Commit 71bf8fb0 authored by Sam Calisch's avatar Sam Calisch
Browse files

added force and cycle stress analysis

parent a244c905
......@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
"execution_count": 279,
"execution_count": 10,
"metadata": {
"collapsed": false
},
......@@ -25,7 +25,7 @@
},
{
"cell_type": "code",
"execution_count": 422,
"execution_count": 2,
"metadata": {
"collapsed": true
},
......@@ -237,7 +237,7 @@
},
{
"cell_type": "code",
"execution_count": 343,
"execution_count": 4,
"metadata": {
"collapsed": false
},
......@@ -246,32 +246,32 @@
"name": "stdout",
"output_type": "stream",
"text": [
"data_start,2335\r\n",
"battery_voltage,4.23\r\n"
"data_start,3487\r\n",
"battery_voltage,4.07\r\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python2.7/site-packages/ipykernel/__main__.py:47: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n"
"/usr/local/lib/python2.7/site-packages/ipykernel/__main__.py:13: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x1339a3290>"
"<matplotlib.text.Text at 0x10a8a9b10>"
]
},
"execution_count": 343,
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Qs3pi5kRNTy2mK2Y2QdLXJTWa2Rwl2zculTRN0p1mdrKkBZKOLdWaAKDYWhwz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geLti5qswEElct2tZqSRpTU29Ghrzs+NGvoU5c/hH7u4hczeRu3vIHH4wAwIA\nOsgrNRgpZQZEfu7lNbfcr1tZ8rF3NuzOz80AAACAPApcAWLs2LHFHgIKzGtwAreEOffkNpzGJGdA\nWEn56Knz7PubJUn9e5QnH9u4uyHn9ymEMGcO/8jdPWTuJnJ3D5nDj8AVIAAg6JJLMBQvQnhdePIx\nC2Lb3kZJ0oebazW4dxdJ0p/fWp/7GwEAAAB5FrgCBD0g3MP6MTeFOXevzuDNfkj2gcjjrkIN0ZhO\nGtFHkrS7IaqteyJ5u1e+hDlz+Efu7iFzN5G7e8gcfgSuAAEAQWdTlmBIUklJfvtASNKnD94/2W9C\nkhau35W/mwEAAAB5ELgCBD0g3MP6MTeFOfdYyhIMSXnfilOSTh11gOpSdr+4fc7qvN0rX8KcOfwj\nd/eQuZvI3T1kDj8CV4AAgLDwJiSUJpdg5Pb6qU0tK0qNGqM24/MAAABA0AWuAEEPCPewfsxNYc7d\nm+ngzXzw/ozmuALhbcFZXmJUYowisViz56Mhqz+EOXP4R+7uIXM3kbt7yBx+BK4AAQBB13LiQb6a\nUDZE4wWH8sQUi8YWBY6/J7boBAAAAMIgcAUIekC4h/Vjbgpz7q13wYh/kusVEQ2JKQ4VpfFv1S2X\nYDw0f0Nub5hnYc4c/pG7e8jcTeTuHjKHH4ErQABA0DXtghE/LslTD4gp89ZKknbUNUpqPQMitSkl\nAAAAEHSBK0DQA8I9rB9zU5hz98oARi16QOR4CsScj3Y0O25ZgMjntp/5EObM4R+5u4fM3UTu7iFz\n+BG4AgQABF1yG05vBkSJ93h+KwKRsFUcAAAAgBSBK0DQA8I9rB9zU5hzTy7BSBx7MyDyXR9o2QMi\nbMKcOfwjd/eQuZvI3T1kDj8CV4AAgKBrakLZfAlGvmZAHNq3myRp4lH9mj3er3t5Xu4HAAAA5EPg\nChD0gHAP68fcFObcbcslGF4Tyhz3hPz4kF6SpEs+fpAk6TMH79/s+cF9uuT2hnkW5szhH7m7h8zd\nRO7uIXP4EbgCBAAEXazFEozSPDWh9JpOlnkVDknjB/dKfp7r+wEAAAD5FLgCBD0g3MP6MTftC7mb\nROHBmwmR63pAugLE9aeM0IXHHCgp9zMu8m1fyBwdR+7uIXM3kbt7yBx+BK4AAQBB5zWb9OoCXqEg\n1zMSoonrlqYUIHp1KdOnRvTJy/0AAACAfApcAYIeEO5h/Zibwpx7y/f9a2vqJUlPv7c5p/dJNwNC\nSlnyEbJVz38YAAAgAElEQVRtOcOcOfwjd/eQuZvI3T1kDj8CV4AAgKCziX0wvN0vPC8t25bT+0Qz\nFCC8++5uiOb0fgAAAEA+Ba4AQQ8I97B+zE1hzj3WYheMfGlM9HgobTkDIvGdu3pXg7buieR3EDkU\n5szhH7m7h8zdRO7uIXP4EbgCBAAEXXIbzjzfpzHRZbLVEoyU4zfX7szzKAAAAIDcCFwBgh4Q7mH9\nmJvCnHvLJRgjD+gqSTpheJ+c3qcxTRNKqakHRPzznN4yr8KcOfwjd/eQuZvI3T1kDj8CV4AAgKBr\n2YTS2xazIsfVgIxNKFOO870MBAAAAMiVwBUg6AHhHtaPuSnMuXv1B68OUJ5oyhCJ5nobzvifZS2q\nDN3Lm751m7wvBMmdMGcO/8jdPWTuJnJ3D5nDj8AVIAAg6GxiCoRJFAa8mQ+vr65JPtdZ0ZhVbWKX\ni67lzb9V9+xSlvw817MuAAAAgHwJXAGCHhDuYf2Ym8Kce6xFE0pvBoQkLarek5N77KxvVCRm1atL\nqbqVl7Z6/pNDe0uScjzpIq/CnDn8I3f3kLmbyN09ZA4/AleAAICg897zeysjUmch7G5ozMk96hN7\ncHYtS/9tuneXeFEi4q3TAAAAAAIucAUIekC4h/Vjbgpz7t4yi5Y9IKSm2RGd1dAYv1CXDAUI754f\nbq7NzQ0LIMyZwz9ydw+Zu4nc3UPm8CNwBQgACLqmIkPzHhCSmqZHdFJDYmZDRWn6b9PRxCCe/WBL\nbm4IAAAA5FngChD0gHAP68fctC/kXpJcgtH0rTRXLRnq2lmCEUmZahHLUePLfNsXMkfHkbt7yNxN\n5O4eMocfgStAAEDQxZK7YMSPy1NmQORqF4xNuxskSf16lLd7rtcvAgAAAAiywBUg6AHhHtaPuSnM\nudvkLhjeEozcz4DYmygq9KhovQNGfAxNd6qLhKMAEebM4R+5u4fM3UTu7iFz+BG4AgQABJ331j/Z\nhLKkaQZErppQxhIXKjUm7fOpt4nk6qYAAABAHgWuAEEPCPewfsxNYc49OQPC6wHRrE9DbooB0cRl\nMvSgbFboaAxJASLMmcM/cncPmbuJ3N1D5vAjcAUIAAi6ZA+IxBKM1E0wojlaDeHtclFSkmEGRMoS\njLAUIAAAAOC2wBUg6AHhHtaPuSnMuXtv970ZEMYYnTbqAEm5Ww4RtW0vwUi9TTQkBYgwZw7/yN09\nZO4mcncPmcOPwBUgACDomppQNvF2wmjM0RQIr6hQmmEGRIwZEAAAAAiZwBUg6AHhHtaPuSnMuVt5\n23A2FQfKSuLfTnNVDEj2gEhff9AphxzQdG5IChBhzhz+kbt7yNxN5O4eMocfgStAAEDQeZMPUicn\neH0oc1WAiLUzA+LkkfupW3n8pmEpQAAAAMBtgStA0APCPawfc1OYc4+lWYJRkpgNkataQLSdbTiN\nMRrVt7uk8CzBCHPm8I/c3UPmbiJ395A5/AhcAQIAgs9bgtH0iLdbRWpvhs5INqHMMAMi/lz8z7AU\nIAAAAOC2wBUg6AHhHtaPuSnMuSdnQKRUILw6QTRHtYAdexslSRWZmkCoqTgRzVHRI9/CnDn8I3f3\nkLmbyN09ZA4/AleAAICgS7cLhrdUwuaoGDBz2TZJ0q76aMZzyhIFCGZAAAAAIAwCV4CgB4R7WD/m\npjDn7u2Ckbo6wpsMketawNqauozPeQWIHO38mXdhzhz+kbt7yNxN5O4eMocfgStAAEDQ2bRLMBI9\nIHJQgUidRdGna1nG87xZF8yAAAAAQBgErgBBDwj3sH7MTWHOPf0uGN5znS8GpBYUvnrMwIzn7aiL\n94l44t2Nnb5nIYQ5c/hH7u4hczeRu3vIHH4ErgABAEHnlQea7YKROJj27qZOX98rQHQpNerbozzj\nee9s2C1JWr51b6fvCQAAAORb4AoQ9IBwD+vH3BTm3L0lEiUpFYgNu+pzdn1vAkRbW3CGUZgzh3/k\n7h4ydxO5u4fM4UfgChAAEHTpWi6UlzR9O412sieDNwOivQLEySP369R9AAAAgEJqswBhjCkzxpxr\njHnAGPO2MWZ54s8HjDHnG2Myd0fziR4Q7mH9mJv2hdxT6wNWTUWH2kjmrTOz4RUgytopQHx9XLw/\nxNA+XTp1v0LZFzJHx5G7e8jcTeTuHjKHHxkLEMaYyyStlPQDSSsk3STpssSfKyR9T9LKxHkA4Ayv\n0aRJaUMZS9kKs6GxczMgolnOgOhSGv8W3hBlFwwAAAAEX1szGA6V9ElrbXWa5/4m6WZjzEGSfp7L\nAdEDwj2sH3PTvpB7ahPKaMruF/XRWJqzs5csQJi2CxBegaKzSz4KZV/IHB1H7u4hczeRu3vIHH5k\nLEBYa/9fey+21m6Q1O55ALAv8d7vZ5qgUN/YuQLEnoZom9f3eEs0ttRGFInGVF5KWx8AAAAEV1Y/\nrRpjRmb4GGyMyelPvPSAcA/rx9wU5txtcrZDU4VgVL/uyc8bOjkD4r9fWilJ2rCroc3zUntE/PXt\nDZ26ZyGEOXP4R+7uIXM3kbt7yBx+ZFs8WC5pWeIj9fMqSfXGmCeNMQfmZ4gAECxe+SF1hsIZh/dN\nft7YySURW/ZEsjovtUfES8u2deqeAAAAQL5lW4D4nqTHJB0mqaukwyU9LOlySUcrvpTj7lwMiB4Q\n7mH9mJvCnLtXX0ht0VBaYjRmYA9JUicnQGQtdQZEl7LgL78Ic+bwj9zdQ+ZuInf3kDn8yHYbzV9J\nOtRaW5c4Xm6MuVzSUmvtvcaYSxSfEZGRMaaLpFclVSQ+nrHWXudv2ABQPDa5C0ZzZQVuCplagOga\nggIEAAAA3JbtT6wlkka0eGyYpNLE53vUTjHDWlsv6XPW2nGSPibpFGPMSS3PoweEe1g/5qYw557s\nANFilwpv14rUHTHyKXUJSEVZOx0rAyDMmcM/cncPmbuJ3N1D5vAj2xkQd0p62RjzF0lrJA2R9O3E\n45J0pqR57V3EWlub+LSL4kWN7R0aLQAEgM2wC8b2vY2SpFnLtunjQ3rnfRypBZC6SIHWfQAAAAA+\nZTUDwlp7u6RLJQ2UdLakQZK+Y629LfH809baM9q7jjGmxBizUFK1pH9Za99veQ49INzD+jE3hTn3\nWIYlGCu37ZUkvbyi8LXVIwf0KPg9OyrMmcM/cncPmbuJ3N1D5vAj2xkQsta+IOmFztzMWhuTNM4Y\n01vSTGPMydbaOZ25JgAUS8slGMVw+QlDdM+8tepaTg8IAAAABFvGAoQx5ieS7k30bsh0ThdJP7DW\n/qEjN7XW7jTG/EPSxyU1K0Dcdddd6tGjh4YNGyZJ6tOnj44++uhkhc1ba8TxvnO8aNEi/fCHPwzM\neDguzHHqusEgjKcjx7Eeh0qSVrzzpubW90s+v3NFvIdN70PGdur6Unw2Q5cN72nu3D1tnr9sdY2k\nQYrGbGC+PpmOp0yZwvdzB4+9x4IyHo75/s5xfo75ec69Y++xoIyH4/wcT5kyRYsWLUq+Px8wYIAm\nTJggv4zN0CzNGHOzpG9Kel7xIsGHknZJ6qX4dpyflXSGpIestb9o90bG9JMUsdbWGGO6SXpR0q+s\ntbNTz5s8ebK99NJLff+FED5z585N/gOHO8Kc+yMLNuihBdX62tgDdcnHByUf/9JfKtUQjX9Pnfnd\ncb6v/7Pnlmpx9R7ddsahGje4V5vn/nPJFt0xd41OP6yvfvaZYb7vWQhhzhz+kbt7yNxN5O4eMnfT\nggULNGHCBN/TgDPO2U1skTlO8e01vyPpn5IWK16QuFTSEknjsik+JBwk6ZVED4g3JP29ZfFBogeE\ni/jG5aYw5+6VbUtaLMH471MPliSN7mQ/Bm8bz2x2tigtKezOG50R5szhH7m7h8zdRO7uIXP4UdbW\nk9baLZJ+l/joFGvtIknjO3sdACi2TO/1e3WJf0t9f9Me7Y1E1a28NP2J7YgmNrQoa7nNRhpeEcQr\nWgAAAABBFbiuZZWVlcUeAgosdR0Z3BHm3JtmQDR/PLVgcPPLq3xfvzFRTCjNosllmGZAhDlz+Efu\n7iFzN5G7e8gcfgSuAAEAQZfchrNFgSC1APGfNTt9X98rJpRmMQOiNPFdfFtto+/7AQAAAIUQuAIE\nPSDcw/oxN4U5d2+yQcvyQHlpbrbl9JZTZLMEw5slsah6t9bsqMvJ/fMlzJnDP3J3D5m7idzdQ+bw\nI3AFCAAIOm+xQ8sVEtnMWMhGcglGB3pASNK81TU5uT8AAACQDx0qQBhjBhhjRqZ+5HpA9IBwD+vH\n3BTm3L3ti1vuglGeowJEh2ZApH4Xz83t8ybMmcM/cncPmbuJ3N1D5vCjzV0wPMaY0yU9IGmgmv+I\nayX5a/MOACEVy7AEI5uCQTaiHZgBkdqoMuD1BwAAADgu2xkQd0v6taSe1tqSlI+cFx/oAeEe1o+5\naV/IveUSjFwVIJp2wWj/3NQiRdALEPtC5ug4cncPmbuJ3N1D5vAjqxkQkvaXdK+1IdjnDQDyLOMu\nGKW5aasTTXynzW4JRso5WWzbCQAAABRLtj8tPyDp2/kciIceEO5h/Zibwpx7xl0witCEsixEMyDC\nnDn8I3f3kLmbyN09ZA4/sp0BcbyknxhjrpFUnfqEtfYzOR8VAASYNxWsZX0gR/WHDvWAqEhZp5Gr\n+wMAAAD5kG0B4v7ER97RA8I9rB9zU5hzz7QareWSDL86sgtGRcqyj/IcLQHJlzBnDv/I3T1k7iZy\ndw+Zw4+sChDW2gfzPRAACAtvF4yW23DmQjRmZRWfzZDN9fMxBgAAACAfsv51mTHm28aYl40xHyb+\nzEtPCHpAuIf1Y24Kc+7e/If23vv76dsbtd4OGNkVFrqWN30b93pHBFWYM4d/5O4eMncTubuHzOFH\nVgUIY8z1kq6R9LiknyT+/K/E4wDgFK+w0F6J4M01Ozt87Y70f5Ckvt3L1SXRByLoBQgAAAC4LdsZ\nEN+VdJq19j5r7YvW2vsknS7p+7keED0g3MP6MTeFOfemGRBtFwnmVdV0+Nq1kZgkqVt59v0cJo7u\nL6mpeBFUYc4c/pG7e8jcTeTuHjKHH9n+hNtD0uYWj22V1C23wwGA4LPJHhCtn/vOJwYlP+9W1vGm\nkLUNUUlS9/LSrF/jNatkBgQAAACCLNufjl+Q9Kgx5nBjTDdjzBGSHpT0Yq4HRA8I97B+zE1hzj3W\nxhKMc8f0T37uZ1eM2ki8ANGjIvsChLdcI+gzIMKcOfwjd/eQuZvI3T1kDj+yLUD8SNIuSe9K2i2p\nUtIeST/O07gAIPDSFRiy2TqzLW9UxftGrNy2N+vXePd8ZGF1p+4NAAAA5FO223DulHSxMeYSSf0k\nbbHWxvIxIHpAuIf1Y24Kc+6xNpZgpBYlYtZq5da9+t2rq7Vxd4OuOGGITjn0gDav/WiiiOB3OUXM\n2sBuzRnmzOEfubuHzN1E7u4hc/iRsQBhjBlhrV2V+Hxki6d7ej9kW2tX5m10ABBA2W6v+dTizXpq\ncVP7nFv/tbrdAkSfrmWqqWvU4N5dsh9Pyuf1jTF160D/CAAAAKBQ2lqCsSjl8+WSliX+TP1YlusB\n0QPCPawfc1OYc/fe8GeaaXD26H6+r31E/+6SpO8dN6idM1uPR5LqGvMyOS0nwpw5/CN395C5m8jd\nPWQOPzIWIKy1vVI+L7HWlib+TP3g12wAnOOtjsi00qG8NHNtd2pltbbsacj4fCRx8fKSju+gIcVn\nQAAAAABBlNVPuMaYP2R4/M7cDoceEC5i/Zibwpy7bWMXDEmKtrFE4y9vb9B/z8y8ci0STRQgSjvQ\nxyHlfkEuQIQ5c/hH7u4hczeRu3vIHH5k+yu2SzI8/s0cjQMAQsN7u59pm83h+3Vt8/XLt2be4SIS\njRcQOlKAaN4DIthbcQIAAMBdbRYgjDGXGmMulVTmfZ7y8RtJW3I9IHpAuIf1Y24Kc+7ehINMJYJT\nRx2gC485sM1rRDPscpFcgtHGMo6WUnfMqGuMZv26Qgtz5vCP3N1D5m4id/eQOfxobxtOb4ZDhZrP\ndrCSNkr6Vj4GBQBB1tY2nJJUUVqi73xikJ59f7NqI+mXROxpiKp319bfgr0lGBUdmAHRo6KpHU+Q\nm1ACAADAbW0WIKy1n5MkY8xvrLW/KMSA6AHhHtaPuSncuSd6QGTqQpmQqfggSbszFiASSzA60ITy\nrCP76f4310uSogGuP4Q7c/hF7u4hczeRu3vIHH5k9RNuavHBxJV4H/kbGgAEU6ydJRjZyNQsssFH\nE8pu5aU6YVifxNjoAQEAAIBgynYXjEHGmL8ZY7ZKapQUSfnIKXpAuIf1Y24Kc+5NTSj9X6MxTQ+I\nrbURba2Nf1vt0C4YaloOkqG1RCCEOXP4R+7uIXM3kbt7yBx+ZDuD4V5JDZImSNotabykv0u6LE/j\nAoDA8rbhLGmnAjFuUM+Mz13x9IeqXL+r2WP/+KCpr29FB5pQSlJJogLBDAgAAAAEVbY/4Z4o6VJr\nbaUka619R9J3JP081wOiB4R7WD/mpjDnnu17/J9+alibz//X88szPte1rIMFiOQMiOAWIMKcOfwj\nd/eQuZvI3T1kDj+y/Qk3qvjSC0naYYzpL2mPpMF5GRUABJj3Fj/TLhieXl1K2z5B0qbdDcnPB/aq\nSH5e2t7FW/BmYwS5CSUAAADclm0B4j+Szkx8/qKkaZKekvR2rgdEDwj3sH7MTWHO3Ztl0F4PiO4V\n7Rcgfvfq6uTnXhHhsyP36/CYSkMwAyLMmcM/cncPmbuJ3N1D5vCjzW04U3xTTcWKnyq+9KKXpDvz\nMSgACDKb3AWj7QpEez0iJGnz7qZevt4WnF06uPwi9V5BbkIJAAAAt7VbgDDGlEq6S9L3Jclau1fS\nb/I1IHpAuIf1Y24Kc+4d2QXj0YuOUl0kpu/M+CDt86nXiMS8LTg7U4AIbgUizJnDP3J3D5m7idzd\nQ+bwo90ChLU2aow5TRIriwFAqbtgtH9u/x7xvg4H9qzQxpR+D+nUNca/zXa0AaXUVHjYXR/t8GsB\nAACAQsj2p9w7JP3KGFOez8FI9IBwEevH3BTm3GNZLsFIdeNpI/X949L37X1/4x5t2FWvlVv3SvJX\ngJi5bJsk6f631nf4tYUS5szhH7m7h8zdRO7uIXP4kW0PiB9LGijpZ8aYzWqagSxrbdv7zAHAPiqb\nJRiegw/opoMP6Kb731zXrE/D2pp6/fTZpc3O9dMDAgAAAAi6bAsQ38jrKFLQA8I9rB9zU5hzb5oB\n4f+1bdlXCxBhzhz+kbt7yNxN5O4eMocfWRUgrLVz8j0QAAgLK28bzo6XILqUlai+se2WOtZHI8nL\njh+s/3tjnfr1yPtKOQAAAMCXrH7NZozpYoy5yRiz0hhTk3jsNGPMj3I9IHpAuIf1Y24Kc+5efSCb\nJpQt3XrGIerbve0iwfqd9R2+7scG9pQk9e6S7cS2wgtz5vCP3N1D5m4id/eQOfzoSBPKMZK+rqb+\nD+9J+mE+BgUAQWY7sQTjqAN76q6Jh7V5jp9tOLtXlEqS9jSwCwYAAACCKdtflX1Z0qHW2j3GmJgk\nWWvXGWPSt3TvBHpAuIf1Y24Kc+6dWYIhSWXtTJ0456j+Hb6mt3NGe8s7iinMmcM/cncPmbuJ3N1D\n5vAj21+zNahFscIY01/S1pyPCAACLtmE0l/9QaXtFCAG9Kzo8DW9okZjNl0uAQAAgCLItgDxhKQH\njTEHS5Ix5iBJ/yvp8VwPiB4Q7mH9mJvCnHtnlmBI7c+A8KO8NH7NSDS4MyDCnDn8I3f3kLmbyN09\nZA4/si1AXCfpI0mLJO0naZmk9ZJ+ladxAUBgeUswSnxOgchD/UEVib4REWZAAAAAIKCy3YazQdKV\nkq5MLL3YYv3sE5cFekC4h/Vjbgpz7raTSzD8NJlsT4mJz8iIWSkas+0u8yiGMGcO/8jdPWTuJnJ3\nD5nDj4wFCGPMyDZe18trvmatXZnrQQFAkMVysATjF6eM0G9eXpWrIckYo/JSo4aoVWNACxAAAABw\nW1u/hluu+FKL5W18LMv1gOgB4R7Wj7kp3Ll7u2D4v8JnRu6fo7E08QrDeyPB3Ioz3JnDL3J3D5m7\nidzdQ+bwI2MBwlpbYq0tTfyZ6aO0kIMFgCDwZkD47QGRL94WnPfMW1vkkQAAAACtdWghsjFmqDHm\n+HwNRqIHhItYP+amMOeenw44ufOvlTuKPYS0wpw5/CN395C5m8jdPWQOP7IqQBhjhhljXpO0RNKs\nxGPnG2Puz+fgACCIvPpDZ9ss9O7CJDIAAAC4I9sZEPdK+oekXpIiicdekvT5XA+IHhDuYf2Ym8Kc\neywxBcL4bkMZd8sZh+pjA3vmYkihEObM4R+5u4fM3UTu7iFz+JFtAeKTkm611saU+OWftbZGUp98\nDQwAgq6zLSBG9euu331plD53SO4bUgIAAABBk20BYqOkQ1MfMMaMllSV6wHRA8I9rB9zU5hzb2pC\nmZvrXfu5ETqoV0WnrzOqXzdJ0sH7d+30tfIhzJnDP3J3D5m7idzdQ+bwI9sCxO8kPWeM+bakMmPM\nRZKmSbotbyMDgICyyS6UudsFozYS6/Q1Lj9hiCSpS1mH+gsDAAAABZHVT6nW2j9LukrSVyStkXSx\npF9aax/N9YDoAeEe1o+5Kcy556oJZaqLxw+UJH0z8acf5aXxb+mRWDC36Qhz5vCP3N1D5m4id/eQ\nOfwoy/ZEa+0zkp7J41gAIBS8CRCd7QGR6qzR/XXcsD7q36Pc9zXKExWRxmgwCxAAAABwW7bbcP7B\nGHNii8dONMbcme2NjDFDjDEvG2PeM8YsMsb8JN159IBwD+vH3BTm3HO1C0ZLA3pWyHSiqlFRGn9t\nJNb55Rz5EObM4R+5u4fM3UTu7iFz+JHtQuGLJL3d4rH5kr7WgXs1SvqZtfYoSSdIusIYc0QHXg8A\ngZDsAJHb+kOnlZXEv6U3MAMCAAAAAZRtAcKmObe0A6+XtbbaWluZ+Hy3pA8kDW55Hj0g3MP6MTeF\nOXeb410wcqU8MQNiy55IkUeSXpgzh3/k7h4ydxO5u4fM4Ue2BYR/S/qNMaZEkhJ/3pB4vMOMMSMk\njZX0Hz+vB4BisnlagtFZXgFCkhau21XEkQAAAACtZVuAmCTpVEkbjDFvSlov6fOSftzRGxpjekqa\nIWlSYiZEM/SAcA/rx9wU5tyDugTD2wVDkuav21nEkaQX5szhH7m7h8zdRO7uIXP4kdUuGNbatcaY\n8ZI+KWmo4ltxvmmt7VCnM2NMmeLFh4cTu2q0MmPGDN1///0aNmyYJKlPnz46+uijk//Avak+HHPM\nMcfFOo7ZPpKk/8x7Tb26lBV9PN7xm6+/pp0rlqv3IWMVs8UfD8ccc8wxxxxzzDHH4T6eMmWKFi1a\nlHx/PmDAAE2YMEF+GW8qcZsnGTNW0lZr7ZqUx4ZKOsBa+07WNzPmIUlbrLU/y3TO5MmT7aWXXprt\nJbEPmDt3bvIfONwR5tzPf/hd7ayPavrXx2i/bv63zcyH0+5fKEk6e3Q/XXHi0CKPprkwZw7/yN09\nZO4mcncPmbtpwYIFmjBhgu95wNkuwXhEUsufsiskPZztjYwxJ0n6uqRTjDELjTELjDGnZ/t6AAgK\nr2xbErQ1GCnqG9kJAwAAAMFSluV5w6y1K1MfsNauSDSTzIq19jXFd85oEz0g3EPl1E1hzj2LiWNF\nV9cYLfYQWglz5vCP3N1D5m4id/eQOfzIdgaE1wMiKXG8PvdDAoBga5oBUdRhtKk+GoIqCQAAAJyS\nbQHiDknPGGN+bIw50xjzY0l/k/T7XA+osrIy15dEwHmNTuCWMOee3IYzwEswBvaqKPYQWglz5vCP\n3N1D5m4id/eQOfzIagmGtfZPxpgdkr6jpl0wfm6tnZHPwQFAEMUSkwuCWH745viBenhBtcqDPD0D\nAAAATsq2B4SstU9IeiKPY5FEDwgXsX7MTWHO3VvcEMQJED0q4q12GgK4BCPMmcM/cncPmbuJ3N1D\n5vAj6wKEMeZASZ+U1E8pv/iz1v45D+MCgMDylmAEcReMssTMh8ZY8AoQAAAAcFtWPSCMMedIWiHp\nRkn3Svpx4s9v5npA9IBwD+vH3BTm3G2Al2CUJgoQq7bvLfJIWgtz5vCP3N1D5m4id/eQOfzItgnl\nbyR921o7TtKexJ/flzQ/byMDgIAK8hKM0sSgFlfvUSQaK/JoAAAAgCbZFiCGJXpApHpQ0sU5Hg89\nIBzE+jE3hTn3WICXYJSmfFff3RAt3kDSCHPm8I/c3UPmbiJ395A5/Mi2ALEp0QNCklYZY06QdIik\n0vwMCwCCywa4vULq2HbXB6sAAQAAALdlW4D4kySvxHWHpFckvSPpnlwPiB4Q7mH9mJvCnLv3Hj/o\nO13uClgBIsyZwz9ydw+Zu4nc3UPm8COrXTCstbelfP6QMeZfknpYaz/I18AAIIhsyhQDE8AlGKmb\nX+yqbyzeQAAAAIAWst6GM5W1tirXA/HQA8I9rB9zU1hzjwV4BwypaXaGJNU3BqsJZVgzR+eQu3vI\n3E3k7h4yhx/ZLsEAAKQI4OQHSVJFadPAogHuVQEAAAD3BK4AQQ8I97B+zE1hzd3bASOg9QcdO7hX\n8vNoLFgViLBmjs4hd/eQuZvI3T1kDj8CV4AAgCBrakAZzBLEft3Kdfyw3pKaiiUAAABAEASuAEEP\nCPewfsxNYc3de08f0PqDJKlP13h7n6AtwQhr5ugccncPmbuJ3N1D5vAjcAUIAAiyoC/BkJpmZzAD\nIlwWrtul5Vtqiz0MAACAvAlcAYIeEO5h/Zibwp57ELfg9JQmxvb8ki2B2ooz7Jnn0469EV39z+W6\n/OkPiz2UnCN395C5m8jdPWQOPwJXgACAIPP6OpYEt/6gNTV1kqRlW/bqymeXFXk0yGR3faM27KqX\nJO2sjyYfX7l1L7NXAADAPilwBQh6QLiH9WNuCmvuNgRvDKt3NSQ/r9pRV8SRNBfWzPPl64+/p29N\nex9a+wIAACAASURBVF9b90SaLem57G9L9PR7m4s2rlwjd/eQuZvI3T1kDj8CV4AAgCAL+i4YkhSJ\nxoo9BGRhbySe04db9rSa8fDXtzcUY0gAAAB5FbgCBD0g3MP6MTeFNfcw7IIR1P4UYc08H1Jn0tQ2\nxBRpsWVJXeO+U0Qid/eQuZvI3T1kDj8CV4AAgCALwy4Y158yothDQBs+2rZXFz22OHn87obdaZtP\n3jhrZSGHBQAAkHeBK0DQA8I9rB9zU1hz935PHdRZBpI0ZmDPYg8hrbBmnmuPLKzWtr1Nu5O8sHRr\n2vPmrqpR/T4wE4Lc3UPmbiJ395A5/Cgr9gAAIExsCHbBaGnNjjoN3a9rsYfhNGutfvtqlYbt10X/\n/mhH1q+rqWvUgJ4VeRwZAABA4QRuBgQ9INzD+jE3hTX3ZA+I4g6jQ256+aNiD0FSeDPPhRtmfaRZ\ny7bpz291rLlkwz7QUNTl3F1F5m4id/eQOfwIXAECAILMJhZhBHkJRktVO+qLPQSn7Y1ENW91ja/X\nXvrEB5paWa3p72zM8agAAAAKL3BLMOgB4R7Wj7kprLnHQjgDIijCmnln1DXG9OD8zm2p+ZfElpxH\nH9RTRw7okYthFZSLubuOzN1E7u4hc/gRuAIEAIRBiCZAUCwpgg827VF9Y0zz1+7UU4s35+Saa2vq\nQlmAAAAA8ARuCQY9INzD+jE3hTV3bxvOkoBXIB66cHTy8wO6lxdxJE3CmnlHvLtht7bXRjTp70v1\nX88v17R3N+X02ltrIzm7XqG4kDuaI3M3kbt7yBx+BK4AAQBB5jWhDLqBvbroG+MGSpKG7telyKNx\nw7sbduv//WOZvjHtvbxc/8Wl2/S1xxbn5doAAACFELgCBD0g3MP6MTeFNXev/hCGbTiPPqinJKm+\nMRhVk7Bmnq33N+2WJEWi+ft6W0m1DVFtrY3IhqQatq/njtbI3E3k7h4yhx/0gACADvDe9IVhF4x+\niaUXm3Y3FHkk+76GxphMgbptnPPQu5Kk73xikC485sCC3DPsrLWKxKwqSgP3excAAJwSuP8T0wPC\nPawfc1NYcw/TLhhe74eausYijyQurJm3Z9aybfrSX9/RA2+tL+h9C30/v4KQ+w2zPtKX/vKOduxt\nv4dGWGaWBFkQMkfhkbt7yBx+BK4AAQBB5r01CcEECHUvL1GJiW8F2RCNFXs4+6zb56wu9hDQjnmr\nayRJb67Z2eZ5VTvq9NXHFuv5JVsKMSwAAJwTuAIEPSDcw/oxN4U1dxuSXTCk+DKRbuWlkqT6xuIX\nIMKaeb6MdmRLzTDl/qf/rNP2vY26c+6aYg8l1MKUOXKH3N1D5vAjcAUIAAiyMC3BkKSyRLfMxjw2\nRoQ/Iw/opu8fN7hT1/j5c8v0zw+35mhE+7726oZlYeguCwBAiAWuAEEPCPewfsxNYc89BBMgJEnl\niTdUkVjxCxBhzzzXrKzOP3pAp66xqHq37vh3VY5GlB+FzN1aq1+8uEKn3b9Q71XvbvV8e41Cy0oL\n+x92zFr9Ye4avbJiW0Hvm2/8t+4mcncPmcOPwBUggmZdTb3+74212l7bfuMqAPu+mLcLRpHHkS3v\nDVU0AAWIsNuxN6Ip89aqakddh1/btaz1/269SNL90v0Lhx3Qoetv2Fnf4THti1Zu25vs85CuN8cT\n725s8/Vb9hT2//UL1u3Sc0u26JZXgtVHZMfeiKa8sVZrazr+bx1oafmWWt33n3WqbYgWeyh6e+1O\nPTh/A81mO2nWsm16+r3NxR4GQipwBYig9YC46vllemrxZv0+4L9hCjPWj7kprLl7P7OEYRtOqWlK\n+bMfbNFf3lqvWcuK95vWsGbu+b831ulv723Wtf9cLmutnlq8Scu21Gb12htPG9lqy0zv39KT3/yY\nHrvoKHVJKVL89FPD9L9nH5712K755/Kszy20XOZevatej79TnfGNTEPKUqMNu1pvP/vR9ro2d8IY\n0qdL5wfZAcUuDDY0xjT93Y2tCg1T3linvy3erJ88s7Tda2yvjWjaOxub7bYT9v/W/Vi4bpdeXNrx\n5VA1dY16/J1qbSviL7oWrtulmT7G3pKX+ysrtuvNNTXJxy9/+kPNWLRJjyys7vQ9Ouu6F1bo0YXV\nmldV0/7JyOj2Oat1z7y1GvuJ44s9FIRQ4AoQQeP9NmTF1r3tnlu1o05zVm7P95AQYA3RmGYu3cqM\nmX2Y93YhLEvFvQLEjEWbNPWdjbp9zmpt3tP6jRnatzRRbNi8J6J/rdyu/3tjna54+sOsXtutvESD\nelU0e8wm/jX1qChVvx4VOuWQ/SVJJw3vo9ISoxEHdM16bBt2NRT9zWwuNcasXly6VVtTZiREojFd\nPO19/fmtDZpa2fqNzNbaiGYvb11ga/mbzr0pDVnX76zXKyu2Jc8Zvn+3rMb3RlWNlmdZfGpLupkx\nhTT93Y26/831+t6MDxSNWT22sFpTK6u1JjHLZ3cWv7G+YdZKPfDWev02i91gojGrWcu2aWOiOLRl\nT4NeWra1zX+7O+sa9cKHW3010p370Q59tC39z2879kY0c2l2132vercq1+9q85yr/7lck1+t0sos\nfl5M9bs5q/Xntzboxlkfdeh1uXT1P5frd69WaX0OZlLtaYjqlldW6Rcvrmz13Loa/9e31upfK7bn\nbFZOoWc7pZqzcnvyvzEp/jV7cenWQMwQyUYkZVetxn3o/zsonMAVIMLcA+K7Mz7QTS+v0uI0606R\nWbbrx2LW6u21O7Uz5bcsQfN45Ub97tUq/fwfy4o9lMAL67rBsM3a3Jzmh6zd9cX5IScMmb9XvTv5\n5qil0pSq09LNHXvzma65Yct/Sz88YYh+ccoIXXXycElN/Tuy9ft/V2ldTZ3eXFOjhgDseuLpSO5b\n90T0zvpdmlpZrcmvVukXM1ckn3smZbrvR9tbvwm58tml+vv7rbfPbNn/ZOXWvVq6pVYL1u3UJdPf\n1y2vrNbriW06l2zakzzv4QUb0r553bCrXv89c6Uuz7L4lK1iTAn3impRK81ctk1/nb9Bf3l7g5an\nvIleuG6XFq7flfE39B9sil/j3Q1NP/tkyvylZdt0+5zVunTG+5KkHz+zVL+dU6Vn3s88lfv2Oav1\n+39X6eZXVmU8pyEa03+qalSX8u9+6eZa3Tj7I/3gqSVpX3PdCyv0u1er9Ne317d6blttRAtTCg5X\nPrdM//X88mZvvDL5aHvHChBeYeP9lH97xbJ5d+eK03Pnzm32vafVv+lOFO7nr9ulm19ZpUuf+MD/\nRVJEitSYuXL9Lt308ip9Z0bT3+N3c1Zr8qtVumNuOGZb7400Zfzaa8H//zqCp6zYAwgaa61Wbtur\nIX26NpsO2/Lb1Efb9urAnhXqXlHa6hrVuxo0ZmDnxxKNWa3YtleHHNCt2Q++nj0NUW3a3aCDD8ju\nNzZh9/Ly7bp9zmoN6l2hv15wlNbW1Kl3lzL17tr6n/HeSFQbdjZoZN/Cfm28H8DWdqLKj2Dzfmsd\nhm04Jbr6d8Tamjpd+Vy8ePi/Zx+uQ/o2/95bmpL5rg4WcdIWIFocdy0r0WdG7p887ugyn5eWbdNL\niSU2E0f3049OHNqh1wfBRVMXNztOnX34/qamoo/3m9rd9Y1aua1OdY1RVacpHFlrNX9t899c/yrN\nb5qXb92rI/r30Ksf7Ug+9vCCaj28oFozvzuu2bm5nCqf+tvDxphVeRZNMFdt36vNuyMaM7BHcpvd\nHXsj2tMQ0+A0S0j2NES1eU+D+veo0NqaOpWXlGi/bmWqqWtU6vvpJRneAF+dWN7TrbxEz3zrmIzj\nyuZbzYeb4/fw3vxtTXwt31m/W+eOSd+Q1evpMW915inzjyyo1uPvbNTJB++n6yccLElavaPp387y\nLbU6pG83GWO0tTZe5PKKLG+v3aUzttdpv25NP098a9p7qo9a/fbMQ3XMoF7J60SiVuUpP/Zt2Fmv\nirIS9e1ennysMWa1s65RO+sbNaRP+7OYglTT3tUQ1dIttRqV+Fr5kVqiiVqpLOUynfm/0eo0RcfO\nKNZv7tP9fPha4t/2qyt36PpTCj2ijtsTafr/X2dq3Su37lWfrmXaWd+oYft1bfM9D/YtgStAZOoB\nEY1Z7djbqL49ytUQjal6V4P261qmbuUl2l0f1f4p3/w9exJTmXqkKRJk8tqqGt04+yMdc1BP/faL\no5KP2//P3pkHNlGmf/z75uh9Hxyl9D44SltQUBFBQUDlEARR0QVF9Keux3qt63qsrse6rse66+qu\nguKJgAgiiKJ4llugpUC5Sgv0opTeV9Ik8/sjmWQmmUnSNG1zPJ9/2kwmyTvzzLzzvs/7PN9H8Igo\nqW3DAxuOISEiECsWjLD5jpAA5wJLzrd3ISpIJXujfbC3Gp8VncXcnHjcfXGizfv3rDuC6hYt/n1t\nFrLje15PvrlTB7WSmQc0ztDQ3oWwQCXUSteDaezlijZ36hCoUiBQpcC+SuMgpKpZi/KGDty51riq\nYT04bO7U4Q9fHUNFkwavzMhA7uBwm++15nxbF6JDVD2eVDozeCSMeGuOsLkMp5eY2pOe455uc2FU\nw71fHsWckfG45xJL3yvs5rorRCnVr8aF2j633MX3x+txzyWJON/ehfjQAMcf6EXcZfcQtcUAFU0a\nVDZ14v4Nx+w6g4prWvGX72xDwa3R6Aw4dFY6elGrN0CjM0ClMD4fnVgEdxo9Z+2AsL9/TYvG/OwT\njlMWfGJ03Ky5ZRQiTZNojuNwrq0LD208htrWLoQHKm3OlbB/UDro1ISrngDQrtWL2i+csPI2d3Yc\nZm8yGBmkEulLSME73n4ua8QT5u+0vH/P+qO4d3wiZg2Pw02fip1cpxo7sXRtCWJCVPhs4Sicb++C\nxuQg+aWsESMGWsZXwlZqdAYsXm2M5BCOQwwGDtd/XAwOwMc3jkR0sAoNHToMCDPehy0aHZSMmRew\n7E2D69q0iA1R23UGcByH8+1diJO5z7U6A9q69IgOdtzfvPbLabRq9XjwsiRcnR1r8zt17V2Is9Oe\nCRMmiCLItDoDVN0Ygws5Zzp2flzm6Fkmd67kzk9PHRDn27ug1RswONy+bgzHcaht7UKLRocgtULk\njDZwHBradVAw49jC3S4RvYFDTYsW4YFKycU6VxGmiuReKK0BUdemRUyIGhqdAe1dBpGTDgAOnW3F\ng19ZooXHJkZgT0UzrsuJx10Scx7Ct/A4B4Qcr/xyCltPNOC1mZlYWXgWeyqMk9HEyEBUNGmwYsEI\nJERYOgGO4zD3wwMAgM1L8iUn+RqdQRTlAAC/lhtXP4qqxQORNq3lSbbnDD8R1kBvMLomhB2K9UqX\nRmeAzsCZH8Acx6G4pg2PbDqOCxPD8eJVGWjT6hGiVoAxhk6dAUEqhVmte93Bc5IOCF5ga29FS48d\nEJ06A+Z/XIxAlQJf3Zpn3mYvP/Vsixa/W3UImXHBeH1WFpSMocvA2f2MRmdAgJI55VlvaO/CDZ8e\nRFiAEl8syhU5B/gBmNT3z/+42Py6sKrVoQPit4pm/PmbUkxKi8ITk1MdtksOjc5ADgg/wCxC2b/N\ncBqpQZa3pZH0FS/9JM5hX3/onMgBIeyDjthJwZg7Mh47TjeJVuSDVArR4HLmsDjcaCVKKcWDlyWh\nsaMLSVFB2HW6GdUtGpvnkxRKBcP/TKKZz0xNxfjkKIef8WQ0OoPoGQ8A2081OYxEOVjjXFj758W1\nsu/d8XkJqlu0UDJg8+2j8YggxY6/v6Se+9bjCymEYeBdeg6O5ojCyZ3UdVDVrDE7ID7cV4NPBKJ/\nUudK2D10dx1hyZrDqO+wOAasw+05jsMNnxRDq+fwze35dh38ejudUnig0qED4rxEVIrOylP05vYK\nUZqINfXtOhw914b7BMKbX5XU4cR5y70u7E/bBavAbYIJmV4wkSxv6MC/t9Vh15lmvD4rE8PiQzH/\nI6Nz4tvb841jIZlD/+FEPV766RTmjIzH7WMTZMdO7+2pwqoDtXhwwlBcPSzO5v271h1BRZMGq27O\nETkh9AYOeo4TXbu85seaA2cxOT0aaiWDTs8hQKXA2uJavLO7CnddPATXDIszj/Wsr3WdwXLetXoD\nQmBxQDj73Nx+qhHPfFeG+aMG4M6LhgCwH3X4S1kDnt9ajlnD43DfpeLIr7d2VOLLw+fw2OXJmJJh\nqS5kzwGhNY3n5Maqx+vazfo/T0xOwSRB5Jo1y/dUYfUBS/8SE2KZer3yy2m3CUMbOM5sK55nvjuJ\nXaY5y4Zb8+yOz7V6A5SMQalg4DgOLRo9wgOVkudAOCf6vy+O4Ktb80TXwI5TTfjLdycxPSsGR8+1\n43RjJz66cSQiAlVgMEbJWN+L/Lzui4PnyAHhB3i0BoTwYbb1hFHccW1xrfkiBSyhTL8JtgEQVa1o\nkxB12VfZjFkrirCqSFySS85Lr9EZcKyuHZ8V1YhUfBetOoQbPik2l+YDjHXGOY4Dx3F4b08VZq0o\nwtwPD6DIlOf3zHdl5gHMbxUtKK5pxbyPDuCtHRU4eq4Ns1cU4cO91aJnkr3cUIMbZhO80BcvxrSv\nshmzVxRhrZ1BGW+H43UdmPdRMa5+rxCzVxRhW3mj5P7n27owa0URnv+hXLRdKlf0k/01uMG0SsE/\nEOUiRYTnxlpUKFjt+BLfVGLMGf75pLjdUufcwHGS5/tQTStmrSjCztPNNu8R0niDHoAU3paCISXu\nZm+w35t4q815HK0Q89x9SaKNBoO1A+L+CUOdija7OjsWN+UPwqUpUXhoYhIeuzwZGU6klqkUDOtM\nmgkf/FbtVLvdhXXf6azd39pRIbn96Lk2zFpRhBV7xcfx7m7b3H1rrD/jCryzXypl/KZPD+LmlQdF\nx/yf7RWYtaIIpecd64RYp2DwcDLPGmfhOE7kfHCG3yrsiyzy38sfq9D5AADtggiJgoICGDhLVRLe\nQcBkpqDuFFA9ZdJgkJpgClNspPih1FZIvKRW2gEhmGeLdHWEx6JgzDwB3Hm6GVq9wdwP8E4VuSNf\nbVqEWn/oHG769CD++LV0pZtVpsmtXIUJfpxcbpXCcP+Go7j+42KbyBb+M7NWFOGq5YWYuaIIzZ06\nvGO63/67sxKzVxThi4O1OHTWOPZ5f08VOI5DQUGBSHNFK3HTOKN18qHpvhU6Bq27X+G1+EWxsa/7\nqsRWA4bXF1lzQDyeFTqohG1q7tRh5ooiPPFtqWR7Vx84KxIffuGHcrvHtNrqd+vbLfeNK84H4XEL\nX//th3LM/fCA+bqqbOo0X3sAUCuh78F/j1ZvwNwPD+CedUfAcRwe2XQC8z8uljwHHMeJnG/NpYWY\ntaIIx+razfttMJ3zb4/Vo7yhEwYOeOKbUsxaUYSZK4owe0WRSGNF7jgJ38XjHBA8eyuaMf/jYuw6\n3SQqDWQtJsXz5nbxwOXbY5ab2lrF+f3fqvCnzcabavke8QAmQLCCfasptI7nxR/K8d4e8WDmXFsX\nWjR6UQe+83QTZr5fhOnLC/GZwMGx8Ugd9AbOpvTPwxuPw8ABXx6uw2eFxv0/3l8jWpm4+bNDWL67\nUvLY3ZHHJuzYmzt15vPzv13Sv2n9u0IV6ZdkhKIKTI6JXx0MAABj+ok1coP/ZYJBaHfnhGsOnDXn\n3om/sxI3rzyEFo3lQfFbRTOuWl6Iq5YX4vBZ8arah/v6v7QU0TdYynD2bzucRWpgT6rVrqHoxhNT\nWGnh6uxY0apUT4gLDcAL09Md7idc1ezsQ0FKvYHDXV8cwYs/dF/RX66mfHcn0n1JU6cODR060diE\nn/DIHY8QKQfE5iN1mG561vz9p3LR/o7uXI4DVhedxQ2fHHSwpy2VTlRAmL68ENOXF2LTEduJnjVC\nR6cj4Vt39kn8JFRuvGgPR05GvYzDSDghEzqOhOsmHMeZ9SwAyE5weYSpra1aPYqqWx0sRtluE+7/\n2NcnsP2UZfx1vK4DHV0G/OJE9bbCatvJ4n93VprvzZVFZ3Hr6sPGiF+B00FrFYVysr4D8z8uxmYH\n14+Ug1+4jeM4PPjVcTy9xZhe5cxik/UaFn99vPrLKSxZUwKtzgC9gTNH0f5W0YKXfyrHnWuPiMRH\nl0k4PhetOoz/7rR1oO5yc6lPA8fh/g3H8IxJx+aVn0/hxk8PYsEnB/FzWSO6DJx5rL35qLisqvVY\n4PVfT+P2z0ug0RlQ1axBl55DWUMn5n9cjGKTmP5vFS14eksppi8vxPI9VdAbOPx+/VHzeReybHcl\nblp5EB/srUaARDiVtQOssEo+GulAdQvmf1xsPhbC9/A4B0R+fj6Wfl6Cx78pRYtGj6e2nMQrv1ii\nGRzlgDV36nDnWrFC7q2rD+NPm0+Ywig1WFkojnp4dNNx84Pki4OWAYN1OSJ75YkWrTpk/v+rkjrZ\nB1+9nfrjAGQHqXVtXWYvtxR6A4eHNh7DX78vc8pr+HlxLe5ed8Q8wRY+JKxv+Ac2HMXfTE6Fdq0e\n96w7gtVFZ2VXq7oMHCqbNLjj8xL8WNqAx74+gbd2VIicO0vWHDarb1966aV4bmuZ+TekMHCcbHjo\nmuJaTFu2H6sPnLWx/bu7q/DaL/KqwnIraKsP1KKuvUvknX5bcLyfFYkHxDSh6z6ergcgh1kDon+b\n4TRS1+bWE/W44/MSt5Rc6w7eanMeZyMgAKBT4JR+8LIkAO5LfXFGoEuYDlbdosVtqw9j6eclOO1m\nITdrKpo6UdbQiZ8EEWUTJkwAx3F49ruTeEWiVGNHlx6/Xy+dVgfAoyLLpi3bL7m9U2IVWc8Zxxf/\nk5iY8AjvTz4d4/WCM+ZtW0804JBpMrCxpE5yFVw4sTBwHJbtqUJjL1eLekPQRqm2TJgwQdSutcW1\n+L+1JWgSOPXrBOWAe/IMta5iseFwHaYt2y85UXSEvVQcwDh2mbZsP578thRdghAI4UKX8FCEk2YD\nZ1wt5zleZ4zUEB45HzXzr21ncFQizUt4nj7cW43b11gWys63d6FD4AgprmnFbWvEC2nPfGfrGHxd\nxpZC9AbpZ54waqa6RQt10ijR+HfJmhKRuGl1ixYtGr3kb+4504zb1xzGibp2yXRWYbfXotHjcG2b\neYXfev9fyxqx9PMSUcnOE+c78OZ2y+/qDMbIgW+P1aOyWYPS+g40WkX1fH+iAacaO3HSVA3nR4kI\nGQA426o1zx/2VjRj2rL9mLZsP56SmKg7YtOROixZcxg3rzyId6wWARs6dDh6rh07TjVh2rL92HK8\nHg0dOlGK0hsFZ8BxtunQvGOsoqkTd3xegs1Hz6OiSYPCqhbRvWqdqsX3v6uKzqKqWSOqkAMAEelG\n7b7CqlbUt+vwyf4as9isqzyy6QRaNPp+LU1L9C4e54AA7It72Qt7LjN5Vq29bACwr7IFpxo7sUIi\nFLWouhW3rDyIRza6XjrRGUV0BWOikD0p5Do3nkc3HcefNp/AC4LVpU8Lz6KmRYuDNW0oKG+ERs9h\nY0kdnvy2VORY2HSkDg9+dQwPbTyGd3ZVovS8MXXi1V9OQauzdD7W57+kth0/ljaA4zhsPVGPE+c7\nsGyP/INdwRje2V2JU42d+NuP5dhf1YL1h86JvPkVTRq8ZYpa0eg5/FrWiB9LG0TRLkK+OHgOCgeD\n7mW7qyTD/b4RfOfuM8ZOe95HByRTc/749XE0CJxEb++sNHfawhxT64eUO8NHCU/HaGtXFcL7mr9M\nTbPZtuFwHU41dooGY4RjuqPM/czUNKiVDM9MtejKTEyNQohaYSPu1hvtsHaWVDZrcLqxU5Se2BsE\niHLBOTR16vDY18ex+eh5bDvVhC0SIcc/lDaYJ2Peyp82n8Dtaw7jaUHZ0O+P16OouhVrD8pHQgg1\nIHQyAwR+tfNf22zv1ze3n8EfvrJoFjzUg3GMOxBG2wifi1uO16OsoVMUASmXUqDVGfDkt6VORVkA\nxjFQX8GPMXafacZJwURMGOEhjIB4XXC/ObM4dPe6o+jSG7BRIpUAEF8vH++vwRmrigrC6N8/bz6B\nqmbbsPunvi3FyxKOQHu0aHROCSQ+/0M5fraKqJCbRFpPrp/4thRnmjQ2VWoWfFyMacv2m50A1ugM\nnM3z+LmtZTjd2Il/bxM7/4RlevUGTnQ+1QqGbaekV9wVjOGZ707aXSgDgG3ljXj8m1K7+zjijYIz\nqGjS4FxbFz4vrsXuM5YoCmefQNOXF9pE5vKH+taOCpwSjPM7TTp1znDfl86VHrZOzyIIazxOhNKo\nATFa9v3S8/KDlMe/kX6YCZGb4Nd36FDf4VjYqyf8WNog8sa6gpz42C9lluPq0hvMA5VnvytDXKga\n9186VHbF4ttj9SKBMqmJOQAcPtuGf2+XX8nhUTDpclnrDolXFvia1z/9/AuASABGQR4+MkLIO7sq\nMX+UdIkuZ1iy5jAyYoPNq3ItGj2+OGi70lFY1WoTuvrAhmO486IhovxWjVVIc5cjzxJhQ0FBgVeu\niPPPaU+qLmGPi5MiZd/7raIFr/96GvdfOrRPyl55q815nImAuDLTKHJ2SXIkNizOE53XiCAV1v4u\nt8fn2p6QGI9c+dXz7V14fmsZLk6KNLfVHXy6vwYr9lbj9rEJ5m3tWj2+KqnDz78WYH+VpcIVx4kn\nDL6Q6suvClpPCB0hnKRXNWuRHG2r79HUqZONvBBOqDyBzi4DQgOUWP31Viyrsn99CcsRNnXq8MLW\nMlw3agAqmzTYfaYZu880o7PLINqvrL4Dn+6vwZKxCRgcYb/6QG8jjJYQpmAIJ7XVAtFQOUeU9fW/\nwE76jKO0krd2VOCtHRW4MiPaXMnDGqEugLPY0wMT0lxaiC8grmZXJ1O29vPiWtwxLgGMMbwrcEY0\nduoQHawSvQbE17owleWpb0uxt9ISiSFMA7anM7DpyHlsOmJZoPri0DlZTYadp5uw3U4ZWB6pEr89\n5clvT5qrrPQkUojva7qsrosXrHTZ7NEuEenVXFpojoLoK863deG5rWUYEKbGn3sgHk/0Hx7nCoeb\n6AAAIABJREFUgHDEWQkRFR6hsIun0lurPO8LIjvmfWSpAsELRaY7EC0TlikTetCFPNjDlRWpY69r\n09o8JOUGVI5CI+1R0aSxqb38kZO6DUfPteNhq2Mva+jE98frzQN4oSIw4dv4wmRJyOaj5zEhJQpj\nh0b0d1M8krL6Dvx+/VFcMyzWKafToxOTzP9LORrc4ehRKhgWXzBYUiuHRyVTkedsqxZnW7X4paxR\n5ID4tawRpxs7cfPoQS61iRd7FOoqyUWG6TmAmUSaxw2N8Iua782dOny8vwZXZ8ciNcbyPBZOKP/y\n3Ul8c3vfDuTdTYdOD0CN1349jYh05x1cNS1a1LRo8XNZIx4R3EPWOlRPfFuKurYu/FzWKFvhrK8Q\nVsL5u6CCTndS2/hKakLkFoEA4+r40nEJNhpl1nx/wrGuQ3dwJsrXFboMHHaeasQawfjOeoFHCmEE\nh9D5AEgLiTqDPUHI3jp+Z1lddNZu5LEz8I4HKTFKT2b5niq0a/XYW9mMYfGhmJsTb65Uc769f0tM\nE67jcQ6I/Px8fLavv1vhe1iLdPYmUmkQcrRo9MgbezFwWj7/11N5+edT5gF8gwNtD8IWb10Jt1TB\n6OeGuBHbIXDv4Mk2lwuP/r8vjH3ThsN1SIoKcvg9fZWa4yjtS90dxUwYQ5YBYFJaFBIjHR+nELlz\n12XgoFLAZnWsS2/ACz+UY/eZZqwprsWjk5IkP+9OApVMdkW4L+CF7dYfOocHJwzFoPBAjB4SbpN2\n4YxIsyezr7IFz35X1qMVUXvlrIWVrq5+rxBPX+l5q59SaUZyWIs0OqKgvLFfhPmsxdzl6K7dtTqD\nTWU0wH6Z4/6gp9HLPaWnzgfAeK3trWgWReW4g96OfhBWK6xq1oocTPYWpQnPxuMcEIR/0abVO6Ve\n7KlwnFG/QqqMFeGbWOZ93uOBiAtV25SoFRLiRDlIb2d/VQsUAPISws3balo0KKpuxdTMGKciW+zp\nE100NMKm/nxvkhkXYvd9Z1aGdQYOP5yox4iBoeZteytauu2AkPOF6Awc9kqUdvx4X40ohFouXcSd\nLLpgMEYODEOwWoGT9R2iFeu+hhfg27J0NKwXe6U0rLwJdyx2fH1EWgtKCm8XqfvmqPPH6os4k9bg\nCThTotbTaezQdVv7gyB6C4+b+Rk1IAh/ob69Cyu+/K6/m+Eyqw/USnrvCccUFBT0dxNcgvMyDQgA\n+NfsLLvv2xP3dSf9ZXMDx+Gxr0/g0a9PiFbrH9hwDK/+chqbSupEwnGu8NSVqRgQ1nfhoBcn2U+Z\nOXTWsabR5iN1eOWX01iyxlI96D87KkQl55xBLhqjoqkTRdWtaC4VP9fXWKXTnbfjHHOFQIkV9JTo\nYIwYGIrUmGBMyYjByoU5ovcvsaOV0lvUtGiw3yp8fI8L+fndwV50gTuxtnl3kNO68kXe3ilf6twb\n6a7dX7FTpYxwL73lfOjJvU74Lx7ngCD8i+d/KMd33QhX9DSWuyEsjvAuOHMVjH5uSDeICw3Aglx5\nEVc9x6GyqRP1MmJh3o4wp1gYhd9gUur+9/YKUZUbV5Cqe96bMMbw+S2jZO3qjFaZXJhzp86AM42d\nDs/J6YZOnGvT4lCtdMm1J791rgTdO06US7xl9CDMzYnHRQ60Sh6YMBTvzh8u2vbIxCRcmBgu2hYb\noha9fnZaGh67PNmp9rqLRasOo7hGPNmWEmF2J4F9fJ0SBEEQhDUe9yTKz/duASai+/S1ei7hGXiy\nHoA9+IVy5kUpGADsigs2dehw25oS3PipvPq6O+gvmwsdEFoZgbNFq+yLuslxwZBw/O+6YS59tqdE\nBKmwdNwQp7QppJCr6nG+vQu3f16Cm1ceRJtWjxaNrcBzTYsGS9eW4OaVh/CYTDlFczvd0MffmD8Q\nd1+ciOtzB8ruExuixoxhcRgUHohnpqYiNkSNl65Ox7SsWEltjivSo0Wvp2TE4N15wzDOhwVZrU+D\nsEwsz4xhsbjFRTFSHm94ro9OCLP7fqBKgWtHxPVRa3wDb7A74R7CA42pm2RzwhU8zgFBEAThyfAL\ny96UggEAwWolEiOly9a9tVOct63VGRyKHHoT/xHkpXdX9M0eN+YNxItXpYuqGvQH83LiXfrcN8ek\n88/5ctcGDpj74QHM+6jYXP6tw1Ru8Ggfi8TxESb27ruXr8kw/z8+OQorF+ZgzBB5Z8KlKbZpF8nR\nwXhuWhpuypd3dHgz1novuYNsJ+ExIWosumAwsuPt64x4O44qvvxu9CDMGenavUUQ1vR1hFVvMyEl\nyuXPXpbq+mcJ38DjHBCkAeF/+Gr+WE9zyn0db9eA8EbkJt9CgUqdgcPcDw/gtjWuRQTYo79s/rOg\nskCXGx0rS8Ym9FnVC3t0p/KQM0g5F5o6dFi+pwrXfnAAh2pau1U73p19vFAw05qh3YwEkfNFMcZw\n24UJeHVmZre+zxuYlCYe+EuJlbrjmvaG57qjrkChYFB1s5qMv+MNdnc3UzKiHe8EYLIg4mrRmEG4\nPC0K45P7XnvGGeaPkk/ZtMYVmxsEN9//rhuGLUtHd/s7CO+mz3pWxthyxthZxtiB3v6tgX0oBNaf\n9P+wl7CHzodWkAkLepMHQuFtIRAADE4s/te3d6HLwKHGzaW6PIVnv+u5av7wASG4b3yiG1rjHtzp\nVAGMpSKtefnnU+ZyaJ8JyqL1NQrGMNFNq2eOonxGSUQHeDtCrZLIIBWC1UpMz4oRTYTUpr5NKEY6\nalAYLhoa4bURAUMibKO/HPXgSgao+ki0k/Be/jjJcWTDwLAAMMawaMwgjE+OxMLRg/Dnyanme82T\nuDAxHHdeNMThfgE9uDeEVZxSoo2O40UXDHb5+wjvoy9du+8DmO5op+5qQEQF2VYS7WlJL+tVj5xB\noZg9Ig7JLubZ9hZvzc12eRAcF6q22TYtM0b0elJalEPBL3fgav7YHyclI29wGPIGuzZI7O1u35dC\n2HsDb9WA4CNbvHFcqncifKM3x0N9YfN/bzuDx74+LhuBdKyuHYVVrpdUiwxS4Y3Z2Zg1wnMmYtOz\nYpAcFYSl4xLw/PS0XvmN/YJztqublRrcnSP8uzE90yfg8QcnMZ+nzSOMeFg6LgEA8PDEZDwzNQ1L\nxyUgOSoIM4bFAoBo9f/VmZl4bno67rnEuTGHJ+SFJ0cHYWBYABIjA23GdTflDcRIKweTdSqTUsEk\nJ4jCvj8ySIWIQM8sYywc5/Gr79ZirFL0pDS6J9i9L5mYGuVUxNAykzDuLWMG45mpaZKVp1wdywq5\nrhvpeKnR0nMavl90pIXDPwNdsXm7KZUPsERczfVS5ybhGn3mgOA4rgBAg7u/NyTA9hBqW6VX7pxd\nNVErGG4VeOJem5mFe8cPxVNX2oo1OQv/QAeAt+Zk4/K0nq/gpMeGYNaIeLzmQphokEqBJyenmF+P\nTgjH78ZYjjk/IQxPTE7Fc9PTe9zO3uLKzBj8Y0Ym/jHD9vgdeaQ/WDACc1zIm86IdT7X2x8Gt/4I\nH0XQV6Ur3Ykzl2SXIJz/0U3Hva5O/Vclddhf1YrTjZ2y+/zRgWiiPdbcMsrlz/YW4YEqvDt/OBbk\nDkRzp97xB7yc5GhLP6xWMASpFLj7YscrdtY400ffkOe9WhA35g20WfkXzqete7AFuQPx7vzhCAs0\nLuzcPHoQApQM91otdDhatQ0NkJ6QWztDepMAJcO784bjoxtH4r3rRyAmRDwZv21sAlQKhrfmZCPQ\ndIzWAWIKxiRTVFSCKJJxQyPwyU2Wkq7XjxqALUtH49/Xypc+viQpEjcIqtdsXpKPLUtHuz0M/ZMb\nR5r/n29q14tXZdj5hJEXr0rv0eq2HK/MyERIN5wbUhNSd0zS3YWCObdqHxuiRqBK+rinZ8dCrWS4\ndkRct8aMS8ba/u4V6dG4VuKc/e0q6XH8Hy5Lktx+5zhjX3qHyUFpzcbb8rBl6WiXxY/n5sSjXes+\nLSbCO/G45DZnNSB4heZ7xw+1eS9NYpK46ILBeGJyilODFLWSSZbYc3Zl8JbRg0QT4GuGxeKBCZYb\nnTHg8StSnM4bE8J7LO+/1HLc3c17BYA7xg3BxLRobF6Sj81L8vHS1emi+uB/udKyinZ9N3LBbrXq\njJ0ZvLk7Z/DCxHCH+gtBKgWy4rovsPXmnGzRA9TeNUEOCPt4qwYEf215YOSkQ5xZvewUVIkoqm7F\na7+6r057X9rcUbDH0s9L+qYhfcwFQxyvcPY1zvbx39yej29u795qWlZ8CNYvzsXcHOefUzwXJxlX\n+Oyds9vHJmDzknyzYKFwEt2XE+ru8uXiXCwZm2DjKBVOqB05US9JjsSXi/Mw2yra58kp9hdjglUK\nG5s/dnmy7CQMMD635SY8riAVgThzuLGihTCNJCMuBF/eajzGdq3YeadgxrGC9aT5AcH4a/6oAaKo\nW76ySnZ8qNnJYL0g8uy0NNx6YQKC1QoMCFNLOjmcwVG6MWMMyaYx4xAZAWIpRg4Mw4Zb8/DcNNto\nqhSZVXMAuCorFtkaS+ndzUvy8cZsoyPmhryByB0chi8W5TrdDimEY9+e8OrMTOQMEuvJqJXM3Ae9\nf/1wmU9a+HJxnlOTcHu32YWJEVi/KBe/Hz8UrRrL9TchJdJuNMONeYMkFzKlKhtdkCgdyTB8QCg+\numGkaNvqm3OQYRobS+mfjE4Ityk57Wz/HqxW4MvFubj74kS0ddk6yoNUCgSqFIgMUjkVqUN4Nx7n\ngLBmjGlgILwR1/5uFBZdMBjrF+XiwsQI80OFx/o1YAyZY4zhQtONGBdim4LAo1YoXF7dXHVzDhZd\nMBhXCtIZFFbrDArGui3yNMykRv2nK1KwflGu6Bgjg1RY72Sn/uCEoVi/KBeXmPI9lQqjh58xJnJA\nqK3CNJ0pM7f65hwsFKhKB6oUuH1sAtYvyu2W19sZHp0k9tyOGGB8kLw9NxvPTUtHm9a2c+P3AYCw\nQKVLqToKxkQTtC9+J3/encm3J7wPflzrjREQ1mUHpdDIlKn0VArKGvHh3mpwVh4H/qVUCUkAdiMk\nvJnoEDW+XGzplyIFaYqeGirOo2DM6ftqqukZO3dkvMv3YlxoAL5cnIsXZVYIeZQKhsWmMYfQWbFo\nTP/kLA+LD8GXi3NlHYoTUqIQrJa2tXCC4sxpk5ocZ5nGI7EharMThp8w/OnyZNxiSpGZNTwOm5fk\nY/2iXEzJiJEtgXt1dixemJ7e4/RZAOZJ/+ILbW1z3/hErF+Ui2EDxBNP/vqZnBFjs12pYFh98yiR\nKN+VmTFYtygX6xflIjUmWHSOhJOz28cNwfpFubgyM8bG+cJ/74oF4glgd8gSVCl5c062VduNf/87\ndxg23Jonuh740PqrsmIhh4IxXJQUiXVWY8tbxgyyiXD56tY8rP3dKDx42VCRU06pYBg+IBTrF+Vi\nickecveqte0vkRFnlEof5ulOZLHBwOGVGZmivjJAqTD3QUMigzB8gP1FKmevV0e7qU3XzHxBVIxa\nqcD/XTTE7th+uoT95NqUnyCdbmQd6SL8vNR39eQeXXXzKPN1yKd8CytpKBUMa28ZhZULc/Ds1N5J\nJSQ8B49zQJw4cQInV/0dlVs+QOWWDxBzdDPuSmwwrz40lxaiaM9OAEBIgBIFBQXIN5TjgxtGmN/X\nnjqAD24Ygc1L8tFcWojm0kKMTjA+HE8d/A33pzRihWB/ofeuubQQ+3fvMLsMmksLzat20cFqyf2F\nrw/t3SVa5WsuLURZ8R7R6xNFuwEYJzL85/nJsfX3PZzWjD+mt+DVmZn45KaRqDy8F/t27zC/X1BQ\ngIKCAoQEKDFzWJzo83++IgV/SGkSfV/5wd8kPw8YOzz+8/wDtaCgANu2bUNqTDA+vWkkdKcPoLm0\nELNNtbFj64+Yvz8qWI2CggLz6yCVAgUFBdi3ewdWLszBZwtzoKg8iObSQnPHbu05tXd+H52UZH4d\naOqw+fa/fE0GPrlpJKpL9mHH9m0YbjqfXaeM7VUrGV6ekYE7EurxUGoT1EpjBERzaSFaT8rbExXF\n5tdpMcEoKChAnr4cgHHlY9/uHYg5f0Ty8zoDJzq/1ufb319PmDDBo9rj7Ovi34z9j0LBPKI93X09\nTLBCJXW/7dy+Tfb9/6zejDdXb7b7/cvXfYvNR+ok3+e3ufN4HnlnHT7eX4PDtW349ddfze3lYLz/\nZjz3id3jdeZ1TLBxEp/cdrzf7efMa36QZ308A5uOIbD6UI/PR3df8znCjva3Ph7+fd7ZIHz/4YlJ\nuDepEYqqQ7Kfd+b13l07zAsCjvbft3sHIuuM/f2w+BDE1B/B4OZjbjlfqxbmOLV/jq4Mr83KQrBa\nidj6I5LPH35SUVBQgLNH9oreP1602zyJEI5vunP+YkPUWLkwB3cOqcc9Qxvx2cIcPD89HfcmNSKg\n5jCuzo7Fuj8vRL6hHDu2b0OIacJae3S/5PEFKBVgjOFY4W7J9xMjAzE9K8b8etXNOXhn3jDMi661\n2T9LcxIf3DACN+QOtGn/tm3bZMc/ANB2sgj3JVkq5hzZbxzPBagUuGNcAm4deB5/TDdqoYQGKLFv\n9w6b69X6+/nXN+QNRHNpoaj/3bNzu6i/LSgokLX/y9dkiF6PGxqBE4LzxY9n+NfrFuWioKAAO7Zv\nQ5BKPF76y5Wp+PjGkWCm8RgARAerJO/H/YLjaS4tRMm+3fhsYQ7yBodZxmMqBcIDVdi2bZtouY3/\nvZAAJRizfV4Kf+/ZqWlYMvg87ktuxJtzsvH0lFSUFu0xv798/nD8IaUJe3ftkPz823OzcZm6Ag+k\nNJrLx/LvPzIxyWb/IZGB2L5tm+j7Wqzuh8YTtvff1aHV5tc7tm+TPZ6VgvuZwbn+JbS2xPx5pYKZ\nr9ers42OhmzNSVF7OsoPYGCjpf85c/A37Nm5XbI9L15luX7emJ2FOy8agoKCAuzZJd5/1w7L6507\ntpk/n59gtPeAxqOi9tvr32PrjyCx5bj59W87t5uP94LECNyb1IjLAypE37d753aoFAwqBTN/36OT\nkvDxjSPN43kASIgIQHNpITIF95OnPH999fXbb7+Ne+65By+99BJeeumlHletZNarRr0JYywFwFcc\nx8km0W7dupX70z5LF7Z+Ua754XW6oROhAUrEynhApy3bDwBYsWAEEkx5j60aHc62apEea+vJ5Pe3\n5tObRqKqWYNHNhnzhIV5eRVNnQhSKbBw5SGbz314wwgMCreEufHfP3NYHO6fMBTn27rQ3qU3p0z8\n9fsyFJQbH3YTUiJRUN5k853dyQnUGTjsPNWE2FA1GGD28guPc/n84bIpG3oDh6vfK7T7u02dOpxv\n60JKTBCOnmtHekwwqls0CA9UmXMs+d+LC1Hj04U5os+3anSoadEiNSYYP5Y2IC0mGHetO2LzO3+6\nPBkv/XRKtO2fs7Lwh6+Mne1frkzFpQ5qEB+va8fg8ADUtXchUKnAYAkV7LL6DkQHq7Dgk4M2792U\nPxCT06Nxx1pj+1bfnIOoYDX0Bg7H6tqRFRcCpYKhXatHRZMGP5bWY+1Bi3r8+9eP6FbYI+EdbD56\nHq//ehrTs2Lw8ETvq+vdpTdgxvtFsu/fduFgvP9btWjblqWjwXEcpi839g+bl+TLhg1L9cOuUlbf\ngZP1HZhitTIp9XvPTk3D2KERuMbUh/372iyEBShx2xrXUy0euiwJCREBGDEwDMfr2pEWE2w3jNyT\nMPfDoWoEKhWobNbgocuScEV6NMrqO3D/hmMOvsE9zBgWi01HnNMR4Z87fNtHJ4Th1gsTkBEbbF4l\n7G84ztj/J0UFIVithM7A4XhdOwrKGrGmuNal7xw+IARvzM62GZOsujkHr/x8GnsqLKKf/7gmA3kJ\nligMrd6AnaebkBYTjD9/U4qaFi0emZiEaabV0TUHzuLd3VXm/e+/dCgmpkbhfHsXUmOc1zRyB8Lj\nu2X0IHy8vwaAMSXinksSsbGkDv/adsa8z8VJEViQOxAp0UHYdaYZf//pFLLjQ/Dva42r/ZVNnTb3\ntzt0FPh2PnZ5st2+R+oz6xblSmpg8OMGR9fyg18dw6GzbTbbP1uYgxs/tYxT1i3Kxeaj5/HOrkpk\nxYXgzTnZeO2X0/jm2HnMzYnH3Rc7Trf7+kgd/llgPN8Lcgdg9YFajBsageettL+EdnthejrGDo3A\n334sx4+lRlk34Tl/f08VVpqq5MjZoq5NazOGtr6uAeBfBWew0eTMFn6X1Nh902155vPa0aVHQXkj\n/vGzMX1QOHYEjKlTawXRq/z3xYSo8NlCy/TkiW9KRffewxOTEB+qxp82lzps05alo83bBocH4IMb\nnIt0uXnlQZxr6xJde116A06c70BWXAgqmzQID1Qi2jTeFj7Pp2fF4K6LEzH3Q0uxwSkZ0Xjs8hRR\nGzfcmmd2SnV06XHtB5b9N96ahwDTe60aHa77qNj8mfL6DmTHh4giuB/ZeBwHalpFx3BholFTLj02\nGM99X2YWLe7uvcm394nJKZiUFo07Pi/BKVPk4uYl+U7dT0TvsW/fPkyZMsXlkBjbEhK9BGPsUwCX\nA4hljJ0G8BeO49633s/oUTFepFMzY8zOBwBIspN7JkQY7h8WqDILKjmLSsGQOzgcL16Vbs6f40mM\nFL9WKxm69BwmpUWJnA8iTOaJDVUjFhbniTBHccSAULMDIjkqyHyTdbfdExwIbdrTi1AqGN6ck21X\n3T8ySGUO6eWjDISCYELUEl8UFqhChskefJqK0IPKMzkjBjEhapFYXKwgbcaZMDC+zI89+9sbgE1K\njRYJV0UFG//nwwp5QgKUyIoPQUpMEEYNDsPffiiHRs9BK1dkngBg9K56YyUMiwaE96VgAMZIp4cu\nS5LVdrB2PgDA8t2VmCFI+2rv0qO2VYsuPWcTzszT1KkTOSCqmzX4csuPuHPedKfP3f99YXT+xYWo\nbQan1nDgRGUDz7V24VRXz9IsxidHIsKqv/M2GIB/zs7C4bNtGDc0AkoFk7VZb5AVH4qVm7Y6VEr/\n12xb0b702BCPO++MMWTHW9qkMj0PrMvWxoWoce+liaht7cJbO4yrfI9MTMIrv9jedy/IiD1HB6uR\nEGHJ83/xqnSb+yBAqcDEVGNq1b9mZ+HIuXaRev11OQOQGBmEv3xnXCnMjg9BRJDKfF33FlL9+yVJ\nkdhx2jjOEZYx5v+zfqwzxpBjqlRxeVo0ApUKUdqBq9oJziJVulOOd+YNQ0eXQVaA03rcIMdz09Lw\n+DelOHquXbRdWJni5WsyEBqgxNyR8RgSEWjWMrjzogSMGRLusHoBD38NhAcqseiCwRgxMBT5g+33\nswPDjdej3OKlMcLXvmM+LjQAIwaE4nCtxdEiVe60y8k81jfnZIsmocFqJaZmxiI+NAADwwJQ39El\n2j/FaszKt2Vcojjtw/oxlRoTjOZO6ZQ+IfFWi6TdSbl+c042jp5rF1WgUysV5mvHeh4kPG5j+ojl\nvdvHJohEKf933TBodAaz88H684D4ngoLVOGfs7IQGqBAkEoh+dx4fHIKVm3aCs2gEdhsEqwOC1Ca\n29vphpROfrwgrOLl7P1EeC595oDgOG6hs/u+MTsL5Q2dmJ7lnOeZ55+zstDUqTNPFB3xyoxMdOr0\nePLbk6Lt/A15oYxwC2B82JSe78DYxAj8Wt6Iy9O6Lygp7Fzn5AxAaKAKFwwJx2dFZ11yQDhiqBOr\n8a4IM1ozKDwANS1amxJXzpAdH4KHTMq8+Qnh+PjGkfi0sAZjEsLNDz7Afh5gT3lrTjaqmjVmMdPn\np6chVCafVkiAUoHxyVHQmKoIrDt4Dg9NlFYZJrwXg8F7RSh5suO7d5+vOlCLVQcsq7tNnTrcvc4Y\niim34mewEoF7astJHNxbjbyxzaL83haNDrUyUWo8Z5o05omXzsDh2Ll2ZMWHiByRBoNY+PWvW8u6\ndYw8784bhs+LazE+OarXJ2l9QYDSKOoll1Pd2wgFgeeMjMf6Q8YosScnp+D5H8rN70k5x70pgmxS\nWhS69BYHw9ihERifHIVNphVcAJiWFQu1UoHkqCBz5N+rMzPNTvKBYQE4a1XFS7joYW9MAhid5Bcn\nie2sVDBckhyJ/8zJRnWLxuyY7w8emZSEeaYVVRGm29jaMSl8pZRYYOktB8Tbc7NxplHTLUed9aTW\nVcICVZiXMwAv/lgOAHhmairUCgWC1Uq8PjMTrVo98k19IW9b4Wcvd0Lnh+eSpEjcf+lQDB8QYh6/\nOIIXXUyNCcZPJxsd7C3PM1NTse1UE94wRWBEBdmO6ZwVWJcbt/Ln6Vyb2AGRESe2Fd+WyVbnTnh1\nPX5FCrLiQrDjlG2kspCEiAC8YlWZrTuXabTEPewsQyICRfeEtQi81IKb0O9zXU68zT01YqD9eyA2\nRI3cwWEYM26I2QGRJXDQpsYEo6i6tUf6Q3y30NlFi3q+hMeNrvLz85ESHeSSZ8vRjWJNrkw5H6mV\ne2tSooPND5wZw2xFL4XIKRUbIyaM+YQqBTPneTmq4OAqzhyXO3j5mgx8f6LB6Zq+wpWx12dliSYV\nA8IC8AdBBZG/X5OBisZOu5OVnpIRF2JWAQaAcUNdexgIQ/cIW7wx+gHwbhFKnpToIPzfRUMwMDwA\nf/2++xP15wWT+5oWDVKig3GuTSuKAqtsNg7ga9u0GBweiNONnYhIz8fxunbRoHnJmhI0derw72uz\nRCvLQgwch3atHhq9AWuLa7H6QC3mjxpg1qIBjKsjPRWWDA1QIjk62CtTa6yJC1Gjrr1LVrU+LSYY\nJ+s7XP7+mBAV6tsdrwbqDZy5j48OVuG1mZk4XteOy6wmk8LIxbfnZmNPRbNdkTxPQ8EYpmXFYtSg\nMGwtbcB1pudfpJUTixeCfWF6Os61aTFK4Kh/eUYGlu2uwq9llondjOFx6NDpbVZnu0tmXEifOh+k\n+vdwQTSiMKJxQKhxjBQTIj5XjnpYVS/1wemxIb06xnDExLQo1LYlIHdQmMgJ4sqijj3ma5b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lj2cdupJlyZEY2bRw+2GyL+9JaTuCw1CjtPN2Pn6WasW5Rrsw9fGvKBDcckv6O6WYOP9lVLvscz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x137a5fe90>"
"<matplotlib.figure.Figure at 0x10a895910>"
]
},
"metadata": {},
......@@ -279,7 +279,8 @@
}
],
"source": [
"fns = ['asker-tests-25mm/kiri-test-fail.TXT']\n",
"fns = ['kiri-tests/kiri-test-fail.TXT','kiri-tests/kiri-35-pp-017.TXT']\n",
"fns = ['kiri-tests/kiri-35-pp-017.TXT']\n",
"data = {}\n",
"for fn in fns:\n",
" data[fn] = []\n",
......@@ -616,6 +617,86 @@
"print x"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x10be63f10>"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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OnOh0NcLGypUr6du3r9PVCCsaM3s0Xva8/HKl+5x4nrbb9uhryh6Nlz0aL3uC1WZ7Kk1l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\n0Tt6Xjy1iA2723j67V38eVMzb9W18FZdC4XZ6Vx68jg+NLOYE8dmBz1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6oBLYAbwBLHDO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\niIhIQFSMi4iIiIgE5P8DdoG1PeSTHLgAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c654250>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#approximating initital stiffness of curve crease kiricombs\n",
"#parameterize the bending of a plate by a bending radius r (m)\n",
"#z is the height (perp to bend)\n",
"#t is thickness, E is elastic modulus, \n",
"#l is length perp to bend axis, w is length parallel to bend axis\n",
"#e is the straight extension of the curved section\n",
"#l = .003 #meters\n",
"e = .01 #meters\n",
"w = .01 #meters\n",
"E = 1e9 #Pa\n",
"t = .0005 #.0005 #meters\n",
"N = 10\n",
"def z(r,l):\n",
" return 2*r*sin(l/(2*r)) + 2*e*cos(l/(2*r))\n",
"def dzdr(r,l):\n",
" return 2*sin(l/(2*r)) - (l/r)*cos(l/(2*r)) + e*l/r**2*sin(l/(2*r))\n",
"def U(r,l):\n",
" return t**3/(32*r**2)*l*w*E\n",
"def dUdr(r,l):\n",
" return -t**3/(16*r**3)*l*w*E\n",
"def Fz(r,l):\n",
" return -dUdr(r,l)/dzdr(r,l)\n",
"def stress(r):\n",
" return E*t/(2*r)\n",
"r = linspace(pi*l,10*pi*l,200)\n",
"\n",
"cycles = [4,5,7] #for 10^X cycles\n",
"cycle_stresses = [16,13,12] #Mpa, Cyclic Fatigue and Thermal Softening of Polypropylene\n",
"\n",
"fig,axarr = subplots(1,2,figsize=(12,6))\n",
"\n",
"ls = linspace(.001,.006,6)\n",
"for l in ls:\n",
" axarr[0].plot(r,N*Fz(r,l),label='l=%d mm'%(1000*l))\n",
"axarr[1].plot(r,stress(r)/1e6)\n",
"for c,cs in zip(cycles,cycle_stresses):\n",
" axarr[1].plot([0, amax(r)],[cs,cs],ls='--',label='$10^%d$ cycles'%c)\n",
"\n",
"axarr[0].set_title('Initial Force vs. Curvature')\n",
"axarr[0].set_xlabel('radius of curvature')\n",
"axarr[0].set_ylabel('$F_z$ (N)')\n",
"axarr[0].set_ylim([0,1.1*amax(N*Fz(r,ls[0]))])\n",
"axarr[0].legend(loc='upper right')\n",
"\n",
"axarr[1].set_title('Stress vs. Curvature')\n",
"axarr[1].set_xlabel('radius of curvature')\n",
"axarr[1].set_ylabel('$\\sigma$ (MPa)')\n",
"axarr[1].set_ylim([0,1.1*amax(stress(r)/1e6)])\n",
"axarr[1].legend(loc='center right')\n"
]
},
{
"cell_type": "code",
"execution_count": null,
......
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