{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction\n", "Recentlym I came across the talk [talk](https://www.youtube.com/watch?v=Q2sM5z_1Lbw) from the Diabolia\n", "\n", "Among all the great tips, the [`vmstat`](https://linux.die.net/man/8/vmstat) command line utility seems to deliver great insights when it comes to quick performance analysis of Linux-based systems.\n", "\n", "E. g., with a `vmstat 1 60`, `vmstat` will deliver you basic statistics about the utilization of your system frictionless:\n", "\n", "\n", "It looks like a good idea to have a Jupyter notebook in place that can parse and visualize the data that `vmstat` produces. This could be very handy for quick performance analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data input\n", "First, we parse our way through the data. I executed some tasks with high CPU load, downloaded something from the web and and copyied a huge file. I've recorded the results into the text file `vmstat_load.log`, which looks like this:\n", "
procs -----------------------memory---------------------- ---swap-- -----io---- -system-- --------cpu-------- -----timestamp-----\n", " r b swpd free buff cache si so bi bo in cs us sy id wa st UTC\n", " 0 0 4680 262868 216292 1513044 0 0 3 28 2 11 2 3 95 1 0 2019-01-13 10:24:27\n", " 0 0 4680 262736 216292 1513052 0 0 0 80 853 6126 3 6 91 1 0 2019-01-13 10:24:28\n", " 0 0 4680 262736 216292 1513052 0 0 0 20 663 5064 1 3 96 0 0 2019-01-13 10:24:29\n", "

\n", "Yes, it's really ugly kind of input data with kind of fixed size columns. Nevertheless, let's get this into a nicely formated pandas dataframe." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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raw
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" ], "text/plain": [ " raw\n", "0 r b swpd free buff ...\n", "1 0 0 6144 2720868 41924 ..." ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "vmstat_raw = pd.read_csv(\"datasets/vmstat_load90.log\", sep=\"\\n\", header=None, skiprows=1, names=[\"raw\"])\n", "vmstat_raw.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For getting rid of the fixed sized data, we can apply a little trick:\n", "* We simply split the data in the `raw` columns (with the default whitespace character). This gives us an array with all the non-whitespace parts.\n", "* For each preserved part, we create a new Series (aka column) by applying `pd.Series` accordingly. This gives us a collection Series (aka a DataFrame)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0rbswpdfreebuffcachesisobiboincsussyidwastUTCNaN
100614427208684192434554800296915885412493102019-01-1316:09:33
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" ], "text/plain": [ " 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 \\\n", "0 r b swpd free buff cache si so bi bo in cs us sy id \n", "1 0 0 6144 2720868 41924 345548 0 0 29 691 588 541 2 4 93 \n", "\n", " 15 16 17 18 \n", "0 wa st UTC NaN \n", "1 1 0 2019-01-13 16:09:33 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vmstat_temp = vmstat_raw['raw'].str.split().apply(pd.Series)\n", "vmstat_temp.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also need suitable names for the columns of our newly DataFrame. For this, we can simply use the first columns of the new DataFrame. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rbswpdfreebuffcachesisobiboincsussyidwastUTCnan
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" ], "text/plain": [ "0 r b swpd free buff cache si so bi bo in cs us sy id \\\n", "0 0 0 6144 2720868 41924 345548 0 0 29 691 588 541 2 4 93 \n", "1 0 0 6144 2718404 42276 347908 0 0 1421 116 1789 7724 1 6 92 \n", "2 0 0 6144 2718404 42276 347912 0 0 0 44 1853 7724 3 3 94 \n", "3 0 0 6144 2717652 42276 347912 0 0 0 24 1778 7022 1 3 95 \n", "4 0 0 6144 2717652 42276 347912 0 0 0 20 1753 7033 1 4 96 \n", "\n", "0 wa st UTC NaN \n", "0 1 0 2019-01-13 16:09:33 \n", "1 1 0 2019-01-13 16:09:34 \n", "2 0 0 2019-01-13 16:09:35 \n", "3 0 0 2019-01-13 16:09:36 \n", "4 0 0 2019-01-13 16:09:37 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vmstat_temp.columns = vmstat_temp.iloc[0]\n", "vmstat_temp = vmstat_temp.dropna().reset_index(drop=True)\n", "vmstat_temp.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, let's start to convert the nicely formatted data now to the right data types:\n", "* The first columns are all numbers, to let's apply pandas' `to_numeric` helper function on this data.\n", "* The last two colums are a timestamp. Unfortunately, the data was splitted by former transformations. But not problem, we just concatenate the two columns an apply pandas' `to_datetime` helper function on the data." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rbswpdfreebuffcachesisobiboincsussyidwast
UTC
2019-01-13 16:09:330061442720868419243455480029691588541249310
2019-01-13 16:09:3400614427184044227634790800142111617897724169210
\n", "
" ], "text/plain": [ "0 r b swpd free buff cache si so bi bo \\\n", "UTC \n", "2019-01-13 16:09:33 0 0 6144 2720868 41924 345548 0 0 29 691 \n", "2019-01-13 16:09:34 0 0 6144 2718404 42276 347908 0 0 1421 116 \n", "\n", "0 in cs us sy id wa st \n", "UTC \n", "2019-01-13 16:09:33 588 541 2 4 93 1 0 \n", "2019-01-13 16:09:34 1789 7724 1 6 92 1 0 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vmstat = vmstat_temp.iloc[:,:-2].apply(pd.to_numeric)\n", "vmstat['UTC'] = pd.to_datetime(vmstat_temp['UTC'] + \" \" + vmstat_temp[None])\n", "vmstat_timed = vmstat.set_index('UTC')\n", "vmstat_timed.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Last, because we have a timeseries with one entry per second, we can set the timestamp colum as index. This makes further time-based processing much easier." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rbswpdfreebuffcachesisobiboincsussyidwast
UTC
2019-01-13 16:09:330061442720868419243455480029691588541249310
2019-01-13 16:09:3400614427184044227634790800142111617897724169210
\n", "
" ], "text/plain": [ "0 r b swpd free buff cache si so bi bo \\\n", "UTC \n", "2019-01-13 16:09:33 0 0 6144 2720868 41924 345548 0 0 29 691 \n", "2019-01-13 16:09:34 0 0 6144 2718404 42276 347908 0 0 1421 116 \n", "\n", "0 in cs us sy id wa st \n", "UTC \n", "2019-01-13 16:09:33 588 541 2 4 93 1 0 \n", "2019-01-13 16:09:34 1789 7724 1 6 92 1 0 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vmstat_timed = vmstat.set_index('UTC')\n", "vmstat_timed.head(2)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from ozapfdis.linux import vmstat\n", "\n", "vmstat_timed = vmstat.read_logfile(\"datasets/vmstat_load90.log\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Results\n", "Second, we visualize all the measures with an appropriate diagram. I'll also explain, what I did execute during the various time periods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Procs\n", "\n", "* r: The number of processes waiting for run time.\n", "* b: The number of processes in uninterruptible sleep." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 263, "width": 368 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vmstat_timed[['r', 'b']].plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Memory\n", "\n", "* swpd: the amount of virtual memory used.\n", "* free: the amount of idle memory.\n", "* buff: the amount of memory used as buffers.\n", "* cache: the amount of memory used as cache." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 263, "width": 402 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vmstat_timed[['swpd', 'free', 'buff', 'cache']].plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Swap\n", "\n", "* si: Amount of memory swapped in from disk (/s).\n", "* so: Amount of memory swapped to disk (/s).\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 263, "width": 383 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vmstat_timed[['si', 'so']].plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IO\n", "* bi: Blocks received from a block device (blocks/s).\n", "* bo: Blocks sent to a block device (blocks/s).\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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b21u+JQ0qgxJJktS/Js2UGJRIg8KgRJIk9a9NjadvVXtKDEqkQWFQIkmS+tdIY/lWJVNi+ZY0MAxKJElS/6qevrXwGTBc6SkxUyINDIMSSZLUv7ZpdK9mSjwSWBoUDk+UJEn9q7HRPSr/nuqRwNLAMFMiSZL61zaN7pZvSYPIoESSJPWvSRvdLd+SBoVBiSRJ6k8p1WdKnFMiDSyDEkmS1J82r4c0WjzfbgeYN78hKLGnRBoUBiWSJKk/NTa5g+VbmnNWr15NRHDSSSf1eiszyqBEkiT1p8bjgMHyLWlAGZRIkqT+NNJw8hY40V0aUAYlkiSpPzVOcwczJdKAMiiRJGnQrPoafOkl8M9/1+uddMbyLanOr3/9a9785jezbNkyFi1axCte8Qquu+66ba7bvHkzn/vc5/iDP/gDdthhB5YsWcIrX/lKLr/88h7sujUGJZIkDZKNa+DaD8PjD8C1fwX/+cte72j6pmx0NyjR3PHAAw9wyCGH8Nhjj/Ge97yH4447jttuu40jjzySyy677OnrtmzZwutf/3o+/OEP89RTT3Hqqafy9re/nbvvvpvjjz+ej3zkIz38KSZmUCJJ0iC557rxY3QBrvt4Me8jR80yJUPD4++lMRgbRZoLbrzxRt75zndy00038dnPfpaLL76Ym266iaGhIU455RTWrVsHwHnnncdPf/pTjjzySP7lX/6FL3zhC3z1q1/lX/7lX3je857HZz/7WVauXNnjn2Zb83q9AUmS1EV3/aD+9eqbikBlv9f3Zj+daNboHgHD88dnlIw+VR+oaG745NJe76B1n1zbla9ZunQpZ511Vt17Bx10EG9729u45JJL+N73vseJJ57IN7/5TSKC888/n3nzxn/Vf+Yzn8nHP/5x3vnOd/KNb3yDFStWdGVf3WKmRJKkQbF1C9z7423f/+FZMJrhTI9mje5gCZfmpAMOOIDFixdv8/7hhx8OwC9/+UvWr1/Pvffey7Of/Wxe+MIXbnPtEUcc8fS1/cagRJKkQfFvN8OW9cXzxbvD/B2L57/7Nfzv7/RuX9PVrHwLYLhS6GGzu+aIZz3rWU3f32233QBYu3Yta9cWWZndd9+96bW195944ommn/eS5VuSJA2Ku68df77/m2DRrvCTc4rXP/kMvPhYmL+oN3ubjmaN7lCUb9U41X1u6lJJVE5++9vfNn3/4YcfBoryrqVLl9a91+ihhx56+tp+Y6ZEkqRBkFJ9P8kL3gCHnFpkTACefBhWXtibvU3XRJmSavlWrbdEGnC3334769ev3+b9G264AYCXvvSlLF68mH322Yff/OY33HPPPdtc+5Of/AQoSsH6jUGJJEmD4He/hif+rXg+fzE87xUwfwd4deX4z5u/BOub/2trX2rW6A6Wb2lOWrt2LWeffXbde7feeivf+c53WLp0KccccwwAJ598MiklPvjBDzI6On463aOPPspf//VfP31Nv7F8S5KkQVDNkjz/CJhXlji95G3FEMVH7oSnNsANn4U/+WJv9tiOsbH6TMnCSrlJXaO75VuaGw477DC+8Y1vsGrVKg499FAeeughLrvsMsbGxvja177GkiVLAPjABz7AD37wA6666ir+y3/5L7zxjW9k48aN/OM//iOPPPIIH/rQh3jFK17R459mW2ZKJEkaBNV+kv2OHH8+NAx/VPnX1dv/H/jdXbO3r+navA4o56vM37F+knu1p8RMieaIvfbai5UrV7LTTjtx0UUXcfnll3PAAQdwzTXXcPzxxz993fz58/nhD3/Ipz/9aQC+8pWvcMkll7DvvvvyD//wD3z+85/v1Y8wKTMlkiTlbsOj8B+3FM9jCPZ9Xf3nz38t7HUYPHBjMVjxR5+EP/1/Z32bbZmoyR0ayrfsKdFgW758OakyAPWqq66acs3ChQv5yEc+0rfT25sxUyJJUu7uuY6nswp7/CEs2rn+8wj4o78ef33XNbD65lnb3rRM1OQOlm9JA8igRJKk3DWeutXMs18CfzBe4sFN583snjo1aaakevqW5VvSIDAokSQpZ1s3w33Xj7+u9pM0WnH6+PPH7p25PXVDdZp7Y6akrqfE8i1pEBiUSJKUs9U/gy1PFs93Wg67vmDia3d85vjzzdvOO+grk5ZvVXpKxsyUSIPAoESSpJw1nroVMfG1CxaPP68FMv2q5fIte0qkQWBQIklSrlKCuypByQsmKd0CmLdwPMswuqUo/epXLTe6mymRBoFBiSRJuXrkTlj778XzBUvheSsmvz6imPlR088lXC1nSuwpkbqtegTxbDEokSQpV3ddM/78+a+p/2V9IguWjD/v56CkrtF9p/rPLN8aeFGWIY6NjfV4J3NTLSiJycpBu8ygRJKkXLVTulVT7Svp66DE8q25bMGCBQBs2LChxzuZm2p/7rX/HWaDQYkkSTl68hH4zW3F8xgupra3YkGO5VuNmZLqRHeDkkG0eHERPD/88MOsX7+esbGxnpQUzSUpJcbGxli/fj0PP/wwMP6/w2yYN/UlkiSp79z9Tzw9xf25L4cdlrW2LpcTuCbLlNTNKTEoGUTLli1jw4YNbNy4kQcffLDX25mTdthhB5Yta/HvlS7oaaYkIv44Iq6LiAcjYlNE3B8R/xgRh0xw/YqIuCYi1kTExoi4IyLeFxHDk9zjqIi4ISLWRsSTEbEqIk6cYl8nRsQt5fVry/VHTXL9cLmPO8qfY025zwk7DiNi+4j4VETcFREjEfFIRFweEftPtjdJkoCGo4AnmOLeTC7lW5M1ulu+NfCGhobYc8892XXXXVm4cOGs9jbMZRHBwoUL2XXXXdlzzz0ZGpq9UKFnmZKI+DzwIeAx4ErgUeD5wNHAWyPiHSmlb1euPxr4LjACXAasAf4EuAA4FDiuyT1OA75S3uPbwBbgWODiiHhxSukDTdacC5wJPAh8HZgPnABcHRHvTSld2HB9AJeW33sXcCGwDDgeuDEi3ppSuqphzQLgh+W+bwW+BOxZ/gx/HBFHpJRWtfDHKEmaq3736/Hnex/e+rq607fWdWs33TU2CiNrx18vXFr/ueVbc8LQ0BC77LILu+yyS6+3olnQk6AkInYDPgD8FviDlNIjlc9eDVwPnE0RSBARSygChFHg8JTSreX7Hy+vPTYiTkgpXVr5nuXAuRTBy0EppdXl+2cDvwDOjIjvppR+XlmzgiIguQ84OKX0ePn+F4DbgHMj4vu17yqdQBGQrARek1IaKddcBPwM+HpEXJ9Sqv5z1BkUAckVwPEppbFyzWUUAdo3y6DJIyckSc1trRyFu3DJxNc1qjt9q0/Lt6oByYIl9UEImCmRBlCvyreeV957VTUgAUgp/QRYD+xaefvY8vWltYCkvHYE+Fj58i8a7nEysAC4sBpElIHGZ8qXpzSsqb3+dC0gKdesBr5aft+fN6yp3fdjtYCkXPMLiozOruX+gaczK7X7fKgaeJQZlZuA3wNehSRJE6n+Ml7tsZhKDuVbk5VugT0l0gDqVVByD0Up1R9GRF1OLiIOAxYDP6q8fUT5eC3buhHYCKwoy6JaWfODhmumtaa834ry/je1eJ99gOcCd6eUHmhjb5IkjasODRxqYT5JTfX0rX5tdK9rcl+67eeWb0kDpyflWymlNRHx34HzgTsj4kqKvo99gDdR9Fu8p7LkBeXj3U2+a2tEPAD8PrA38KsW1jwUERuAPSJih5TSxohYBDwHeDKl9FCTbd9TPu5Xee/5wDBwf0qp2fSmZmsm3Ncka5qKiNsm+OiFU62VJGWu+st4K0MTa+oyJX3aUzJVpsTyLWng9KzRPaX0xYhYDXwTeFflo3uBixvKumr/TFIpMq1Te7/6N1craxaV122cwXt0Y40kSfVGB7h8q26a+1TlW050lwZBz44EjogPUTR6X0yRIVkEHAjcD3wnIv6mna8rH9uZqjOdNbNxj5bXpJQObPYf8Oup1kqSMlct32onUzK/GpTkUL6107afV3/e6p+DpGz1JCiJiMOBzwP/M6V0Rkrp/pTSxpTS7cAxwG8oTsfau1xSyx40KSwFYEnDde2sqeWup7q+WYZjJvc1USZFkjTXjY1BGh1/PdRG4UMOmZIpy7cqP6/lW9JA6FWmpDaI8CeNH6SUNgK3UOztpeXbd5WP2/RZRMQ8YC9gK0WWhRbW7E6RmXmwvB8ppQ0UwdCO5eeN9i0fq70g91IcU7x3uY9W1ky4r0nWSJI0rvqL+NB20M5guRyCksmmuUNDpsTyLWkQ9CooqZ2StesEn9fer+Vkry8fm42sPQzYAViZUtpceX+yNUc2XDOtNeX9Vpb3f2WL97kP+Hdgv4jYq429SZJUqCvdaqOfBPI4faudI4HNlEgDoVdBSe343HdHxHOqH0TEkRSDBUcofuGHovfkUeCEiDiocu1C4Jzy5d813ONbwGbgtHKQYm3NTsBHypcXNaypvf5oeV1tzXLg1PL7vtWwpnbfc8r91NYcTDHV/XcUk+gBSCmlyn3+JiKGKmuOpghu7gR+iiRJzUz35C1oGJ7Yp6dvTdXoXi3fsqdEGgi9On3rCoo5JK8FfhUR3wMeBvanKO0K4K9SSo8BpJTWRcS7ynU3RMSlFJPa30RxxO4VFIMKn5ZSeiAiPgh8Gbi1nJa+hWKQ4R7AedVp7uWalRFxPsXE9Tsi4gpgPkVwsQx4b8M0d4BLgbeU3/vLiLga2LlcMwy8K6XU+Lf++eXPeSywKiJ+TDG75DiKk8BOdpq7JGlCnQQl8yuZks3rIaX2yr9mw6apMiWWb0mDpldzSsYi4o0U2YcTKJrbd6AINK4BvpxSuq5hzZUR8Srgo8BbgYUUPR1nlNdvc1pVSukr5bHDHwDeQZEZupNi+volE+ztzIi4AzgNeDcwBtwOfCGl9P0m16eI+FOKrM7JwHspsjw3AueklFY2WbM5Il4L/BXwZ8D7KRrurwQ+kVK6c6I/O0mSOirfmjcfhhfA6GZIY/DUJpi/Q3f316mRKU7fck6JNHB6OafkKeCL5X+trrkZeGOb97kauLrNNZcATYOWCa7fClxQ/tfqmk3AJ8r/JElq3VgHmRIomt03lm2Ym9dPHZRsehz+x3uKE7+O+b9g0c7t37MdmyoHUE7Z6G5QIg2Cns0pkSRJ0zTacPpWu9o9gev/XAr3/BPc+yO4veV/s5u+KRvdDUqkQWNQIklSbjop34KGE7haCErWPjj+/Il/a/9+7RjdWt+Av7DJWC/Lt6SBY1AiSVJuOml0h4YTuFoISqqN5xsebf9+7RiplG4tWApDw9teY6ZEGjgGJZIk5abjoKTN8q2RWQxKpsqSgEGJNIAMSiRJyk2n5Vt1xwK3MECxLlPyu/bv146tlTnI8xY0v8byLWngGJRIkpSb6i/iQ9M4SLMuU9LCAMVqSdXGGc6UbB0Zfz5vYfNrzJRIA8egRJKk3NSVb02n0b2D8q2RtbB1BqeoV7NAE2ZKKoGYmRJpIBiUSJKUm45P36oEJVvaLN8C2PhY+/dsVV2mZIKgpPozmymRBoJBiSRJuanLlHRavjVFpmR067bHBs9kX8nWFjIllm9JA8egRJKk3HS1fGuKTEm1n6RmRoOSSqZk2PItaa4wKJEkKTdjHQYldadvTdHoPvLEtu/NZPnWaAunb9VlSrbO3F4kzRqDEkmSclPtKen49K0pyrca+0lghjMlrQQl1Z6SGWy6lzRrDEokScpNx+VblYnuUzW6jzy+7XszOUBxOnNKUpq5/UiaFQYlkiTlpuOgpFq+1ceZkgl7SoYgKr/CjI3O3H4kzQqDEkmSclN3JPAMl2816ymZyUxJKz0lUB+M2ewuZc+gRJKk3PT69K2ZnOreSvkW1Jdw2VciZc+gRJKk3FQzA9VfzltVPX1ry3oYG5v42p42ui+c+LpqhsgTuKTsGZRIkpSbuvKtaQQlQ8Ow3aLx15M1uzct35qlie6TZYEam90lZc2gRJKk3HRavgX1ze6TBSXNMiVb1sNTm6Z336lUA65JMyXVY4ENSqTcGZRIkpSbuqBkGpkSaL3ZvVmmBGau2b2aKZk3ScBVV75lT4mUO4MSSZJy02n5FrQelNRlSmL86Uw1u7faU1JXvmVPiZQ7gxJJknJT/SV8uuVb81ucVVLNlDxdxpl+AAAgAElEQVTjuePPZyxT0uqRwNXTtyzfknJnUCJJUm6qmZLpnL4F9VPdJ82UVI4E3mXf8eezEZRMNDwR6oMSG92l7BmUSJKUm9kq3xobhc2VoGTZPuPPZ+pY4NFplG+ZKZGyZ1AiSVJuRrtQvtXK6Vub11WuXwI7PnP89UwFJXXlW5M1uhuUSIPEoESSpNx0PVOyrvk11Sb3hc+ARbuOv944Q7NKWm50r5y+ZfmWlD2DEkmScjNb5VvVJvftl9YHJbORKZksC1Q3p8TTt6TcGZRIkpSbrpy+VQ1KJijf2iZTssv465lqdG+1p6SufMs5JVLuDEokScpNV07fajNTsnDp7AQlrQ5PtHxLGigGJZIk5Wa2yreqmZLtnwE7VIKSGRueWPnZWs6UGJRIuTMokSQpN3Wnb003KGnh9K2RhvKtBYvHZ4c8tRG2bJjevSdTzZRMOqek2lNiUCLlzqBEkqTc1GVKpnskcJunb23/DIiY+Wb36s822UT3IYcnSoPEoESSpNxUfwmfdqakOtG9xUwJwKKdx9/bMAPHAtf1lEyWKan0lJgpkbJnUCJJUm6qv4RPt9F9fqV8q6Wekp2Kx5nMlIxuhTRWPI+h+mb2RnWZEo8ElnJnUCJJUm66Xr410elba8ef1zIlM9ns3thPEjHxtXU9JR4JLOXOoESSpNyMdqF8a/4ioPylf+um5gMIRxp6SqDhWOBuZ0pa7CcBy7ekAWNQIklSbroRlETUZ0u2NMmWNA5PhIbyrRnMlEx2HDBYviUNGIMSSZJy043yLZi6hGvKTMlMBiVT/FweCSwNFIMSSZJyklL96VvTbXSHhqCk4QSusbGGnpKlxeNMNrq3OjgRGsq37CmRcmdQIklSTqqlSjEMQx38X/lkJ3BtWT9+EtZ2i8bLxGaz0X0ylm9JA8WgRJKknHSrdAsmL99qHJxYM5PlW201uleCEsu3pOwZlEiSlJNuNLnXTNbo3mxwImx7+lZKne2hqtXBiVD/szvRXcqeQYkkSTmZqaCk1UzJ/EWw3Q7lXrZMPONkOra2kSmplm/ZUyJlz6BEkqScVLMCM1m+NVGmBGZuVkk7PSV15Vv2lEi5MyiRJCkn1axAJydvweSnb1VP3tq+ISipa3Z/rLM9VI1uHn/eTqbE8i0pewYlkiTlpJvlW3Wnb62r/6zZ4MSamToWeGsbQYmN7tJAMSiRJCknoz0o32rMlBiUSOoygxJJknJSdyTwvImva8WCJePPtzSUb02aKdl5/Hk3jwWuBiVtzSkxKJFyZ1AiSVJOupopmWR4YsuZki4GJe30lNRNdDcokXJnUCJJUk5m6/StukzJ0vrPZmqqe1vlW5Wf3YnuUvYMSiRJyknd6Vudlm9NdvpWrxvdF05+rXNKpIFiUCJJUk66Wb7V6ulb25RvVeeUdDNTUp1TMsXPZvmWNFAMSiRJyklXJ7pP0uje8vDEbvaUVCe6t5EpsXxLyp5BiSRJOak7faubwxMrPSUpTZ4paewpSamzfdRUMyXt9JSYKZGyZ1AiSVJOqlmBTsu35i0Y70sZ3TLe07FlA6TR8prttw0QtlsI8xeP76eaVenEtOeU2FMi5c6gRJKknNQ1uneYKYlo3uw+2XHANTNRwtVOUFJt8rd8S8qeQYkkSTnpZvkWjGc8YLzZfbLBiTUzMaukneGJTnSXBopBiSRJOenm6VvQvK+k7UxJl44FHm3jSOC6nhLLt6TcGZRIkpSTbp6+BfVBSe0ErpYyJTMQlNSVb00RcFm+JQ0UgxJJknLS7fKtBdVZJU0yJY3T3GvqTuB6rPN9QHvDEy3fkgaKQYkkSTkZm4XyrcmOA66ZianudT0lUw1PrHw+ZlAi5a7nQUlEvDIivhsRD0XE5vLxuoh4Y5NrV0TENRGxJiI2RsQdEfG+iBie5PuPiogbImJtRDwZEasi4sQp9nRiRNxSXr+2XH/UJNcPl/u4IyI2lfu7JiJWTLJm+4j4VETcFREjEfFIRFweEftPtjdJ0hxXzQp0evoWTN1TMpuN7u30lDSWb3VrVoqknuhpUBIRHwNuBA4DrgXOA64GdgIOb7j26Mq13wO+CswHLgAuneD7Tyu/70XAt4GvA88GLo6IcydYcy5wMbB7ef23gRcDV5ff13h9lPe/oNzPheX+DgNuLPfduGYB8EPgLGAd8CXgR8AxwK0R8bJme5MkaWZP32onU7Lz+POuZUqqwxOnyJRE1AcmlnBJWZs39SUzIyKOA/6a4pfxt6SU1jd8vl3l+RKKAGEUODyldGv5/seB64FjI+KElNKllTXLgXOBNcBBKaXV5ftnA78AzoyI76aUfl5ZswI4E7gPODil9Hj5/heA24BzI+L7te8qnQAcC6wEXpNSGinXXAT8DPh6RFzf8POdARwKXAEcn1IaK9dcBlwJfDMiXlx7X5Kkp81ko3uvMyVbKwHXVJkSKDJFtSb3saco/m1QUo56kimJiCHg88BG4M8aAxKAlFL1nzyOBXYFLq0FJOU1I8DHypd/0fAVJwMLgAurQUQZaHymfHlKw5ra60/XApJyzWqKzMwC4M8b1tTu+7FaQFKu+QVwWbnvY2vvl5mV2n0+VA08UkpXATcBvwe8CkmSGs3kkcC107dG1o6/N1GmpK7RvVtBSSVTMtWcEmg4FthMiZSzXpVvrQD2Aq4BHo+IP46I/x4RfxkRhzS5/ojy8domn91IEdysKMuiWlnzg4ZrprWmvN+K8v43tXiffYDnAnenlB5oY2+SJDU0unf79K02hifuUCnf2vgYjHUhuV8tTZtqojvAsOVb0qDoVfnWweXjb4HbKXo2nhYRNwLHppRqRaovKB/vbvyilNLWiHgA+H1gb+BXLax5KCI2AHtExA4ppY0RsQh4DvBkSumhJnu+p3zcr/Le84Fh4P6UUrND0putmXBfk6yRJKlQ/cV9NhrdJ8qUzJtfBCwjT0Aag02P1/eZTEddT0kLQUn15/cELilrvQpKnlk+ngI8ALwWWAU8j6LZ/fXAPzLe7F47JL2ST65Te7/6N2craxaV122cwXt0Y01TEXHbBB+9cKq1kqRMdb18a8n4881tDE+EYoBiLYDZ8LvOgpLRrUVwAxBD9U3sE3FWiTQwelW+VTvCNygyIj9OKT2ZUvpXihOoHgReNUEpVzNRPrZzHuB01szGPaa7L0nSXNDtRvf5DcMTU2otUwLdnVVSlyVZWJyuNZXqz+9UdylrvcqU1JrI708p/Z/qBymlTRHxT8B/Bf4Q+Dnj2YMJxspS+2eeavZhLbBLuabZqNnamnUNaye6R7MMx3T31e6aplJKBzZ7v8ygHDDVeklShro+0b2hfOupTeP3GF4A220/8dq6vpIOm93bGZxYUy3fqv65SMpOrzIld5WPT0zweS1oqf1NWLt+mz6LiJhH0TS/Fbi/yT2ardmdonTrwZTSRoCU0gbgN8CO5eeN9i0fq70g91IcU7x3uY9W1ky4r0nWSJJUmOnTt+qOA57o389K3TwWuJ3BiTWWb0kDo1dByY0UQcS+EdHsb9QXlY+ry8fry8c3NLn2MGAHYGVKqfI32qRrjmy4ZlpryvutLO//yhbvcx/w78B+EbFXG3uTJGkGTt+qZkrWtTY4saabQUk7gxNr6qa6G5RIOetJUJJSepRihsdSiqnmT4uIP6JodF/L+NG8VwCPAidExEGVaxcC55Qv/67hNt8CNgOnlYMUa2t2Aj5SvryoYU3t9UfL62prlgOnlt/3rYY1tfueU+6ntuZg4Hjgd8B3Kz97qtznb8qZLbU1R1MEN3cCP0WSpEbVjEA3Tt9q7ClpZXBizaLKrJKOe0raHJwIDXNK7CmRctazie4UU81fRhEAHAbcQnH61jEUJVHvSik9AZBSWhcR76IITm6IiEspJrW/ieKI3SsogpynpZQeiIgPAl8Gbi2npW+hGGS4B3BedZp7uWZlRJxf7u2OiLiCYjzs8cAy4L0N09wBLgXeUn7vLyPiamDncs1w+XOsa1hzPnBUuWZVRPyYYnbJcRQngZ3sNHdJUlN1PSVdKN+aN78IAraOFKdfra+cij9lpqSbQUmbgxOhoXzLnhIpZ70q3yKl9AhFUHIBsCdwOsXAwP8FvDKl9I8N119JMeX8RuCtwHuBpygCiBPKDETjPb5CEbj8K/AO4N3Aw8BJKaUPTLCvM4GTyuveXa77V+BPUkoXNrk+AX9a7mNrua+3lPs8rJzS3rhmM8UxyGdTHP37fuCPgCuBg1NKq5rtTZKkrveUQH22ZO2D48+nypTUTXVvdqZMG9odnAiWb0kDpJeZElJKayh+mT+jxetvBt7Y5j2uBq5uc80lwCVtXL+VIri6oI01m4BPlP9JktSauqCkS/83vmDx+OlZT/zH+Ptt9ZR080jg6WRKLN+SctazTIkkSZqGsRnIlFSb3ddWgpIpe0q62eg+jUxJ9ec3UyJlzaBEkqScVMucutHoDg1BSaV8a6pMyQ7LeHrm76Y1nWUrptNTUi3fsqdEyppBiSRJOen2RHeoD0qeaCNTMjRcBialTWumv4e6OSWWb0lzjUGJJEk5mYlG97pZJWvHn0+VKYH6ZvdO+kq2TiMoqWaKLN+SsmZQIklSTuqOBO5SpqR6+lbVVBPdoXvN7tMJSpzoLg0MgxJJknIy0+VbVVOVbwEs2nn8eSfN7tWgxDkl0pxjUCJJUk5m5PStJc3fb6V8qxrQbNkw/T1Mp6ekrnzLnhIpZwYlkiTlZEZO35qofKuFoKRa+tVJUFJXvrWwtTWWb0kDw6BEkqRcjI1CGitfRHH6VTc0K98amgfzF029drsdxp8/1a2gZBrlWza6S1kzKJEkKReNJ29FdOd7mwUlC5/R2vfPrwQlWzZOfw/Tmeg+ZKZEGhQGJZIk5WImTt6C5qdvtdJPArBdJZvyVCdBSaeN7gYlUs4MSiRJykW1mbubQUmzRvdW+kmgvsRry5PT30OnwxMt35KyZlAiSVIuZqLJHZqXb7WaKakLSrqUKbF8S5pzDEokScpFXflWl44Dhuanb7WaKalrdJ/loMTyLWlgGJRIkpSLmRicCB1mSqqN7l06favVnpKheePPLd+SsmZQIklSLmYqKGnW6L5waftruzY8sdU5JZVs0ajDE6WcGZRIkpSLmSrfGhquP0ULely+1eLPVle+tWXi6yT1PYMSSZJyMTZDmRLYtoRrWuVb3QpKWsyUWL4lDQyDEkmSclEt3+rm6VuwbVDScqakOqekWz0l08mUGJRIOTMokSQpFzNVvgXbnsA1rSOBe9hTMmZPiZQzgxJJknIxU43u0EGmZHsgiudbR2BsdHr33zoy/rzVnpIhe0qkQWFQIklSLmYyKJk/zZ6SiO40u2+tBBUtZ0oqPSWWb0lZMyiRJCkXdY3u3S7fmmamBLrT7F6XKWm10b0SmFm+JWXNoESSpFxUS5SqJ091QzUoieHmAxUnUtdX8uT07j+dfpm6OSVmSqScGZRIkpSL0ZnMlFQa3RcuLcqyWlV3AtcsZkrqyrfsKZFyZlAiSVIuZjQoqWRGWp3mXtNp+dboVkhjxfMYqg82JmP5ljQwDEokScpFXYlTt8u3low/b7XJvaba6D6d8q3pZEnAOSXSADEokSQpFzOZKZlfLd9qMyiprp1O+dZ0BidCfVDiRHcpawYlkiTlYiZP39plv/Hnu76gvbUdl29NY3AiNMwpMSiRctbl3K8kSZoxM3n61h4Hwhs+D2vug1e8v721dXNKpjHVfTqDE8HyLWmAGJRIkpSLmSzfAnj5KdNbV3ck8HSCkmkMToT6PwPLt6SsWb4lSVIuZjooma66oGQ6PSWVTMnwgtbXVbNFo56+JeXMoESSpFzM5Olbnei0fKv6c81rIyipK99yTomUM4MSSZJyUZ3FMaiZknaCkiFP35IGhUGJJEm5qMuU9FFQUjenpNOeknaCkmGgnDyfxmBsrP17S+oLBiWSJOViJk/f6kQ1U9Lp6Vvt9JREOKtEGhAGJZIk5WJ0QMu36uaUtBGUQMOsEvtKpFwZlEiSlIu68q3tJr5uttU1unc40b2dI4GhvuHfWSVStgxKJEnKRb8GJXUT3Z9sf31dUNJmBqhuVonHAku5MiiRJCkXfXv61o7jz6d1+lYHmRLLt6SBYFAiSVIu6hrd+yhT0mn5VrWnpN1gy/ItaSAYlEiSlIu+Ld+qNrpP5/StLmVKLN+SsmVQIklSLvr19K2O55R0cPpW9c/BTImULYMSSZJy0a+ZknkLIIaL52NPtR8cTHeiOzSUb9lTIuXKoESSpFxUhwP2U1AS0VkJVzVT0s7wRLB8SxoQBiWSJOWimoHop/It6KzZvZPhidXgzPItKVsGJZIk5aJfT9+ChlklHWRKOukpGTMokXJlUCJJUi5G+7R8C7pXvtVuUDJkT4k0CAxKJEnKRT8HJdtVgpJ2y7c66SmpK9+yp0TKlUGJJEm5qDt9q896SurKtzrpKelkTonlW1KuDEokScpFv56+BQ2zSp5sb21d+Va7E91tdJcGgUGJJEm5qP7S3XeN7juOP++kfKvdTIlBiTQQDEokScpFPx8J3KvTtyzfkgaCQYkkSTlIKZ/yrU7mlHTU6G5QIuXKoESSpBzUlW7NK6ao95OOjgQeGX/eyfBEJ7pL2TIokSQpB2N9XLoFHQYllVPFOinfck6JlC2DEkmSclB3HHCflW5BZ+VbdZmSdhvdq8MTLd+ScmVQIklSDvr55C1oyJS021PSwfyV6vU2ukvZMiiRJCkH/XzyFkx/TklKnWVKhpzoLg0CgxJJknJQl02YN/F1vTLdOSVjWyGNFc9jqP2fra58y54SKVcGJZIk5aDfMyV1c0raCEo6GZwIzimRBoRBiSRJOej307fqGt3bOH2rGpRM5+eqrrF8S8pW3wQlEfH2iEjlf++c4JqjIuKGiFgbEU9GxKqIOHGK7z0xIm4pr19brj9qkuuHI+J9EXFHRGyKiDURcU1ErJhkzfYR8amIuCsiRiLikYi4PCL2n2TNsoj4YkSsjojNEfGfEfHNiNhjsp9HkjRHVUuThvqxfGuaRwKPdpgpGTZTIg2CvghKImJP4CvAhJ1xEXEacDXwIuDbwNeBZwMXR8S5E6w5F7gY2L28/tvAi4Gry+9rvD6AS4ELgPnAhcD3gMOAGyPi6CZrFgA/BM4C1gFfAn4EHAPcGhEva7JmZ+DnwF8C95X3uwX4c+C2iNh7oj8HSdIcVc0C9GOmZLqnb9U1uU/j5xqyp0QaBD3/p5YyEPgW8BjwP4APNLlmOXAusAY4KKW0unz/bOAXwJkR8d2U0s8ra1YAZ1L80n9wSunx8v0vALcB50bE92vfVToBOBZYCbwmpTRSrrkI+Bnw9Yi4PqW0vrLmDOBQ4Arg+JSKbr2IuAy4EvhmRLy49n7pM8B+wAUppTMqez6dIqj5W+ANrfz5SZLmiE6OzZ0N051TUjc4scNMieVbUrb6IVNyOnAERZZgonzvycAC4MJqEFEGGp8pX57SsKb2+tO1gKRcsxr4avl9f96w5i/Kx4/VApJyzS+Ay4BdKYIW4OmAqnafD1UDj5TSVcBNwO8Br6qsWQS8vfxZP9Fw/wuB1cDrzZZIkur0/elb1UzJk8VRv62oZkqG25zmDs4pkQZET4OSsufic8CXUko3TnLpEeXjtU0++0HDNdNaU5ZhrQA2UgQTrdxnH+C5wN0ppQdaXHMIsD1wc0PGhTKoua58+eom3ydJmqvG+rx8a3i78ZOw0lh9A/tkqsHWvGkEJZZvSQOhZ//UEhHzgL8H/h34yBSXv6B8vLvxg5TSQxGxAdgjInZIKW0ssxHPAZ5MKT3U5PvuKR/3q7z3fGAYuD+l1Cz/22zNhPvq8pqmIuK2CT564VRrJUmZ6ffyLSiyJSNPFM+f2gjbtVCO1cngRLB8SxoQvcyUnAW8FDgppbRpimuXlo9rJ/h8bcN1rV7/jGncoxdrJElzXb+fvgXTO4GrrqdkOo3unr4lDYKe/K0WEX9IkR05r9qc3slXlo8tFrA+rZ3rp3OPGV2TUjqw6RcUGZQD2rinJKnf9fvpW1Df7N5yUNLNTIlBiZSrWc+UVMq27gY+3uKyxkxIoyXl47oWr2+WrWj1Hr1YI0ma67Io35rGAMXRTocnGpRIg6AX5Vs7UvRL7A+MVAYmJsZPo/p6+d4Xy9d3lY/b9FlExO7AIuDBlNJGgJTSBuA3wI7l5432LR+rfR33AqPA3mXg1MqaCffV5TWSpLmu30/fApi/4/jzVmeVbO1weKLlW9JA6MXfapuB/3uCzw6g6DP5GcUv77XSruspZoG8ofJezZGVa6qupzh69w0Uc1AmXZNS2hwRK4FXlv/9pIX73EfRqL9fROzV5ASuZmv+GdgEHBoRi6sncEXEEPC68mXj/SVJc1m/n74F05tVUheUmCmR5qpZz5SklDallN7Z7D/gf5aXXVK+d1n5+lsUwcxp5SBFACJiJ8ZP7rqo4Va11x8tr6utWQ6cWn5fY7Dyd+XjORGxsLLmYOB44HfAdys/S6rc52/KoKK25miK4OZO4KeVNU9SlK8tAj7ZcP/TgOXAP6WU7keSpJq6RvftJr6ul6rlW1uebG1Np5mSYTMl0iDo0/xvvZTSAxHxQeDLwK3ltPQtFIMM96BJw3xKaWVEnE8xcf2OiLgCmE8RXCwD3tswzR3gUuAt5ff+MiKuBnYu1wwD70oprWtYcz5wVLlmVUT8mGJ2yXEUM09ObpjmDkUgdThwRkS8BLiFopztaOARiqBJkqRx1SzAcJ8GJdtVT99qMVPSaU/JkJkSaRD0w0T3lqSUvgK8CfhX4B3Au4GHKY4U/sAEa84ETiqve3e57l+BP0kpXdjk+gT8KUUgsxV4L0WQciNwWDmlvXHNZuC1wNkUx/i+H/gj4Erg4JTSqiZrHqMYovhlivkoZwIvo8jcHJhSuq+VPxNJ0hxSF5T0aflW9UjgaZVvefqWNFf1VaYkpfRJti1pqn5+NXB1m995CXBJG9dvBS4o/2t1zSaKJv1PTHVtZc0a4C/L/yRJmlxdo3ufZkrmd3ok8DQmulu+JQ2EbDIlkiTNaWO5lW+1GpRUMyXTCEqGnOguDQKDEkmScpBF+VaHp28Nd5gpqWaTJGXFoESSpBxkcfrWNDIlo51mSiqV6JZvSdkyKJEkKQe5nb41rUb36WRKKlkjy7ekbBmUSJKUg9zKt2arp8RGd2kgGJRIkpSDHE7f2q7ToGQaRwIPNfSUpNT+d0jqOYMSSZJykMPpW/N3HH/eavnWaIeN7kNDEJVfZ8ZG2/8OST1nUCJJUg6q5Vt92+hezZTMUk8J1JezWcIlZcmgRJKkHOTQU1JXvvVka2u6EZQMOdVdyp1BiSRJOcihp2R+D07fAhiuHAtsUCJlyaBEkqQc5HAkcN2cklnqKYH6TInlW1KWDEokScrBWGblW09thLGxqddsHRl/3o2eEjMlUpYMSiRJykEO5VtDw5VjfRNs3TT1mq2Vn6sb5VtmSqQsGZRIkpSDHE7fgoZm9xZKuOoyJdOYUwI2uksDwKBEkqQc5HD6FjTMKmlhgGJdBmiaP9ewQYmUO4MSSZJykEP5FrQ3qySl7mRKhm10l3JnUCJJUg5yOH0LGsq3psiUjG2FVDbDx1B9b0g7LN+SsmdQIklSDnI4fQsaZpVMEZTUzSiZZpYELN+SBoBBiSRJOaiWb/Vzo3s7s0qqQUkngdaQp29JuTMokSQpB6Nbx5/nUr411VT30W5lSqpzSrZOfJ2kvmVQIklSDrpxStVsqGt0f3Lya7sxOBEayre2THydpL5lUCJJUg5yOX1ru3bKt7owOBEs35IGgEGJJEn9bmwUSMXzGComp/erthrdu5UpqZZvGZRIOTIokSSp3+VSugXtzSmp+7m6VL41Zk+JlCODEkmS+l0uJ29BQ/lWO5mSDhrdh+wpkXJnUCJJUr/L5eQtqM+UTFm+Ve0p6SADVB26aPmWlCWDEkmS+l1W5Vs7jj+fstG9S5mS6p+J5VtSlgxKJEnqd7mcvAX1c0qmKt8a7dbwRCe6S7kzKJEkqd+N5Vq+1cZE944yJdXyLXtKpBwZlEiS1O9yKt9qq9G9GpR0KVNi+ZaUJYMSSZL6XbUkqd9P36qbUzJbmRLnlEi5MyiRJKnfVX/Rzql8q50jgTvJAA070V3KnUGJJEn9LqtG9zbKt6o/V9fmlBiUSDkyKJEkqd9V//W/33tK2mp0rx4J3KWJ7gYlUpYMSiRJ6nc5ZUrmbQ9E8XzrCIyNTnxtXU9Jl4ISy7ekLBmUSJLU73JqdB8aan1WSbca3S3fkrJnUCJJUr/LqdEdWi/h6tbwRMu3pOwZlEiS1O9ymlMCvc2UWL4lZcmgRJKkfpddpmTH8eeTZUq6NTzRTImUPYMSSZL63VhuQcksZ0qGnegu5c6gRJKkfjeo5Vt1PSUdnL5V1+i+ZeLrJPUtgxJJkvrdaOVf//v99C2A+ZUBii2Xb3VyJHBlorvlW1KWDEokSep3Oc0pgfqgZMtsBCWV7JHlW1KWDEokSep3uQUldeVbT058XbeCEsu3pOwZlEiS1O+q//qfQ09Jq+Vb3eopsXxLyp5BiSRJ/S7rTMlk5Vsj488t35LmNIMSSZL6XTUoya7RfbIjgSs/V9fKt8yUSDkyKJEkqd+NZly+NemckmqmpEtzSuwpkbJkUCJJUr8b2PKtak9JB8HWUKWnxPItKUsGJZIk9bvcgpLqRPeJyrdSqm907yhTUgloLN+SsmRQIklSv8vu9K0dx59PlCkZ2wpprHgew/UnaLWrGqiNGZRIOTIokSSp39VlSjIISurKtybIlHRrRgnUl2+ZKZGyZFAiSVK/q/6iPdRBRmG2tFK+1c2gZNjTt6TcGZRIktTvqr9oZ5EpqZ6+NUH5VrcGJ0LDnBKDEilHBiWSJPW77BrdW5jo3iIXSn8AACAASURBVK3BibDt6VspdfZ9kmadQYkkSf2u+q//uQUlW55sfk23BicCRNhXImXOoESSpH6XXflWC3NKupkpgfqp7pZwSdkxKJEkqd9Vy7eGMsiUzFsAUf6KMfZU88xFXUlaF4ISZ5VIWTMokSSp341mVr4V0TCrpMkJXHWZkg4GJ9YMO9VdyplBiSRJ/S638i2YelZJXU9JF36magapmoWRlAWDEkmS+l1up29Bw6ySJn0lXc+UOKtEyllPgpKI2Dki3hkR34uIeyNiU0SsjYifRcR/jYim+4qIFRFxTUSsiYiNEXFHRLwvIoYnuddREXFD+f1PRsSqiDhxiv2dGBG3lNevLdcfNcn1w+U+7ih/ljXlPldMsmb7iPhURNwVESMR8UhEXB4R+0+2N0nSHJTb6VvQMKukSaakbk5JFzIl1T8Xy7ek7PQqU3Ic8HXgZcAq4IvAd4EXAd8ALo+IqC6IiKOBG4HDgO8BXwXmAxcAlza7SUScBlxdfu+3y3s+G7g4Is6dYM25wMXA7uX13wZeDFxdfl/j9VHe/4JyPxeW+zsMuLHcd+OaBcAPgbOAdcCXgB8BxwC3RsTLmu1NkjRH5Vi+NWWmpDrRvQuZkiEzJVLO5k19yYy4G3gT8L9SSmO1NyPiI8AtwFuBt1AEKkTEEooAYRQ4PKV0a/n+x4HrgWMj4oSU0qWV71oOnAusAQ5KKa0u3z8b+AVwZkR8N6X088qaFcCZwH3AwSmlx8v3vwDcBpwbEd+vfVfpBOBYYCXwmpTSSLnmIuBnwNcj4vqU0vrKmjOAQ4ErgONrfwYRcRlwJfDNiHhx9c9GkjSHVX/JzuH0LWiYVdKsp6QalHQ5U2JPiZSdnmRKUkrXp5SubvylO6X0MHBR+fLwykfHArsCl9YCkvL6EeBj5cu/aLjNycAC4MJqEFEGGp8pX57SsKb2+tO1gKRcs5oiM7MA+POGNbX7fqwWkJRrfgFcVu772Nr7ZWaldp8PVf8MUkpXATcBvwe8CkmSIL/Tt6CFRvduZ0qqp2+ZKZFy04+N7rW/SaoFoUeUj9c2uf5GYCOwoiyLamXNDxqumdaa8n4ryvvf1OJ99gGeC9ydUnqgjb1JkuaqLBvdK5mSqRrdu9JTUp1TYk+JlJtelW81FRHzgHeUL6uBwQvKx7sb16SUtkbEA8DvA3sDv2phzUMRsQHYIyJ2SCltjIhFwHOAJ1NKDzXZ3j3l436V954PDAP3p5Sa/Q3YbM2E+5pkTVMRcdsEH71wqrWSpIyMZdhTMlWmpBpodfv0LTMlUnb6LVPyOYqm9GtSSv9UeX9p+bh2gnW1958xjTVLGx5n4h6drpEkzVVjY/WnSQ311b8nTmzKnpIuHwlc/XOxp0TKTt/8zRYRp1M0mf8aeHu7y8vHNMNrZuMeLa9JKR3Y9AuKDMoBbdxTktSvxhqa3OsPp+xfU5ZvdbvR3fItKWd9kSmJiFMpjsW9E3h1SmlNwyWNWY1GSxqua2fNuhavb5bhmMl9TZRJkSTNJTkeBwyz3+hu+ZaUtZ4HJRHxPorZHv8fRUDycJPL7ioft+mzKPtQ9qJojL+/xTW7A4uAB1NKGwFSShuA3wA7lp832rd8rPaC3EtxTPHe5T5aWTPhviZZI0maq3Jscoepy7e6PTzR8i0paz0NSiLiv1MMHfzfFAHJIxNcen35+IYmnx0G7ACsTClV/oabdM2RDddMa015v5Xl/V/Z4n3uA/4d2C8i9mpjb5KkuSjH44ChzfKtLmdKLN+SstOzoKQcfPg5iqGEr0kpPTrJ5VcAjwInRMRBle9YCJxTvvy7hjXfAjYDp5WDFGtrdgI+Ur68qGFN7fVHy+tqa5YDp5bf962GNbX7nlPup7bmYOB44HeUQyABUkqpcp+/iYihypqjKYKbO4GfIklSjidvQZvlW13uKbF8S8pOTxrdI+JE4GyK0qebgNNj28a91SmliwFSSusi4l0UwckNEXEpxaT2N1EcsXsFxaDCp6WUHoiIDwJfBm4tp6VvoRhkuAdwXnWae7lmZUScTzFx/Y6IuAKYTxFcLAPe2zDNHeBSiunzxwK/jIirgZ3LNcPAu1JK6xrWnA8cVa5ZFRE/pphdchzFzJOTneYuSQIGo3xrNjIldeVbBiVSbnp1+latbGkYeN8E1/wUuLj2IqV0ZUS8Cvgo8FZgIUVPxxnAl8sMRJ2U0lciYjXwAYr5J0MUWYiPpZQuaXbTlNKZEXEHcBrwbmAMuB34Qkrp+02uTxHxpxRlXCcD7wVGKIY6npNSWtlkzeaIeC3wV8CfAe+naLi/EvhESunOCf5MJElzTbUUaSijoGTKOSXVnpIF237errryLXtKpNz0JChJKX0S+OQ01t0MvLHNNVcDV7e55hKgadAywfVbKXpjLmhjzSbgE+V/kiQ1V5cpyah8q67RfapMSReCkmrANmZPiZSbnp++JUmSJjEQ5VtT9ZR0O1Ni+ZaUG4MSSZL6WfVf/XMKSurKt2YhU+KcEilrBiWSJPWzbMu3ZrmnZMhMiZQzgxJJkvpZNSgZ6tX5NNOwXUP5VuN5NFtHxp9bviXNeQYlkiT1s+rpWzllSubNH89epLH6ci2ArZVgy/Itac4zKJEkqZ/lWr4F9SVctVklGx6Du6+DzZURXt2YUzJv+/HnzcrFJPW1jPLAkiTNQXVBSWb/t73dIhhZWzy/8i/gd7+Gx1dve103MiWLdxt/vu6hzr9P0qzK7G83SZLmmLFMy7eg/ljgu69tfs1zD6m/brqWPGf8+brfdP59kmaVQYkkSf0s5/KtJc+Gx+6pf294Puz2B/CcA2GPg2D/N3XvXjXr/rM73ylp1hiUSJLUz6onSeV0+hbA686BGz4HCxYXAchzDoRnvahogv//27vzKEnKMt/j3ycyqxd6o5uWRRuppls2R1HZF8dGRlxGjzoqXB2ZHtyu486AZ67HDXCdEVEBt+uI6DhzvDIecbnqRYFGZRFUENRm6aYLoZu1m96Xqsx47h/vm1WZ2ZlVmVlZFZFVv885cSIz1jfyzYg3n4wnIrpt7gFgSbiofsdj4UL6iViPiEyIHju6iYiITDPVQUmvnSk56Nnw+v+anHUVijD3QNgWz5JsexgWHjI56xaRcdPdt0RERPKsl9O3JltNCpeuKxHpJQpKRERE8qz6mRu9dvetyabrSkR6loISERGRPOvl9K3JpjtwifQsBSUiIiJ5Vp2+lfQ1n050pkSkhykoERERybOaMyUKSkala0pEepaCEhERkTxT+lbratK3dKZEpJcoKBEREcmzmrtv6UzJqJS+JdKzFJSIiIjkWar0rZbNO2jk9bZHas8yiUiuKSgRERHJM6Vvta44A+bsH984bH800+KISOsUlIiIiORZdVCiu2+NTSlcIj1JQYmIiEie6ZqS9uhZJSI9SUGJiIhInil9qz06UyLSkxSUiIiI5JkudG+PghKRnqSgREREJM+UvtUepW+J9CQFJSIiInmmC93bozMlIj1JQYmIiEie6ZqS9igoEelJCkpERETyTOlb7akOSrY9DGk5u7KISMsUlIiIiORZWRe6t6VvNsxeFF6nJdjxeLblEZGWKCgRERHJs1TpW23Txe4iPUdBiYiISJ4pfat9uq5EpOcoKBEREcmzcmnkte6+1RoFJSI9R0GJiIhIntWcKVH6VkuUviXScxSUiIiI5JnSt9qnMyUiPUdBiYiISJ6lVelbCkpao6BEpOcoKBEREckzpW+1T+lbIj1HQYmIiEheudcGJbrQvTXzDxp5vXVD+BxFJNcUlIiIiORV9dPIrQCJmu2WzJwHMxeE1+VB2Lkx2/KIyJh0dBMREckrpW51boFSuER6iYISERGRvNKdtzqni91FeoqCEhERkbzSnbc6VxOU6EyJSN4pKBEREckrpW91ruYOXDpTIpJ3CkpERETyqjw08lp33mqP0rdEeoqCEhERkbyqDkqUvtUepW+J9BQFJSIiInml9K3OKX1LpKcoKBEREcmrtPpMSTG7cvSi+vQtPUBRJNcUlIiIiORVTfqWzpS0ZeZ8mDE3vB7aCbs3Z1seERmVghIREZG8UvpW58x0sbtID1FQIiIiklc1d99S+lbbFJSI9AwFJSIiInml9K3xqbnYXXfgEskzBSUiIiJ5VZO+pVsCt01nSkR6hoISERGRvEr1nJJx0bNKRHqGghIREZG8UvrW+OhZJSI9Q0GJiIhIXtVc6K4zJW1T+pZIz1BQIiIikle6pmR8dKZEpGcoKBEREckrPadkfGYvhOKs8HrPVti9NdvyiEhTCkpERETyKi2NvNaZkvbVP0Bx28PZlUVERqWgREREJK+UvjV+elaJSE9QUCIiIpJXSt8aP13sLtITFJSIiIjkVbkqfUt33+qMghKRnqCgREREJK+UvjV+St8S6QkKSkRERPJKQcn46UyJSE9QUJIhM1tiZleY2QYz22NmA2b2eTNbmHXZREQkB2ruvqVrSsay7okd3P1I3W1/FZSI9IRi1gWYrsxsGXATsD/wA+Bu4HjgvcBLzOwUd9+YYRFFRCRrk3SmxN25ee1Gvv7rdTyydTdnHnswZx57MLNnFCZsnd205rHtXPLze/jJXY8AcNKh+3Huiw7j+KWLlL4l0iMUlGTnS4SA5D3ufllloJldApwLfAJ4e0ZlExGRPCgPjbyegAvd09S55s+P8OVVa/nDQ1uGh3/0h3/i0mvv45xT+jn7xH4W7JPP1LENm3fxhV/cx1W/e5DUR4bffP9Gbv7qzZyyfD/OPX05xyZ9kA7BridhcCfM2GfCylQqp6x+eBubdg7yV0+dz35zZ07YukSmEgUlGTCzQ4EzgAHgi3WjPwq8DTjbzM5z9x2TXLyucnd2DJZ5cscgW3YNMXtGgUX7zGDB7D6SxLIunohIvlUHJVXpW+7OrqEyO/aUmdWXMGdGsa1j6mAp5erb1/OVX67l/scbNzMbdwxy8TX38uVVa/n7Ew/hzacu5YD5szrelG7atGOQL12/hm/d8gCDpbRmXCExyjFCuXHNRm5cs5Hb5iziKTwaJti6ARYv71pZBkspd63fzG/WbeLWdZv47cCTbN8zkna3fP+5HL90EScsXcTxSxdx0ILZXVu3yFSioCQbL4z9a9y95mjq7tvM7EZC0HIicO1kF65T93z1H3j6oz9nkD72eB+7vY+dsb8nDiuT8AAGGMVCQrFYoK+Q0FdIwpN3h9U2rk7jxtbwmqlGZzVTuYeG3fHQH34fx8WJUgzicDMjMSNJjASwxCiYYVZf4kal9+EyV8pt7iSUSbxMIfYrrx2jRIEyRUoUKNnIa2dknZXfIUbdR1i33dUlaVTGyjbW9n34s6rMHz4ja+HTdoqkFMwpkFKwlCIpCeErn8aypD7yiQyXz8J3ZLhfPazZtrQZ44b6htQhdSf18D0oxy9A5bNNDAo28trMale113pra7tRWes/vbBKJ3UjJZYJi//8VuraRtZvI/U+9ofQ2n4xMnXz78hwuX1kO7yq/O6QMvK5ujuYDX9myXDZQz98ryqffZgxrexrVdOPzE+zL3nTrW+8JbVzNN/msZdSU5fNPuo2Fj987Imvlw7ew6L4/lPXrOXHP7uObbuH2L6nVHNmIDGYN6uPebOKzJ/Vx/zZRebO7KPQ5MrRPzy4hUe27q4ZNqOY8LpjlrB08Ry+ceMA6zfvAmDHYJn//cv7ufLGAZ7/jMXM7Nt7oe5QTp2hcspQ2Rksp/F1SqnsJGb0FRNmFIy+QkKxEF4Xk4Skzatb0xR+veaJmh/+AM9/xmLe/+LDWTC7j8uuW8P3b18/HJysG9qXpyQhKLnrKyvZnswf3p+S+J2sMKv+TowcYM2rvznh9WDZ2bxrkDSFpYTuTAziiaUEJ3kyxZ4E+33KapwH+hLmzCyAJXGvMnz4dTK8rpHv1t7f0OrWpDKFexq6NHR4GTzF3TEzsIQkSTBLwj6VhH4rX9Dh9cTPKfEUI6Xg5diGpcNtmWOkViClEPvJcB9PMS9jaQnzSpsXXqdWxC3M41bAk/DerTDSZta2FHF/iW1S3HfS+Bpi24OH9tWchJTEU7DwWadVn3vldTufR/VnUvl+1Jexvs6G6yt80aqm95HGtp7ZcNk8HnmHf7NUfr/E3zKpwzHv+y6z5swfczvyRkFJNg6P/XubjL+PEJQcxihBiZn9rsmoIzovWue2bn2S2elOav4DGmv/LsVORERGNbB5iPXprobjUoctu4bYsmsIaDxNM/NmFjn7pEP4x1P62X9eOBOy8uR+fnjHBr5yw1rue2w7AIPllGvvfmxc2zARjj54X/7lxYdz8vLFw8Muft3RvOu05Vx63X1cfft6HvFFw+OeVfpjdwtgQDuX3qS0W0Uibdk6NEg+zmm2R0FJNhbE/pYm4yvD952EsnTNPomiCxGRibDDZ3JrWvt/UyVta/dQmR2D5baX+ZR5M3nzqUt5wwlPZ/6s2mtG+goJrzlmCa9+7tP4xepH+dKqtdzx4OZxbUO3Ld9/LuefcTgvfuYB8R//Wv2L53DJmc/hXact51dX3wvrb86glCKTr1we6wx5PikoyafhM5OjTeTuxzScOZxBeV63CzWWXa/6Bv9302YWzXAWzUzZd0bKgr4ysxiC0u7QeQruDJXL7NgzxPbdodtZlYqwd2JQ6+knraZ5JUlMwzIjSZKQnpMkcXglbcQomA+/Npxy6pTKTilNGUqdUkxNKKcpo50S8rpUpPA+lCxNing8bT1yujohARIvhbQnH6LgZQqUSLwMDilOmoYT16lbSEGqTa1uOb0tpMgkw6kMliQkWFWqUOwDZj6cKtY00SemvZU9oewJJYwSCSVPKLsNz59YTG+IH084/R1PQadpPD2d4mkY1nxbOjgAOxQKRrFg9CVJVT+hmIS0sqFySslhqOyUUkK9l2sWUb/hw2Os6vVIv3GKolnIgy+YU0jC51I0I7Ewb5pCOU0pO5Q9je+95kz/3nXd7n7RcIvqZqg+9TmSVmcGxZjKWEigYEaShLQ3J5S1vks9xSyJ25uE7U/C/phY3GavTFuZD9L6L3nDMo6iJsWihW1uaV1WddBunLRRvf5m9VFJT0sslK/y3jD2PPUE/nPfA5g3q8jcmUXmziqGtNeoVE7ZtrvE1t1DbN1VYtvuIbbuLjXdvn1mFDl+6SJm9Y3+F3+SGGc880BedNQB3LV+Cw9uav4XfyExZhRtOCU3dCFFK/WR1K6hchrSu0oppbrvcasWzunjhKX7UWjhOppDnzKXQ996LlsGXsiOh++Ox/B4PE/D8bxUrvo+VKWwDveGV1O7DxcS4+n77cOiyo0A6o9TVogHtwQsYSiFgY272LJzkHCcSEPykYfEI9K0bl3VbYYNr6OS8jNSZigWCxQLBfoKBQrFAn3FIsVikWKShGNXqUSpVI4pdSWGSilpuZVgtm5fCbnMI+2WFUiTQk2qlaVlzEuYpzX9pFCMXR9JoUix2EdS7CMpFEjLZdLSEKXSEGm5RFoeolwq4eXScHtZ+Vwqn0elLSmYV7UpI+l4MbmMmGxG2S2kaTkhjSx+7pXX5u18HvWfSeMy1tZZZeKR+Ww4LTV2VjtfzG1l+LvpYb+sHG+TpBCPo0ahkFAw46B581rYjvxRUJKNypmQBU3Gz6+briccu+xAWHZgS9P2EU4D9dSpIBGRnCoWEhbOmcHCORPzLBMz49lL9uXZS3r3qL2g/2gW9B+daRn6gGdkWgKR/NLDE7NxT+wf1mR85ZjV7JoTEREREZEpQ0FJNq6P/TPMrKYOzGwecArhMrhbJrtgIiIiIiKTTUFJBtx9LXAN0A+8s270hcAc4Fu9/owSEREREZFW6JqS7LwDuAm41MxOB1YDJwCnEdK2Pphh2UREREREJo3OlGQkni05FriSEIycBywDLgVOcveN2ZVORERERGTy6ExJhtz9QeCcrMshIiIiIpIlnSkREREREZFMKSgREREREZFMKSgREREREZFMKSgREREREZFMKSgREREREZFMKSgREREREZFMKSgREREREZFMKSgREREREZFMKSgREREREZFMKSgREREREZFMmbtnXQbpMjPbOHv27EVHHnlk1kURERERkSls9erV7Nq1a5O77zee5SgomYLMbB0wHxgYY9IEOAB4FEgnuFjSHtVNfh0JFIE/obrJE+0z+aW6ySfVS371QjtzROzfDfQDW9196XgWqKBkGjOzpwLrgae5+4asyyMjVDf5ZWZ3As9CdZMr2mfyS3WTT6qX/OqFdsbMfgfg7sd0a5m6pkRERERERDKloERERERERDKloGR62wZcGPuSL6qb/CoDD6O6yRvtM/mluskn1Ut+Tct2RteUiIi0YSLyaEVERCp6oZ3RNSUiIiIiIjLl6EyJiIiIiIhkSmdKREREREQkUwpKREREREQkUwpKREREREQkUwpKREREREQkUwpKJoCZvdbMLjOzX5nZVjNzM/v2GPOYma00s1VmtsnMdpnZOjP7rpkd1ub6Z5vZhWZ2j5ntNrPH4nKOHGWeV5vZdWa2Oc6z2sw+Ymaz2lz3s8zs383sdjN73Mz2mNmDZvYLM/s7M7Mm8xXM7H1mdmfc9k1m9hMzO7md9bdQvmlbN0226+fxM3AzKzaY5sqq8Y26I8ZTBsm/LPcZMzvezD5lZj81s0fiuh9qYb4lZnaFmW2Ix6ABM/u8mS1sdd1xOfua2fvN7D/N7M9mVopl+JtR5rlgjH3mJe2UYYzyTee6yW1bM53rpcl2qZ2Rluz15ZCu+BBwNLAdeAgYdYey8OPyKuDlwD3AfxEemPNU4PnAYcC9razYzGYCPwdOAX4LfAE4GHgd8Ldm9kJ3/03dPB+LZd4OfA/YCJxKeKjSGWb2Inff1cr6gWOAVwG3ADcBW4ADgVfEZX8bOLtu/QZ8B3ht3P7LgUXAWcAvzew17v6DFtc/lulcN/XeBZwG7AbGCnC+AGxuMPyJDtctvSOzfQZ4A/BeYAhYDRww1gxmtoxw7Nkf+AFwN3B8XM5LzOwUd9/Y4vr7gX+Lrx8ifN/HLEP0TWCgwfA1Lc7fiulcN3lua6ZzvdRTOyOtc3d1Xe4IO+AzAANWAA58e5Tpvxin+SSQNBjf18a6PxCXdVX1soBXxuF/qhv+XCAFngQOrRpuwGVxngvaWP+sJsPnA3+Oyzu+btzr4/Abq+cHjgP2AI8B81Q346uburIcDuwEPk344eRAscF0V8Zx/RO1v6jLd5fxPvOcuB/MiO8deGiMef5fnO7ddcMvicO/0sb6FwKnA4vi+8r+8DejzHNBnGaF6mZC6ya3bc10rpe6+dXOqGury7wAU70b64AELAPKwK3E58aMY10GPBDXt7TB+F/GcadVDbsoDvtMg+nnEX4UPwoUuvBZfC6u6+/HKlfVuG/FceeobrpTN4QzpLcSgqCZeWksCP9eXgb8Ctg6VkNe9bmuBFYBm4BdwDrgu8Bhbaz7eOBTwE+BR1ppyON8S4ArgA2EHzUDwOeBhR1+Bi+P27KF8C/rb4CVY8yzMtbn9jjfKuDlE1RHk7bPNFn+qPUCHBqnWUfdj7u4z2wHdgBzOlx/ZX/IRVCiumm6rty0NdO1XlA702g5bbcznZS3hXK01WYABeB9wJ1x2zcBPwFO7nb96JqS7L2ecG3PN4H5ZvZGM/uAmb3NzJY3msHM+mOe5UDdqGXA04F73X1dg1l/GvsvrBp2YOzfXz+xu28jnDbdH3hWXRlWxTKsGHXrRqbfp2q9d1UNnwmcTPg35VctlnmyTNW6+RDhn7SV7r6nyTT1Xmpm/2Jm55vZq8xsfovzteNDhFP9zwHWjzVxTHn4IaFBO5CQ8vB5wg+PYwkpD616A/C/CP+KP9rKDDHl4XfAOYQD/OcIdfVe4GYz26+N9WNm7wJ+BPwVIfXka4T0jSvN7OIm81xM2P6D4vTfJnwffhSXN9m6uc90orL/XOPuafWIuM/cCOwDnFhXhraOZy061czOi/vNWWa2uIvL7sS0qJsebGumar2ondlb2+1Mu+UdS7ttRlXK4+eAGYSUx+8Df01IeXzleMtUTdeUZO+42F8ArAWqf8i4mX0ZeI+7l1tY1uGx3yz39L7Yr96JKrmaS+snNrN5QKUhPQK4o4UyVOZdDryREGEfAPwt4QfWp9z9zqpJl8dp7nf3UotlnixTrm7M7Djgg8Cn3f23rcwTfanu/TYz+4C7f7GNZYzlXEL+9RrgBcD1Y0z/WcKZhU8BH6pvUM2sr411X0n4UfAndx80M29hni8RgsL3uPtlVeu9hLAtnwDe3srKzawfuJjwD9Sx7j4Qh18E3AacZ2bfc/ebq+Y5GTiP8N08zt2fjMM/QwiWLjazH1eWNUm6uc90opX97AzCfnbtBJWh4mN17/fEuvmIx78fJ9mUrJsp0NZMuXpRO9PUlbTfzrRb3qY6bDP+B+FszU3A6e6+O87zFeDXwNfM7LoYwI6bzpRkb//Yv4hw8fOzCKdMTyd8cd4BfLhunvXAkXGaagtif0uTdVWG71s17Mex/5b4w6jaxwmnLSHkVlf7h1iGW5usaznwUUKU/1bCD+j3Ew5U4y3zZJlSdWNms4H/IORbX9SkHPV+SbgI9BBgNuGMz/lx3OVm9rYWlzMmd7/e3e9r5QdbPEvxdsIP9g/WNxRxeUNtrPsOd7/d3Qdbmd7MDiU01AOEfPBqHyWkO5xtZnNaLMKbCCkOl1c3CLHR+GR8Wx/gVN5/otK4xHkqZZpJOIszmbq5z3Si0+PJWMezdvyBUJ+HEvaZQwjHwM2E4+EnurCOTkzVuun1tmZK1YvamVHX3VY70255W9BJm/FPsf+hSkAS57kN+D/AUwhBS1coKMleIfYfBl7t7n909+3ufh2holPgn81sRmUGdx9y97vdfW2b66r8iB3+crv7TcBXCT9s7zSzb5jZZ83sFsIpwz/FSWv+isd+JAAACrVJREFUpXH3v8Qy7Gy0Inf/mbsb4XTfckJD/Engh9Xb0kmZJ9FUq5t/I/xQWtnqgdTdr3D378Zl7nb3+939s4TT0ACfMLPCaMuYIFMt5aGyvJ81WFeztJJO5plok7nPdKLh8WSs41k73P377v4Nd18X95m/uPu/Ay8j3BHp/IxSuaZk3UyBtmaq1Yvame61Mx2xcDtnb/BnZlttRhYpjwpKsleJVn/mdbd2dfc/EC6mmkf4R2IslX80FjQZP79uusp63g68mfDPxpmEaHoQeDEjObmPtbD+vcSD51p3vwj4COE06HvGW+ZJMmXqxsxeALwT+Li7t5yG14y7/5jwb91i4KjxLq8D9SkP/0H4IfJV4F4z++IEN2KdpON1tDx3f5hw5mVJzJcnnoF5GrA9jh/v+rulm/tMJ3J7PHH33xP+Ve4DTprs9TPF66aH25opUy9qZ/KrwzZj0lMeFZRk757Yb3Rvbhg5YM1uY1nNviDPiP1GP3yucPcT3X1O7P7a3X/BSON5WwvrH0slql5RNWwN4Z/+Q63BQ5VGK/MkmEp181zCP14XWt2DqQinzAGG4rDntLA8gMdjv9UUpW6aUikPbSxvQV0/b6ko3dxnxrP+tvezSZLlPjOd6qaX2pqpVC9qZ7rbznTq9FiG6gvjO2kzJr2d0YXu2bsWeDfhjjs14qmzygFhoIVlrQX+AhxmZkt977s8vTT2r2ulYGZ2BuFAcoO7j/uuD4QoHWA44nb3PWZ2E+EBUc9n74u42ipzl02luvkj8PUm484C5hJubeuEBzSOtf4FhAvsnda2v9vqUx4q/zBeZ2avBX5PSHn4pMf83ZhKcPckla9pykM3l9eCyU5F6eY+04nK8eMMM0uqU+vizSFOIdzS8pYJWn9T8YLY58W3e91RbxJMp7rppbZmKtWL2pnJbWcaGmdaXzttRvdTHn2C7wk93TvGvkf5DMIP1hR4Ud24j8d5V9UN7yPsqMsaLK+tB/TFcfMbLGcZ4SBQAk5sMP7psQz71A0/lQYPeiJcDHVnLMNb68a18kCrvcqoummvbkb5HAZocP94wu0PlzeYfi7hloBOuKYii/2m8rCvrzUZvyaOP7rD9Y91b//PxGnOazL+8jj+n1pc3+Nx+v2ajN8ex+8T38+J77c1mX5xHP/oJNdLV/eZduul7rvR8oPgWt1nGOM5JYR/UZ/T5HOpPCBvdf1+rrppv27okbZmutXLKOsYQO1M23XTTnnHmLftNgN4Zhx2V5N5jo3jf9OtOtGZkglgZq8CXhXfVp41cZKZXRlfP+Hu5wN4uC3cSuAa4Kdm9n3CQ/aOI9wH+nGg/s4TTyM0bA8A/XXjLiHk0r4W+I2ZXUs4eLyOcLHSm3zvO0h83cwOIdwS7klCHuErCAe+t7h7o39IvkW4Pd1phAfvVFwOHGhmNxLODJRjGV9GOP18NeGfkmrfAf4ulvl2M/sR4baIZxH+qXiru29tUIa2TfO6adcRwPVmdnPcpsfi9r2I8NndD7xlHMsfj3sId7+aCikPleUtjsu7uXqEmR1EaFAe8nhRqbvvMLP1wNPM7CDfO0e4a6koWe4zZnYE4b7+1RZWrRvgfHd/our9Owi3r7zUzE6Pyz6BsD/cy953ZYJR9hkL9/WvXJh+auy/38zeGF9f7e5Xx9f7EY5hdxB+GD9M+JF8GuHW3k8Ar2+wn3dkmtdNbtuaaV4v7VI7Mwk6bDNqUh597+tKup/yOBHR53TvGHmib7NuoME8RxFur/YY4ULmBwkXUy1pMG1/s+XE8bOBCwkXIe0hHNSuAo5qMv1Kwj9HG+O6HyI8UOfZo2zjqliGFXXDzwa+RziQbI/L20C4ve1ZNHliLSGV8FzCxdu7CDt7158YOp3rZpTpB2j8D9bBcTt/H8s5RMghvZXQSM2bwH1oBaP/g1U5u/TTBuNmEhoRBw7scP2j/oNFOFvljP4U5J20+BRkQs6yAxc2GPemOO6bdcObPoF6tOX10j5T9T0YretvMN/BwDcIQcEg4cfbF4BF7e4zVftHs+6CqmnnA5cSUl0eieveTrhN8KeB/bu8n0zbuiHHbc10rpdRPpMB1M7UL2PUdqbd8rYwf9ttBuF2zQ6c1s7yOq6TiapsderUqeu0a6GxmFIpD4R/0XcTgs/+quELGUkROKlunpPj8DXAwqrh/XE5uxv9+FCnTp06db3RzrRT3qrplsUy9NUNb7vNYJJTHi0uXEQkUw1SHl5M+Be0cn/04ZSHOP2phJSHGYTc4/qUh1Pd/d6q6fsJZzYecPf+unXXpzysJJzpuKpqWE3Kg4UHa91EuEPLD9g75eFkd6+5mNPMVhFTHtx9Vd24dxP+Zd9I+Md0kJBmsgT4bPW2V83zWeCfCWfQ/jt+FmcRUlLe7e6X188jIjJd9WA701Z54zwDhBvhLPXap7O33WaYmQHfJbRFdwPVKY+zgNe4+w/olqwjVXXq1KlzV8pDHP8K4AZgG+HZJLcRHkI22ue2Mk63I853A/DyrOtTnTp16vLW9Vo702F5B5q1WXF8W20Gk5Re764zJSIiIiIikjE9PFFERERERDKloERERERERDKloERERERERDKloERERERERDKloERERERERDKloERERERERDKloERERERERDKloERERERERDKloERERERERDKloERERERERDKloERERERERDKloERERERERDKloERERHqama0wMzezVaNM0x+nGTCzf4yvW+4aLO8oM7vczP5oZlvMbNDMNpjZj8zsHDObOaEbLSIyxRSzLoCIiMgkuwO4sG5YP7ASeAC4stmMZmbABcCHAQNuAq4DtgMHAiuAlwP/Ezixm4UWEZnKFJSIiMi04u53EAKTYWa2ghCUDLj7BaPM/mHgI4Tg5XXuflv9BGb2CuB93SqviMh0oKBERESkBWa2jBCU7AFe6u6rG03n7j8ys2smtXAiIj1O15SIiIi05k2EP/OuahaQVLj7nskpkojI1KCgREREpDWnxv61mZZCRGQKUlAiIiLSmoNi/6FMSyEiMgUpKBEREWmNxf5etwgWEZHxUVAiIiK9Lo390dq0yrh0lGnGsiH2l4xjGSIi0oCCEhER6XVbYn+/UaZZHPubx7GeX8f+6eNYhoiINKCgREREet09hNv0HmZmzQKTk2L/D+NYzxVACTjTzI4YbUI90V1EpD0KSkREpKe5+27gO4Tb9X4mPnV9mJktAd4f3145jvWsBT4GzAR+YmbPazSdmb0M+HGn6xERmY708EQREZkKzgOOA84BTjKznwNbgUOAVwLzgH919xvGuZ6PAQXCQxR/a2Y3Ab8FdgAHAC8AlgO3jHM9IiLTirnrJiIiItL7zGwu8B7g1cDhwGxgI3Ab8GV3/8ko864ArgducPcVLazrKOCdwArgYGBWXNftwH8D33b3wc63RkRkelFQIiIiIiIimdI1JSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikikFJSIiIiIikqn/DzwCTICwR5GWAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "image/png": { "height": 263, "width": 402 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vmstat_timed[['bi', 'bo']].plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## System\n", "\n", "* in: The number of interrupts per second, including the clock.\n", "* cs: The number of context switches per second." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 263, "width": 390 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vmstat_timed[['in', 'cs']].plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CPU\n", "\n", "These are percentages of total CPU time.\n", "\n", "* us: Time spent running non-kernel code. (user time, including nice time)\n", "* sy: Time spent running kernel code. (system time)\n", "* id: Time spent idle. Prior to Linux 2.5.41, this includes IO-wait time.\n", "* wa: Time spent waiting for IO. Prior to Linux 2.5.41, included in idle.\n", "* st: Time stolen from a virtual machine. Prior to Linux 2.6.11, unknown." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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