##// END OF EJS Templates
Merge pull request #13702 from Carreau/mdocs...
Merge pull request #13702 from Carreau/mdocs Misc documentation fixes.

File last commit:

r20547:8f4e2b41
r27696:35918166 merge
Show More
Working With External Code.ipynb
691 lines | 47.0 KiB | text/plain | TextLexer
/ examples / IPython Kernel / Working With External Code.ipynb
Brian E. Granger
Pulling content from ipython-in-depth.
r17485 {
Min RK
upate exmaple notebooks to nbformat v4
r18669 "cells": [
Brian E. Granger
Pulling content from ipython-in-depth.
r17485 {
Min RK
upate exmaple notebooks to nbformat v4
r18669 "cell_type": "markdown",
"metadata": {},
"source": [
"# Working With External Code"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The IPython Kernel makes it easy to incorporate external code from sources such as the internet or copy/paste. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pasting code into cells"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can copy and paste code from other sources directly into cells. Pasting code with `>>>` prompts works as expected:"
]
},
{
"cell_type": "code",
Min RK
pass on IPython Kernel example notebooks...
r20547 "execution_count": 1,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
"outputs": [
Brian E. Granger
Pulling content from ipython-in-depth.
r17485 {
Min RK
upate exmaple notebooks to nbformat v4
r18669 "name": "stdout",
"output_type": "stream",
"text": [
"Be careful not to fall off!\n"
Brian E. Granger
Pulling content from ipython-in-depth.
r17485 ]
Min RK
upate exmaple notebooks to nbformat v4
r18669 }
],
"source": [
">>> the_world_is_flat = 1\n",
">>> if the_world_is_flat:\n",
"... print(\"Be careful not to fall off!\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The %load magic"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `%load` magic lets you load code from URLs or local files:"
]
},
{
"cell_type": "code",
Min RK
pass on IPython Kernel example notebooks...
r20547 "execution_count": 2,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%load?"
]
},
{
"cell_type": "code",
Min RK
pass on IPython Kernel example notebooks...
r20547 "execution_count": 3,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
Min RK
pass on IPython Kernel example notebooks...
r20547 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
Min RK
pass on IPython Kernel example notebooks...
r20547 "collapsed": true
Min RK
upate exmaple notebooks to nbformat v4
r18669 },
"outputs": [],
"source": [
"%load http://matplotlib.org/mpl_examples/showcase/integral_demo.py"
]
},
{
"cell_type": "code",
Min RK
pass on IPython Kernel example notebooks...
r20547 "execution_count": 4,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
"outputs": [
Brian E. Granger
Pulling content from ipython-in-depth.
r17485 {
Min RK
upate exmaple notebooks to nbformat v4
r18669 "data": {
"image/png": [
Min RK
pass on IPython Kernel example notebooks...
r20547 "iVBORw0KGgoAAAANSUhEUgAABKkAAAMnCAYAAAD1XgGYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAAWJQAAFiUBSVIk8AAAIABJREFUeJzs3Xm0pWV9J/rvc05VUQU1MhdTMY8lgwioQMRGcUIhRBHF\n",
"GTCKUcAERVTiCChEMQYHxClIHGNak2jS3VlJJ52k+2a+t3t1eqVv3xhAQKAKqqj5nPPeP3aVtWtz\n",
"ihrOOfvZw+ez1rv2fn/vPmd/F4tVp863nvfZpWmaAAAAAEBNI7UDAAAAAICSCgAAAIDqlFQAAAAA\n",
"VKekAgAAAKA6JRUAAAAA1SmpAAAAAKhOSQUAAABAdUoqAAAAAKpTUgEAAABQnZIKAAAAgOqUVAAA\n",
"AABUp6QCAAAAoDolFQAAAADVKakAAAAAqE5JBQAAAEB1SioAAAAAqlNSAQAAAFCdkgoAAACA6pRU\n",
"AAAAAFSnpAIAAACguimXVKWUw0spv1lK+YNSyms6rr2jlPIfp/oeAAAAAAy26VhJdX2Sdyf5j0lu\n",
"6Lj2hiSPTMN7AAAAADDAplRSlVLOTvIXTdOMJXlxkv/Vdm2vJKcl+c9TSggAAADAwJs1xa//30n+\n",
"ppRycJIXJvmltmvP3fz9/3yK7wEAAADAgJtSSdU0zcNJUkq5NMnqJD9qu3xukkeapvmfU3kPAAAA\n",
"AAbfdH2634uS/GnTNJvaZr+Q5C+m6fsDAAAAMMCmq6Q6LNvuR7VHkjPjVj8AAAAAdsJ0lVQ/SbJP\n",
"2/mtSebGpukAAAAA7ITSNM3Uv0kpxyW5O8k/Jlmb1qbpJzVNs/eUv/lO+JM/+ZMmSc4///zSjfcD\n",
"AAAAYHpN9dP9kiRN0/yvtDZKTymlJHkwyQ+n43sDAAAAMPimfLtfKeWbpZR/ahtdnGRJklum+r0B\n",
"AAAAGA7TsSfV+Un+LElKKQcluT3JmzavrgIAAACAHZqO2/3eluSMUsptSQ5MclnTNH8zDd8XAAAA\n",
"gCEx5ZKqaZrvJ/n+NGQBAAAAYEhNx+1+AAAAADAlSioAAAAAqlNSAQAAAFCdkgoAAACA6pRUAAAA\n",
"AFSnpAIAAACgOiUVAAAAANUpqQAAAACoTkkFAAAAQHVKKgAAAACqU1IBAAAAUJ2SCgAAAIDqlFQA\n",
"AAAAVKekAgAAAKA6JRUAAAAA1SmpAAAAAKhOSQUAAABAdUoqAAAAAKpTUgEAAABQnZIKAAAAgOqU\n",
"VAAAAABUp6QCAAAAoDolFQAAAADVKakAAAAAqE5JBQAAAEB1SioAAAAAqlNSAQAAAPBUpZRuvp2S\n",
"CgAAAIBttQqqv+jmWyqpAAAAAOj0kiRnd/MNlVQAAAAAbNVaRfX+br+tkgoAAACAducmeW6331RJ\n",
"BQAAAEC7G2u8qZIKAAAAgJZSnpnkRTXeWkkFAAAAwBbvq/XGSioAAAAAklKOT/JLtd5eSQUAAABA\n",
"krw3SWk7/8duvrmSCgAAAGDYlbIsyes6prd0M4KSCgAAAIBfSzKr7fxfkvxuNwMoqQAAAACGWSn7\n",
"J7myY3prmma8mzGUVAAAAADD7dokc9vO70/yjW6HUFIBAAAADKtSFid5R8f0tjTNxm5HUVIBAAAA\n",
"DK+rkyxsO380yd01giipAAAAAIZRKXsmua5j+uk0zdoacZRUAAAAAMPpyiT7tp2vTvK5SlmUVAAA\n",
"AABDp5Q5Sa7vmN6Zpnm8RpxESQUAAAAwjC5Pckjb+fokd1TKkkRJBQAAADBcShlNckPH9O40zcM1\n",
"4myhpAIAAAAYLpckObbtfCzJ7ZWy/JySCgAAAGBYlFKS3Ngx/Uaa5ic14rRTUgEAAAAMjxcnObXt\n",
"vEnyiUpZtqGkAgAAABgenauovp+m+ecqSTooqQAAAACGQSnnJjmnY3pLjSiTUVIBAAAADIf3dZz/\n",
"cZrm76okmYSSCgAAAGDQlXJakpd0TG+uEWV7lFQAAAAAg69zFdVfJvmLGkG2R0kFAAAAMMhKOS7J\n",
"KzumN6dpmhpxtkdJBQAAADDY3puktJ3/U5IfV8qyXUoqAAAAgEFVymFJXt8xvaXXVlElSioAAACA\n",
"QfarSWa1nf/vJN+rlOVpKakAAAAABlEp+ye5qmN6a5pmvEacHVFSAQAAAAyma5LMazu/P8k9lbLs\n",
"kJIKAAAAYNCUsijJr3RMb0/TbKwRZ2coqQAAAAAGz9VJFradP5rk7kpZdoqSCgAAAGCQlLJnkus6\n",
"pnekadbUiLOzlFQAAAAAg+UtSfZrO1+d5M5KWXaakgoAAABgUJQyJ8l7OqafS9M8XiPOrlBSAQAA\n",
"AAyO1yY5tO18fZJPV8qyS5RUAAAAAIOglNEkN3RMv5ymebhGnF2lpAIAAAAYDL+Y5Li287Ekt1XK\n",
"ssuUVAAAAAD9rpSS5MaO6b1pmp/UiLM7lFQAAAAA/e+CJKe1nTdJPlEpy25RUgEAAAD0v85VVL+X\n",
"pvmfVZLsJiUVAAAAQD8r5Zwkv9AxvaVGlKlQUgEAAAD0t/d1nP+HNM3fVkkyBUoqAAAAgH5VyqlJ\n",
"XtoxvblGlKlSUgEAAAD0r85VVH+V5M9rBJkqJRUAAABAPyrluCSv6pjenKZpasSZKiUVAAAAQH/6\n",
"UJLSdv5/J/lRnShTp6QCAAAA6DelnJLkso7px/t1FVWipAIAAADoRx/tOP+nJN+rEWS6KKkAAAAA\n",
"+kkpz07y8o7p+9M0EzXiTBclFQAAAEB/+XjH+V+nj/ei2kJJBQAAANAvSjk/yb/rmN7Yz3tRbaGk\n",
"AgAAAOgHpZQ8dRXVf0rT/FmFNNNOSQUAAADQHy5MclbH7P01gswEJRUAAABArytlJMnHOqY/SNP8\n",
"XzXizAQlFQAAAEDvuzTJyW3nTZIPVsoyI5RUAAAAAL2slFlJPtIx/Vaa5v+pEWemKKkAAAAAetsb\n",
"kxzTdj6e5NcrZZkxSioAAACAXlXKHklu6ph+NU3zLzXizCQlFQAAAEDvemuSw9rON+apt/4NBCUV\n",
"AAAAQC8qZa8kH+iYfj5Nc1+NODNNSQUAAADQm96ZZP+287VJbqmUZcYpqQAAAAB6TSmLk7y3Y3pH\n",
"mubhGnG6QUkFAAAA0Ht+NcnitvMnktxeKUtXKKkAAAAAekkp+ye5rmN6W5pmZY043aKkAgAAAOgt\n",
"NyTZq+38kSSfqZSla5RUAAAAAL2ilEOSXN0xvTlN82SNON2kpAIAAADoHR9Mskfb+f1JvlApS1cp\n",
"qQAAAAB6QSlHJXlLx/QjaZr1NeJ0m5IKAAAAoDd8KMmstvP/N8nXqiSpQEkFAAAAUFspy5Nc3jG9\n",
"KU2zqUacGpRUAAAAAPV9JElpO//vSb5VKUsVSioAAACAmko5I8kvdkw/mKaZqBGnFiUVAAAAQF0f\n",
"6zj/myQ/qBGkJiUVAAAAQC2lPC/JBR3T96dpmhpxalJSAQAAANRQSkny8Y7pnyX5T90PU5+SCgAA\n",
"AKCOFyc5u2M2lKuoEiUVAAAAQPeVMpKnrqL6UZrmr2rE6QVKKgAAAIDuuyTJaR2zD9QI0iuUVAAA\n",
"AADdVMpoko92TL+bpvmHGnF6hZIKAAAAoLtel+T4tvOJJDdVytIzlFQAAAAA3VLKnCQf6pj+dprm\n",
"nyuk6SlKKgAAAIDuuTLJ4W3nm5J8uE6U3qKkAgAAAOiGUvbMUzdHvytN868V0vQcJRUAAABAd1yd\n",
"ZGnb+bokH6+UpecoqQAAAABmWikLk7yvY/pbaZoHa8TpRUoqAAAAgJl3XZK9285XJ/lEpSw9SUkF\n",
"AAAAMJNK2SfJr3ZMfyNN81iNOL1KSQUAAAAws96bZEHb+WNJPl0pS89SUgEAAADMlFIOTfLOjumt\n",
"aZpVNeL0MiUVAAAAwMz5RJK5becPJrmzUpaepqQCAAAAmAmlPDfJazqmv56mWVcjTq9TUgEAAABM\n",
"t1JGktzRMf2nJF+pkKYvKKkAAAAApt/rkpzRMbsmTTNeI0w/UFIBAAAATKdS5ie5tWP6u2ma/1wj\n",
"Tr9QUgEAAABMr/cmWdp2vjHJeypl6RtKKgAAAIDpUsqyJL/WMf1Umub/1IjTT5RUAAAAANPnk0nm\n",
"tp0/nOTmSln6ipIKAAAAYDqUck6SSzumN6ZpVteI02+UVAAAAABTVcpIkjs6pn+f5GvdD9OflFQA\n",
"AAAAU/fGJKd3zK5N00zUCNOPlFQAAAAAU1HKgjx136nvpmn+okacfqWkAgAAAJia9yU5sO18Q5L3\n",
"VMrSt5RUAAAAALurlCOSvLtjenua5l8rpOlrSioAAACA3ffJJHu0nT+Y5NZKWfqakgoAAABgd5Ty\n",
"vCSv7Ji+L03zZI04/U5JBQAAALCrShlNckfH9G+T3FMhzUBQUgEAAADsujclObVjdm2aZqJCloGg\n",
"pAIAAADYFaUsTHJzx/RbaZq/rBFnUCipAAAAAHbN+5Ps33a+Lsl7K2UZGEoqAAAAgJ1VylFJru2Y\n",
"3pam+bcacQaJkgoAAABg592WZE7b+QNJPlkpy0BRUgEAAADsjFKen+QXO6Y3pGnW1IgzaJRUAAAA\n",
"ADtSymiSOzqm/y3J71RIM5CUVAAAAAA7dkWSkztm16ZpJmqEGURKKgAAAICnU8qiJB/rmN6bpvmv\n",
"NeIMKiUVAAAAwNP7QJL92s7XJbmhUpaBpaQCAAAA2J5SjklyTcf0E2ma+2vEGWRKKgAAAIDtuz3J\n",
"7Lbz+5LcVinLQFNSAQAAAEymlBckeUXH9L1pmrU14gw6JRUAAABAp1JmJfl0x/Svk3yrQpqhoKQC\n",
"AAAAeKqrkizvmF2TpmlqhBkGSioAAACAdqUsTvLRjulvp2n+pkacYaGkAgAAANjWTUn2aTtfm+TG\n",
"SlmGhpIKAAAAYItSjkvyzo7pLWmaB2rEGSZKKgAAAICtfiPJrLbzf9s8Y4YpqQAAAACSpJQXJXlZ\n",
"x/Q9aZp1NeIMGyUVAAAAQCmzknyqY/pfknynQpqhpKQCAAAASN6W5MS28ybJtWmaplKeoaOkAgAA\n",
"AIZbKUuTfKxj+vU0zd/ViDOslFQAAADAsLsjyaK28zVJbqyUZWgpqQAAAIDhVcqFSS7tmH4wTfNg\n",
"jTjDTEkFAAAADKdSFiT5XMf0b5P8ZoU0Q09JBQAAAAyrjyY5tO18PMlb0zTjlfIMNSUVAAAAMHxK\n",
"OTPJuzqmn0rT/EONOCipAAAAgGFTyuwkdyUpbdP/L8mH6wQiUVIBAAAAw+e6JKd0zN6epllTIwwt\n",
"SioAAABgeJRyVJIPdUzvTdP8cYU0tFFSAQAAAMOhlJLk80nmtU1XJHl3nUC0U1IBAAAAw+LyJC/s\n",
"mP1qmuZnNcKwLSUVAAAAMPhK2TfJpzumf5rk6xXSMAklFQAAADAMbk+yb9v5hiS/nKZpKuWhg5IK\n",
"AAAAGGylnJ/kjR3Tj6Rp/qVGHCanpAIAAAAGVynzknyxY/rf01pZRQ9RUgEAAACD7KYkR7WdN0mu\n",
"StNsrJSH7VBSAQAAAIOplJOTXN8xvTNN819rxOHpKakAAACAwVPKaJIvJRltmz6Q5P11ArEjSioA\n",
"AABgEF2d5MyO2TvSNKtqhGHHlFQAAADAYCnl0CQ3d0y/n6b5QY047BwlFQAAADA4SilJ7kwyv226\n",
"Ksm76gRiZympAAAAgEFySZKXd8xuSNM8UCMMO09JBQAAAAyGUhYn+WzH9K+SfLFCGnaRkgoAAAAY\n",
"FLckWdp2vinJW9M0E5XysAuUVAAAAED/K+WcJG/rmH4iTfM/asRh1ympAAAAgP5Wyh5J7uqY/kuS\n",
"j1dIw25SUgEAAAD97r1JTuiYvTVNs75GGHaPkgoAAADoX6Ucn+T9HdOvpGn+rEIapkBJBQAAAPSn\n",
"UkbSus1vTtv0Z0murxOIqVBSAQAAAP3qLUnO7Zhdk6ZZUSMMU6OkAgAAAPpPKQcmua1j+uMk366Q\n",
"hmmgpAIAAAD60R1JFredr01ydZqmqZSHKVJSAQAAAP2llJcleXXH9INpmn+tkIZpoqQCAAAA+kcp\n",
"85N8rmP690l+s0IappGSCgAAAOgnH0lyWNv5RJKr0jRjlfIwTZRUAAAAQH8o5VlJrumYfjpN8/c1\n",
"4jC9lFQAAABA7ytlzyT3ZNsu4ydJfr1OIKabkgoAAADoB59IcnzH7O1pmjU1wjD9lFQAAABAbyvl\n",
"JUl+pWP61TTNj2vEYWYoqQAAAIDeVcp+Sb7aMf0/eereVPQ5JRUAAADQm0opSb6U5IC26USS16Vp\n",
"VtcJxUxRUgEAAAC96ookF3XMPpam+esaYZhZSioAAACg95RyTJLPdEz/W5KPVUhDFyipAAAAgN5S\n",
"yuwk30iyZ9t0TZLXp2k21QnFTFNSAQAAAL3m/UnO7Jhdm6b5lxph6A4lFQAAANA7SnlOkg90TH+Q\n",
"5MsV0tBFSioAAACgN5SyIMk9SUbbpg8nuSpN09QJRbcoqQAAAIBecUeSozpmb07TPFIjDN2lpAIA\n",
"AADqK+WSJG/pmN6ZpvlxjTh0n5IKAAAAqKuUg5J8qWP6z0neUyENlSipAAAAgHpKGUny1SR7t003\n",
"Jbk8TbO2TihqUFIBAAAANb0jyQUdsw+maf6+RhjqUVIBAAAAdZRyUpJPdkz/PMntFdJQmZIKAAAA\n",
"6L5S9kjyjSRz26arkrwhTTNeJxQ1KakAAACAGj6S5NSO2dVpmp/UCEN9SioAAACgu0o5L8n1HdNv\n",
"Jfmd7oehVyipAAAAgO4pZUmS305S2qb3pbWKqqkTil6gpAIAAAC66c4kh7adN0nemKZZWSkPPUJJ\n",
"BQAAAHRHKa9N8pqO6e1pmj+tEYfeoqQCAAAAZl4py5J8rmP6T0k+WCENPUhJBQAAAMysUkaTfD3J\n",
"orbphiSXp2k21AlFr1FSAQAAADPtV5M8r2P2njTN/6gRht6kpAIAAABmTimnJflYx/Q/JPmtCmno\n",
"YUoqAAAAYGaUMi/JvUlmt01XJHlzmmaiTih6lZIKAAAAmCmfSHJCx+yqNM1Pa4ShtympAAAAgOlX\n",
"youTvLNj+pU0zfdrxKH3KakAAACA6VXKfkm+2jH9P0murZCGPqGkAgAAAKZPKSXJXUkO3DJqkokk\n",
"r0vTrK6Wi56npAIAAACm0zuSXNw+uO/QQ7+TpvnrSnnoE0oqAAAAYHqUck6ST7ePHlm2bPx3Lr/8\n",
"25US0Udm1Q4AAAAADIBSlib5btq6hon58/OnV1yxdsPExHi9YPQLK6kAAACAqSllTloF1YHt48c/\n",
"85k8ceCBE3VC0W+UVAAAAMBU3Z7k7PbBk+96Vza85CWV4tCPlFQAAADA7ivldUne2T7a8LznZfX1\n",
"11cKRL9SUgEAAAC7p5RTk9zVPho75JCsvPPOZHS0Uij6lZIKAAAA2HWl7J3k+0nmbRk1c+dm5d13\n",
"p9l773q56FtKKgAAAGDXlDKa5N4kR7SPn7j11oydfHKdTPQ9JRUAAACwq349yYvbB2ve+Masu/TS\n",
"SnEYBEoqAAAAYOeV8vIkH2wfbTz99Kz68IcrBWJQKKkAAACAnVPKMUm+0T4a33ffrLzrrmTOnEqh\n",
"GBRKKgAAAGDHSpmf1kbpC7eMmtHRPH7XXZlYurReLgaGkgoAAAB4eqWUJHcnWd4+XnXTTdn47GfX\n",
"ycTAUVIBAAAAO3Jtkle3D9ZdfHHWXnllpTgMIiUVAAAAsH2lnJfktvbRphNOyBO3356UUicTA0lJ\n",
"BQAAAEyulEOSfDvJ6JbRxMKFWXn33Wn23LNeLgaSkgoAAAB4qlL2SPK9JPu3jx//7GczfsQRdTIx\n",
"0JRUAAAAwGTuSHJW+2D1u9+dDS98YaU4DDolFQAAALCtUt6c5G3to/Xnn58n3/3uSoEYBkoqAAAA\n",
"YKtSTk/y+fbR2LJlefyzn01G1AjMHP93AQAAAC2l7Jvk+0n22DJq5s7Nyi9/Oc3ixfVyMRSUVAAA\n",
"AEBSymiSbyY5rH38+O23Z+zEE+tkYqgoqQAAAIAk+ViSF7QP1lxxRdZfckmlOAwbJRUAAAAMu1Iu\n",
"SXJD+2jDWWdl1U03VQrEMFJSAQAAwDAr5fgkX28fjR9wQB7/4heT2bMrhWIYKakAAABgWJWyIMnv\n",
"JZm/ZdTMnp2Vd92Vif33r5eLoaSkAgAAgGFUSknytSTHt49XfehD2XTGGVUiMdyUVAAAADCc3pNk\n",
"m13R177qVVn7pjfVScPQU1IBAADAsGltlH5L+2jTSSfliVtvTUqpFIphp6QCAACAYVLK2UnuTfLz\n",
"Nmpi8eKs/PKXk3nz6uVi6CmpAAAAYFi0Psnv95PM3TJqRkez8nOfy/hhh9XLBVFSAQAAwHAoZWmS\n",
"P0qypH38xG23ZeN551WJBO2UVAAAADDoSlmQ5A+TLGsfr/61X8u6yy6rkwk6KKkAAABgkJUyO8n3\n",
"kpzWPl772tfmyeuuq5MJJqGkAgAAgEFVSklyd5IL2sfrzz/fJ/nRc5RUAAAAMLg+muQN7YONp5yS\n",
"x7/whWTWrEqRYHJKKgAAABhEpfxykve3j8aWLcvKe+5Js9delULB9impAAAAYNCU8ookn2sfje+9\n",
"d1bce28m9t23Uih4ekoqAAAAGCSlPDvJt9L2O38zd25W/vZvZ/zII+vlgh1QUgEAAMCgKOWYJL+f\n",
"ZN6WUTMykpVf+EI2PfOZ9XLBTlBSAQAAwCAo5YAkf5Rkm/v5Vt1ySzZccMHkXwM9REkFAAAA/a6U\n",
"+Un+IMk29/OtvuaarH396+tkgl2kpAIAAIB+VsqsJN9O8qz28dpLL82T73lPnUywG5RUAAAA0K9K\n",
"KUm+kOSl7eMNz3tenrjttqSUOrlgNyipAAAAoH/dlOSK9sGm5cuz8ktfSmbPrhQJdo+SCgAAAPpR\n",
"KVck+VD7aOyQQ7LinnvSzJ9fJxNMgZIKAAAA+k0pL03yxfbRxJIlWXHvvZk44IBKoWBqlFQAAADQ\n",
"T0p5VpLvJhndMmrmzs2Kr34148ccUy8XTJGSCgAAAPpFKUcm+cMke24ZNaVk5Z13ZtOZZ9bLBdNA\n",
"SQUAAAD9oJT9kvxRkv3bx6s++tFseMlL6mSCaaSkAgAAgF5Xyp5Jfj/JNvfzPXn11Vn7lrfUyQTT\n",
"TEkFAAAAvayUWUm+meSs9vG6Sy7J6htvrJMJZoCSCgAAAHpVKSXJZ5O8on284Zxz8vinPpWM+LWe\n",
"weH/ZgAAAOhdH0zytvbBphNPzMq7707mzKkUCWaGkgoAAAB6USkfSPLh9tH4QQdlxT33pFm4sFIo\n",
"mDlKKgAAAOg1pdyU5KPto4lFi7Li3nszsXRppVAws5RUAAAA0EtK+VA6VlBN7LVXVnztaxk77rg6\n",
"maALZtUOAAAAAGTLJukfSnJT+3hir72y4t57s+nMM6vEgm5RUgEAAEBtrYLqI0k+0D6emD+/VVCd\n",
"cUadXNBFSioAAACoqVVQfSzJje3jiQULsuJ3fiebTj+9Ti7oMiUVAAAA1NIqqG5OckP7eGLBgqz4\n",
"5jez6ZnPrJMLKlBSAQAAQA2tgurWJO9pH08sXNgqqE47rU4uqERJBQAAAN3WKqg+meTX2scTixZl\n",
"xbe+lU2nnFInF1SkpAIAAIBuahVUtyd5d/t4YtGiPPbtb2fs5JPr5ILKRmoHAAAAgKHRKqg+lc6C\n",
"avFiBRVDz0oqAAAA6IZWQfXpJNe0jyeWLMlj3/pWxp7xjDq5oEcoqQAAAGCmtQqqzyR5Z/t4YsmS\n",
"1gqq5cvr5IIeoqQCAACAmdQqqD6b5B3t44klS/LYd76TsZNOqpMLeoySCgAAAGZKKSNJfivJ29vH\n",
"43vvnRXf+U7GTjyxTi7oQUoqAAAAmAmtgurOJG9rH4/vs09WfPe7GTv++Dq5oEcpqQAAAGC6tQqq\n",
"zyd5a/t4fN99WwXVccfVyQU9TEkFAAAA06lVUH0xyZXt4/H99msVVMceWycX9DglFQAAAEyXVkH1\n",
"pSRvaR+P77dfVnzvexk75pg6uaAPjNQOAAAAAAOhlNEkX05nQbX//nlMQQU7ZCUVAAAATNXWguqN\n",
"7ePxAw7IY9/9bsaPPrpOLugjSioAAACYilZB9dUkr28fjx94YKugOuqoOrmgzyipAAAAYHeVsmeS\n",
"byT5xfbx+NKlrYLqyCPr5II+pKQCAACA3VHKAUl+mOTM9vH40qV57Hvfy/gRR9TJBX1KSQUAAAC7\n",
"qpQTkvwoyeHt4/GDDmoVVIcfPtlXAU/Dp/sBAADArijl+Un+Kh0F1aYTTsijP/iBggp2k5IKAAAA\n",
"dlYpb0jyx0kWt4/Xn3deHvv3/z4TBx9cJxcMACUVAAAA7EgpJaV8KMnXk8xuv7T28suz8utfT7Ng\n",
"QZVoMCjsSQUAAABPp5Q5Se5O8vrOS6tuvDFr3vGOpJTu54IBo6QCAACA7SllSZLvJzmvfdzssUce\n",
"v+OOrL/ooiqxYBApqQAAAGAypRyR1if4Hd8+nliyJCu++tVsOvPMOrlgQCmpAAAAoFMpZyb5/ST7\n",
"t4/HjjgiK+65J+NHHlknFwwwG6cDAABAu1J+McmfpaOg2njGGXn0hz9UUMEMUVIBAABAsuUT/K5L\n",
"8rtJ5rVfWnfRRXns299Os88+dbLBEFBSAQAAQCmzknw2yaeSbPNRfU++8515/M47k7lzq0SDYWFP\n",
"KgAAAIZbKfOTfDPJhe3jZnQ0T9x6a9ZdfnmdXDBklFQAAAAMr1IOSvIHSU5rH0/Mn5+Vd92Vjeed\n",
"VyUWDCMlFQAAAMOplGck+cMkh7aPx5cuzYp77snYiSfWyQVDyp5UAAAADJ9SXpjkL9NRUG1avjyP\n",
"/uEfKqigAiUVAAAAw6WUK5L8KMmC9vH6F7wgj/3e72XiwAPr5IIhp6QCAABgOJQyklI+nuTudGx/\n",
"s+aNb8zKr3wlzV571ckG2JMKAACAIVDKnkm+nOSy9nFTSlbfdFPWvPWtSSl1sgFJlFQAAAAMulJO\n",
"SvKdJNtsNNXMnZvHf+u3sv6lL62TC9iGkgoAAIDBVEpJ8qYkdyaZ135pfJ99svJrX8um00+vkQyY\n",
"hJIKAACAwVPK/CSfS/L6zktjRx+dFffck/Fly7qfC9guG6cDAAAwWEo5OcnfZJKCau0rX5lHf/xj\n",
"BRX0ICupAAAAGAyt2/uuSvKZJHPbLzVz5+aJm2/Oule/2gbp0KOUVAAAAPS/UhYm+WI6Pr0vSTYd\n",
"e2wev+vpHga3AAAgAElEQVSujB17bPdzATvN7X4AAAD0t1JOS/J3maSgWnvZZXn0Rz9SUEEfsJIK\n",
"AACA/tS6ve/tST6dZE77pYk998yqW2/Nule+sko0YNcpqQAAAOg/pSxKcneSp7RQm044ISu/8IWM\n",
"H3NM93MBu83tfgAAAPSXUp6V5B8ySUG15vWvz6N/8AcKKuhDVlIBAADQH1q3970ryW1JZrdfmpg/\n",
"P0988pNZf/HFVaIBU6ekAgAAoPeVsiTJV5I8pYXatHx56/a+I4/sfi5g2rjdDwAAgN5Wyllp3d73\n",
"lIJqzZvelEd/+EMFFQwAK6kAAADoTaWMJLkuya3p+P11YsGCPPEbv5H1F15YJRow/ZRUAAAA9J5S\n",
"9kny9SQv67y08ZRT8vgXvpDxZcu6nwuYMW73AwAAoLeUcnaSf8wkBdWTV12Vx37wAwUVDCArqQAA\n",
"AOgNpcxO8p4kH04y2n5pYtGiPP7pT2fDi19cJRow85RUAAAA1NfaHP1LSZ7ReWnj6afn8c9/PuOH\n",
"HNL9XEDXuN0PAACAekpZkFJ+M8lfZ5KC6sm3vS2Pff/7CioYAlZSAQAAUEcpL0/yuSRPaaAmlizJ\n",
"45/5TDa84AXdzwVUYSUVAAAA3VXK0pTy3SQ/zCQF1dpXvjKP/PmfK6hgyFhJBQAAQHeUMpLkqiSf\n",
"SLKo8/LYsmV54tZbs/F5z+t6NKA+JRUAAAAzr5QTk9yV5OzOS83oaNa87W1Zfd11yZ57dj8b0BOU\n",
"VAAAAMycUvZIcmOS9yWZ3Xl54ymn5InbbsvY8uVdjwb0FiUVAAAAM6OUX0hr9dRxnZcm9twzq2+4\n",
"IWvf/OZkdLT72YCeo6QCAABgepWyJK19p66a7PL6F7wgT9x8cyYOecqe6cAQU1IBAAAwPUopSV6V\n",
"5DeTHNB5eXy//bLqox/N+pe/PCml6/GA3qakAgAAYOpKOSzJ55K8bLLLay+/PKve//40ixd3NxfQ\n",
"N5RUAAAA7L5SRpP8SpKPJ9mr8/LYUUflidtuy8ZnP7vr0YD+oqQCAABg95RyapIvJXlW56Vm9uw8\n",
"+Su/kiff+c5k7tzuZwP6jpIKAACAXVPKXkluSvKrSZ7y0XwbzzgjT9x2W8aOPbbr0YD+paQCAABg\n",
"55QyJ8mVST6Y5MDOyxMLFmT1Bz6QtZdfnoyMdD0e0N+UVAAAADy9UkaSXJbko0mOnOwl6y68MKs+\n",
"8pFMHPiU7gpgpyipAAAAmFwpJclLk9yc5OTJXjK+dGmeuPnmbHjRi7oaDRg8SioAAACeqpRzk9yS\n",
"5OzJLjdz52bNW96SJ6+5Js2CBd3NBgwkJRUAAABblXJKWiunXjrZ5WbWrKx97Wvz5LXXurUPmFZK\n",
"KgAAAJJSjk7ykSSv2d5L1l18cVZff33Gjziie7mAoaGkAgAAGGalHJTWp/Vdme38jrj+/POz+r3v\n",
"zdjy5V2NBgwXJRUAAMAwKmVJkvcmeVeSeZO9ZOMZZ2TVjTdm01lndTUaMJyUVAAAAMOklL3SKqbe\n",
"k2TxZC/ZdOKJWX3DDdlw/vlJKV2NBwwvJRUAAMAwKGVOWrf0fTDJpDuejy1bltXXX5/1F1+cjIx0\n",
"NR6AkgoAAGCQlTKS1mboH0ly5GQvGd9//zx53XVZ+5rXJHPmdDUewBZKKgAAgEFUSklyYZKPJ3nG\n",
"ZC+ZWLQoT159ddZecUWaPffsajyATkoqAACAQdLac+r1ae07dcJkL2nmzs2aK6/Mk1dfnWbxpNtS\n",
"AXSdkgoAAGAQlLIsyTuSXJXtbIjezJqVtZdfnievvTYTBxzQ1XgAO6KkAgAA6FetW/rOTXJNkouT\n",
"TLrbeVNK1l98cVZff33GDz+8iwEBdp6SCgAAoN+UMjfJZWmVU6du72XN6GjWv/SlefJd78rYSSd1\n",
"LR7A7lBSAQAA9ItSDkry9iS/nGS/7b1sYsmSrH3d67LmDW/IxMEHdy0ewFQoqQAAAHpdKWeltWrq\n",
"VXma3+M2HX981lxxRdZdckkyb17X4gFMByUVAABALypldpJXplVOnbW9lzWlZMMFF2TNFVdk49ln\n",
"J6V0LSLAdFJSAQAA9JJS9kvrdr63Jzloey+bWLAga1/zmqx985szvmxZ1+IBzBQlFQAAQC8o5ZS0\n",
"Vk29Nske23vZ2JFHtm7pu/TSNHvt1bV4ADNNSQUAAFBLKfOSXJjkHUme93QvXX/eeVl75ZXZcN55\n",
"ychIN9IBdJWSCgAAoJtKmZPkhUkuS3Jxkvnbe+nEvHlZd+mlWfOWt2T8mGO6lRCgCiUVACRbNqdd\n",
"kmTx5sfOY0FaPze3HLM7zqdyJMnGJBs6jslmuzpfk+TxtmNVmmZiWv6bAbDzShlNcl5axdQvpfWz\n",
"ZbvGDj00a9/85qx9zWvSLFrUhYAA9SmpABgcpeyRZO9sv2jackx2fXg29ShlVbaWVk9k2xKr87xz\n",
"9kSaZlOF1AD9p5SRJM9Jq5h6VZIDdvQlG5773Ky54opsuOCCZHR0phMC9BQlFQD9o5T5SZYlOXzz\n",
"0fl8/zrB+s7Czcdhu/XVpaxNq7B6NMnDm4+fbef5I2majVOPDNAnSilJnplWMfXqJIfu6EvGDzgg\n",
"61/+8qx99aszdtJJM50QoGcpqQDoHaUsytbiabIyap86weiw5+Zjux+Lvo1SVmb7Jda2z5vmyRnI\n",
"CzDzSjkprWLqsiRH7+jlE0uWZN2FF2b9RRdl41lnWTUFECUVAN3U2ij2+CRHZvLVUIvrBEuakZE0\n",
"ixZlYvPRLFyYicWLW88XLcrEwoXJ7NlpZs1q/SIxa1aaLY9TmGXWrKRpko0bUzYf2bCh9XzTpq3P\n",
"n26+cWPKhg2t+ZbnW+Zr1mRk1aqMPPFEyqpVGXmySge05ZbK43b4ytYqrYeTPLD5uH/z8UDb44Nu\n",
"OQR6QilHpbVa6rIkz9jRyyfmz8/6l7wk6y++OBvOOSeZPXvGIwL0EyUVADOjtSrqlCSnJTl18+OJ\n",
"aW04PiOakZFMLF6cZnO59POCafHibQuo9udbiqj584fj47zHx1NWr87IqlUpTzyRkdWrW4+rVrVK\n",
"rC2Pk802P5aJGd13fc8kR2w+tqdJKQ9l+yVW67Fp1s5kUGBIlXJIkkvTKqbO2NHLm7lzs/6FL8y6\n",
"iy/Ohuc/P5k7d8YjAvQrJRUAU9Pae+OgbC2itpRSR073WzWzZmX84IMzfuihWx8PPTTjhxzSejzw\n",
"wNbKJLZvdDTN4sUZX7ybi9aaJmXNmpTHH8/oY49l5NFHM/LII63jsccy2vZ85JFHMrJixUyUWiXJ\n",
"0s3Hs7b/qrIyTy2x7k/yb0l+kuS+NM266Q4HDJjW5uenJDk/ySuSnLujL2lmz86G5z8/6y66KBsu\n",
"uCDNXsPz2RwAU+Fv8gDsvNbHZx+TbVdHnZpkv+n49s2cOa3yaUvptPlxbPPjxAEH2LOjtlLSzJ+f\n",
"Zv78TBxyyI5fPz6ekZUrtxZZjz6a0S3F1qOP/rzkGt38vGyc1j3Wt9xmuP1bcEr5WbaWVpM9Ppam\n",
"aaYzFNDjWv/4clRapdT5Sf5ddmJPxGZ0NBvPOSfrLroo61/84jS7+48BAENMSQXA5EqZl9Yv9+1l\n",
"1Mlp3Y6128aXLs3YscdmrH0V1JYSav/9h+OWu2EyOpqJfffNxL77Jiec8PSvbZrWrYgPP5zRhx7K\n",
"6EMPZeTBBzPadow89FBGH3lkOhPuv/nY3oqstSllS2k1WZH1QJpmbDoDARWUckC2llLnp7Vf4k7Z\n",
"8OxnZ/1FF2X9y17W+rMOgN2mpAKgpZSFSX4hyQuSPD/JSUl2e9lSMzKSsaOPztjy5dl00kk/P5p9\n",
"fEAf21FKmoULM75wYcaPOWb7r9u4MaMPP7xNgTXy0ENbnz/4YEYffjhlbFq6oz3T2uz/+O1cn0gp\n",
"D2RrafWvHY//5pZC6EGtn3nPy9ZSavmufPnG007L+osuyroLL8zEQTv3QacA7JiSCmBYlbJHkmen\n",
"VUqdn+TM7GYp1cydu7WIWr48YyedlE3HH5/MmzeNgWGzOXN+vh/Zdj/ib2KidWvhltJqy/HTn2bk\n",
"gQcyev/9GX3ooZTx8ammGUly6Obj7Elf0drkfbICq/XYNGumGgLYgSn+zJtYuDAbn/OcbDjnnGw4\n",
"//yMH374zOQEGHJKKoBh0dpP6tRs/Vfjc5Pscos0vvferdVRW1ZILV+e8SOPtFcUvWVkJBP779+6\n",
"hfSUUyZ/zdhYawXWAw+0jvvv3/q4+RhZNy2LoA7cfJw16dVSHs3kBVbredOsmo4QMFRam51v+Zn3\n",
"guziz7xmjz2y8YwzsuGcc7LxnHOy6eSTfTAHQBf4kxZgULU2fj06W//V+PlJ9t6VbzG2bNnWlVGb\n",
"S6mJAw9MSpmBwNBls2Zl4pBDMnHIIZOvyGqalJUrty2wOsusRx+djiT7bj4m3xer9SmFk+2HteX5\n",
"z9I00/4RitBXWntKbdlD8VnZxZ95TSnZdMop2XjOOa1i6owzrAYGqEBJBTBISlmabTd+PXRXvnzs\n",
"6KOz4dxzW39Bf85zfDIRw62UNHvvnbG9987YM7bzAYHr1mX0pz/duvrqgQcyet99mXXffa2VWA89\n",
"lDIx5f5oy6cUnrqd6xtSyn2ZvMD6SZL70zQbphoCekJrhdSReeqnzC7d1W81dvTRrdv3zj3XzzyA\n",
"HqGkAuhnpSxKcl62llIn7sqXjy9d2vrL+TnnZMPZZ2di6S7/HR+G27x5GT/qqIwfddTk1zdtau2F\n",
"tbm0+vnjluc//el07Iu1R1qrJo/ezvWmbV+sztVY/5bkviQr0zTNVIPAtGrtI3VSti2jTkmyYHe+\n",
"3fiBB279mXfOOX7mAfQgJRVAvynlwCSvTPLqJM9Na+PmnTKxaFE2Pve5P18tNX7UUW7dg5k0e3bG\n",
"Dzss44cdNvn1tn2xZt1337Zl1uZbCsum7W4Pv7NKWqtMlqa1cfRk1m3+lML7k2x5bH/+QJKH0zRT\n",
"btRgUqUsTquAal8hdWKm8PvKz3/mbS6lxo8+2s88gB6npALoB6XsneSSJJeltc/GThVTzdy5rY1f\n",
"zz03G889N5uWL7fBOfSS9n2xzppkX/WJiYw8/PC2+2G174/1wAMZWTUt+6rPy9OvxkqS8ZTy02y/\n",
"xLo/yU/dWsjTapVRhyc5IsnybC2ljpjKt23mzMmm44/fuofiaadl0zOe4WceQJ9RUgH0qlIWJLko\n",
"rWLqRdmJP7ObkZFsOvXU1q0M556bjaefnsydO9NJgZkyMpKJpUszsXRpNj1rO/uqr1r11A3d2x5H\n",
"Hn44ZXru5BtNa5+7p9/rrpRH0r76qnX8bJLnK2z4PmBaH9ixd1ol1LLNj53PF071bSYWLfr5h3mM\n",
"bXk8+uhk9uypfmsAKlNSAfSSUuYleVlaxdTLkuywYdp07LFbS6nnPCfNwin//R/oI83ChRlbuDBj\n",
"J5ww+Qs2bmzti7WdImvkoYcysnbtdEbab/Nx2g5eN7650Hq6ImvL85+laaZ83yNT1Cqh9s3Wwunw\n",
"PLWMmj+dbzl28MHbfMLs2DOekfGDD3bbHsCAUlIB1FbKnCQXpFVMXZSd+Av+ppNOyrqLLsr6V7xi\n",
"+3vdACTJnDkZX7Ys48uWTX69aVqrsR56KCMPPtgqtDYfIw89tPX5ypXTnWw0yYGbjx0rZUW2lleP\n",
"JHl88/FE2/PJzp+0KfzTaP3jyJZPkFzc9nzLcWC2LaLmzUSMZnQ0Y0cfnU3Ll28tpU48Mc3ee8/E\n",
"2wHQo5RUADWUMprWp/JdluSX0vpF4GmNHXVU1l18cda94hUZP+aYGQ4IDI1S0ixalLFFi5Ljjtv+\n",
"69aty+hDD20ts37609Z5W5k18rOfpUzM2B18e28+jt/Fr5tIKTsqstrP1yTZmGTDJMfGbZ7Xvl2x\n",
"tbJpVlqf8DhZwdR+bO/6Ht2M3OyxR8YPPjjjhx6ascMP33rL3nHHJfNmpP8CoI8oqQC6pZSRJM9J\n",
"q5h6VZIDdvQlY4cemvUXXZR1F12UsRNPdHsDUM+8eRk/4oiMH/E0+1uPjWXkZz9rrb56+OGMPPJI\n",
"Rh59tHU88kj+f/buPM7Ksv7/+OuaYZMdFFyA3JDFBUVNXEhQUFxS02JcyhA1zUwzKNwycUkzRcOS\n",
"zARcMnX0p5lb7ruJ4hpopn1RLMUF2ZcBZq7fH8cZZu4ZYAZmzn3Omdfz8eDBuT/XWd5HeQi+ue/r\n",
"Lq72uGjRomwlL2J1IdO4QlhJ7fJqzaVW5k6LLRrxR73v7potsU0bVvXqRXmvXpT37Jn5Ufm4Vy8q\n",
"NtkEinIutiQpR1hSSVJTyvwt965kiqmjWdeGw0D5ppuy7PDDWX744azcdVeLKUn5o0ULKrbYgoot\n",
"tmCdG0gtX07RF19QPHduprSqVmgVJ8qtoi+/bKzN3xtby69+NBsV7dqtsYAq79WLiq5d/X1LkrTe\n",
"LKkkqSmE0BY4HjgD2GFdT6/o0oVl3/wmy484ghWDBnnLbEmFr00bKnr2pKJnz3U/t7ycoi+/XF1m\n",
"zZ9P0cKFhAULKFq0iLBwIUULFmR+Xrhw9c8LFlC0bFnTf5c8Flu2pKJTJ2LHjlR07px53KkTFZ06\n",
"UdG5M7FLF8p79mTVV6VU7NLFEkqS1GQsqSSpMYXwNeB04Aes49KSig4dWH7wwSw/4gjKBg/21tmS\n",
"tCbFxVR060ZFt24Nf+3KlVWlVY1ia8GCmoVWZdG1bBlhxYrM68rKMo9XrKjxc+WPXBBbtMicwdap\n",
"ExUdO2YKprrKpsr1r9YqOnUidu5M3GgjSydJUs6wpJKkDZW5pG8w8BPgSNayR0hs04blBx7IsiOO\n",
"oGy//aBNm2yllKTmqWVL4sYbU77xxpQ35vvGuObyqrLcqlZ0hRUriEVF0KJFplgqLs48rvy5jlmN\n",
"9TpmFBVZMEmSCoollSStrxBak9lr6ifAwDU9LRYXUzZsGMu+9S3KDjiA2K5d1iJKkppICNC6NbF1\n",
"5uZ4ObljliRJecaSSpIaKoTNgdOAU4Hua3paRZcuLP3ud1kyahQVPXpkLZ4kSZIk5SNLKkmqrxC+\n",
"TuasqRLWcjenlX37suTkk1l25JHQtm3W4kmSJElSPrOkkqS1CaEl8G3gTGCvNT0thkDZAQew5OST\n",
"WbHPPu4RIkmSJEkNZEklSXUJYRPgFOBHwBqv1avo0IGlxxzD0tGjKd9qq2ylkyRJkqSCY0klSdWF\n",
"MIDMJX3fBVqv6WmrttmGJSeeyLKSEmL79lmLJ0mSJEmFypJKkkIoBg4jU04NXdtTy4YMYcnJJ1O2\n",
"336ZW39LkiRJkhqFJZWk5iuEABwJXAr0X9PTKjbaiGUlJSw98URWbbdd1uJJkiRJUnNiSSWpeQph\n",
"f+ByYI81PWVVz54sHT2apcceS+zcOXvZJEmSJKkZsqSS1LyE8HXgMmD4mp5SttdeLD3pJJYfeCC0\n",
"8D+TkiRJkpQN/t+XpOYhhH5kLuv7dl3LsaiIZUcdxZJTTmHVjjtmN5skSZIkyZJKUoEL4WvAhcAJ\n",
"QJ07nS8/+GAWnX02q/r0yWYySZIkSVI1llSSClMI3YDzgB8Brep6Stk++7Do3HNZueuuWY0mSZIk\n",
"SarNkkpSYQmhAzAG+BnQvq6nrBgwgEXnnsuKffeFELIaT5IkSZJUN0sqSYUhhDbAD4HzgU3qesqq\n",
"bbdl0dlns/zQQy2nJEmSJCnHWFJJym8htAC+D4wHetX1lPLNN2fR2LEsKynxbn2SJEmSlKP8vzVJ\n",
"+SmEABxF5o59/ep6SkWXLiw+80yWjBoFbdpkNZ4kSZIkqWEsqSTlnxCGA5cBX69ruaJdO5aceipL\n",
"Tj2V2KFDdrNJkiRJktaLJZWk/BHC14HLgWF1LcdWrVj6/e+z+Mwzqdikzm2pJEmSJEk5ypJKUu4L\n",
"oRswATi+ruVYVMSykSNZPHYs5T17ZjebJEmSJKlRWFJJyl2ZfaeOB64GNq7rKcsOOYTF48axqk+f\n",
"rEaTJEmSJDUuSypJuSmEbYHrgeF1LZcNHsyic89l5cCB2c0lSZIkSWoSllSScksILYExwHig1i35\n",
"Vvbrx8Lx41mx777ZTiZJkiRJakKWVJJyRwh7AH8CBiSXYuvWLBozhiU//CG0bJn9bJIkSZKkJmVJ\n",
"JSl9IXQALgHOBEJyuWzwYBb8+teUb7NN1qNJkiRJkrLDkkpSukL4JjAJ6JVcqujShYUXXsiykSMh\n",
"1OquJEmSJEkFxJJKUjpC2ByYCIysa3nZUUexcPx4KjbZJLu5JEmSJEmpsKSSlF0hFAEnAVcCnZLL\n",
"q3r1YsEVV7Bi6NBsJ5MkSZIkpciSSlL2hNAPuAH4RnIpFhez5JRTWDx2LLFt2+xnkyRJkiSlypJK\n",
"UtMLoTVwDnAe0Cq5vGLAABZceSWrdtop69EkSZIkSbnBkkpS0wrhG2TOnuqXXKpo25ZFZ5/N0tGj\n",
"oYX/OZIkSZKk5sz/K5TUNELoDFwBnFLX8vL992fhr39Nec+e2c0lSZIkScpJllSSGlcIAfg28Dtg\n",
"s+Ry+SabsPCSS1h++OEQQtbjSZIkSZJykyWVpMYTwmZkLu07rK7lpccdx8Lzzyd26ZLdXJIkSZKk\n",
"nGdJJalxhDAcuA3onlxatc02LLjySlbstVf2c0mSJEmS8oIllaQNE0ILYDyZO/fVuH4vtmzJ4tNP\n",
"Z/GZZ0KbNmmkkyRJkiTlCUsqSesvhB7AX4B9k0srdtuNBVddxaq+fbOfS5IkSZKUdyypJK2fEA4C\n",
"bgU2qT6OIbB4zBgWn3UWFBenk02SJEmSlHcsqSQ1TAgtgUuAs5NL5d27M/+661ixzz7ZzyVJkiRJ\n",
"ymuWVJLqL4RewB3A3smlsn33Zf7vfkdFt27ZzyVJkiRJyntFaQeQlCdCOAx4g0RBVRECc8eM4cu/\n",
"/MWCSpIkSZK03iypJK1dCK0IYQLwN6BrYvXjv4wevXjeaadBkf85kSRJkiStP/+vUtKahbAV8Bww\n",
"po7Vh4FdPtxmm/JsRpIkSZIkFSZLKkl1C+FI4HVgj8RKOZlN079JjJ9nPZckSZIkqSC5cbqkmkJo\n",
"DVwJnFHH6kfAMcT4YnZDSZIkSZIKnSWVpNVC2Ba4E9itjtX7gdHEODe7oSRJkiRJzYGX+0nKCGEk\n",
"8Bq1C6pVZPakOsKCSpIkSZLUVDyTSmruQmgDXA2cVsfqB8DRxPhyVjNJkiRJkpodSyqpOQuhD1AK\n",
"7FzH6r3AicQ4P7uhJEmSJEnNkZf7Sc1VCMcBr1K7oFoBnAl824JKkiRJkpQtnkklNTeZu/f9DvhB\n",
"Hav/B5QQ46vZDSVJkiRJau4sqaTmJISNyVzG9406VkuBU4hxQXZDSZIkSZLk5X5S8xHCtsCL1C6o\n",
"yshsmn6MBZUkSZIkKS2eSSU1ByHsBfwN2CSx8j4wkhjfyH4oSZIkSZJW80wqqdCFMBJ4itoF1XPA\n",
"IAsqSZIkSVIusKSSClUIgRDGkdlrqnVi9S/AAcT4ZfaDSZIkSZJUmyWVVIhCaAH8AbiijtVLgO8R\n",
"Y1l2Q0mSJEmStGbuSSUVmhA6kDl76qDEyioyd++bmv1QkiRJkiStnSWVVEhC6Ak8AOycWFkIHEWM\n",
"T2Q/lCRJkiRJ62ZJJRWKEHYBHgS2SKzMBg4hxpnZDyVJkiRJUv24J5VUCEI4mMzd+pIF1XQyd/Cz\n",
"oJIkSZIk5TRLKinfhXAqcD/QPrHyN2AoMc7JfihJkiRJkhrGkkrKVyEUEcIVwPVAcWL1WjJ7UC3J\n",
"fjBJkiRJkhrOPamkfBTCRsDNwMjESgR+SowTsx9KkiRJkqT1Z0kl5ZsQugH3AXslVpYBxxLjfdkP\n",
"JUmSJEnShrGkkvJJCH2Bh4BtEiufAocR4yvZDyVJkiRJ0oZzTyopX4SwL/APahdUbwN7WlBJkiRJ\n",
"kvKZJZWUD0I4DngM6JJYeRLYhxg/yHomSZIkSZIakSWVlMtCCITwC+A2oFVi9SbgYGKcn/VckiRJ\n",
"kiQ1MvekknJVCC2B64ET61j9JXApMcbshpIkSZIkqWlYUkm5KIR2wL3AAYmVlcCJxPjn7IeSJEmS\n",
"JKnpWFJJuSZTUD0IDEmszAOOJMZnsh9KkiRJkqSmZUkl5ZIQ2pMpqPZNrMwCDiHGf2U/lCRJkiRJ\n",
"Tc+SSsoVIXQAHgIGJ1beAEYQ42fZDyVJkiRJUnZYUkm5IFNQPQzsk1h5DTiAGL/MfihJkiRJkrKn\n",
"KO0AUrMXQkfg79QuqF4FhltQSZIkSZKaA0sqKU0hdAIeAfZOrLxCpqCal/1QkiRJkiRlnyWVlJbV\n",
"BdWeiZWXgQOJcX72Q0mSJEmSlA5LKikNIXQGHgUGJVamYUElSZIkSWqGLKmkbAuhC/AYsEdi5SUy\n",
"d/FbkP1QkiRJkiSly7v7Sdm0uqDaLbHyD+AgYlyY/VCSJEmSJKXPM6mkbAmhK/A4tQuqF8icQWVB\n",
"JUmSJElqtiyppGxYXVDtmlh5HjiYGBdlP5QkSZIkSbnDkkpqaiFsDDwBDEysPIcFlSRJkiRJgCWV\n",
"1LRC2IRMQbVLYuUZ4BBiXJz9UJIkSZIk5R43TpeaSgjdyBRUOyVWnga+SYxLsp5JkiRJkqQc5ZlU\n",
"UlMIoTvwJLULqieBQy2oJEmSJEmqyZJKamyrC6odEytPAIcR49Lsh5IkSZIkKbdZUkmNKYRNgaeA\n",
"HRIrj2FBJUmSJEnSGllSSY0lhM3IFFTbJ1YeBY4gxmXZDyVJkiRJUn6wpJIaQwibkymo+idW/o4F\n",
"lSRJkiRJ62RJJW2o1QVVv8TKw8CRxLg8+6EkSZIkScovllTShghhC+BpoG9i5UEsqCRJkiRJqjdL\n",
"Kml9hbAxmbv49UmsPAB8mxjLsh9KkiRJkqT8ZEklrY8QNgLup/YZVH8DvmNBJUmSJElSw1hSSQ0V\n",
"QjHwF2CvxMp9wEgLKkmSJEmSGs6SSmqIEAIwEfhWYuVp4GhiXJH1TJIkSZIkFQBLKqlhxgGnJ2Yz\n",
"yGyS7hlUkiRJkiStJ0sqqb5C+C7w68T0f8AhxDg/hUSSJEmSJBUMSyqpPkIYBkxNTBcCBxPjRykk\n",
"kqhB0Q8AACAASURBVCRJkiSpoFhSSesSwgDgHqBltekK4FvE+M90QkmSJEmSVFgsqaS1CeFrwMNA\n",
"x8TKKGJ8KoVEkiRJkiQVJEsqaU1C6EKmoNoisfJzYrwjhUSSJEmSJBUsSyqpLiG0Af4KbJ9YuRaY\n",
"kP1AkiRJkiQVNksqKSmEIuBmYN/Eyv8DxhBjzH4oSZIkSZIKmyWVVNtVQEli9jzwPWIsTyGPJEmS\n",
"JEkFz5JKqi6EnwI/TUzfAY4gxuUpJJIkSZIkqVmwpJIqhVACXJ2YfgIcTIxfppBIkiRJkqRmw5JK\n",
"AghhCHBrYroIOIQYP0whkSRJkiRJzYollRTCDmTu5Neq2nQV8G1ifCOdUJKk5uqqq65i6NCh9OjR\n",
"gx49ejBmzJi0I0mSJGWFJZWatxB6AH8HOidWTiTGx1JIJElq5n72s5/x9NNPs+eeewJU/SxJklTo\n",
"LKnUfIXQCXgY6JlYOY8Yk5f+SZKUVe+++y4hBEsqSZLUbFhSqXkKoRVwD7BTYuUPwK+zH0iSpNXe\n",
"e+895s2bx2abbcbXvva1tONIkiRlhSWVmp8QioCpwP6JlfuAM4gxZj+UJEmrvfzyywAMGjQo5SSS\n",
"JEnZY0ml5uhy4LjE7CXgOGIsTyGPJEk1VJZUXuonSZKaE0sqNS8h/BgYl5i+BxxGjEtTSCRJUi0v\n",
"v/yy+1FJkqRmp0XaAaSsCeEo4NrE9DPgIGL8IoVEkiTV8umnnzJ79mw23nhjiouLOfXUU/n4449Z\n",
"sGAB+++/P+eccw5t2rRJO6YkSVKjs6RS8xDCPsBtQKg2XQIcQoz/l04oSZJqmzZtGgCtW7fm7LPP\n",
"5oorrmCbbbbh888/Z7/99mP27NlMmTIl5ZSSJEmNz8v9VPhC6Af8Daj+187lwEhifDWdUJKk5ujO\n",
"O+9k8ODBbLvttgwfPpypU6fWul9H5X5UnTp1YurUqWyzzTYAdOvWjYMOOohHHnmEV1/1ty9JklR4\n",
"LKlU2ELoDNwPdE2s/IAYH04hkSSpmfrd737HmDFjGDBgAG+88QaXXnoppaWljB49moqKiqrnVZZU\n",
"V155Je3bt6/xHl27Zn47e+qpp7IXXJIkKUssqVS4QigCbgF6J1YuJMapKSSSJDVTr776KldccQVt\n",
"27blV7/6FR06dODFF19k1qxZPPbYY9x5550ALF68mHfeeYdOnToxcODAWu8zd+5cAL74wq0UJUlS\n",
"4bGkUiE7HzgsMZsKXJJCFklSM7Vy5UrGjh1LjJEjjzySLl26MGvWLCZMmMCiRYuA1WdGTZ8+nYqK\n",
"Cnbfffc63+tf//oXAB07dsxOeEmSpCyypFJhCuFg4KLE9BXgR7U2/5AkqQndc889vPfee4QQ+M53\n",
"vgNAeXl5jee0aJG5l83rr78OwKBBg2q9z/Lly3n77bcB2H777ZsysiRJUiosqVR4QtgG+As17+T3\n",
"BfBtYlyeTihJUnMUY2TSpEkA9OjRgz322AOA3r1785Of/IQOHTrQv39/xowZA8CsWbMA2HXXXWu9\n",
"10svvcSKFSto3bo1Q4YMydI3kCRJyp4WaQeQGlUIbYF7gM7VphXA0cT4UTqhJEnN1TPPPMP7778P\n",
"wLBhw2qsjRs3jnHjxtWYVe411adPn1rv9fDDmft9HHbYYXTp0qUp4kqSJKXKM6lUOEIIwB+BnRMr\n",
"5xDjkykkkiQ1c3fccUfV42RJVZfNN98cgE6dOtWYL1y4kL/+9a+0a9eOn//8540bUpIkKUdYUqmQ\n",
"nA58LzG7G7gqhSySpGZu0aJFPProowC0atWKvffee52v2WeffQCYPXt2jfnFF1/M4sWLueyyy+jZ\n",
"s2fjh5UkScoBllQqDCEMBq5JTN8BTnSjdElSGh5//HHKysoAGDBgABtttNE6X3PEEUew7bbb8qc/\n",
"/QmAiooKrrzySu666y4uu+yyqo3XJUmSCpF7Uin/hbA5cBc1fz0vAo4kxkXphJIkNXeVZ1EB9TqL\n",
"CqC4uJi//OUvnHvuuQwbNoyioiK23XZbHnroIXbYYYemiipJkpQTLKmU30JoRaag2iyx8n1ifDeF\n",
"RJIkEWPk2WefrTquvKtfffTs2ZNbb721KWJJkiTlNC/3U767CtgnMbuMGP+aRhhJkgBmzJjB/Pnz\n",
"ASgqKmK33XZLOZEkSVLus6RS/grhe8AZiemjwC9TSCNJUpXnnnuu6vHWW29Nx44dU0wjSZKUHyyp\n",
"lJ9C2AW4ITH9EDiOGMtTSCRJUpXnn3++6vHOO++cYhJJkqT8YUml/BNCV+AeoPptkpYDRxHj3HRC\n",
"SZKUsWLFCqZNm1Z1PGDAgBTTSJIk5Q9LKuWXEIqB24CtEys/JMbXUkgkSVINr732GsuXL686tqSS\n",
"JEmqH0sq5ZsLgYMSsz8Q481phJEkKemFF16oelxUVMSOO+6YYhpJkqT8YUml/BHCYcAFielLwFkp\n",
"pJEkqU7/+Mc/qh5vueWWtGvXLsU0kiRJ+cOSSvkhhO2APyemnwHfIcYVKSSSJKmWFStW8Nprq68+\n",
"32mnnVJMI0mSlF8sqZT7QmhPZqP06vfvLgdGEuP/0gklSVJtr7/+OmVlZVXHllSSJEn1Z0ml3BZC\n",
"AG4Ekht6/IwYn00hkSRJa1T9rn5gSSVJktQQllTKdWcBRydmtwMTU8giSdJavfTSS1WPQwjssMMO\n",
"KaaRJEnKL5ZUyl0hDAWuTEz/CfyAGGP2A0mStGbl5eVMnz696njTTTela9euKSaSJEnKL5ZUyk0h\n",
"9ATuBIqrTRcARxHjknRCSZK0ZjNmzGDJktW/RW2//fYpppEkSco/llTKPSG0Bu4GuidWvkeM76eQ\n",
"SJKkdXrllVdqHPfr1y+lJJIkSfnJkkq56LfAoMTsImJ8II0wkiTVx8svv1zjuH///iklkSRJyk+W\n",
"VMotIYwGfpiYPgRcnEIaSZLq7dVXX61x7JlUkiRJDWNJpdwRwm7AHxLT/yNzmV9FCokkSaqX//73\n",
"v8yZM6fquEWLFvTu3TvFRLnj3XffZc899+T997N3xf5ZZ53FRRddlLXPkyRJjcOSSrkhhE2Ae4DW\n",
"1abLgCOJcV46oSRJqp/kpX5bbbUVrVq1SilN7nj55Zc56qijOP3007Na2l188cU8++yzjBs3rslv\n",
"CFxRUcG8efOYNWsWr7/+Ok899RTLli1r0s+UJKlQtUg7gEQIAZgCfC2x8gNifCuFRJIkNUihX+pX\n",
"VlbG5MmTufPOO/noo4/o1q0bhx56KGPHjqVdu3Z1vubf//43xx9/PCeddBLHH398VvN27NiR2267\n",
"jREjRlBWVsbEiROb5HMOOeQQ/vnPf1JRUfOE72nTptGzZ88m+UxJkgqZZ1IpF/wAOCwxm0iMt6UR\n",
"RpKkhkre2a+QNk1ftGgRJSUl/OpXv2LkyJG88sornHHGGdx0001rLJ++/PJLTjjhBPr168fPf/7z\n",
"LCfO2Gyzzbj66qu5++67ufXWW5vkM7797W9z8skn1yglM3/3JkmS1odnUildIfQBrklMXwLS+ROt\n",
"JEkNtHTpUt55550as0I6k+rss89m+vTp7Lfffvz4xz/mwQcf5JxzziHGyLRp05g/fz6dO3eu8Zpx\n",
"48bx2Wefcccdd6Ra2gwbNoxjjz2W8ePHs+eee7Lddts16vufdNJJQObXwG677cbChQsb9f0lSWpu\n",
"PJNK6QmhJfBnoG216WIyG6WvTCeUJEkN89prr9W43CuEUDBnUs2YMYP77rsPgP333x+A0tLSqn2e\n",
"evbsWaugeuSRR3j44Yc58cQT+drXklfyZ9+4ceMIIXD66afXuiyvsbRt29aN8iVJagSWVErTL4Gv\n",
"J2ZnEuN/0ggjSdL6SO5H1bZtW7bccsuU0jSuP//5z0CmeNt9990BOPbYY9lqq63YY489mDx5co3n\n",
"r1ixgvPPP5+OHTvyox/9KOt569K9e3dOOukkZs6cye23395kn+NG+ZIkbThLKqUjhH2A8xLTe4Cb\n",
"sh9GkqT1lyyp+vbtm1KSxvf4448D0Lp1a3bYYQcADjroIF544QXuvfdedtxxxxrPv+uuu/jkk08Y\n",
"OXJkrTOs0jRq1CiKi4u5+uqrWbVqVdpxJEnSGlhSKftC6AjcSs1ff58Apzb5faIlSWpkr7/+eo3j\n",
"7bffPqUkjWv27Nl88sknAOy0004UFxev9fkVFRVMmjSJEALHHHNMNiLW2xZbbMGwYcOYM2cO9957\n",
"b9pxJEnSGlhSKQ0Tga0Ts9HE+EUaYSRJWl+zZ8/myy+/rDErlJLqtddeq3o8cODAdT7/ueee44MP\n",
"PqBfv345+c/gsMMyNxKuvIRRkiTlHksqZVcI3wFOSEyvJcZHUkgjSdIGeeONN2rNKi+Ly3dvvvlm\n",
"1eP6lFSVG6zvu+++TZZpQwwdOpQQAq+++iqzZ89OO44kSaqDJZWyJ4QewB8T05nAOSmkkSRpgyUv\n",
"9SsqKsrJs4jWxz//+U8gs2n6LrvsstbnlpeX8/e//x3I3ZKqa9euDBgwgBgjjz76aNpxJElSHSyp\n",
"lB0hFAFTga7VpiuA7xLjsnRCSZK0YZJnUm299da0bds2pTQb5sADD6RHjx5VP/7xj38AEGNkr732\n",
"qrH2pz/9qcZrZ86cyYIFCwgh1Ousq7qUl5dz9913c/jhh9O/f38GDBjAiSeeWOOMrpUrV3Ldddcx\n",
"ePBgttlmG4YMGcJVV11FWVlZvT5jp512AuDZZ59tULZ3332X8ePHM3z4cPr06cO2227LvvvuyyWX\n",
"XMKcOXMa9F6VsvF9JUnKNy3SDqBm40zggMTsfGJ8s64nS5KU68rLy6vONqpUWYLkowcffJCVK1cC\n",
"8K9//atqD6cRI0bw+9//vsZzk0Xcyy+/DMBmm21Gp06dGvzZ8+fP54c//CELFy7krLPOYpddduF/\n",
"//sfZ5xxBt/61reYNGkSw4cP56STTqKiooIbb7yRbt268eCDD/LLX/6St956i1tuuWWdn1P572fm\n",
"zJn1yrVy5UrGjx/PzTffzGabbcaPf/xjvvGNb9ClSxc+/vhj7r//fkaMGMGFF16Yk99XkqR8Y0ml\n",
"phfCTsCvE9OngKtTSCNJUqN49913Wbas5snAAwYMSCnNhmvZsiUtW7YEYNasWVXznXbaaZ1nh1Ve\n",
"9ti3b98Gf+7KlSsZPXo0vXr14rbbbqu6i2D37t256KKL+P73v8+4ceP41re+xdy5c/nb3/5GcXEx\n",
"L7zwAuPHj2flypU88cQTLFy4kI4dO671s7bbbjsAPv30U+bOncvGG2+8xufOnz+fUaNGMX36dLbe\n",
"emvuv/9+unTpUrXetWtXdtxxR4488khGjhxZVfDl0veVJCnfeLmfmlYIbYDbgNbVpguAUcRYkU4o\n",
"SZI2XF2bpudzSVXd22+/XfW4PntsffDBB0DmTKqGmjhxIuXl5VxzzTVVhU3ys7/88kumTJnCFVdc\n",
"UfWcyZMnV1321q5dO9q3b7/Oz9p0002rHlf/jnU566yzmD59Oi1atGDKlCk1Cqrq+vXrxzXXXMPi\n",
"xYvX+fmQ3e8rSVK+saRSU7sUSF778ENi/CiNMJIkNZa33nqrxnFRURE77rhjSmka1zvvvANkNk2v\n",
"z90KP/zwQyBzNlBDfP755/zxj3/k8ssvr1XYAMydO7fq8W677Vbjn2///v0BaNGiBRdddBFFRev+\n",
"Y+3mm28OZPbZqizW6nLzzTfz2GOPAZnLHfv06bPW9x0+fDhbbLHFOj8/299XkqR84+V+ajohDAPG\n",
"Jqa3EeMdacSRJKkxJUuqrbbaig4dOqSUpnFVllQdOnSgZ8+ea33uqlWrmDdvHsAazzZak3vuuYfd\n",
"dtttjUVY9bOdDjig5taWP//5zzn00EPp1q0b3bp1q9fntW7dmtatW1NWVsaCBQvqfM6qVav47W9/\n",
"W3V85JFH1uu96yPb31eSpHxjSaWmEUIX4ObEdDbw4xTSSJLUqFauXFlV5FTaeeedU0rTuObOnctn\n",
"n30GrD57Z22WLl1a9bh169ZreWZtW221FWPHJv8+a7Xp06dXPd5rr71qrdfnUsSkjTbaiLKyMhYt\n",
"WlTn+gsvvFD1/UMIjfrvNY3vK0lSPrGkUuMLIQDXAz2qTSNwPDHOTyeUJEmN59///jcrVqyoMdtl\n",
"l11SStO4Grof1YaUVCNGjFjr+vPPPw9k7iY4cODABr33mrRp0waAhQsX1rn+6quvVj1u1apVvS7j\n",
"q680vq8kSfnEi9nVFL4LlCRmVxDjs2mEkSSpsf3zn/+sNSuUkqr6GWINPXMnxthoOf773/9W7XW1\n",
"++6717mH0/qozFhRUff9Wz799NOqx506dWqUz6yPpvq+kiTlE0sqNa4QtgKuS0xfBy7MehZJkprI\n",
"zJkzaxy3bNmSnXZK3ickP1U/k6o+m6a3bdu26nHl3ecaQ+VZRQB77713o73v8uXLgZq516Rly5aN\n",
"9rnr0lTfV5KkfGJJpcYTQjFwK9Cx2nQ58F1iXFH3iyRJyj/Jkqpv374NvtQtV1WWVMXFxfTt23ed\n",
"z69e9lQWQI3hhRdeqHpc1/5M66sy40YbbVTneuUdAKs/Nxua6vtKkpRPLKnUmMYBgxOznxHjO3U9\n",
"WZKkfJXcNH3XXXdNKUnjWrVqFe+99x4AW2+9ddX+TWvTokULunbtCrDGO+atj8rSZm37M82fP5+J\n",
"EyfW+z2XL19edbZX9TKquuqfNX/+/DVeFtjYmuL7SpKUbyyp1DhC2A24ODH9OzAphTSSJDWZ//3v\n",
"f7U23S6UTa7fe++9qg3hG7If1ZZbbgnAJ5980qDPW7p0Ka+//jpLliyplaNyb6iBAweucX+mBx98\n",
"kEcffbTen1eZL4RAr1696nzO3nvvzSabbAJk9q1KFpIbItvfV5KkfGNJpQ0XQlvgNmreLfILYHSj\n",
"7qAqSVIOePfdd2schxAKpqSaMWNG1eOGlFRbb701AB9//HG9X/Pf//6XoUOH8s1vfpMDDjiAVatW\n",
"Va09/vjjVY933HHHOl9fXl7O5MmTOeaYY+r9mdVLtMrMSS1btuS0004DMpusP/zww+t835UrV9a4\n",
"y2Fd0vi+kiTlG0sqNYYrgeSmFScT45w0wkiS1JT+9a9/1Tju0KED2223XUppGlf1kqo+m6ZXqryz\n",
"4X/+8596v+baa6/lf//7HwCzZ8+u2v9p1apV3H777VXP69KlS52vv/766ykvL29QafP+++8D0Llz\n",
"56qzv+pyyimnsPvuuwNw00038cUXX6z1fa+//nrmzZtXdbx48eJaz0nj+0qSlG8sqbRhQjgE+FFi\n",
"+idivC+NOJIkNbVkSVVZ0BSCypIqhNCgkmqPPfYA4NNPP11noVPps88+q3p8/PHH0759ewAmTZpE\n",
"RUUFRx11VI1M1T300ENcd911TJo0qUF34HvrrbcAqgqoNSkqKmLSpElst912zJs3j1NOOYVFixbV\n",
"+dzbbruNyZMn06FDByBz9tWdd95Z62TyNL6vJEn5xpJK6y+E7sDUxPR9YEwKaSRJyopkSVUom6bD\n",
"6rsW9ujRg0033bTer9thhx3o3LkzMUbefPPNer2mspQ54IADOP300/n000+ZOHEiU6ZM4cYbb2T8\n",
"+PH07t2bhx56iJtvvpnPP/+cmTNncv7553P22WczderUBhVpsLqk2meffdb53B49enD//fczbNgw\n",
"pk2bxkEHHcQdd9zBrFmzmD17No8++ijHHnssU6ZM4e6776Zjx9U3N77hhhvo378/gwcPrtprKo3v\n",
"K0lSvmmx7qdIdQghADcC3atNy4HvEWPtc9wlSSoA5eXlVZeMVVrXWTn54oMPPqg6W6jyzKj6Kioq\n",
"4uCDD+b222/n6aefZtiwYet8zeGHH07btm254YYb2H///WnZsiVDhw7lgQceoGfPngDcd999TJo0\n",
"iRtuuIGLLrqIbt26MWLECJ566qmqzc3r64svvmDmzJkUFRVx6KGH1us1HTp04JZbbuGZZ57hzjvv\n",
"ZMKECXz++ee0b9+eHXbYgSOPPJKSkhKKiopo3bo1m222GV26dKFr165VP1feITHb31eSpHxkSaX1\n",
"9QPgsMTsYmKclkYYSZKy4YMPPqCsrKzquKioqGBKquqXmQ0dOrTBrz/iiCO4/fbbeeKJJ7jkkkvq\n",
"9Zrhw4czfPjwNa537tyZ8847j/POO6/BeZKeeOIJIHP3vC222KJBrx0yZAhDhgxZ63Oee+65db5P\n",
"Nr+vJEn5yMv91HAh9AGuSUxfAi5LIY0kSVmTvLNf3759q/YiyneVl8K1aNGiXmdCJQ0ePJitt96a\n",
"Dz/8sOq9csmDDz4IZPaDkiRJucmSSg0TQkvgz0DbatPFZC7zW1X3iyRJKgzJkmrQoEEpJVl/Cxcu\n",
"ZNSoUfTt25ff/OY3VfM33ngDyOzX1Llz5wa/bwiB0047DYBbbrmlccI2ko8++ognn3ySLbbYompv\n",
"KEmSlHssqdRQFwBfT8zOJMb633NakqQ8VQgl1YQJE3j88cdZvHgxN954I5DZa6vy7KfRo0ev93uX\n",
"lJTQo0cP/vrXv/Lll182St7GMHXqVGKMnHbaaRQXF6cdR5IkrYElleovhEHA+YnpPcBN2Q8jSVL2\n",
"vfPOO1WPQwjsueeeKaZZP88//3zV4wEDBgDw4osvsmjRInr37s0BBxyw3u/dsmVLLr30UpYtW8Y1\n",
"1yR3BkjHxx9/zE033cQOO+zACSeckHYcSZK0FpZUqp/MZX43UvPXzCfAqcQY0wklSVL2lJWVMWvW\n",
"rKrjLbfcku7du6/lFbmpbdvMFfv9+/evutzvlltuoaioqMblf+vrwAMP5OCDD+bWW2/lP/9J/0Tr\n",
"K664glWrVnHllVdSVOQffSVJymX+Tq36+hmwY2I2mhi/SCOMJEnZ9t5771FeXl51vMcee6SYZv2N\n",
"Hj2aEALf/OY3adWqFZMnT+ahhx7i9NNPb7TLF6+66ip69OjBmWeeyapV6W1Z+eijj3L33Xdz7rnn\n",
"svPOO6eWQ5Ik1Y8lldYthO2ACxPTm4nxkTTiSJKUhhkzZtQ4zsdL/QCOOuooJk+ezGOPPcbQoUOZ\n",
"OnUql19+Oeecc06jfUbnzp256aabeP/99/n1r3/daO/bEJ988gljx47lO9/5TtWG7pIkKbe1SDuA\n",
"clwIAbgeaF1t+gWZM6skSWo2Zs6cWfU4X/ejqjRixAhGjBjRpJ+x3XbbcdtttzFq1Ch69OixQRuy\n",
"N9T8+fP57ne/y+DBg5kwYULWPleSJG0Yz6TSunwf2D8x+6mX+UmSmpu333676nH37t3ZcsstU0yT\n",
"H3bffXfuvfderr/+et5///2sfe4FF1zAPvvswx/+8AdatPDvZCVJyhf+rq01C6E7cHVi+hhwWwpp\n",
"JElKVfWSKl/3o0pDnz59mDZtWlY/83e/+11WP0+SJDUOz6TS2lwNdK12vAz4oXfzkyQ1Nx999BEL\n",
"Fy6sOm6sDcYlSZK0miWV6hbCCOC7iel4Yvy/NOJIkpSm6pumhxDYe++9U0wjSZJUmCypVFsI7chs\n",
"ll7dm8A1KaSRJCl1b731VtXjTTfdlL59+6aYRpIkqTBZUqkuFwJbVTuOwA+IcWU6cSRJStebb75Z\n",
"9fgb3/hGikkkSZIKlyWVagphIDAmMb2WGF9JI44kSbmg+plUllSSJElNw5JKq4VQDPwJKK42/Qi4\n",
"IJ1AkiSlb/bs2cybNw/I7Ec1ePDglBNJkiQVJksqVXcGsFtidjoxLkojjCRJuWD69OlVj3v37s2m\n",
"m26aYhpJkqTCZUmljBC2BC5NTO8ixvvTiCNJUq546aWXqh7vt99+KSaRJEkqbJZUyly7AJOAdtWm\n",
"C4Az0wkkSVLuePHFF6sejxgxIsUkkiRJhc2SSgAlwCGJ2c+JcU4aYSRJyhUffPABs2bNAqBz587s\n",
"scceKSeSJEkqXJZUzV0IXYBrE9PngMkppJEkKac88cQTVY8POuggior8o5MkSVJT8U9a+g3Qvdrx\n",
"CuBUYqxIKY8kSTnjkUceATJXxo8aNSrlNJIkSYXNkqo5C2EIcHJiehkxvpNGHEmScsnHH39ctR/V\n",
"wIEDGTBgQMqJJEmSCpslVXMVQhvgj4npv4Bfp5BGkqSsmzVrFiNGjKBPnz5cd911tdbvvfdeYoyE\n",
"EPjRj36UQkJJkqTmxZKq+ToX6JuYnUKMZWmEkSQp2yZMmMCMGTNYsmQJl112WdUG6QBlZWVMmTIF\n",
"gP3224+DDz44rZiSJEnNhiVVcxTC9mRKqupuIMbn0ogjSVIaFi9eXPU4hEBFxertGP/85z8zZ84c\n",
"2rZty+WXX55GPEmSpGbHkqq5CaEIuAFoWW06Bzg7nUCSJKVj2LBhALRv354zzzyTbbfdFoA5c+Zw\n",
"9dVXE0LgoosuomfPnmnGlCRJajYsqZqfHwD7JGZnEuP8NMJIkpSW4447jmHDhtG7d2+GDBnC4sWL\n",
"ee211zj66KNZvHgxv/jFLzjuuOM26DP+/ve/M3LkSA488EAOOOAAbrzxRioqKnjwwQeZO3duI30T\n",
"SZKkwtAi7QDKohC2AH6TmD4A3J1CGkmSUlVcXMxNN93ElClTOOecc/jggw/o3LkzgwYNYuLEieyy\n",
"yy7r/d4xRs4991xKS0u57rrrOPjggykvL+fUU0/lqaee4umnn+acc87hjDPOaMRvJEmSlN8sqZqX\n",
"a4GO1Y6XAKcTY0wpjyRJqSoqKuLkk0/m5JNPbtT3veCCC7j11luZMGFC1abrxcXFjB8/nkGDBhFC\n",
"YPvtt2/Uz5QkScp3Xu7XXIRwBPDtxPR8YpydRhxJkgrVk08+ydSpUxk4cCDHHHNMjbVNN92UVq1a\n",
"UVRUxB577JFSQkmSpNxkSdUchNARuC4xnQ78PoU0kiQVrPLycn7xi18AcPzxx9daf/PNN1mxYgX9\n",
"+/enQ4cO2Y4nSZKU0yypmodLgR7VjsuBHxBjeUp5JEkqSM899xwffvghxcXFHHjggbXWp02bBsBe\n",
"e+2V7WiSJEk5z5Kq0IUwCPhxYjqBGN9II44kSYXsgQceAGDAgAF06dKl1nplSTVo0KCs5pIkfeao\n",
"7gAADLpJREFUScoHllSFLISWwJ+AUG36f8BF6QSSJKmwvffeewDsuuuutdYqKip45ZVXKCoqYs89\n",
"98x2NEmSpJxnSVXYxgI7JWY/JMalaYSRJKnQzZ07F4D+/fvXWnv77bdZuHAh2223XdVZVpdffrk3\n",
"2ZUkSfqKJVWhCqE3cGFieisxPpZGHEmSmoNNNtmkxs/VPfPMM8DqS/3Kysp45ZVXCCHUeq4kSVJz\n",
"ZElViDJ/2r0eaFNtOpfMmVWSJKmJDBs2DIAvvviixnzGjBn89re/BaBfv34APPvsswwZMiS7ASVJ\n",
"knKYJVVh+j4wLDEbQ4yfpxFGkqTmYvTo0fTq1Ys777yT8vLMTXSffPJJzjvvPK666ioAli9fToyR\n",
"W2+9laOPPjrNuJIkSTmlRdoB1MhC2Bi4OjF9Arg1hTSSJDUr7du356677uKCCy5g6NChdO7cmV13\n",
"3ZXbb7+ddu3aMW/ePCZPnsx9993Hsccey2abbZZ2ZEmSpJxhSVV4xgNdqx0vJ7NZuruySpKUBb16\n",
"9eKmm26qc+2EE07ghBNOyGoeSZKkfOHlfoUkhB2A0xLTS4jx/TTiSJIkSZIk1ZclVaHIbJZ+NVBc\n",
"bTqL2pf+SZIkSZIk5RxLqsJxCHBgYvYzYlyeRhhJkiRJkqSGsKQqBCG0ovYZU88A96aQRpIkSZIk\n",
"qcEsqQrD6UCfascROMvN0iVJkiRJUr6wpMp3IWwCXJiY3kiMb6QRR5IkSZIkaX1YUuW/i4FO1Y4X\n",
"AReklEWSJEmSJGm9WFLlsxB2Ak5NTC8hxk/TiCNJkiRJkrS+LKnyVQgBuIaa/w7/A1ybTiBJkiRJ\n",
"kqT1Z0mVvw4DhiVmPyPGsjTCSJIkSZIkbQhLqnwUQmtgQmL6JHBfCmkkSZIkSZI2mCVVfvox0Lva\n",
"cQXwU2KMKeWRJEmSJEnaIJZU+SaE7sAvE9M/EeNbacSRJEmSJElqDJZU+ecSoGO14wXABSllkSRJ\n",
"kiRJahSWVPkkhJ2BkxPTi4nx8zTiSJIkSZIkNRZLqnwRQgCuoea/s/eA36cTSJIkSZIkqfFYUuWP\n",
"I4D9ErOxxLgijTCSJEmSJEmNyZIqH4TQGrgqMX0MeCCFNJIkSZIkSY3Okio//ATYttpxBTCGGGNK\n",
"eSRJkiRJkhqVJVWuC2FT4BeJ6fXEOCONOJIkSZIkSU3Bkir3XQp0qHY8H7gwpSySJEmSJElNwpIq\n",
"l4UwEDgpMb2IGL9II44kSZIkSVJTsaTKVSEE4BogVJu+C1yXTiBJkiRJkqSmY0mVu44ChiRmY4hx\n",
"ZRphJEmSJEmSmpIlVS4KoQ1wVWL6CPBwCmkkSZIkSZKanCVVbjoL2KracTmZs6hiOnEkSZIkSZKa\n",
"liVVrglhc+D8xHQSMb6dRhxJkiRJkqRssKTKPb8C2lc7ngdclFIWSZIkSZKkrLCkyiUh7AackJhe\n",
"SIxzU0gjSZIkSZKUNZZUuSKEAPwWCNWm7wDXpxNIkiRJkiQpeyypcsdIYHBi9lNiXJlGGEmSJEmS\n",
"pGyypMoFIWwE/CYxfYgYH0kjjiRJkiRJUrZZUuWGMcCW1Y5XfTWTJEmSJElqFiyp0hbCFsC5ienv\n",
"ifHdNOJIkiRJkiSlwZIqfZcB7aodzwUuTimLJEmSJElSKiyp0hTC14FRiekviXFeGnEkSZIkSZLS\n",
"YkmVlhAC8NvEdCZwQwppJEmSJEmSUmVJlZ6jgb0Ts58S46o0wkiSJEmSJKXJkioNIbQGrkhM7yfG\n",
"x9KII0mSJEmSlDZLqnScCnyt2vFKYGxKWSRJkiRJklJnSZVtIbQDzk9M/0CM76URR5IkSZIkKRdY\n",
"UmXfGUD3asdLgctSyiJJkiRJkpQTLKmyKYTOwNmJ6URi/DSNOJIkSZIkSbnCkiq7xgKdqx0vAK5M\n",
"KYskSZIkSVLOsKTKlhC6Az9NTK8kxnlpxJEkSZIkScolllTZcw7Qrtrx58DElLJIkiRJkiTlFEuq\n",
"bAihJ/CjxPQyYlycRhxJkiRJkqRcY0mVHRcArasd/xe4PqUskiRJkiRJOceSqqmF0Bs4MTG9mBiX\n",
"pxFHkiRJkiQpF1lSNb3xQItqx/8BbkoliSRJkiRJUo6ypGpKIewIHJeYXkiMK9OII0mSJElSGubM\n",
"mXNs2hmU+yypmtbFQKh2PAO4I6UskiRJkiSloqyszJJK62RJ1VRC+DpwZGJ6ATGWpxFHkiRJkiQp\n",
"l1lSNZ1LE8evAPelEUSSJEmSJCnXWVI1hRCGAAcmpucTY0wjjiRJkiRJUq6zpGpsIQTgV4npM8Dj\n",
"KaSRJEmSJEnKC5ZUje8gYJ/EzLOoJEmSJEmS1sKSqjGFUETts6geIsYX0ogjSZIkSZKULyypGtdR\n",
"wMDE7BdpBJEkSZIkSconllSNJYRi4JLE9C5ifD2NOJIkSZIkSfnEkqrxfA/oV+24AvhlSlkkSZIk\n",
"SZLySiiE/byfeOKJ/P8SkiRJkiRJOWjYsGEhG5/jmVSSJEmSJElKXUGcSSVJkiRJkqT85plUkiRJ\n",
"kiRJSp0llSRJkiRJklJnSSVJkiRJkqTUWVJJkiRJkiQpdZZUkiRJkiRJSp0llSRJkiRJklJnSSVJ\n",
"kiRJkqTUWVJJkiRJkiQpdZZUkiRJkiRJSp0llSRJkiRJklJnSSVJkiRJkqTUWVJJkiRJkiQpdS3S\n",
"DiBJkiRJkgpPSUnJvsAVwCDg1tLS0lEpR1KO80wqSZIkSZLU6EpLS58FhgHlwHMpx1EesKSSJEmS\n",
"JElNZW+gGEsq1YMllSRJkiRJairfAD4vLS19N+0gyn2WVJIkSZIkqansCzyfdgjlhxBjTDuDpDxV\n",
"UlKyP3AK8CHQDXgS+ElpaenXUw0mSZIkKXUlJSUtgfnAFKDsq/EA4KzS0tK3UwumnOWZVJLWS0lJ\n",
"yUnAX4AxpaWlZwMXATcCX6QaTJIkSVKu+DqwEfA14OzS0tKfAQ8Dd6eaSjnLkkpSg5WUlOwM/IHM\n",
"WVMfA5SWln4ILMINESVJkiRlfAP4Eji6tLS0/KvZh0C/kpKS/unFUq6ypJK0Pn4FLKTa34B89ZvM\n",
"xlhSSZIkScrYF3iutLR0ebVZr69+bpdCHuU4SypJDVJSUtIZOAh4rNrfhgAMBVYA09LIJUmSJCnn\n",
"DAKeTcz2BFYB72U/jnKdJZWkhupN5r8d/0jMhwIvl5aWrigpKdk666kkSZIk5YySkpJNgK7AK9Vm\n",
"xcBwMn/hvSCtbMpdllSSGmrhVz/PrhyUlJRsRKakevGr0U+ynEmSJElSblkKRGBOtdl3gC7Ahakk\n",
"Us6zpJLUIKWlpf8G3gK2hqrbyv4eaA18+NXfmHiHP0mSJKkZKy0tXQo8DmwPUFJS0gO4FhhbWlo6\n",
"Pc1syl0t0g4gKS+NBK4pKSnpBRQDl5G51vwEYBfg3PSiSZIkScoRJwNXlZSUDCWzbchJpaWlD6Qb\n",
"SbksxBjTziBJkiRJkqRm7v+3dwerOkVxGIffJROZKDMmJykTM3egTNyDpJSJGTKQThmSzEydW3AB\n",
"MlA6E8oNSDKUDE/CMjifOimfnH3qlZ5ntvZuf/89/rXX+mz3AwAAAKBOpAIAAACgTqQCAAAAoE6k\n",
"AgAAAKBOpAIAAACgTqQCAAAAoE6kAgAAAKBOpAIAAACgTqQCAAAAoE6kAgAAAKBOpAIAAACgTqQC\n",
"AAAAoE6kAgAAAKBOpAIAAACgTqQCAAAAoE6kAgAAAKBOpAIAAACgTqQCAAAAoE6kAgAAAKBOpAIA\n",
"AACgTqQCAAAAoE6kAgAAAKBOpAIAAACgTqQCAAAAoE6kAgAAAKBOpAIAAACgTqQCAAAAoE6kAgAA\n",
"AKBOpAIAAACg7nD7BQAAAAD4940xziW5lORbko0kV5NcS3Isyckkm3POt/v9fZEKAAAAgLXGGKeS\n",
"XJlzXl+tt5JsJ7mc3Z16L5K8TvJovzNs9wMAAADgT24kub1nfTTJpznndpL3SR4m2VoyYMw5lzwP\n",
"AAAAwH9ujLEx53y3Z/0hyZM5592DmuFLKgAAAADW+iVQnUlyIsnzg5whUgEAAADwN84n+ZLk5c8L\n",
"qzOrFhGpAAAAAPitMcaRMcb9McbZ1aULSd7MOXdW9w8lubV0jn/3AwAAAGCdi0luJnk1xvia5HSS\n",
"z3vu38nCQ9MTB6cDAAAAsMYY43iSB0k+Jvme5F6Sx0l2srvt7+mc89niOSIVAAAAAG3OpAIAAACg\n",
"TqQCAAAAoE6kAgAAAKBOpAIAAACgTqQCAAAAoE6kAgAAAKBOpAIAAACgTqQCAAAAoE6kAgAAAKBO\n",
"pAIAAACgTqQCAAAAoE6kAgAAAKBOpAIAAACgTqQCAAAAoE6kAgAAAKBOpAIAAACgTqQCAAAAoE6k\n",
"AgAAAKBOpAIAAACg7gefISOV+L+GHQAAAABJRU5ErkJggg==\n"
Min RK
upate exmaple notebooks to nbformat v4
r18669 ],
"text/plain": [
Min RK
pass on IPython Kernel example notebooks...
r20547 "<matplotlib.figure.Figure at 0x1066447f0>"
Min RK
upate exmaple notebooks to nbformat v4
r18669 ]
},
Min RK
pass on IPython Kernel example notebooks...
r20547 "metadata": {
"image/png": {
"height": 403,
"width": 596
}
},
Min RK
upate exmaple notebooks to nbformat v4
r18669 "output_type": "display_data"
Brian E. Granger
Pulling content from ipython-in-depth.
r17485 }
],
Min RK
upate exmaple notebooks to nbformat v4
r18669 "source": [
Min RK
pass on IPython Kernel example notebooks...
r20547 "# %load http://matplotlib.org/mpl_examples/showcase/integral_demo.py\n",
Min RK
upate exmaple notebooks to nbformat v4
r18669 "\"\"\"\n",
"Plot demonstrating the integral as the area under a curve.\n",
"\n",
"Although this is a simple example, it demonstrates some important tweaks:\n",
"\n",
" * A simple line plot with custom color and line width.\n",
" * A shaded region created using a Polygon patch.\n",
" * A text label with mathtext rendering.\n",
" * figtext calls to label the x- and y-axes.\n",
" * Use of axis spines to hide the top and right spines.\n",
" * Custom tick placement and labels.\n",
"\"\"\"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.patches import Polygon\n",
"\n",
"\n",
"def func(x):\n",
" return (x - 3) * (x - 5) * (x - 7) + 85\n",
"\n",
"\n",
"a, b = 2, 9 # integral limits\n",
"x = np.linspace(0, 10)\n",
"y = func(x)\n",
"\n",
"fig, ax = plt.subplots()\n",
"plt.plot(x, y, 'r', linewidth=2)\n",
"plt.ylim(ymin=0)\n",
"\n",
"# Make the shaded region\n",
"ix = np.linspace(a, b)\n",
"iy = func(ix)\n",
"verts = [(a, 0)] + list(zip(ix, iy)) + [(b, 0)]\n",
"poly = Polygon(verts, facecolor='0.9', edgecolor='0.5')\n",
"ax.add_patch(poly)\n",
"\n",
"plt.text(0.5 * (a + b), 30, r\"$\\int_a^b f(x)\\mathrm{d}x$\",\n",
" horizontalalignment='center', fontsize=20)\n",
"\n",
"plt.figtext(0.9, 0.05, '$x$')\n",
"plt.figtext(0.1, 0.9, '$y$')\n",
"\n",
"ax.spines['right'].set_visible(False)\n",
"ax.spines['top'].set_visible(False)\n",
"ax.xaxis.set_ticks_position('bottom')\n",
"\n",
"ax.set_xticks((a, b))\n",
"ax.set_xticklabels(('$a$', '$b$'))\n",
"ax.set_yticks([])\n",
"\n",
"plt.show()\n"
]
Brian E. Granger
Pulling content from ipython-in-depth.
r17485 }
Min RK
upate exmaple notebooks to nbformat v4
r18669 ],
Min RK
add kernel metadata to example notebooks
r20278 "metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.4.2"
}
},
Min RK
upate exmaple notebooks to nbformat v4
r18669 "nbformat": 4,
"nbformat_minor": 0
Min RK
add kernel metadata to example notebooks
r20278 }