ObHsnuijbMNhf7D3cwLSsW/TlOkXKbTNiqD5/xeMSSpURdfS1KvQGXsQ+P\nxYJst2NvqMe4exfdH27CVluDx25HFRaOQqcb7o82YmITQjAEa6iv7sRsctBU30NGdgwqlW9nYnnz\nXJYkidyobCq6DtHr6ONAx0FyoiYRpr2wK2GL9wvfEzEeGSLOvnchxbituY8P1h3kwN4mnA43CkX/\nfshLrs0hYVy417adPWbp5MWK15GRuSJ9MfdOuZ1VU5ajVHj381WSz2HRUUNDA7W1tbhcLjIyMkhP\nT/dqZ3xFbPB9/l7fUs3G3Q1o1Up+e9fsQbdd8uZG6rIss/NgGy9/eAjz8amKk9MiuG1ZNtFhZ99P\nbSwTm9X7nojx4Gqaenn81f04nB7iI/Xcf8sUQvVD39LJbTbT+NgjOJpPX8KhSUxi3H0/R3m8/oUs\nyziamzAV78dcUoytrpavXlVo09IJLijEUFCIdlzKqNjrvaKkhU/erwIgJj6E5avy0ep8d8PPF+dy\nj72Xx/c8RY+9l3BtGD+d9v0LOlkW7xe+J2I8MkScfe9CiLHJaGfXJ7UcKv9yX+PUCVFctCBj2FOs\nB/OPspfY115KmCaEX86+D71GS2RksNdfZ0gjygsXLuTqq68mLi6OtLQ0xo8fT0REBG1tbSxatIg7\n7rjD6x3zpgvhDo6vpMaH8Elx/6iyy+0hPyPqtMd4605Zj8nO3989yIad9ThdHnQaJTcvnsiNCzMx\n+PCicjS4kO5G+ouI8eAiQ3WkxYewu6Ido8VJRX03MyfFoVYNbY9ghUZDyIxZADjbWpEdDpQhIYQv\nWET8bbcPJMnQP3qpCg1FPzGLsDnzCJs3H01iEkgSrq5OcLtx9/Rgraqkd+sn9H3+GY62NiSFhCoi\nAilAa2bExIcQHKLlSHUnFpODxrru/pFltW/664tzWafSkRkxnt2t+7C4LNT0HmF6XJHX796PFuL9\nwvdEjEeGiLPvjeUYO51u9u9o4MN3DnKstX8rwYhoPYuWT2LaxWlD2g/5XNX1NvBG9bsArMi8ivSw\nlIEYe9sZR5Q3bNjA5s2bAVi/fj2LFi06bYp1U1MTTU1NfPbZ2aua+ttYvoMzEt7bfoQ3P61FqZB4\n+M5ZxIafOrI73DtlsiyzvayVVz46jOX4Wujc9EhuXZpNVNjomWbpSxfC3Uh/EzE+u10H23j2nXJk\nYFJqBD+4Ph/1OU4hViolwoM19Jgc5xxjj9OBtbKyf7S5tBhXd/cpxyWtFsPkXAyFhRjyC1CFhJ5T\n+yOhsrSFjzf0jyxHxwWzfFWBTy4ifHku728/wHNlLwIwLa6Q2ybfOCpG9b1NvF/4nojxyBBx9r2x\nGGNZlqmuaGfnJ7WY+vprieiCVEyfk87kwgQUiqHdTD+f1/3Dvr9S03uEBEMcP5/xQxSSYiDG3nbG\nEeWoqCh27dqFUqmksrKSrKwstFotSqVy4E9ycjI//vGPiYuL83rHvGks3sEZSalxIWwrbcHqcGO2\nOpmaFXvK8eHcKevqs/HsuwfZuKsBp9tDkFbFN5dMZOWCCegv8FHkk43lu5GBQsT47JJjggnVqymt\n6aSj10ZLh4VpWbHnlCQpFBL64KDzirGkVKKJiyO4oJDwxUsILpqCKjwCj82Gu7cH3G4crS2Yi/fT\n/cFGzOVluI19KPQGlCEhAZHMRceFEBqmo+5wBxazg6M+Gln25bmcYIhDKSk41F1Ds7kVhaQkM2K8\nd19kFBDvF74nYjwyRJx9b6zFuL2ljw/XHaR0TxMOe/865LypySz5Rg6JXlyHPJjSjoN81LAVgG9O\nuoE4Q39O4qsR5TNWZYmMjOTRRx8FICkpiW9961vo9WIrnguRVqPkqovTePGDQ+wsb2PpzFTGxQ7v\nro0sy3xW2sJrWw5jtffv05yfEcWtS7OJCAns4nCCcKGaPyUZo8XJum117D10jH9vquTWpdkjnoRK\nkoQuJRVdSipRy6/G1dONqaQEc8l+LBUHkZ1ObDXV2Gqq6Xjz/1BHx2AoKCS4sIigzIlIqvPbs9Eb\nsvLikSTYsr6SjnYT77xSzPJVBQSdw7pvf1uSuoAWcxt72op5r24TcYaYgcrYgiAIwthkNtrZubWW\nQ2UnrUPOiGT2ggwiogxneaZ3uD1u3q7ZAMDE8AxyorJ9/ppDulq45557aGtro6SkBLe7P6mRZRmH\nw0F5eTnf//73h92RPXv28Nhjj1FbW0tERAR33HEHq1atore3l5///Ofs3LmTkJAQvve973H99dcP\n+/WEczOnIJFNuxtp77HyxtYafnB9wXm31dlr4/mNlZTXdQFg0Km4cVEms3PiA2LURxCEM1t+cRpG\nq5PNe4/yaUkLwUEaVlya4dc+qcIjCJ93KeHzLsVjt2OpOIippL8gmLuvD2fHMXo2f0jP5g9RBAWh\nz8kjuLAQQ24+ymDvT9X6OhNz40GS2PJeBZ3tZt55pYSrbhw9ybIkSdySfT0d1i6O9DXw74OvEa2L\nJCU02d9dEwRBELzM5XRT8sVR9u2ox+X0ABARpeeihRNIGR85Yv3Y3rKbNssxAK6dcMWI5AxDSpT/\n85//8Mgjj+B2u5EkiRPLmiVJoqCgYNiJcm9vL3fffTcPPPAAV1xxBRUVFaxZs4aUlBReffVV9Ho9\n27dvp6qqim9/+9tkZmZSWFg4rNcUzo1KqeCauek8+85BSms6OdTYw8Rx4efUhizLbC1p5vUt1dgc\n/TdcijKj+eaSLMKDxSiyIIwGkiRx46JMzFYnOw+2sWFnPcFBapbOTPF31wBQaLUEFxYRXFiE7PFg\nO3IEc+l+TMXFOI424rFaMe3ZjWnPblAoCJqQ2T/aXFCEJj5+xPo5MScOSYLN71bQdaw/WV6+qgD9\nIDsLBCK1Us2debfy+J4/023v4ZnS5/np9HsJ14b5u2uCIAiCF8iyTE3lMXZ+XIPx+DpkrU7F9Dlp\nTC5MRKn0zTrkwdhcNtbXfgjA9LiiEbsxO6Sq1z/4wQ9YvXo1//jHP3j99dfZsGEDK1asYP/+/Sxb\ntowpU6YMqxN1dXV0d3dzzz33IEkSsbGxlJaW4nQ6ee2113jqqaeIjIwkLi6O1tZWKioquPTSS4fc\n/lhZE+BvidEGig930Gt20Npl4ZL8BCRJGtLai44eK39ZV8bmvUdxuWWCg9Tcdnk235g7niCt/6ZB\njhZjbX1LIBIxHjpJkiiYEM2RViPt3VbKj3QRFaojJe7s2wWNdIwlSUIdEYE+ezLhly4g9OJL0MTG\nIns8OLs6wePB1dmJ5WA5PVs+om/XTlxdHUhqNarwCCQfFSM5ISommPAoPXWHjmE1O2mo7WR8Vgxq\nzfDWLI9UnHUqLRMjMtjd1l8Ju7qnlhnxUy6IStji/cL3RIxHhoiz743GGB9rNfLB2wcp/eIoDrsb\nSYK8qUks+UYuSSkRKBQjOwN045HNlHdVoZKU3Jm3Gr361MLCI75G+WTt7e1cffXVqNVqJk2aRHFx\nMUuXLuVnP/sZv/jFL7j99tuH1YlJkybx+OOPD/y7t7eXPXv2kJWVhUqlYty4cQPH0tPT+eCDD86p\n/ZH+zxyrlEhcv2ACT7xaTHVTLwdqOymaGDMQ38Hi7JFlPt7bxGtbqrE7+0eRp2XHsHpJFmFiFHnI\nzhZjwTtEjM+NUqnk3hV5/L+X91N9tJfn368kRK9mSlbMGZ/j7xgrY2PQLV5M1OLFuK1WzOVlmIqL\nMZUU4zaZcLa10r1pI92bNqI0GDDk5RNSVIQhNw+lj2p0ZOXGoVRKbHrrIN0dFt55pZhrbi7EMIz3\nx5GMc2p4Et/KvZG/lfybBmMTL1a8zh35N6OQRm6kwR/8fS5fCESMR4aIs++NphibjXZ2fFJLZWnr\nwPdSxkdyyeIJREb7fh3yYHpsvWxu+BSA+SmXEBs8+Fa1vjCkRDk8PByj0Qj0J6pVVVUsXbqUpKQk\nWltbv+bZ58ZoNHLXXXeRk5PDzJkz+fe//33KcZ1Oh81mO6c2w8P98x87Fs2LMPDBF0c5UNPBm5/V\ncemMNJTHT86vxrmlw8yfXy/hQE0HAKEGDd+9Lp9LCpJGvN9jhTiXfU/E+Nz85jsXcf/T26hvNfKX\ndWX86s7Z5GVEn/U5gRHjYGKS5sNl85HdboyHDtO1+wu6du/BevQobrOZvp076Nu5A0mpJDRnMpEz\nphM5Yxo6L+/0MOPiYEJCdLzx4j66Oyy8+0op3/zubEJCh7c93kjFeUHkLIxyH/8pfYt97aVsaUnm\nhtzlI/La/hYY5/LYJmI8MkScfS+QY+xyutmxtZZtmw/jPL48Mjo2mMVXTSZzkn93N3r9i3U4PE4M\nGj03TllOsGbk4njGfZRP9sADD1BRUcFDDz1Ec3MzDz30EL/73e/44IMP2Lp1K++//75XOtPY2Mhd\nd93FuHHj+OMf/0hNTQ033XQTJSUlA4956aWX+Oijj3j++eeH3G5PjxmPZ5TMdRgFqpt6+c3zewD4\n9vLJzC1MJMigw2q24fHIeGSZj/YcZe3H1TiOL/qfOTmWWy7LInSUrL8LNAqFRHi4QZzLPiRifP66\njXYe/vcejvXYCNIq+dktU0mNP30a9miJsaO9DVNxMcb9+7EcqgKP55Tj2qSkgXXQQePHe22Kdk3l\nMTa9VY7HIxMepefamwsxnMcuAP6IsyzLvFD+Gjtb9gJwe+5NTE8oGpHX9ofRci6PZiLGI0PE2fcC\nOcYn1iF/vrkGY2//QKRWp2LG3HRyp4zsOuTBNJta+c2O3yMjs2LilSxKnTfo407E2NuGNKJ8//33\n8+ijj1JZWck111zDpk2buOmmmzAYDPz+97/3SkfKy8u54447uOqqq7jvvvtQKBSkpqbidDppbm4m\nMTER6F/PPGHChHNq2+ORx8wG34EgPT6Uosxo9h/u4MVNVby6+TBGi5MQvZqizGiOHjNT29wHQKhe\nzTeXZA3svSz+H4ZHnMu+J2J87kL1Gn60spBHX9pHn9nB717Zz89umUpc5ODTlQM9xsqoWMIWXkbY\nwstwW8yYyw5gLi7GXFaKx2LB3tSEvamJzvXvoQwJwZBfiKGgEMPkHBS68x8FTsuM5rJrJvPBuoP0\ndFp486X9XH3j+SXLMPJxXpV1He2WTmp7j/DCwdeJ0EaSHhYYRd58JdDP5bFAxHhkiDj7XqDF+Fir\nkc83V9PS2AuAJEFOURLT56ShC1ID/r9uf/PQemRkonQRXJJ40Yj3Z0gjyoPp6ekhODgYlRf2o+zo\n6GD58uWsWbOGO++885Rj9957LxqNhoceeojDhw/z7W9/m2effZaCgqFvT9TVZfL7f/RYU93UyyMv\n7j3rY2blxHHTookEH/9lE86fUikRGRkszmUfEjEevoY2I4+9vA+r3U10mI6f3TL1lH3RR3uMZZcL\na/VhzCX965qd7W2nHJdUKoKyJxFcUIShoAB15OnrqIai7nAHHxwfWQ6LCOKqmwoJPodk2Z9xNjpM\nPL7nz3TaugnVhPDTafcSoTu3HRJGg9F+Lo8GIsYjQ8TZ9wItxhaTnV2f1p2yDnlcegQXLZhAZEzg\nTA8/1F3Nn/Y/C8CayTcyLf7Ms5ROxNjbzpgov/baa0NuZOXKlcPqxDPPPMMf/vAH9F8plrJ69WrW\nrFnDL3/5S3bs2IFer+eee+5hxYoV59R+oJyYY8naj6t5f1fDGY9PmRjDPd/IG8EejW2B9iY7FokY\ne0dVQze/f70Ep8tDUoyB+26aMnCzbCzFWJZlnK0tmEqKMZcUY60+zFfLmWrHpWAoLCK4oBBtSuo5\nTdE+Ut3RPw3bfTxZvrGA4CGuWfZ3nJtNrfxu71PY3Q6SgxP50dS70SrH1rIbf8f4QiBiPDJEnH0v\nUGLscrkp/eIo+3Y0DKxDDosM4uIFE0jJiByRfYmHyiN7eHzPn2kwNpESksx/T7vnrEUiRzxRXrBg\nwdAakCQ2b97s1U55m79PzLHo+3/6DJPVecbjIXo1f/r+nBHs0dgWKG+yY5mIsfcUH+7gqTcP4JFl\nMpJC+cnKIrQa5ZiOsdtoxFxWiqmkGEvZATxfKTqpDAsnuKB/irZ+0mQUmq9PHOurO9n4Vhket0xo\nuI6rbyocUrIcCHEu66jgmdLnkZEpiMnljtxbxlQl7ECI8VgnYjwyRJx9z98xlmWZ2qoOdnz85Tpk\njVbFtEtSyZ2S5Pd1yIP5onU/zx98BYD/KvoOEyMyzvp4pVIizKBGqfXujjrnPfV6NBG//N7lcLq5\n64mtX/u4v/1kHmrV2N9PcyT4+032QiBi7F2fH2jhH+srAMgdH8n3r8tHq1FiCAnCbLSO6RjLLheW\nqsrjU7T34+rsPOW4pNGgn5xDcH4hhoICVGFnnppcX9PJpjfLcLtlQsL6k+WQsLMny4FyLm9u+JQ3\nq98DYEnqAq7KWOq3vnhboMR4LBMxHhkizr7nzxh3tBn5/KNqmk9ahzy5KJHpl6QRpA/MmT5Oj4tf\n73ycLls3uVGT+G7BmjM+1m020/X+evo+/wy30cjFb7/h1b4Mf4GxcMHRqJUEB6m/dkRZJMmCcOG6\nOC8Bs9XJq1uqKavt4pf/3I3J6hwo/HdJXgKXz07FoBt7NQwklQpDTi6GnFxibrwZR9PR41O092Or\nq0N2ODAX78dcvB8AbVp6fxXtgkI0yeNOmf6WmhHF0uty2fhGGcZeG2+/XMxVNxYQGh7krx9vyBaM\nm0OruY3tLV+wqX4LcfoYZiZM9Xe3BEEQxjyL2cHuT+uoKGkZ+F5yWgQXLcwgKsb7U5S9aevRz+my\ndSMhcc2Ey8/4OLfZTONjj+BobvJZX5QPPvjggz5rPUBYrY6vLh0ThslkdVLd1HvG4wunJpOTFjmC\nPRrbFAqJoCCNOJd9SMTY+zKSwrDandQ092GyOge2i3M4PVQ39VJa3cnMyXFoxvBNNUmSUIWGoZ+Y\nRdiceYTNm4/m+C4Orq4ucLtx9/Rgraygd+vH9H2+DUd7O5JCgSoiEkmpJCxCT2xiKDVVx7BZnRw5\n1EFaZjTaM9xkCJRzWZIkJkdlUdNTR5etm/LOSrIiJ4yJ4l6BEuOxTMR4ZIg4+95Ixtjt8lCyu5EP\n1pXTdnwHmrCIIBZckc2MuenoDd6dmuxtZqeF58pewuVxcXHiDC5KnHHGx3a+sw7z/n2nfC/lxuHV\nzfoqkSgL5yUtIYTS6k6MltNHlZOiDay5fNKYvvgdaeKDzPdEjH3jYH33GW+qnXj/uJBuqil0OnQp\nqYTOmEXE4iXoMiag0AXh7uvFY7PhsVqxH6nDuHMH3R99iL3hCB6Hg8j0BOLToo8nyy7qDnWQfoZk\nOZDOZYWkIDd6EsXHyjA5zRzoOMiU2AL06sAfET+bQIrxWCViPDJEnH1vJGIsyzJ1hzrY+GYZNZXH\n8LhlNFolM+eNZ8GV2URGGwKqWNeZvFe7iUM9NWgUau7MuxWd6syJfeuzzyA7HKd8z9uJsph6LZwX\ng07N/bdMYcPOeraVtnw5nTI/gctnjc3plIIgnLttpS1nPf7RnqMEB6mJDNERFaojMlRLeLAWhSLw\nP9CHS6HREJxfQHB+AbK8GntDff+65uL92Bvqke02THv3YNq7ByQJXcYE5oyfwmf1ekx9dt5+uZir\nbyocdBq22273w080uGC1ge/m38bje57G5DTzTOm/+PHUu9Gpzn/PaUEQBKFfR5uJzzdX09zQA/Sv\nQ55UmMiMOYG7DnkwHdYuth79HICFKfMI04ae8bEehwO3yejzPg05Ue7sM+/79wAAIABJREFU7GTt\n2rXU1dXx05/+lF27djFhwgQmTpzoy/4JAcygU3P9pRNYtTCT4JAgTGO8QI8gCOfG4XSftZYBgNPl\nYe3HNad8TyFJRIRoiQrVEhmmO55Ea4kMPZFM69DrxtZ9XkmS0KWmoUtNI+qqa3B2d2Mu7d96ynKw\nHNnlwlZ9GGX1YfKD4ilJXIypz85bz3/B1bcUER4dclpRE2VICKEXzyFy2RUoDf7dGzPeEMftuTfz\nl5J/0mxu5V/lr/Cd/FvHVCVsQRCEkWQxO/jis/51yCdGqpNSw7l44QSiYgN7HfJg3q3diEt2E6IJ\nZlHK3LM+VqHRIOl0yF/ZYcLbhnSlcfDgQVavXs2ECRMoKyvjnnvuYfv27fzsZz/jmWeeYfbs2T7t\npBD4NGoxzVoQhFMNpfCfUiERF6mns9eG3dm/r6NHlunss9HZZ4Ojg0/bDtIqiQzRHU+eT06i+7+O\nCNGiCsAtL4ZKHRFB+Lz5hM+bj8dux3KwfGDP5khjK4XNH1KcsBCLTc2bf/uMS8IaUdVX4uruHmjD\nbTTSvXED5tISxt33c78ny5OjsliReRVrD79NWWcFb9e8z7UTrvBrnwRBEEYbt9vDgT1H2bu9Hoe9\n/3MzNFzHRQsmkJYZNSqmWH9VfV8je9qKAbgiffHXzjgy7t7l8yQZhpgoP/roo9x6663ce++9FBUV\nAfDQQw8RHh7O7373O954w7uluAVBEISxYU5+Au/vajjj8ctmjOP6SycgyzIWu4vOXhtdfXa6jP2J\nclef/fjfNrqN9oG75la7mya7maYO86DtSkBYsGZgBPrkJPrE18FB6lFxQaHQagkumkJw0RRkjwfb\nkToiS4pRl5awR12AXalnW08yU0xl6I8/xy0pUcr9F1CO5ia63l9PzIob/PdDHDcv+SJaLG1sa9rJ\nRw1bidfHMjtxur+7JQiCEPBkWebI4U52fFxDb7cVAI1WydSLUsmbmoxSNTpvDsuyzFvV6wGI08dy\nUcKZC3gBGPfuoeW5vwH9u0zILpfP+jakRLm8vJyHHnrotO+vXLmSl156yeudEgRBEMaGy2enUlrT\nOWhCmxRt4PJZqUD/1GODTo1BpyYlLmTQttweD70mx8Bo80AS3Wujy2inq8+G2db/gSkDPSYHPSYH\nNccrf36VRqUYGJGOOCmBjjrp60Db5k5SKAgan0HQ+Ayir4WYsiNs3FCHXWVgT9Iyos2NdBhScKqC\nULusJBqrSe0+QN/nnwVEoixJEjdkXk27pYND3dW8UvUmMfpoJoSn+7trgiAIAauzvX8dclN9z8D3\nJhcmMH1OOnrD6FmHPJjyzkoO99QCcE3GMpSKM3/umor30/LsX8HjQZOYRML37qXvs08Hlhx525AS\n5bCwMJqbm0lNTT3l++Xl5URGXjjVSgVBEIRz483Cf0pFf2IbGaoj8wyPsdpdA0nziWS66/iI9Il/\nuz39w9IOl4fWLgutXZYzvmaoXn2GJLr/36EGDQo/jkqPy03jckMw772yH6dKT0tY1sAxpyqI+og8\nOvTJTG16H4/TgULt/wsqpULJHbm38Ls9T9Fu7eDZAy/w02n3Eh0U5e+uCYIgBBSrxcHuz45QUdw8\nMKMqMaV/HXJ03Ohbh/xVbo+bt2o2AJARlk5e9OQzPtZUWkLzX58CtxtNfALJP/4pqrAwYlbcQPzK\nlYQHe//zbUiJ8o033sgvfvELfvKTnwBQVVXFp59+yp///GfWrFnj9U4JgiAIY8dIFv4L0qpI0qpI\nih58Pa5HlukzOwYS6NNGp/tsp2x712dx0mdxUt86+J1qpUIaSKAjQ09dM33ia53Gt4XHktKjibM3\n0xKUOuhxszaChpgicgIgST7BoNZzV8EaHt/zFGanhb+WPs9Ppt5NkGp0bxslCILgDW63h7K9Tez5\n/Mgp65Bnz88gfWL0qFg2NBQ7W/fQam4D4BuZV5zx5zKXl9Hylz+D2406Lo7kn9yHKizslMcoNH5K\nlO+8804MBgO//e1vsVqt3HPPPURHR3PXXXdx2223eb1TgiAIwtjk78J/CkkiPLh/C6rxiYNvPeFw\nuuk22k9Lorv7bHQeT7AdLg8Abo/MsR4bx3rOXFTEoFMNrI2OGEiqvxydDgvWoFQMb21Zp2EceM58\nvCkoja5N7xNx2dKAucCK08dwR+4tPF3yD1rNbfyz7GXuyr/trNPuBEEQxjJZlqmv7mT7li/XIas1\n/euQ86eN3nXIg7G7Hayv/QCAKbH5pIWmDPo4S2UFzU/9CdnlQh0TQ/KP70MVHj4ifRxSotzc3MyN\nN97IzTffjMViwe12ExISgtvt5sCBA+Tl5fm6n4IgCIIwIjRqJXGReuIi9YMel2UZk9V5yij0yV93\n9tnoNTk4MWZutrkw20w0tpsGba9/OyzNaVO8Ty48pteqzpjgupxuHJ6zXzw5VUG0/d+L2GqqiVtz\nB8qgwBi5zY7M5IaJV/Nq1Vsc7KrirZr1rMi8yt/dEgRBGHGdx0xs31zD0SNf7l4wqSCBGXNH/zrk\nwWxp+JRehxGlpOTqjGWDPsZyqIqmJ/+A7HSiiowi+Sf3oR7BZb9DSpQXLlzI559/TmRkJHr9lxcO\n9fX13HLLLZSUlPisg4IgCIIQSCRJIkSvIUSvITV+8MJjLreHHqP9tGndnSdN+bY5Tt4Oy05nn51q\nBt8OS6tRDpJEa/u3yArTodWpsNvOXPlThRvl/2fvvsOjqvIGjn+n10x6TwiQACEQOgjSRaUXCyKi\ngq4F29rX1XdXefd117Lo6qordlxE7IIIYgUU6TWhBRIgpPc+fea+fwykkUAyZJIA5/M8PJqbmXt+\nc3Lu3PO799xzJBfVu3dhy8km6t4H0ETHnH9ltIHR0SPIqylkY/bvrM/aRIQ+jFHRwzs6LEEQhHZh\nMdvZsekEB/fUPYccGevPyAkJhDZzjrnQVdqr+PHkBgDGxIxoco4KS0Y6Oa/+C8luRxkYSMzjT6AK\nDmnXOJtNlFesWMEbb7wBeK6eT58+/Yyr2TU1NfTo0dyUKoIgCIJwaVIq5IQE6AgJaP7OrdnqrDfJ\n2Kkkusozi3dJpY2yKhvuU70mm91FbnENuc0shxWDjEiaH1LtREHW5bcQtf1TKCjg5N//RvitCzAN\nv/z8PmgbuS5hGoXmIg6VHuHTIysJ04fQMzCho8MSBEHwGZfLzf7dOezclInd5rnQ6efveQ65e6+L\n5znkpqw5/iM2lx2dUsukrhPO+L31+DFyXnkJyWZF4R9AzGNPoA4Na/c4m02Ur7/+enQ6HW63m6ee\neoq7774bP7+6qxoymQy9Xs/w4eKqryAIgiC0ll6rRK81EhPW9MylbrdEebWt4brSFQ2HeJ9eDisP\nCX9A30Sy7EZCjowjhQoK+91K75M/oi/OJP/dt7FkpBN6w1zkqpbPPu4LCrmC2/vMY/GuNygwF/JO\n6jIeH3I/YfrQDo1LEAShLTgcrtr/lySJkxmlbP4lnfLSuueQB43oQr+hMSg72bKEbS2/ppDNudsB\nmBh3BUZVw8k3rSczyf7XYtwWCwo/E7GP/Ql1eERHhNp8oqxSqZg1axYAMTExDBo0CKXStzN3CoIg\nCILgIZfLamfPBv8mX2OzuygoM7Pogx0cRiISCAFUyHAgUQzkIxEORMtklFc62RZ0Bb2CMok8sp6K\n9b9gO3GCyIX3oQru2OWZ9CodC/stYPHO16lxmlmSspTHBt+PXtU5nqcWBEFoDZvVwe4tJ0lLzcdi\ndqDTq4hLCKaq3ELOybrHbBL7RTBsTDcMRk0HRtt+VmV8h1tyE6gJYGzMyAa/s2Vlkf3Si7jNZhRG\nP2Ie+xPqyKgOivQsifLLL7/MPffcg06nY9OmTWzatKnZnTzyyCM+CU4QBEEQhOZp1Aq6hPth1Kmo\ntjjIRiIbkCFRfwGuHCSGDIqmKr2Uqgorh+hCcfJceh5aBcePkfl/zxB550IMffp21EcBIEwfwh3J\nt/Da3ncoMBfx3v6PuLf/7WImbEEQLig2q4OvP9pDWbG5dpvF7OBwSn7tz5Ex/oy88uJ9Drkp6eXH\nSSk+AMD07hNRK+pGM9lyc8h++UXcNTXI9QZiHn28w+fSaDZR3rNnDw6HA51Ox549e5rdwcU8fl4Q\nBEEQLgSj+0Xy3baTtT83tUr1ql3ZRAXqGNQ1kIITZRRZ1JQnzKZX4RbCS9PIeeUlgmfMImjqdGTn\nuVzV+egZGM/cXtey/PAXHC47yhdHVzOn16wOi0cQBKG1dm852SBJbqxrj2AmXdv3ksqjJEni6/Q1\nAMQYoxgaMbD2d/b8PLIXv4Crqgq5TkfMI4+jiW16uaj21GyivGzZstr/f+SRR+jTpw9qHyzkLAiC\nIAjC+ZkyIo6UjBJympjsKyJIT9cIP7YdLCC3zEJumYWBESZ0ZRYcNhf7g0ZQ6t+NhMxfKFn1NZaM\nDCLvuAuFselnp9vD5VHDyKsp4Jes3/g1ZzMRhjDGxnSOiccEQRDOpf6d46bk51ReUkkywJ6iVE5U\nei7oXpMwFbnMc0HWXlBA1uIXcFVWItdqiX74MbRdu3ZgpHVadMn4nnvuISMjw9exCIIgCILgBYNW\nxZ9vHsTk4V3w03uGsvnpVUwe3oX/uXUwd83ow1/mDyE+2gTAnvxK9jicqPw9z8TlKiLYkTCbMm04\n5v0pZP7fM1hPnOiojwN4OlJ9ghMB+OLoNxwqPdKh8QiCILSE0+HCanGc9TVWswOn03XW11xMnG4n\nqzK+AyApqBeJQZ5VkxxFRWS/9AKu8nJkGg3RDz2Krnt8R4baQIsS5ZiYGI4fP+7rWARBEARB8JJB\nq2L2uARef3gMXz4/jdcfHsPscQkYtJ7EuVukiaduHsyd05IIMKqxuCU2V1goVMuRyWVY3Cp2x0wm\nPXQI9pIysp5/lvJfNyBJTQ3k9j25TM5tfW4i0hCOW3Lz3v6PyK8p7JBYBEEQWkMuP/vdYq1eddHP\nbl3fbzlbKbaUIEPGrIQpADhKSsh66QWcpaXI1GqiH3wEXULnWna4RdNYx8fH89hjj7FkyRJiY2PR\narUNfv/SSy/5JDhBEARBEFpPrWq6AyaTyRjRN4KBPUNYsyWT77efJNPupBBIVCpROt1k+vel1BBL\nUs4vSP9dijU9nbB5tyDXtP+MrDqlloX9buOfO1+j2lHDkpQPeHzIAxhU+naPRRAE4Vwcdidrv9iP\n2332C4y9+3XMckcdweyw8N2JnwC4LHIw0cZIHGVlZC9+AWdxMTKViugHHkLfs1cHR3qmFt1Rlsvl\nzJw5kz59+mAymVCr1Q3+CYIgCIJw4dCqlVw3Np5n77iMgT1CsAB7nU7yT00DVqX0Z0fcTLL8E6nY\nvIms55/FXlDQIbGG6IK4M/lWFDIFRZYS3k1dhst96QxZFAThwmCzOlj9SQq5J8sB0OmbXp8+METP\nwOEdP1FVe/khcz01DjMquYpp3a7GWV5O9uIXcBQVIlMqibrvj+h7J3V0mE1q0R3lSZMmMWLECJEU\nC4IgCMJFJCxQzwPX9ePA8VI+/ukIWSVmypGIR44KOUdCh1NiiKF37u84nl1ExO13Yhw4qN3jTAjo\nxtzE6/jo0GccKc/g0yMrmdvr2ktuMhxBEDoni9nOt5+kUFxYDcCoKxPo2TecPVtPcjilbh3lxH4R\nDBzeBY226ST6YlNqLWN9tmeJ4StiR+Nnl5P90vM4CvJBoSDy3vsx9E3u4Cibp1i0aNGic71o3rx5\n/Oc//2H37t1UVlYSFBSEyWRqh/DahsVip4MesbokyOUydDq1qGcfEnXse6KOfU/Ucfvwpp7DAnWM\nHRCFUafiYG4leS4XGkCHDIvKRJ5/D7TmEty//4Db4UDfK7Hdl5CK9YvC4XJwrOIEWVU56FV6uvl3\nzF0Z0ZZ9T9Rx+xD1fP6qq2x8s2IfpcU1yGQwfkov+gyMRqlUENM1iMGXx3Hl1CT6DIoiOi7wkno2\n+fMj35BVlYNRZWBB11nkv/wS9twcUCiIWngfxgEDz72TFjjdjttaixLlP/zhD4wZMwaXy8WGDRtY\nvHgx33zzDdnZ2SgUCmJjY9s8sLYkDn7fEl+yvifq2PdEHfueqOP24W09y+Uy4qP9Gd0/ErPNyd78\nKqxI+AHIlBT6dcOm0KNN+RXb0TQMfZKRN5qzxNd6BsaTU51HgbmIQ6VHiDPFEqYPadcYQLTl9iDq\nuH2Iej4/leUWVn28l8oyC3K5jCtnJNGzb8Pnj+VyGQaj9pKr46yqXD47shKAWVFXoHn3M+zZWSCX\nE3nXPfgNHtJmZfkqUW7x5eCkpCTuvPNOli5dysqVK0lKSuLDDz/k9ttvb/OgBEEQBEHoGCa9mvmT\nEnl6wVCCYvw5gETVqWeXc/17sj12BvnHi8n8v2ewHD3arrHJZXLmJ91ItDESCYn39y8nt/rs65UK\ngiD4QllxDSs/2kNVhRWFQsaka/uS0Duso8PqNFamr0FCIloeSNdPf8OWdRJkMiL+cCd+Q4Z2dHgt\n0qJEOSMjg88//5wnnniCCRMmMGPGDI4fP878+fN5/fXXfR2jIAiCIAjtLC7Cjz/PG8RtM/pQYFSR\nhRs3Eha1iV0xkzkqiyNz8QuU/fRDuy4hpVVqWNhvAX4qI1aXjSUpS6m217Rb+YIgCEX5Vaxcvpea\najtKlZwps/sRlxDc0WF1GgdL0jhcdhS1w801GyuxZZ7wJMm33YHpshEdHV6LtWgyr6lTpyKXyxkz\nZgxPP/00gwcPxmg0+jo2QRAEQRA6kEwm47KkcAYkhLB2ayYbt52ki0tCJ5NzPHggJYYY+ny5Gkt6\nOhELbkOu1bVLXEHaQO7qN59X97xFibWUt1P/yx8H3olS3qJujSAIgtfycypY81kKdpsLtUbB1Bv6\nERHt39FhdRpuyc3KjLWoHG5u+M2KIr8YgPBbF2C6fGQHR9c6LXpGOTY2FpPJRGpqKqtXryY1NZWC\nggIUCgWhoaHI23lCj9a61J4JaG/i+RbfE3Xse6KOfU/UcfvwRT0rFXJ6xwUypE84hyssFJaaMSLD\npjSQZ+oBJzNg64/oE3uj9GufyT4DtQEEawPZV7SfMls55bYK+oUktctM2KIt+56o4/Yh6rl1sk+U\nsebzFBx2N1q9ihlz+xMWefbvvEutjrfm72Lbya3M2FhBRIEVgLCbbyVg7HiflemrZ5RbdOl15syZ\nzJw5E4Dc3Fy2b9/Oli1b+Pe//41SqWT37t1tHpggCIIgCJ1LSICO+67rx6HMMr5ccwhThQ3kKg6F\nj6S4OhPzc88Te8s8TMOGt0s8wyIGUVBTyLrMX9iat5NIQzhXdhnbLmULgnBpOZFezA9fH8DlkjAY\n1Uyf25/AYENHh9Wp2F121h75jum/lhNb6AAg9MZ5BIy7ooMj806Lxyi5XC5SU1PZtm0bW7duZc+e\nPYSGhjJq1ChfxicIgiAIQifTOy6QJxcO5+dtJ9n72wn83FBkjKNCG0rlR6uJz0gndPaNyJS+Hwo9\ntfvV5JuL2FuUysr0tYTrQ0kOSfJ5uYIgXDrSDxXy8+pDuN0Sfv5aZsztjymgfR41uZCsP76R0T9l\n0SXfkySHzJ5D4JVXdXBU3mvRGeyOO+5g9+7duFwuhg4dyrhx4/jrX/9K9+7dfR2fIAiCIAidkEIu\n5+oRXRnRP4rPVx7AklmOXalnb9RVFO87RM+jz9H9/vtQBQX5NA65TM6tSXMo2V1KVlUOHxz4mEcH\n30e0MdKn5QqCcGk4nJLHhu/SkCQICNYz/cb+GP00HR1Wp1NpLkf20Zd0zbMDEHLt9QRNnNzBUZ2f\nFj1c3L17d1599VW2b9/Ou+++y/z580WSLAiCIAgCfno1t980kAnXJ+NSeboV2QG92Uoyu/+2mJJ9\nKT6PQaNQc3fyfPzVfthcdpakLKXKXu3zcgVBuLil7sxm/VpPkhwSZmTWvAEiSW6C5HRy+LUX6Jrt\neSbZOG0qQVOmdXBU569FifJTTz3F6NGj0WhEwxAEQRAE4UyJPUJY+OBIonqFIEkSZnUAe8InsHPZ\nj+x452NcTpdPyw/UBnB3vwWo5EpKrWW8nfohDpfDp2UKgnDx2rU5k00/pQMQHm1ixk390enbfsKo\nC53kcnHi7dcIOJoHQNnIZCJnXt/BUbWNzj1dtSAIgiAIFwylUsHMa/oyfe4AlGoZkkzBsZDBpGfL\n+el/XuTIkVyflh9niuWW3nMAOFaRycdpX7brGs+CIFz4JEli64ZjbP/1OADRcQFMn9MPjVbVwZF1\nPpLbTf4H7+LYvQ+A/X0DGXDL/e2y+kB7EImyIAiCIAhtKrZrIPPvG0nXnsEAlOsiOGkaTMZby/jo\nv79QWmn1WdmDw/szpZtn8pjt+bv5MXODz8oSBOHiIkkSm35MZ8/WkwDExQczZXYyKrVYo70xye2m\nYOn7VG3dAsCeXjoiZ89Fo7x4RiCLRFkQBEEQhDan1iiZfG0yV89KQimXcCrUnAi9DG1aJstfXM43\nm45jd/hmOPaUrlcyOKw/AKuOfcfeov0+KUcQhIuH2y2xfm0a+3fnABCfGMrEa/ugVCo6OLLOR3K7\nKfzoQyo3bwJgXw8d6aMTuCxqSAdH1rZanCiXlJSwZMkSnnjiCUpKSli7di1HjhzxZWyCIAiCIFzg\n4hPDmHvP5USGe+4yFPl1w6AJp2r1tzz91u/sPFzY5sOjZTIZN/e+gTi/WAA+PLCCrKqcNi1DEISL\nh8vl5qdvDpKWmg9AYr8IrpyRhEIh7ik2JkkShSuWU/HrRgBS47VsGGJkVo9pyGUXV3216NMcPHiQ\niRMnsmHDBtasWYPZbGbz5s3Mnj2bLVu2+DpGQRAEQRAuYEY/DTMXDGfE6FjkuLGpjFQG9GVQ7hE+\n/nwL/1yxh6zCtp2lWq1QcXe/+QRo/LG7HSxJWUqFrapNyxAE4cLndLj4/qv9ZBwuAiB5cDTjJvdC\nLr84nrNtS5IkUfTpCirW/wzAsR7+/DLMj8SgniQF9ezg6NpeixLl5557jvnz5/PJJ5+gUnkeZH/2\n2We55ZZbWLx4sU8DFARBEAThwieTyRgwMp7rbxuKv8YFMhklpgQGuN24D6ex6IPtLPshjWpL281U\n7a8xsbDfAtRyFeW2Ct5O/RC7mAlbEIRT7DYnaz5PJTOjFIBBI7ow8sqEi2YyqrYkSRLFX35O+U8/\nAGBJTuDbwWpkMjmzEqZclHXWokT5wIEDzJgx44ztc+bMISMjo82DEgRBEATh4hQc7secB8aT1F0L\nkkSNJpBAbSjDq7PZsCuLJ9/aws+7snG53W1SXqxfNPOTbgTgROVJlh/+XMyELQgCNquDbz9NIfdk\nOQCXje3GZWO7X5QJX1soWfUVZevWAqAbPJgVA5xIchlDIwYS6xfdwdH5RosSZX9/f3Jzz1zS4cCB\nAwQFBbV5UIIgCIIgXLwUSjljbxjOlKnd0EpW3HIlTkMXxtjKkddUs/zHI/zvBzs4lFnWJuUNCEtm\nevdJAOws2Mu6Ez+3yX4FQbgwmWvsrPp4LwW5lQCMuiqBQSPiOjiqzqtk9SpKv10NgHHgYPZOiKfK\nZUYpVzKt28QOjs53WpQoz507l6effprvv/8egLS0NJYvX86iRYuYM2eOTwMUBEEQBOHiFNevKzfe\nP5YYXQ0AZm0IfVHQ3V5JdlEN/1yxhze+TqW43HLeZU2MG8/Q8IEAfHv8B3YXppz3PgVBuPBUV1pZ\ntXwPJYU1yGQwfkovkgfHdHRYnVbp2m8pWfU1AIZ+/dEtuImfc38HYHzMKIJ1gR0Znk+1aFGwu+66\nC4PBwPPPP4/FYuH+++8nJCSEhQsXMn/+fF/HKAiCIAjCRUrnp2PaH6eQsnIT2w5ZcCo0BCs0REiV\nbMXArrQiUjJKmDSsC1OGx6FRe7dUi0wmY17i9RRbSjheeZL/HvyUYG0gcabYNv5EgiB0VpXlFr5Z\nsY+qCityuYwrZ/QmPjGso8PqtMp+WEfxV18AoO+bTOQ99/Nx+kocbgcGpZ6r48Z3cIS+1eI5vOfN\nm8f69evZvXs3O3bsYNOmTSxYsKDdxvEfPHiQ66+/ngEDBjBz5kz27t3bLuUKgiAIguBbMpmM/teM\n5rprEgh0eibVcchMXC5zEqkGh9PN6s0neOqdrWw7WOD1M8YqhYq7+s0nUBOAw+3grZQPKbdVtOVH\nEQShkyorrmHlR3uoqrCiUMiYdG1fkSSfRdkvP1H02ScA6HsnEXXvA+TZitmatxOASd0moFfpOjJE\nn2vRHeWVK1c2+zu1Wk1YWBj9+/evnRG7rdlsNhYuXMjChQuZPXs2q1at4p577uGnn37CYDD4pExB\nEARBENpXcO/uXPdQOL+//Q2HbeHYZBpibBKJIUp+LXVSVmXjrW8OsH53NnOv7ElchF+ryzCp/VjY\nbwEv7f4PFfZK3kpZysOD7kGtUPvgEwmC0BkU5Vfx7acpWC0OlCo5U65PJjru4h0yfL7KN66n6OOP\nAND17EXU/Q8iV6tZeWgtEhIh2iDGRI/o4Ch9Tya14LLsrbfeys6dO9FoNHTt2hWAEydOYLVaiYqK\nory8nICAAN5//33i4tr+QfiNGzfyzDPPsGHDhtpt06dP55577mHKlClnfW9ecQ3lFTW4Xa27+qzT\nKPHT1500SyutOF1uDDoVBm3dBYHicgtuL65sa1QK/I2a2p8rqm3YHC60GiWmeuWWVdlwOF2t3r9S\nISfIpK39ucpsx2JzolYpCKhfbo0dm93Z6v3LZTJCAjxXkRQKGWqdhqzcMuTIGpRbbXFgtnq3FEdo\ngK52xILV7qSyxo5MJiM0oO7qldnqpNpi92r/QSYtylMLyTucLsqqbACEBOiQnyrXZndRUWPzav8B\nRg1qlWeIoMvtpqTC2kS5bsqqrOfcl1whI8Df0KAt++nV6DR117oKy8wA+Bs1aE6V63ZLFFd492zf\nGW29woLbLZ1ZbrkFvDgGmmvreq0Ko66u3JIKq1ez3zbX1rVqJSbp8IsNAAAgAElEQVTDmeU2Vcdn\n0/gYO93WVUoFgX515VbW2LF6cYw119YVcjnB/m1zjDXZ1mUywuqVa7E5qTJ7d4wF+mlRKevaeoXZ\nRoC/ASUukE6V63BRUe3dMdZcW69frtPlprTy3MdYU5pr6yaDGq3as90tSV4/P9tcWzfqVOjrHXtF\n5ZZW3UE93ZatZitG3ZltvbnzW2s119Ybn9/Kq23YHa07j0kSZP+4kf1pNszqAAAMeok8fyNpeZ61\nkGXAmAFRXDUkFqWi9aPbDpce5bPMj5GQGBiazNwec6ixOBuc3wBqrA5qGi1Z1dLvi2B/LQq5py3W\nb+v1z2/nd4xpUCk9x0D9tl7/PGN3uCj38hhrrq3XP7+dzzHWXFv306sx6lUEBRkpKakiv8Ts1f7b\nuy93uq03Pr95e4w1Ps9Umu1Ym+rLnepDtpZcJiM8WE9QkJHS0moqa+zUWBzN9iG90VRbP/P85vB6\nWbjm2nr981vm8VJWf70fh92FSq1k/JRehIYbW7T/5tp6c33Ippzt+6L+eUaSJIpOHWP1z2/1+5Ct\n1Vxbb64PCVC1cwfFX34OgKZrVyIW3IFcoyajIpP/HvTcYZ7dYwZ9Q3o329Ybn99O9yFbq7m23rgv\nV1FjI6FrSKv3fy4tuqPcu3dvtFotL774IgEBnhNWVVUVTz75JN26dePBBx/k2Wef5dlnn+Wdd95p\n8yCPHz9OfHx8g23dunXj2LFj53zvXc/95FWZVw+LZd5VdQtnv/ZVKpn5VVw/Lp7pI7vWbn9++W5K\nz3JwNGdIr1AeuL5f7c/LfjjC7iNFjB8UzYLJibXb31y1n/Ts1g8L6xZpYtHtQ2t//nbzCX7cmU3/\nhGAemTOgdvsnPx9h28HCVu/f36Dm3w+NBkAul/HD1kw++PYAMWFG/n7nZbWvW7ctk7VbT7Z6/wDv\n/Xk8ilOdn/3HS/nP1/vRa5W8+ejY2tdsPZjPRz8c8Wr/L947gvBAPQDH8qp59sNdACx5bGztl8fh\nk2W8+oV3E778+eZB9D51tbKixsGf39oKwD/uuozoUM8XdFZhDc+8v8Or/d81I4mRyZF15Z3a/6M3\nDqBffDAAZltdua113djuzBjVrfbnF5bvoaTSym1TEhk3sG4ZgL++uw2Hs/UdgPEDo1kwpa6tL1m1\nn6PZFcwY2ZXrxtUd74s/3UNBaesTkX7xwTx6Y11b//SXo2w9UMCofpHcOT2pdvt7aw5y8ETrZ9aN\nCTXw97uG1/68bvtJ1m7JJKlrIE/MG1S7/YuNGWxKyWv1/nUaBUseG1f78+m2Hh6o48V7L6/d/vOu\nbFZtOt7q/UOjtp5Vxqufp6BSyHn3z3XPHO1MK+SDtYe92v/f77yMmDBPW88uMvP0e9sBeP2RMfid\nOoFmZFaweIV3j9I8Mqc//RM8J0aLzVnb1hfdPpRukSYACsqsPOnlMbBgciLjB9W19aff3Ybd6eaB\n65IZcmq4nsPu8voYmz6yK9fXa+svf7aXvBIz867uydVD656b/dvSHdRYW99JbdzW3197iAPHS5l0\nWRfmXtmjdvurX6SQVVjd6v0nxgXw5M2Da3/+6tcMft2Xx7DeYdx3bXLt9v+uS2NvenGr9x8WGMBf\nZgewYcVmsvTxHDFL5JqrCDGoUajlFJRZ2bg3l99T8nB60QFTyGXcOHcKXx1dw56iVGyFEeza4Un+\nX/njqNrX/bovl8/Xe7cU5r8fHFWbSB3LrOCfp9r60qeuqE0eUo6V8NaqA17tf9FtQ+kWdWZbf+n+\nywnx9yQiJ3Oq+Mey3V7tv35bdzrctW39f24dTM9YT3+wtMru9TEw76oeXD2sS+3Pf/twBzUWJwtn\n9mFkP8/5TSaTeb3/xm3931+mcLKgmhvGxzP18q612//x0W6vLiYM7R3G/fXb+vdp7D1azITBMdw6\nqVft9jdX7ifj1OzKrREfZeLp2+r6cqt/P8HPu7IZ0COEh2/oX7v945+PsuNQ6/tyAUYNrz1c15f7\nbV8un63PoEu4kf+7o64v9922k6zb5l1f7oMnr0Au97T11GMlLFl1AINOyX8eqevLbTmQz/Ifj3q1\n/8X3XV6bdGflVvP3/3r6cm//aRwqpZys46V88kUqaa5TFxLsDnav3N/i/T91yyB6dfH05cqq69r6\nc3cPJyrEM6r1ZIGZRR9415e7e2YfLu8bAXguEJ7e/+NzB9C3u6cvV21xen0MzB4fz7R6bf255bsp\nq7Jx+9TejB0QVbv9f97Zhqv+92jXa+v+f2n97w/P3+2jlApgK1cMimb+5Pp9uQOk51Qwa3Q3rhnT\nvXb74k/2UljW+r7cgIQQHp5T19ZX/HyU7YcKGdM/kj9Mqzu/vf3NQV7845hW7/9cWpQof/XVV6xY\nsaI2SQbw8/PjoYceYu7cuTz66KMsWLCA6667rs0DBDCbzeh0DcfAa7VarFbvrq60hFbruZJ5mvLU\n3QmdTt1g++mDv7VUamWD/ahPTU6i1TQs9/SV4tZSKuUN9qM5dTVJpWpcrnfD5WVyWYP91JaraFiu\nVuv9ULagIGPt1TqjwXOxQCZrWK5er2nyvS0R4G8gKMjzJWeqqLuaHxhoqL3CbfSr8nr/Jj9dbaxu\ned3f0d9fX7u91OzdFVoAg0Hb5N/Az69uu0Lt3V0EAJ2+UVs/ddHCYNA02O7tLAWaM44xTx01PsZO\n341pLZVK0aitK2v/2+AYU3l3jCkatXXdqTajVDYsV6Np0dfsGRq3dYPB09bljcvVeX+M1W/rfsZT\nbV1Go3K1Tb21Req39bJ6bd3fpCfg1J1IvyLv7hQB+NU7xpSaumPY31RXbo3D+/VyG7d1TiU29Y8x\nb++yQFPnE09b1zc69rydC+SMtn7qGGt8flMovDzGlMpGbV3VdLleTr6lkMvpNmYYUX0S+PXF9/ja\n3h3kSiw1dqZHBaMaEscXv2Z4/TeQyWDOwKmUOkrZcGILKcUHgWTkjc5v53OMBQQaCPTzHEP123pQ\nkLH272o0eH8eM/nrmmzrnvOb50Kwqdz784DRWNfW64+MqX/sOVo+3c0Z9PqGx9jpO4AGo5aAAM/5\n2T/A+0fszujLKU6dZxqX62VfrnFbV6uUTZfrdV+u4flEe+r7Wn1GX86784xcLqut54AAA7pTfSql\noulyvREYZEQhr/u7gufv3GZ9uYC6tu5Xr60HBhrIPFrMt5+lenU3/zRTvfOJs15br39+K6nx7m44\neI7/0/upP3Ko/jEmU3n394Xm85Yz+nJedubO7Ms1nS953ZdTN92X02ja5hg7lxYNvR45ciT/+Mc/\nGDt2bIPtGzdu5E9/+hPbtm3j6NGj3HzzzWzbtq3Ng/zggw/4/fffeffdd2u3/fGPfyQxMZF77733\nrO/NK66hstLc6iE1+kbDdUpODSUwalUYdA2HCXk7XCeg0XAdm8OFrtFQgtJKKw5vhsQ1MWzGbHOi\nUSpqO6jgGcJg9XK4zukreHK5DKVGTU5eOXK5jOD6w1HNDmps3n2BhDUael1RY29QLniGo1Z5OfQ6\nuP5wnXrDZkIbDUct93LodWCjodfFp4bNBDcael3akqHXMhkmk75BWzY1GjZTcGrYTECj4ahFXg69\nbtzWiyssuNzSGeUWllmQaP0x0FxbNzQxHNXpxdDr5tp643LLqmzYna4m6/hslAp5k21d3cRwVIuX\njzc01daVTQy9rjmPxxsat3UZMsICGw69rvRyWGhQo6HX5dU2TCY9arkbGXVDr70dFtpcWw9qNPS6\nxMthoc21df9Gw1GLvBx6bdCoMOrPbOvGRkPlWnueOd2W7VZbg/PY6bbe3PmttRqfZ0639TPOb1U2\nbF48QqSQy2rvikpOJ2kff8nvhx1UGKJQI0OnkTN8Ui82Hi1qMDIqKS6Q6aO6NjhOmhMeqMfhdvLq\nrrc5WnIShUvPHf3mMSi27k5/jcVBdaNjrKXfFyGNhl6fbuthjYajenuMBfppUNcben26rQc3Go5a\n5u3jDc209cBGw1G9Pcaaa+smvRqDTkVAgIGysmryS727oNbufblTbd1XfbnaY6zR+a38fIZeB+kJ\nCDBQXl5DVY2daqvjjPPb6T6kN5pq643PbzXnMfS6ubZekVvJT98cxu2W0PtrGDu9N0ZT6xPy5tp6\nc33Ippzt+8LUaOh1Yb3HGzRN9CFbq7m23vj8lvHrNgqWfwRuN+qoKKLvvBu5QX/qczt5dffblNsq\nSQzqwbykuhujLe3Lne5DtlZzbb1xueXVNrp3CW71/s+lRYnyq6++yqeffsr9999Pv379cLvdHDhw\ngDfeeINZs2Zx++2389hjj2E0Gvn3v//d5kFu3LiRv/3tb/z888+126ZPn84DDzzA1Vdffc73l5ZW\n42rlM8pCyykUstrnW0Q9+4aoY98Tdex7oo7bx8Vcz5U7trP78w2kBQzELfd0wvoMiiKqdxifrk+v\nHd6qVMi4emgXpl0eV5vonU2VvZp/7nyNEmsZfmojTwz5I4HagGZffzHXcWch6rh9XIz1fGhfHhu+\nSwMgMFjPtBv7Y/Tz/q71+ersdVy9Zze5S94Alwt1dAyxjz2Bwq9uosQfMzewMmMtcpmc/xn2CBGG\nzjdTuEIhw+Cnq7240FZadC//wQcfRKfTsWTJEgoLPVdtIyIiuOOOO5g/fz6//fYbBoOBp59+uk2D\nO23EiBHY7XaWLVvGjTfeyKpVqyguLmbUqFHnfrMgCIIgCBcF09BhXB4bS+ib77FX1otKbSgHdueS\nc7yUO2YkkVFSw+cbMqiotrN2aya/789j9rh4hveJqB090RQ/tZGF/W7jpV1vUGWv5s2UD3hk0L1o\nlR3XuRYEofVSdmbz+0/pAISEG5k2px86vZjRvjnVKfvqkuTIKGIe/VODJLnaUcP3mb8AcHnk0E6X\nJNdYHazdksmm1DyqzA5WvzSzTfffojvK9ZWVlaFSqTAaWzZbXFs5fPgwixYtIi0tjbi4OBYtWsSA\nAQPO/UbEHWVf6+xXyi4Goo59T9Sx74k6bh+XQj27rVbyPlxKaoaV44H9QCZHLodhY7rTs38k3207\nyQ87TuI89fnjo0zcdFXP2knemrO/+BBLUpYiIdE/pA93JN+CXHbms3WXQh13NFHH7eNiquddmzPZ\n/qtncsvwaBNTZyfXztHTkTprHdcc2E/ua68gOZ2owsOJffxJlAENR9J8eXQ1v2T9hlqhZtHwJ/DX\ntH5JPl+psTp4/qPd5BTX1G5r60S5xU+H7927l6NHj+I+9aygJEnY7XYOHDjACy+80KZBNSUxMZFP\nPvnE5+UIgiAIgtC5ybVaou66G8P6nwle+T0HQkdiUZnYuuEYmRklTJzWm9H9I/n053T2pheTkVvJ\n/324k1HJkVw3tnuDJX3q6xvSm2sTpvJl+rfsKz7A6mPfMzN+cjt/OkEQWkOSJLZtPM6eU6usRMcF\nMPm6vqi8nOTsUmA+dJDc11/1JMmhocQ8+sQZSXKxpYSN2ZsBuLLL2E6VJAOs3ZLZIEn2hRa1oFde\neYW33nqLsLAwCgsLCQ8Pp7i4GJfL1aJnhAVBEARBENqSTCYj4Ior6RvXFf8lb3FQ1YM8U0/ysir4\n7L0djJ7YkweuS+bAiVJW/HSUvBIzm1Lz2JlWyIyR3bhySEztZDz1jY8dTV5NIZvztvND5noi9GFc\nFjm4iQgEQehokiSx6cej7N+dC0BcQjBXz0ry2SzIFwPzkTRyXnsFyeFAGRxMzGNPoAoKOuN132Ss\nwyW5MKn9mBDb9ksvna/fvFh6s7VaNFf3l19+yaJFi9i4cSMREREsW7aMzZs3M3z4cOLi4nwdoyAI\ngiAIQpN08Ql0f/qvDAmuIDnvF5QuK3a7i59XH+Knbw7RI9LE/94+jBsn9ECnUWK1u/hsfTp/fW87\nKRlnru8sk8mY02sWPQI8a4B+fPgLjlWcaOdPJQjCubjdbtavTatNkhN6hzLxmj4iST4LS/pRcl59\nGcluRxkYROxjf0YVHHLG6zIrs9hVuA+Aad2u7nTzNdgdLq9nSm+NFiXKZWVljB7tWZA8MTGRffv2\nYTKZePjhh1mzZo1PAxQEQRAEQTgbpZ+J6IcfJXF8f4afXEWQOQeA9EOFfPb+TgqyK7h6aCzP3T2c\nMf2jkAEFpWZe+TyFVz7fd8byQ0q5kjuSbyFEF4xTcvFWyoeUWMo64JMJgtAUl8vNj6sOkZaaD0Bi\nvwgmTE/yel34S4Hl2DFPkmyzofAP8NxJDg0943WSJPF1uie/i9CHMTxySHuHek7H8yq9Xvu5NVrU\nmkJDQykoKACge/fuHDp0CIDAwEBKSkp8F50gCIIgCEILyORyQmZdR7f77mZQ+e/0LNqK3O2iutLG\nNyv2sWV9Bga1kgWTE3l6wVB6xPgDkJJRwl/f3cZnv6RjqbdWrFFl4J5+t6FTaql21LAk5QOsTu/W\nMhUEoe04HS7WfbmfY2lFACQPjmbc5F7I5e2QOV2grJknyHllMW6LBYXJROxjf0IdHt7ka/eXHOJo\n+TEAZiVMQSHvPHfoa6wOln53iBc+3oMXS5+3mmLRokWLzvWioqIi3nzzTZKSkujSpQsvv/wyYWFh\nfPrpp54hSnPm+D7S82Cx2NulMi9VcrkMnU4t6tmHRB37nqhj3xN13D4u9XpWh0dgGjIMVepmAnNT\nqNCGYVfqyM+p5ER6MZExAUSGGxmVHElksIFjuZWYbU7ScyrYlJKLQasiNtyITCbDqDYQa4xmZ+Fe\nKu1V5FbnMzi8Pwq5HIUK7DbXJVnH7eFSb8ft5UKrZ7vNydov9pN9wjPCY9DlXRgxPh5Ze9xe9FJH\n17EtK4vsl17EbTajMPoR89if0URFN/lal9vF26nLqHHU0COgOzO6T+oUdStJEjvTinjl8xSOZFUA\nEBNqQKNWYLbWXeC8aWJim5bbokR5+PDhWCwWjEYjo0ePxmw288orr2CxWPj73/9OeDNXJDqLC+Xg\nv1B19BfApUDUse+JOvY9UcftQ9QzKAwGTJePRF5WQHDqT0gyORXaMCxmB4dT8lBplIRHmYgJMzJu\nQDQymYxjuZVY7C72pheTklFCdKiRIJOWUH0wepWOgyVpFFqKOVhymG/S1/HJ/m/YmLWZaoeZLn7R\nqBQdvwzNxUS04/ZxIdWzzerg289SyM+uBGD4uO4MGdm1UyRyZ9ORdWzLySF78Qu4a6qRGwzEPvYn\nNDGxzb5+c+52tubvBOCOvjcToPVvr1CbVVpp5d1vD/Ht5hPYHC7USjnXju3OH6b2ZmRyJOB5lMbu\ncLd5otyidZSXLl3K5MmTO31C3JzOtm7Zxaazrg93MRF17Huijn1P1HH7EPXcUMWmXylcvoxSZTAH\nwkdjUxoAiO0WyPgpiRj8PJPUFJVb+OyXdHYdKap974g+4Vw/LoEAo5qPDn/B1rwdTZYRaQjnkUH3\noFfpff+BLhGiHbePC6WezTV2vv1kHyVFnuWARl/Vg76Dm74r2tl0VB3b83LJ+ufzuCorkev1xDz6\nJ7RxXZt9vdVpY9HWF6iyVzMkfAC39bmp3WJtitstsX5PDl9szMBmdwGQ1DWQWyf2Iiyw4XetQiHD\n6KdDrWrbYeItekb59ddfx2aztWnBgiAIgiAIvuY/agyxT/6FMKOLy06uIrzK8+xd1vEyPn1vR+1z\njqEBOu67NpnHbxxAdKgnmd5yoICn3t7K2q2Z6OTaZsvIqyngh8wNPv8sgnApqq60snL5HkqKapDJ\nYPzUxAsmSe4o9oJ8sha/6EmSdTpiHn7srEkywM9Zv1Jlr0YpUzC9+6T2CbQZ2UXVPPfRLpb/eASb\n3YVBq+QPU3vz6JwBZyTJp7V1kgwtTJTHjh3L8uXLqaysbPMABEEQBEEQfEnbJY4uf1lEQHISfQt+\npU/+RpSSE5vVyfdfH2D9msPYT03k1btrEItuG8q8q3pi0CqxOVx8ufEY6zO3nbWMzblN320WBMF7\nFWUWVi7fS0WpBblcxlUzk0hMjujosDo1R1ER2YtfxFVRjkyjJfrBR9B2637W91TYqvjp5EYAxsRc\nTojuzHWV24PD6eKrX4/xvx/sICP31BD7PuH8/a7hjEyObPdh9sqWvCgzM5M1a9bw3//+F6PRiEbT\ncC2tTZs2+SQ4QRAEQRCEtqAwGIi674+UfrcGVn6Ff2YhByPHUq4J43BqPrlZ5UyY3puIaH8UcjkT\nBsdwWVI4X/96jA37ToLSftb91zhrcLgc4lllQWgjpcU1rP5kH+ZqOwqlnInX9CEuPrijw+rUHCUl\nZC1+HmdZKTK1mugHH0aX0OOc71tz/AfsLjs6pY5JXSe0Q6RnSjtZxofr0mqX6ws2abl1Ui+Su3fc\n37xFifK8efN8HYcgCIIgCIJPyeRygqdOR9utO/lvL2FQ1necDOhDRshgKsutrPxoD4Muj2Pw5XEo\nFHKMOhW3TOzFuIHRPLdnAzKVo/mdu2WU2soJ15+5LqkgCK1TlF/Ft5+mYLU4UKkVTL6uL9FxgR0d\nVqfmKC0le/HzOEtKkKlURP/xYfQ9e53zffk1BWzO3Q7ApK5XYGjnuRbMVgefrc/g1325AMhkcNWQ\nWK4Z3R2NumOXpmpRonzNNdcAnqm5s7OziYyMxO12o1arfRqcIAiCIAhCWzMk9aHL0/9L3pI3iDu2\nnyBzLge7XEm1pGfX75lkHStlwvTeBAR5OozhgTqcRTGooo43v1O5xN+3vcy4mJFM7jYBnVLXTp9G\nEC4u+dkVrPk8BbvNhVqjZNqcfoRHmTo6rE7NWV5O9ksv4CgqQqZUEnX/g+gTe7fovSsz1iIhEaQN\nZGz05T6OtI4kSexKK2L5j0eoqPGM2OkSZmT+5ES6RXaOv3eLnlF2uVwsXryY/v37M3HiRPLy8nj8\n8cd57LHHsFqtvo5REARBEAShTamCgoj905MEXHElfvZShmR8SazFM9FXYV4Vn3+wk4N7c5EkCbVK\ngaasJ26zscl9uW0a3DYNLsnFz1m/smjLP9mcux235G7PjyQIF7zsE6Ws/nQfdpsLrV7FzJsGiCT5\nHJwVFWQvfgFHQQEoFETe+wCGPn1b9N6jZRmkFh8CYHr3ie326EhppZXXvkzlPyv3U1FjR6WUM3tc\nPH+ZP6TTJMnQilmvf/nlF958883a55Pnzp3L3r17eeGFF3waoCAIgiAIgi/IlErCbrqZiDsXolQp\n6JnzK/3zfkKrlHA63Gxcd4R1X+7HYrYzpm8ctkOX4cjthuTwjKiTHGocud2w7R+FLXU0jpx4JLec\nakc1yw9/wd+3vkpG+YmO/ZCCcIE4cbSYNZ+n4nS4MfhpmDVvICHhTV+cEjxcVVVkv/xP7Pl5oFAQ\ntfA+jP36t+i9bsnN1+lrAYj1i2ZI+ABfhnqqTImfd2Xzl3e3sTe9GIDecYH83x+GMXl4HEpFi1LT\ndtOioderV6/mH//4B8OGDavdNnz4cJ577jkeeughnnnmGZ8FKAiCIAiC4Eumy4ajiYkl983XCMnP\nxnTkE472nEq+08SJ9BI+fW8HI65MICUwgJzsXjizeyHDhYTn+bnIYD1XDIphx+EQjqZEo4w9gjI4\nn3xLHi/v/g+xql7cnDyTmICQDv6kgtA5HT1YwC/fHsbtljAFaJl+Y39MAeLxhbNxVVd7kuScbJDL\nibxrIcaBg1r8/j2FKWRWZQFwTfxU5DLfJqk5RdUsXXeYjBzPbNYGrZI5V/RgZHJEu89m3VItSpSL\ni4uJiDhzKvbAwEDMZnObByUIgiAIgtCeNNHRxP3lGfKXvk/1zh0kHf6KkJjBHDb2w1Lj4JdVhxiT\nFEa2UkF1fjVK5DgBv0gjM2b2IShAx4TBMRSWJfJ7ahK/HUvFEpKCXF9FliONf+x4iXBHMtN7jKd/\nfDgKeee6cyIIHeXQvjw2fJcGQGCInulz+mPw05zjXZc2l7mG7H8txpZ1EmQyIu64C7/BQ1v8fofb\nyaqMdQD0CU6kV1CCr0LF4XTz7eYTrN2aicstAXBZUjhzJ/TAZOjc81216Ft68ODBfPLJJw22ORwO\n3nzzTQYNavmVC0EQBEEQhM5KrtURefe9hM6Zi0yhIDx7F8NOriLY5LnbkX6wEGt+de1dBiVgyavm\nhy9SsVk9M2KHBeq5Zkx3Fs+fwX197iHGNhzJqUKmcFGo3cs76Ut4ZNkXfPbLUfJKajrmgwpCJ5Gy\nI7s2SQ4JNzLzpgEiST4Hl8VCzisvYcs84UmSb78D07DhrdrHb9mbKbGWIkPGrPgpvgkUOJJVzjPv\nb2f15hO43BLBJg0Pze7P3TP6dPokGUAmSZJ0rhdlZGRw5513YjAYOHbsGIMHDyYzMxOA9957j4QE\n312FaAulpdW4XOf8mIKXFAoZQUFGUc8+JOrY90Qd+56o4/Yh6rltWI4eIXfJf3BVlONGRkrSjZTY\nm+/ADxwey/Bx8U3+rri6io/2reaodR/IPH8TV2UQjszedA+MZmRyJMN6h6HXijWYTxPtuH10VD1L\nksTuzZls/+0EABHRJqbMTkZzER4DbVnHbquV7Fdewpp+FIDwBbfjP2pMq/Zhdph5ZssLmJ0WLo8c\nyrzes88rpibLsDr4fEMGG/fWLfl05eBYrhnTDa26RQOaW+V0Hbe1FkUaHx/PunXr+Oabb8jIyMDl\ncjF16lRmzJiBTieeHxAEQRAE4eKi69GTuKf/l7y338SSdphKiwRnWdJz/+5c+g6KxmjSnvG7EKMf\nD428idzqK/j44EqOVx9DYSpF3vd3ThZ2IePnBFb8rGVQz1BGJUfSOy4QubxzPrMnCOdLkiS2bjjG\n3m2e52Oj4wKYfF0yqg5eM7ezc9ts5Pz7X7VJctgt81udJAN8n7kes9OCSq5iaver2zpMdqUV8tGP\nR6io9iz5FBNq5LYpnWfJp9ZoUaL8r3/9i+nTp3P99df7Oh5BEARBEIROQenvT8wjj1Pw5Zc4jp2Z\nANfnsLtY9p+tBIboie0aRGz3QCJjA1Cp6jr/UcYIHh16N+s5figAACAASURBVKnFB/ny6LcUW0tQ\nhp9EEZyHIyeBbQedbDtYQKCfhpHJEYzsG0n4qbWcL0Uum62jQxDamCRJ/PbjUQ7s9txpjEsI5upZ\nSSiVIkk+G7fdTu7r/8ZyxDNMPfSmmwkYO77V+ymxlLEh+3cAJnQZQ4DGv81iLKuy8dEPaew56pnN\nWqWUM2NkVyYO69LpZrNuqRYlyrt37+add94hPj6e6dOnM23aNKKionwdmyAIgiAIQoeSKRRE3HAD\n6hd+wi6drdskATLKis2UFZtJ2ZmNXA7hwSqiI3RERxsJCtUjV6tJUkXRM/lufivYwbqsDViVDtRx\nh1BG5VCT0ZOyyhC+3ZzJt5sz6RHjz6jkSIYkhqHTtP2Qxc7GVVND6XdrqPz9N1xVVSj8/DCNHE3Q\n5KkoDIaODk84D263m/Vr0ziyvwCAhN5hXDEtEcUFmkS1F7fDTu5/XsN86AAAoTfMJfCKK73a1+pj\n3+N0OzGqDFzVZWzbxCdJbNyTwxcbM7DYXAAkdglg/qTEC/5CX4u+cZctW0ZJSQnr1q1j3bp1vPrq\nqyQnJzN9+nQmT55MUFCQr+MUBEEQBEHoMFFVGZww9mr2913KDhBszqZUH0WpLpoqbTBuN+QVOcgr\ncrAztRK100yQOZdgcy6BllziXFbuBtxyGU45OBVFuBTHkOQqHC4tdrcSZ7YC8zYFGxQKTCYDwcFG\nAgIMyFUqZKf/KT3/bWpbc9sbbFN0jrt5rpoasl74B/bcnLptVVWUrVtLTco+Yp94SiTLFyiXy81P\n3xzkWJrnbmNivwjGTuolHjE4B8npJO/NNzDvTwUg5LrZBF490at9nazKZkfBbgCmdrsKrfLso2Ra\nIqe4hg/XHSY9uwLwLPl0wxUJjEqO7LRLPrVGiy9NBgcHM2/ePObNm0dxcTFfffUVL730Es899xz7\n9+/3ZYyCIAiCIAgdxm2306VwF0WqMGo0gWf83mAro2tZCrogE6HOY0hladhcckpUoZTooijVR2FX\n6rEr9eSbEsg3eSZBNdpKCDbnEmTOIcBSiNrpxnNn2nbqXyPVQC5UtvUHlMsbJtX1kuwGSbVS2XB7\no9ed+fpmkvV6v5erVKBQIJPJKP1uTYMkuT57bg6l360h9Pob2vrTCz7mdLj4/usDnDxWCkDykGhG\nTki4KBIpX5KcTvLeepOalH0ABM+8hqDJU73blyTxdfpaAML0IYyMuuy8YnM43azZcoI1W+qWfBrW\nO4y5V/bE/wKYzbqlWjWGp7S0lB9++IF169axc+dO+vbty7Rp03wVmyAIgiAIQoeTq9Vo9RoG53xH\nZmAyuX4JOJQ6VE4LUVXpxJWlojVo6P784gbvkyQJXC7cDjsl+VVknSgnO6uSgnwzLrdEtSaYak0w\nmYHJKOQQHiBDpS6l0LoXp7MEpVvCgIp4fRzuKg2FRVVYzVaUkqv2n59ahkkjR6+QwOlEcjqRHA7c\nDgeS0wEu17k/oNuNZLMh2Wy4fVSHZyWTIVOpkOz2s76s8vffRKJ8gbHbnHz3RSq5WZ47joMvj2Po\n6K4iST4HyeUi7923qd6zC4CgadMJnj7T6/0dLE3jSFk6ALPip6CQez+K5Gh2OUu/O0xeidkTm0nD\nLVf3on9CiNf77KxalCivWLGiNjnu1q0b06ZN49lnnyUmJsbX8QmCIAiCIHQ406jRuNatJaFkFwkl\nu3DJFCikuiTUNPLMZwZlMhkolSiUSsK66QnrFs5gwOFwkZdVQdbxUrKOl1JWbMblhtxSCQgExqPQ\nu8kz5FLpX8hvpmK6BEVyfc+5yC2B/J6az5YD+VRbHLVladQKhiaGMSo5kh4x/rWJiORyNUyeG/9z\nOnA77Gdsd9f7/ZnbnOd87entLUrUJemcSTJ4hmG7HXbkqovnjtXFzGpxsOazFArzqgAYPq47A4d3\n6eCoOj/J7Sb//Xep3rkdgMBJUwieea3X+3NLblaeupvc3b8r/UL6eLUfs9XJFxsz2LDHM+pDBkwY\nHMM1Y7pftPMntOhTvfPOO0yZMoUnn3ySxMREX8ckCIIgCILQqQRNnkpNyr7aocH1k2R1VHSrhkSq\nVAq6dA+iS3fPHC/VlVayT5SRdbyM7BOlWC1OXGY5AeYYAopikJCwGMr58OD3xHULYebIK5g9Pp6U\njBI2peSRklGCze5iU0oem1LyCAvUMTI5kpF9IwgyaT3PIGs0Z1vdymckt7tRUn5msn56W/4H7yJZ\nrWfdX9EnHxN45dWoI8Wksp2ZucbOt5/so6SoBoDRV/eg76DoDo6q85PcbgqWvk/Vti0ABFw1kZDr\nZp/XHfitebvIrckH4NqEqV7ta1daEct/TKO8dsknA/MnJxIf1XazZndGMkmSzmvla4vF0unXUhaL\n1ftWRy1WfykRdex7oo59T9Rx+xD17DvtMSOz2y1RXFBF1vEyso6XUpBTidvd8O/oUjgxRSoY0DuB\nrvEhSCoFWw/ksyk1j5xTiQl47vgkdQ1kZHIkg3qGolZ1jkm7mlP0xWeUrVvbotfq+/Yj8OqJ6Hsn\niWG858EX3xfVlVa++WQfFaUWZDIYNyWRxOSINtn3haildSy53RQsW0rlb78C4D9+AmE33Xxe7dvu\nsrNoy4tU2CsZGJrMHcm3tOr9ZVU2lv94hN1HigBQKjxLPk26rHMt+XS6jttaixLlgoIC3njjDdLT\n03G7PU+vSJKE3W7nxIkT7Nmzp80Da0uis+BbolPme6KOfU/Use+JOm4fop59T6GQEWBUU15t93kd\n221Ock6Wc/JYCUfT83BUnfkaU6CO2G6BxHYNxKVTsvVQIdsOFlBjdda+RqdRMKx3OKOSI+keZeqU\nyWVTs16fpoqMxG/YcCp/24iztLR2uzo6hsCrJuJ32WViSLYX2vr7oqLMwuoVe6mqtCGXy7hyRm/i\nE8PaINILV0vqWJIkCj9eRsX6XwDwHzOOsJtvRSY/v2R03YmfWX3sexQyBX+57FHC9C17jtgtSWzc\nm8sXG9IbLPl066REIjrhkk8dmijfcccdZGVlMXnyZN59911uv/12MjMz+eGHH/jLX/7CvHnz2jyw\ntiQ6C74lOmW+J+rY90Qd+56o4/Yh6tn3OrKO8wpL+H73VgoyqzBUBqNwqRr8Xi6XER5tIiouELNC\nxt6sMlKPl1K/txcZrGdkciQj+kQQ6Kdp1/jP5Vx37SWXi+pdOyn76Xusx47Vvk/hZyLg/9m78/Ao\n63v//89Zk0z2BLKShJCEJCQBwg6y7zuKa8Wl2lrqr3az56g91lOttrWn1mM3PVL7rdpWrVBFQEE2\n2XdByE42yApk32aSzHL//hiICSEQYO5svB/X5aW55565P/Nykpn3fLZZs/GdORu9j08vPoP+xZWv\n5erKJjZ+cBJzYys6vZYFdyQRFRPoopb2X9fKWFEUKv71HrXbtwHgc9s0gh9+5KaL5IbWRp4/+Bua\n7S3MHHIbdw/v3mJg5VVNvL05m9yLWz6Z3JxbPk0b2Xe3fOrVQjk1NZW33nqLsWPHsnLlSp577jlS\nU1N54403OHHiBGvWrHF5w1xJPiyoSz6UqU8yVp9krD7JuGdIzurrCxmXNJSxLmcDpaU1eNUNwqtu\nMKYmX5wDrr/m7qEnKNyXJp2G9PMNlNRa2m7TaCA5OpCpI0MZHTsIg75vDaW8Vq+9JT+Pmq1baDz+\nJZe+CdDo9XhPmoL/vAW4hcuc2Gtx1Wu54lwDm/51kmaLDYNRx+K7UgiL9HNhS/uvq2WsKAqV6z6k\n5vPNAHhPmkzIo4/ddJEM8K+c9ewpPYC7zp0XJj+Nl/Hq00NsdgefHTzLpoNnsF1s5/iEIO6fG4ev\nV9/6Qu1yahXK3VrMy+FwEBoaCkBMTAyZmZmkpqaydOlS3nnnHZc3SgghhBBCdG2Idxg/HLuaE5Fp\nfJz3KQXNuehsBgKbwoi3j8R6Xk9jQwvNFhtFeVUAhAKxviZajFryai1UWe2kFVSRVlCFp7ueiSOC\nuS0llKEh3n2i50hrNAJdr4btEROLx+NPYK2soGbHdur37sbR3Ez9vj3U79uDKSkZ/3nzMSWl9Inn\nM1CVl9Tx2dpTtLbYcXPXs+SekQSHSa/+tSiKQtX6j74uksdPIOSRb7ukSD5vrmBf2SEAFkTNumaR\nnFdSx9tbsimrdK5x4O/txoML4hk9ALd8uh7dKpTj4uL44osvWLVqFcOHD+fo0aOsWrWKyspK7N1Z\n9l8IIYQQQriURqNhTNBIkgMT2VG0m8/PfsEF/VkucJbwiFAWD16EttqL4sJqyopqsVkdNNU5V5Ue\nCkRrddiMOsqaW6lrtrHzeCk7j5cSPtiTqSmhTEoKwdez78/7NQwaTNC93yBw+e3U79tDzY5t2Cor\nMWekY85IxxgWht/c+fhMmnKx+BauUnKmms3/TsdmdeBhMrDsvlEEBrm+Z28gqt60gepPNwLgNWYs\nId/6jnOFehfYkL8Zh+LAz82XmRFTuzzP0nJxy6fjpSg4x6PMHjuElQN4y6froXv++eefv9ZJwcHB\n/PSnP8Xf35+FCxfyq1/9ikOHDvHPf/6TKVOmsGDBgh5o6o2zWFq5ubW9xdVotRo8PIySs4okY/VJ\nxuqTjHuG5Ky+vpaxTqsjzn8YE0PGUt/aQFnTORqsjRyvPYHD18K8SeOYPGU4YZF+eHoZsVkdmJta\nQQGtzYEvGoLQEKzR4AE0mlv5qrCarceKOVPegF6nJcjfA62253plbyRjrcGAR0wsfrPm4BYRga22\nFlt1NfaGBppOfkXd7l04mpsxhoaidXdX9wn0EzfzWi48XcmWj9Kx2xQ8vd1Yfv9oAga7ZvX3geRK\nGVd/tomq9R8B4DlqNGHf/R4avWsK0/zaM3yc/ykAdw9fQZRPxBXPO3G6gtfWnSLrbA0A4YM9+f6d\nI5kxOrxPTcPojksZu1q3t4cqKSnBbrcTFRVFTk4Oa9euJSgoiIceegj3Pv7HRuZpqasvzNUa6CRj\n9UnG6pOMe4bkrL6+nnFebSHrcjdQ3OBcPdqg1TM3cibzo2Zi1Dk/TJqbWp17NxdUU3ymGkuTtdPj\nNKFQD9ShgLueickhTE0JJTLYW/Xn4KqMLQUF1G7/nIZjR+Hizi0avR7vCZOc85gjrlxE3CpuNOfc\nzPPs2JiFooCPnzvL7huFj1/f3i62t1yecfXnm6lc+y/Auc1Z2Pe+j9ZguMajdI+iKPzuy9cprD9L\nuFcoz4z/IVpNx6K3ttG55dOXOV9v+bTstqEs6mNbPl2PXl3Mq7/rq29kA0Vf/8AwEEjG6pOM1ScZ\n9wzJWX39IWOH4uBg+VE25G+h0Xpx3qGbH7fHLmZs0KgOc3YVRaG6oomiwmpKCmsoL67t9LzsKDTg\nLJo9A0xMTA1jclII3iZ1hjK7OmNrVRW1O7dTt2cXDsvXC5p5JCTiP38BnskjXTI3tL+5kZwzT5ax\ne/NpAPwHmVh27yg8+9jq6X2JTqfB19NAXZOVys+3UvHBPwEwjUgi7Ps/dOm2ZicupPFW+t8BeGLU\nt0kMHN52m0NR2HOyjLVf5GNpcW4dFx/hx8OL+uaWT9dDCuWb0JffyAaC/vCBob+TjNUnGatPMu4Z\nkrP6+lPGFpuFzYU7+KJkHw7F2aMa4zuUu4evIML7yqtCW612yotrKS6oofhMNTWV5k7ntFwsnANC\nvZk4PoLUhMHoXFhoqpWxo7mZuv17qd2+DWvFhbbjhpAQ/OfOx2fybWjdbp2i73pzPnm0mAM78gEY\nFOzF0ntH4qHSlyX93eVbnWnd3HG0ONcI8IhPIPwHP3bpa83msPHS4d9RYakiMWA4T4z+dttt5VVN\nvLM5m9OXbfk0dWQo2gGw0J0UyjehP7yR9Wf96QNDfyUZq08yVp9k3DMkZ/X1x4zPN11gXd5GMqty\nANCgYUrYeJYNW4i38eofMBvrmykurKG4sJqzBdXYWjsu5Kqg0KzVEBDizZgxYSSPCEZ7k0Wz2hkr\nDgdNJ09Qs20rltM5bce1np74zZiF3+w56P38XX7dvqa7OSuKwpcHznJ07xkAQob4sPiukbi5y4JP\nV2JvaqL4N7+itay0020ao5GhL/0aQ4Br95jeVbKftac/QYOGZ8b/kCHeYc4tnw6dZdOBr7d8GpcQ\nxKp+sOXT9ZBC+Sb0pzey/qg/fmDobyRj9UnG6pOMe4bkrL7+nHF6ZRb/ztvIBXMlAB56dxYPncv0\nIVPQa69d9DgcCpXnGyjIrSQnq4KmGguX90c5NOAz2JPk5BBihg+6obmrPZlx85kz1Gz7nIZjR+DS\nbi46Hd7jJ+A/bwHuUUNVvX5v6k7OiqJwaFcBXx0uBmDIUH8WrkzGYHTNCs0DUcW6D6nZ8lmXt/sv\nXMzgu+5x2fUsNgvPH/wfGq1NTAwZy0Mj7iWvtI53NmdT2n7Lp/nxjI4beFs+SaF8E/rjG1l/0p8/\nMPQXkrH6JGP1ScY9Q3JWX3/P2OawsatkP5sLd9Bsdw4FDTYN5s645SQFxl/XY7W22MjIPM/Jk+XU\nnW/EeIU43L2MxMQNImJYAOGRfhi7se2MTqfB29uDhgZLj2Vsramh7osd1O76Aoe5qe24x/B4/Oct\nwHPU6AE3j/lar2VFUdi7NZeME2UADI0NZN7tI9DrpUjuiqPZQsF//BhHc3OX5+i8vYn53z+67Jqf\n5G9m69kvMGj1PD3mSXYcquKL9ls+jRnCyhkDd8unXi2Ui4qKeOWVV0hPT8dqtXL5Xfbt2+fyhrlS\nf30j6y/6+weG/kAyVp9krD7JuGdIzuobKBnXtzawMX8LB8uPoeB8HsmBCdwZt4wg0+DrfjyHQ+F4\nxjmOfVlKzflGvBUF3WX9zRqNhpAhPkREBxAR7c/gEO8OC4u1NFs5frCInLRzWMxWPEwG4lNCGDM5\nEjd316wMfM3n0dJC/YH91Gz/HOv5823HDUHB+M2dh++UqQNme6mrvZYdDgdffJrD6QxnBrEjgpi9\nJAFdP10ZWS2Kw0FLSTHm9DSa0tOw5OW2rbB+NbFvrHHJQl41zbW8cOh/sDpsjPKeSM6REGoaWgAI\nH+TJw4sSiA33venr9GW9WiivWrWK6upq7r//fry8OjfijjvucHnDXKm/v5H1dQPlA0NfJhmrTzJW\nn2TcMyRn9Q20jIvqS1ib+wkFdWcB0Gl0zIqYysKhc/DQ31hBaG62cjjjPEeOl9JQZcYX8MQ5N7o9\ndw89Q4ZeLJpDfdj2ScYVFw/zH2TijgdSe6xYhovzmNNOUbPtcyzZWW3HtSYTvtNn4jd7jsvnmfa0\nrl7LdpuDbRsyKTztHKKfOCqU6QuG9+he2n2ZraEec2YGTelpmDPSsdfXX9f9Xdmj/PfMDzl07hg6\nhxuNJ6aC3YBep2HZlKEsmhTVb7d8uh69WiiPHDmSdevWMXz48Gud2icNlDeyvmqgfWDoiyRj9UnG\n6pOMe4bkrL6BmLGiKBw7/xXr8z+jtsW5Mq63wYvlMYuYFDq2016s16Osson96eUcSiuHJiu+aPAF\njJ1mN19d6qQIJs2MueF23IzmorPUbt9K/eFDX89j1mrxHjcB/3nzcY8e1ivtullXei1brXY+/ziD\n4oJqAEaOG8KUOTEdev5vNYrNhqUgH3NGOk0Z6bScPQOXlVA6Pz88k1PwTErBknua2p3bu3w8V81R\nLm4o4+WjrwHQejYB+/mhDI/w4+GF8YQGet704/cXahXK3RqoHhYWRmNjo8svLoQQQgghep9Go2F8\nSCojByex9ewXbC/aTYO1kX9mr2Vv6QHuHr6CYb5Db+ixwwZ5cvfMWFZOH0ZGYQ370sr56nQFeocD\nX8AHDT5ouFYp/tWREiovNOHmpsfopsPNXY/R7et/3Nz0GN0v3nbxmMGoc0mB5x4ZRcijjzFo5d3U\n7ro4j7mxkYYjh2g4cgj32Dj85y3AK3VMv57H3Npi47N1aZQXO78sGTslivHTht6SRbK1qpKm9HTM\n6WmYszM77L8NoNHr8YiLx5ScjGdyCsaw8LacTCOSMGdnXXHVa2NYOAGLltx0+8qrmnjt8AfgDo5m\nE8a6YdyzMI5po8IGxJZPfUG3epS3bdvGn/70J5544gmioqIwGDoOe4mOjlatga4wkL7x7YsG4jfr\nfY1krD7JWH2Scc+QnNV3K2RcZanmo7xP+aoire3Y+OBUVsQswt/d76Yfv9Fi5XDmefanlXPmXANa\nYOw1S+Xrp9HQsZB2010spvVtxfTXBfeVi2+dvnO7HK2t1B88QO32rbSWl7UdNwwajN+cufhMnY7O\n4/pX++5p7RdNa2ps5dMPT3GhvAGASbOGkToxspdb2HMcra1YTmc7h1Onp9N6rrzTOYbgEDyTkjEl\np2CKT7jqPsiX76Os8/bG57ZpBCxags7zxnt7bXYHmw+dZVPaMfTDjwIwpGk6j8+ah98A2vLpevTq\n0OuEhITOd9RoUBQFjUZDVlbWFe7VdwzkN7K+4Fb4wNDbJGP1Scbqk4x7huSsvlsp49M1eaw9vYGy\npnMAGLUGFgydzZyI6Rh0rpkvXHKhkX1p5Vw4WoLhKsOxHcCoseG0tNhobbbR2mKjtcXu/PniP2rs\n5aLTazv0Uncopo06NPVV2PKycZSdRW9vRe+wYjRo8B87hsFzZmAKCepzPbKXL5rm7uH8f9lssQIw\nbX4cyWPCe7OJqlMUhdbyMuciXBnpWHKyUWy2Dudo3NwxJSa2Dak2DL7+Re50Og1+XkZqG1tv+u9F\nfmkdb2/JprSiEbekA2g9GwgyhvLft/2oz73GelKvDr3esWOHyy8shBBCCCH6tuH+sTwz/ofsLzvC\npoLPabKZ2VjwOQfKjrAydimjBiff9Af0IUFerJw+jJeOlhB6lfPOozBx1jAMXWxNpCgK1lY7rS22\ndsV0x0K6pbndf7c4z71UdLe02LBZO69WbLc5sNgcWJqsV2ldFARHdTxUAryTBWRiMGhx8zBeoSe7\ncw93+9suHdPptS4rhFqarXz8jxMdFk27VCDDwC6S7eYmzJmZNGU4e41tNdWdznGLjMIzOQVTUjIe\nMbFo9De/pZLWaARab/j+lhYbH+0uYOfxEhRAF1iG1tPZ878q+fZbukhWU7f+z4eHq//L8vrrr/Ph\nhx/S2NhIYmIizz33XNviYQcOHOBXv/oVJSUljBgxgl/+8pd9fri3EEIIIcRAoNPqmD5kMmODR/Fp\n4Tb2lh6kqrmGv6T/neH+sdwVt4xwr6uVuNdmNOiod9fh22zHdIVeZTMKtUZtl0UyOEc7Xio0b7Rv\nyW53tPVUdy6sr118t7bYcTgu7zXUYLUqWK0tQMsNtUur01xWTH89TLztWNvPussKbuf52otzp48f\nLLriyuKXNNZ3vf9vf6M4HDSfOYM5w7l1U3NhQaetm3Te3phGOOcZm0YkofftW1spfZVbyd+35rRt\n+RQ62B173FkabDBqUBKxflITqaXLQnnq1Kls3LgRf39/pk6detUHudl9lD/66CM++eQT/v73vxMa\nGsqaNWtYvXo1O3bsoLq6mieeeIJXXnmFqVOnsmbNGp544gk2bdok354IIYQQQvQQT4OJe4avYGrY\nRNblbiCnJo/TNXn8+shrTAufxJJh8/Ey3Pjcy9tGhbH1cBGhwCDAgAYrCpVAOQr2Vjvr9xaw7Lah\n6FRaMEun0+JhMuJhurH7K4qCzeostpubLNQcP0nNkS+x1DZg0xqwaY04PH3RRURDYDBWm3Kx6La3\nFdzWVnunx3XYFZrNVprNV+vVvjqDUYfRTYe58eo9m1mnzvXa6uKuYKutdfYYX1yh2tHU1PEErRaP\nmFhMF4dTu0VG9skF2OoaW/jn9lyOZV8AQK/TsHTKUIxhhWwsrEer0bIiZlEvt3Jg67JQ/slPfoLn\nxYnmP/nJT1RtRE1NDd/97neJiIgA4KGHHuL3v/89586dY9euXSQmJjJ79mwAHn/8cd555x3S0tIY\nOXKkqu0SQgghhBAdhXmF8P3Rj3GqMoOPcjdR2VzNntKDHDv/FUuGzWda2CR02q57fruyeHIUp/Kr\nKKlsogTQoHCpb1av04BdYcP+M2ScqeY7y5IY7Nf3FsvSaDQYjDoMRh2e3m4ELp6Bsmg65swMarZt\nxZx+CmqB0v1o3NzxnTYNvwXzMA4OansMh0PB2tq+p/rrIrpzT7a9U892S4sNxxXmwlpb7Vcswi/X\nbLZis9nRX6X3vi9xWK005+XSlJFOU3oarSXFnc7RBwZeHE6dgikhEZ3pBr8J6QGKorD3VDkf7szD\n3OKcMz18iC8PL0rA2xt+fvBvANwWNpFgz6CrPZS4SV0WynfccccV//tG2Ww2zObOwzy0Wi3f+ta3\nOhzbuXMnfn5+hISEUFBQQEzM199q6XQ6IiIiKCgo6HahLJujq+tSvpKzeiRj9UnG6pOMe4bkrD7J\nGEDDmJAUUgYnsKNoL5sLd2C2WVh7+hP2lx7invgVJATGXdcj+ngaefahsXx68Cx7TpbRYLbibTIw\nfVQY88YPYeP+M+z4spT80nqe/9sRHl6UwOSkEJWenytp8BmZgs/IFFrKyqje+jl1B/ajtDRTu30b\ntTu24506hoAFC/GIi0On02IwGDF5Gm/4ijabndZme9tw8ZZ2xfTebblXnIt9iYfJgJvbzc/LVVPr\n+fM0pqfRlJZGU3YWSkvHIe0aoxFTfAJeySl4pqRgDAnptZGo1/P34lyVmb99lkV2US0AHm467p0d\ny4zUcLQaDR/mfEKzvRk3nRvLYuah093Kf4O+ptbf4m6teu0KBw4c4JFHHul0PDw8nJ07d7b9fOTI\nEVavXs0vfvELli1bxrPPPouXlxc//elP285ZtWoVS5cu5Rvf+EZPNF0IIYQQQlxFtaWW906uZ8/Z\nw23HJoSP5sHRKwn2uv6VggFarXaMho69mofTy/n9v76iwewcPjx7XASr70jB5O6aFbh7irW+nnNb\ntlL+6WastbVtx71iYwhbsYzAKZPRumARqSvZvimTS41ADQAAIABJREFUA1/kd3n7lFmxzF2aqMq1\nb5TNbKEuLZ3aE19Re+Irms+d63SOKTICvzGp+KeOxmdE4sUFtPoHq83BR7ty+de201htzi8xJqeE\nsvqOFAJ9nSMnzjVW8OPNL2B32Lk3eRl3Ji3uzSbfEnqsUO6O9evX88ILL/Dcc8+xcuVKAF566SWs\nVisvvPBC23krV67k4YcfZsWKFd163NrapissrCBcRavV4OfnKTmrSDJWn2SsPsm4Z0jO6pOMu1ZQ\ne5YPcz7hTL1z+Kteq2du1HQWDp2Nu777e7xeLeOahhbWbMgg80wNAEH+Hnx3RRIx4X1rEabucFit\n1B8+TPXWz2kpLmo7rvcPwH/OXPxnzrypPXevpNli5aO/n6C6oqnTbQGDPVn5YGrbdlG9RVEUWoqL\naExLpyn9FObcXLB3HDauNZnwTEpy9honp2AICOil1l7dtf5e5JfW8f8+zaLk4v8PPy83HloYz9j4\njl8w/eXUP/jy/El8jT78YurTuOn6zxcBaruUsav1mUL5z3/+M++++y6vvfYakydPbjv+3nvvsWXL\nFt59910A7HY7EydO5J133iEpKalbj30r7HPYm26l/SR7i2SsPslYfZJxz5Cc1ScZX51DcXDk3HE+\nyd9MfatzCxtfow+3xy5mXPBotJprL5x0rYwdisLnh4v4aE8BdoeCTqvh9mnRLJoUhbYfLvaqKAqW\n7Cxqtn1O06mTbcc1RiM+t03Df+48jMGuG2be0mzlxKEisk8591H2MBlIGBlC6qRI3Hqpd97e0EBT\nZoZzX+PMdOx1dR1P0Ghwj47GlOQsjN2HRqPR9f151F29li0tNj7aU8DOL0va5uLPSg3nzhkxmNw7\njiYorCvilS//BMCqhLuYEjahp5rfL6i1j/J1F8o2mw29i4eC/Pvf/+Y3v/kN77//fof5yAAVFRUs\nWLCAl19+mZkzZ7JmzRq2bNnCxo0buz3XQN7I1CUfGNQnGatPMlafZNwzJGf1Scbd02xrZsuZnXxR\nvBeb4uwNjPaJ5O7hK4jyibjqfbubcWF5PW9uyOBCjQWAxCh/vr10BP7e3e+97mtaz5VTs30b9Qf2\nobReXKFao8Fz1Gj8587HIz7BZfNtdToNPt4e1DdYevy1rNjtNBfk05SRRlN6Oi1nz8BlZYnO1w/P\npK+3btJ5ub4YUptOp8HT24Omdhl/lVfJP7bmUF1/ccunQBPfXJRA3BC/TvdXFIX/Pf5/5NcVEuoZ\nzH9N+HG3vmy6lfR6ofz+++/zt7/9jbKyMjZv3syaNWsICAjgRz/60U3/si5YsICSkhKMl80lWLdu\nHTExMRw6dIhf/epXFBcXk5iYeN37KMsbmbrkA4P6JGP1Scbqk4x7huSsPsn4+lwwV/JR3ibSKjPb\njk0KGcfymEX4unlf8T7Xk3Fzq433tuWyL60cAE93PY8sTmTM8BubG91X2Bsbqduzi5qd27G3m8fs\nFhmF/7z5eI+fiOYmO696+rVsrapybt2UnoY5KxOHxdLhdo1ej0fccExJyXgmpWAcMqTfbgfb1Gzl\ns4Nn2ZdW3rYw3fiEIGobWzh+uhJwrua+ZPJQFk+KwqC/cvF7siKDNWnvAPD4yEdIHtS35o/3Bb1a\nKL/77rv85S9/4fvf/z6//OUv2bRpE6dOneIXv/gF999/Pz/84Q9d3jBXkjcydckHBvVJxuqTjNUn\nGfcMyVl9kvGNyazK4d+5Gzlndu4L665zY+HQOcyMmIpB27Hgu5GMD2ee593Ps7G0OHuvZ6aGc+/s\nWNwMfX947tUoNhsNx45Qs/VzWorOth3X+frhN3sOfjNm3XBPq9qvZUdrK5bTOTSlO/c1bi0v63SO\nITgYz6RkTMkpmOIT0br139EAlzQ1W3n5H8cprew8D/yS2CG+fHNhAmGDup5ba3fY+eWRVzlvrmC4\nfyw/GP1Yv/3iQE29WigvWrSIp556ilmzZpGamsqGDRuIiIhg9+7d/PznP2fXrl0ub5gryRuZuuQD\ng/okY/VJxuqTjHuG5Kw+yfjG2R129pQe5NPCrVhszQAM9gjkzrhlJAcmthUBOp0GLx8jjfWt15Vx\nZa2FNRszySt1zm8NG+TJ6uVJRAT1vyG7l1MUBUvuaWq2bqHp5Fdtw5Q1RiM+k2/Df958jCGh1/WY\nrn4tK4pCa3kZ5vR0mjLSsJzOQbFaO5yjcXPHlJiIZ1IKpuTkDntIDxRrv8hj8+GiLm9Pig7gx/eM\nuuZ8+r2lB/kg52MAnh73AyJ9hri0nQOFWoVyt8ZrlJWVERsb2+l4ZGQkNTU1Lm+UEEIIIYQYeHRa\nHbMipjIueDSbCj5nf9kRKixV/N+pt0kMGM6S6HmcrMjgUPlRGqxNeBs8mRQ6nvlRMzEZTNd8/EF+\nHjy9KpWN+8+w8cAZyiqbePGdY9w9K4a5Y/vvMF4AjUaDaXg8puHxtJ4/T+2ObdTt34vS0kLd7i+o\n2/0Fnikj8Z+/EI+ExB57rnZzE+aszLZeY1t1dadz3CKjnMOpk1PwiIm96SHjfd3eU+VXvb3ofMM1\ni+RmWzOfFmwDYHxwqhTJvaBbr9LExES2b9/eaR/kDz74gMREGScvhBBCCCG6z9voxTcS7mRq+GTW\n5X5CXm0hWdWnyao+3eG8BmsT24p2kV6VxZNjHu9WsazTarl92jBGDA3gLxszqKpv4f3tuWQUVvPo\n4kR8PPv/tjrG4GCC7n+AwBV3ULd3N7U7tmOrqaYp7RRNaacwDolwzmOeMAmtwbWrWCsOBy1nz9CU\nnkZTRjrNBfngcHQ4R+fljSkpqW0RLr1v50WqBqrmVhuNFutVz2kwW7Ha7Bj0XU8L2F60hwZrI3qN\njmXDFri6maIbujX0+sSJEzz22GOMGzeOffv2sXjxYgoKCsjPz+ett95i7NixPdHWGyZDo9QlQ9DU\nJxmrTzJWn2TcMyRn9UnGrqUoCicq0vhH1lpa7C1dnjcvcia3xy6+rsc2N1t5Z0sOR7Od86J9PI18\ne0kiycMCb6rNfY1is9Fw/JhzHvOZwrbjOh8f/GbNwXfmLPTePp3up9Np8PU0UNdkvepr2VZbS1NG\nOuaMdJoy03E0NnY8QavFIya2rdfYLTIKjfbWW5k5r7SO97fnUlhef9XzvE0Gfv+DaV3eXttSxwsH\n/4dWh5U5kdNZGbvU1U0dUHp91evKykree+898vLysNvtxMTEsGrVKoKDg13eKFeTNzJ1yQcG9UnG\n6pOM1ScZ9wzJWX2SsTqe2vs8TVZzl7eb9B78z7Tnr3tIsaIo7Esr571tubRYnQt9zR8fwZ0zYrpc\nabi/UhSF5rw8arZ/TuPxL7+ex6zX4z15Cv5zF+AWHo69qYnqzZ9Sv38v9oYGdN7e+Nw2jYBFS9B5\neqLYbFjyci8Op06jpbi407X0AYHOHuOkZEyJI9CZrt3bP1BV1zezblc+hzLPd+v8RZMiuXtm52mt\nl7yXvY79ZUcw6T14YfLT3RpJcSvr9UK5P5M3MnXJBwb1Scbqk4zVJxn3DMlZfZKx67Xarfx497PX\nPM/b4EXSoASSAhNI8I/DZPDo9jXOVZt5c0MGZ881ABAZ5MXqFUmEBna96nB/Zq2ooGbHNur37cHR\n3Nx23CMhEWvFBWxVVZ3uo/P1xW1IBJa8XJSWjr37GoMBj/gEPJNT8ExKxhAS2q/nfLtCi9XO54eL\n+OzQWVptzuHnQwZ7cse0aD7aU3jFVa/DB3nyzANj8HS/8pD4ssZz/OrI/6KgsDJ2KXMip6v6HAaC\nXi2UH3zwwSv+Img0GgwGA8HBwSxZsoQpU6a4vIGuIG9k6pIPDOqTjNUnGatPMu4ZkrP6JGN1PL33\nBRqtXW+nczmtRku0TxRJgfGMCExgiNe1Czeb3cFHewrYcnFFYqNBy/1zhzNt5MAt+uxmM/X79lCz\nY9sVi+OrMYaFXVydOgWPuOFojf1/frcrKIrCkawLrN2VR3W98wsFLw8Dd0yLZvroMHRarXMf5UNn\n2Xfq632Up44MZfGkqC6LZIA3Tv4/0quyCXT357lJ/9lp6zTRWa8Wyn/84x958803mT9/PqNHjwbg\n1KlTbNmyhRUrVqDX69m0aRP//d//zYoVK1zeyJslb2Tqkg8M6pOM1ScZq08y7hmSs/okY3Wsz/uM\nbUW7urx9cug4gk1BZFRlk193BofScQEpX6MPIwLjGREYT2JAHB76rnubM85U89amTOoaWwEYGz+Y\nhxcm4OXh2oWv+hLFbqfxxHHK17zRafGt9jR6PUH3P4gpORlDwMCay+0KZ87V8972XPJKnFuQ6bQa\nZo8ZwvKpQ69YAOt0Gry8PWhssFzz78Xpmjx+f2INAI+M+AbjQlJd/wQGoF7dHurw4cP853/+Jw8/\n/HCH42PHjmXz5s28++67TJo0iT/96U99slAWQgghhBB92/yomaRXZVHe1HmeZ6hnMCtjl2IymJgX\nNROLzUJ2dR6ZVdlkVOVQ11pPXWs9B8uPcrD8KFqNlmG+USQFOodph3mGdOgxThoawAuPTuDtz7L5\nKq+SL3MqKCir5zvLRhAf6d+TT7vHaHQ6PEeOumqRDM6FwbwnT0ZrkN7j9uoaW/j37gL2p5VzqdxN\nGRbIfXNirzl832joenXrSxyKg4/zPgUg0nsIY4JH3WyTxU3qVqGclpbGSy+91On45MmT+fWvfw3A\nqFGjKCkpcW3rhBBCCCHELcFkMPHkmMfZenbXNfdR9tB7kBqUQmpQCoqiUNpYTmZVDulV2RTWn8Wh\nOMirLSSvtpBP8jfj5+bLiIB4kgLjiQ+Iw0Pvjo/JyPfvTGHn8VL+tTOPmoYW/ue9EyyZMpTltw1F\nrxtYC30BaI1GdF7e2BsbujxH5+0tRXI7VpuDbceK2XjgDC2tzsXgQgJM3DcnjpExrutxP37+JEUN\npQDcEbsErWbgvf76m24VytHR0axfv54f/ehHHY5v2LCByMhIAHJzcwkMlOEZQgghhBDixpgMJm6P\nXcyd8Uvw8nWjsa7lmsNVNRoNQ7zDGOIdxvyhszBbLWTX5JJRlU1mVQ71rQ3UttRxoPwIB8qPoNVo\nifEd2tbbPHtMOPGRfry5IYPSiiY2HThD1plqHlueRJBf9xcL6y98pk6jZstnXd9+W9fbFt1KFEXh\n+OlKPvwil4pa52JoJjc9K6ZGM2tMuEu/SLE6bGwo2AJAcmAiw/1jXPbY4sZ1q1B++umn+e53v8u+\nffsYNWoUDoeDjIwMTp8+zeuvv05GRgZPPvkk3/3ud9VurxBCCCGEuAUYdQag632Vu2IyeDAmaCRj\ngkaiKAoljWVkVOWQWZVNYX0RDsVBbm0BubUFrM//DD83X5IC47l98XAy0jzZdfwC+WX1PP//jvDQ\ngngmJYW4/sn1ooBFS2g6dZLWstJOtxnDwglYtKQXWtW3FF9o5P3tp8kuqgVAo4GZo8O5fVo03ibX\n97bvLtlPVXMNGjTXvVe4UE+3t4cqLi5m7dq1nD59Gr1eT1xcHPfddx/BwcHk5uZSXFzM7Nmz1W7v\nDZHFNtQli5qoTzJWn2SsPsm4Z0jO6pOM1adWxmarmazqXDKrcsiozqahtbHjdTU6go3hlJ/xwlLp\nj2LxYnJSKA/MH46H28BZffha+yjfqurNrazfU8Duk2WXtqAmMcqfb8yJY0jQjS0Wda3XcpPVzM8P\n/gaLzcJtYRO4P+Gum3kKtyTZR/kmyBuZuuQDg/okY/VJxuqTjHuG5Kw+yVh9PZGxQ3FQ0ljmLJqr\nsimsK0Kh47UcLe446gbjZQ3jsVkzSBgySJW29BadToOfl5HaxtZb+rVsszvY+WUJn+w/g6XFBkCQ\nnwf3zo5ldNygm9o67Fqv5Y9yN7GjeA9GnZHnJz2Fr5vPDV/rVtWrq17X1NSwZs0a0tPTsVqtnW7/\n4IMPXN4wIYQQQggh1KLVaIn0HkKk9xAWDp1Dk9VMVvVpMqtyyKzKocHaiNatGW1QMc0U84fsIwzK\nC2d69CiSByUQbAoaEHsvO/dGbu3tZvSaU/mVvL8jj/PVZgDcjTqWTRnK3HERGPTqLqhVZalmd8l+\nAOZGTJciuY/pVqH8zDPPkJaWxvLly/Hycn21LoQQQgghRG/yNJgYFzyaccGjcSgOihtKyazK4fi5\nTMrMJWi0ClWOEj7OL+Hj/E8JcPe/uCBYPMP9Y3HTyUrR/UlZZRMf7MwlvaAaAA0wdWQoK6cPw9fL\nrUfasKFgCzbFjrfRizmRM3rkmqL7ulUoHzp0iHfffZdRo2Q/LyGEEEIIMbBpNVqifCKI8olgUfRc\nqprq+dveveTW56LzrUBjsFLdXMPe0oPsLT2IXqMj1m8YSYHxJAUmEGQaPCB6mweipmYrn+wtZOfx\nUhwXZ6DGDfHl/rnDiQrx7rF2nK0v5tj5rwBYEj0fd33PFOei+7pVKAcGBuLmJv/zhBBCCCHErSfQ\n04f/WLiEI1nneWdLNs36anS+FfiF1WHWVmJT7GTX5JJdk8u/8zYR6B7QVjQP94/BKL3Nvc7ucLD7\nqzLW7y2k0eKcShro48bds2IZn9Czw+gVReHjvE8BCDYFMSV0fI9dW3RftwrlJ554ghdffJFnn32W\nqKgoDAZDh9uNRvnlF0IIIYQQA9uExGCGhfnwl42Z5Jb4UlkGwYN1TJ9q4LztLFnVp2m0NlHVXM2e\n0oPsKT2IXqsnzm8YSYEJjAiMJ8jj5haHEtcv40w1H+zIpbSiCQCjQcviSVEsnBCJ0aDr+fZUZZNb\nWwDA7TGL0Gl7vg3i2rpVKL/66qvU1tZy5513XvH2rKwslzZKCCGEEEKIvmiQrwdP3Z/KpwfO8sn+\nQs5X2Pl4g4O7Zk7lwdvuoaihlMyqbDKqcihqKMHmsJFVfZqs6tOQC4M8AkkKjGdEQLz0NqvsfI2Z\nf+3I46u8yrZjk5OCuXNGDAE+7r3SJrvDzsf5nwEQ4xtNyqARvdIOcW3dLpSFEEIIIYQQoNNqWT41\nmsSh/qzZkElVfTMf7Mglo7CaR5cksmRYJEuGzaehtZGs6tNkVGWTVXWaJpuZSksVu0sOsLvkAAat\nnji/mK97m00Da/up3mJpsbHxwBm2HS3G7nDOQx4W5sM35sQRE+7bq207dO4Y55rOA7AybomMLujD\nulUoT5gwocvbLBaLyxojhBBCCCFEfxE3xI8XHh3Pu5/ncCTrAmkFVfz8r4f51tIRpAwLxNvoxYSQ\nMUwIGYNDcXCmvrhDb7PVYSOzOofM6hzIhcEegReL5gTi/IZh1Bmu3QjRxuFQ2JdWzke786k3O+ch\n+3kZuXtmLBOTgtH2clHaYm/l04KtAIwNGsVQn8hebY+4um4VyufPn+fPf/4zeXl5OBwOwDkJvbW1\nlTNnznDixAlVGymEEEIIIURfZHI3sHp5EinDAvnH1tPUm63874cnmTcugrtmxrTtxavVaBnmG8Uw\n3yiWDltAfWsDWVUXe5urT2O2WaiwVLGrZD+7SvZj0BoY7h/DiMB4kgMTGOQR2MvPtG/LKarh/R25\nFJ1vBMCg17JgQiSLJ0XibuxWyaO6nUV7qGttQKfRsTxmYW83R1xDt141zz77LCUlJSxcuJC33nqL\nRx99lLNnz7J161Z+9rOfqd1GIYQQQggh+iyNRsNtKaHEhvvy5oYMzpxrYNuxYrKLali9PImwQZ6d\n7uNj9GZi6Fgmho7F7rBztqGYjMpsMqpzKG4oxeqwklGVTUZVNmv5hCDTIJICEkgKTCDWLxqD9DYD\nUFlr4cNd+RzLvtB2bFxCEPfMjGGQn0cvtqyj+pYGthXtAmD6kMnyxUc/0K1C+csvv+Stt95i7Nix\n7Nmzh1mzZpGamsobb7zB7t27WbVqldrtFEIIIYQQok8LDjDxXw+OZf3eQjYfOkvxhUZ+8fZR7psb\nx4xRYV3OR9VpdQzzHcow36Esi1lIXUuDc0h2VTZZ1blYbBYumCu5YN7HFyX7MGoNDPePdS4KFpjA\nII+AHn6mva+51cZnh86y5XAxNrtzxGtksBffmBNHfKR/L7eus00F22ixt+Khd2fh0Dm93RzRDd0q\nlB0OB6GhoQDExMSQmZlJamoqS5cu5Z133lG1gUIIIYQQQvQXep2Wu2bGMGKoP3/ZlEldYyvvbskh\no6Cahxcl4OVx7Z5gXzdvJoeOY3LoOOwOO4X1RWRWOQvn4sYyWh1W0quySK9y7jwTbApq27c5xi8a\ng7b7Q41bba03/Fx7g0NROJRxjnW78qltdLbdx2Rg5YwYpqaEotX2vcWxCmuK2Vd6GIAFUbPxMnQe\nYSD6nm79FsXFxfHFF1+watUqhg8fztGjR1m1ahWVlZXY7Xa12yiEEEIIIUS/MmJoAL94dAJ/+yyb\nr/Iq+fJ0BQXl9Ty2dAQJUd3v8dRpdcT6RRPrF83ymIXUtdSTWZVDRlU22TW5WGzNnDdf4Lz5AjuL\n92LUGYn3v7iSdkACgR6dr2W2mtl6dheHyo/SYG3C2+DJpNDxzI+aiclgcmUMLpVfWsd723MpLK8H\nQKfVMG98BMumDMXDrW/MQ77k8owB3HRuTAge08stE92lURRFudZJu3fv5nvf+x7PPvsss2fPZtGi\nRYwaNYq8vDwmTJjA7373u55o6w2rrm7Ebr/m0xQ3SKfTEBDgJTmrSDJWn2SsPsm4Z0jO6pOM1TeQ\nMlYUhV0nSvlgZx5WmwMNsHhyFCumRqPXaW/qsS/1Nl+ay1zaWN7pnBBTUNv2UzF+0Vjtrbx6/A3K\nL25R1F6oZzBPjnm8zxXL1fXNrNudz6GMr9ucGjeIe2bHEuzft9oKziK5v2Xcn136e+Fq3SqUAUpK\nSrDb7URFRZGTk8PatWsJCgrioYcewt29dzbs7q6B8Ee2LxtIb2Z9lWSsPslYfZJxz5Cc1ScZq28g\nZlxa0cibGzIoqXD2LkaH+rB6+QiCXFjo1bbUXextziG7+jTN9pYOtxt1RnyN3lRYqrp8jHmRM7k9\ndrHL2tRdiqKgoKAoCg4UUBRarDa2Hitm69EiWm3OUayhgzxYOX0YwyP8cCgKCl/vyONQFHA+ysXb\nnI9z6Wcu3tp2P4V2t7W732U/tz0+CoriuOxxnNdw8PX9jpw70TYs/kp6K+OBqtcL5f5sIP2R7YsG\n4ptZXyMZq08yVp9k3DMkZ/VJxuobqBlbbXY+/CKfHV+WAOBu1PHg/HgmJ4e4/Fp2h52CujNkXBym\nXdZ0rlv302q0hHoGA3QoWi8vYjsUioCiOC7eRsdzr3C/r2/7ukC+lXgZPPnNtJ/3djMGDLUK5W4N\n5i8rK+Pll18mKyuL5uZmLq+t9+3b5/KGCSGEEEIIMZAY9DpWzRtOcnQAf/00i0aLlb9syiStsIoH\n58e7dJ6tTqsjzj+GOP8Ybo9dTE1zLacqM/nw9Pqr3s+hOK44hFs4adCg0WjQogGNpu1nDaDBOZS+\n2d581cdotDZhtVtli68+rlu/jU8//TS1tbU88MAD+Pj4qN0mIYQQQgghBqxRsYP4xbcm8NdPs8go\nrOZQxnnySupYvTyJmHBfVa7p7+7HjCFT+KxwG40XF5e6EqPWyKLoOe0KwHb/bl8Udnnb5f8GjUZ7\nWUHZ+Vxzs419aefIyK++2L+sITrUh7ljIxjsZ7r+a6Jtd+zK1+ze43Q81h1P733hqhl7GTylSO4H\nulUonzx5krVr1xIfH692e4QQQgghhBjw/Lzc+PE9o9h2tJh1u/KprGvm1/84zopp0SyZFKXaNkeT\nQ8ezrWhXl7fPGDKF+VGzVLn2lVhtDrYdK2bTgTM0t2qAQEICTNw3J5aRMYN6rB2udK2MJ4eO77nG\niBvWrUI5PDwci8WidluEEEIIIYS4ZWg1GhZMiCQh0p//25DB+WozH+8pIKOwmu8sG0GAj+sXzJ0f\nNZP0qqwuV2SeHzXT5de8EkVROJFbyb925lJR6xyq7OGmZ8XUaGaPCb/pFcF7U1/JWNwc3fPPP//8\nlW4oLCyktraW2tpavLy8+MMf/kB4eDh2u526urq222pra/H37/5ecL3BYmll4C9Z1nu0Wg0eHkbJ\nWUWSsfokY/VJxj1DclafZKy+Wy1jPy83pqWE0mBu5ez5Rqrqm9mfVk6Qnwdhgzxdei2DzsC44NEA\nVJgraHVY8TZ4MmPIbTyQeHePbFtUcqGRNRsz+ezQWczNNjQamJkazhMrUxgxNEC13vSe0hcyvpVc\n+nvhal2uep2QkIBGo+m0cFenB9BoyMrqevnzvmCgrZjY1wzUlSn7EslYfZKx+iTjniE5q08yVt+t\nnPGx7Au8vTkbc4sNgOmjwvjGnDjcjDqXX0un0+Dl60ZjXUuP5NxgbmX93kJ2fVXa9gVIYpQ/982J\nIyLI9asW9wU9nfGtqMdXvd6xY4fLLyaEEEIIIYTo2riEIKJDffjLxgxOl9Sx52QZp4trWb08iagQ\nb5dfz6gzAC3XPO9m2OwOdh4vZcO+wrYvAAb7uXPv7DhS4wZ1e5Gs/qonMhau12WhHB4e3uHnU6dO\nYbVaGTt2LACvv/4606dPJzk5Wd0WCiGEEEIIcQsJ9HXnqfvH8OnBM3yy7wznqs388u/HuGtGDHPH\nR6DtR4XlqfwqPtiRy7lqMwBuRh3Lpgxl3rgIDPr+Ow9ZDHzdenVu2LCBVatWkZaW1nYsPz+f+++/\nn23btqnWOCGEEEIIIW5FWq2GZbdF88wDYxjk647NrvDBzjxe+/AkdY19v3eyvKqJ//3wJK+tPcm5\najMaYOrIUF7+ziQWT4qSIln0eV3OUW5v4cKFfOc732HlypUdjq9bt463336bTZs2qdZAV7gV57f0\npFt5HlFPkYzVJxmrTzLuGZKz+iRj9UnGHZmbbfx9aw6HM52rKPuYDDy6JPGmt09SI+emZiuf7Cvk\ni+Ol2B3Ox4wd4sv9c+MYGuLjkmv0J/JaVl+Pz1Fu79y5c21DrtubMGECL774ossbJYQQQgghhHAy\nuev5zrIRpAwL4O9bT1NvtvLa2lPMHTeEu2eckaJRAAAgAElEQVTGYNC7fqGv62V3ONj9VRnr9xbS\naLECEOjjxt2zYhmfEDTg5yGLgadbhXJ8fDwfffQRP/7xjzsc37RpE9HR0ao0TAghhBBCCOGk0WiY\nkhxKbLgvb27IpLC8nu3HSsg+W8vqFUmEu3gbqeuReaaa93fkUlrRBIDRoGXxpCgWTojEaOj9Il6I\nG9GtQvnJJ5/k29/+NgcPHiQlJQWAzMxMMjMzeeONN1RtoBBCCCGEEMIpyN/ETx8Ywyf7Cvns4FlK\nKhp58e2j3Dcnjhmjw3q05/Z8jZkPd+ZxIrey7dikpGDumhFDgI97j7VDCDV0q1CeOHEiGzZsYO3a\nteTn52MwGBg7diyvvPJKp9WxhRBCCCGEEOrR67TcOSOGEUMDeGtTJjUNLbz7eQ5pBVU8sjgRLw+D\nqte3tNjYdOAM244VY7s47zY61If758YRE+6r6rWF6CndKpQBoqOjeeqpp9RsixBCCCGEEKKbEqP8\neeHRCfztsyxO5FZyIreSwr8e5rGlI0gcGuDy6zkcCvvSyvloTwH1Ta0A+HoZuWtGDJOTQ/rVtlVC\nXEu3C2UhhBBCCCFE3+LlYeCJlSns/qqMD3bkUtvYyisffMWiSVHcPi0avc412zCdLq7lve2nKTrf\nCDh7tRdOjGDxpCjcjVJSiIGnz21gtm7dOiZOnNjh2KZNm5gzZw6jR49m9erVVFZWdnFvIYQQQggh\nbi0ajYaZqeE8983xDBnshQJ8dugsv/7Hl5yvMd/UY1fWWXhjfTov//N4W5E8Ln4wv3xsIiunx0iR\nLAasPlUoFxcX8/LLL3c4lp2dzc9//nNeffVVDh06xKBBg/jpT3/aSy0UQgghhBCibwof5MlzD49l\n3rgIAArLG3j+b0fZn1aOolzfHr4trXY+2lPAs385zNHsCwBEBnnx9P2p/H93pDDYz8Pl7ReiL+kz\nXwHZ7Xaeeuop7r33XtatW9d2fOPGjcyZM4dRo0YB8B//8R9MnjyZyspKBg26uU3WhRBCCCGEGEgM\neh3fmBtHUrQ/f/00iwazlb9+mkV6YTUPzo/H5N7x43+L1d7hZ4eicDjjPGt35VHb6JyH7GMysHJG\nDFNTQtFqZR6yuDVcV6FcV1fHH//4R44fP46iKIwePZrvf//7BARce7EAm82G2dx56IdWq8XLy4s1\na9YQFxfH9OnTOxTKBQUFpKamtv3s7++Pr68vhYWF3S6U5RdaXZfylZzVIxmrTzJWn2TcMyRn9UnG\n6pOMb17q8MG8FObDWxszSSuo5nDmefJL63j89mRCA01sOniWvSfLaDBb8TYZmDYqjKSh/ny0u4D8\nsnoAdFoN8ydEsPy26E4FtugeeS2rT61sr+sV/8wzzxAeHs6PfvQj7HY7mzZt4sknn+Ttt9++5n2P\nHDnCI4880ul4eHg4f/jDH9iwYQPr1q0jPT29w+0WiwV39477sHl4eGCxWLrdbj+/3tuA/VYiOatP\nMlafZKw+ybhnSM7qk4zVJxnfnIAAL156fCob9xXw9qZMKuuaeendY/h4Gqm72FsM0GC28tnBs3x2\n8GzbsYlJITy6LImwwV690fQBR17L/U+XhfI//vEP7r33XgyGr/dhy8nJ4be//S1eXs5fmJCQEB5+\n+OFuXWjKlCnk5OR0Ot7c3Mxdd93FSy+9hKdn5xeQu7s7zc3NHY5ZLBZMJlO3rgtQW9uEw3F98zJE\n92m1Gvz8PCVnFUnG6pOM1ScZ9wzJWX2SsfokY9ealhxM5CATb6xPp7zK3KFIvpyXh4HHb08ieVgg\nANXVjT3VzAFJXsvqu5Sxq3VZKJeUlLBs2TK++c1vctddd6HX67njjjtYvnw5o0ePxuFwcOTIEe6+\n++6bakB6ejrFxcWsXr0acM5VtlgsjBs3jg0bNhATE0NhYWHb+dXV1dTV1RETE9PtazgcCna7vDDV\nJjmrTzJWn2SsPsm4Z0jO6pOM1ScZu86QwV7898Pj+cHv92K1O7o8T6OBxKgAyd3F5LXc/3RZKD/z\nzDM8+uijvPnmmyxbtoxvf/vbfO9732PGjBkcP34cjUbDQw89xJgxY26qAePGjePkyZNtPx8+fJgf\n/OAHHD58GIClS5fywAMPcOedd5KSksKrr77K9OnT8ff3v6nrCiGEEEIIcSvRaLhqkQzOYdhWmx2D\nXtdDrRKib7rqHOWgoCCee+45ysrKeOONN/jrX//K6tWrefjhh9FoemZCemJiIi+++CLPPvssFRUV\njBs3jl//+tc9cm0hhBBCCCEGCqNBh5eHgUaLtctzvE0GKZKF4BqFcl1dHUVFRYSGhvLiiy9SVFTE\n66+/zltvvcXjjz/O4sWLXd6giRMntvUmX7J48WJVriWEEEIIIcStZNrIUDYfLury9qkjQ3uwNUL0\nXdqubli/fj0zZszg8ccfZ/bs2bzxxhtERkby8ssv89prr7F9+3aWL1/O1q1be7K9QgghhBBCiBu0\neHIU4YOuvPBR+CBPFk+K6uEWCdE3dVkov/LKK7z++uvs27ePjRs38uc//5mmpiYAYmJiePXVV/nt\nb3/Lxo0be6yxQgghhBBCiBvn6W7gmQfGsGhSJN4m5+423iYDiyZF8swDY/B0N1zjEYS4NXQ59Fqv\n11NRUYHdbqeqqgoArbZjXR0fH88f//hHdVsohBBCCCGEcBlPdwN3z4zlvjlxeHl70NhgkRWZhbhM\nl4Xyc889x89+9jOeeeYZPDw8+NnPfoaHh0dPtk0IIYQQQgihIqNBFu4S4kq6LJTnzJnD7Nmzqa6u\nxt/fv1NvshBCCCGEEEIIMRBdddVrjUZDYGBgT7VFCCGEEEIIIYToddJNLIQQQgghhBBCtCOFshBC\nCCGEEEII0Y4UykIIIYQQQgghRDtSKAshhBBCCCGEEO1IoSyEEEIIIYQQQrQjhbIQQgghhBBCCNGO\nFMpCCCGEEEIIIUQ7UigLIYQQQgghhBDtSKEshBBCCCGEEEK0I4WyEEIIIYQQQgjRjhTKQgghhBBC\nCCFEO1IoCyGEEEIIIYQQ7UihLIQQQgghhBBCtCOFshBCCCGEEEII0Y4UykIIIYQQQgghRDtSKAsh\nhBBCCCGEEO1IoSyEEEIIIYQQQrQjhbIQQgghhBBCCNGOFMpCCCGEEEIIIUQ7UigLIYQQQgghhBDt\nSKEshBBCCCGEEEK0I4WyEEIIIYQQQgjRjhTKQgghhBBCCCFEO1IoCyGEEEIIIYQQ7UihLIQQQggh\nhBBCtCOFshBCCCGEEEII0Y4UykIIIYQQQgghRDtSKAshhBBCCCGEEO1IoSyEEEIIIYQQQrQjhbIQ\nQgghhBBCCNGOFMpCCCGEEEIIIUQ7UigLIYQQQgghhBDtSKEshBBCCCGEEEK0I4WyEEIIIYQQQgjR\njhTKQgghhBBCCCFEO1IoCyGEEEIIIYQQ7UihLIQQQgghhBBCtCOFshBCCCGEEEII0Y4UykIIIYQQ\nQgghRDtSKAshhBBCCCGEEO30mUJ527ZtLFy4kNTUVO655x6ys7Pbbjtw4ABLly5l9OjR3H///RQW\nFvZiS4UQQgghhBBCDGR9olDOzMzkv/7rv3jppZf48ssvmTt3Lj/84Q8BqKys5IknnuDJJ5/kyJEj\nTJkyhSeeeAJFUXq51UIIIYQQQgghBqI+USh/8MEH3H333YwbNw6tVssjjzzC7373OxwOB1u3biUx\nMZHZs2djNBp5/PHHuXDhAmlpab3dbCGEEEIIIYQQA5C+py5ks9kwm82djmu1WjIzM5k5cyYPPfQQ\nOTk5jBgxgv/+/9u796ia0v8P4O8uuqNmZFyHhkSpUIou39xyG9cJMdFMqMRvXHKpGcQoUy3fBtUk\nYhCpaKxcxmWMksuYCFMjgxlFyczQpFzrnM7Zvz8se52jCxl11Pf9Wqu1Ovs5+9mf/Tl77fbn7Gc/\nBQVBXV0deXl56NKli/h+DQ0NdOzYEXl5ebCysnqlbaurq72x/aCqnueXea4/zHH9Y47rH3PcMJjn\n+scc1z/muGEwz/WPOa5/9ZXbBiuUz507By8vryrL27dvDw0NDSQlJWHDhg0wMzNDZGQk/Pz8cPDg\nQTx9+hQGBgZK6+jq6uLp06evvG1DQ/1/HT+9HPNc/5jj+scc1z/muGEwz/WPOa5/zHHDYJ7rH3Pc\n+DRYoezg4IBr165V2/bhhx/C1dUVlpaWAIB58+Zh27ZtyMvLg66uLsrLy5Xe//TpU+jp6b3ytktL\nH0Mu5zPN9UVdXQ2GhvrMcz1ijusfc1z/mOOGwTzXP+a4/jHHDYN5rn/Mcf17nuM3rcEK5dqYmJhA\nIpGIrwVBEH8++OADHDlyRGyTyWQoKChA165dX7l/uVyATMYDs74xz/WPOa5/zHH9Y44bBvNc/5jj\n+sccNwzmuf4xx43PWzGZ1/jx45GamoqcnBxIpVKsW7cOnTt3Rrdu3eDq6orLly/jhx9+gEQiwYYN\nG9CmTRuYm5urOmwiIiIiIiJqgt6KQnnw4MFYvnw5AgICYGdnh5ycHHzzzTdQU1ODsbExYmJiEB0d\nDXt7e/z000+IioqCmhofiCciIiIiIqI3760Yeg0AY8eOxdixY6tt69evH/bv39/AEREREREREdH/\norfijjIRERERERHR24KFMhEREREREZECFspEREREREREClgoExERERERESlgoUxERERERESkgIUy\nERERERERkQIWykREREREREQKWCgTERERERERKWChTERERERERKSAhTIRERERERGRAhbKRERERERE\nRApYKBMREREREREpYKFMREREREREpICFMhEREREREZECFspEREREREREClgoExERERERESlgoUxE\nRERERESkgIUyERERERERkQIWykREREREREQKWCgTERERERERKWChTERERERERKSAhTIRERERERGR\nAhbKRERERERERApYKBMREREREREpYKFMREREREREpICFMhEREREREZECFspEREREREREClgoExER\nERERESlgoUxERERERESkgIUyERERERERkQIWykREREREREQKWCgTERERERERKWChTERERERERKSA\nhTIRERERERGRAhbKRERERERERApYKBMREREREREpUBMEQVB1EERERERERERvC95RJiIiIiIiIlLA\nQpmIiIiIiIhIAQtlIiIiIiIiIgUslImIiIiIiIgUsFAmIiIiIiIiUsBCmYiIiIiIiEgBC2UiIiIi\nIiIiBSyUiYiIiIiIiBSwUCYiIiIiIiJS0OQL5ZycHDg5Oak6jCYpKysLEydOhI2NDYYMGYKkpCRV\nh9RkFRcXo3///khPT1d1KE3SxYsX8dFHH6FPnz4YNmwYDhw4oOqQmpQXz8MSiQTBwcGwt7eHvb09\nli5dColEosIIG69Dhw5hxIgR6N27Nz788EP8+OOPAIC//voLs2fPhr29PRwdHREcHMwcv6a//voL\nvr6+6NOnD/7zn/8gPj5eqV0ul2PatGkIDw9XUYSN24vnh9qO3crKSoSEhMDR0RH29vaYO3cuSkpK\nVBX6W6+m67Rff/0VPXr0QO/evcWf2NhYcb3ExEQMHDgQffr0waeffoqioiJV7cJbb8uWLejZs6dS\nLrOyssT2+/fvY/Dgwbh+/bq4TCKRYPXq1XBycoKdnR1mzZqFO3fuqCL8t96L54eysjLMmTMHNjY2\nGDBgAPbs2SO2PXjwAAEBAXBwcEC/fv2wePFilJWVVekzJSUF9vb2rxaA0ETJ5XJhz549go2NjWBn\nZ6fqcJqc0tJSoW/fvsL+/fsFmUwmXL58Wejbt69w5swZVYfWJPn4+Ajdu3cX0tLSVB1Kk1NZWSn0\n69dPOHz4sCAIgnD+/HnB3NxcKCwsVHFkjV9N5+HQ0FBh2rRpwv3794X79+8LkyZNEjZs2KDCSBun\nvLw8wdraWrhw4YIgCIJw5swZwcLCQvjnn3+EqVOnCl9++aVQXl4u3L17V5g4caLw9ddfqzjixkcu\nlwvjx48XwsLCBIlEIly/fl3o27evmHNBEIS4uDihe/fuQlhYmAojbXxqOj/UduzGx8cLkydPFsrK\nyoTHjx8Ls2fPFgIDA1W1C2+12q7TkpOTBR8fn2rXO378uODk5CRcv35dkEgkwpdffil4eXk1cPSN\nh7+/v7B58+Zq286fPy8MHz5c6Natm3Dt2jVxeWRkpODu7i7cu3dPKC8vF5YvXy5Mnjy5oUJuFGo6\nP3z22WfCokWLhPLyciE7O1uws7MTLl26JAiCIAQEBAhz5swRHj58KDx48EDw9fUVFi5cqNRvQUFB\nnWrDJntHOTY2FvHx8Zg1a5aqQ2mS7ty5AxcXF4wePRrq6uqwsLCAvb09Ll68qOrQmpzExETo6uqi\nbdu2qg6lSXrw4AFKSkogk8kgCALU1NTQrFkzaGhoqDq0Rq+687BUKkVycjKCgoJgaGgIQ0NDREZG\nYvTo0SqMtHEyMTHBmTNn0KdPH1RWVqK4uBj6+vrQ0tKCrq4u/Pz8oK2tDWNjY4wePRqXLl1SdciN\nTnZ2Nu7evYtFixahWbNmMDU1RVJSEkxMTAAAV69exd69e+Hq6qriSBuf6s4PEomk1mP35s2bkMvl\nkMlkAAB1dXXo6OioJP63XW3XaVeuXEH37t2rXS8hIQGzZs2CqakpmjVrhoULFyIgIKCBo288fvvt\nN/To0aPK8qysLMybNw++vr5V2p48eYLZs2ejVatW0NbWhoeHB3JyciCXyxsi5EahuvPD48eP8eOP\nP2Lu3LnQ1taGlZUVRo0ahdTUVACATCbDnDlzYGBggObNm2PSpElKf/dkMhmWLFkCd3f3V46jyRbK\nbm5u2LdvHywtLVUdSpPUo0cPrFmzRnxdVlaGrKysGk+89Hry8/OxdetWrFy5UtWhNFlGRkb4+OOP\n4e/vDwsLC3h4eGD58uX8YuINqO48fOvWLchkMmRnZ2Po0KFwdnbGtm3b0Lp1axVG2njp6+ujsLAQ\nVlZWWLJkCRYsWAADAwNs2rQJxsbG4vvS09N5fn4Nubm5MDU1xZo1a+Do6Ihhw4YhOzsbRkZGkEgk\nCAgIQHBwMPT09FQdaqNT3flBS0ur1mN30qRJKCoqQr9+/WBjY4Nbt25h4cKFDR57Y1Dbddpvv/2G\nixcvYtCgQRgwYADCw8PF4e1XrlxBZWUlJkyYgH79+iEwMBDvvPOOqnbjrfb06VPk5+cjPj4ejo6O\nGDFiBFJSUgAApqamOH78OMaNG1dlvYCAAPznP/8RX6elpcHU1BTq6k22LKuzmq4fNDU10bFjR3GZ\niYkJ8vLyAABr1qxR+tIiLS1N6e/epk2bYGpqqpT7l2myn0jr1q2hpqam6jD+Jzx8+BCzZs2ChYUF\nBg0apOpwmozKykosWbIES5cuhaGhoarDabLkcjl0dHSwfv16/PLLL4iNjcVXX32Fq1evqjq0Rq+6\n83BpaSmkUinS09ORkpKC3bt348yZM4iLi1N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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(-75, 100)\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 ssd2 ssd4 ssd8 ssd
177.76211297.50356653.07251632.854481
217.82427670.98066451.41946045.099685
438.95331258.73475556.19923350.411921
850.75469053.88091863.55716442.619682
1616.07120636.74840524.49547545.366842
3212.34798432.82808814.85251813.693215
64-6.233975-5.351618-9.847347-8.774071
128-18.279024-23.877100-10.839685-17.558389
256-41.263574-33.030947-24.984632-19.484743
512-22.897484-32.816647-16.07015710.847006
1024-2.56003525.33423316.60464929.130463
\n", "
" ], "text/plain": [ " 1 ssd 2 ssd 4 ssd 8 ssd\n", "1 77.762112 97.503566 53.072516 32.854481\n", "2 17.824276 70.980664 51.419460 45.099685\n", "4 38.953312 58.734755 56.199233 50.411921\n", "8 50.754690 53.880918 63.557164 42.619682\n", "16 16.071206 36.748405 24.495475 45.366842\n", "32 12.347984 32.828088 14.852518 13.693215\n", "64 -6.233975 -5.351618 -9.847347 -8.774071\n", "128 -18.279024 -23.877100 -10.839685 -17.558389\n", "256 -41.263574 -33.030947 -24.984632 -19.484743\n", "512 -22.897484 -32.816647 -16.070157 10.847006\n", "1024 -2.560035 25.334233 16.604649 29.130463" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pctchange_latency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `%util` averaged across all disks in zpool vs. `fio` threads\n", "\n", "Below are graphs of the `%util` 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 -x 1`) for each disk in the zpool, for the entire runtime of the test. These samples were then averaged to acheive a single `%util` 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 `%util` 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": [ "### `%util` 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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5ZzRVqlS9rvovZ9Omz1i4cC7jx0++7HaLxcLGjesJCwunZs3abNgQT0BAABZL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\nZ88e7rrrLjp16sT7779PtWrV/FjTwBUSEkJmZiYtW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_iostat_column_dataframe(master_busy, '%util')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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master - 1 ssdmaster - 2 ssdmaster - 4 ssdmaster - 8 ssd
10.4800000.2836360.1672730.181818
21.6218180.6545450.2836360.152727
42.4072731.2289090.5018180.363636
84.2909091.9781820.9090910.516364
167.4749093.9854552.3854550.901818
3214.7927277.6945453.7381821.890909
6426.35636414.1861827.2436363.781818
12842.29854522.33036411.9781825.905455
25674.09672744.77818226.35818214.622364
51287.35163671.19709151.65909131.057091
102488.11785769.49660750.44964333.290893
\n", "
" ], "text/plain": [ " master - 1 ssd master - 2 ssd master - 4 ssd master - 8 ssd\n", "1 0.480000 0.283636 0.167273 0.181818\n", "2 1.621818 0.654545 0.283636 0.152727\n", "4 2.407273 1.228909 0.501818 0.363636\n", "8 4.290909 1.978182 0.909091 0.516364\n", "16 7.474909 3.985455 2.385455 0.901818\n", "32 14.792727 7.694545 3.738182 1.890909\n", "64 26.356364 14.186182 7.243636 3.781818\n", "128 42.298545 22.330364 11.978182 5.905455\n", "256 74.096727 44.778182 26.358182 14.622364\n", "512 87.351636 71.197091 51.659091 31.057091\n", "1024 88.117857 69.496607 50.449643 33.290893" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "master_busy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `%util` 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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No0aNrN+dqlWrMn36dI4dO8arr77Kb7/9liOu3ORRRESKNoMlt6tsiIiIiIiIiBQyjcSK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\nVuE9dhSA/MefxJEan2VezLrkEltXV8e0adP47LPPADh58iSPPfYY115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D6QrPCeoqsSIi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PbiN8BlZ8bnP5/5+l8JSTf0k4gQQgghAIDBcQ9+eawDVzvHI8d2bbLiswfWIT9bn8SRZaYhzwhO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\ne+Pm5saHH37Ijz/+KHWcj0qVKrFq1SpatGiBXq8nI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