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@jvhaarst
Last active January 17, 2020 16:47
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A couple of analyses on sacct output (ETA and CPU usage)
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{
"cells": [
{
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from datetime import timedelta"
],
"outputs": [],
"execution_count": 1,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"%pylab inline\n",
"pylab.rcParams['figure.figsize'] = (20, 6)"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"execution_count": 2,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "markdown",
"source": [
"`sacct -s COMPLETED -j 19236281 --format=JobID%40,state,elapsed,elapsedraw,end,MaxRss,MaxVMSize,nodelist,AveCPU,CPUTime,TotalCPU | grep batch > ~/19236281.batch.$(date -I).out`\n",
"\n",
"`pigz ~/19236281.batch.$(date -I).out`"
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"file = \"/Users/jvhaarst/Google Drive/code/slurm_ETA/19236281.batch.2020-01-17.out.gz\"\n",
"total_count = 3900"
],
"outputs": [],
"execution_count": 3,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data = pd.read_csv(file,header=None,sep='\\s+' )"
],
"outputs": [],
"execution_count": 4,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data.columns = ['JobID','state','elapsed','elapsedraw','end','MaxRss','MaxVMSize','nodelist','AveCPU','CPUTime','TotalCPU']"
],
"outputs": [],
"execution_count": 5,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['endtime'] = data['end'].astype('datetime64[ns]')"
],
"outputs": [],
"execution_count": 6,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data = data.drop(columns=['JobID','state','end','MaxRss','MaxVMSize','nodelist'])"
],
"outputs": [],
"execution_count": 7,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['elapsedraw'].plot.hist(bins=100)"
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 8,
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1035a8790>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x432 with 1 Axes>"
],
"image/png": [
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\n"
]
},
"metadata": {
"needs_background": "light"
}
}
],
"execution_count": 8,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['elapsedsec'] = pd.to_timedelta(data['elapsedraw'],'s')"
],
"outputs": [],
"execution_count": 9,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['starttime'] = data['endtime'] - data['elapsedsec']"
],
"outputs": [],
"execution_count": 10,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"start_time = data['starttime'][0]\n"
],
"outputs": [],
"execution_count": 11,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['time_since_start'] = data['endtime'] - start_time "
],
"outputs": [],
"execution_count": 12,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['counter']=data.index+1\n",
"data['counter0']=data.index"
],
"outputs": [],
"execution_count": 13,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['to_do'] = total_count - data['counter']"
],
"outputs": [],
"execution_count": 14,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['counter_s']=pd.to_timedelta(data['counter'], 's')"
],
"outputs": [],
"execution_count": 15,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['time_per_job'] = data['time_since_start'] / data['counter_s']"
],
"outputs": [],
"execution_count": 16,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['ETA'] = pd.to_timedelta(data['time_per_job'] * data['to_do'], 's') + data['endtime']"
],
"outputs": [],
"execution_count": 17,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['ETA'].plot()"
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 18,
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x114ea3750>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x432 with 1 Axes>"
],
"image/png": [
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\n"
]
},
"metadata": {
"needs_background": "light"
}
}
],
"execution_count": 18,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['ETA'][-500:].plot()"
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 19,
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x114f07a90>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x432 with 1 Axes>"
],
"image/png": [
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101PWefOV9Q+DKrqJU9M5jC0UfY8Zt5/rZPj8Rlc1TCfw9Go7JSIiIiIiIroUMaxahmaVVe6wakkbYCczq1xhlapy2tSiDbBUNTC2aM2Yms1V7DXtyqoO2gDVToBaQGA6W4aUEqemcgCAYmX9K3wmMyVICRSaBGXqfWebtEg+36ifG4BtgERERERERHT5YFi1DO1UVsVCGooVA1JKV1jVQRugHU7sGUw6j23qiiEdDSFTrMK0K5/cRuYKzt9n7FZBp7Kq3P7aqopnc3cUFcPEQqGKU9NWWHUxKqtURVWhSVB2KVZWZVxhVYVhFREREREREV0mGFYtQyToX1mVbqisKlQMVA0rWOpkwLpTWTWQch7bZLcBmtI7NDo7k3f+rsKq+WW0AarKKjVYfmyx6LQXFsrrX1k1bldN5ZuFVZd8ZRVnVhEREREREdHlgWHVMkRDmmdYlXFXVtkD1tVwdSE6nVllIqwFsL037jw2mI4gHbNm4ntVEJ2drYVVs/Za83lr/VxZh5RLq7G8qMqqrT0xAMBj5+adwK1ZddNaGVu0qqaKTaq6LtiVVZfSgHW2ARIREREREdHliGHVMkSCARimRNWoDxCWDFiv6Fi0W/82d8Wclrx2lKoGIqEAuuIhpKJB9CfDiAQ1pKPW+Rc9WgrPzhbQHQ8hFtIw29AGWDVk24GHquJRlVUPnp51nms2N2qtqDbAfJOqrnE70OoklNvoVFiVjASbfna5so5//Mlpz9ZQIiIiIiIioucbhlXLEA1pAOqrXaqGiXzFqB+wXjWcsGhXfwL5iuE568pLWTcRCVrrbO2JY1OXVeWkzu81ZP3sTB47+xLoS4Yxm6ugolvXNJiKALBCjXbXBoBtdlXXQ89ZYVV/MrIulVVjC0X82XeOOHOaxhesFr9ik3unjjFMuaJrlFLio989ipOT2WWfY7WomVWDqQgqTdoA7z46if/+b8dxbCKzXpdGREREREREtGYYVi1DJGTdNnfwpIKFLrtNLxbWICUwmbVClF39CQDAQptD1stVA1F7nff8/G6869bdAODMxHIP31bOzRawsy+OvmQE07myE5Sp0KnduVWqsqo7HkI8rGGhUMVwOorBVGRdKqt+enIan3/wLJ4aXQBQ2+kv7xO2laoGZvMVbO6KAlhZK+B8oYrP3H8G33lybNnnWC2q1XMgFWlaWaXaSzuZS0ZERERERES0UTGsWoZI0Lpt7gBBzUwaSluBSdyuvlKDv3faYdV8m62AJd1wKrh+6QWb8doXbAKAWhtgQ1hVqhoYWyxiZ38C/QmrskrtPrjNnj3Vboij3lckqDlVWbsHE0hEtHWprCraaxwbtyqFVItfWTdheLS6qXu8b9gaRq+GrJum9A24fNe2A8jzrp0VL5bFYhXRUACpaNCZI+altuMjwyoiIiIiIiJ6/mNYtQxOG6CrsurImBWsXL25CwAQD1sVVqo97QoVVrU5ZL1UNZ3KKrdaG2B9MHF+rgApgZ19CfQnI5jNl51gTFVWZcttVnWpsCoUwGDKCt/2DCQRCweb7si3Wkr2+kfHMyhUdCwUquiJW+/bq7Jr3A4K9w9ZYZW6N189dB4v+9i9S2aLNV1bhVXzxeW/gVWyWLBmoEWCWtPdAFUoybCKiIiIiIiILgUMq5ZBVVaVXNUuz1xYRCoaxLZeq4opFlaVVUWENIHN3dbjc+1WVlUNRO2ZVW7JqL0bYENl1dlZqxJoZ39tZpUKxtSg9LbbAKuqsiqAgbRVWbVnMImEPTS+E2dn8k7VWbtUZdXR8SzG7LBvz2Cy7jk31Sa4b6i+surkZA7zheqSKrRmVFg1skEqq9LRECLBACpNAjf1M9VsAD0RERERERHR8wXDqmWIOAPWa+HAM2MZXLO5C0IIANaAdcBqUeuKhdGTsCqD5tucWVWq1toA3bSAQCoSXBLAnJ3JA4Azs0o3Jc7ZgctWO0Brf8C69b4iwYCrDTCJeDjYcSDy+197An/67Wc6eo0KjJ6dyGB03noPKqzyquxSlVW1sMp6n3N5tSNi52HVdLbc9jD8taJ2l4yEAm22Abb/PomIiIiIiIg2KoZVy9BYWVU1TBwbz+CaLWnnmJgrrOqOh9ATDwNYeRsgYA1Zb9wN8OxsHt3xELrjYfQnrbVOTeUAuCqr2gyrKq6ZVZvtXQj3DqasHQ47rKy6MF/EVLbc0WtUSFSqmnjotLUT4e4BK6zyWn9ssYi+RBj9Ket9q7Bq1r7XnVVW1UIhFZS1o6KbnlVfK5EpWWFVWAs0HbA+n1dtgKysIiIiIiIiouc/hlXLEG2orDo9nUNFN515VQAQs4+Zy1fQFQshpFmDsufaDat0w6ngapSOhZAp1oc2Z2fz2NFnzcXqS1jVUKemclYrn10d1fmA9QB+/UXb8IW3vRgDqQjiHQ5YN02J2Xylo8omoDbkHADuOT4FIYArBqz35rX+2EIJm7tjSNnD51Ub4GzOutdeOyf6cVdTqVbAJ88v4GuPnm/6uo/94Dj+78/8rO112lGrrGo+s2rBaQPkzCoiIiIiIiJ6/mNYtQyNuwE+c8Earu6urFID1gGg2x6K3hMPO8FCK+Wq6TmzCgDS0WBdACOlxLHxLPbarXJ9rsqqnngY0ZCGsBbooA2wVlnVFQvhln0D1nsKBX135PMyX6jAMGXbOyAqpaqJLd0xhDSBU1M5DCQjzmB5r7BqfLGITV1RJMIaAsJdWWVVdC23sur8nNVe+Lf3nsJffO9o09edncnj3OzqzrlaLFaRjtkzq3QTUnrfdzWzqt2ZZEREREREREQbGcOqZYjYIZKqwnnmwiJiIQ27+pPOMWpmFQB02TvZ9STCmOtoZpX3x9PV0AY4MlfAXL6C67d3A6iFVbmyjm577WQ02P6AdTWzqmH9RMR6T+22Ak7nrLAoW9Khd7AjX7FqIBUNOq1/m7pjiIWs8K/gEbiN25VVQgikoiFkS1VIKZ0qtk7CKndVl7XDosQT5+eRK+u+YZFao93KtXYYpkS2pNu7AQZgSkD3CAlLVcMJ2HIdtmgSERERERERbUQMq5ZBhUiqAunoWAZXbU5DCwjnmJg7rLKrgnrjobZnVpV10wnFGlltgLUA5vGRBQDADdt77HXCsOe8O7OykpFgxzOrwlr9j4d6T+22Ak67ZlVlOghySlUDsbCGqzZblWqbu6KuoKx+7UypimxZx6auKAAgFQ0iW9KRKemoGla4s5wB6+loEOfnCzg/V8RMrgIpm7/vTKmKimGueCi7aUrohum0MqZjIYQbKvnc3FVrbAMkIiIiIiKiSwHDqmVQIVK5asA0JY6MLeKazem6Y9yVVd0xKzDqiYfbbolrVlmVjobqwp/HR+YRD2vObnhBLeCEVGoXwmQk6AQgrZR1EyFNIOAK3wAgYbc2Lies6qQVsFQ1EA1quGqTHVZ1x1xBWX0gM75QAmBVXwFAyr43s7na2p21AVrvbd9QCiNzRTw2Mu881yzsU2ustLrq/V99Av/PFw45M8msyqraz1sjNVwdYBsgERERERERXRoYVi2Du7Lq7Gwe+YpRN1wdQN28qW5XG2A7lVW6YUI3pTPIvVFXLIRcudZa99jIAl64tbuusqsvEbbXtiur7IqjdpSr3lVdKjDyq+CZzZXx+199Aot2JdOMKzDqpLqpqCqr7LDKmkflHZRdWLDmRG1xwqogMqVq3SD75YRVe4dSGJ0r1IVVzcI+FS61Gwj6GZkr4L5np/H4eWtd1QYIABWPVkoVAqaj7VfOEREREREREW1kDKuWwT2z6siYNVz9qobKqkBAODsCqrCqNxFGvmI03dkNAEp2u5dvZVXMCm6yJR3FioFj4xlnXpWi5lb12GunOmgDLOuGE5C4qcBIzXWaypYwmSk5z3/3qXF86/ELeOi5WQD1lVWLxU4qq0xEQwG8cFs3Xr63Hy/fO+Dcy3xjWDVvDUHf1mOFVWk7lJuxdwLUAqLjAesBAeweSCBb1nHfs1MI2iGgX9hX0U3nnqy0skqFZf/w4+cA2GGVCker/mHVtt44wyoiIiIiIiK6JDCsWoaQJiCEVVn17EQWWkBg71ByyXGqFTBtz6xSoVWrKiMVWPhVVqWj1nkypSqeGVuEbkpnXpXSl4wAcM2s6qDypqybzpwkt8bKqg9942n89ucedZ6//9QMAGswOWCFVaray92u1kqxYiAa0pCIBHHn22/C/uGUE/4VG9oARxeKCGsB9NvvVw1YV5VV23vjHQZl1trbeuP2eynihh3WvfW7f+5h9ysNq9RcqmPjVgjaFQshrGl1z7nN2z9L23riazKz6v3//DjuPjq56uclIiIiIiIi8sOwahmEEIgGNZR1E8cnstjVn2jaNtftDFi3gqO5Fq2ATljlM2BdhV7HJ7J43G5Tu66hsqq/sQ0w0v5ugBXd9K6sahhyfmG+iKPjGTw3nYNumPjZaaui6txcHgAwk6tgR58V+ix0UN1U1g2nksotHtY8K6s2d0ed+VpqwLqaWbWzL95ZZZVuh1U9ceexW/cNAPCfCeUedr/SNsBS1XBaGgGrii7iDFj3mlll/Sxt6YkhX17ZcHeva/k/T4zhgdMzq3peIiIiIiIiomYYVi1TJBRAqWrgxGQW+4dTnseoyqpuZ9i59bXVsPGS3e4V8WkDvOmKPuweSOA//8uT+Ncnx7G9N+5UFim1yip7wHo0iGxHbYBLw6LGuVFz9vv4wZEJPDm66Jz/3GytsuqK/iSEABY7GLCuKqsaxSMaig1h1eh8EVt6auFOyq4gm81XkIoEMZCKdBRWFSsmYiEN23pr57xlrxVW+VVNuYfdr0Zl1a37B7DVfk/uNsCKz26AqUgQPfEQKobZssW0E2rm2Ep3OCQiIiIiIiLqBMOqZYoGNcwXqhiZK2D/kHdYFbPDnS67smpzlxVA3H10qum5W7UBJiNB3PG2FyMe1vD0hcUl86qA2swqFZSloyFU9PbCjLJuegZl7h35pJROVc8PnpnAA6dmIATwsj39tTbAXBlD6Qi6YiGnXa0VKSVKuulZWZUIB5e0ul1YKGJrd60KKhUNwTAlRucL6EuG0RULdVxZFQkFkIqG0B0PYVd/AtvtlkC/sM99/swqVFbFQxredetu7B9KIRbSarsBeoRVC4UquhMhJCLWz9pqVlepmWPt7v5IREREREREtBoYVi1TJBTAMxcWAQD7fMKquB24pKNWkLC9L44337wD//TAGfz4xLTvuVWg5BdWAcDWnjjueNuLMZCK4LYDg0uev2F7D/YNJbF7IAHACriA9sKMctVEWPMfsF6oGMgUdeimxHA6iqdGF/Gtxy/gms1deMHWLozOF1GqGpjLV9CfjKAnHm67DbBqSBim9BwuHwtrziBzwAp2prPlJZVVAHBmJo++ZATd8TBKVbPt6qBy1XDaL1991TD+w/VbnPbH9toAl19ZJaV0Zma96eYd+OHv3wIhhDM/zLMNsFBBTzzs+nyt9e986Cx+9GzzULQVNaSeYRURERERERGtJ4ZVyxQNajgzY81matYGmIoGEXQFPx9+7ZXYP5TCB7/2RN1ueW6qDTDqMTfK7cBwGo/80Svwuuu2LHnuyk1p/Pvv31o3swrwD1zcKoZ3ZVU0FIAQQKGsOy2Av/6ibQCscOhle/uxoy8O3ZROkDeQsiqrFtpsAyw2qSprrKwaX7R2InTPeErZw+fPzxXRmwg7w+0zbYZlxarhBGUfe8ML8Huv2IugFkA8rCFX9j7Hag1YrxoSply6C6Qzs8prN8B8Bd2usEqt/8l7T+HLD48s+1qAWmUV2wCJiIiIiIhoPTGsWiYV5kRDAadNrFFXPISBhllS0ZCGv33j9cgUdfzDj097vq5VG6CbEKKt603aFUfttKn5zawSQiAe0lCoGJjLW0HGDdu7ccAO6162p9/ZRe/wOWvw+0Aqgu54+6145SbvPRbW6qp8RuetdkOvyqqKYaLfbgME0Pb6parptDu6JSNB3yBKnbs7HlrRgPWST0WdCqsqhvdugL3xkPP55is6DFNiNlduORutFbYBEhERERER0cXAsGqZVICwdzAFLeAdGH3wVfvxd2+8Ycnj+4ZSuHpL2qk+aqRmE/kNWF+OlKqsamPIernqvRsgYM3hylcMzP5kR3IAACAASURBVNotYn2JCF5/w1b0JcK4cUcPdvRZbYeHXGFVTzzcdnCiKqu8Z1bVh1UX5osA4AwjB2otlwDQm1hOWGV47sLYbEB9pqgjrAUwkIysqLJKhZSRhvceblZZVbAqqxKuyrm5fAWmRNtzwpTFYhX3Ha+1Dk7nrMo1hlVERERERES0nhhWLZOqfvGbVwVY7WlXbU57PndgOIVnJ7OQUi55zqms8ghNlktV3rTTBljW/cOqRERDsaI74VNvMoy3v2wXHvjQbYiGNAynowhrATymwqqkagNsv7IJ8KusCtaHVQtFaAGB4XTUeUy1AQJWkLassMpj7VQk6HvvFotVpGNBpKJBZH1aBdtR9mn/rA1Yrw+NqoaJbEmvm1mVK+tORZQagN+ubz42it/+/KOYyloh1UzWej3bAL2dnyvgz//1CAxz6b9hIiIiIiIiWj6GVcukwpz9w8llvX7/UAoLhSomM0vnVjULbJYr2UFlVUU3nWqeRrGQZlVW2UFIbzyMQEA416oFBLb2xJzn+5MRuz1Oh+7RxtbIqawKew1411Co1K7/wnwRw+lo3UywlKuyqm+ZbYCeYVXUv8UvU6oiHQ3Zx1jXly/r+J07HsVZe65Ze2v7tAGG1ID1+vunAsCeRKhuwPp0zg6rChWYHQQp6tpHZmu7OQKou+dU8+9HJ/G5B85ifLF4sS+FiIiIiIjoktIyrBJCbBNC3CeEOCaEOCKEeJ/9eK8Q4i4hxEn7a4/9+O1CiMNCiKftr7e5znWj/fgpIcQnhc/AJb/jhBC3CCEeE0LoQog3NLnmd9mvf0IIcb8Q4irXc2+1r/mkEOKt7d+qeqpVa/+wd+VUK+p1xycyS56rhRarlyWqyiq/VjY3v5lVAJCIBFGo6JjLVRALaZ7znbb3WXOrUpEgYmENPfaQ93YCo2bzuuL2boAqgBmdL9YNVweWVlZ122FV+5Vdhud9T0aCvkFfplhFOhayKqvswOf4RAZ3H5vC95+ZaGtda227/XNJZZVfWGUFgj3uNkBXZZUpOxv4ru79ORVWcWZVU6pyrcj7Q0REREREtKraSUN0AB+UUl4J4GYA77HDnw8BuEdKuRfAPfb3ADAD4JellNcCeCuAO13n+hSAdwDYa/95jc+afseNAPgtAF9ucc1fllJeK6W8DsDHAXwCsAI2AH8K4CYALwbwpypk65RTWdWkDbAZNZT82Ynskuf8Bm2vRCpihTYrbQOM23Oj5goV9CbCnsfssIesD6Ss4fLdcTswaiOsarYbYDwShJS1+3NhoVg3XB2wqq/UCLG+ZG03wJW2ASaj/m2AtbCqVlmlKub85pJ5Kft87mHNO6xSM6l64mEk7NAwV9Yxk6tV6811MGRd3fuROSusUudhG6A3dW+LvD9ERERERESrqmVYJaUcl1I+Zv89C+AYgC0AXgfgDvuwOwD8qn3M41LKMfvxIwCiQoiIEGITgLSU8iFpDWr6gnqNW7PjpJRnpZRPAWjaTyaldJcrJQCoXqhXA7hLSjknpZwHcBf8A7OmeuJh9CfDGEpHWh/s9fqE9VrPsMqnwmYloqEAggGBTKmKOx86i889cMb32LJu+g53j4c1FMoG5vL+YdV2e8h6vx1WdXVQ3VRuMmA9bgcyhYoB3TAxkSnVDVcHrB0LVUtcXyIMLSCQigTbCquklCg2qazyHbBe0tEVCyEdDTqtghOL1tynpzsIq/zaP4UQCAcDS2ZWzdmVPd3xEIJawGrRdFVWuY/pZP3zcwXkyzoKFQPJSBBVQ6LaRgvn5UZVVrHyjIiIiIiIaHUFWx9SI4TYCeB6AA8DGJJSjgNWoCWEGPR4yesBPC6lLAshtgAYdT03Civ0atTuca2u9T0APgAgDEC1Im4BcL7VuYUQ74BV2YXt27d7nv93b9uDN928Az6djG3ZP5zGcY+wqlw1EAkGVnTuRkIIJKNBfO6BMyhVTXTHQ/jtl+5acpxumDBMibDmXdUVDwdRqOrNwypVWZW0wirVBrjQRpVP08qqsPXjWigbKFUNGKZc0gYIAOlYCJmSjh77+tKxEDJthFVVQ8KU3kFZOmq1AZqmRKBh98dMsYp01BqwXtZNVHQTk/aQ8pG5AhYLVXTFQ0vO2ahZ+2ckGFiyG6DTBmi/z4Tdqpgv18KTToasl1yVVSrw2tYbx7HxDIpVAyGNI+7c1CYDbAMkIiIiIiJaXW3/9imESAL4BoD3N1Qu+R1/NYCPAXinesjjMK/pz+0e15SU8u+llLsB/FcAf9zJuaWU/yilPCilPDgwMOB5/u54GLv6E51eVp0DwymcmsotqVrxa0Vbqd5EGFICN+7owUKh6tneVbGvpZ3Kqj6/NsA+nzbANiqrihVr/aaVVVUdo/PWUOvGNkDAmlvVFQs54UpXLNTevKwm7ZfJqNWCWGi4Z1JKezfAkDMvK1uqYso1OP+Zsfaqq5qtHwlqzmejqDbAXjsMTEWDyJUNTGfLTsXffCdtgBVXWGW3AKqWTgYyS83nrfvPNkAiIiIiIqLV1VZYJYQIwQqqviSl/Kb98KTdsqda96Zcx28F8C0Ab5FSnrYfHgWw1XXarQDGhBCaPQj9CSHER/yOa3F9f6nO4fH0P6PWbjgKYFsn515LB4ZTqBjmkh3jrB3pVr+K5R/edCPu+v1b8Rsvsm7BlMdOhOUWLYjWgHUrrOppUlmVCGvYaYdW3TG7sqqjAetL11dhVb5s4IIKqzwqq1LRIPqStWvrjoc6WjviFVb5zPwqVg3opkSXPWAdsIaaT2ZKuGLACjOfGm0zrFJtgB7D7b0qq6ayJUSCAWfIfSKiObsB7rNnqXUSVqmwbCpbxnl7bpUKHjdqq9uffPsZvPfLj12UtdXMqo16b4iIiIiIiJ6v2tkNUAD4LIBjUspPuJ76DqwB6rC/fts+vhvA9wD8oZTyAXWw3TKYFULcbJ/zLQC+LaU0pJTX2X/+xO+4ZtcopfywOod9DXtdT78WwEn77z8E8CohRI89WP1V9mMXxX57yHpjK2BJX5vKqn1DKWzvi2M4HQUATGRKS45RQ7z9dgOMhawd+QoVw7cNMBrScPcHb8Ubb9oBwAqPAgJYXKU2wGLFwJmZPLSA8KysesWBQfzCNcPO921XVlVUWOQxsyqqdturP0+maIVX6ai7ssoKqw4Mp7C1J9b2kPWWbYCumVXFioHvPDGGl+zucx5LhK0h8NPZMnb2JRDSBOby7Q2WV+dUHhuZB2C1ATY+t5EcOjuPI2MtCz1XnZTStRtg+zsuEq1EqWqgonN+HBERERFd+top33kpgDcDuM1VAfWLAP4ngNuFECcB3G5/DwDvBbAHwH9zHa/mWb0bwGcAnAJwGsD3fdb0PE4I8SIhxCiAXwPwaSHEEZ/Xv1cIccSutPoA7FBNSjkH4C8APGr/+Yj92EWxZzAJLSCWDFkvV/1341sNw11WWDXpGVbZ1UW+lVW1EMkvrAKATV0xhO1zBAICXbGQ07bWTLlqQAjv9Z3KqoqOE5NZ7OyLe4Zq77x1N/7g1Qec7zttA1SVSm6qairTUFmlzpuOBZ3B7qoNcDAVxbVbutoest6ssiscDNT9kvqVR0Ywm6/gvT+/p+4a5woVLBarGExF0BMPtzUnzL2+GoZ/+NwCAqJWuVasbsxAZmyx2FH12GrJlnXoptVBzDZAWi9v+ewj+O//duxiXwYRERER0ZprOWBdSnk/vGc9AcArPI7/KICP+pzrEIBr2ljT8zgp5aOobxH0e/37mjz3TwD+qdU51kMkqGFXfwLHJ+orQ9aqskoZSvmHVSoQCfuEVbFw7UemWVjVqDsebqsVr1g1EA1qnsPlE5FaZdWJySyu3JRua20VVlUNEx/6xtP4tYNbcfMVfUuOcyqbPAKwlL12Yxtgxt79z90GOJktIVvWMdwVxUAqgu8/M9HWkHVV1eZZWRXSnOfLuoFP/+Q0btrVi4M7e51jEpEgRuz2vYFUBL2JcMe7Ae4fSuGRs3N4diKDvmTEqShr1up27/FJvGBrN/qTy9sZ08+dD53F6ek8/uxXrvZ8Pl/WsVCoQgh4Dr5fS+7B9WwDpPUyMldAOtZ6swYiIiIiouc7bu91kd2wvRs/e24OuXItBCnZgc1aSceCiIYCmFhs1gboU1nlqjryG7DupSsWaqvKp1Q1PSubgFpl1Vy+gnNzBey15zK1ko6FUNFNfPb+M/jGY6P45mOjnsepVje/AesA6j4nAFi0q8XS0RDSdhvgqakcAGAoHcG1W7oAtDdkvWRXlYU9dt2LaLU2wK8fHsVkpozfvW1v3TGJSNAJGwdSEXTHQ50NWK8a2NQdRTIShCmB/mTEGXTv1wa4WKzi7Xccwhd/dq7tddr1r0+O44dHJnyfH1uw5pZJabVerid3leBGbZGkS0++ote1AxMRERERXaoYVl1kv/ni7ciVdfyfxy84j5Wqpu9ufKtBCIGhdBSTWY8B67p/KxpQC4wA+A5Y99ITD7W3G2DV8JwZ5V776QuLkBLY32ZYpVrb/vquE/brvWccleygJxb2mFnVorIq7aqscsIquw0QaG/IeqlJVVkkFHCCxK8dGsU1W9J46Z766jBV/QUst7LKQCykYXtvbTdHFRz6tbqdmspBSmso+2o7M5tfcr/dLthhFQAsFNe3FdBdWbXabYC6YeL1n3oQ9x2fan0wXTaklChUDM9dXImIiIiILjUMqy6y67d14+rNaXzxZ+cgpTUDp1Rd2zZAAFZY5VVZ1WI3wLirDbCTyiqrDbC9AetR38oqa+0nzi8AAPYNJdtc2wqrqoaJV145hJOTWc9f+JyZUV5tgHbVlAqnlEyx1gaYbAirBtNR9CTC2NIdw7Hx1kPAy7p/SBlxzay6MF/ENZu7loRaCVdY1Z9UM6s6GLBu/9w5YVUy4gSEfq1up6et9zqbW92wKle2BsXnKjpMezZUo7GF2s9vO/PQVtPcGrYBTufKOHxuHk+OLqzqeen5raybMEzJGWlEREREdFlgWHWRCSHwppt34PhEFofPWTuwlXVzfcKqrEdYZTSfWaXCCy0gnLa3dvQlwhidL+LX/+EhfPrHp2H4BBDlJi2QWkAgEgzgzEweIU1gZ3+irbVVZdUbb9qO19+wBboplwy1B9y78Xm0AUZ82gDt3QBT0SBCWgCxkIZzs9bcqKG0NcNp31ASJyaXrue1vt97jwStmVW6YWI2X8agvaOj1zUCQF8yjJ54GPOFim/Y47V+LKxhe5+rsqpFG6AKq2Zyq1vZdHYmD8Bq8cv77LY35q6sWuch66q9ciAVWfXwYCpjBX9sL9x4qoaJj373KKbXoJKwFRWKlqrcDZCIiIiILn0MqzaA1123GalIEHfac39KTVrhVstwOoKJxZJTzaW0W1nVEw91NND6d15+Bd59625kSlX8j+8fx+Mj857HFe3AxI8Ky3b1JxDymO3k5eCOXrz35/fgD151ANc0mSFVC6uWnlcLCMTDmmcbYDysOdeSigahmxLxsOaER/uGU3huOo+q0fyXzFLV9FwbsMLDsm5gJleBlMBgaukwc7VedzyESFBDTyIMUy6tBvOiGyaqhkQ0WKus6k+GW7YBnp5avcoq9/05O5t3/t4YECpjC0Wo4rJ2dnvsxJGxRfzOHYd8A6O5fAXBgMBgKrLqoZJqqWQFzcZzaiqHz9x/Bj8+Mb3ua+ftfwcMMYmIiIjocsCwagOIh4N4/Y1b8f2nJ5AtVdetDbCsm8gU64MAZ2aVT4WPCos62QkQAIa7ovgvrzmA//2WgwCAE5M5z+OaBTbW+lYg0+5wdQCIhTX851fvR1c8hK09MXTFQnjmgldYZc+s8rn3yUhwSXCSKVadyi0AztyqoXTUadPbP5RCxTBxzhXAeGn2uUeCAZSrJqbsajivsEq1AQ7Yu/L1JqzraqdFzj2vyz2zKqwFoAVEk8oq6z2ttLJqoVDBC/7s33HPsUkAtcoqYOmcMOXCQhG7+hL261cWVn3nyTHcddRa2zAlPvSNp3H3sUmcmfH+zOYLFfQkwoiHNRR8Kr+WS33G3GVw41GD/HNtBMCrTYWXHLBORERERJcDhlUbxO1XDaFimDh0dr5lYLMahuw2solMfStgq90A45HlhVXKlu4Y4mHNty2uWDF8wyKgFpbtG2w/rHITQuDaLV14xmPIerM2QMAKohp3nVssVuvaIdVsK3eYtM8O1vwCOmd93fQdbB8JBlAxTEzaLWJDXm2AdlA2YK/dE7c+o3aGrLt3QrxxRw9ef8NW/NzufgghEAtpnsFJWTcwMldAJBhArqyvaPDzVLaMYtXAPfZQ8TMzBee5jE9YNbZYxJWb0wBWHlb93b0n8a4vHsaPT0zjK4+M4Gk7zPRrQZzPV9EbDyMWDqK4ym1ZThsgK6s2nFy5an9d390ngVplFdsAiYiIiOhywLBqg7hxRw/CWgAPnp5BSV/7yqrhLivsmOwwrErYlU3LDasCAYG9g0mcnPIOq0q64RvYAEDcrh7aP9zecHUvV29J49mJrDOwXCm2CKuS0RCyjZVVpSrSsdqsKHdllbJnMAkh4Dkny61Z+2ckpNVXVqW92gCt624Mq+bbCKvcQV0iEsT/9+svdM4TC2soVpf+cj4yW4BhStywvQcAMNvBzoON1C/ih89a7aFnZ/NOYOsVDBimxMRiCdt740hFgs4MqeUqVAwYpsS7v3gYH//BcSds9Asl5goV9CRCiIc0FFdYWVWqGjg/VwvnVBtgiZVV66pYMfAbn37I2cDBiwqrG/8fWA8qMGaISURERESXA4ZVG0Q0pOH67d34yYkZSOkfmKyWoZR3ZVXFCau811dVT8sNqwCrhc+3DbBVZZX9XCdtgI2u3dKFimEuqe4qVU2ENAHNZxZXKhJc0v6TKep1bYCqymrIFSZFQxp29iVaDlkvN2kDDGvWzKrJTBlCWLv9NVraBmhXVrUR5Kiwyuvex0KaZxug2vXwxbt6AQAzKxg6rc5/YiqLxWIVZ2fyuGqTVTWV9Wi5msmVUTUkNnfH0BUPrXhmValq4ParhtATD6NQMfCnv3w1AKBQ9g4G5vMV9CasmV4rbdf7wkNn8Qt/81Pn39402wAviqdGF/DwmTk84TNPD6iFl36tqWtJBbqGKVvOvyMiIiIier5jWLWBvGR3H561Aw2/yqbVoipzppZUVtkzq3zaEAMBgVdeOYSf292/7LX3DiYxnS177uBWrDYPqxIRDWEtgB32XKXluGazPWS9YW5Vq1lhjW2AumFiIlNCVyxcdwywtE1v31DS+Wz9NGv/jAQDMCUwvlBEXyLsOVxeDVh3KqvssKqdnfJUa5HX+4/7BDJqJ8Cb7LBqNr/8sCpvn19K4McnpjGbr+Baexi+VzBwwd4JcEt3FD3x8Ip3AyxWDOzojeMb7/45fO1dL8ELt1lr530qaOYLFXTHrbBqJe2PADCdLSNX1p331M6AddOU+Ju7TzqvoZU7Mma1Bhea3HensuoihFXuf4OsriIiIiKiSx3Dqg3kJVf0OX9v1gq3GqIhDd3xECYyJZR1A5+85yRmc2VnN8Bwk532PvPWg/jFazcte+1mM5xazeu6anMXbtk3gGCbOwF62dEXRyoaXLIjYLlF+2XjgPUfPTuNuXwFt1816DymwqrBJWFVCudmC02DjWbtnyo8PD9fwEBq6bwqANjUFcN/evF2vOLKIQBAImwFe3P51lVHxWaVVWHN85fj09N5bO6KYpsdHM5klx8YuYeUf+PwKADg2q3dALxb8cbskGZzdwzd8RAWVlBZJaV0dqEc7orihu09TvDnNbPKNCXmC9bMqnjDPK9vP3GhZbtnIxUUqgH8zsyqJpVVI3MF/PXdJ/BvT413tBb5U2FVs/ZLFZxelJlVrp/FlQakREREREQbHcOqDeS67d1OUOM3u2g1DaejmMyU8c+PnMcn7jqB7z09jrJuIqwFEPBphVsNe4eseVONbXFOaNAkMPrA7fvwmbceXNH6QghctSnt/HKqFCtG06AsGQ3WVfl8+ZERDKQiTjgEAMmI3QbYsFvfvqEUDFPiuWn/HQGtmVV+A9atx8/PFetaDN20gMD/+I/XYs+gdX+FEOiOh9qaWeWEVeGl779ZG+DuwaTTkjizgsoqFfgMpCL46clpAMDV9vB0rwHrY05llbW740oGrFcME2ZD663addKrsipb0mGYEj12G2CxakBKCQD4o28+jc8/eLaj9dW9PzdbgGlKzORaV1aNLVrvfyVzwqjeETu8btZ+eTHbAN0tqaUK2wCJiIiI6NLGsGoDiQQ1HNxhtVSt9cwqwKr+OT9XwKd+dBqAFR5VdBPhNQ7KtnTHkAhrzswjxRnuvg7v/cpNaZyYyMI0pfNYqWo2DcpSkSByFR2mKXFhoYgfPTuF3zi4ra4lTw1bb6ys2j+sqsn8q27Kuunbfqk+k/HFYt1Og630JsJtDR9XlRpes8q82gCllDg9ncPugSRiYQ2JsLaiyioVCr18bz/UR7KrP2FVs3mGVSWkokGkoiGrsmoFbYDqF3/3Zx8OBhDWAsh5zKxSM8B6EyHEwhqktD67im4iXzGwWOzsWkqusGquUIFuSgjRPDQZW7Dad+dWEBBSTVk3nP+P2moDvNiVVTorq4iIiIjo0sawaoN5yW6rFXA9wqrhdATHJ7L23KUQTkzkUNaNNZ+XJYTAnqGUx4Bz/1a01bZ/OIV8xaib+dNqF8ZUNAQprV8av/rICCSA33jRtrpjXn31MN7/yr1LZmrt7EsgpImmc6uazcxSn4kpgUGfNkAvPfHOwqpY2KsNMLikymciU0KhYmD3QAIA0J+KrGhmlarcunXfAABgc1cU0ZCGZCToOWB9dL6ILd0xANZ7XCxW64LHjta231u84b0nIlpde6Ki7meP3QYIWMGSGvLe6bD3WliVd1oAN6WjTVu9xu2f27lVqKx64vyCUxl2uToxkYNu//w0bQMsW5+t18/kWnOHl2wDJCIiIqJLHcOqDea2A4MIaQJbe2JrvpYaAv7inb34xWs34cRUFqWqueZhFQDsG0wumVnVbMj3alOVTsdd84WKFf82PMBqAwSAj//gWXz5kRHcsnfAmdekbO6O4f2v3LekjTIcDGBXfwInfcIqKaU1r8vn3rsrnvzaAL30JEKYzbXRBmj/Iux172OhwJI2wCMXrBbKPYPWfexLhJ32teXIVwyEtQBu2mWFtTv7rRAsFQ36zqzabIdVXbEQTLn8apeiT1AXD3uvrdoq1W6A6hzLDaucNsC5AqbsnQB39CXq2gsbrVYb4KmpHH717x/AvcenVnSe57uj41YLoN9mAkr2Ys6scq3ZbJ4ZEREREdGlgGHVBnPlpjSe/rNX48pN6TVfa1uPFbS875V7sW8oiYVCFRcWCuvShrdvKIWZXLlunlKzuUlrsT4AHB+vza0qNWnDA6xdDMNaAF87dB5CCLzzlis6XtOvsqpVC6Q7QPQbsO7lmi1deG4mv2Tnw0bNqtri4eCSCqN7jk8iGQnihh3WEPT+ZKStUMxPsaIjHrEGnF+zJY2DO3oA2HPCPIKBCwtFbOqy7kN3vP1dD73X9g7qkpFg3ZwgRVUz9cTDiNmzrYoVfQWVVdZnPzJXwGRGhVVxGKZExfCeTVRrA1xZWKWqxBpbci83R8YySEaC2DOYbDorzD2zar2r0eoqq3TOrCIiIiKiS1vwYl8ALbUelUUA8CvXbcaOvjhuuqIPqg7oyIWMU7GyltxD1m+yd0FczzbAZCSIbb0xHHeFR+WqgViTeVAHd/bi2Y++BkIsb/j8/qEUvvvUOPJlHYlI/T+9couqMvccsU4qq9508w586ken8bf3nsSn3+w/mL5YXTq3SWncDdA0Je46OoVb9w84FV99yQgeG5lv+7oa5SuG01L3nfe8zKlMS0VDS8Kf+XwFi8UqdvZZ1Vc9cWuo/UKhih196JjfTojxiOa5G6DTBpgIO68puGZVZYqdVd2osKyim3jaDhW391lBcqlies4RG1eVVSsICAFXC+JcYUXneb47MpbBlZtS0AKiadWSmp+mmxJl3Vy3/6sBVlYRERER0eWFlVWXsWhIc4KivXalUbasN60uWi2qsumYq7JJhQbrUdkFAPuH0njW1QbYbGaUstygCgD22a2HJz2qWNTAZL/dCN2VVY3D25tJR0N420t34YdHJuvu9ZL1nQHr3rsBVg2Jql3l8/j5BczkynjVVbVdEAeSYczlKzCWOTeqUNERtwM8dwtlKhJErmE+0HMz1v27wp6X1a3CqmIVVcPElx4+h0oHlSfqF//GNsBkxLuqay5fRVgLIBHWnDlXRdfMqkyps/lZJd1w3sOjZ+aRjgbRY1eLFarewZeqrMqVdZRXMGxbVXWdv4zDKsOUODaewdWbu6wqQp97Dlj/P6r/AjLrPLeqUKn9nKzkMyciIiIiej5gWEUAgP5kGL0J6xfk9ZhZtakrii3dMTx4etZ5TA02Xo/KKgA4MJzCmZm884tfsWr4hkWrQQV0XjsCqrDIb2aWO8AbSLZfWQUAb3vpLiQjQfzdvad8jylVrcH6jbO2gNrgcRUm3nV0EsGAwP+1f9A5pi8ZgSmtqqOvPXoeb/7swx1dY6FiLBlwDsAesF4fHpyezgMArhiwqvO6YrU2wHuOTeHD33oG95+abnttv8qqRHhpG2CurOOxc/PoSYQghHACrkLVwELBCi9kh/OzShUD++2fjWcnsxhMR51r8aqgyZSqyJV17LLneq2kFVD93I1cxmHV2dk8ChUDV21OIxbSmlYtZUtVZzdOr10q11K+ojv/R3PAOhERERFd6hhWEQCrYmjvoPXLv1fb0Vqsd8u+ATx0etap2KlVF61TZdVwCoYpnXk9peratvVs740jEgzgxIRXWNW8DVAFiL2JcF1LYDu64iG85SU78G/PjDsDvBsVq4bnToBAreJIhYn/fnQCN1/Rh65YyDmm4ZawlgAAIABJREFU3w7QZnMVfO7Bs/jpyZmOfqEulL3DKq8B62dm8ghpAtvsTQi6XW2Ah8/NAQAmFtsf9q7CqsZ7H49odWs/NbqA137ypzh0bg7vunU3ANSFSu52xUwHc6tKuokrBpIIaVZQOJiK1EIwj+BkzN4J8JotXQBW1gqoPqML80XoPvOxLnWPnLF+Zq7Z3GW1vPqEVVXDRKlqYrjL+rlb7yHrhbKB/oT172ylbYB/c/dJPHp2bjUui4iIiIhoTTCsIoeq/Ok0DFmuW/b2I1vW8eT5BQBAseI/N2ktHLDb8lQrYKlqrOnaWkBg71DSc8i6U1nlU9mlPpPBJjO1mvm53f2QEjg9lfd8vlT13wnRPZfp9HQOz03ncburBRAA+pJWxcdjI/NOu6EaFt6OQlVHIrx0hF4yGkShYtS1Fz43ncP23jiCmnVPumPusMqamzXRwdqlJm2A7sHyH/jakyhXTXz1nS/Bb790FwDUtQGqyiqgsyHrxYqBZETDVnvDg8FUxLnnXoHfuN0CeM1maxOGFVVW2e2Suikxvtj+PVsrh87O4fWfenDd2tyklPjSw+ewbyiJKzelEAtpKPiErGpm1Ca7DfeiVlatcMD63//oFL731PhqXBYRERER0ZpgWEUONVNpPdoAAStACQjgJyeslq1Wgc1q29WfQFgL4NmJLEx7YPJaz8vaN5Rq3gbYorJqYJlh1Q57YPfInHdYVayavpVVcVeVz33HpwAAr2wIq1Rl1Rd/ds55bKKD8KNQ9q7sSkWtIModDDw3nceu/qTzfVALIBUJYjJbwjMXrKBsqoOwynfAejiIvKsNcGyhiNe+YBNetLPXeczdBuiupmo3rJJSoqRbIan6jAbT0SWtl24X7Mqqa+3KqpWEVWXX+TdCK+DDZ+Zw+Nw8pjLtV8atxOPnF/DMhQzefPMOCCEQb1JZpdpRh+1dKDtp9VwNhYqBXjsUXklllZQSFd1c98owIiIiIqJOMKwixz6nDXB9fiy64iFct60bPzk5A8A/NFgrQS2APYNJHJ/IoqyrNry1fe/7hlKYzJSxWKgPM1qtr1ozhzoYru62qSuKkCZwdtY7kChW/IfLx+yKp2LVwNHxDIbSEWxp2DGy3/4l+shYxmkPnMy2HzgUKoZnZVXKHrqeLVv3yzAlzs0WsNserq50xUP46clpVOxWtk6quvx+7pIRDRXDREU3UdYNFCqGs/OgUmsD1LFQtAavA+2HVWXdhJTWTLIdvbXKqmjIvw1wfLEILSBwYJNVWTW7CjOrAOCcz8/GelItjV7vWynrBs7OeIeunbrzoXNIRoL4DzdsBWCFj2Xd9NwoQIVVm7ujdd+vl0JFRyoSRDgYcFqml0P9Gyl47HRJRERERLRRMKwih2oDXI+ZVcrL9w7gqdEFLBQqtR3p1nE7+APDKRwbzzhrr3VQpgZpn5iqr66q7cbnN2B9ZW2AQS2ArT1xjPgEEmXdf7i8ey7T6akc9gwmlxzTFQshaA9n/80XbQMATHZQWZWv6J6VVcmoHVbZwcDofAEVw3R2AlR64mGcn7Mqjq7b1o2JDipzVJVKY0ibsIOyQkV3Wvx67DYspXZvTCwWq9jaa4V4bYdV1Vrr6/Y+6z25K6v82gCH01H0xK17PptbfhVSWTcREEBYC3RUWaUb3oFOp+548CweODXjfD+bt95Ls6qfL/1sBK/5m5+seMj4TK6M7z01jv94wxYk7c+6WfuluqZNambVOu4GaJgSpaqJeDiIaDDg/Nwsh9opM1den1ZLIiIiIqLlYFhFjp5EGFdtSmNXQxCwlm7Z1w9TAg+enl23wMjtpit6MZUtO7sSrvVw930Nc7KUUovKqmQ4iF96wSbcdmDQ8/l27OiL4+ysTxtgxX9elwpO8hUdp6Zy2DOwNKwSQjhzq37t4DZEQ4G2q5uklFZlVcR7wDpQCwqea9gJUFFD1nf2xXHV5nRHbYAlexfIxp0QVaVXrqw7rXY98fqwKqgFENYCKFR1LBQqTnVUu2GVe7i7CgG3dMeaDli/sFDE5u4ohBDoSYRXvBtgNKRha08M5zsIq979pcfwB19/ctnrKn977yl8+eER5/taZZV/WHVqOodS1VxRRRkAfPOxUVQME2++eYfzWLzJfc/Z1X2qDXC12+hOT+d8PwN1PxIRrekQ+HaoKs4C2wCJiIiIaANjWEV1vvd7L3N2OlsPL9zajVQ0iK88MoJsSYcWEM6uaOvhl16wGYmwhs8/eAbA2rcBbu6KIhkJLplb1aqyKhAQ+Ls33oCDrnlJndrRa1VWSbm0IqakN2sDtB4/M5NHvmJ4VlYBwGAqij2DSewZTGI4HW17yHnFrtKJew1Ytyte1Myq09PWzo1X9De0Adqthzfs6MFwOorZfKXtId1Fn8H6qrIqXzYwX7CCke6GNkDAuj+lioHFoo5hu92y07AqFg7g5Xv6cefbX4wbtnfXVbM1Gl8sOdU9fYnwCtsATUSCAWzrjeOczzwzL4+PLOC0vYvmSpSqRt0OlTN2lVi+SZAybs/sml9hWHVmpoD+ZBh77WpHoBZWe913Vd3XEw8jEgys+syqd955GH/+r0c9n1PhWTwcRDSkrawN0KmsYlhFRERERBsXwyqqI8T6BUWAVZnywdv34acnZ/C5B88iGgys6zUkIkH88gs349Gz1i5yfjvirRYhrB0BG8OqcosB66thR18CWVeVkFuzyir1+NMXFgEAu33Cqo+87mr8r9+4DoDVytbukOxCWf0i7j9gPWO3XD03k0dXLOTsiqaoEOngjl4Mpa1Wyek2Z2b5vfd4pFZR5rQBNlRWqesuVAwsFivoioXRFQu1HVY5g/WDGgIBgZfvHYAQwgkIGwesm6bE+GIRm+y5Sb2rVFm1o6/WInpqKovjExnf1+TLOmZyZcwXVtYGZ1XU6ZhyfU4qeMs3aVFTuxau5H0D1r+5xtbTuGs+WyMV7qSiQaSiwVWdWTWVKeHUVA6LRe/3pMK7RERDNLhKlVUrOAcRERER0VpjWEUX3W+9dBc+8rqrUdHNNW/D8/KbL97u/D3qsyPeato/lMKzE9m6CqdSde0HvO/st1rUznm0GpWq/vdehUhPj1phlV9l1fXbe3CNvUNdJ5VVBTsY8BywvqQNMIdd/YklgaYKkW7c0eMMoW+3DbFYNTw/96RTWaU7lVVeYVUspGE2X0HVkOiOh5DuIKxy2gAb1g9rAQTE0gqfmXwZVUM6A+5XHFbZ/+a298aRKekYnS/gjf/7YXz4W8/4vkbNtlL3ZLkqhglTWp+TlBKmKZ33km/SBjimKqtWuH6xaiwJp2ttgEvXV+FUKhpEMhKs26FypX52Zg6Af0hXV1kV1py24eVQlVXNqteIiIiIiC42hlW0IbzlJTvxyf90Pd7+8l3rvvYLt3bhgD1Laq0rqwDghdu6MV+o4vC5eeex0jpUVm3vtVrnznnMrVJzm7yo6pORuQLS0SAGkq2HvA93RZ0QohU1O8dzwHpDG+CZmfyS4eoAcNuBQfzmi7Zh72DSFVa1V1lV8msDDNfaAFVllV8boKr26YqF0BULIbOMyio3IQTi4eCSCp/xBWudujZAu3XuSw+fw3/pcI5UqWo4bYAA8Af/8hSmsuWmYZsKq7IlHbqx/NBEBXGlqolsWcdiseoMbfcLbXJlHRn7Z2GlbYAlj8oqpw3Qq7KqpCMgrHAyFQ2tahvdw89ZM/P8ZnU5lVVhDdFgYEXD5VV7bLNAkIiIiIjoYmsZVgkhtgkh7hNCHBNCHBFCvM9+vFcIcZcQ4qT9tcd+/HYhxGEhxNP219tc57rRfvyUEOKTwqffy+84IcQtQojHhBC6EOINTa75/2fvzaMcOetz/+dVSaW9pW713j3Ts3tmPDOeMd6uFzBeiIEYQwiBcyGEbCTcEC6X/PILCSGEe+EC4YZwkpAAIQmQH+QmJARDwIAxxja28TpexjPjWXu23letVVKV3t8fVW+pJFWVSr3N9v2c02e6pVK9VaVqe/TM8zzfDzDGDjLGXmCMPcAYG7E99ynG2AHz663+LxWx2rzhqkH8t1u3rPm6jDFrgp1w8qwm9+wdRCYu469+fMx6TNF0s69r9fTjdV1RMAaccpgI6NbbBNRcPoDhqvIT0+xNhqFqVV8Oo4IpWjgVrMdkCQFmCCN5VcNkVsVmh4L3fes78ck370EgwNp2VhVdYoDieApmdDImS45iYkyWrLWEWNVuDNBJqIuEpKaolnDF1ZxVYWQVDWWtin96/BS+9+KEr3Xt64sYIAA8LkQTDyHGPlHS73k6YReEprKqNQkQcHf9iL4qAJhbZgzRy1nlFLPLqxoS4SAYY3XOqmdOzePBw1PLOpYnhLPKJZpnOavCQaMjbRlilXBWKZWVmehIEARBEARBEKuBn0/GGoDf45zvAHADgN9hjO0E8EEAD3DOtwJ4wPwZAGYA3M053w3gVwD8k21ffwvg3QC2ml93uazptt1pAO8C8PUWx7wfwDWc8z0A/g3AnwEAY+z1AK4GsBfA9QB+nzHW0WJfxGXA228YweffcTWuHFz92yEmB/Hrt2zEQ0em8cLZBQBmDC+4ukbHcFDCYCraJFZxzg2xyiUCKVw+gHsEsBExMc2Pu0m4SaKhZqHQEgZUzer52txiWmVnLARZCviOIbqdu1WwXjZigE4RQMAQlUR8Ld22WGUIB46dWQ6ixLOn5hENSdjaZ7wPXeYExqNTORyeyCGvam0JGWqlikgogHWdhliVioZw91WDrqIJgLoi9uX0VtkFoamcgpl8zSnl5voZW6y9p8t3VlWb4pdeUxhzimZ1qCUiQatH7dM/OIz/9Z/Oxeh+mM6pODaVhywFXLuoxPUwnFXLE6tUW4SQ3FUEQRAEQRDEhUrLT8ec83HO+bPm9zkAhwAMAbgHwFfMzb4C4I3mNvs552Pm4y8BiDDGwoyxAQAdnPPHuZEN+qp4jR2v7Tjno5zzFwB4Zk845w9yzsUn8p8BGDa/3wngIc65xjkvAHge7oIZcRkRkgK4a9fAmpW7//INI0hFQ5a7SjhcVpuRTKwpBljWq+DcO4IonvMrVgl3kx/BSBSsOzmrAKNkPatU8JTpPrl6pNNzf4wx9HaEfRe8uxWsJ8L1MUCnCCBQXwzf0aZYJcQJpwhmNCQ1xcKeODmHV4x0Wg68jFk0/53nx61t2pkOKKZAxsNBvPWadfjEL+zGus4oCqrmGuG0i50Ly+iNsgtC0zkVs3axqoWzKhIKYG6ZnVVKRW8SiKMeMcCcUrGcl0lTQAWA49MFTOf93WtOPGne19dv6kKh7HzdrSEEprPK6fj8UraJVUWPInuCIAiCIAiCOJ+0ZeVgjG0AsA/AEwD6OOfjgCFoAeh1eMmbAeznnKswBK6ztufOmo814nc7v/w6gPvM758H8FrGWIwx1g3g1QDWNb6AMfZuxtjTjLGnp6enl7E0QTiTjITwqzdtwP0HJ3FsKgd1jcrlDbHKEBuePT2PyawCpSzK3d3XF4KMb2eViOIt+hCrKrXyaCeSESNy9eTJOWzqjqM3GfG1/oSPtQHn7iIACAeN+KMoWHdzVtmPOx2rdVZVfUSsFLM/yEksi8gSSpWasLBYquDwRBbXbuiyHquJVWPWYzM+pyACQrAx1v7UL+7B63YPIB4OQqtylF36qE7PFbHe7LhaWIazSnGJAaaiIVdn19iiAsaMIQWr0VnlJwYIGM6qvNmzNZ1TkVPac7TZeeLkLGKyhOs2dIHzmtvOTp2zKhRw3MYvorMKwIr2bhEEQRAEQRDESuJbrGKMJQD8O4D3c87d55rXtr8SwKcA/JZ4yGEzp09zfrdrCWPsHQCuAfBpAOCc/xDA9wA8BuCfATwOI+ZYvxjnX+ScX8M5v6anp2cpSxNES95q9mQ9fGTGKLpexUmAgpFMHLOFMv7vk6fx5r99DH9x/xFPwURgiVU9SV/r9CSNEnY/vVGiHynmEkNMhINYLFXw5Ogcrt/U5bhNI30dEUzm2ogBOpw7YwzxcBCFsubprLKLfKKzqsqBvI+IlRBFwk4xwJAExSaaPHNqDpwD1220iVVmDPDcQsnqsbJ3P7VCMWOAdeuKKJyD60bTqzg3X8JV69IAljeRz+6smswaMUDGgGHT2eXE+EIJvckwepLhZUUQAef33SsGmFc1JISzyhRQj03lrefbcbTZeeKE4ZZLmfeXU8m6fRpgeAVjgG6F7gRBEARBEARxvvH16ZgxFoIhVH2Nc/5N8+FJM7InontTtu2HAfwHgHdyzo+bD59FLY4H8/sxxpjEGHvO/Pqfbtu1OL6Pi33YHrsDwIcAvMF0dgEAOOcf55zv5ZzfCUMYO+rnGhDESjOQimIgFcGzp+ehVKoIr8EkwhHTEfPBb74IzoHj03nPKJogEpIQDgYw1Bn1tU4kJKEzFvIVA7QK1j2cVS+eW0RO0eqEGi96O8K+XF2AIRi5ucrictAqWO+KuzmrjNdKAaNfqyNqiA6LPsQUq2DdYf2oLKFYqYkJT5ycQ0hi2Lc+bT3WFa9NZrxn7yAAYCbXRgzQIX4qurqcXDfjiwq0KsdVwykAy3NW1RWs51TM5lV0xWQkI0HXeNrYYgmD6Sg6Y/KynVVO77twmblNA7ScVeEQtCrHwbFF6/l2HG3Wa/IqXp7M4YZNGcuh5ySUFVQNIYlBDgaWXbBuF6vIWUUQBEEQBEFcqPiZBsgA/D2AQ5zzz9ie+jaMAnWYf95rbp8G8F0Af8g5f1RsbEYFc4yxG8x9vhPAvZxz3RSP9nLO/8RtO69j5Jx/SOzDPIZ9AL4AQ6iyi2gSYyxjfr8HwB4AP2x1DQhitbh6fSf2n16AqumeYtFKsaHbKCffM5zC63cP4ORMwfpg7uWsSsdC2NaXhBTw3+nV1xHxVbBeEgXrbs6qSMj6AH/9xoyvtfs7IiiUdV8fxpVK1XXteFhCtqQhq1SQdokBiuuWiobAGENKiFU+equUShUBBoSk5usalaW6ONpTJ+ewZzhdJ7CkoyFrUuMb9xlp6Zm2nFUOYpWHaCIipDsHOxAMsGU5q8S5ZeIypnIKZvNlZBKyVajvxPiCgsFUFF1xGXPFsmuvlh8Uh+htIMAQCQWse9JOtqFgHQD2n1mwnm/H0SZ45KgRM3/l1h5L9HQqPS+WdUvMigQlVHQOzSWm2YqLsbMqr2r4wL88t2yBkiAIgiAIgrh48PPp+CYAvwzgNpsD6nUAPgngTsbYUQB3mj8DwHsBbAHwYdv2os/qPQC+BOAYgOOodUk14rgdY+xaxthZAG8B8AXG2Esur/80gASAb5jrf9t8PATgEcbYQQBfBPAOzjn90zJx3ti3Po1zCyWcmi1aro7VZHt/Ep/5pavw1V+7DruGUpjJlzFjlkN7dVZ95O4r8RdvvaqttQyxyp+zSrhGnBBuluHOKAbT/pxdouC91fqaXkVZr7oKdYlwEOOLJXBuTBl0QghdaVOkEmJV1odYJaJoTsX+0VBNrCqVdbxwdrHJWRYIMHTGZKzvimFbXxJxWaorKm+FolWb4qexsLtoIiYBjmTiSMdCWPBZJO+EEElHMjHDWVVQkYmHEZODjvE0zjnGFksYSEXQGZdR1qoolnVUqxxv/NyjuPe5c77X1qscZa05AgkYUTtxbC+NLeIHL00AAPJqfcE6ADx3ZsH6vh1Hm+DhIzPIxGVcOdhRE6scBKSCqiFuPh+VjWNWtKWJVRfjNMAXzi7gm/vP4ZlT8+f7UAiCIAiCIIg1wjl3Y4Nz/lM490gBwO0O238MwMdc9vU0gF0+1nTcjnP+FOojgm6vv8PlcQXGRECCuCAQk+1OzxWxuSe+6usxxvALVxu/Qhu7jUjgoXGjgs5LrNrY3f6x9XWErX17UbK5RpzoMAUCvxFAY+1awfvmHvdSePGB302sislBHJ3KAYBHwbrxWhH/64i046xyjyDGbFPf9p+eh1bluG5D8zW49Ypeq/g+kwhb4mMrqkKwaRBJa1MQm4WM07NFyFIA/R0RpKKhFZkGOJKJ4+jBSYAbjq14OIi8g2CzUKxAqVQxkI5aAtFcoYygxPDcmQU8fnwW9+z1N4tD9ehpM6YwGs//7U+O4/6Dk3jyQ3dAqVRtMUDjzxPTBbz6ih48+PJ02xMBq1WOR45O4+at3QgEmBW/dCp3L5Z1xMznxf2iVHTrONrB7qxyEsYuRHKKcS8WlxF/JAiCIAiCIC4u2v+bLkEQK8aVgx2QpQDK+tpMA7SzsdsQOA6NG2KMWxRuqfR3RDCTV6HpVQQldxNnQdVcy9WBmjBwg88IIGAIZQBalqxbfV2uMcAgZkynklvBuhA8xPOiKNuPWFXyEKuioZpY9dToPBiriZt2/vyXao637oTs21klHDaN63s5fE7NFjHcFYVkOrrmC8ufBjiSiSGnaijrVbxyWw+CAeborDq3UAIADKYiVhx1oVixIoPieT/Uetqcu8LE81M5FapWxX0vjgOo3YvCYQUAu4dSePLknG+RUHBwPIuZfBm3bDWGeIj7yMntVCjXnFVCXFxqb5V9GqBbkf2FhiVWXSTHSxAEQRAEQSyf1S/JIQjClXBQwq6hDgDezqbVYCTT6Kxa2f8c9HZEUOXA1544jf98Ycx18lixonuKVV3mxDu/kwABoD9lOKu+8tgp/NPjo5h2Kb/2KjgHjM4q6zhcCtaFyJdqiAH6EatUh2l8gkhIglKpolrlODGTx7rOmLVvN9pxVolzDzfEL2udVU4xwKJV0p+OycvurJICzJpiqGpVZOIy4uGgFe+zM24W5g+mo9Z7MVcsY3TWiCaem/cvVnk56uyONnEt//3ZswBqIlXCJlZt7k2gOxluK34JAA9bfVXdAGrF9o7TAFXdus+EsLpUsaqsVS2x72KJAeYU43fJqUeNIAiCIAiCuDQhsYogzjNXrzfcMmtRsG4nEpIwmIrg2FQegHfB+lK4oj8JAPjIt1/Ce7++H199/JTjdkVV84wBvmnfEP7l3TdgJOM/ihiTg/jtV23GdE7Fh+99CR/41+cctxMfft3FqtpxuccAjW1EZ1VcliAFmG9nlZujTQh4iqbj7HwJwz4mMXYnZMsJ1go3Z1XcJQbIOceZuSLWm2JVZyzk6xzdKJaNvi4R2QQMsU0IhI2Rr/FFQ4waSBudVQAwXyhjdMYQq84ulJoELjeEc6qxrwswroe4L8SEv6dGja6kWmdVTTTc3JNAdxsioeDhI9PY3p9Er3n+wjnlJMgUK5olIkZMcVGpLL2zKhqSEA1JF42zKm86q5ymNBIEQRAEQRCXJiRWEcR5Zp8pVoXXoGC9kY09cWjmB/yVFquu3dCFpz50Bx7+/Vdjc08cPzsx67hdoeztrIrJQVy/yX8EUPDB127HT//g1bhn7yCOTuYdt7EmIcre5e5A6xigcD2JiYB+O6vcrnvUJl6cnS/6Eqsy8TDmCqov0UY4cxpF0rhVsF4vDExkFeRVDZvMDrDO+DKdVaZQ12tGNgEgk5BdxbKxBQUhiaE7HkaXKRzOFWrOqrJW9T0J0ctRFzNjgKqmI6touGo4ZT2XCNdPAwSATT1xZOJyW2JVQdXwzKl5vGpbT21d4axyiF8W1VpnlbgvlirclLUq5GAA8bDU9B5fqOTMe8HNnUkQBEEQBEFcepBYRRDnmatH0gDWPgYIABtsbqXwKqzfkwxjfSaGGzZl8MzoPHQHEaVU1uscTCsJYwxbehKYyCqOxdVe3UVAzd0UDDDXMmsrBmhzXvkVq1p1VgFGnHAyq2K4M9Zyf90JGVUOXyKSojmfuzGdsFksOmx2m+0YMGKrqWgISqW65DhaqawhGpLQm6w5q7oTsuUgalz/zFwR/akIAgGGjmgIAWac5+hM0Yoy+o0C1oQ69xigiPW9cd+Q9V4IkUrcC0PpKGJyEN3JsG9HGwA8f3YBFZ3jv2yuibC+O6tCy4sBqpqOcDCAeDh40TirRAzwYimEJwiCIAiCIJYPiVUEcZ4ZSEXxvtu24LW7+td8bfuUv5V2Vtm5bmMXcqpm9WP98KUJfOb+IwCMD+IrXe5uZ4N5jsKBY6dVZ5UQJdIxGYw5D0WNNXRWAcZkwMVSBVmlgrmCu4ihVNyL9cU1ETFNX86qhOFSmvVY07420OysYowhLgebhIGD5nsn4p0iFrlQXFoUsGR2lXXGQghJxrXNxMM2Z1Vt/fsPTuJ7B8Zx8xbDiSQFDPfarOmsEpMi/Zasi3N3uu8iIcNZJXrO1nXG8MptRq+UiAHKwQDCwQA2m1MYuxNhzBfL0HR/0bxF85rZhTopwBAJBZxjgGptYmatYH1pMUDhrIo5vMcXKlkRA7xInGB+USo6ploMgSAIgiAIgrhcIbGKIC4APvCaK3DVuvSaryvEqgCDJRisBtduMMSEp0bnwDnHJ+47jM89eAxKRTecVasoVolzFN1GdmoxQDdnlSEQdLpEAAFga28Cv/2qzbhte6/1WDoawiNHZ7DnT3+Imz/1Y2tiXSOKh7NKiGBHJw1Hkx9nVcYso/cTSbPcRQ7x05gsNUWuDk/kMJSOWqKcuCbzxTKOT+fxxs892lYUrlg2zp0xhh5TZMskZOteEA6jwxNZvP//7sfuoRQ+cvdO6/WdcRmHx7NQtSpu2mKISWd9OqtKLc69VNGtc+lOhvHWa9ehNxmu69faM5zCzVsMZ1RPQgbnRuE7ADxzah6cu0cxRazNPlUQMMrtG68759xwVpnxTBFZXWoMUNWqCAcDSIQvns4qaxrgJdZZ9fmHjuMNf/Xo+T4MgiAIgiCIC5LVyd4QBHFRIFxHUVM0WC0G01EMd0bx5Mk57BzowElTODo4nkWhRcH6chHneNLBWVVqWbBuPN7pMgkQAIJSAB987fa6x9510wYMdUZR0ar4xjNn8fJEDq8Y6XRcP+oxDRAAjrbhrBKij59ImjUN0OHcE+Fgk8B2aDyLHQNJ6+e06ayaL5bxwtmJqz6QAAAgAElEQVRFPHdmAY8fn8XdVw22XFusL657T0cEM4UyEuFgU2fV7359P+LhIL74y9fUCXtdMRkvnF0EAOweSqEjEmw7BujUVRYNGUKdJVYlZOxdl8aTH+qr2+4bv32j9b1wtM3kyjg1W8RbPv84vvyr1+LWK3rhhCgMbxSrYmGpqbNK1aqo8ppwGg4uLwZod1YtLKNzbC2xpgFeJOKaX45PFzCZU8A5X9X//hIEQRAEQVyMkLOKIC5j1nXGEGDuzqKV5LqNXXjy5Bz++cnTVsfQi2cXUWxRsL5cEuEguhNhb2dVixigl7PKiVdf0Yv//abdeN/tWwEY7iAnFK11Z9WRyTyCAVbn6nHDigH6clY5xwABUzSxRa6Uio4T03mrrwqoFc4vFCvYf9qYlnfg3GLLdQUiBggA/R1h9CTCRgTRVvCuVHQcncrj7dePoD9Vf/6dcRllM3Y3kolhuDPmOwYo3nenoQZROQilUsVUVohV4aZtGum2REIVT56cAwCcmi26bi+EwMautlgo2NRZJY6jI1pfsK5UdCwWK/jyoyc9XVyNGM4qCfGw5Or4W02+tf8cPv7dg229Roh7ThHJi5nJrALOlx7pJAiCIAiCuJQhsYogLmPkYADrumJrMonwug1dmC2U8e3nx/CWa4bRnQjjmVPz0Kp8VcUqANjYHcPoTLN4oPiOAbo7q7wY7owiEQ5a5eSNGM4q77WPT+cxmI5CCrR2XqSjIUgB5iuOp7oUrIu17RGxo5N5VDmwvb8mVnXanFX7Ty8AAA6M+RerimUdEfO6/+5tW/GxN+0CgDpnlRBqBtLNQp2YCCgHAxhMRTHUGcXZeXeByI7X+y7uxbPzJSTDQV+DD7rN+OVsQcWzpwzhbsxDOMspFURCAYSk+v8FN4qEAPDIsWkAwPVmL5e9YP0bz5zBn37nIF6edL6/nFA1HbIUMCOHay/+3H9wEn/3yEm8PFE75tGZgucEy0s1BjiVNfqqvKYc/vjwJD77oyNrdUgEQRAEQRAXDCRWEcRlzuaeRFMcaTUQJdhVDrzt2vXYM5zCz07MAsCqxgABY+qhVwzQTZCwF6wvBcYYtvcn6z6YC6pVbrhcWjirylrVVwQQAAIBhq64bE2y88JrIl4iXO/wEcX49THAkPXcVE5FNCThwLmsb5ePUtYRM9feNZTCq83IXMw2DXB80RB8BlLNYpWIZq7viiEQYBhKR3FuvuRrfa9zF9f9zHwRPcnWriqg5mibzql41nSZebm88qqGRLjZreckIP3k5WkMd0axuccoc4+YrsRSuYpDpgjqJMS6UdaqCIfO3zRAce2//NgoAOBHBydx6//5CR46Ou36GhEDLHmIOhcbnHNMmmKsl2j4H/vH8I+Pjq7RUREEQRAEQVw4kFhFEJc5H3r9DnzyzXtWfZ2N3XH0JMO4crADu4ZS2DWUwpQ5cU1Ev1Zt7Z44pnOq9aFXUKroCEmsyeEiiInOqjZjgHau6E/i0ESziKNq5kS6FtMAAX99VYJMXMZMvgy9yvHNZ882nbPAigEGHWKAcn130qGJLKIhCSOZ2vTISEhCNCThwcOGyHDP3kEslio4M+cviles6I7OJqtgXdUxYTpP+h0ikOI92WAe03BnFIWyjsVS6+mEpbL7uYtjOjVb9BUBBICOSBCyFMDTo/OYNyf9eTurNHQ4CMRRub70XNV0PHpsBrde0WN1GgWlAEISg6LpVrz0lIMQ64aqVQ1nVVhCoaz7Fhe//sRp3PO55ZeBK6aj7z/2n8X4Ygkf+fZLAGBNX2xEr3IUTDHnYple6IecqllxVK+y/JmciryqtRX1JAiCIAiCuBQgsYogLnM29ySwdw0mETLG8Pl3XI3PvnUvAGDPUMp6LrrKzqqNpqDR2CNU8pjGBwB9HRFk4jJ2Dna4btOK7QMdyCkaxhbrR9TX3D3O/xmuF6taTwIUdCfCmMmr+Nb+c/jAvz6P7x+YcNzOy10Ul5udVdv6k01RxM5YCOcWSpCDAbzlmmEA/qOApbKzWBWUAoiEAiiWNUyY16yxrwqoOas2dhvXRgh6fiYCKpohUgYdREohHo4vltCd9OeoY4yhOyHjYdMddNVwCuMN77edvKoh4SBWxeX6GODTo/MolnXcuq2+qD0SlJBXNBydNMr3Rz36sRopm26+mByEbrr7/PCfL4zh+TMLKPvc3g2lUkV/RwRKpYq3fuFnlgOt5OIuEn1VwNInIF6IiIgr4O2smi2o0Kuceq0IgiAIgrjsILGKIIg14xUjXdjaZ0TJdg/XxKr4KndWWRMBG0rW7RPpnEiEg3jmw3filq09S157R79xvofH60vWW5W72x9vx1nVnZAxsajgM/cbPTdukwFrBesOYlU4aLlYOOc4PJHDTlsEUJAy45G7TLdcSGJ40UfJuhBJXKcwysY0womsgrgsIRlpdraJzirh9hpKG6KVH7GqVHYXKUVnVZX7K1cXdCfDUCpVJCNB3LK1B5NZBRXdWWDIK5oVMa1bO1wfA3zw8BRkKYAbt2TqtovIEg6OZ62C+aU4qxINUxe9qOhVq5fMj3PNC6Wi48rBDtywqQun54rW9Eg3wSZrOgM7YyHPbqeLDdFXBXh3Vonf35y6vOtOEARBEARxsUFiFUEQ54W+jgj6OgwxYLWnEYqoWONEwKKLu2cl2SbEqobeqlbl7lKAQTZjau04qzKJMCayiuVYcZsMKNxFTsXtRkTMiB5NZBUsFCt15eoCEcXbt74T4aCEbX1JXxMBxbm7FevHTdFmYlFxdFUBwKaeOEISs1yBQtDzMxFQ9ZrCaDumdsSqjOn02re+E8OdUVS5Me3NiZyLWGU4q2rCxU+OTOP6TV1NnW6RUMC6ztv7k56TBxtRzc4qce39lKwfOLdoiauLpdZ9aF4oppvxfbdvxStGOvGnd+8EY+59VGJiYZ/pxtI9itgvJiZztXvDzVWm6VXMF43rbXeYEQRBEARBXA6QWEUQxHlj95AhNMRXOQYYlSX0d0SaSta9pvGtFB2REIbS0SaxSnz495rEKI6trc4qczLdjZszGEpHMVdwc1bpiLisHZOD4NxwXx2bMqJm2/qanVViIqAQjHYPpXDg3GLLfh0hkLhPQpQsZ5W7WJXASx+9C7vMOGk6FkJMlnDOp7PKj6PNb8E6UBO2rl6fxmDaeL/GFpzFKrcYYNQsWK9WOc7MFXFsKo9br+ht3i4kQdWqCEkMt+/oxdhiyZru2AoxDVCIZXkfzqonT85Z34tOrqWialWEgwHcuLkb//6eG5FJhBELSVYvVSNiEmCv2Vt2qUQBJ33EAOeKZYhfJT/vE0EQBEEQxKUEiVUEQZw3dptCw2oXrAPAhu5Yk7OqVWfVSrFjINkUAxQxPC9nV0yWEAww9DkUjLsx0hVHgAH/713bkUnImHUVqwyHjRMJ8/3IqxrGTcHFSTBLW84qQ6y6ciiF+WKlpbup5ipzFikT4aDVWdXf4S7UybaCdMaMiYAvnluw9u++ftW1K8zuYmo3BggArxjptMQqMc2wkZxSQYdDtFHEYUsVHfvPGLG7GzdnmrYT9+yW3iS29CbAOXwX24tpgDFTrCqWNTxydBq/8ZWnUXVxLT01Omc58BaWKVYZ9139PR91mIIoEAMC+k0X5qUSBbS77tycVTO52u8uOasIgiAIgrjcILGKIIjzxt1XDeD1uwewrst/zG2pbOyO49B4Dn/2/cN47PgMgNadVSvF9v4OnJgp1LlfrIJzh4l0gmhIwmA66hjVc+O1u/rx6Advw951aXTFZcwWnGOAakV3dXUJwaZY1qyi8N6OZuHmxs3duGNHH4ZMcUaIj3/+wyP4+hOnXcWaVn1dsXAQ2ZKGqZyK/pR/weiN+4bw1Og8XveXj+CZU3Ou25U83vdYXQzQX8E6AFzRl0QqGsLedWkMpg1x0Um045wbziqXzirAcNqIaYJOvxvCEbdjIGl1dvnpreLc6AoLSwGbIKnjW/vH8KNDk1Y/lJ1qleOp0Xlct6ELALBQXF4MUK3oTUJhTJZcY4DCWSUEWzdh52JjKqtaYq+bAGf/3c2SWEUQBEEQxGUGiVUEQZw3NvUk8Lm3X+0ZhVsp3rRvGFv7EvjiwyfwX//uCTx2fMYQLVa5swoAruhPQq9ya3obUPvQ7bV+MhLE+jaFvECAYSBliEddcRlzbgXrWrNoIIjbnFUT2RK6E7Lje/T6PQP40q9cA8YMMW3HQBK7h1L49vNj+KP/eBEfufclx/1bMUDZ3dl1arYAvcrRn/IfgfydV2/BV3/tOqiVKt71j0+59hspFb3J3SOwO+3acVbds3cQT37odiQjIcTkINKxkCU42SlVdFQ5XKcBAqZIuFBCMhJ0FLUi5nY7+jtqfWw+eqsqunE9xDRAACiqmtV/5RQZPTqVx2Kpgjt39gFYgYJ1h76wWMMURDvCWSVigKL4/2JnKqdY713RxQk4Y+uboxggQRAEQRCXGyRWEQRxWXDdxi58+703Y/+f3IlEOIh794+tSWcVUOt0Eo4uwPjQDjhP4xN87I278Sd371zyut2JMGYLZccOKSMK515wDhii0rhHyXkj4aCE7/zuzXj5f92Fn7uyr6mnS2AJdSHnGGBMDlpOkv42IpAA8MptPfjd27Ygp2iOYhHg7aizO6va6axijNUJeoOpqGNnlXAKOTqrzLULqo6xRQUDLtdduPG2DyTRGQshGQ7itA9nlXD2yVLA6ombyas4OmW8T/MOrqknT84CAG7f0QspwJYVA9SrHBWdN3WleYpVomDdfC9KlUtDtJnMqljfFTPL5f3EAGkaIEEQBEEQlxckVhEEcVmRjITwmp19uO/AOLKKtiadVeu6YrhysAPfPzBhPVZqUTIOALuHU47F5n7pistQtapjebXXRDzhuimorXujnAhKAewY6MCZ+aLjB3EhOLi5yuxCjptg48X6jOFGOz3n7DZSKlXX6y6uSTIcXNa9MZiOOoplQqxKOjirxHUvVYzrPuDiKhPXbcdABxhjGOmO+XJWlTWjJy0cCljuuadG5yEMaHOFZkHkydF59HWEsb4rhlQ0hIVlTAO0oq9NMcCgaxQup2gISQyd5rRFP9MLL3Q455g0hwfEQu5C3UxBRdCMAJOziiAIgiCIyw0SqwiCuOy4+6pBZBUN0znVNYq20rx2Vz+ePb2ACbMDSrEJB6tFl/kB3ykK6FUyLoSMgmo4q5YiGG3rS4Jz4Ph0vum5Utk495iLWGV/3K+ry04tGufsNio59CYJpABDOBiwCtOXylA64ihWCdHBSayqv+4lq/uqkd5kGOu6olZMcSQT99VZpZr3nCwFLPfcz07MWs/PO8UAJ3PYPZQCYwzpaGhZzqqaWNVYsO4dA0xGQpa4eCnEALMlDapWRW8y7FkuP5MrozcZhhwMWA4zgiAIgiCIywUSqwiCuOy4aUu3VW68FjFAALhr1wAA4AcvGe4qxYezarmIgnCnknWlojfFsQT2iNhiqbIkwWhbXwIAcGSyOQooXDRu5y6ElJDE0BXzX3Iu6O+IQA4GcNrFbdSqqywmS22VqzsxkI4iq2hW55Igb8UAm6cBiljkfLGMmXzZ1Vn1P+7chm++5ybr5w2ZGM7Ol1DRq57HZHdWhYMBSAGGqZyKDlM4m3OIAU5kazHQVCy0rM4qIdA2CoVxT7FKQzIStO6JSyEGOJkTQwsinuXyswUVmUQYyXBw2dMAnzw5h4eOTC9rHwRBEARBEGsJiVUEQVx2yMEAXrurH8DaiVVbehPY2pvAfQfGAbi7TFaSrrjhvJl1dFa5xwCFMHDCdEUtxVk1kokjJDEcmWx2VolzdxOMRNF4X0cEgTYmIQoCAYZ1nVGcchGrFI9JiIARS2unXN2JQXNCopimKMirhtjj1FklnFUnpg2XlNt1j8nBuj6tkUwcWpW7dnQJas4qCYwxy8F27YYuREKBpoJ1paJjoVixesNWz1nl7i4SYlXMKp+/+J1Vk1njnuhLhj37umbyKroTMhKR4LJjgH/94DF88r7Dy9oHQRAEQRDEWkJiFUEQlyV37xkEUJusthbctasfT56cw2xeRamiIxhgCEmr95/hjIgBOsS7lErVNYIohIFjpli1FGdVSApgY3ccx6acnFXerjIhlrVbrm5nQybuGgNUWjir/vj1O/Bbr9q85LUBIwYIoElAyvrorDpmiYT+usJE7NFNnBNYziqzoF0IZruGUuiKyU33iYis9gmxKiYvq7NKrdSvL/ByF+WUCpLhkPV+uZWRX0xMZg2nY19HBFFZQsltGmCubDirIst3VillHYsOzjmCIAiCIIgLFRKrCIK4LLl+Uwa/dtNG3L69b83WvGtXP6oc+P5LE54l3ytFxooBNn9I9SpYDwcDCAYYjk8Jh097BeuCrX1JR2eV+HDeUqxagkgmWJ+J4fRcsWkSoqZXHSfS2Xnt7gFrguNSEc6qxomAeQ+xSjirjk+ZYpVLZ1Ujm3sMserQeNZzO2saoCkWCVFyz3AKnXG5qbNqwnQAifchHVums8pcP9zwvsdlCcWK7ji10nJWncfOqh8fnrRchivBlBUDdHdWcc4xW1DRnQgjEQ5axfxLRdX0ZUU4CYIgCIIg1hoSqwiCuCyRAgx/cvdOXNG/9Gl77bJzoAPb+5P4+5+eREHVmj60rzQxOYhIKIDZvFNnVdVVsBERMSFWLCUGCADbepOOEwFLFR3hYMA14rcSzqqRrhiKZR0zDRFI0Zu02sX6vckIggHW5O4Sca64QwxQvB8nZ4zXDPoUCTOJMEYyMTx7et5zOzdn1e6hFLriclNn1WTD+5+OysgpGrQW3VhuWDHAYHMMkHPjnmwkp2hIRIIISgHIwQCKa9xZxTnHe7++H3/3yIkV2+dUVjWjjUFEQ84RyGxJQ0XnRgwwHFp2wbpSMaaCtuo1IwiCIAiCuFAgsYogCGKNYIzhv9++FSemC/j+SxNrMokwEw+7xADdJ+IBNTGlMxZacq/W1r6E40TAUtk7hic6q5bjrBrpFtG4erFoLbrCAEMMvW5jF358eKru8byqIRIKOMY/AwFDJFS1KtKxkOc1auQV6zvx7OkFR3eSwOqsspxVQfR3RNDbEUFnzMFZ1RQDNErhl+rQETHAxvuu1kfVLMjklAo6IiFru+XEAA+cW8R1H/+R5Wzyw3RORbGsY76wcq6kyayCXrNzzC0COWMORegWMUB1eesLVx25qwiCIAiCuFggsYogCGIN+bkr+7G9P4nFUsUzirZSZBJyUwxQ06vQqtxTsKlF8ZYWAQTcJwKWyroV63JClIdvNAWnpTDSFQPQ3OMkxI7VFqsA4LW7+nFsKl/X25VTNMdJgALRW9Vu9HLfSCemcyrOzruXrKuWs8o493fcMIIP3LkNAAxnlUMMMC5LSJpikRCrFpYoeLgXrDuXp3POkVc1KzIZl4PLigEemcxhKqfiwLlF67G//vFR3PfiuOtrTs8Z989KiTyccxydyltCrFsMcCZXE6sSDdMAp3OqpyjphHCtkVhFEARBEMTFQkuxijG2jjH2IGPsEGPsJcbYfzcf72KM3c8YO2r+2Wk+fidj7BnG2Ivmn7fZ9vUK8/FjjLG/ZIw5ZkDctmOMvZIx9ixjTGOM/aLHMX+AMXaQMfYCY+wBxtiI7bk/M8/jkNcxEARBrAaBAMP779gKwH0a3krSFZcxW6iPAYoonKezyjy2pUYAAfeJgMWK7llsP5KJ47vvuxm3be9d8trDnTEEGHBqrl6sEg6TtRCrXnOlMXHy+wcmrMdySsWxr0ogeqvave6vWN8JAHjmlHsUsLGz6vV7BvBL164DAHTGZGQVrS4mNplV0Gc7jlTUFKuW2FuluFz7uCnQNRaNF8o6qrzW72WUkS89DicEGzFtsVrl+JufHMd3XhhzfY0QO1dK5PnhwUkcm8rjnr1DAMxzchKrzPhqxjYNkHOOqayCGz/5AO4/ONnWugo5qwiCIAiCuMjw46zSAPwe53wHgBsA/A5jbCeADwJ4gHO+FcAD5s8AMAPgbs75bgC/AuCfbPv6WwDvBrDV/LrLZU237U4DeBeAr7c45v0AruGc7wHwbwD+DAAYYzcCuAnAHgC7AFwL4FUt9kUQBLGivGZnP3YPpdCTCK/6Wl1xGXONvU2mKBD2cHYJh89yonghKYBN3YmmiYBKWbeiX25cOZjCcv4tQQ4GMJiONsUAS2Wzs2oNxKq+jgiuXp/G91+qiVV2p5AT4rjaFauu6E8iLkueYlVjZ5WdrnizEDW+qNT1hqVjRmH/4hInAiotYoCFhl6mnGIcS9IWA3RyIflFiGGiE2w8q6BY1j3Ly0+toLOqWuX4zA+PYFN3HL+wzxCrYi7l8rOFemdVRedQtSpGZ4uo6BzHp50nXbohIpiLyyjIJwiCIAiCWEtailWc83HO+bPm9zkAhwAMAbgHwFfMzb4C4I3mNvs55+KfKV8CEGGMhRljAwA6OOePc+NvZV8Vr7HjtR3nfJRz/gIAz4ZQzvmDnHPxz+k/AzAsngIQASADCAMIAWjvnycJgiCWSSDA8PXfvB6ffdveVV+rOxHGbKFc92G4Fsdq3Vk1sIyScwDY0pfAwbFs3frFsr4mYtFIJtYUA6y5e9YmBX/Xrn4cOJfFGVP0yCuaVWzuhLjuYpqgX6QAw771nS2cVe5iVWfcEKLmbSXrk4tKnViZXq6zyrVg3fi50WHUODkxGlqeWKU0iFVHzXhq3qO8/LQpdmZXQKz6zxfH8fJkDu+/cxuCUq03TK9ylBuKz2dyKhgzxGZx/nlVs4YeTOeahya4wTknZxVBEARBEBcdbf1tnTG2AcA+AE8A6OOcjwOGoAXAKa/xZgD7OecqDIHrrO25s+Zjjfjdzi+/DuA+8zgfB/AggHHz6wec80ONL2CMvZsx9jRj7Onp6ellLE0QBOFMMhKyHCOrSVdchqoZk8AENYeLV2fV8kvOAeDVV/RibFHB48dnrcdKFR1R2V2wWSnWd8WtziFrbfM6rIVYBhgdZQDwA9NdlVe9xarYMuKXV4904vBEtsmhJCg3dFbZ6TJdU6K3qlrlmMqpDc6q5YlVquZ834kYYKMQlTXFKnG94uGgVcL+pUdO4EttTugT770Qq45NGfHUvIezStw/OXXpUxABQzD67I+O4Iq+JH5+94D1uLgPG4W66XwZXTEZUoBZYlVO0TCxaHSStVMSX9arEFoxiVUEQRAEQVws+BarGGMJAP8O4P2c86yP7a8E8CkAvyUectjMqSHU73YtYYy9A8A1AD5t/rwFwA4YTqshALcxxl7ZtBjnX+ScX8M5v6anp2cpSxMEQVwQdJmOGXsUsJ0YYLtF3438/J4BdMZC+Mrjo9ZjpbKO6Bo4mzZkYpgrlJFVah/Q12oaoGAkE8f2/iR+dMgw8eYUDQmPGGBsGZMQr16fRpUDz59ZcHzeclY5XHvLWWWKVTMFFVqV1x1HMhICY8svWG90dglnVaHsHQOM2mKAX3/yNL713Lm21hcxwPFFBcWyVhOrvJxVc0WINGrWQ9Tys/aJ6QLesHcQgUDtrzkxl3L52byKbjMmLAr584qGiUXDUTXVhrNKvO8AiVUEQRAEQVw8+Pq0wBgLwRCqvsY5/6b58KQZ2RPRvSnb9sMA/gPAOznnx82Hz6IWx4P5/RhjTGKMPWd+/U+37Voc38fFPmyP3QHgQwDeYDq7AOBNAH7GOc9zzvMwHFc3+LkGBEEQFyMZU4Swl6yrPqJwiRVyVkVCEt523Xrcf3AS5xYMV0ipolti2GoykjGmCb54tjb9rbTGYhUAXL+xCy+eXUS1ypFTKujwcNQJl9HgEkTCfWbJ+tMuUUDhrJIlp84qU9Q0Y4CTpijSZ3NWSQGGjkgIi+Y2eVVDter/35KUShWyFKgTa4CaYNPoLhJdUh2muBcLGWXkepXjzFwR84X2hBd7gfvJmQKOtnBW5VUNM/kytvQYUy2XI/QIN2Ojq85tEuJMXkUmIde9JqdWMGnGAGfaEKsU23kv1RVHEARBEASx1viZBsgA/D2AQ5zzz9ie+jaMAnWYf95rbp8G8F0Af8g5f1RsbEYFc4yxG8x9vhPAvZxznXO+1/z6E7ftvI6Rc/4hsQ/zGPYB+AIMoWrKtulpAK9ijAVNAe5VMDq4CIIgLkkypjtjts5Z1ToG2GG6aJYzDVDw9uvXAwC+/sQpAIZosBZi0S1bu9HXEcYn7zsM3RRV/PR1rTS7hlIolHWcmMm3jgEuQyRMRUPY1B3HwTFn87Oq6QhJrEksAmoRP+GsGjfjZv0NnWWdsRAWShXMFcq44X8/gHuf9+9uUiq6o6vLzV2UszqrjGOLh4MoqBrGFkqo6LxpymXL9W37PzFdqHVWlZ1FN9Eztns4BWB5YlXJ5b4Tom2jUDeZVdGbNH53rc4qpdZZ1ZazqkLOKoIgCIIgLj78/G39JgC/DCMyJxxQrwPwSQB3MsaOArjT/BkA3gtgC4AP27YXfVbvAfAlAMcAHIfZJeWA43aMsWsZY2cBvAXAFxhjL7m8/tMAEgC+Ya7/bfPxfzP39yKA5wE8zzn/jo9rQBAEcVEinFWiiwjwF4V723Xr8aV3XmMVfi+H4c4Y7tjRh39+8gyUio6Sj2mAK0E8HMQfvW4HXjy3iH956gyAmlC3Vp1VQE3sePLkPKocnjHAazd04TU7+5Ys5m3tS+Bow/RFQVmrOrqqACMSmggHMWe6lYSDp1GsTMVkLBQrePjINPKqhuNT/qfSqZqzSGkJNpV6wUaUvVsF67KEUkXHqFl6rlSqTSKPF6WKjnVdhmPtqdE5ZBUNQ+koOAeKleb9iHL+PUPLF6vcfudqQp1Wt+3YYslyBgpxM69qmFhUrO+LZX+xROGkBGrnsFAs47997Zm6/y4QBEEQBEFcSLT8FMI5/ymce6QA4HaH7T8G4GMu+3oawC4fazpuxzl/CvURQbfX3+HyuEPlZLIAACAASURBVI5ahxZBEMQlj4h3jc4W8HcPn0BQYuhNGgKEl7uoJxnG7Tv6Vuw4fuOWTfjhwcfx+YeOGwXrayQWveGqQXztidP49A8O43W7+89LDHBLTwKRUACPnzBK5r2cVffsHcI9e5c+U2RrbxI/OjRlCFMN3VCqVkXY47w74yFLIJrIKpACzHLmCdLREBaKZfzkZcO0PNuG2KFUqo73nBwMIBhgTcXwB8ezGEpHLcE0FpJQ0bnVNWWsr2JYjvlav1TR0RWToesc9x80OsT2rkvj3ELJcUrj6TlDFNs9nAZQE3oOnFvElx8bxafevAeSg0vNce2y831nxQBtYtnZ+SI4BzZ0G+clxM1syYgB9ibDmMqpmM6pGMm0FpOVOmeV8X49NTqP7704gbdcsw6vvsJpPg5BEARBEMT5Ze1yEARBEMSaE5MlREIB/M1PjuPj3zuEj37nIL5oTlGLeBSsrzTXbezCz+8ZwN88eBx6lVsf0lcbxhg++oYrMV+s4GtPnF7zgnUACEoB7BzowOPHZwDUnEKrwda+BPQqt9xHdrycVYAxEVA4bSYWjRhaoxiTjoUwWyjj4aPGucy1EcVTKrrrPWcvTxc8f2YBe9elrZ9jpph0aLwWc2ynt6pUNpxdG3viGDcdSvvWG/vPq837OT1XRCoastxYQqy6/+Ak/u2Zs21N5BPupkaR1qmva3TGcHRtaHBWnZorQqty7DGdetM+o4Bi7bgsWecwZvbHuU2OJAiCIAiCON+QWEUQBHEJwxjDm68exhv3DuLb770Jb9o3ZE2LW0vBBgD++PU7EZQM8WMtY3g7Bjqwc6ADjxydRqmiQ5YCvh0xK8XuoRRm8vWxttVgS69RBn50Mt/0nKo5d0YJOuOy5ayazCp15eqCdDSEs/MlzBXKYAxtxcgUj66yuBysE2xm8irOzpdw1bqU9ZgQdg6OZ60JfaIQvp31N3YbIlAyHMSmHuP7nEPJ+qnZIkYyMaSiRmdW1hR6hEhl74FrRans3BMXCxn3gl2oE0KjEKvCwQBCErMcZbuH0uZx+BOrhLOqryPSJFYVVf8xSoIgCIIgiLWExCqCIIhLnI+/aTc++7Z92DOcxp/94h7csaMXIYmtqmjiRH8qgvffsRUA1qSzys5NWzJ49tQCFgqVNS1XF+waqokuibD7NMDlsrknAcbg2FtV1v07q8YXS03l6oDRWQUAAQbcuDnTVgxQ1ZxjgIBxPxRsHUwvnDUE1auG03XbAMCRibw1oa8dZ5eIn27sNl67pS9hlbcXHESb03NFrO+KIRw03IlC6BG9UTP59ifyNYq0UctZVTv30dkCOiJBq/SeMYZkJGSJVUt1VvUkwzWxyjyHgs/eK4IgCIIgiLWGxCqCIIjLiJAUwOff8Qr86AOvWpHy9Hb51Zs24g/u2o7bdqxtT86NW7pR1qv46bGZNXeUAbWSdcC7s2q5REIS1nfFcHTKwVlVqbZ2VhXK4JxjMqs6TiRMmy6jq9alsak7sWLOqqgs1TmrnjuziACrF/mE0FPWq7h6fScAWIXw/tavIipL2GQ6q7b0JGzl5fX70fQqzs2XsL7L6I1KmV1dgDGpz1i7DWeV6zTA5kmIp2aL2NgdB2M1918iHLSii9sHkpACzHcM0e6sUipVo8BdOKvaKKgnCIIgCIJYS0isIgiCuMwISgFr0thaE5ICeM+tm62S97Xiug1dCAYYzi2U1qwvy44oWQdWNwYIAFt7EzjmGANs4ayKyyiUdfzjo6PIq5rV52RHuH1u3daLzrgxGVDTq03bOaFUqggH3Z1VduHk+TML2NaXrBNU7d/vHk5BCrC2nVWRkITNpitrW1/SEqsaY4BjCwq0KsdIpiZWCVeSmJTYTgzQrStNCHD2cz85U2j6/RTHKQWMAQndCdm3s0qsLcTHbKly2XRWcc7xhYeOW244giAIgiAuHkisIgiCIC554uGgJb6sZbG8QJSsA6svVm3pTeLETB6VBhGprFUR9jj3TjPi94n7DuGWrd14w1WDTdts6kkgGGD4uV19yJiTJueL/txNiqa7TiOMyUFrIh7nHM+fXaiLAAKoExk3dcfRGQu156wqGzHA9ZkY/ubtV+Ot162zOavqRZuTZm+UiAwKsaqsVa3o40yb5fJAs1gVCDBEQgHLeaVqhutpQ3eDWGXeM6L0vjcZ8d1ZpWpV67WAMcFRCG6XurNqOqfiE/cdxhcePn6+D4UgCIIgiDYhsYogCIK4LLhxczcAIHIenFUAsGc4Dcaw6vHLrb0JVHSOU7PFusdVTYfs4mwCgK644ZqKBCV86s176mJogr3r0nj+I6/B9v4OdJlild84nFqpugqFMVlC0RSMzsyVsFCs4Kp16aZtBCPdcXTF5fY7q2Tj/F+3ewAdkZD1XuQbnFUnpw1nmihjT0VlLJY0TNt6qtpzVhmCkZOrLyYHUTS7o87Ol1DlwAbT0SVImscpSu97kuG2nVW95muPTOZQ5cZzXs4qzjlePLvoa40LFSEC/uDABDjnvl83k1dxZq7YekOCIAiCIFYNEqsIgiCIy4KbthhiVfQ8FKwDwLtfuQl/+bZ9CHlE8VaCrX2GG+hYQ8m6qrnH8ABgndnP9OG7d2IwHXXdTgg8mTbFKqOzynn9qC0G+JwoV7dNAgSMiYEAIAcDGOiIoDMmY96ns6qiV6FVeVPBuRwMIBwMNDurZgpIhoPoThjnmIqGkC1V6uJks20UrFudVQ7XPxqqnfvojOHoaooBms4qUXrfmwy3Pw3QdFYdHM9az3k5q356bAZ3//VPcXgi67rNhY5wlY0tKnjxnH/h7aPfOYj3fO2Z1TosgiAIgiB8QGIVQRAEcVmwd10aMVk6LwXrADCYjuJuh2jdSiM6mY429FaVtaqns+rKwRSe+KPb8UvXrPO1TldiKWKV87WPy0FL0Hn+zALCwQC29SXrthGupJGuGAIBhkxCxqxPZ1XJJYYHGLHMXINYdWKmgI09tZJzEQOcMuNzvclwW5MQlYqOYIAh6CBUxmzl8qOmG25jYwzQFAhF71RPMozZvAq92totJKYBCmfV4XFDxIzLUpNIZ+fEtCGcTWX9i3IXGsJVBgD3HZgAANz73Dn8xf1HPF93araAicXzc96cc6sfjSAIgiAuZ0isIgiCIC4L5GAA/+OObXjTvqHzfSirSjwcxFA62jQRUG3RWQXUYmZ+qMUAfTp8tKqrs8ooWDeEk5fGFrFjoKPJgSZigMJ11BmT/fdlmWKQUwwvEQ42xwBnCnWCUSoaQl7VcM4sJt852NFWDLBU0ZtcXQJ7ufyp2QKSkSA6zSJ76xgj9WJVbzKMKocvsU6pGMX6XWYn2SHTWbWlN2FdcyfGFo1zbSyfXwm+tf+cp2OLc467Pvsw/uWp08taRzirYrKE7x+YwIFzi/j9b7yArz1xyvN144sKFkvltqKDK8VDR6Zx7cd+hJk2nHsEQRAEcSlCYhVBEARx2fCbr9yEe/Ze2mIVYEQBX55ojgF6OavaRRSy+3EYVfQq9Cp37ayKyhKUirHNsak8tvYmmraJBCXIUgCbewwRKROXsVAs+3IXCWeVk2CUiATrHEZKRce5hVKDWGWIRUcmcwhJDFt7E5jJq77FDKVSdS2Xj9qcVUIka+wL64gY4lW/rbMK8Od6UjUd4VAAyUgQjAFTORWpaAg9yTAKqnsMcHzBcJHllJV1+ZS1Kn7/357HVx93F4yyJQ2HJ3J4enR+WWsJZ9Vrdvbh5EwBv/6Vp1DWq8h6CHBlrYqZvIqKzs9LAf2xqTzKevWidrQRBEEQxEpAYhVBEARBXGJcu6ELL0/m6twZZU337Kxql5AUQCoa8hUDFA4XtxigcE2NL5Ywky9ji4NYFQgwfPnXrsVvvnITAKAzLqPK4Ssy5RUDbHRWnZ4rgvP6KF7KdDodmcyjNxlBdyIMVav6FjMUW7l7I8YkRGP9U7PFpr4qcYyAPQZo/Dntw32jVAxHXSDArKL2gVQE8XDQ01k1vkrOqtHZAio6R9bjfZsw45bC3bVUVLOv6+6rBi2h7uYt3ShrVSse2chUToHQIBdWIY5njyY6IX6fSpWVd7QRBEEQxMUEiVUEQRAEcYlxy1ajTP6nR2esx1oVrC+FTFz25axSLLHIXbABYE2fcxKrAGOiY3fCcBW1M41QOJccnVXhUF1nlehq2tRdO4ZU1BCrjk7m0NcRRsY8Br9RQKWie7rKimUdZa2KcwulpkmAgCEuSQGGEfO5XtNZNe3HWWUrtk+bbrihdBQxOYiCh9g2tkrOKuH48+rLmhRi1YLiuo0fFFOQWtcVwztvGMEf3LUdd+7sAwBXV5m9RH/RZ8zUL8+cmsOuj/wAZ+fdJw2Ke8rL9UYQBEEQlwMkVhEEQRDEJcaVgyl0xkJ4+Og0AKMDqKyvvFjVFZcx50OwEWKVW2eWcFa9cM5brGpcG/ApVnk6qyQUbMLJSXMi34bummiUihprFco6+lMRZMxy+Zk2Ct6d+rIAIBYyYoD7T89Dr3LsHOho2uaOHX34yf9zKwZSxpRGEQP046xStap13kJ0G0xHEZclFF0EI73KLcHIKzK3FI5OGmKVl2NLrH1uobSs3ijhrIoEJXz0nl347VdttlxqjT1lgnGbWLVQ8t9L5of9pxegVXndGo0I8dfL9UYQBEEQlwMkVhEEQRDEJYYUYLh5aw8eOToDzjkqOgfnWNHOKsAUq3w5qwzRIOxRsA4AB84tQg4GMNzZ7C5qRHRm+Vvfo2C9obPq5EwePckwkpFaybkQeQAYMcD4yjmrRMH6A4enEJIYbjZdcXYCAYZ1XbVrEglJSEaC1nTCVmsLkVKcx0A6glg4iGJFR9Wh82s6p0IzH88u01l1araAP/32S6joxj3wsiVWue9XiFVlrdrW1MVGhLPKft+Jsvqc6rz+ajqrhBBa8HCVidL81ejLmlhUXOOPBEEQBHGhQWIVQRAEQVyC3LK1G9M5FYcnciibQkGraYDtkkm0GwN0E2wMAeGFs4vY1B2HFGCO2zWuDfgVq4zzd4sB2l02jZMAgXqxyu6smvU5sa1UqSLi4qyKykGUyjoeODSJGzZl6kQyLwZSEYx5OHQEiqY3OauGTGcV5zXXmR17V5TdAfUPPz2Je5875+v4BD95eRpffmwUT43OATB6vxr328ikLd44trD03iq7s0ogervc1q93Vq2sWDU6a4hVXkKUuJ+9IppLQdV03PmZh/DVx7wnISoV/bxMQSQIgiCIRkisIgiCIIhLENFb9cjRaaimILEazqr5YtnRnWNHuDlaFawvliq+IoBAzVk1X1xeZ1UyEkRZrxVun5wpYJOHWNXXEbYiiH5dP2pFR8Tl2sdkCWW9iuPTBdy2vdfX/gBguDOGc/OthRy1Uot/iqL4wXQUMVO0KTjEzcQkwGQkWOeA+vJjo/jiwyd8H6N9/48cnYFS0S3BplUMMGgKln7O0Q0vZ5VbDHAiW8KgWWS/sMLOqtEZo6vKy1klYrVuEc2lcnKmgJyqWeX1TigVHTd84gHc+9zYiq5NEARBEEuBxCqCIAiCuAQZSEWxrS+BR47O2JxVKy1WhaFXecuomGI5XJzXt8fz/IpVkZCEuCy111nlMJHP3mG0WKpgJl9uclbJwYAldPV1RBAJSUiEg3XTFlut79pZZXu8HbFqKB31LOoWODmrBlIRxM11iw5F3mIS4Pb+ZJ2oNF8s4+WJXMuJdnaEUPjI0Wkcm8qDc2BrbwJ5VYPuInJO5lTsHDS6u84tw1llxU9t9531fruIQeOLCjZ0xyEHAyvaWaVUdOtc3JxVqqZbZf8rHQMUxfZe+50vlrFQrOD4dH5F1yYIgiCIpUBiFUEQBEFcotyytQdPnJzDd18YB7AazipD/GjlMPIbAwT8i1UA0Om7M8trGmBNvBg1O4UaxSqgJvT0dRium0xCXrFpgIBx3iOZ5nXdGO6MIqtoLYVCtVK1pgFeNZzC9v4k+jsi1jV3claNLSiIyRKG0lFLrKroVeQUDVqV4+B41vdxCnHkwLksfnZiFgBwzYZOAO6C0eSigm19ScRkaVkTAVVNhxwMgLFarFTELHMeaw+kokhHQyvaWXVqtiYsOl1zoD7SutIF60fN+GXJY7/ZkvHc4grHHwmCIAhiKZBYRRAEQRCXKO+6cQM2ZGL42HcPAVj5zqous2h8voVgpGqms8pFrIovwVkFABmfYpVw9zhOA4zUOoxOzBgf6H2JVT7XFuu3clbdvsO/qwqAVULfKianaLr1vt+1awDff/8rEZQClkjn5LQZXyxhIBVBMhKyYoD2SNwLZxZ8H6d9/19+bBSyFMCuoRQA55J1vcoxnVfR3xHBYDq67M6qRjdf0iMGqFc5JnMqBlIRpGOhFY0BinJ1oHY/NmIXP+2dVX/38Ak8dGS6rfXmC2U8bHvNEbPY3qsLSwifJFYRBEEQFwIkVhEEQRDEJcq6rhi++75b8Mev34HNPXFsH0iu6P4ztu6m/afn8a9Pn3Hcruas8o4BBpizUOSGX2dVqaIjJDGEpOb1kzZn1csTeYQkhg0uYlUiHLREnkwi7DsGqGhV10mI3QlD8HvNzj5f+xIMdUYBAGdbiVU2Z5WdWNi45k79SWMLJQymo0hGgsgqGjjndd1gL5xd9H2cxbKGoXQUqWgIZ+dL2NQTt/rGnHqrZgsq9CpHX0fYEKsWlyFWaTrCDQJlOBhAMMAchbKZvLF2fyqCdFRe0Rig6OoKBhgKDtFLoN6haBe0/vah4/jXp5x/t9z416fP4J3/8KQl9gmxyk0oA2rTD0msIgiCIC4ESKwiCIIgiEuYkBTAb9yyCQ/83q3Y3OPfteQHUTQ+tlDCe7++Hx/+1gHHsnWrs6pFDHB9V6wt91dXzL9Y5RbDi9s6qw5PZLGlN+koavUkwxhKR62fu31OQtSrHGWt6hhBBICbNnfje++7Ba8Y6Wq5LzvDplh1rkVvlVrRHa9pXHZ3Vo0tKpazSq9ylCq65Z5LhoN47mx7zqpkJIibtxiF/1f0Jy13k5NYNbloCIC9HREMpSPLclY5CXWMMSQiQccIopgEOJCKILUCzqovPnwcf//TkwCAk9MFZOIyuuKya8RPTJeMhAJ1ImJe0TCVay8OKa7to8eMYvtTc2a5u1cMcAWdVT95eQoVsyuPIAiCIJYCiVUEQRAEQSwJIVZ97sHjOLdQgqpVMenwoVo4q9wK3qUAQzgYaCsCKNafLagtpxEqFR0RlxieNR1O1XB4PIcd/c7usz983Xb81X/dZ/2ciYcxV1j+JMRAgFll4u2QicuIhAKtnVUuri4RP2x0VpW1KmbyKgZS0TpRSTirbt7ajRPThZZdWYJSWUdMlqzplNv6klZvVF5t3sekOa2uryOCwVQUM/lyW4XudlTNWahLhIOOMcAJ08VlOKtCyxZtvrV/DH9x/xEoFR0nZwvY2B1HPBx0jeIJ4XW4M2aJiEpFR1mvYirnz8UnEEMFHj02YxXbSwHm6azKllZGrBqdKeBd//gU7jswYT12dDKH59qIjxIEQRAEiVUEQRAEQSwJMZFvJq9ifZfRoTQ60+z0UVoINgBww6YMXt3GNDwA2D2cglKpYv+Zec/tSmXd1dkkYoBn54uYyCquUcnhzhi29dWe64rL0Ku85Qd7IQ64rb9UGGMYSkc9p+VVTVeXk6tMOMoaxarJrALOjWmDHWZPV06pYN50Gd16RQ8A4IDPKGCxrCEmB3Hb9l6MZGK4ZWu3t7PKFDtFZxVQczy1i1sEMhkJORas15xV0RXprCpVdORVDT94aQKjMwVs6I4jJksoupS7zxbKCEkM/R0Ry30lrtFUVgXn3sJo49oA8NNjs9YkwO39Sc9pgIuiYH2Z5y2ETLsr7hP3HcYfffPFZe2XIAiCuLwgsYogCIIgiCXTlZARDUn481+6CgBwarbQtI2IAbo5qwDgK792Hd5+/Uhba9+2vRdyMIDvvjDhuV2p4i5WCWfV06cMwWt7vz+XUyYh+rq8HS+KVS6/8n/lGuqMeTqrymYMy9NZ1SBeCIFhIB2xRKWsolmun1dtMwTF532LVUa5fG9HBA/9/quxZzhdt99GJhcVMGbELIVY1apE3g1Vc45/Jl2dVQrkYACdsRDSMRmlig5V08E5x0NHpqG3cNE1IgSn/+9npzCVUw1nlRx0FYxm8yq64jLiYcnaRnRrCeHLL8KNNpNX8b0XxxGSGHYOdHhOGbTHANsRxprXNu67qWztd2NsoYScg5OOIAiCINwgsYogCIIgiCXz7ls24ZNv3o2r13dClgIYnW12Vhm9SQEwxlZ07WQkhFdu7cH3Xhz3jOOVKlXXGGA0JCHAgGeEWOWzhF4Uoz9zat7zg73XJMLlMtzp7ayyiu0dBJtwMAApwJrEC7u7qMPmgFoolhENSehPRbC+K4YXfPZWFct63bRHAEiGa46tRiazKroTYQSlgNURNrZQwonpPL61/5yvNQVKxTkCmYgEHYWTcbOrizFmucoWSxXsP7OAX/mHJ/HQkam21i+VdUgBhqdGjXtrQyaOWFhyFYzmCmV0xcOIyUGrW8ruPmsnCqhUdOv9+/HLU9jUnUAqGvJ0VokYoFblntu1Qri67D1bUzkVpTJ1WBEEQRD+IbGKIAiCIIgl88v/ZQPu2TsEKcCwriuK0RknZ5W+KmINAPz8ngFMZBXPKKBS1hF1cTYxxpAIB5FTNGTiMnpMEaoVVw52YCgdxR/8+4t44988hhPTeee1K6srVs0Vyo4T/QBA1dyL7RljiMlS02Q6MX1vMB2xuqWypQrmChV0xoyf9wynfE8ENJxVwbrHIiExkc85Btjf8f+z9+ZhbqT1tf95S6rSvrS6pV7c7e5xd9se22PPvsAsMAsMkAFygYQkbDcLIZmELOTmhvALSXggvySQjV9yCQGSEAKBsAUCF8IwmWFmWGbzzHjs8Xi3293t3hepJZVUkt7fH1VvqSRVSaXuVg/2fD/P48fuUqneqpJst06fc75+AHp3FGPA42eX8DOf+BF+69+fbqu/yslZ5dxZpaLXWDsuxKqchuNGjG5+Hb1Rd11enfI40hPU77mDELSwVkRPWEFQ8Zgip9VNZXUqtVy7WMZITwg7ekLgHBjvDevH1cqOwq61h2wjvVWqKVbp51solbGULSLfxNVFEARBEPWQWEUQBEEQxKYw0h3CWZsYYKFk3x20GdxxeesooFpyjgECMEWZ3f0R1+6veFDB/e+5DR/6yX04PpPBJx4+Y7+21pnOKgCm88jJXdWq2D7s8za4fJ45v4Jt8QCCiremW2olV0SXUag/nopgaiXvSjjSO6tqr50xhojfa+us0gUjXTBUvBJSER+++OQkZtMFcK4/7pZmziq7SN30ah79MUOsMoS5lbyGk3O6ENlOh5VWrkArc+wdiOLKoTgAw1mleB07q3RnlVIjIlrvUTsTAfOGQPxSMYWxN4KA4gXn1Q65eqwC1aaIVUZZvhD5clp5Q/FCgiAI4sUFiVUEQRAEQWwKw90hnFvMmR9Ii4azp5POKhEF/NZh5yhg3uhNciJslI277asS+GUPfu6GYVyxLYYTsxnbfUR/T2ecVXqpvVOnU6u1610+WrmCH5xcxK07dYFDiHgZVcNSroiuoC5Wbe/WRbJWkwg558hrjTFAcWw7Z9VcpoCU4W4CdEFO8Uh49+1jAKrOLzeomnNnVf3aGVXD1Eoeo0l9ImU8oF/rSk7DScM1t9KGgCNidAHFg995xS6889YdCPm8CDVxVi2uFdBtxACFA8ra69WOsyuvVRCwiFU7+yII+Tw151ZPOl8yRdXNdFbNGo4wzqtuP4IgCIJoRUuxijE2xBh7gDF2lDF2hDH2G8b2BGPsPsbYCeP3LmP7XYyxJxljzxq/32451jXG9pOMsY8yhx9fOu3HGLuVMXaQMVZijL2xyTn/NmPsOcbYIcbY/YyxYWP7yxljT1t+qYyx17d3ywiCIAiCsGOkJ4i8VsZ8poDZtIorP/AdfP2ZaX0qm41osFn8xP5+XFhV8e9PnLd9PN9CLBMf4nf3ueurqme8N4zjsxlb10gnnVWDXUI0auwJA/T4FeBc7h7y1bp8nppYQaZQwm079Yl/IUXv89KdVZrprBKTH887rCtQtQo4R0MMEIDhrKoVjERcrDdSFavef89efPaXbsDrr9oGoD1nVaFk76yK+L0olCqmmAoAz06tgnM94ghYnFW5Ik4JsSpXdL22iPEFFS9uHu/B77/6cv1rGzcboL9PssUyusOK+X7Ma+X1d1YZEzDv2tOLv/ypA7hjd8p8D+YKDmKVqpmv7cbEKv2+5op6KbxwWAHV+0IQBEEQrXDjrCoBeA/n/HIANwK4lzG2B8DvAbifcz4O4H7jawBYAHAP5/wKAG8H8BnLsT4G4J0Axo1fdzus6bTfBIB3APhci3N+CsC1nPP9AL4E4M8BgHP+AOf8Ss75lQBuB5AD8J1WN4AgCIIgiNYMd4cAAGcXc/jOc7PIFcv45++fgVoq24oGm8Vr9vfjlvEevO8/DuOB5xtLsNUm0wABIGw4iC7vb89ZJdjZG0FaLdmKCXmtuWC0EZJhHxSPhEnHGKCYwujOWfW943PwSAwvMdw4elxP1p1V2aLZWTUkxKql5mKVEGXqY4AAbGOAwjnUF6v2hl05FMd1Iwn0x3Rh7kJbMcCy7bULJ501CvjMeb2D68CgHtmLGdc6m1ZNB1k7MUCnaw8pHmhlXiOUATCnLXaHFFPcyxZL5j0aiPlrRJ9W5DXdTeiRGP7H1YPweiSEjOvOafYxxHRew1BCv8+b4awC9CjgrFWsaqNzjCAIgnhx0/I7J875Bc75QePPGQBHAWwD8DoAnzZ2+zSA1xv7PMU5nza2HwHgZ4z5GGP9AKKc8x9y/UeP/yKeY6XZfpzzs5zzQwCaeogNUUp8B/UjAIM2u70RwLcs+xEEQRAEsQFGOBfJ6gAAIABJREFUunUR4+xiFt99bhYAcHBiBUcvpDvqrJI9Ej72lmtweX8Ev/rZg/jmoQs1Lqd8sbmzKuLzQmLAWCq8rvXHjecdt4kCdrJgXZIYBuJ+xzheS2eV4q0pZ3/o+AKu3h5H1BDvAF1UWslrSKuaGQNMhn3wyxImbCY/WrFG4eqxiwFOr+iiRq8lBigIKB7EgzKmm0w/rMfJWSXESWvJ+qHJFWxPBE33WMTnhUdieGpiBeKt1J5YZX/tQUOIqncYLa7pYlUipJixyVyhjDW1hJCiT2Fsx1ll5yYU52IXA6xUODKFkhktTW9ArLIKUnOZAmYsxfAbmTJIEARBvLho68d8jLERAFcBeBRAL+f8AqALWgBSNk95A4CnOOcF6ALXpOWxSWNbPW73c8svAPiWzfY3A/i3DRyXIAiCIAgL2+IBeCWG56bT+OGpRfzkVdsgexhm04WOOqsA3S3zT++4HsPdQdz7uYN47d9+H0emV83epGbOqht2JPAT+wfWLSiN9+rxweOzjRMBOylWAXpvlZNY1dJZ5fOa4sHCWgHPTq2aEUBBxC/j/FIOnMN0VjHGMNQVxERLZ5V+7JDLGOAxQ+wT97Oe/ljAtbOqUtHdS07TAAEgU6gKMs+cX8EBowgd0K8xFpDx5IQ+ZXJ7IojldmKAmogB1otV+tfZuijgYlYXdLrDPlPQyhX1GGDY70Uq0p5YJWKANWs3iQFmCiVwrv8dltjmxAABXayyOsLameZIEARBvLhx/Z0jYywM4MsAfpNznnax/14Afwbgl8Umm93smlDd7tcSxthbAFwL4MN12/sBXAHgvxye907G2BOMsSfm5+fXszRBEARBvOjweiQMJYL48sFJFMsV/PR1Q7hrTy+Azok1VpIRH77x6zfjI286gKmVPP7k/x5FsVxBhdu7ewRvu2kEH/2Zq9a9bk9YQVdQti1ZFx/cm62/EfYPxnB4arUmalVdu5WzymM6qx4+oX+/c2uDWOU1RSnhOgJ08aa1WOUcA4wa8UIrx2bSiPi9GIg1OqsAPQrnVqwqlg2hzqGzCqg6q+YyKqZXVRww+qoE8YCMlZwGiQFXbY+3JeDkig5ilYji1YtVa9UYYNB0QJWQKWiI+GWkor51xABrrz3ksDZQdVLFgjKiAXnDMUCPpH87P5dWMWuZYkjOKoIgCMItrsQqxpgMXaj6LOf8K8bmWUP0EeLPnGX/QQBfBfA2zvkpY/MkauN4gwCmGWMeS+H5B5z2a3F+HxLHsGy7E8D7ALzWcHZZ+SkAX+Wc2/5PzDn/B875tZzza5PJpN0uBEEQBEHYMNwdREYtIRaQce1wF376uu0AtkasAnTB7I3XDOL23SmcnFuDWuzcND4BYwzjvRHbGKDZWeXtjLPsp64dQrnC8YXH9XL5tUIJf/J/j2JxrWBOXnOeBlh1Vj10fAGJkIJ9A7WCTdTvxYIloiYYSgQNx5XzzxPzTWOAXqwVSjXPPzaTwa7eCBzm76A/7scFl9MATaHORWfVIdFXZXFWAdXeqqFEEL1Rf1sxwLwhCAXkWleZiPhl69xNZmeVpWA9azirIn4vUhEf0mrJlTNJK1dQqvAGZ1WzGKAQp6J+2RTp1ouqlZEIKVC8kjFsoYBURO8ha9ZZdXhqFYcmV9a9LkEQBHFp4WYaIAPwKQBHOed/aXno69AL1GH8/jVj/ziAbwJ4L+f8+2JnIyqYYYzdaBzzbQC+xjkvi9Jzzvn7nfZrdo6c8/dZitPBGLsKwMehC1WNTavAz4AigARBEASx6YwYJeu3707B65Fw81gPxlJhbIsHtvQ8RpNhzKYLmF/TXR2dmMZnZWdvGCdm1xrEG1UrQ/YweD2dEatGekK4ZbwHn39sAuUKx59/+3n8w0Oncf/zc6aw4XMQysI+D7JFXTB6/OwSbtyRgCTVCkURS3+V6KwCdGdVtlg2RRY7si1igBVe3YdzjudnMtjVZCJjfyyAlZzmaqKcEOqaOatEDPHQ5AokBuwdqC3YjwX0ax9LhhELyMhrZdcxNkdnlSXiZ2UhW4DikRD2eS29ViWk1ZLurDImJM67iALmHaKnIYe1AX0SIABEA17ENsFZFZA9SEV8mDUK1kd6QuY1OfHH/3kEf/yfz617XYIgCOLSws13Ti8F8FYAt1scUK8G8KcA7mKMnQBwl/E1APwagDEAf2DZX/RZ/QqATwI4CeAU7LukHPdjjF3HGJsE8CYAH2eMHXF4/ocBhAF80Vj/6+IBo3drCMD3XFw7QRAEQRBtMGyUrN95uR7/80gM3/j1m/G7r9y1pecxmtQ/HB+Z1psL6iNRm83O3ggyhRJm07ViQl4rd7RcHgB+9vrtmF5V8RffOYbP/OgcAGBiMVcVq5ycVT4vONcn7E0u57F/MN6wjxB2gMYYIICmUUARN7NzVoV9uhAkooAXVlVk1BJ2NxWrdMFm2oW7qqmzSohVhrPq6clV7OyNmCKRIG6IVaOpsCnUuRVxnMQq4Zqqj+LNrKpIRnxgjFV7rQplrKkaIj4vklHdmTSXaR0FVIv2YlVAsV8bANJ5fVvUvxkxwAr8soRUxIdzSzlk1BIuM0TsZs6qyeU8lpuInxcrPzi10BB5JQiCIFrT+KOuOjjnj8C+RwoA7rDZ/4MAPuhwrCcA7HOxpu1+nPPHYT/Zr36/O5s8dhYbK2wnCIIgCMKBu/b04uiFNG7fXZ27slURQCujxoS+w1N6xKvTzqrxlChZz6DP0rmkahX4O9RXJbhzTy+SER/+z4OnsC0eQLnCcW4ph4Cin1OzzioAePTMIgDgim2xhn2iNc6q6p+3d1fFqqu2d9keP+8g2AC17qb+GPD8jC4q7u6PNuwr6I/p7ryZVRWjyeaTG5tFICO+6jRAzjkOTa7glXv6GvaLGwLVWDJsClzLuaLttMJ6nCKQ1YL1WtHmxOyaOY2y6r4q1cQAAWAu3dpZZfak1ResN4kBCmdVLCAjFpAx5VDa7wYxiTAV8eOBY3rAYbgn6Lg2oEcXZ9NqjXvvUmAuo+LnPvko/uievXj7S0Ze6NMhCIK4qOjsjxkJgiAIgnhRMdgVxJ+/8UDHCsXdsj0RhFdiODyliyCdFsx29upCQ31vlaqVHcWizUL2SHjzdUMAgA/+5D6MpcKYWMyioJXBGKA4RBCFKPLo6SUAaOirAqqiks8r1YgfQ126+HC+qbPKjViliyTPz+j3bafDJEAAGIgbzqoV984quwikX5bgkRjWChrOL+WxktMa+qqAagxwNBU2XVZuu5yq1177c2FTiCpU3U3lCsep+TXzPVR1X1k7q4wY4Jr7GGD930HZI0HxSPZileisMsSqjcYA/bIHqajPFA1NZ5WDWDWbVlHhunOtWQ/axcbJuTVwXr2/BEEQhHtIrCIIgiAI4pJD9kgY7g7i8PTWOKu6wz50hxScmF2r2S76ezrNvS8fw5fedRNeviuF7d36pL5CqQKfV3IsLBeiyI9OL2K4O2gWilsRnVVdQaXmOAHFg56wz1UMsF6wsR43bfRGHZvJYCDmNwUiO4Sjyc1EQOEushMpGWMI+7xYU0t42ij03j/YKNTtSIYQ9nkx3hs2741rsUorQfFK5lQ8geiNsjqrxGs1bgh1Irq4mteQ18qI+GV0hxR4JObKWWWKVTbXHlA8jtMAGQMivmpn1XpFI7VUMZxVPnNbtbPKXqwSr2mpwjc8MXAlVzSnXL7QnJrPAmgef0yrGm7+s//Go6cXt+q0CIIgLgpIrCIIgiAI4pJkNBk2S7S3wum1qy+Cp8/XTjMTkahO45c9uHYkAQAYTgSxnNMwnynA16QvS4hIZxdzthFAoOqAsvZVCbYnAji/5OxyyhXL8EoMio27KWocd80iVjUrVwf0a+wOKa4mAhZKoq/L/lvdiN+LjFrCofMr8Hkl27Xv2T+AH773dkT9shlPW8m561TKF8u2jjKzN8oipgg3nnCVSZLeWzVnlKlH/F5IEkNPWHHVWZV36KwC9OinfQywhIhPXycWkDckGqnFMvxeyXSDAcC2rgC8EnMUbaxuuY24ugDgHf/0OD6wCUXtT55bxoILJ1szTs3p4nUzsersQhaTy3kcNvr11ku5wvHZR8+haLjZCIIgLnZIrCIIgiAI4pJEdAABW9Obdfe+PhybzZg9WUA1ErWViJL743OZphFE4awC7PuqAItYZeO62p4ItnBWlR1FQuGsyqglaOUKTs2vYVefc1+VoD/ub89Z5SDWhX1eZAolPDO5gr0DUcg2UUlJYuZ5xoWzqo2C9aDN6654jSieRbw4YYhV45b3a1DxYDatmucKAKmI3xSwmqE6xADFNjt3UzqvIWq42oS7bb2ikVrSX/eUUQofkD2I+LyGq8tetJnaRLFqNq3ikOXv4HrgnONtn3oUn3jo9IaOc2peF6uaTZGcMd7Pqy6FUCeePr+M9331MB45Ob+h4xAEQfy4QGIVQRAEQRCXJNYS7q2I4r32wAAUj4QvPTlpbstrlS0Xq4aMSX0nZtearm2N511hE4MDLDFAW2dVEBdW845ODid3kX7camfV6fkstDJvOglQ0B8L4MJKa7HKjbNqNafh8FTatq+qnoDsgeKRXMcA802EuqDPU+esWsO2eAAhX/X1CCpeU6wSr0Eq4muYNmm7dpMYYMjnRdYmBria18wy/Q2LVcYETOGs6o3qUw4DssdRtLE6qzba75TXyjizsIZKZf3dV6pWQbZYdiUONuO0iAE2canNGmu4FUKdyBb0NRbXLr2JigRBvDghsYogCIIgiEuS0S12VsWDCu7a04uvPT1lCjgFTY9EbSXDRpm16KxyImwRR/Y5OKtiAWdn1VAiiAp3LjzPFktmR1M9QcUDj8SQUUvmJMBWMUAAGIj5Me0iBujGWfXs1CryWhkHBluLVYwxxIOy6xhgrliy7eoCgKDsqemsOj6bMcvVzX0UjylMicjkYFcA55dyLbukzEmEdp1VslMMUEPUeK03LlZV4Jcl01mVMrrGgk2cVRdWVHiNfq+NOqtyxTJUreLqfeKEOIelbHvCzxcen8Ddf/0QyhWOXLFkOsaaxQBnhbNqE0Q6oP1zJgiC+HGFxCqCIAiCIC5JdiRD5p+3ajrhG68dxHJOw38/PwtA/wC51ZMRwz4vug0nVHNnlf7YZT0h01VTj3D1JIKNzqpt8QAAOIoCzdxFouQ8o2r4j6emEA/KNU44J/piAWTUEtZaFGi3claF/bL54d6NswqAIVa5jwE6O6u8Zsl5qVzB6fmsWa5u7qN4TPFCvAajqTDWCqWWbh9xXX6l8dqDjgXrJVOkim5QrMprZfgVDxJBBV6Joc8Qq/yyx1G0mVrJm6//RkSbcoWbQvEpi6vp24cvtHWc9YpVRy9k8PxMBocmV0xXFaA7LJ0QDjq37y0nhGttaYNxwq2kUuFNI5IEQby4IbGKIAiCIIhLkqhfNieSbZW76ZaxHqQiPnzxCT0KKCJRW812o7eq2doidubUVwXoUwB3JEO4wsZ91BczpvM5xPJyTWKAgB7F+/6pRTxwbB7vvHWHbRF7PQNxfc2ZFq4ZN84qQHctjRj3qhXxgIKVvMuCdc352kOKx4xsnVvKoViu1PRVAaiJBIYNZ5UQc0RptxNqkxigLpQ1igO2McCchm8cmsb7v3a46XpWKoZY5Pd6IEkMr7tyG27fndLXdujLAnR33u7+iHkuAHB+KYc7/uJBV4X6AqvwIe7Tvz02gXf960Gcb9KvVo9w0LUrVgmR9MFj82ZfVU9YQd5GIBTMCLFqg84qce3LF5Gz6t8en8DNf/bAhiKbBEFcupBYRRAEQRDEJctoMgzFI8FrU6DdCbweCT951TY8eHweGVVr6i7qJNuN3ionZxEA+LwSbhnvwWv29zvuo3gl/Pd7Xoa79vQ2PNYf051V4sN2PTmt7BiFA3TH0Mm5NXSHFLz9phHH/ayIPi6ra8WOVs4qEa3bPxgHY8zV2u06q5zEqqDiNUWbE7O6oLHTxlklEP1eYmDAyfnmYlWzaYBB2aFgXbUUrBuRz8mVPP7gPw7jMz8659r9UjBcTWLtv/ipA3j9VdsAGOXuNsdZK5SQVkvY2RsBY9XOqqfPr+DUfBbPX8i4WhtAjRAnxKLHzy4BaM+5JASz5TZdSuLefu/4PE7NrUFiwO6+aNMY4JwR99xwV1dRxAA3dpyt5Mx8FgtrhZqBAwRBEAISqwiCIAiCuGTZOxBFd7gxwtZJbtuZRLnC8cTZZailSlPBqFMMC7GqibOKMYbP/MINeOXevnWtEVA8iAdlx86qXKHU3FlluIfeddtojZOoGbsMUefYTHMBQzirnDq7hLPqwJCzq6yedsSqfLGMgGx/TSGfxyw5F5MAx1L1nVXV5wqxKhXxIezztnRW5bUyZA+znXAY8nmRrYtQauUKcsWy6aiK+LzwSAz/9MgZLOc0cA6cWWguDlrXBoCAzXs+INu7ui4Y75/BrgAiPq8pFIm4YzuCkVVUOz2fBeccT5xbBqALcm4R56D3X7kXUsT77pnJFTx+dhnD3SHEAnLTgnXTWbXB+J5qCIXtCmwvJBlVfy/WvycJgiAAEqsIgiAIgriE+a27duKL77ppS9e8ergLikfC908uoFiqbMkkwnq2GyXrnRbK+mMBzKw6xwCbucqSUR9SER/ecuOw6/VCPi+Gu4N4voVYVdDK8HklR9dU2OKscks86D4GqBes2197QKmKNsfn1jDYFWgQ68RzFa9kCo6MMYwmQ2YXkxP5JtFTO3eTEAyE24wxhqjfi0yhZE5oPNXCzSUQwo6dqyug2E8DFCXk2+IBxIKyKRTNG2JVO1E8cW0hxYNT82s4v5Q3j5NZh1gFtCmWlfT3HefAD08vYjQZMq7bvrNK1cpYzWuQPQyreW1DcTghiF1MMcBMQb/PrTroNmUtVcPC2samOxIEsbWQWEUQBEEQxCVLyOfFYJe7TqLNwi97cOX2OB48Pm9+vdUMu+is2gz6Y35ccBCrmvU2AcAf3bMXX/nVl7Qdk9zdF8HRC+mm+7SahDiWCiPi9+Ka4S7X68aDMlSt4spp0ywGqHdW6R/Oj89kGiKAQLWzKlInYo0mwy2FI9UoOLcjKHuglasl5EBVmBExQEDvrfJKDH/95ivBGHCyhZvLujbgHEG0K3efNjrP+uMBxAKyxVnVfvG4EGz2DEQxlyngweNz5mPpvHtBxCpWtSOWqVoZV2yLmdMzR5NhBJoUy4ty9dFkGBUOrDXptnKzNnBxFaxvpbPqg984il/458c7vg5BEJsHiVUEQRAEQRCbzI07us0P+C+Is8qIAfo77qzyOxZg54olhJp0ViUjvnUJibv7ojizmG0arVK1clOR8JbxJJ55/yvQE/a5Xjce0OOkKzkNs2nVMf5YrnAUShXnaYCGs0rVyjg5v4Y9/dGGfcR7RkQABaOpMC6sqk2dKKrm7OYLGuKX9d6JriTrRMhXXdGP37prJ3b3RTHYFWjp5hLkWzir7F6z6ZU8JAb0Rnw1YtX8OmKAwrG2d0CPd37h8fNmcf96YoAAsNxGB5Sq6a/7LeNJAIZY1aRYftboq9plONhWNzARUIhVKzkNpbLz9MF6plaq7rOtRohVW+GsmljKOfbrEQTx4wmJVQRBEARBEJvMjTsS5p87LRjZkTI++HcFO9vX1R/zYzmnNbiNyhVufnDfbC7vj4Jz4PiscxSw4KIrTJLcFasL4oZbZjlXxNv/8TH85ueftt0v32QaH6B3VuWKJRy9kEa5wrFvW6NYFfIJsUqu2S4mAp5u4q7S+7KchDJ9e06rigPPTq0CqBarA8D/vns37n35mLmme2eVKFi36axyKFifXs2jL+qH1yPZilXtOKvE+3CfMeHyyHQaN+7o1ovb1facVSJB2o5TSYikYgLizr4I/IazivPGiJ8QT4S7rp1rrcd6b9uZLHjvZw/ij/7zyLrX3QgimimmY3aS5VxxS9YhCGLzILGKIAiCIAhik7l6e5fp6HghYoCMMXz1V1+Cd962o6PriImA9VFA8cG5WQxwvVzer3+wbxYFVJv0Nq0XIVZ96/AMnp/JYGIpZ7ufiLo1mwZY4cCTRvG3cAHV7wM0OqvGUnoXWbMoYL5ZDNDYLj60f/PQBfzh14/gmuEuHHDo7xpLhnF6fs1Vn1KhiVAXMCKIWp3rZ3olj/64/j7SxSr9/q2nYF2873b3ReAxxMjrR7oQVrxtTdtbyWkYMN7bS230HBVKFfhlD157YAD/9ks34sBgzLwXhVKj22nW+HsjBgesbmAiYN7Si9VOb9XEUs6xd67TbGUMcDlXRLZYshUNCYL48YTEKoIgCIIgiE3GL3tw1VDc/PMLwY5kuCba1Qn6Y34AaIgCVgUbd1P+2mGoK4iQ4mlasu7GWdUuIgb4j4+cAQDMrxVQthFwROQr4HDtwjX12JklxIMyBrsCDfsIUSlc11m1PRGCR2I4Neccy8trZdtpfPpxqzHAh0/M492ffwpXb4/j0z9/vSmu1jOaCqNQqphF6M1oFgMU12R1AK3mNZxfymPAEKuiARnpvAatXDG7opbbcBuJGGDUL5tR2GuGE4gGZFMYccNqXsNwdxCMAUttOrsCsgRJYrhptBuMMfO1sJuEOJtW4ZclDBnnKgr8T82v4bEzS67XFWsL3PZsFUv6fX6hJghuVQyQc25OtrR7HQiC+PGExCqCIAiCIIgOcOOObgAvTGfVViEcMRdW6pxVxc45qySJYVeLkvVOOqvWCiX0Rn0oVzgWbVw3uRbXLt4Pj59dwr6BmO3EwqqzqlZsVLwShhPBps4qXTBp4awqlvDVg1OIB2T88/+8vkEUszKW0qOHJ11MBKzGABvXF9vUYhkzqyqu+9B3ceCPv4OplTxGjIEAsYCMYrmCyWVdGJMYsLIOZ1VA8WA0GYJXYrhyKI6I39tWZ1U6ryERUhALyG25lPI2XWkBG5FOMJNW0Rf1m+8tEQP8yH8dw299wT5m6oT1dXcrPonpeBvpylovWrli3pNOO6tyxbI5VGArXFwEQWwOJFYRBEEQBEF0gDsv74XsYbbOmUuFvqjurKovLhYxs06IVQCwuz+K52cyjpGejjirDEHBKzH8mtHnJAqyreSKVcHEDjHpbzmnYa9NXxVQvW/1MUBAd8w1jQEWy03K3T3mPkem09g/GDPPxwnRk3XKRW+V2iQGaPZlFcs4OpPGfKaAX7z5Mnzs567Gu24bBaCLVQBwwugjG+kOteX6US33/i03DuM9r9iFgOJB1C+b/UhuWMlriAVkJILKujqrrIiv7UrW59IFpKJ+87pFDHBiKYfZtOoqemlduz+u/31cclkKL6KWK3lty+NxaxanW6cFJOt7aCvK3AmC2BxIrCIIgiAIgugAVwzG8NwH7sYO48P+pUhA8aArKDdMxssbBd5OUbiNcnlfBKt5raErS9AJZ1VA9iDi9+I1+/ux3+h3spsuZrrKWribAGCfTV8VUI0KRm3EqrFUGGcWso4T3+zcPdW19eMtZYs4Ob9m25dVTyKkoCsou5oIWI0B2hSsy1Wxat4Q+d7+khG86op+UzAzxSpDGBvvDUPVKg0F/k6YQqHswct2pfArL9NFsGjAi3TenUjBOceqIVZ1hRTXzirO9aEC/ro4pbjndtcgnFV+2QO/LJli1eRyHqUKb7uvy+zZyrrr2Zoz3r/lCkdmi0UcayxzrcPF59bieipZJ4iLBxKrCIIgCIIgOoTsufS/1eqLBRoKmoVoEOqgswoAnp+xjwJ2wlnFGMMX33UTPvj6feg1HGWzNmJVq74uq5NJTK2rRzw3bCNWjSZD0Moc55ftO6TcxACfPr+CcoVj74C9s6uesVQYp+bWsFYo4f+7/4QZH7NbGwB8dgXrljjcXEa/b8mIr2YfIVYJF5coHncr2uS1MhSvZJarCyJ+GZmCO7dRtlhGucIRD8pIhBTX/U+iQL3+2sVrUR8D5JxjNq2iN6rfg1hAxkquiLSqmaKVcD65IV8sIxaUEVI8bTurgK2PAlpjmZ12VllfQ3JWEcTFw6X/HRRBEARBEATRMQZifkw7iFVOcbSNsrtPFzEOT9mLVZ1wVunrRhHxy+gJK5CYvVhl7U2yw4z4+bwYNoq164kaok08qDQ8NppqHsvLF1uLVY+f1cu73TirAD0KeGw2g5/6+x/iL+47ji8/OWm7nxBsnKYBivObyxQQ9XsbHGD1zqoxIVa5FF+chLqo372zSghFIgboVigrOPR1BRT941Z9DHA1r6FQqpjCZzygYDWvYXKpKkK2I1bpri6P7gZzec7W4291ybpVNForbl0McLOFsROzGdz8Z/9tutQIgtg8OuPNJgiCIAiCIF4U9MX8ODixXLOtk9MAAd0ps7svYoou9ahaxdbds1l4PRJ6wj4HZ1Xzvq6QcU/2DEQhSY3l6gCwLR7A37/laty6M9nw2GiPIVbNr+FO9NY8xjnXpwE6CmX62s/PZBDxezGUcNenNpYKY9WY0heQPTi7mLPdL18sQ2KA7HEujc9rZbOrqR7TWTW/hq6gjGRYdx25LVnPFUu2YlXE6KzinIMxhu8cmcGJuTVEAzIkBqTzJcQCMn72hu3mWtUYYPV5zVBL9hFIv4OzSvSdCbEqFpSxktMwuVy9t+0IIKpWRkCR2nKDWY+/sgnOqrSq4UPfOIpowIv3vWZP031FDNAjsc53VlnuR3aThbEfnl7E5HIeZxaytu9pgiDWD4lVBEEQBEEQxLoZiAewnNNqyqVbCTabwfWXJfClJydRKlfgrYtbFkpl+LydDRD0xfyYaVKw7nTtYrtTBFBw975+2+2xoIyesM+2ZL1YrqDC7afxAbqQwhjAObCnP9pSgBHccXkvHjw2j/999268/+uHcXbBvr9KvAfsjiscRrliCXMZFam6CCBQFatyxTKGuoLoCulfL7sUUvJaxVaoiwa8qHA94hf2efG7Xz5kK85cz6ybAAAgAElEQVTcMt5jOquiARmJkD6dcK1QapjMWI+IQNY7+oR4Vt9ZJfrO+mLCWSVjYilnTkIE2owBGm7CtsSqTAF+WYKqVbCS35hY9eS5Zbz7357C1EoeQcWD33vV5Q1xTCui8L434tuCgvXqtW12DFA4HHM2BfoEQWwMigESBEEQBEEQ60ZMBLSWnee3QKy6biSBnDHVDgDOLmTx3edmAeiRLCfBZrNIRfy2zpd8UZTL26/fHfbhtQcG8Port6177dFkCCdtYoBq0T6KJmCMmcXvbiOAAHBZTwj/+os34IrBGC7rDuHcooNYVXKOIAYsReNzmYKtWGUVhFJRH7qMGKTrziqHCKQ4bjqvi6orOQ2/eec4HnvfHfjRe+/Av/z89QB0R1faEG3iAaW6vosYolP8M6DUCrgCIfhti+vuNr2zSsPksi72RHxezLsUq/Ryd91Rlwi2I1apGE/pUUu37jUnfuPzTwEA3vGSEeSKZZxZaD49Ujir+mL+jhesL+eKpttvs4Wx08brSGIVQWw+JFYRBEEQBEEQ66Y/LsSqqiOk6i7qnIn/+ssSAIDHzuhRwD/42mG861+fRK5YQrFc2QJnlXMM0CMxKA7l+h6J4aM/cxWuGHQvFtUzlgrj1HwWnPOa7aZg0kSoCxoF7/u2uStXr2e4O4TpVdV2ul2+6CwSBi2uu7mMfQzQIzFEjPNLhn2IB3WRya2QojpEIKOGWJVRS+ZrNtgVRCriR1/MbxbNn5rPVjurjIJ1AFhysb5qdlbVvu7Wri4rT55bRl/Uj37hrArKWM1rOL+cw2BXAMmozyyib4XVUWedYFj//qhnLl3AeK8eK91oDHBhrYDX7O/Hm68fAuDcJycQzqq+mH9LnFUDhii42dMAhbOqWbwwo2r4p++fafl6bIRSueI4IZQgLlZIrCIIgiAIgiDWzUBM/xD49PkVc1u2WLKdyraZ9Eb9GOkO4rGzSzi3mMXDJxZQqnA8cVbvz+q0s6o34jfjj1ZyxTKCDlG4zWI0qXdILdY5aKruHudv8YXbrR1nlZWRHr0UfmKpsbdKLZUdpzAKEWk2XUCxVLF1VgHVcvlk1Aef14Og4nEdA3TqrIoGdAEsrWqWrqjq+omQgnhQxsm5NVO0EZ1VQG3nkROOMUDFvrPqyXPLuGa4y3yfxIMK8loZp+bXDCHNhzmbmKn92lVHXSKkIFssQ9XK+NXPHsR7/v0Z2+eUKxwLawVsiwcQ9nk3VLBeqXComt5nNpYMw+eV8OzUatPnZFT934h4UNmSzqpESEFQ8Wx4rY/efwJ/98BJALpLSwyXyDU57reencEf/+dz5uCATvAbX3ga7zbcbQRxqUBiFUEQBEEQBLFuhruDuHVnEn9133E8eU4XivLFMkIdjAAKrr8sgcfPLuFzj05A6GI/OLUIAB13VvUajpj6qFa+6Fxwvlk4TQRU3TirFC98XgmjydC61h7p1p9n11tVcJjGB+ivB2PAxJL+vKSDWCV6q1IR/f52tTGRz6mzKmI6qzTTWdVrcXYxxjCaDOPU/BpW8xo8EkNI8aBbOKvaEKvqi/0VjwSJ1XZWXVjNY2olj2uGu8xtQqQ7s5DFYFdAj5m6jAFaX3cRXTwyvYpvH5nBkWl70WgxW0CFA6mI7mBb3YCzSpTLBxQPvB4Jl/dHcbiFWJVWS4j6vQj7vBsuPb//6Cz+8r7jjo8v54pIBBWELGsVSxV86JvPuRIirdz33Cz+6ftnwTnHGcvfgWyTGKCISK9usBesGU+dWzaFeoK4VCCxiiAIgiAIglg3jDF89M1Xoj8WwK/865P45MOn8eCx+Y5GAAXXjSSwktPwzz84izsv78VlPSH88NQCgC1wVhlix0xdFDCnlTva1QXAFJpOzdcKRsK90+zaYwEv9gxEG0rp3SLEqnM2EwHzlpL9ehhj+iTBBf15QoxqPD/DWWWIWXFjSp4bVAexLOo3nFX5agywt279sWQYpw2xKh6QwRirOqs2EAMU122NAQpR99qRqlgVN66bc2BIOKsyqqvomDi2Pg1QP86nHjkDzp3PXbi2khG/fo8NIYVz3XHVDvVDBa7YFsOR6TQqFedzz6gaIn4ZIcULVdtYhO2bz17A33/vlON6y9ki4kEFYZ/X7Mc6PL2KTzx8Bg8en2trrWyxhIW1As4sZGuGHNTHPK2IfyPSHRKrVK2M6VUVc5mCGa8kiEsBEqsIgiAIgiCIDREPKvj4W69BRi3hg988Cp9Xwq/fPtbxdW+4rBsAUChV8LM3bMfV27vM+FHHO6sMsaq+typfLJll4p1iIBZAQPY0lKyrxdbOqg++/gp85E0H1r12LCgjHpRxxqZkXdUqDWKNlaDiMeODqWgrZ5X+eDvOKqcYYL2zyi9LZjRQMJoKYWGtiImlnHkOEZ8XXom5clYVSs5CYUDx1MQAnzi7jIDsweX91d4w0c8FQHdWRX1QtQoyLmJrwtmkTwPU79u3D88A0F1hdoKXcASmoj7EA9V7/NCJBdzwJ/fj5Fym5boCIdSIa9+3LYq1QgnnbKKiAn3Cohchn/6cZs4kN+sXSxVHJ9pyTkMiJCPkq8YAhaPKbdRSkDPErsfOLOHU3BokpguUzdxh4t+IdIeEJGsk9/S8/fADgrgYafm/OGNsiDH2AGPsKGPsCGPsN4ztCcbYfYyxE8bvXcb2uxhjTzLGnjV+v91yrGuM7ScZYx9lDmF+p/0YY7cyxg4yxkqMsTc2OeffZow9xxg7xBi7nzE2bHlsO2PsO8b1PMcYG3F7swiCIAiCIAh7Lu+P4j9//Wbc/57bcN9v34Y3X7+942sOJQLoi/ox2BXAreNJXD0chzBXdN5ZpYsCM6t1zqpi551VksSwIxmqcXYAzhPprIylwhhNhje0/rDDREAnZ5PAL3uwZogFTp1V9WJVO84qpwhmRDir1BJm0wX0Rv0NnWLinjw9sWJG8oS7yp2zylms8su1YtXBiWUcGIpBtrjbxHUD1fJ3wJ2YYopFisd0VlU4sLsvAq3MzXtuRQgo9THAw1OrKFc47nvOveNIXJt43+/bpvehNeutyqhCrNJfm410SQlnl22PmlZGXisjHlQQUrzmvRAC5Gy7YpUhSj12Zgmn5rMY7g4hFpBNEcsO8W9EOt+Zbi5rHLH+3wSCuJhx8yOnEoD3cM4vB3AjgHsZY3sA/B6A+znn4wDuN74GgAUA93DOrwDwdgCfsRzrYwDeCWDc+HW3w5pO+00AeAeAz7U456cAXMs53w/gSwD+3PLYvwD4sHE91wNoz/tJEARBEARB2LIZQkg7MMbwkTcdwN+8+UpIEqvpAOq0syoWkOHzSpjLFKCVK/jGoWlo5cqWiFUAzI4lK26mAW4Gl3UHzThf/fr1nU1WxH0JyB6Effbus1iwNgaYcCkWAbqzy06s8sseKF4J6bzurKqPAAL6excAMoVSjcspEVSwuNZ6fVMwsnnfBWSPKWbliiUcmU7XvFcBIB5QzD/rnVX69buZCJi3lLuLzqqQ4sHP3aALxnbOMOFCShpilbjHE0a884Fj7j8i1ccAx1MRKB6paW9VRtUQ8cmbIlaJe28noIrrSoT0GKDprDK2u524COgRSXGtj55Zwqn5NYwmQwgpzXu3xBqdiuiJ65YYOauIS4uW/4tzzi9wzg8af84AOApgG4DXAfi0sdunAbze2Ocpzvm0sf0IAD9jzMcY6wcQ5Zz/kOte1H8Rz7HSbD/O+VnO+SEATUPNnPMHOOfif9AfARg0jr0HgJdzfp+x35plP4IgCIIgCOIi4+bxHlwznACgf0gWIkinnVWMMfRG/ZhZVfHx753Cr33uKXz+sQnd3dPhtQFdrJpaydd05dTHsTrFcHcI06v5hkmIBa3SMA3PirgvqajPcVriK/b04m03DZuvYzyoYDWvodyk/wgASuUKiuWK472P+mWk1RLmMgXbCOJgVxCK4XSyupy6QnLD1EU71JL+8cROLAso1c6qp8+voFzhuNZ4zwqESBdSPIgHZaSi9gX+dhS06trxoALFI+HVV/RjsEuf3GgvVqnoCsrweT2IB/R7XKlwnDWEjyfPLbsuBBduI/G+U7wSdvdHWohVJYT9XoSNGKCd+8stOU1/7nkbZ5W49q6gjKBFrFrK6tfmtsQeAIrlCkoVjmTEh6mVPI7PZrAjGUbQ5zFFrIbnlCpYMMTOtLoxZ1W+WMbzM+mG7WcWcugKyhjpbnRbEsTFTFs/cjIic1cBeBRAL+f8AqALWgBSNk95A4CnOOcF6ALXpOWxSWNbPW73c8svAPiW8eedAFYYY19hjD3FGPswY6zz300QBEEQBEEQHccjMVy1PQ4A8DXpTtos+qJ+HJ5axd8ao+w//tBprBVKW+OsSoXAeW0ESHURA9wMRnqC4ByYXK4VB1StjIDifN/FeTlFAAHg2pEEPvC6faaY1RWUwbleTv3NQxfw8Il52+fVR9HqiQa8SBudVdZJgAKPxHBZj14ebxWrRpNhHJ/JNC0LBywxQBuxzi9XxYyDRrn61dtrnVURnxeM6aIZY8wU1FzFAC2OOo/E8NlfugH/z2v2mAXxtmJVumBGDeNBGRWuu8rOLeawoyeEcoXjkRMLLde2Xrt1qMLegRgOT606FsSbMUBFOKvW31nVLAYoIqRdQQVhn8csWBedVW7EQHMd47kv25kEoEctR5MhBBWvKdjVY3VubbRg/d+fOI+f+OgjDW6wswtZjPSEsCMZJmcVcUnh+n9xxlgYwJcB/CbnvFHSbdx/L4A/A/DLYpPNbnb/erndryWMsbcAuBbAh41NXgC3APgdANcB2AE9Vlj/vHcyxp5gjD0xP2//HyJBEARBEATx48dVhgjQzOGzWaSiPpw2xKI/umcPJpfzmFrJd7xgHQB29kYAAEemq+6VrYoBiomA9VHAvFZ256xymARoh4i1nZxfw2//+9P4m++esN2v1STEiF/GhZU8csWy2TdWj4gCWsWqA0NxZAol20J5K6pWgeKRIEmNH2WCSjUGeGo+i23xgOmkEkgSQywgYygR0M/X54VfltzFAE1Hnf7R7rqRBGJBGd2GWGXnDLM6zOLGPZ5ZVTGTVnHPgQHEg7LrKGB9DBDQ+7LSagnzNpMFyxVuFKxXY4AbcVblm4hVprMqpHdWmc4qEQNMu48B5ozX8OrhLrMHbTQZRlBxdlZZBzBstGB9KVtEqcLx/ZO1IuK5xSxGukMYTYZwZiHb0oVIEBcLrsQqxpgMXaj6LOf8K8bmWSOyJ6J7c5b9BwF8FcDbOOenjM2TMOJ4BoMAphljHsbY08avDzjt1+L8PiSOYdl2J4D3AXit4ewS5/AU5/w057wE4D8AXF1/PM75P3DOr+WcX5tMJpstTRAEQRAEQfwYcffePuzsDZsf+juJmAh478vG8LabRjBuiB1b4awaS4bRE1ZqPrjmi3ocrNMxQFOssgg4nHOoWrnp2sJ5k2zirKpH9Ef91X3HUShVcH7ZvsEj32ISYtTvxQljeqKdswrQXTJAnVg1qDv1njm/0vQ8Va3s6OYLWArWdWeX/fX/9LVDuOfAAAA9ZpqK+F3F1MQ0wPprF86qZRuxaj5TMF+HuHG9hyb1a9yRDOGW8SQePDbf0lEG2N97cY/tnGFCmIr6vWbcc3MK1vMNj63kRAxQQcjnRV4ro1zh5j3JFsuu184Z+4V9Xlw3osc4R5PhGhGsnplV/fqDimfDBetC8HzkxGLNtulV1RCrwiiWKw2OR4K4WHEzDZAB+BSAo5zzv7Q89HXoBeowfv+asX8cwDcBvJdz/n2xsxEVzDDGbjSO+TYAX+OclznnVxq/3u+0X7Nz5Jy/TxzDOIerAHwculBl/ZHA4wC6GGNCgbodwHOt7gFBEARBEARxcbBnIIrv/NZtplukk7x8dwqv3NuLX7p1BySJ4V23jQLYGrFKkhhuHuvBIycXTEEhr5WheCR4bNw9m0k8KCPq9+KTD5/BL/3LE/jcoxPQyhwV3jyCKISsdsQq4az6walFeCSG2XShoSsLaD0JMeqXkTE6gxzFKhtn1VhKd84cmnTuXwKAQslZqLOKVXOZgqOz7L2vvhyvu7LafpKK+NqeBmglpOjF8vUxQM455i3n0WVMEHzGEKuGu0N4+a4kFtYKODLdMlBje++FIGfnDBNF4zXTAJsUlLtZ3ysxLKwVGkQj0U0VD8qmMJYrlrCUK0LUprntrcoa9znk8+CnrxvCT+zvR1dIceWsGk+FN+ysEmt8/+SCGa88ZxTij/QEMZrSxVaKAhKXCm6cVS8F8FYAt1scUK8G8KcA7mKMnQBwl/E1APwagDEAf2DZX/RZ/QqATwI4CeAUql1S9djuxxi7jjE2CeBNAD7OGDvi8PwPAwgD+KKx/tcBgHNehh4BvJ8x9iz0yOEnXNwDgiAIgiAIgqjhpWM9+PhbrzVFitdeOYDX7O/HS0Z7tmT9W8aTWFgr4qhRuqw7mzrf1cUYw++8chd29kVwaHIFH/jGEVOAaDaFMeiis6qeLovo+D9fMgKgsSsLsLh7mnRWCZzEqn3bYpAYsD0RNLd5JIZ922KmkOOEqlUc771f8Ziut7m0alvwbkcq6sOsixhgwSh3r49gMsaQCCoNYtXhqTSK5Qp2mE4y/R4/c14X5Ea6g7h5XH8PP3pmEa3INXFWzdqIbUI0jPirAtJ6Y4DlCkexVL2Weufdcq6IiN8L2SNZJg+WsZwtmg5Bt1FA0UsVVLx45d4+/O3P6gGdkM/ZWTWbVqF4JQwlguZ1rxchCs6kVbNIXXTWjXSHsKNHF1s3UrI+vZI33WgE8ULTMlDPOX8E9j1SAHCHzf4fBPBBh2M9AWCfizVt9+OcP47aiKDT8+9s8th9APa3OgZBEARBEARBtIPskfB3P9vQMNExbjEEhYeOL2DvQEyfRLgFri4AeNtNI3jbTSP45qELuPdzB/GkURzeLAZoFqw7iEV2xA3Xzy3jPXj1/n588pEzmFjKYSwVqdmvVV9XxF91SzmJZaPJMB79/TsbnF8HBmP49A/PoViqQHEQ4/JF576ugKx3VqlaGWm15FqsS0X8ePh465LzfLEMj8Qgexo/siVCjWLVlw9OQvFKeOXePgB6iT0AHL2QRiwgm67EREjBybnWwoddDFDcw1kbIWjNEqfzyxIktv4YoBCQdvVFcXx2DROLOezui5qPL+eKpuAZMiYPZlQNK3kNN1zWjTMLWdfOKlGwHqrrpAsqVedcPTNG7DMWkDdcsJ7Xygj7vFgrlPDIiQWMpSI4Z0RxR3pCiAVkJELKhsSqt3zqUVw/ksCfvoE+LhMvPJ3/0QtBEARBEARBEJtOKurH7r6IOSEvr5U7Xq5ez7UjeqH9I0Z3VrP1qwXr7p1VUb+M33/1bvzhPXsx1KU7niYWmzirmnRWAXpxuXDY2GEXUdw/GEexVMHx2Yzj81QXMUAxec5twXwy4kOmUMIXnziPmVVn949ebC+ZExStJEKKWSYOAMVSBV9/Zhp37ek1447i91KFY7i76iobS4XdiVWGo89aLi97JPSEFQdnVTUGyBgznEl6l9Qvfvpx11MIgerrvrtPFy/rS9aXc5rZ3SVcXJMreXAO7DKe4z4GqAtj9YJwUPFAK+sOr3pmVlX0Rf2IBmSkVc1xOqIb8sUyRnqCGO4Omn/fzi5mkQgp5mu4oyeEU+uMAWZUDafn3Yt3BNFpSKwiCIIgCIIgiIuUW8Z78MTZZazmNUyt5Dterl5Pb9SP7YkgHjYEhmbriwlqTjE8J9556yjGUnqhfED22BZpC2eLU19Y1Pgw3xtrb20AuHLIKFlvEgVUmwiFAcWDcoVjclk/76TLGOCNO7qRCCn4X186hJv+9H48dmbJeW2H6653Vj14bA5L2SLecHW1G8vrkRAxhJxhIxoH6GLVibm1lgJLrliyvfZUxG8bsbPGAAGYbqGJpRy+e3QOD51wP41dRBD7on5E/F6crxerskXTOSZEykljnx3JEBSPu4mLQFUYEw4tgRgckLPp3ZpNq0hF/Yj6ZWhlDlVrFLTcki/q77GXjvXgR6eXoJUrOLOQrREYR5NhnHLxmtkhBhBkNtitRRCbBYlVBEEQBEEQBHGRcst4EsVyBa/8q4fw5LllvOaK/i0/h2tHuszunGadWW+4ehAff+s1SITWV37PGMP2RNB2IqBZMu4YAxRCmXtXl2CwK4CuoNx0IqCqVRynAYpzmljS75FbZ9k1w1144n134gvvvBGcA8/P2Jed55tMYawXq75ycAo9YQW3jtdOPBdxyxGrsyoZxmpew8Ja8w6jfLFiCjZWeh06t9JqdRogUO18OjajO9fcdkgBVbEqqHiwPRHEuTqxailbjQEKZ9V5QzRMhBQkIz7MuyixB6oF6/XXKsSrbF3JOuccs+mC4azSn7ORknXxOt8y1oO1Qglv+NgP8OzkKi6zCIxXDMawmC26csTVc8JwDm60W4sgNgsSqwiCIAiCIAjiIuX6yxIIKh6opTL+/i3X4NfvGN/yc7huJGH+uVkMsCukmD1J62UoEWxwzwDupgECQK/LCJ4Vxhj2D8abTgRUmwhGwu111ogvtuMskySG60YSkD0MFxyigM3WToQUZNQSiqUKlrNF3P/8LF535TZ4PbUfA+NGybq1XH7MmI7YSvjIayXb+94b9beIAVYdT2uFkhmzbCeGlteq0bztiWBNDLBUrmA2raLfcNMJZ5V4/3QFdbHKfWeVKFh3cFbV9W6l1RLyWtlwfenXupHeKlUrI6h48PLdKfzybTvg93rg9Ui4abTb3OcVe3rBGPDtwzNtH//YjP46r7fsniA2m5YF6wRBEARBEARB/Hjilz34j3tfan7wfiG4zuitAgBfh2OI2xNB/ODUAjjnNR1N+WLzGKAQC9opd7dyYDCGv31g3lEYKpQqTTurAODcYhZeSZ/Q1w6SxNAb9Tv2VqlaxVEkFC62lVwRPzqzBK3Mcc+BgYb94kZUbqSn6tIZ7zXEqvm1GkGknlzRPgKZivqxsFZAqVypEccyagleiZkuvLDPozur1iFW5Sxup+2JIO4/OodKhUOSGKZXVJQq3Jz6JxxQwpmXCClIRXw4u+iu4ymnlaF4JMh1Qp84bq7OWSXK5XtjftNFlt6Aa0ncZ7/swXtfdbntPqmoH1dv78K3j8y0LVwf3wJn1dRKHu/4x8fwj++4DkMWYZQg7CBnFUEQBEEQBEFcxOzsjbxgQhWg9+SIXqBOF7xvTwSQK5axWDfhTjirnCbyiRjWemKAADCaCqPCYevqAgx3k8OkQL8pVuXQE/bVFJG7pT/mx4XVxq4uwJhE6BBBFGLVYraIw1OrUDwS9vRHG/YTEwCt/Ud9UT/CPi9ONimWF+vbO6t84BwNMcKMqiFslKsD+nS9bKGM40YMcH5dYpUHQ4kgiuUKLhgikRChxDWZMUCj86wrqCAV9dm6v2zXKpQQ9DVeZ0DWj5ut66wS4qIoWAeqMcBf/PTj+NiDp1xepU6+STeZlVft68OR6bTtIIJmCLFqrVDaUBF8qzVOzK2Z00MJohkkVhEEQRAEQRAEsW4YY7hmWI8CNuus2gy2G8JD/dS3fLEMn1dyFIKGEyG8dKwbLx3rWde6onj8rIMA0CyKJwSGicUcUusUy/piAWdnVZNJhEKsWjLEqt39ESg2olpvxIeo34tkuHp+jDGMJkM4Od8qBmjvrBKRy9m6DqqMWjI7xABdRFrOFXFmIQvFK2E1r0HVal1KjmsXq/HP+tii6K8Sr11A9kBiwGpeg1+WEFA8SEX8rtfLFssI2lyn6awq1B5jRjiroj4zhprOa6hUOB46voAfnHI/9RAA1KLz62xFRG3/64j7KOBKroi5TAGJkIJyxV0R/JeenMTfPXDS9RpA9fVy62YjXtyQWEUQBEEQBEEQxIa4/jI9Chj2d7ZlRHQq1TucWrlOAooHn/3FG7GzN7KudUWJ9dkF+w/Zevm1/UcrIeRkCiXX5er16M4q1dbxkneI4QGNzqq9AzHb/X715WP4wi/fVBOtBICxVKR1Z1WxbBu/FN1c9WJVOq8h4pPNr0M+L+YyBZQqHNcb/Wdu3VVWZ5V4bUVR+LmFLPyyZN5zxhhCRr+UiGKKx9yslyuWEPQ1vr9FZ1W9s2rOFKusBeslzGUKKJYrmFqxd8rZwTlHTrO/z/UMJYLYOxDFt9sQq47P6q/x1dv1v8duJgJ+6pEz+NyjE67XAKqv17k2XV/EixMSqwiCIAiCIAiC2BBvvXEE//iOa5FaR4F5Owx2Gc6qxUZnlZ3rZbOIBWXEg7KtI4Rz3rQ3yro9uc770xf1o1CqYDnXKCK0KlgHgGfOryCtlnDFNnuxKhFScLlNPHAsFcZsutB0il2uSQwQAGYtQtAz51fw8IkF7B2orhWyCEA3j+vON9el54ZAFJS9SIQU9IR95lTBs4s5DCdCNW47sVaXcV+E083NerliGSGb6xTOqnxdZ9WFVRXxoAy/7KlxVk0anVnTK3nXcTutzFGucNcx27v39uHJc8sNQqEToi/smmFDrGpRsr5WKOHYTBrzmUJbkUHxepGzinADiVUEQRAEQRAEQWyIgOLB7bt7O76OX/agN+priAHmtDL8LlwnG2GkO2T7IbtQ0iNTTuXyAaX6kWsjzioAtr1VzYSyuNGV9NDxeQBwFKuccDMR0CkG2B32QWJVh1FG1fDuzz+FVMSH972mWhAuBCCvxHDjDr3IfT7jTmRR66ZA7uwN47iIAS5mzdiouZYhLAkRT4irbtbLFcqmi8pK1VlVK1ZNreSxLR4AAPi8EhSPhIxaMgveVa3S0L3mhNnJ5lKsevnuFADgsTNLrvY/PpNB2OfFTqNUf61Fyfoz51dQ4UCxXEE6776QnZxVRDuQWEUQBEEQBEEQxEXD9kQQz89k8EdfP4KXffgBzKZVqE2icJvFSHcQZxcaP2QXjH4f586qqsCx/iLlyBAAACAASURBVM4qXVSx661qFoH0eiTEgzJOzK1B9jDs7Au3ta4rscohBuiRGHrCPswZBeZ/+LUjOL+Uw9/8zFVmoTtQdTuNJsMYiAvxyH0M0Csxs4drZ28EJ2czKFc4JpZyGKkTq0TJelddDNCNsypbLNlep9iWq3MjTS1XxSrGGKIBL9KqhsmlfM0+bhCinJ1YZseuvgh8XgmHJldc7X98NoOdvWFzamariYAHLQXp82vtF+IvZYtYzbeOGhIvbkisIgiCIAiCIAjiomEoEcSzU6v49A/P4uxiDg8dn0feZZ/PRhjpCWF6Nd9Qxq2WhOuleWcVgHXHJPtjuuhxwUGs8jUpthf9TDt7I/A5TEt0YqgrAMUr4ZSDWFWpcEMssxdReqN+zGZUnFvM4itPTeGXbxvFdUYvlUAISDv7IugOGW6sNsQqq1C3szeCbLGMgxPLKJQqZrm6QAhjwlkl3F8f/q9juPID38F7v3LIca18sWzbWSV7dNeU1VnFOcfkct6MrQJA1C8jnddMZxUATLoUq3Jmkby7j++yR8LegSieOb/acl/OuSFWRczXYq3QXEh6cmIZot6snemNeUuvV7vTCokXHyRWEQRBEARBEARx0fCGqwfxxmsG8e3fuBVdQRmPnVkyCs47HwPkHGbnkECIV34HIahWrFqfsyoZ8cEjsQZnVaXCUSw5xwCBqjDTbgQQ0J1Z2xNBx44hIdQ5rd8b9WE2XcBXn5oCY8Bbbxxu2EcISLt6w/BIDN0WN1Yr6l1duwzn2H3PzQIAhhtigLXOKo/E8Jt37sQdu1NIhBQ8fMJ5Ql+2WLLtrAKAoM9j9jEBwHJOQ14rY1tXwNwWCchIqyVMLudNx9rUijvBxpx62MZ7fP9gHM9OraJUbj7ZbylbxHJOw1gqbE5pbOasqlQ4nppYMcvY1+OsAlr3VmULJbzk/70f3zVeS+LFB4lVBEEQBEEQBEFcNLx0rAcfedMB7OqL4NqRBB47u9R0It5mMdKju3TOLNSLVc1jgD5v9SOXmJDXLh6JIRXxNTirqq6u1mLV3nWIVYBe7u7kdMpbpvHZkYr6MbOax1cOTuElo90YiAca9hECiZjml4r4MOeys0qfkFd1O42l9GMIsWqk3lmliM6q6jTCd98xjr9+81V4xZ4+zKZVVCr2heG5gnPcMqR4a4QYEe8btIhVUb/XdFbt6Y8i4vO6jgG221kFAFcOxZHXyjg533yaoxCb+mJ+V2LV6YUsVvMa7t7bpz+/LWdVGT1h/f14roVYdfRCGtOrKg5NtXaHEZcmJFYRBEEQBEEQBHFRcsNlCZxbzGFqOd/5GKDh0qn/kF0VEuw/WkkSg1+WwBjMD+rroS/mx0y6VtwQQlmnnFWA3rPl5HTKtXD89Eb8WM5pmFjK4X9cNWi7zw07Evi9V+3GbbuS+noRn2u3Tr5YqhFwYgEZ/TE/zixkIXuYWUwvqJ8GaGUg7odW5ljINq7NOUdOKyPkEHcMKrXOKuG+2xa3ilUyVnJFXFhRMZQIYFtXAFMrLsWqYnudVQCwf1B/vZ8537y3amlNL3lPhBTz/qzV9W/NpVV84qHTmFrJ4+CE3lf1sl1JKB6pLbEqWyyhO+RDb9SHsy1igEcvpAEAC204t4hLC/fvdoIgCIIgCIIgiB8jRP9RplBydL1sFvGgglhAxpmFWrFKdeF6CcgehH1eeD3r9wr0x/x4fiZTs00IZc3Eqm3xAAKyB7v7Iutatzfqx1xGdxxJEqt5rH4aX+Nzfeb53b2vz3Yfn9eDd902an6divhxZDrt6txyNuXu470RXFhVMdgVbLjfopMpEWwUq/qi1RL7+m6xQqmCcoUj6HOIASoeZAsWZ5UhQg1ZO6sCXkws5VDhwGBXENviAdedVW5e53pGukOI+r14ZnIVP32d835iImFP2AfZI8EvS6ZYVSiV8ZH/OobP/OgcVK2C//PgSVzWox93NBlGT1hpS0wSHWOxYKils+q5C/p7fcEihj0/k8bZhSzu3tfvek3i4oWcVQRBEARBEARBXJTsHYiaYkWnO6sAPQp4btGhs6qFWJVcZ7m6oC8awMyqCs6rMTXhuGlWsP7zN1+Gb7z75nXfn96ID1qZYylXbHgs1yIGKGKPr9rXZ7p2WpGK+rCwVkDZIY5Xv3792rt69T6o+r4qoJWzSndBTa80RhDFdTo7q7x1zqo8wj4vooHq/lG/DHFJQ13B9pxVWnsF64Du6Ns/GG/prFo0xCbhwIv4ZWRUvWD9609P4xMPn8Hde/vwr79wA1IRPw5OrODq4S5IEkMy4ms7BhhUPPpkzXU4q/7he6fxu19yLsEnLi1IrCIIgiAIgiAI4qLE65FwzbBe9NzpGCCgRwEbnVWis8r5o1VA8ay7XF3QH/MjVywjbekTUl04bkI+3QWzXvqMKN1s2lnEcVp/V18E8aCMn7MpVnciGfGhwoFFmzhePXZdZeNG91V9XxWgxwQBoNsmjimuc2a1UUASQpRjZ5Wv1lk1uZzHtngAjFWdaNFAtSdrsCuAbfEAMmoJabX55D0AUM1pgO0Fow4MxfD8TKZhgqWVpWwRjFVL5yM+r9lZJcS0P3/jAdw83oOv3vsS/MrLRvHOW3cA0N1Y7YhVurjoxXB3CPOZArIF+26scoXjmOEiFM4vQJ+GmVZLTa+HuHQgsYogCIIgCIIgiIuW640oYKcL1gFdAJlezaNQqn5YLrgoOf9fr9yNe18+tqG1q2JKVTRqFcPbDFKGO8qut6rV+gPxAJ5+/ytMQdHVeoao50YEyWklG2eVLlZtTzQ6q173/7d352GSlWWa/79vRGRG5Ba572vt+0pRQCGIWIUICm7YKjYy9oxbO9OKPTOK3f5s7Z62RXFGbB1tm1H70h5xYUBsWhBZZKeoBaooqH3PyqWyct8iMt7fH+dEVGTGkpFZkZVZcH+uq67KPHEizonMfEnr9nmed20dd31wXUKbHzitgbleT8IQe8issmooNL4NMH64OjgD1gGMcb4u0Z0CMxmyHgvLpvgzvrqhhLGITdtWeXpglNL8XLxui2dhwBdrA2zvG6GsIJdcd5OA/Fwf//3apWxaUAE4weJUdgMcCkUrq5wgcWKVYtTRrkGGQmMU5+WMawNscwfvTyUgkwuXwioREREREblgXTzPCavOTxtgPtbCsa6z/8jOpA3w2pU1bHTvc7qiw8Jb4yp/prNL3FRFW/nSVVZNZfD3ZKLtkql2IIw3NDqWUG20sr6Y/3z1Qt6xJnGuUUl+Lu9cU5f0tTweQ01xIGlYFa0ASjWzyqmsGj9gvX5CWFUUcCqraoIBcn2e2PD1TMKqoQwG6SeztrEEgB1pWgFP94/GWgCd+zxbWdXRN5K2IrCyyE/XwGhGLZvghG75ud5Yi2aquVXRFsDLF5YzMDoWa3dtc783UwnI5MKlsEpERERERC5Y65pKuH5VLZfOL5/xay2qcqp2dp04W6kSawP0zew/reIrq0bDEUJjkYx2AzxXlYVOWNGWpLJquhU/6cQqq1LsQDj++okzq7wew+euWZK0emoyNcWBcZVr8dcByE/xPvNyfLFzeoZC9A2HEyur3PlV0aHrscqqDOZWTbbjZCrVwQC1xQG2uzv4JdM1MEp5XFhV6PfRP3y2sqpykrBqLGI5k2SeWTKDI86A9WhYlWpu1Z7WXjwGLnMruDr7R+gbDjHgfo1VWfXGoLBKREREREQuWH6fl3+8eT0r64tn/FrLaoMU5+XwzIHTsWPno7oJnF3yjIFvPLSXlV/+He+860nOuPN8phpiTEWuz0N5QW6sBSveTLQhRsOR9r5h7n7yELfdsyPpedbaWFtZttQVBziZdGaV2waYYkh8gd/LwGgYa22sUqq+ZHwbYtCtrIqGWBUFfnJ9nszCqtEweTnecTOwMrW+qZTtR9NUVg2MjJvhVeg/O2C9ozdxZ8R4FYWZt2xaaxl0v19FgRwK/b6k1XrghFXzKwtpcKvPOvpHxoWlCqveGBRWiYiIiIiIZMDrMVw6v4ynD3bGjmXSBpgNuT4P16+qZX5FAe9dX89rbX1846HXzsu1q4IB2tMNWM9iYBTI8RIM+PjR04f5ygOv8OttJ2JtYPFGwhGsze61a4rzaOsdJjKhrS1aQZYqGMvP9WGtU2UXDZ8SK6vcsMqdpeXxGOpL8jJsAxyb9vtc11TCie6hpN8/cGZWJbQBjjjBW0f/5JVVkFl4NDoWYSxiYy2jVUV+2pMEoAB7WvtYVhuMhWGdfSPjgq1MWkTlwqewSkREREREJEObFlRwrGsoNrdqOBQhx2tiA6pn0nc+tJ57PnEZf/+e1XzqqgWxf7TP9HD56qA/RRvg5LsRTkdVMEBn/ygr6oIAHDuT2C42WWvedNSVBAiNWTon7EQY3ekvXWWVc09hTrj3OnFmVXUwQEGulzUNZysA60vyOJ7kvU00NBqZ9td4XZMz3H5bklbA8FiE7sEQ5QVnA6kid8B618AooTGbfmZVNEzKYIbU0ISflcoif9Kh/T1DIU50D7GstoiKolz39UfHhVVzpbLKWou1mc3rkqlTWCUiIiIiIpKhTQuc2VjRVsDh0Nh5Ge4+0Wc3L2ZDcynGZHfAeTLVRYGkLVvDoTH8Pk/Wg7o/e9M8vnLjCv72XSsBOJpkttHZaqfsvfeaYOKOi/HXSlXdFL2HwdExjp8ZIpDjGTcHCqA4L4ftX7qGty6rjh1b21jCzuM9PLG3I+19DZ9DZdXK+iC5Xk/SVsAud9bU+DZAp0osOk+qKpg6rKqYys6NsVZKr/u6gaSD0ne6w+CX1QRjIVpn/win3J+/5vL8ORNWffRHL3D7vbtm+zZetxRWiYiIiIiIZGhhVSEVhX6ePuC0Ao6EZyes8nk9/NMtG7j71ouz2gqXTHVxgM7+EcJjkXHHB0enH6Kk88GNTdxyWQvN5QUAHO1KDKuGZqAFsc6dkTRxR8DJqrii7YEDo2FOdA9RX5KXdL5U7oQh/H/+loUsqirktnt2pq1OGnRnVk2H3+dlRX0waWVVlzvzLL4NsDDgBG8HO/oB0s6sKsj1kpfjnVJYlRffBtg7Mq4yaTg0xlcfeIWqIj8bWkrJ9XkIBnx09o/Q3jtCUcBHU1n+nNkNcNvRbn6/p03VVTNEYZWIiIiIiEiGjDFsWlDO0wdOY61lOBSZ0QHn6ZQW5PKWJVUzfp3qoJ+IdeYbxRsKjWW1DW+i0nxnEHeysCoWIGV1ZpUTzLS6c6ei4dzAaBi/z4PPm/z7HAurRsLsa++noTQ/6XkT5eV6uetD6+gdDvGXv9iZMvQYCo2dU6vl+qZSXjrew2h4fNjY1e9WVo1rA3Rmax3sHABI2wZojKGyyJ9ReBSrhHPfR1WRn6HQGP0j4dg533zoNfa19/P1962O3UdFkd+prOoZpiYYoKooQEeK+VvnU89giJ6hEB19I0l/PuXcKawSERERERGZgk0LymnvG+FAx4DTBug7/5VV51O1W10zsRVwaIYqq6KMMTSW5cfmg8WbiXlZZfm55Ho9tPYO88LhLlb8f79j14kehkbT7zoYnWX1u91t7G/v55oV1SnPnWhpTZDbtizmsdc62N/en/ScoVDknL7O65pKGAlH2NPaO+5450BiG2CRf0JlVZo2QHBmT2Uys2piuBh93ejctecPdfHDJw9x8yVNXBUXwFYU+unsG+VU7zDVwUAsHJvtaqb4OWpbDydWrcm5U1glIiIiIiIyBZsWVADwgycO0DMUmpU2wPOpOhgNq8aHEoOj4RlvQWwqy+NIsjbAUPo5UtPh8RhqigO0dg/ztQdfZSQc4Q+vtjMwMpZ2NlY0gPnR04epKw7wvosapnTdzcuccGbHscS5UgBD59AGCE5lFcD2Ca2AXW7IVJ6kDfBAxwCFft+kM8EqCnMzagOc2LYZbS+MDlm/d/sJCv0+br9u2bjnVRb63TbAs2FVaMzSMxSa9JozKb6aauuRrlm8k9cvhVUiIiIiIiJT0FiWxy2XNXPP1uM8feD0rLUBni/VbhVMQmVVaIz8nJkd7t5cXsCxrkEikfGVNGcrdbJ7/ZriAH94tZ0Xj5zB6zE8d+g0g6Ph2GDwZArcexgNR/jEVQvwT7HSbn5FIUV+X+qw6hwGrIMzi6smGODe7Sc4HVcF1TUwijFQkh9XWeWGVUdOD1CZpgUwqrLIP6WZVflxM6sA2vucn6lDnf0srCpM2HExGoa1941QHfTH7mm2h6xHw6qLW0p5QZVVM2LS/6oaYxqNMY8aY/YYY3YbY/7CPV5mjHnYGLPP/bvUPb7FGPOiMeZl9++r417rIvf4fmPMt02yqXNpzjPGXGmM2WaMCRtj3pfmnm8zxrxijHnJGPOIMaY57rExY8wO98/9mX+pREREREREnPa0r9y4kp98dCNNZfksrCqc7VuaUeWFfjwG2pO0AQZmuLKqsSyfkXAkYS7STMysAqgrDtA/EqapLJ8PbmzkxSNn6BkKZVRZVVXk5/0bGqd8TY/HsLqxOE1lVeScq/c+//al7DnVx3Xf/iPPH3IqgToHRinNzx23m2OhGxaFxmxmYVVhgDODoYR5WBOd3b1xfGVVNHQ63DnIPHegfryKQj99I2HCEUtNcSAu5JrdsOpY1yCl+TlctaSK/e39sWH1kj2Z/F8AYeBz1tplwKXAnxtjlgOfBx6x1i4CHnE/B+gE3mmtXQV8BPiXuNf6HvAxYJH759oU10x13lHgVuBnk9zzdmCDtXY18Evg63GPDVlr17p/bpjkdURERERERJK6cnElT/y3t/D371k927cyo7weZ5D2qd7EXfJmcsA6QFOZM6x84hDrmdgNEKCm2NkR8LYti7l8QQXDoQjbj3anDcWK83OoLPJz25bF0w6V1jaW8OqpPoZDYwmPDYfSz8zKxLvW1XPvpzaRn+vjz378AqPhCF39o+NaAAGK/Dmxj9MNV49aUuMEtc8cPJ32vKHQ+HAxmOcj1+ehvW+EodExTvUO01KRJKyKu4eqosCcqqxqKsvn4pYyAF48ouqqbJs0rLLWtlprt7kf9wF7gHrgRuDH7mk/Bt7lnrPdWnvSPb4bCBhj/MaYWiBorX3GOtPQfhJ9Trx051lrD1trXwLSxrbW2kettdH/mj0LTK1pWERERERERGKqg4GEmVVDWQhRJhMLq06PD6tmqrLqhjV1fOzK+bxzTR0b5zlBhPM+U1dW+X1envvCW/nAxqZpX3dtYyljEcuuEz3jjltrndlgWQgFV9QVc/t1y+gbDrP1cBddA6OUTQirojOr4Gz1UzpvWVpFSX4O92w9lva8gZHxbYDGGKqK/LT3DnP4tLPzYLKwKj5Mqyk+t7DqO3/Yx1P7O6f8vGSOdQ3SWJbP6oZicr0eth7W3Kpsm1JztTGmBVgHPAdUW2tbwQm0gGR7pr4X2G6tHcEJuI7HPXbcPTZRpudl6s+AB+M+DxhjthpjnjXGJIRlAMaYj7nnbO3o6DiHS4uIiIiIiFz4qooC7G/vZ/fJnthObOejDbC+JA9jklVWOW1l2d6JcXldkNuvW4bXYygv9LPIbfFMN7MKnFa+c7GmsRhIHLI+OhYhYrNXQbZpQTk5XsPjezvoHBihonB89ZTXYxJ27EvH7/PyrrX1PLy7je7B1K1wQ6NhjGHcfLfKIj/tfSMc7nTCqvmTVFZVB/0U+X34fZ7YrKtM9QyG+MZDe/n0z7ZN+bkTjUUsx88M0VSWTyDHy6qGYl5QWJV1GYdVxphC4FfAZ6y1vRmcvwL4B+Dj0UNJTku232Sm503KGPNhYANwR9zhJmvtBuBDwP80xixIuJi1P7DWbrDWbqisrJzOpUVERERERF43rlpSSXvfMNd/+0ne9Y9P0Tsccgesz2xYlevzUFeclxhWhcbIy/Gec0g0mUvmO9VVM11BVlUUoL4kLyGsGh51moqyUVkFUOD3cXFLGY+91pG0sgrOzq3KpA0Q4KYNDYyORbhvx8mU5wyOOt+v+LHVVW5YdShNZVWlG6Z5jPOxMYaqYGZD3eNtP+a06Z0ZDHH7r1+OBa7T0dozRDhiaXSr/jY0l/LyiR5GwoktnDJ9GYVVxpgcnKDqp9baX7uH29yWvWjrXnvc+Q3AvcAt1toD7uHjjG/HawBOGmO8cQPPv5LqvEnu7++irxF3bDPwReAGt7ILgGiLorX2IPAYTqWYiIiIiIiIpPDhS5t5/vbNfOkdy9l5vIcf/vHQeWkDBGf3xYlh1eDo+bn2JfPKgezvOpjM2saShLBqMORUkGVzNtdVSyp5ra2P7sFQ8rDKbQXMZMA6OO2FK+qCaVsBB5P8rFQVBZw2wM4BKgr9sZAsXrTyq6LQj8/rxBeVhf6EgfuT2Xa0G49xZpH9fk87v3jx+ORPSiH6sxhtUV3bWEJozPLKyUlremQKMtkN0AD/DOyx1t4Z99D9OAPUcf++zz2/BPgt8AVr7VPRk91WwT5jzKXua94C3GetHYsbeP6lVOelu0dr7Rejr+Hewzrg+zhBVXyIVmqM8bsfVwCXA69M9jUQERERERF5oystyOWjb5rHtStq+OEfD2ItM94GCNBcVpB0wHq2h6snE62sShakZNuaxmKOnxmiMy6IiQ2Sz2IF21VLzk7wqShMDKuKAs6Q9UxmVkW9f0Mju0/2sqc1eWCT7PtVVeSndzjMa6f6mFeRn/R5ebleCnK9VAfP3ktl0dQrq7YdOcPSmiCffstC1jaW8P3HD0z+pBSOTQyrmkqAxBZOOTeZVFZdDvwpcHVcBdR1wNeALcaYfcAW93OATwMLgb+OOz+6Gj4J/BDYDxxg/CypeEnPM8ZcbIw5DtwEfN8YszvF8+8ACoFfuNe/3z2+DNhqjNkJPAp8zVqrsEpERERERCRDn92y+OzubjPcBgjQVJ5Ph7trXNT5qqyqKgrwvZvX84GNjTN+rbWNpQA8sqctdiz6dZ7uLoPJLKoqpLbYCX/KChKrp4qm2AYIsGV5NUDK2U2Do2Hyc8YHftGZWLtO9tJSntgCGFVdHKCu5GxYVVUUoH0KYdVYxLLjWDfrm0vweAybl1VxoGOA3uFQxq8R71jXEF6PiX0Na4vzqA76ZyWsGg6N8d3H9vPX/28Xn/35DrYdff3sSjhpPGytfZLkc6QA3prk/L8F/jbFa20FVmZwzaTnWWtfIIOd/ay1m1McfxpYNdnzRUREREREJLklNUW8c3Ud9+88eV6qm6IVLAc6+llZ7wwiHwyNkXceWvMA3r6q9rxcZ31TCeubSvjqA3vYOK+ceRUFsYAum8GcMYarllTyr88fSzmzKtfroSQ/J+PXrC0OUJqfk7KyanB0jHx/YhsgOGFSsnlVUXe+fy3BuF0KK4v8dA+GGAmP4c9gwP6+9j76R8Ksb3LCwDWNTiXUy8d7uHxhxaTPn+ho1yD1JXmxtkRwWgF3zkJY9cBLrXz931+jJD+HsYjlkT1t/PKTm1hcXXTe7yXbprQboIiIiIiIiMhnNi+ivCCXBZWFM36tS+aXYQw8sic24YWh0TB5Oa+vf876vB6+86H1+LyGT/10G8OhsVhlVbZDwetX1ZHr8zAvSUjUVJ7PgqrCccPQJ2OMYVltMOXcpmSVcPEzsZLdR9TaxhLmx/2cRZ+3r60/o3vbdsQJkaJh1er6c2vbO9o1SGNZ3oR7LOXw6UHODKTeEXEm/OHVNqqDfrb/9RYe/Isr8Od4ufXu52nrPbcdD+eC19fqFhERERERkRk3v7KQrX+1mQ0tZTN+raqiABuaS3lwV2vsmBN+nJ/KqvOpriSPO9+/hj2tvfzvxw/MyMwqgDctqmDXl99GTXHiXKrPXbOYez5+6ZRfc3ltkFdP9REeiyQ85uwGmLwNEEjbBjjRW5dWUV6Qy3/5v9vpy6CVb9vRM5QV5NJc7lToFefnML+iYNqVUMe6BmPVflFr3WqtHcen95onuof45kOv8ZNnDmf8nNFwhD/u7eTqpVUYY2gozef/3Hox3UMhvvrAhT/tSGGViIiIiIiITNlUKm/O1bUra3n1VB+HOp1ZQ0e7BinNT2xhez24emk1G5pLeXxvx4xVVgHk+pLHAX6fNzZkfSqW1QYZCUc4fHog4bGh0XBCZVV5gR+P+yPUkmLAejJVwQDf+dB6jpwe5HP37CQSsWnP33bkDOubSsb9vK5pLGHnNIKl0/0jnB4YpalsfLi2uqEYj4EdR6f+ml+6bxdX/MMfuOsP+/mb37wSG+A+ma2Hu+gbCXP10urYsZX1xVy5qDJlO+aFRGGViIiIiIiIzGnXrqwB4MFdrfzvxw7QNxzm1k0ts3tTM+jieWW8fLwn1laW7cqqmbC8LgjA7iStgMnaAL0eQ0Whn+qgf8pVcpctKOf265bx0Ctt/PvuUynPOzMwysHOAdY3l447vqahmLbeEU71DNM7HOLr//5qRlVav3eH31+xaPysqwK/j8XVRVNuLTzQ0c9PnjnCO9fU8atPbsJrDN99LLOdCh95tZ1cn4fLF5aPO95ckc+xriHGJgnx5jqFVSIiIiIiIjKn1ZfksaahmF9uPc7dTx3ixrV1rGoonu3bmjEbW8oIRyxPHzgNXBhh1YLKQnK8hj2tfQmPDY2OJa0Oqy/NY1HV9IaBf+SyZnJ9Hran2QHvYKcz12pZbXDc8dWNZ+dW3fnQXr772IFxM9FSeXDXKRpK81hRF0x4bK1brWVt5iHRfTtOYgzcft0yLmou5f0XN/DLF4/R2jM06XP/8Go7l80vTwj65pUXMDoW4WR36tcIjUUmrUibbQqrREREREREZM57+6paDnYOEInAX16zZLZvZ0atby7FGM6GVedh18VzlevzsKiqiFcmtKBZaxlI0gYI8M2b1vD371k1rev5vB6WVCdeL15rjzNovHbCbK7ltUF8HsMvXzzOvzx7BICXT/SkvV7PUIin9ndy3arapC2w65pK6B4M8cS+zozu31rLfTtOsGlBuKT+tgAAF0hJREFUOdVB5/4+8eYFWAvff/xg2uce7OjnUOcAb11WlfBYszv/K1k7ZtTNP3yOzXc+zguHu1KeMxaxsxpoKawSERERERGROe/tK2swBj58aTONZZnPOLoQFeflsLQmSP9IGGPAn2K+1FyzvC6YMC9pJBwhYkna6je/svCcvpfLaovY09qXsprplBtW1QTHh1WBHC/LaoP8fk8bhX4fC6sK2TVJWPXInjZCYzbWkjrRO9fUsaiqkNt+viOjyqgdx7o5cnqQG9fWx441lObz7nX1/OvzR2PD9ZN5fG8HAG9ZkhhWRXdWPHw6+eyrSMSy81g3BzsHeP/3n+FbD+9Net477nqSv/3tnknfx0y5MH7iRURERERE5A2tubyA33z6TXz+7Utn+1bOi40tzpylvBzveR1mfy6W1Qbp6BuhvW84diwauiSrrMrG9boGRmnvG0n6eFvvMH6fh+K8xIHxaxqdNtLbtizmsvnl7D7Zm7aS6MFdp6gJBljbUJL08fxcH9/78EUMh8b41E+3MRpO3BUx3n07TpLr8ySEX29dVs1IOMK+9sR2yqgDHf2U5OckDfqqivwEcjwc7kxeWdXRP8JIOMIX3r6Ua5ZX84+P7qd/JDzunL7hEHtae/npc0focuemnW8Kq0REREREROSCsLK+OOUudq83F88rAy6MeVVRy93ZUPFzqwZDMxdWRa+XqhXwVO8INcWBpGHfn2xo4tZNLdx8SROr6ovpHwlzJMVOfP0jYR7f28G1K2vweFIHhwurCrnjpjVsP9rNz547kvK88FiEB146yeZlVQQn7Ly4pMaZ4fXqqdRh1ameYWqL85I+5vEYWsoLOJKiDfCo+x6X1BTxkU0thCOWZ91206gDHc5zR8IRfvps6vcxk94Yq1xERERERETkArKxxQ2rLoB5VVHR8Gj3ybMtdUOjTtVO3hR3/MvE0lg4ljysausZTmgBjFrVUMyXb1iBz+thRb3zOqnmVj1/6DSj4QjXLK+e9J6uW1XL8tog9+44mfKcfe39dPaP8rYViS2FTWX5BHI87E0TVp3sHqauOPn7Amguz+dQisqqY25Y1VSWz0XNpeTlePnjvo7x99fmXHtBZQE/fuYIw6ExvvG717juf/2R4VDq9sRsUlglIiIiIiIiMsdUBQM0l+dfUJVVxfk5LK8N8tuXWmPHBqNtgDPwPorzcqgvyUu6AyHAqd5hatKEOlGLq4vI9XpSzq066FYaTdxVMJUb19ax81h3yla86CytZG18Xo9hUVURr7WlDqtae4bSvq+WigKOdQ0xlqSt8WjXIMY4OzH6fV4umV/GHycMhd/f0U+u18NfXb+czv4RbvjOk3zn0f280trL/vb+lNfNJoVVIiIiIiIiInPQf9jUwnWramf7NqbkAxsb2X2yl5ePO8HPwMjMtQGCEyAlq6yy1jphVYrKqng5Xg9La4tShlVHTg8SDPgoyU+cfZXMDWvrMAbu35m8uqqt1wmrqlPc2+LqIl5LUVk1NDrGmcEQdSXJ2wABWsoLGB2LcLI7cdD70a5BaoIB/D7n+3HFokoOdg5w/MzZFsj9bf3MqyjgqiWVLK4uZG9bP3+yoRFw5mWl8vArbbz7u0/FwrhzobBKREREREREZA669fJ5fHbL4tm+jSm5cW09gRwP//rCUQCGQtE2wJkJq5bXFnGwoz+hPe3MYIjRcCRlIDTRyvpidp3oSbqz4OHTA7RUFGQ86L62OI+NLWX8vx0nkr7eKTesqiryJ33+0poi2vtGOJNkuHn0ubXpKqvKnR0BjyTZEfBY1+C4iq4rF1UA8GRcddX+jn4WVhdijOF7H76In3/sUv7mxhUYc7bKLJk/7utg+9Fubrn7OboHz20wu8IqEREREREREcmK4rwcrl9Vx/07TjIwEo61ARb4sz+zCpzKqoiFvRPa5qLVPZm0AQKsrCumdzjMsa7EaqQjpwdpdgOgTN24tp6DHQPsPplY9dXWO0JFYS453uSRzGJ3yHqyVsBWt1oqfRugE0YdSjJk/VjXEE1xYdXCqkJqgoFYK+BwaIyjXYMsrCwEYEFlIZfMLyeQ46WhNC9tZdXRrkHKC3I53DnIR3/0wjnNt1JYJSIiIiIiIiJZ88GNjfSPhHngpZOxsGqmZm9F50i9MiEUmqzVbqJV9cVA4pD10XCE42cGaSlPnC+VzttX1pDjNfwmSStgW+8wVUWp72tJtRNWTQzgAE66IVxdit0AAaqLAgRyPByZMDNrODTGqd5hGkvPvhdjDFcsquDJ/Z2MRSwHOwawFhZVFya87vyKwrSVVce6Btk4r4z/+YG1bDvazc+eO5pwzlP7O/nKb15J+RpRCqtEREREREREJGsuai5lUVUhd/xuL4++2g7M3MyqprJ8CnK9vDQhZIq2y2VaWbW4ppAcr0kIq46fGSRiz7bWZaq0IJe1jSW8cLgr4bG2SQa/Vwf9BAO+pHOrMqms8ngMzWUFHJ5QWXX8jPPcpvLxQddbllbRMxTiiX0d7Gt3rrmwKjGsWlBZyKHOASJJBrdHIpZjZ4ZoLMvnulW1XNxSyj8/eYjwWGTceT955jB3P3WIE0nmaY17D2kfFRERERERERGZAmMMd31oHRWFuTy46xQA+bkz0wbo8RiuWlrFb19qHdd2dqpnGGNSz4WayO/zsri6iN0nx4dV0blP0da6qVjdUMLuk70JgU1b7zDVwdT3ZYxhaU0weVjVO0xZQS6BSSrVWiry2dPax/72vtjcrGPuEPWmCbsQbl5WTVWRnx89dZgD7f14DMyrSAzn5lcWMBQao7U3cYB6e98Io+FIbB7Wf7piPie6h2Lff3CG3m89fAaAZw+cTnv/CqtEREREREREJKuW1gS5/9Nv4rYti3nPOmfo+ky5eWMTPUMh/u3l1tixtt5hKgr9KedCJbOqvpiXJwxZj1YnTXVmVfT1RsIR9rWfnfMUGovQ2T86aXvi4ppCXmvrSxjQ3to9lHa4etSG5jJOdA+x+c4nePMdj9HaM8SxLiesim8DBMj1efjwpc08vreDh/e001xeENstMN4Cd47VwSRzq6JBWGOpU7W1eVk18ysK+METB2Pv4WDnAKfdofHPHFRYJSIiIiIiIiLnWa7Pw3956yLu/JO1Ge+kNx2XLShnXkXBuBlJrT3D1GQ4rypqRX0x3YOhcS1qR04PUuj3UV6QO+X7WtXgzsE6frZaq6NvBJh8ltaS6iL6hsOxdsao1p5hatPMq4r6j1fM4/H/ehV/9+6VnOwe4p+eOMTR04P4fR4qk1SbfeiSJnK9Hva09iZtAQRYUOkEdgfaE8Oqo6fHV215PIb/eMV8Xj7Rw7MHnVbIFw51xd7bswqrREREREREROT1yhjDBzc2svXImdhQcqfVbmphVXTI+q64uVWHOgdoLs+fVtg2r7yAQr+Pl050x46dig1+T9+euMK9l7+6d1dsZ0OAk91D1JVM/r6MMTSXF3DzJc3csLaOf33+KC+d6KGpLPl7qSj0c8PaOiD5vCqAyiI/hX4fBzuT7DJ4ZhBjoL70bJD2nvX1lBfkcvdThwB44fAZygpy+cDGxtj8rFQUVomIiIiIiIjIBe19FzWS6/XEqqtO9Q5TU5zZvKqopTVFeD3jh6wfOT1AS5L5TZnweAwr64PjKqvaM9ylcF1jCbdft5Qn93ey5c7HeXp/JwMjYXqHwxkPjY/6xJsXMBQa4/lDXbGZUsl89PJ5eD2GNW5F2ETGGBZUFiTdEfBo1yA1wcC49sFAjpcPbGzkkT1tHOsa5IXDXWxoLmXTgopJ71lhlYiIiIiIiIhc0MoKcrl+dS0/f+EYhzsH6B4MTbkNMJDjZVFVIbtO9ALOfKnjZ4ZoKZ/6cPWo1Q0l7GntYzTsDFmPVklNFlYZY/jYlQv43WeupDg/h2/9fi+t7nPrMmgDjLe4uojNy6qBxOHq8ZbXBXn681fzthU1Kc+ZX1nIgY5+IhHLT587wgF3ftXxrqGkQdjNlzRjjOFbD+/laNcgG+eVsbi6kLJJ2ioVVomIiIiIiIjIBe+2LYsZs5bP/WInMHkglMyq+mJ2uUPWT3YPEY7YaQ1Xj3+90bHI2fbEvhFyvIay/MxmYLVUFPCnlzbzwuEzPLmvAyCjAesTffKqBUDyXf7iVQcDaVseF1QW0NozzGd+voMv3ruLv/+3VwGnsmri4HaAupI8rlleza+3nwBgQ0sZxhgunV+W9j4UVomIiIiIiIjIBa+xLJ+PXzmfF4+cAZhyuxzAyvpiTg+Mcqp3mMPu0PCWcwirVrstdS+5rYBtPcNUFQXweDKfgfWe9Q34PIbvPX4AIKMB6xNd1FzKPR+/jJs2NEz5ufHmuzsC3r/zJPMqCnhiXwen+0do6xtOWbX1kU0tAOTleFlRFwTgsvnlaa+jsEpEREREREREXhc+edWCWPvfVNsAwQmrwNnBL7rr3bm0ATaV5RMM+HjZHbLe1jdM1STD1SeqLPKzeVk1bb3uToJTnMUVtXFeGfm5vmk9N2pVfTH5uV7+6vplfOOm1YyGI/z4mSNYC41lyUO0S+aVsbI+yGULysnxOjHU5QvTz606t7sUEREREREREZkj8nN9fPVdK/n2I/vSDhNPZXltEI+Bu/6wn9fa+mgsy6OyaHrhEDizp1Y3lLD9qBNWneoZZnF10ZRf508ubuTfd5+iotA/boj5+dZYls/LX34bXo8hErHUBAP85JnDQOp5WMYYfvafLsUT114YrdBKRZVVIiIiIiIiIvK6sWV5Nb/5z28ikDP1UCcv18uiqiJePtHD5mVV/OqTm9LOcMrE1UurePVUHzuPddPeOzKtWVpXLq6kJhigrmTqz802r9vC6PEY3r6qhu7BEEDacDAYyKHQn3m9lCqrRERERERERERcX3vvKnqHw7x5cWVWXu+mDQ3c+fBevvPofvpGwtMKq7wew3c/vB5rs3JLWXP9qlr+z1OH8fs8VBZOvwJtIoVVIiIiIiIiIiKudU2lWX29okAO79/QyN1PHQKgeoozq6LWZ/m+smF9Uyk1wQAFfu+UhsZPZtI2QGNMozHmUWPMHmPMbmPMX7jHy4wxDxtj9rl/l7rHtxhjXjTGvOz+fXXca13kHt9vjPm2SVFLl+o8Y8yVxphtxpiwMeZ9ae75NmPMK8aYl4wxjxhjmic8HjTGnDDGfCezL5OIiIiIiIiIyPT8h8tbiGY506msmqs8HsPf3LiCz25ZnN3XzeCcMPA5a+0y4FLgz40xy4HPA49YaxcBj7ifA3QC77TWrgI+AvxL3Gt9D/gYsMj9c22Ka6Y67yhwK/CzSe55O7DBWrsa+CXw9QmPfxV4fJLXEBERERERERE5Z41l+VyzvAZ4fYVVAG9bUcM7Vtdl9TUnDausta3W2m3ux33AHqAeuBH4sXvaj4F3uedst9aedI/vBgLGGL8xphYIWmufsdZa4CfR58RLd5619rC19iUgMsk9P2qtHXQ/fRZoiHv9i4Bq4KHJ3ruIiIiIiIiISDb85dsW86FLmmgpn/ouhW80U9oN0BjTAqwDngOqrbWt4ARaQFWSp7wX2G6tHcEJuI7HPXbcPTZRpudl6s+AB9379wDfBP5ruicYYz5mjNlqjNna0dFxDpcWEREREREREYGFVUX8j3evwuedUhTzhpTxV8gYUwj8CviMtbY3g/NXAP8AfDx6KMlpyebYZ3repIwxHwY2AHe4hz4F/Ju19li651lrf2Ct3WCt3VBZmZ3p/yIiIiIiIiIiMrmMdgM0xuTgBFU/tdb+2j3cZoyptda2uq177XHnNwD3ArdYaw+4h48T147nfnzSGOMFXnSP3Y8zryrhvEnu7++A6wGstWvdY5uBLwJvdiu7AC4DrjDGfAooBHKNMf3W2s8neVkRERERERERETnPJg2r3J34/hnYY629M+6h+3EGqH/N/fs+9/wS4LfAF6y1T0VPdkOtPmPMpThthLcAd1lrx4C1E66ZcF66e7TWfhEnmIo+fx3wfeBaa2173Hk3x51zK84QdgVVIiIiIiIiIiJzRCZtgJcDfwpcbYzZ4f65Diek2mKM2QdscT8H+DSwEPjruPOj86w+CfwQ2A8cwJ0llUTS84wxFxtjjgM3Ad83xuxO8fw7cCqnfuFe//4M3qeIiIiIiIiIiMwy42y4J6ls2LDBbt26dbZvQ0RERERERETkdcMY86K1dkOyxzSCXkRERERERERE5gyFVSIiIiIiIiIiMmcorBIRERERERERkTlDYZWIiIiIiIiIiMwZCqtERERERERERGTOUFglIiIiIiIiIiJzhsIqERERERERERGZMxRWiYiIiIiIiIjInGGstbN9D3OaMaYDODLb9yEXvAqgc7ZvQuQNSGtPZPZo/YnMHq0/kdmhtTc1zdbaymQPKKwSOQ+MMVuttRtm+z5E3mi09kRmj9afyOzR+hOZHVp72aM2QBERERERERERmTMUVomIiIiIiIiIyJyhsErk/PjBbN+AyBuU1p7I7NH6E5k9Wn8is0NrL0s0s0pEREREREREROYMVVaJiIiIiIiIiMicobBKZBqMMQFjzPPGmJ3GmN3GmL9xj9/kfh4xxmyY8JwvGGP2G2NeM8a8Le74RcaYl93Hvm2MMef7/YhcKNKsvTuMMa8aY14yxtxrjCmJe47WnkgWpFl/X3XX3g5jzEPGmLq452j9iWRBqvUX9/hfGmOsMaYi7pjWn8g5SvO778vGmBPu774dxpjr4p6jtZcFCqtEpmcEuNpauwZYC1xrjLkU2AW8B3gi/mRjzHLgA8AK4Frgu8YYr/vw94CPAYvcP9eel3cgcmFKtfYeBlZaa1cDe4EvgNaeSJalWn93WGtXW2vXAg8AXwKtP5EsS7X+MMY0AluAo9GTtf5Esibl2gO+Za1d6/75N9DayyaFVSLTYB397qc57h9rrd1jrX0tyVNuBP6vtXbEWnsI2A9sNMbUAkFr7TPWGSD3E+Bd5+M9iFyI0qy9h6y1Yff4s0CD+7HWnkiWpFl/vXGnFQDRgahafyJZkmr9uZ9/C/hvcZ+D1p9IVkyy9pLR2ssShVUi02SM8RpjdgDtwMPW2ufSnF4PHIv7/Lh7rN79eOJxEUkhg7X3UeBB92OtPZEsSrX+jDF/Z4w5BtyMW1mF1p9IViVbf8aYG4AT1tqdE07X+hPJkjT/2/PTbhv83caYUveY1l6WKKwSmSZr7Zjb8tCAk5avTHN6sn5km+a4iKSQbu0ZY74IhIGfRg8le4k0x0UkjVTrz1r7RWttI87a+7R7utafSBYlWX+rgS9yNiCOp/UnkiUpfvd9D1iA0xrYCnzTPV1rL0sUVomcI2ttN/AY6XuOjwONcZ83ACfd4w1JjovIJCauPWPMR4B3ADe75dWgtScyI9L87vsZ8F73Y60/kRkQt/5uBOYBO40xh3HW0jZjTA1afyJZF/+7z1rb5oZYEeCfgI3uaVp7WaKwSmQajDGV0d3GjDF5wGbg1TRPuR/4gDHGb4yZhzNQ73lrbSvQZ4y51N0N4hbgvhm+fZELVqq1Z4y5FvjvwA3W2sG4p2jtiWRJmvW3KO60Gzj7+1DrTyRLUqy/7dbaKmtti7W2Becfw+uttafQ+hPJijS/+2rjTns3zkZboLWXNb7ZvgGRC1Qt8GN3ZwcPcI+19gFjzLuBu4BK4LfGmB3W2rdZa3cbY+4BXsFpUfpza+2Y+1qfBH4E5OHM2XkQEUkl1drbD/iBh91dgJ+11n5Ca08kq1Ktv18ZY5YAEeAI8AkArT+RrEq6/lKdrPUnkjWpfvf9izFmLU4r32Hg46C1l03mbKeEiIiIiIiIiIjI7FIboIiIiIiIiIiIzBkKq0REREREREREZM5QWCUiIiIiIiIiInOGwioREREREREREZkzFFaJiIiIiIiIiMicobBKRERERERERETmDIVVIiIiIiIiIiIyZyisEhERERERERGROeP/B7Si1ve0zxKvAAAAAElFTkSuQmCC\n"
]
},
"metadata": {
"needs_background": "light"
}
}
],
"execution_count": 19,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"def window_eta (index, window, total_count):\n",
" start_time = data['starttime'].shift(window)[index]\n",
" end_time = data['endtime'][index]\n",
" elapsed = end_time - start_time\n",
" time_per_job = elapsed / window\n",
" to_do = total_count - index\n",
" return (end_time + time_per_job * to_do)"
],
"outputs": [],
"execution_count": 20,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"window = 100"
],
"outputs": [],
"execution_count": 21,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"window_eta(len(data)-1, window, total_count)"
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 22,
"data": {
"text/plain": [
"Timestamp('2020-01-25 20:36:15.360000')"
]
},
"metadata": {}
}
],
"execution_count": 22,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['window_eta']=data.counter0.apply(window_eta, args=(window, total_count))"
],
"outputs": [],
"execution_count": 23,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['window_eta'][window:].plot()"
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 24,
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x114e74cd0>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x432 with 1 Axes>"
],
"image/png": [
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\n"
]
},
"metadata": {
"needs_background": "light"
}
}
],
"execution_count": 24,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['window_eta'][-500:].plot()"
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 25,
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11501f3d0>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x432 with 1 Axes>"
],
"image/png": [
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\n"
]
},
"metadata": {
"needs_background": "light"
}
}
],
"execution_count": 25,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"def sacct_timeformat_to_seconds(time_string):\n",
" from datetime import datetime,timedelta\n",
" POSSIBLE_DATE_FORMATS = ['%d-%H:%M:%S','%H:%M:%S','%M:%S'] \n",
" for date_format in POSSIBLE_DATE_FORMATS :\n",
" try:\n",
" parsed_date = datetime.strptime(time_string, date_format)\n",
" delta = timedelta(days=parsed_date.day,hours=parsed_date.hour, minutes=parsed_date.minute, seconds=parsed_date.second)\n",
" break\n",
" except ValueError:\n",
" pass\n",
" return int(delta.total_seconds())"
],
"outputs": [],
"execution_count": 26,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['totalcpu_s']=data.TotalCPU.apply(sacct_timeformat_to_seconds)\n",
"data['avecpu_s']=data.AveCPU.apply(sacct_timeformat_to_seconds)\n",
"data['cputime_s']=data.CPUTime.apply(sacct_timeformat_to_seconds)\n",
"data['cpu_ratio']=data['totalcpu_s']/data['cputime_s']"
],
"outputs": [],
"execution_count": 27,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data['cpu_ratio'].plot.hist(bins=100, log=True) "
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 28,
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x115002610>"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1440x432 with 1 Axes>"
],
"image/png": [
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\n"
]
},
"metadata": {
"needs_background": "light"
}
}
],
"execution_count": 28,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"data.cpu_ratio.describe()"
],
"outputs": [
{
"output_type": "execute_result",
"execution_count": 29,
"data": {
"text/plain": [
"count 3535.000000\n",
"mean 0.463228\n",
"std 0.225111\n",
"min 0.295150\n",
"25% 0.359651\n",
"50% 0.367903\n",
"75% 0.387756\n",
"max 1.521617\n",
"Name: cpu_ratio, dtype: float64"
]
},
"metadata": {}
}
],
"execution_count": 29,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [
"#data.describe(include='all')"
],
"outputs": [],
"execution_count": 30,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
},
{
"cell_type": "code",
"source": [],
"outputs": [],
"execution_count": 31,
"metadata": {
"collapsed": false,
"outputHidden": false,
"inputHidden": false
}
}
],
"metadata": {
"kernel_info": {
"name": "python3"
},
"language_info": {
"name": "python",
"version": "3.7.6",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"kernelspec": {
"name": "python3",
"language": "python",
"display_name": "Python 3"
},
"nteract": {
"version": "0.15.0"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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