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@BenRussert
Last active May 1, 2016 18:09
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Accessing plot descriptions in python\n",
"\n",
"Based on:\n",
"https://blog.ouseful.info/2016/04/29/first-thoughts-on-automatically-generating-accessible-text-descriptions-of-ggplot-charts-in-r/"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import matplotlib\n",
"matplotlib.style.use('ggplot')\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>variable</th>\n",
" <th>value</th>\n",
" <th>value01</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1967-07-01</td>\n",
" <td>pce</td>\n",
" <td>507.4</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1967-08-01</td>\n",
" <td>pce</td>\n",
" <td>510.5</td>\n",
" <td>0.000266</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1967-09-01</td>\n",
" <td>pce</td>\n",
" <td>516.3</td>\n",
" <td>0.000764</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1967-10-01</td>\n",
" <td>pce</td>\n",
" <td>512.9</td>\n",
" <td>0.000472</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>1967-11-01</td>\n",
" <td>pce</td>\n",
" <td>518.1</td>\n",
" <td>0.000918</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date variable value value01\n",
"1 1967-07-01 pce 507.4 0.000000\n",
"2 1967-08-01 pce 510.5 0.000266\n",
"3 1967-09-01 pce 516.3 0.000764\n",
"4 1967-10-01 pce 512.9 0.000472\n",
"5 1967-11-01 pce 518.1 0.000918"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"economics_long = pd.read_csv(\"./economics_long.csv\", index_col=0, parse_dates=[\"date\"])\n",
"economics_long.head()\n",
"\n",
"# economics_long.csv link, uncomment to dl directly\n",
"# url = r\"https://www.dropbox.com/s/rjmzj0vuqj52ztq/economics_long.csv?dl=1\"\n",
"# economics_long = pd.read_csv(url, index_col=0, parse_dates=[\"date\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is just one example using the Axes object(s) returned by pandas.DataFrame.plot()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x213233cb2b0>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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LmDt3Lq2trRQWFmIYBsuXL6e8vDy2b/c3rh2PW1tbyc3Nxe12s379elatWhXbx7btWInJ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N2x1FsbIvnH7Ez15FjAXV8tYtmCHbvNeYtV60X09Yefs3mPD98/zLmCz1uv3861O/ZhHf80Qror\nYu94IaPCEPWfn0B99XNo/+N/Ig625ye+0dH9Mdzk5YSxQ3Sf/XuKfbe1nJW9EGinmyJsHZ9qtQry\nj/ODaoBK+lpAYFWewXAHSY5+hqk9b130eE1Djkwm81FaSLJns9mfXPRVNiG2o3PLS1uzqumw8dD1\nyAZvuUWKy8GJRd7WljXdITAIFE8/7vKcm1ur2F4JtCAXyT9WENsRc4ov63hVhW0LTEsjsXMfpn+a\nUptBdST/mJYSGAYdS701QgRFtLA850Fs+JzP4Utsjl7l8PRj7ry2inX5h+tL/uGBEb5yLMePXNbL\nb93Si1n7WwzsnRjV0/jxI6t/MlsUNTqE/PB7wLLRfve9iN7+9R7SiiLCCoY7iG/vQelxpNFFLPct\npB7HTV293sPbEGhh4YLLVCu1ci3K6zQLqsu9L0b3RnEK38Fwz2G6Z6OIfpHi7YXWPg0cq/2XA34I\n0IEztf1+EJha2ml06LC66HqkXV7PTHU8rmE7GqYZBaBKKU4949Hbb9Ddu3YD04I80uha0WPO10oc\nomn/IJhu6e47exDlU20fXzcEQS2AXoql3tlTHkNn/bZftwPEc3dRTV0z5+YxNhzQv8NACEE8qVGa\nJ1NdL1T8ylNTTFQC3v+Kg/zIZX2NgBrAix3CqjyzquewlVHDg8h3vR1x7fPQfuUPtlxADeAUH8KL\nX9Qowqt0PYfE+JdIj3wSZOfvGkD3pwjbmIHcCoWK9ZmwlQysLcvC8+Z3swqNbvQgj+6NIlQwLQVZ\ngKZ39mw2+wf1f2cymS8Br8hms9+Ysez5TDeC6dBhQ6EbAteV65qp7urVueGWBJoeNaMJA8hNBgzs\nXNtIXw+mCI30ih7TNAXBPEG16yosWzQcTQJ7N9rk7XO2Wwxjhqa67jXejqXe2FCA56lVbf2+FRFh\nmVjuW0zs/aVZy31Pkc+F9PZF3914Ym4DoMlKwD/eN8Ih4ly7I8kLnjf/d86LHSE5/iVKfS9dnZPY\nwiilkB/9S8TLfxTtJT+43sNZNZz8fZR6p78f1dSzcZNX0n32bzHds/ixA+s3uA2CHky11XtgK/hU\nNzqHr2BUbVkWxWJx/pWaidJszOoJFBqGN4Jn9i54vFbf4RuBe85b9i3guS3u36HDmjKdqV6/oFoI\n0XAAMS2B56lGM5i1JMpUr6ymulmm2q1KbGf6/EKzHxGU5jT9WIyZPtVhEH2e7Vjqua5kbMSPmpF0\naBmn8B28xCVIc7rgbWzE5+H7yvT0GY2/p3oDoLERn/xUyF2n8vzy54+zLR49xHTbzR8cfWcfujeM\nCCurezJbDFUpoz78Hgh8xPe9cr2Hs2qIsILujeLNlAcJgdJsfOfAkv2DtxqaP9lWpnoryD/q8rK1\n0FTXCY0uzOpp/NgB9Ba6LLZ6d38AeFcmk4kB1H7+MfBgi/t36LCm6EZdU73eI4mIxTXKpZByURJP\nrOGgVBDpY9vQ3rWCrkdZg/MLB103KlJsIDRk8giJyTvQvTE0vzXFmGFMd1QMGvKP1jXVbjXyKJ+a\n7Iiw28EpPEAl9exZy04d89B0uPQqp7HMsgVSKu7/ZpnP3jvBPz4wyjteuIeXXRQF4wsWlGomgbMP\nsyMBaQl19hTynjso/PZbwbTQfvWPEO20d91kGN5wZOc4j3bVjx3ArJxY+0FtQPRgitBs3e1lawTV\n0c+VTJUsJP8AkEY3AombuLSl1uWtBtU/BdwE5DKZzDCRxvr5wJYsUuyw+YnkH+ubqZ5JulsnNxHi\nuYrYGjYS0oIC0ki23RlvMYQQ82ar60WKs5btfwNm+Ri9p95HcuJLLR1/Vqa6Lv8w2shUVyUDOwzG\nhue3/Tuf/FS4ol26NjwqID7x1Vn6VN0dQgtL+LFDQCRVqjcq2n/InlUHIITAikUSq6qn+N8vO8BF\nfbE57h/NqKSvIzX2BRJjX6T77N+t+OltFdTwIPLdv4164B6c17wR7Y2/hLC3tmuK4Q0R2DvmXec7\n+zGrJ2foAC5QlKrJ+loPql3XxbKsVRzU6rPWmmqIMtWh0U1g724pqG5J3JnNZk8Az8tkMnuBXcC5\nbDbbfvVRhw5rRCT/kBjrWak4g1SXzuBpj1hcQ6yhTaMe5NqaImyHuq7ank5gMjzo09N/XjbESDK5\n9xcxqydJjv1nS8fW9Rma6oBaR8VFMqA1lFK4bqSnHjnXWlB9310lrr85QSq9uTM5rWJ4IyQnvoJV\nOc7Urp8CIDX2WSrpGxsPYHffUeKmFyUpFedKlu44nuOOYo7n9KW4vjtJ0oreNyWnH4QWwk09C92f\nxKo8hVk9DdIDbXPf8FcSpRQ8dC/yk/+IeNXr0F74cqxUCrdQWO+hrTq6OzTHzrGONFJIPY3hDhI4\ne9Z4ZBsHEZZQwmzrb8Z1XexN/kDW6OK7wvKPhYPqbkKzn8AaQPdHQIULWju2FXFks9nTwOl29unQ\nYT3QddEIxjYC6S6d7z0Qsm372g5IC3LIFS5SrFPPVNfdOaYmAibHA66+YZ7GHkIjMLeh+2OtHduY\nznaG4bRPdSvyjzAAASRTOqeeaX6xnLWPVITzaMS3Kro3hpu4DC0oYJcew3AHUeiUe24BopuX7ykm\nxwOCYFrSU/RC/vreYZ6ZrPJrL96FmROzZgOkAiGmM0oLUe59AWVeQM/pv6wVn22NToDLRQU+6qMf\nRB1/EvGKDOI5t6z3kFaX84IUwxvGTV7ZdHMvfhFW+ckLOqjWg0lCs71kieu6OI6z+IYbmLqj3Upn\nqhfSVHvxSwjNPpSeIDT7MSvHF7QD3dyloB06NMGoyT7W0/1jJqluDVRU4LWWRI1fVtZOr45pRZnq\n2z+fp1qRnHja49AlduO9Px+lJwCJCBfvsNhM/hEEalGZhutKLEfDiQsqldamiZWE4AJqLKP7YwTm\nNsrdzyM+8VViuXsobH91I0td9yAfGvSJJzSEENx3tsivfP44SVvjPS87wKFeJ3qwmtE6XsnoYaud\ndvK+sxejGuVqEuNfQZ+8fwXPdHOhAh/5oT9FlQpov/O/0W64teGks1XpOvcxnNy30YIcduHBeRsP\nzcRLXIxVfnINR7jxaFf6AVsnU61ra6upDu3teMnLAagmr8IpPrTg8TpBdYctST1DvVE01Zal4cTE\nmgfVWpAjXKWg2jChUla41chuLT8V0tu/QCZeCEKzv6Vs9SxLvSDKXBuGQBPM6zoyE7em63YcDbe6\neBAOUWY1bE0psqkxqqewi99D98cIrX7c5BVoYYFK13NnPXx5taB6dChAt+F/3XGGD98/zC/cuJO3\nXL8D24i+x4YhCGfYBkupMIwZ07Qt4Dt7ozbUKiSWuxvzzL9hlp9emRPeRKhKGfkXfwRCQ3vrbyDs\nzZ1VRAX0nvzzSNrTBC3IYZWfIJa/l8TEV0mNfholdJTRvLDacw5iuEMtPZxvVTR/si1Hp0gStxWC\natB0seKWep7ntXSfcJNXYRcfQchq0206QXWHLUk9Q72Rip27ew2Sa6zZ1VYzU20KCvlIj5GfDCnm\nw0U1yaHZh+6PR/tXjje12pvVUTGY7ozpxDSq5cWCaontRM1iTFPgVlvTYQdtZFdXijMnvKbt3lcD\nu/QY8cn/xvDGCM1+EAZTu3+WUu8LZ23nuVEDHxnCfWMljvbHeP8rDnLNztmdQM8vVlWqFmi3YboS\n2Hsxq6cwqycJzV78PT9KYvK/l3WemwmlFPK/Po18x88htu+KAmpj8/ur6/4Ehj+B6Q423cYpPEg1\ndXWUpS4+xMS+X2Vq91sWPrBmEji7Iy3+BYrpnSOwBlre3vM8TNPc9D7VUtacp1bwUq3rOrqu4/uL\nNxWSZjfV1DX0nnxv022W9Q5nMpl9y9m/Q4fVop6h3iiZaoBnPy/O9l1r3fhl9TLVpiko1oLqobM+\ntqNhmAu/36HZj+GNgZJ0D36EvpPvbkz9zxq3LhqWepGmOvp3PB7SM/VZhFxAA+eqhle2E9Nwyy6x\nqbsWvBJHmeq1D6qnJgIKubWz/dP9cUx3EMM7R2BFnfhCaxuI2d/LRwbLnAlcJIoXX9rFa67ow9Tn\n3i5mzihA1JzHMEVLBaV1QrMPqadJjXwSL34xYddVGN4wutea/n4zo2SI+vB7UPd+A+1X/gDtdW9F\nbKRMwDKof35mtbmngV18mGrq2VTT11FNXYs00oTW4h0iA2vHHM/ghbKHWwqlIl1vGzUI1Wp102ep\nISqE1nSx4q3KF5OAzKS47QfI7Xx90/VLDqozmYwNHF/q/h06rCb1+9JG0VQDaJpYc33kamaqDVNQ\nyEsSSY3J8TDSjS9CPVOtBXmk5lDpugm7+N052820zwuC2ueoFNdt+xx9wbfQ3aGmr+FWo66OAE5M\nkMx/g9TY5xDeRNN91DrJPyoVNW9nytVC9ycIzD6UMFBaYs76ohfynrsG+caxPIe22fT0GAz0Ns+a\nGud11lRKRZrqdp4ThCC//UfRgzxu4ihoJtXUtTj5+9o5tU2J+tTHUFMTaG//Y8SeA+s9nBXF8McI\n9TRGs6BaehjeKH5sH6XeF1Psb72hTWBtx/CGG79r/gS9p9633CFvCrRgElQYzTS1yFYoUoTpTPVK\n005QDRA4zfPJC6bNMpnMQmXHm/+xp8O6YVRPIaSLH79oVY4/nalelcNvDlRYa/ySWpXDm6agXJQc\nOGJRetoj3bX41S6wthGbuhPdHyc0+3ATl5Ae+QQlXj5rO9s/g5RJlFTT7h/eMGnzDOPhUYxggoD9\n876GW5UkUtFYehJT9Pn3MFTeTfn0MZJH+uZsr5RCKdZF/lEty0bXzVVHKXR/nFLfS3EKD0Y2HTN4\neKjE/7n7HDfsSfLyS3qQPuw7bBGPNx/fnEy1bD9TDVG2fOzAb9SKWaGaupqucx+j1Pf9c8a5VZBf\n+iTqvjvRfuvPEdbWu53q/ijV1DU4he9Es0TnfY6mOxhJGET7F+nA2k4s/+3G74Y3gh7kENJFaVvv\nvZyJVc9St/F3sVUy1VJGyamV7imwmK1eOyz2bb4DOAdc4E7rHVYaJ/8d9LBAbrWCan3jyT/Wmqg9\n+co3fqlTl3okUzrxhEaqpaB6B4Y/FnVNM/sI7N1oYRmjeorQ6EUZSczyMXoG/44DPT9CEDybPnuQ\nePUsuj9BTlxMyYux3RunmQBkj/51egwPzX8+l6e+yEPnbsCJWziTzxCG18+Zvahfn1ttLLOSVCuy\nqVvKSjI67NPb5QGKSvoGqokrGuv8UPKxh8b42ok8v3TjDq7dleTRhyqYtiCZWvgzrVsfKqUQQkTu\nH4YgXMIdox5QAwTWTkDVGoHsbP9gGxhVzKP++W9Rp59Be/u7EKnVmUlab3RvjGrv1TiF75Ae/mdC\nI9KjhrXP03DP4Dt7l3Ts0NoeyT9qTWB0P5qF0vyJxvG3KmblBL7Tnv3kVihShKgAWlthTTUsbqvX\nDosF1SeB12ez2W+evyKTyTjA/FVGHTosgukOogW5VTt+w/1jA8k/2kJJUqOfptj/8iVnXlbTTg+i\nTDWAExdcdrVD30ALGSfNJDR7sUuP4cUOg9Bw40fpOfPXuInLyO/4MdIjn6CSejaXbbsfv3yIFx/5\nJM6oIDD7GLefRz5XZJffvEip3zyGqaVInv4AVS3Fd4eu45abSgzk72dwcq5DSd1TOVhj+YeUkXOK\nE1v9YP7RBypcffk4/WYfCA1lRLMXp3Mu77lrkP6EyftefoAuJ3pvPFeRSC7+MCY0ga5H751pRj7V\nhhHFOkqqpTc6EgI3eTl28ZEtE1SrY4+jxkdQn/onxFXXo/3Oe7Z0d0Sj5jAztftnMNwzmO4g6eF/\nY3LvL4LQMKtn8JaYVFG6g9JjpIf/Fb1yEFUrfjb88S0fVOvBJG6quY/3fGwV+YeSdSngyh7Xsiwm\nJycZHR3luuuuA+D+++/n0KFD9PS0Z1242FXzPuC6Jusk0Omq2KF9VIjhDSGUixbkV+Ul6sG0sUlr\nfvRgklj+3qjAboloQX7VihRhOlPtxDR27rGwrNYy4oG9E7PyDKEVSTEKAz/IxE3ehwYAACAASURB\nVL5fxaqewKwcR+opCgM/RJc9zu7xD/DI6I14zn7M6mn8xGEmSt0NBxFgTtrCFBUmEy9h7MBvcjL+\nJtB04tt3EzOKlKfyaP7UrO9dvePxWhcqulWJUotbBK4ElYqCyhihGb3nSin+88lJfusrp/j+i7r5\n7Vt20+UYKKmolCWeJxu69MUwjGldtZRRxlrXWVK2eiZu4lKs8hPLO8gGQHku8hMfQf71n6Hu/XrU\nIfHHf2ZLB9QirID0kHqa0NqGm7qGYt/LQejYpUeAWqbaXnoDl8DajlV+Ei33PXR/ktDoaWSstzJC\nVpFaewHylpJ/6KBWOKq2LIvHHnuMu+++m2KxiOu63HPPPQwNRbU7SqmW5SGLpZZe12xFNpv1gE4L\nrA5to3ujhEaa0OzDqJ7BS1628q9RL1TcpPIPvdYAIT51J5Wu56L0WNvH0IIppL463RRhRqa6TU2w\nb+3C4cFGgIcwCK1+lDCIT92NF78YhME3zv04ey/u4amczqHeMtLoxo7HGM93RzdPpUiOfQYhg6hx\nSQ1Lq6A5CdAsEj0Ghy9xMUydktiDXjpBcvwpdH+EyT0/D0JHqmnrvrWkXAqx7PYapSyFMIy6I+pe\npGM/Plnlb749jBcq/uQl+9jTNX2zHRsN+N79FSxbtPyQZJjTumpVu+lpelRouhxpS9SBc3LJ+28E\n1MljyA/9Cew/jPaO925Zqcf5WOWnCOzds3W/QlDsu430cLYR/IbWtiW/RqnvNpTQ6D3zQXQ9hRe/\nqPGwHZu6G9/ZvWBB2WZFyCqqzaB6q2Sqo+YvK+/+Yds2o6OjOI7DE088geM4hGFIsVgEYHR0lC9/\n+cu84Q1vWPRYCwbV2Wx2ceO+Dh3axHQHCezdUctPd3WC6nq2bLMWKhruCG78Ykx3ELN6Gi9xcdvH\n0IMcodne1FU7GJYAQaOFdasE9m6A6aC6hhc7SKzwAKWeWwEoyQFKroWuu4T2TorbXoktFYVqDJRP\nYuLLWOWnIiutWiGUkhJLr2I40UOIE9O49Kro3659gHjhJGblGaSeID75Dcq9L2hkqte6ULFSDkmm\nNXKTq2upV611lTTDcf777E4+8ORpXvesfl5yuBv9PHlGpSQpFiSmK5aYqY7iKF2P7PWWg9ITtc82\nWFIx23qiJsdRd3wB9fUvob3+rYjrnr/eQ1p1UiP/ge/so5q6hsTkVyn2vWzONn78MJXu55GYuJ2J\nPT+/rHqPuixIWX0Y1XOU+m4jlvsWujdMcuxzVFNXU9iCQbUm3baD6mq1Sjq9egmWtaKeqV4N+QfA\nzTffzN13341hGOzZs4dSKVI4FwoFJiYmKJVKJBJzXZNmsuiVKpPJXAr8BHA5kAIKwCPAR7PZ7GPL\nOpMOFySGO0hg7yKwdpCYuJ1S30tX5XW6enXMFrNtGw3DG8aLH0aoAN0bhqUE1f5YpFteJWxH0Nuv\no7Wpmw2cXVSTV87RivvOQezSYwRONCVs1Bq3zJxtEJrAtjUCvRcn/x0e1/8HB9y/R/eGCe0dSN8l\nkAa6OdcGTnQdZHfpXwCN3M430Hv6A1S6rkPKOEB7NnArQLkUkEzpTIyFjUK/1aBSlqCDLYY5413O\nB155kLQz/6W/WonuVr4XNX9pBXOGrZ5SCk0TjUz1shAa0khFBbdm7/KOtYao4UHke96BuPoGtF9/\nF2LX1gvs5sOsPI1dfATDG0YJM5pxmody9y1U0tfNKkxdDjJxAOUXG97V6eF/p9J9E07hOxSUXLVC\n7fViKfKPrVSoqK+ST3UqleLo0aMIIQjDENM0efLJJwEawfXZs2e5+OKF78ULftsymcxrgbuB3cDX\ngI8DXwf2AN/MZDI/ttyT6XDhYbiD+PYuvPhFCFnGrKyO3flNL0o1JAqbDd0fIbC2R24ZM/xYm27v\nDhGfuH16gZKY1VNLrq5vBcvSuOlF7dv1Kc0hv2OussxNXkqx/wdARNqdWFyjkAvnzDYYpmAydjNT\nu36akpvmzOQ+gtGnAAirJbywiVQmtQ9bL1OxDiLNXqqpZ5GY/FrDnmmt5R+VUkgsrjUK/VaDoYLH\nP903ygRVep1JfviaS5sG1BBltVNd0W2h1Uy1bk5n+WUthtG15WeqAaSRRl+luovVQFXLyPf/AeLl\nP4r22p+9YAJqpIce5KmmrsRwB8nt/Inmlm9CrFhADSDjBwnNXkKzGy0sEtg7KPbdhtRT8zaW2tSo\nINJYifY6bm4V+YeSoGkrnqgmnU5z8OBBhBAcPXqUyy+/nFQq1ZB/lMtlbNvm7Nmzix5rsUz1u4BX\nZLPZOdVSmUzm+cA/Af/a/il0uGBREsOLMtUIjXL3rcQn7yDXRneoLY+SGN4ooTWAUOEsP9ZmWJWn\nSU78F17sCEFsP7o3gtQTDZeHzYDSk1TT1zZ+TyQ1zpzwcM7zSTYMwaR+Fb22QSirjFQPsLd4B/rg\nMYaMF+KrJkG1ZjLl76IiD2IBla7n0T3490jrNmDt5R/lcki6WzQyvSv5AKiU4j+fmuLjD4/xmm19\nXLmrQNlP4XomzgLy/GpFsvegxdOPuS3PQJiGIKgJBaUETUSa6mNPVNm2w2TPfqul4zx8X5mjV82+\n8Yd6elVdglYS5fvIj/wfxCVXot1623oPZ00xvBECcxvFbT+45q8d9lxLRfWCMJjY+0uE1vbIPSZx\nFLv8OEFsfj/7zUhDT93mrNZWKlRcDfePI0eOcOTIkVnLkslkI0NdLpc5fPhwS0H1YvMi24DvNFn3\nHaD1lj4dOhD5iSotNqvJg1U5DrIj36+j+2NRQKzZBDU/VqN6FqM64w/6vPkv3R/Ht/eSHP8iQC1L\nvbmzZPGERrEg5xSbziyMkyFUYpfy4NDNmJUTaO5486AaeDD/asZVZEcVmn1oYQlCF01f+46KpUJI\nPKGhn9dAZblMVQP+1x1n+K9jOf7kpfu4KB2jNzZKIRigXFrYkqNaUfT1G7zwZa0/jM0uVIzkH7oO\nZ0/5PPpgpeWOkSPnfNzq7G2l0bVqDkErgTpzHPmpf0J+9C+R///bQSnEj//Meg9rzTG8oSiYXQ90\nh8Cp1WnYOxoBpxs/il16fH3GtEpoYftFihAF1bFY+8XuG43V8qmej3g8TqVSQUpJuVxm3759TE5O\nIuXC19DFguqvAH+fyWRmCTNrv/9tbX2HDi1T11M30EwCazume2b9BrXBcAoP4Sai4k2lx1B6jO7B\nv6dr6KORVZUK6T/+R6SHPh79DhjeGKWeWzHds6ACzOoJfOfAOp7F8oknNZSa25Z2ZmtsKRVOwuaJ\n0SsIjR4s/ywBzW8evkgRytoEndAIzD4MfzTKFq9xprpYCIgntVma5OVy39kiv/KFExzocfjTl+5n\nT9qmWpF0mSOUGaBcXCyoljhxDctuXYc6+/OI5B+aLjhw2KJvwOCZp1prqiAlczoxhkYafQNmqtXo\nEPJv34183zujge89iPaDr0d7629uye6Ii2F4wwT2OgXVTQicvWhBAc2fjHz/Rz6JkCvT4GO9ENJF\n6u0F1UopSqUS8Xh8lUa1dqhaR0Vgxbsqno+u6ziOQ6lUolwuk0qlsG2barW64H6LyT/eBHwQeDST\nyfhAHkjX9vtkbX2HDi1T11PPxHf2RZnVjgQElMQp3M/Uzjc2FgXWDqSRQgmDxMRXKHc/HyVMlDBI\njn+BwsCro7bf1nZCsxfDHcaqnKTcfcs6nsjyiSeiwO78Bj7mTLeJMArqYgkNT/QQC8+SF81tujRN\nIOX0xTi0BrCCUUyrJyroWyPCUFGthDgxbZZ7xlKp+JKPfGeEB84VeftNu7hi+/QNtFKRJLQRRsWV\nuG7zc5RS4XkKu0UtdZ2ZrcqVijSPl17lkEjquK7kzv8qcuCwtWigrtR0I57GmIz0hnvgVg99G/kP\n70e86JVoP/ELiIX0NBcIujuM1/289R7GbISGm7gYu/Q4gb2TWP7beLGDuKlr1ntkS2apdnqGYWAY\nm8tBZz4a7h+CSAKyyiVTdQlIuVwmFosRi8WoVCoLPqAsZqk3Cbw2k8nEgYuBJFAEnsxms+WVHHyH\nCwPDHaTS/dxZy3xnH07x4XUa0cYisntLzuoKlh94DUp3MKpnSY19Nmp0YPZR3PYqek+9D7N8DC0s\nEJo9BPZO7NJjCOWu33TsCmFaAsNkjtexYU4X9oUSLD0KwCuym26OMak1l73o+rTLh5SKYtCHqUYx\nzUsoBqyKC0elLFFSEU/qs5bFE5FzirHELHkQKIr5kDO+x1/cc47LBmK87+UHSVizU/uhWyEenqSk\nvXJO8D4xFtDTpyOEoFqJAup2uyAapmjY9tWbv3T3RrcW09LZucfk2OMulz5r4eBTybnFjRtJ/qFy\nk6jsh1HHHkf7+d9GHLl0vYe0YTD8EQJrYL2HMQcvcRnxya/h+3sJrO04hYcbQbXmT2GVn6Ta9Zx1\nHmXrLCWoLpfLWyJLDTX5h6atVUxNMpmkWCw2Mv31oHohWprjqwXQjxCdwyXZbLacyWQSmUxm5Up4\nO1wQ6MHEHH/ieqZad4fXRiy1gdH9iTltmZWRbDRI0f1x9GCS0OxGaQ7lnltJjn0+6pwodHxrF7H8\nPXixQ20Xs2w0hBDEE/q87h/TmeqoGUAiqVH0ujCEt6CzwMxM9cRYyJMnurDCUTQtyoCshq3e8adc\nHv/e7CnDclGSTEUnZhg0Cv3a4fRpl6/ekec9dw3ypmcP8MvP3TUnoAbYE3sEL3YEZSbxvem/L6UU\nd99RpFKOllUrsu1GPtH4RaMrZL06fyYHjlgMDS5+glKpWbMIAKHRhR5MYZafITWcJTn6abR16Jqn\n7v8m8p2/BL3b0P7gA52AeibSQwtLSKN7vUcyBzdxGUqziOXuIT/waszqcWJT30Tzp7BLjxCf+vp6\nD7EtNFlFau3Ji7ZSUB2G0fVFiLUJFRKJBOPj42iahmVZLQXVLc0HZDKZK4HPAC6Rnd6/ArcCbwRa\nttXLZDK3Ae8jCuY/nM1m/7TJdtcD3wR+LJvNfrLV43fY+GhBYU6XP2l048YvofvcPxAaafLbfwy5\nik1LNjKarCC1+S+AUbAoMKpnkEb0/lSTV5Mc+0LDjzqwd6GFpVX1p15L4kltjvzDMASeN63h1WqZ\n6ly1C+KA0fwGos1oSlIuhuQqfdjhMAOx45TNXYTB0rsAKqkIw+n27XXKRcnEWDArC14uSRL1oLrN\nTHXFDbnnTIFvPVDi8jDBn9+2n76u+S22ZKi4qO9hql23YVYFhRmxre8pZAheVRJPaEsOqk1LNIJ1\nOY8tcCyuNTLZC6HkPPIPPYUWlqNmHulrMdxBEpNfozDww22Pcymo0SHUpz6GOvYY2tt+H3HwojV5\n3c2E7k8QGj0b0w9aaOQHfpT41J0Ezl6Kfa/AKXwHLZhCD3Lo/gRCunM88zcqy8lUB75C12l7Jmoj\nEQYqur6uUVC9Z88e7rzzzsZDyYplqoG/An4vm80eBeqX5a8BLbeJymQyGvAB4PuJGsm8NpPJHG2y\n3Z8AX2r12B02B0K6CNTcC5gQFLa/hvH9bydw9pGYuHDrX0VYXrAleWj2YVWebnRKVHqMavJKQjMy\n4gnsHQD4sUOrP9g1YGCHQbp7dvb1/Ey1pgniSY2pcu1hzVwgqJ6RqS6XJFNuDwqDy7r+mx+46MOk\nJz4722WlDYYGfR741lxVXLkk8VxFMT8dMZaLkmR6RlDdgqZ6vOzz0QdH+ZtPj/C9xyrcMJBCCChP\nNN9XVcZImAX8+EUY5nRGGaYbvbhu9LNUkA0dezvMDKrrzV/OXy8li56jlMzJVKOZjB76fSb3vY1K\n9/OpdD0Xo3qq7TG2iyrkkf/6d8g//jXYvgvtnX/RCaiboPvjjevPRkSa3RS3vRKAatf1FPtfgV16\nHLN6CqXH0d2hdR5h6yw1qE4kEjx8X5nhc2tscbTCBLWkh6jrP1aZgwcP4nneqgTVlxN5UkPtVLLZ\nbAkWKLOfy3OAp7LZ7Mla+/N/AeYztfwl4BPASBvH7rAJiLLUyQWaAmiUel4QaYKDwtoOboOwUKYa\nIDT7MfzxKDNUo9j/Skq9LwSibPbUzjdu6JtcO+w/bLN91+ws7MzCvnBGpno8FwXVmtX8/ZupqS6X\nJEFg8IT9C9w5/ma+PfJytKCIU2jmIrowlbKiWJirHykXJdt3mYwOT9/QSiVJMlmXfyycqR7Me7z3\nrkHe9vnjVPyQq/sT3LK9C0dqbN9lMjbcXFphFR7hbOliEHNdRurZY7ca/RwbDugbaL+YybKmg/X5\nMtVCCJzYwtlqJacLT+cgph+qAntnI7u40ijXRX7644S/81bkb74JggDtDz+A9qrXdooRF8Dwxwit\nvsU33CAE9i6ErCCkjxs/iuFtgqBaKezi92ryj/aC6roe2PPULPnXZiQIog67axRTYxgGF1988aoE\n1SeAZ89ckMlkngM83cb4dgMz2xudqS2becxdwA9ls9m/YvU16B3WGC0sEBrpBbdRehw3eSWJTaZ1\nWykWy1QHtZtXOEMeo/T4LB2xlzi66fXUCzHbpzpqW5tI6uQKBmU/gR5r7rGsadO2beWiREpVc6wQ\nTPoHyJtXobeg2XWrkjtvL8zKrHqupFySs6yePC/6fedek/GR6aC6XAxJpvXp85kni5uvBvzNfcP8\n8ZfOcHDS4a9fdZifvX4HWigo5ELKRcn+wxYjQwFBoPjW14sU8rOj0nj1Ec5VjjZex/cVucmA79xT\nmg6qXUUYKCYnlhZUG+aMTHWt+cv5ODGxYFBdfxsXsYAFYRDYO1e8U54qF5Hv+z3U4Cm0n/11tPf/\nK9rr34pIX5gytHaIMtWbJ6hGaHjxo/jOvui75J5b7xEtihYW6Br6GLo3umT5RxgqwnCTB9V+VIMS\nRdVrcy7XXXcd114bNSVbyaD6HcDnM5nMHwBWJpP5LeDfgN9dxljn433Ab8z4fetGBhcgUaZ68aYS\npd6XYBcfwcnfvwaj2li0kqlWCKTRtYaj2lhEhX0zNNVaFNjd9sNdFA7+Ima6eZZe00UjcCuXJDKc\n0VrbEFRUD7o/vugYnnq0yuRYOKtZiVuNNMozl5WLknhSo6tHJz8V1sasKBYk6W6zdj7nZZADySce\nGecXPncclOL1A9uwXY2kHQXhnqfI50KqFUnfgEHvNoN7v1Fi5FxAITcdVIuwiBWOMSWjjnL1THWx\nIBk5F1CtRBpLt6qYGAtId+lL6uo4S1Ot1LyazVhMo1JZQKZS+0zmyD/mISpsXrmgWuUnkX/+O4j9\nR9De8v8h9h9GnG+O3qEpuj9OsMlmxso9z6fUcyuBtXNTZKrr1ySrcmzJQbUM2fRBddiQf4g18zRI\npVLs3BmZB6xYoWI2m/1crcjwZ4i01PuBH8lms+1EPWeBmV5Xe2rLZnId8C+ZTEYQdWt8WSaT8bPZ\n7GdmbpTJZF4AvGDG+EilVrYds2VZK37MrcBy3he94qHFelvYP0Vg/hTJ0/+CufsFS3qttWalvi+G\ncoml+nHi8x9L6PtRkz2k0huv0r4ZK/235LseUnqkUikEZZKpBKlUXae/8ExIPCEo5V1isQS+P4WU\nYFsOlgUCyfceTXLowCSpZKJp4VWlHHL2VJ5ESkcTDkNnfPoHLMKg5vAhHZJJi4fuy2HbOukumx07\nu3CrRRwnQbkYEo8XSSQcTFMjlS4zOiSx4wk+9+go//zAOa7YkeT9P3wpqVDna18eIwwhkUiiaQLf\nyyGEwI5pdHenefYNMb7wySG6e0yUnH6vteIwrjZALB4jlUph6CFBUEIoC98rUyoIevosZKiTn9LY\ntTexpM8pyszniMUS0eeRjM/4PGqfSleIklrT43uuBHKYpr3o90WTl2EMfxk99aq2xzoTOTkOmkbp\nL/4I+/rn42R+esXtFFeSjXpPMoMJYj37caz1GdvS3pfa9mEFc+SfSes5VHzPio9tpdC9MgqBUAHj\nEw6JuNN4KG9G/X2pVqv09/dz+imBoW/M71CrSJmnqzuJppVIJJI4sfYffpfzd9TX14fneY39M5nM\nO2esviObzd7R8lxfNpt9APj5JY0k4tvAkUwmsx84B/w48NrzXqNRXZXJZD4CfPb8gLq23R3AHTMW\n/X6hsLIa3FQqxUofcyuwnPclURqLbOBa2V/1ss0do5gb2xSV2Sv1fbGCIsWqQoZNjqW60Xa+GbmJ\nvpsr/bfkeiGeG1IoFPC8kGq1TKHgtbSv73lUXZ+RoTzxuEa5JCkVK4RhyNGrHB7/boivYpQmzyLN\n+R9chs76dPdqCAET40WOPeFSKpmUij6xuGBstEihIHj04RKaBgcO25RKRRIpjXNnc1RKkkRa4Hke\nhUKBYuByZrjCT3zsIfZ32/zurbs51OsAASdPlOgb0Bk6K5mcyDekIn0DBlIqCoUCmgEvekWawVMe\nuckK9bfayZ/CDXtABBQKBcJA4XuSfD7KtJw7W2HvAYtiwaNcggNH7CV/TqYlmJwoEATzfx6a7pOb\nlBQK8wetdV13pVxtvC9NEXvpcyepjD5G4CwtEFKPPYT80J+A6yKe9yL8l72GoFhc0rHWig15T1IB\njl8gX9XBXZ+xLfd98XtfRvz4R8jt/ImNJWNRitjUnQgVIpWPih/BLj/F4KAkqeURurXg7vX3pVj7\nXvuepFx2N953qA18T1J1yyilKBaL+EH7hdXL+b7UX7dQKJBKpchms+88f5tWLfX+sNm6bDb7e60c\nI5vNhplM5heBLzNtqfdYJpN5C6Cy2ezfnD/+Vo7bYfOghXl8q0VXCmEQWDsw3LOtO1koCahZhU2b\nDW0RTTVCIM3etRtQE6ampnjqqae4/vrr1/y1Zxb2SanmWO4tRN1Sr1STZVQrkiBQaFpU7JhI6lRl\nJAFpFlTncyGpLp3AV1QrikpJUqk5fPT0G5SKkmee9HnWdTEefahKPBld+NPdGvmpkEpZkkrr3H8m\nx6cePsfD50r8KNt4+wt2cXRgtvSnXIocOcyablmpSOrS1a3judOXyHhCw4lp5KemixZ1b5xy2Itp\nica5K6BSkugGhAF09eiMjwb4niLdvXRLtPr46s1fzseJa4yPNjcBl3L2zwUROpWuG4nn7iLvzHV0\nFWGRxMTtFLfNVwcP6qlHkX/7brSf/x04dDEY5obOUG9ktLCM1OMb006vRaqpa9CCHD2n/5KpnW8k\niO1f7yEB4OTvJT51J0qzCOzduMkrsSon8KTdkEsthpSy0QEwDIur4sO/ViilCEIw9LXzqT4fx3Go\nVqsLtkhvNVO997zfdxD5VP9HOwPKZrNfBC45b9lfN9m20wJ9i6EFxZY01XV8Zy9m9UzLQXUs903s\n0uNM7Xrz5izUkz4oiRILZyA2AuPj4zzzzDPrE1Sbs9uUn99sZCHqlnqeK7FtDU2PAvT610VoUFa9\nJPwJfOb3+i5MhQzsMqmUJaWipFpRlIoStyrp6bM59ngVy9bYe9AimdZJ1IPqLp2JyYBTIx4PVIvk\nByUvOZTmF27Ywb23l9hpzv3cyyXJ9p1mQ7csFVi2YP9ha45jiBMTVGYUA+r+GEX/KFYtqBZCYJqC\nUlHSt81g5FxAV49OuSgRIvKTXiqmFXmHz9f8JRrbIu4fjULF1u6U1dTV9J7+wLzrDG+UWO5ein0v\nBy2aIlePPYT8zMdh8BQg0H721xGXXNHSa3VojhaWFmy2tCkQgnLvC1FCJ5a/j8IGCarN6ilKvS8m\nOf4FzOppKl03MrXzpyic7qOrxaC6VCrhOA66rkeFikvo3LpRaDR+0cS6BdX1du+u29x9qFVN9U+f\nv6ymsX7tPJt36DAvelhAGu0F1XbxkZa3t8rHMKsnsUvfw01euZQhriuarNSyPhv/gcDzvEULNlYL\nXZ/2NA6lQltCpjoMQDeii3TgT3srCwEV2UN/7m7s8uPkdv7EnGPkcyFHLrVBKYbP+ggBhVyIAtJd\nGtWK4lnXOwgh6O2PLrEFN+Tb40XcM4qUrvPq63t57uXbG1Oz6W6dfE7S1QPlUkgsriGEaBQ6mpbA\n8xW6jCzsEqm5szFOXGt4TwMY/jh5rwczMf3+GKagWJBcdJnN6FBAMq0ThjRalS8V04oedKSaP2m5\nLEu9eZB6GlSACIpRx9EZaGERgcQon8L71JegUkY9/jDa694CF10GoUT0bKBp/k2MCEvRNWsL4Kau\nJnHqfRTkq6KHMaUwvHME9i7ik3dQTT5rTZuS6UGOqtmN7+zDLj9JaPZF909VbPnhs1AokE5HdSZh\nsLkLFWc15lqnoBqiLoulUqnp+uXM2XwZ+KFl7N/hAkILcmjBVFuZ6sDeg+kuUOWvAuzi9yLZh5KY\n1ZMUtr2K+NSdKzDitUeElYWlHxsIz/OoVquLb7gKCCFq8gW1pEx1GKpGEwFdF4TBdCAoBOTD3Sg9\njlk5hghnXzzDUFEuSZJpHSemkZsM6e7TqZQVti3o6jG4+HKHbTuiYHqqGvAPD4zwc585xrjwObTd\n4cBum8v3xmcFsekunUIuxHUlX/tigcnxKLoslySJWlDt13xmLXv+4LceuCqlQEl0f5xctWdWh8e6\nTGPbdpPDR210XWBaglTX8iRTphllqqVU82eqHYHrqkbwfD71xWGLGTiEiORh3vCcVVoQPajo//1R\nVCFH7Fl92L/2i4hn34RI93QC6hVEC0vIzZ6priGNNIG9G7v0GAC6N0TP6Q9gVE6SGP8KVuX4mo5H\nC/JIowvfOYAUVtTjgUgG0ar8I5/Pk0qlGtahrT60bkQCfzqojv6/PlF1V1cXU1NTTde3qqk+f/49\nDryO2b7THTrMiwiK9J56L5X0DY0LQyuEZh9CerWLy2xXByFdes78Fbo3xtTuNyP1OEqL4SauIDn6\n+egxdhNkfGeiyfKCdnobCc/z8DwPKSVaO1HtChF5Ltc11a3vV89yh2HUREDTooYCdmw6Uz3hH2Rq\n9+V0DX4Eq3IcNzktEyjmI42zrkcNTZSKAuJSQWI7UfB7yRUOE5WA/3h06B9QuAAAIABJREFUnK8+\nk+Pm/Wne87KDDCSbV+ununSOP+Xy1CNVgiAq3Av8aLrWskUjGA411dBIz3lPaufjewpHyyM1h6pn\nNeQf9fcNIg32pVdFD3C2I+Z0rWyXetAfyT/mjk/To3NwXYUTm7u+HiQ0C7rnI7C2Y3hD+PFpmY5S\nClEcJnQ1zKSP/uZfI3XmveCepTKew01eQWDvbGwfm7oLP3aQwN7Vxtl2qLOVgmqIZEVO4UHc1FWY\n1TOAoGvonwCB7o+t3UCUQgtySKMLL34Yu/RI434mVesyqXqmuq6l3syZ6igREv17LS31zqenp2fB\noLrVu+HTwFO1n08D9wA3A29c7gA7bH20sIA0eij1v6y9QFcIfGcPhntmziqz8gxSi1PqfSF28RHM\nykm82H6UHkNpFlqQwyw/TcuP9BuAzZapBtYtW20YYkamug35hyaQoSKoyz8amupp3XH9Yu3HDmFW\nnpm1f7EQkqo1bXFi0eUzntRIJDUsW/DYaJn33DXIL37uGZSC97/iIG99zo4FA2qA7l6dYj5k5FzA\n9l0GblU1ihSFEFHXQk/huQrLbn7ZjrLVCsMbJDT78T05Kwg3TYGmR+dep7ffoLd/ZYJqKZv/iTsx\njWp5/r9H2ab8AyC0tjcy1cr3UFMTqL/5c8T9t1MdNbAO9hAv3o8Xv5ipXW9ChCVSw/8W7awURuUk\nybHP4+SX1kGzQ01TrW2doNpNXoFZPY4Ii5juacrdN6OFZSpdN6B7o2s2DiGrIARKswmcfUzufsv0\nStViQS8zMtW1YHoza6qja/b6yz+6u7uZnJxsur5VTfXmLe3tsO5o0kUu0RYvsKNiRS9x2azlVvlp\nvPhFuInL6D73EcxKjHLPrQCE1gBm9QTp4SxTu96EHz+y7HNYCzZTptr3I5eJarXaaOG6lpi17oCy\n1qa8VbR6pjpQGIbWyFRrM+Qf9Yu1FztEeuTfZ+3vVhW2E13YDbMWmFswJQPOjHo8OFXkZRf18DPX\nbSdltz4wJ6bxkldFDX0e/24Ft6ooFcOGc4gxo8GK1SRTXT9OtSKJF++k0nU9vjc7s22YYNtilvTk\nWdcv//MzLUGl1k2y2cRFLB4VUs7nqaIa8o/W75S+TGGPfY3w3/4YHn8YDANx5XXo112Hm74Ge/Kr\nxHN3MrXzpwnsXRS3vYr+43+M4Q7SPfgRRFih0vU8zGo0rS+CIl3D/4oWTDGx922NIscOzRGyTGhu\nW+9hrBhKs/Hil+AUHsKonqYw8CNUum5Ek2XSw9k1G0c9Sz29YPq7qNoMqg8fPtwIpjez+0cYqMZM\nm1irPuXz0N3dzRNPPNF0ffs9aTt0aBMhXZS2NEcL39lDfOqbc5ZblWPkB15NaA2ghEXg7MNNPguI\npoXr+9jF722aoHqxFuUbifXOVOuGwHMVQqOtAru6pjoMIis+XY+0wOK8oLpakTzx3R6+r7+A5k81\n7PXcaiTzCKXigXMlSoT82bfP8pxUikt3x/jZGwbQlik7sh0takNeimQaED1ElIsSFA03kfmIJzTO\nfPcJjhycwt19Fb5XwDSntzdNge2sfI7ENAX52kPOfB0VYTqLPh9tWeoB8htfxvvs/8V4037EtS8h\nlnkhQdcRQmsA/fQHkUaaiX2/MnsnoeHFLyY99C+48aMUtv0ACI3+Z/4IEVaI5+4iNFLo/jh6MElo\nDbR6+hcsWljCdw6u9zBWlHL38+k+9w8I6UZSIWEgZTzqaqjkmtgH6kGOUJ+/a666oOUf05rq9TqT\nxeQfTYPqTCZzmhbGnc1m9y22TYcLG6E8lFhaptq390byDyUxvKGaJlugBTkCezcIweSet0atW2vB\nTGBtJ577JuWuG7GLj1BUr9oUPqqLtSjfSNSD6vVyADEtgVuV6G1+rHVNdRComvwjyoDU48B6UO1W\nJUODIe6By7CLD1PpuQWAclly0nd516fOsC1u8MLLunj3oQPEjWggyw2oIdI4j40ohJANl4+6/EMp\nmmqqAS6/JoZ5+mmeHHkWA0ojDKPsdB3DFI1M+0oyS1O9kPyjiQNIw/1jkWBBPfFd5Bf/Hc6dQfu1\ndyPdLNb+wySHPk5VK1PqezFaWGxau+EmjuIUHyS38/XRFAMQOHuxS48Qy32byb0/hzb6GXR/AsMd\nIrAGCO0dLb4LFx7aFnL/qBM4eyh3Px+r9DiIWoikRYWCWjC1Jn0C6kWK89FqoaJSqtGkpFRQmGZU\nlL1ZCXw1LVtbx6g6kUg07n/zsVCm+g0rP5wOFyJCVpfcFVEZSUKjB6v8JMmxz1FNXUtgbcd39jcC\nZXXeRb2eYaqkb8SqnMCont4whv4LoYVlAnv+C+lGw/M8ksnkumWqTVPgVtuz04NpTXUY1gv7aprq\nGZZ69ZuW5yrK8StJT36FscRNfP6JSSZOhtCreOcL93Cgx1mNU8OyNbyqRIaCbTuiiNi0IrlLGDZ3\n/4DonLr1U9w7+X3E8xLDnC31MC2xoCZ7qZiWhluNgv5mz69OTDRtAFOPpZtpqlUQwMP3Ij/6QUTm\nzYhrbkA4cdzxS0lM3I4WFjCrJ4DIUq+ZdaebuJT8wGsIre2zliXHvkA1dQ2h2Udo9qL749jF7+Im\nr6TSCaqbsiV8queh3HMr5e6bZi0LzX4MbwRvDYJqPcjNKc6v06r8o1QqYVkWpmkSBgGmLTa1pjoM\nmM5Ur6OmWghBd/f8jcFggaA6m81+bVVG1OGCI5J/LL3VeLnnZtIj/44ISxjeKCAIZtwUzyewd+Am\nLiO0BqIGMu7gpgiqxSbKVPu+TzqdXreg2rIE1Ypsy04PZmuqdSMq2putqY4KFesX7FOVPVxUmWTk\nux+iGryQi7p2c801CXp7Vk85ZzvRA4PnqobUo56Zr5Qk6QXs70RYQfcnILGHB75VZvuu2ePcc8Ba\nlWxVd69OpRw1kWkmx1lI/lFvGjNfsKCGziDf905IpNB+7jcRF0+7sbiJS0lM3kElfR124WFEGM2c\nNG2gpFlU08+etajSfROVGQFUaPQ2MtW+c2DWtkJWsUpP4CYubWS6L2TEFnP/mIWY/bcTWANRUJ04\nurqvqyRaMDHnu9dY3aL8o1AokEhEn00YKixLUHQ3T+H++cySf9SSH+vF4cPzNwaDNjTVmUzmaiLH\nj37qNoG03qa8w4XLcoNqN3kVyfEvU51RVOQtoJNWmtNo2hF52Q4t+bXXkqjl7+bRVA8MDKxfptqK\nmpi0n6muyT9qnqe6VvOpnin/kHByKuqY9Wf/PcyNh1/HT+64nyvsU3zjQY1t4Rghz1/pU2pg21EA\nLRXEEtNBdSEn6erRF8w0m9XjBM5e+rY7DD9U4fqbZj+k2bYGS/9TbIphCC66zOHRh5rLgRZy/1Aq\n0snXXQqU76Nu/wzq61+CUgGReTPaTS+es19g7yE0uqikrkMvn0ZNPB5JP5YhwwnNXmKF+9GUixbm\nZwwypPfke0EI9GCqURh9waLUdJvyC4DA/n/svXeUXPd95fl5sXJ1TuhGTgQJZoJRIilRtnI8NixZ\n9tryzMojy2FW9mjs8dprjcf22rPrtcf2jNZnx54jybQGChRFSyRFkRTFJIpBJEgQkQgE0I2Olevl\n32//eFXVVR2rE9AN9j2Hh+juqvded1W9d9/93e+9/ZjlIyu6DyUo0X72b1CEi9Vy64yPaVapLpfL\nxGLh9aS6whXMbgVe9fB9iVbL3L90kXoAt9xyy6w/azan+tPA/0NY+PJe4EHgp4H7l+H41nGZQxHu\nNIvGwjaghUNHUtJx+s9ASvzW25t6qh/pI1p8ZfH7vohQhIVcI0q167qk02nK5fIl2f9iPdWKEmY5\nu+6kpxpCW8h42eP5wSKjgx6nhm1up4XfuLGPHdujYKmYow+wIz1Gi3WBiRUk1YapEARhHXlVmTEq\nF5POnrlP2YZ1Gje2jf4Og2hMIZ5cWlTeQrB5m8lcVDYaV2b1VAsRZtAKAfZ3DiC+8SXYcSXqr34e\nUq0o7Z0zb1RRGd/0OVBNRsobSdjPIRLNZ+HPhMDoQHeHkYqB5hdq39fdEaQaIdf7CVoH/5Fyy+1v\n6YSQ0NZnTFN0lxO+76Oq6iXJwp8KLzoQWo38Amb5OHb6hoafK4GFGpQIzFneq00gNfoATmIvxa4P\nzPqYSrfTvLAsi2g0tKgFfngOqarcC4khXS0IfFkbsl7NFRTNvlM/D7znwIEDHwWsyv9/BvBW7MjW\ncdlgKekfVUg1gtSiSDWK7l5oejLfN3vRnOFK62IQTnCvUqw1pfpS2j8MQ8FehKcaQiLtuWH6h6w8\n/Ruvj/Ob3zlFxvLY0R7lc7eFZSBKxSrhRTei+RNsajmOGhRQKq19KwFFCYcJq8kfsABS7YS1ypGo\nyoaNF9eeoGoKW3bOLoMbhoKQ4SrBVEhRGSLN53Ee/CbqH/412m/8AcrmHbMT6tqOw9/zSOY2CFyC\nWQa8mkW1itqNbUMN6ki1/SZedCNBpC+srs4+vaT9rHWoQXHFM6off/xxTpw4saL7aBaB0YkiSsQz\nj5EavQ8laBQU4tknaRn6EsiF5dbpziDR/EvoziCGdYpix0/P+fhm7R8NpDqoph2t3VZF36eu/OXS\nearnQ7OkuvvAgQNPVv4t9u/frx44cOBB4IMrdFzruIygCmfR6R9TEZhdCL2laTuJ1GJILYrqZzHL\nR0kP/dOyHMdKQAnWhlItpcT3/UtLqk0FZxGeaqgMKwr4n6+P8fCJMMT/qp4Y//DRHbx3dxtJU6ud\nsO1y5R+KhmVsY9zegBfbgmGfWabfZGaYEbWWUQ1hTN3GrSbtnXOTas0dmXPe4FJCURQSSZVCvvGq\nLktFghefRRs6hXAckv/+z1A6Fh5nN1FI8i/HPkm+66NLOk6pRgi0JG58J2qdUm3YZ/GjGwEodH2E\nWO4ZjPIbS9rXWoZZOowXXdnwL9u2L9lq2DQoKn6kn1jux/hGF4nM47Sd+2+194hhnUQVFtHC9DIh\no/wGsVluwqL550mNfovE+PewWm+b16svpWzK/mFZVp39I8zU1zRlzcbq+ZU5GLg8SPW5/fv3b6n8\n+xjw4f37978dmD1XZB3rqECRiy9/mQrf7MZfYH6sb/aiOxcw7POVrNFV+GmUAYr0luQ9v1hwXRdd\n14nFYpeUVIfFLwtTqkeKHpYfXpHsQHDPzlDV3NubIKKH7YVSTL5F6u0KI8ZdHMregxfdtOKkeqpS\nDXDdzfGaHWQmKIGFIpxZo7hWAzq7dcZGQvlflkuI+76C+P1fRZRK6AMbEekOtI0Lzz2WMmygFFLD\ncpeeymKnb8FJ7g2b7WR4vIZzFi8SkmphtFLs+hDJ8YeWvK81CRkQzz07LSFjueF5Ho7jrOg+FgIv\n0k9gdlHsfD/x7FOofp5I6RCKcNCdIfLdHyOWe27a80zrFNH8izNu0yy/gRfdjGm9gZXeN/9BLFGp\nXqsJINU5mBpW6a/RrBnqL4A9wGngPwJfB0zgN1fmsNZxOWGpg4r1cOM70LyFNXj5kX4M+wy6O4wq\n3Upt+sxxRZcKoUodW91msQo8z8M0TaLR6CUl1RBaBprBqYzNt49M8Py5Ij+jdaECv3pzL8dftxnE\nn9aoKGW41Gjbk6Q67/diqy5eVCE5/hClZf6d6pFKa6RbF+aH1t1hArNrVb+HOnsMTh2zsM8OkTz4\nKJs7Sqi//39Drg19yEPYjSq2EJIfPlzgrvek5iz5cZ3QJ9rSppHPBsTiS/PgljrCocgwm7iIVHRU\nL4tfF6/nJK4kOfYguv0m/gortqsNZvk4gd6CHx1Y0f2sNlJtp2/Eje/Gi21jYuDX0Pws0dzzBHo7\nfmQDbmw7Le4/hxYQZfLzq/oZdPfCtGuh6udRgyKZgc9gOGebiidsdlDRsiza28P4PxGEVjlNV9ZE\nq+IbR2wCAbuunLxBnpb+cakObh40W1P+P+r+/eD+/fvbAPPAgQMrZyxcx2WDZSXVU+rKm4GTuIL0\n8NdRhEWgt6B5Y6uOVKtibfmpTdMkEolcsgte1WM818BNICQvnC/y7aMZhvIu793Vyhc/tJ0XHi/h\n2LLy/PCxDekfMlQ+Ywl10v5BSNwiURUvthnVz6M7g/iRDSvy+111/cLfC6vZ+lFFe+YwLw31MK62\nsO3qu1HfHab4yKwTpn9MIQuBD4W8CDNq55gJLBcFiaRKukWjkAvo2bA8A4RCT6H52XBpvuXWBqKE\nolJuvY149hnyvW8tUq15Yyv23q+H67pzFm1cbARmTy3j3I9uJBDdpIa/gZJ9Aje+HVSTQE+jeWMN\nWeialwFFC3358Z217xvWG7ixbUgthhvf1dQx1Ed+zoWpg4pmdG3YPxxHcPSQXcvor8K1JWZ0dUTq\nzYVm0z/+CvinAwcOPA9w4MABl3XrxzqahCLcS2pr8CP9KKKMIiVOfAeaO44X23bJjmcm1JTqNQDX\ndTEMA13XEUIQBAFas5LxMqFGqmfY7ckJmydO53nidJ6uuM4Hr2jn9k0pdHWSiFebuar2kVr5izp5\n0YrFVcZG/Nq0vGNXilcUHav1NuITj+HFtuPGd4QK8SWG7g4v2Bp1sSDPnUZ85b+iZSdI3/7HuJqO\n1z5JyoSQ6JoybVm7SgBcV6Ibs99AlUqCeEIl1aLW7CXLAaGlSEw8AopGqePd035up64nMfH9ZRUO\n1gJUv4DQVl6YWG1K9VRINYLVejtSMWpWGN/sQ3cuNJJqP4OT2INhn2kg1aZ1Ci+2MLvT4gcV1Yr9\nY0G7u6h47aUyI0M+yZQ2LX7TcQSRSL36cQkOsAk0a/9QgPv3799fAu4F7j1w4MDRlTusdVxOuOQX\nHEXFjV+BGuQIjC40b5Tk6P2UOt4d1puvAoRK9eodUnz44Ye555570HW9Zv9QFAXTNHEch3j84h67\noiroxqTSnLN9fng6z6MncxSdgLu3tvDH92xkY8v0952qgV6L0mv8f32jom6Eg3W5TEBbh45tCVKV\n4hUrfQtt+ZdA0UhMPEqx8z3Y6ZtW+teeE7o7glt3wV4tkC89i/jy36F87H9BueMebvYVRod8hs5P\nhkdJEQ5STU0mqPo/PVfCHCvj5aIgnlSJxtXaKsRyQOgpYvnnmRj4tRmrIqWWwItuwSy9jpO6ftn2\nu9qhBgW8i3AjudpJNUBpSlqHHwm7ERyuDb8hA1S/gJO8hljuOerHLnX7HNYCzxtSyKYSPBpJdWiV\nC+0fq5ONjo34DA/6XH9rHDOi8Ozjk0aIoNKCW7X9reZBxWbtH7+1f//+/w24B/gE8KP9+/efJFSv\n/3IlD3Adax9LqSlfLlitt6P6eRThkBr9Nqoo4cZ24iYXbidZCaiBhVyl9o8gCDh69Ch33HEHyWSy\nZv8AiEQiuK570Uk1hGq1FQj++tkhnjtXYF9/kl+5oZu9PXHUOfy3mqYg9cl/A6g1AaSS5SrDE3dn\nj8HYsF8j1V294ROlFmNi8+fCbbijtJ3/ewKjEy+2ZcV+3/mgeeMExuIzcpcL8twp5LnTcPAFZHYc\nLpxH/bdfQNkctpCZJhgRJSTKFYhK+UvVelNF1f/peQKYfTWkXBK0dWiYpoLrLCOp1lK40a211I+Z\nYKeuJVp4ZUGk2rYE2YmA3v61mXOt+QUcbeYq+JlQLpcxTRNdX1im9WJJtWVZtdW0iw3f7COW/zEQ\nWrIAhJ7EjW0lNfL18A5SUUF46N4Yvtm3oO0vxFM9af+YbJBdraT6yKsWu/dGae/UEYHEcSRSSBQ1\n/ExHIkrDXMXq/C0W0Kh44MABATwCPLJ///4/AP4R+M/AOqlex+yQIky1mK02+CLBj/RBpA/dGUQV\nJbzIAKb1xqoh1Yoor9qK8uowYtXbOJVUXwol6XTGJuP6HDzn0L/H5O8/tJ1kpDkLiqpSi2aq2keU\nem+1BKREUaCrR+fkUYedV4JtSWKx6WplYHZRaruLaOEn00i1WXydwOxeUiFEU5ABqp8nMFpXdj9z\nHYIQyEcfQD78TZSdV8Huq1F7+6GzB6Wz0ettGo2kWorwb6+qjWq1X69Uz4FySdC/2cCMKHju8lUx\nWy23YE2pNZ8KN76H1Mi3pg2nzYXDBy0y42uXVC902PuJJ55gx44d7NzZ/EpKEAQIIRZ1fnnqqafo\n7+/nyisv/vndj/SiO4MgJa2D/wPf7CbQ25BaAqGl0d0LRHM/xotvxze7FlwgFJa/zP15CIIA13WJ\nRCKVr8P0D11TVqX9wyoLinlB/6bwb6FqCoah4DiSaCws+qpvkl3zSjXA/v37E8BHCZXqu4EngF9a\nmcNax+WCkFAbMy6dXgr4RhfllltxkteSGg0LQaO551Ckj7XC8VBzQQ2sVTuoaFlh9XT14lb1VMPF\nJ9UnJ2z+52tjHBm1+Fikk3f1t3LN1Qu7GVE1BUWpDio2DjwqSqgCCQGqotDRpfPisyUCX2Jbgugs\nqRK+2Uuk+Pq07yeyT+DE91Buv3tBx9gUhIfujuBH+9H8LEJPrWi73VyQr76A+KcvQroV9Xf/YhqJ\nngrDnEKqZehbV7VwwLSKqqo2L6kuBsQTKqap4s7z2IWgGeIotShCb0FzR1GkGyqPcxClQi5gZMjH\n92VNQVxrUP0igdZ8c6Vt23jewrriqo9fzKCiZVkL3t9yQehtSDVKNP88alAkUs5gp64DwItuJpZ9\nmljhJUTxVZzk3gVvvxml2nEcYrFYTdmt2j/UVTqoODbs09mt12ZbAKIxNTznxkJLVyQ6+bOa+LEK\n0eyg4tcI68lfAv4Z+KUDBw6MreSBrePywCX3U0+FalDs+nBF2csQn3icxMT3ceO7LympVkQZYVz6\nYbeZUCXV1YtboVAglQqXfque6pVEwQl48kyex07mmCj7fOTKdj53+wYOPmdhLoKQaCpIdXalujqo\nqKihrzqZ0shMBLiunByUmYLA7Eb3RlC9DKmxfyHX94sgBZpzAV1fPvU4HGiNgqIQLb5CavR+Mv2f\nRhE2gdG+bPtpFlII5HcPIJ94CPVffQ7limuaep5hKnh1zYqi4qlWVQVRd9GvqmreDC2MtecGEseW\nxOJq+PqJSWXuYiGM7XyT5PhDFDvfN6e//sirNjuuiHD2tEshH9DafmluhBYN6YeWvibi36rwPA/f\nX5hE6nkesVgMx3GQUs4ZqTgVjuMseH/LBkXBTt1Acuw7WOmbMK1TBHrY0unFNpMe+QblljuIFl7A\nW0QkYTODivXFL1Cxf1RzqldhpN7YsDetLTYaU7CtyqCyI6aR6rWuVD8P/PaBAwfeXMmDWcflh+Wo\nKF8RKBp26iZ0d5hC14drHrhLAumju6Mr3k62WFQbzaqkOpPJsGfPHmDllOpASH4yVOLRkzleHipx\nw4YEn7i6k+v6EmgVQmwayqKIk6opVJ9V3dakpxqQMiTVle+lWzVGL3ihp2+WCD+hpUD6RIuvYJYO\ng3DR/DyK9NGdoQUfYwOkT6R0BCe+i/Y3/5Ji5wdwUtdi2G/ixraRHv4q5dY7LyqpllLCi08jHr4P\ndB319/8SpbX5/etGSKqrZEmK8DVQ1UbC0IxSXS6HalZ1tcGo+Kpj8YtHqr1oP/HcsyjCIVI6PCup\nzoz7ZCd8brg1Ti4TUMgJFvBnWxVQ/SJCSyxo9XGxpDoajeL7fm04ulnYtn3pSDVgp64jMfE9nMSV\nOMlrEJVkJy+6GYBy6x3YqWsaEkKaQXXeYD6l2rbtRlJdbVRchYOKUkrGRnx2XdUYGhCNqbUEkFCp\nXh2r3fOh2UHFv1jpA1nH5YlVp1TXodj1AQBUP0di4vuX5Bii+eeJZ35AYHTjxndfkmOYD1OV6mw2\nS1tbqLxUBxWXC8NFl+8ey/KDUzl6kgbv3NbCZ2/undEv3dqhhRF3C4Sq1qV+1JTqqv1DmVSqq6S6\nReXcGY/oDH7qGhSFwOgmlvsxChLdvYDm53DjOzCtkyDchvph3RmCZHO2lWj+JdKj9+FGt4JiEs8+\nhZO8BsM+S777Y6SHv0qkdAgvuvAmwsVAnjuFuP9eGL2A+pFPwtX7UBYYqaiqCroWtqSF7ZgSRQ2J\ncRBA9a4naMJTXS6Jhkp3szIEGbuIIwp+pB/d/Q7lltuJFl4E4c1oATl7ymXrrgiarpBq1cjnVqFs\nOA9CP3Xz1g8Izx2LIdW6rtdWwxZCqi+pUk3YuJnb8MthXF6dzz4wOhnf+FsIow1htC14u1V1dj6V\ndhqprtiMdF1ZdY2K46MBmqY0fIYhjDS1rElSHY3VK9XK2s6pXsc6FgtFOEhldZLqKoSWRA1KCxo0\nWg4ogUVq9AGyGz614KzSi4l6T7UQgnw+T0tLWIW9XEr18XGL+16f4OBwmXdta+FPfmoTA+m53zeb\nty/ufaVWlkGh3lMdfq2oYRKFFJPLzalWjdzL9rxDZb7ZTaxwFje6Fd0ZQvNz+JEBVL8QZkhXEySk\noHXwv+NF/jXQO+c2kYJ49ofkuz5CYuJRsv3/ipahL2GWj6J6E/iRPtz4buK5Z7FTcw/ULRWykEM+\n8FXkS8+gvOtDKJ/+dyjG4lehqr5qwwxJgqqGNzkikKiVK1O19GVOUl0UDZXuYQLI3Gkhyw0/sgGJ\ngp2+Ed29QKR0KLQEOYMNqrXrSDq7w2NNt2icOr664+JmghoUwpWZBWCxSrVhGAu+cZdSXnKlGpi5\nzEVRCCLzfObnQJVHzmf/OHfuHL29de2flYxnw1Qo5JZvkHepkFJy5KDFzqui0+w90ZjC+Gh40+k4\ngnTb5Pn3crB/rGMdi0LovVsdWdCzQtEQWgI1KCL0lou2W83PEBgdq5pQw6Q/z3Vd8vk88Xi8FlUV\niUTIZDKL2q6QkhfPl7jv8DgjRY8P7Wnn12/tJW6sLBkyTaVWJFJTqhvsH5OeagjJD9CglMyEwOwi\n0NI4yb0YziCqn8dO34jqZ9GdoRqp1t0LqEEJxR0Dc44LrJQkJh5BaEns9M3Y6X2gqJQ63kvLhXvx\nIv2g6LjxK4jnnl0R+4cUARx6GfHUI3D4FZR9b0P9wt+iJBZGqmYB9PaxAAAgAElEQVSCYSq4riRO\nY/pHUE+qA0k0ps7pqS6XppDqyPIOKzYDqUbI9P8qvtlHqf2naLnwFUBBKloDqfa8yRKbVEtYqb7W\noPoLS/6AxSvVpmkipZz1xv3gwYPout6Q8uH7PkKIS06qVwKTpHr2xwRBwLFjx/jUpz5V+TrMtdYN\npbaKs1owPurjeZKBTdMFi1hcxSrV2T/qVyXX+qDiOtaxWKhBCbGAKfFLBaGnUf38RSXVqpchWMYh\ntpWCZVm0tLTgui7ZbJbW1sljXsyg4njZ4wenwqKWqK7wkT0d3LEpVfM3rzR2XjmpcE9VrBsGFSuH\nE4mqmBFlbvsH4MZ2gJT4kQ3EM0+gEJCPfgypqKRH7kPoKdzEHszyCSQqijMKU4TeaP557NQNoGjE\nsz/ELB8j2/fLlYMJD8hJ7qVYqT0O97sVoSUJjI4l/23qIUWA+IvfA99HeftPo/zSb6DEmx9Omw+G\nqeJXyLKQsmLLUaZ5qmNxdV6lum/j5EXZWOas6mbhx0K/rBfbQq7nE6iiTGrkW6h+rnZe8T1ZawON\nxUN/q+s0xoWtdmh+dkHn9Go03mKVamDGc4yUkldeeYW2trYGUl197OVIqpGV1Zw5SPXp06dpa2uj\nra2NQqFQa4INy7ouzWdjNowM+WzYaMw4q9LarpPNBOFnxJ4yqMiq5dTrpHodK4twqXANkGotJNUX\nE5qfJViEr+5iYy5S3az9w/EFz50r8ujJHCfGLW7bmOLXb+llT1dsQVP9y4H6/al19eTVn4kpg4oQ\nDivOFqdXhR/tx4/2owgHNSiS7/04Uk/h6leS642THv4qTvkNdOccTvIqdGcM6gRf1c+THvkmigxw\nElcRz/yQiY2fRerTVWGr7e11TzQY2/K7y25dko/+C+gG6r//8xV5jQxDqSnKoVKt1OwfVfh+OLCU\nKTUSJNcVnD7hsnNPhGIhIJGYvFEyIyFxeP0Viz3XNC4re67k1AmHXVfOvXp24rDNxq3mooejvHhY\ndBPNv4hhn8VJhqTa8yR6rRVOCdXqXFCzhKx6yIBo4WVyvT/f9FOq0XYLJbnV6E5VVWc8x4yMjGBZ\n1jRrSDVX/3Ik1bJy8ykEtWKUqTh+9Cw6G3jjaJHuDdXkjPD9Fa4OrR77x9iwz1XXzxwla5gKqbTG\nxKiPPWVQsZrysxqxRj7J61irUIPimiDVgZ4O0xr84vwPXiZoa0ipbm1txXGcGUn1bH5HKSWHR8r8\nXz84xa/cd4JHT+Z459Y0//DRHfz6rX1c2R2/6IR6Kqr2D3Wa/aMxwuvafTH6BporaZBqhPEtn8dJ\nXl37nhfbwsTGX0eRHpqfxU7dhOqMNjxPt8/iGx3EJx6lZehL2OkbEc1aOpaBUEshkL6PHB4k+Js/\nRj74ddRf+LUVe43qs6qFoKZU10d+BX44oDTV/jExGnD0VZsjr9oIAem2yd/fNBXGhj3eOOJMqyzP\nZQNOHp3/JvDkMYfsxNKtGV50E7p9tvZ1vVINobWokF2l7GAGRIqHCPTWORsmp6J6flisUl2/GiaE\n4Pvf/z7lcpmDBw9y3XXXEQRBLaEILm+lOrzZV1CV6Wr1448/jmVZjI3mMY0Eb56qzMLUZTybEXXV\nKNWuIygVA9raZz93dfXqvPYTi0RSbVCqUdaV6nW8RaH6xYuWSrAUCD1FpPQ6yfHvMrr1DxqSGlYK\nmp/BqywZr2ZUlerBwUGCIGDTpsnov5mU6gnL55ETWR4/lUNTFN67p5v/8v6tdMRXX3vcpFLdaP+o\n5iZXEU8sjLTOZCOSWpJC90fD/QTF0FMNqN4EZvk4mjeBnboBqcYQWnxRxRALhfR95JPfg3OnkYde\ngnwWDBPlAz+H8unPo0RWbsjYMCbJspASRZ05Ui8a0/BcycSoT7IlLHjJ5wISKZUThx1uvC1eex0h\nJA7VAadSUdQ819GYSrkY4Llzl674fph7XS4unex60U0kJh4FIDXyTdL6lejGpB853aKRW0O+6mjh\nJayWWxf0nMUq1b7v1+wfVWL+5ptvcuTIEYaGhgiCgDvvvJOhoSFGR0fZvDk8l9q2jWEYlzGppqZW\nV89KY2NjvPrqq2zfvoOyVeL6G1rJDFeG/GxRS0kyI8qKzRuIQDJywW+6JXRsxKe9U0edIxa1s1vn\n+OsOt70j2XBzv+bLX9axjsVirSjVQm/BtE4gUTCt07iJGSa3lxmqn62VAqxWVGuC0+k0ruvieR7p\n9CQpqCfVZ7IO9x+e4EfnCrxtU5rP3b6BnR1R0uk0hULhUv0Kc0LT4PpbJrPXZvJUrwSkmgir0IMy\nkdIRkmPfJTDaKXR9CC++Y+V2TCXrdmQI+dA3kEdfhe4+lGtvRr3z3dA7AJ6DklzYINpiUK9USxHe\n4BhGNbkjROCHyjMKPPdkkb3Xx9i4NUIhG7BzT2jhqPdTAzUCYZgK5aLg7CmH3gGTbbsilCuDT7Yt\nSCRnvlGqDkeVSksn1X50I7oziOoXiOZf5MquEpq2GyWw0J3zpFq3cO7M8kVSrjR09wLeAlRqmCTE\nwQJbR1zXxTRNIpEIQ0Nh1vvhw4d529vexujoKNdccw2RSISenh7GxsZqpNpxHBKJxGVNqhU1tKlV\n5yyOHDkCwPBQjkBYdHalGTpdGfJzJq0TmgbI8MZRX+Ymz7FRn588V+I9H21panWrWBCkW+cWK9q7\ndG64LU5ndyNVVViP1FvHWxRhosYaINVaCqkYWOl9GNYbF4VUa16GwFjd9g/LsohEIkSjURzHoVQq\n1doUIRxUtGyHLzx2llMZm/ftbuOLH9pOeoZc6dUIRVEY2GLWfR0SPCknLSErtGNkpBPNG0d3h5Fa\nDM0bw48svGGtWUgpkfd+EfnMY6AbKD/9EdQ73wNbdjReBFdQna6HYSrYlXivKlmIxlXK5cmg6iAI\nFeWq/9qqNKzlcwE79kRoaZt+CTMqJLx/k0G5FJDPCRLJkNBV1We7LEnMcloqlwSKAuXS0hVkqUbw\no5tITDyCZ/SwseUN8qJELPc8kdLrpHo+QyEXIKXEdcPWu+UmO8sFJbBQAgtRsaxJKbHKsiF5ZSZ4\nnoemaU2TXCklL730Eq7rkkgk2LFjB8888wy5XI4zZ87wjne8g+uuu672+J6eHp566imEEOzbtw/b\ntkkkErPOeji2qGU2rzXUK9VVT7GUkqNHj7J9+3ZGhrP4QZnWtiSOXQrfV3UZz4oymQCy7KR62Mf3\nwrmF+v4AKSSOI6cNevuuxIzOfQyqqtC/afqq8Xqk3jreslgrSrUX20Ku95NI1QzrZb0sQk+tWG61\nEtgo0g8Vy1WMM2fO0NfXh2maFAoFdF0nEongBYKn3yzwrdfH2er73L4xwe/d1Y+pre0xjWqpQH1O\n9UpBRrrQvDE0d4RC5/vQnQtLjp+UxTzywYoCHQSgaSg7r0K54x7kU48gTx5F/ZP/N7R4zMYqLxLM\nKZ5qRQ2HEq1SQPXSFNYrw8atJlKCXRYEgaRcEiTTM382kymV7bsjJFMq59/08FxZK1kpl8IUAdua\nXYUuFwWt7dqy2D8AnMQekmP/Qjb5TsZHx9gw8Thm+SiKDDBNlVhCZfSCz9HXbFItGtfdfBFbaxYA\n3R0mMLtrU71jwz6vv2Jz17vnjlf0PI94PN40qbZtm6effprOzk66u7uJx+P09/fzta99jauvvppo\ntPEzsnv3borFIk899RT79u3DcRySySSlUmnG7R951aatQ2PTttXdnzATwlmPkFRWbVLFYjgHtHnz\nZl564Xgl29tA00N7lWMLWtqmpuMIYvMMXi8UY8M+qhp+xurTbM6d8TjyqsU7359uaMD1XEkitchj\nWMX3Q2v7CriO1Q3powgPqc483buaINUIbmI3XnQjmjtK55k/J1I8WPcAQaT46qK3nxx9ANUvgPRB\nBujuUBiBdokH9ebD4cOH2bNnD6ZpEgQBRizB3/xoiF/+5gkeO5njF6/rJhoxedtAbM0Tagj5wqT9\nY2VfmyCxHbP8Bro7jBvbQanzvYvelvQ9xNOPIv6PXwfHQv3Ep1E/9VuoH//XYEYQ//n3kNlx1H/7\nBZTW9ktOqAGMSH36h0RVFKIxpUEhDuuVFfZcE6OtQ8O2BMV86JGeraLejKhceW2MeFJlfMSnpU2j\nkA/V4HJJ0NGlz0mqSyVBZ49OuSSWZYnZSexBQVJQtnEoczeR4muARA2KICW7rory0o/KBIFkeNCj\nkPPQKn771QTNHcavq9UeG/bnLSGB0MYRi8WaJtXZbDbc/thYzVN99dVX09nZya23TvdzRyIR9u7d\nW1H73XntH6KS27wWURtUVJXaoGJ1eDydTlMojRCPhUJNNKbh2KFKXK8Ir8SwousISoWArl69ZrGq\nYnTYw/clp080rhy4lTbVxWBdqV7HWxKqX0RoiVVPHBug6GQ2fhazfJxI6RhO6nog9D+3XLiX0a1/\niNQWeJMgBbH8jwmMNnRnGDUIo/us9M3LffTLinw+z/j4OHr7Bu59LYMERjyTK1pMPnHNVjorg4ev\nx+OUy+WGWty1igZP9QrfI4iWq4gMPgCKhlzkao6UEg79BPHlv4WuPtTP/j7Ktsa6e2XHlciPfPKS\nJ61MRX1mboNSXXYZPOsyMuTj+7JGnqMxFduSFHIByVQ4tFY/NDsV8YSGlNDeqeE4gkJO4HmS1nat\nZiOZCeViwMatJqoaHl9kniVqCF+HR/8lz9t/KjUthk8YbeS7PkbR2oDQPHJ9v4AiHFqGvowibPoG\norx50mXHLoWJCQX7zAu0xx/ASVxFvu+TzfwpVxZSEim+GhYY1ZHq0WG/qVizKqmuNrPOh2w2i2EY\ntfIXgC1btrBly5ZZn6MoCslkkmKxiOM4tLS0zEqqpQxbU9ciGgYVKzcGmUyGtrY20uk0QeCQSISv\nUTSm4dqhUl1fnGKayz+sODEW0Napk0g1rvBIKRkb9rl2X5zDr9hs3z25yhC2qS7hnLRKX8O1Ly2t\nY9VirfippyIwu3ESV2Jax2vGNd0dCf/vDDU+WAq0ys9mgxoUUKRPLP8CkdJrqEEZ3R3Gatm3Ise/\nHAiE5JEXDzNudvFHPxisFAeY3L6zl4/s6agRaoB4hVRfDrhYg4oQ2j+EngyJygJ3Jk8eJfhvf4b4\njY8j7v0i6i//Ftrv/Mk0Ql3FaiPUUE0imPRUqxVSXS4FZMYDCrmgolSHjw9JtSCfC5Bqhscee2zO\n7cdiCooaNhemWzQunPeIxVWicXVu+0clLSSeUKepbrM+pyiwyiGBmAl2yz48X8UwFPzoRrz4DoSe\nQg2KKIrCbXfALveLXJH4Ht3qQfI9+zGtU6hetqn9ryR05ywtw/8cCgORkLC5jiCXDZpSCz3PW5BS\nnclk2L07fB9XlepmkEgkKJVKNU/1rEq1YNUOuc2H6myiUleSVFWqk8nwWptIVpTqqIrjiMqNYX3j\nqIK3zEp1PhvQ0qaRmPKZKeYFqqbQu8HAsgSy7m7GcxvjJReCdaV6HW9JrBU/9UwQRhtCTaA7g/jR\nATQ3zBTW3UG8+Lba4yKlQ6RG7sNp+9NZt6V5E3iRATRvAiexh2Ln+0MriLL6Pn6OL/j+Gzm+dXiC\nndlzXLNzG5+/bTuaqvCPL0cahhSruCxJtbg4CyxufDfQHHGTvo/8yn9Fjg7B8CDKBz6O8oufvShJ\nHSsB05xchq562KNRBccOyGeV2sW5qlRHoqFynMsEmHGnVvIxGxRVIZFUaWnTKJcEbxy16ejSQ3Je\nDrd9/LDN+TMuW3ZE2LIj9NiWS4JYQiWRVCkWBG1NFFVWPdtjwz79m2eO4/Q9ahXlEA5Hq0GBgC7S\nI1/Dje+kLf8KviHIJfcSKb6GYZ/CMa6f/wBWENHCQUqtd6Ig8CJh8sfEWEAyqeIH8zObhXqqs9ks\nO3bs4Pz589P803OhqlRblkUymcT3/Wl580Ct3Gktonpeqh9UzGazDAwMoOs6mhojlQqvudGYhlX2\ncacMDhoroFTnswG9AwaGqTB03qt9f3TYp6s7jM0zDKUysBgei+eKMNlnEVDWc6rX8VbEWibVAE7y\nSuKZJ8j3/jy6N4oX6cdwzlO/iGmWjqIIBy3zIq2jP6LY+V78yIaG7WjeOIHZidVyG150I1JLEGir\na0Axb/t891iW7x7PsLszxudu7+Ppbz/O2/Zuq9WHRyKRhji9KhKJxGVEqsPfVcxwMV4JlNp/Cpjf\n4CmFQH7pb5GlAur798Om7WuWTFeh6YAMhxFFRalWNQXTVJkY8xFBePGsphSoaphcMDHm07MlbNIT\nQqCqsy+43nFPEtNUSaY1+jeZtSKZqlI9PuKzYZPJkVdt+jYaGEZYPmMYCm0dYZvbxi3zZ9YXcoKe\nDTqjw96MRA7CNkWjgVQnUf0iinAwrNPkej+Jp3dx+tAovTs1vNhWTOtUzYJ2SVCZJcn2/wpBnfXD\nscMbj0Ju/veu67okk8mmI/WqyusnPvEJdL15ipJMJikUCmQyGdrb21FVlSAIpm1DitXbxjcfGuwf\nFVaZyWRobW1FSomuJUmnq6RaZfCsR7pFm5LjrtRiI5cL+VzArquitUHFKsaGvdpNZnWlqZoC4i3B\nU42yeiP11u0f61gxqEFpTZPqUts70fwc8ewP0dxR7OS16M4gseyz4bKsFJjlo5Tb3oFx9quoQZH0\n8AEQXsN2NG+CQO/ATt9AYHZdot9mZryZdfjijy/wbx44yWjZ40/etYnfv2uAXsNBVdUGEn3FFVfQ\n09MzbRuXk1INlcn64OIo1VKLIue5wZLlEvKfvogcGUT99L9DufL6NU+oIbyBqapmUkx62GMJDVWF\nVFoNbSF1IR/RmIqigO+Ht7bzqdWmGW5U1xXSrRpmJCyBcWyJlGHJS3evTv8mgzeOOAQ+6Fp4bJ09\nBmPDPuViwODZubOk89mADZtMhGBWy4jvyUalWk+iBgUM6xR+dABUE6ftNl6buAvLknixrRjWqckN\nBA5KcPEaXwGi+RcQeqqBUEN4I2SYyrRWv5ngeR6RSAQpJWKeJ0gpa6R6IYQawpv7wcFBotEo0WgU\nTdNmJPJVe9daRPWGTa3YP4IgoFgs0tLSQuBDOrGd/v5+IFSqx0fD4cF6mKa6IKV6eMijmJ/9higI\nJFZZkEyFSTbVhB4hJOOjfi1jOhZXsK3JlSnfb1y5WQgUWLVS9bpSvY4VgxKUkdrqjIdqCqpBvmc/\nbee+CAjyPT9HcvxhkmMPoEgXN7YNqcYpt72dCFkyrR8gNXo/LUNfJt/3SaQaLidr3nhlmX91oOQG\nPHWmwPffyDJa9nnXthb+9gPbaI9Nng7OnTtHf39/g+J2ww03zLi9eDxOJpNZ8eO+WKjGVa30oOJs\nkFIin3oEjr+OHD4P59+Eq65H/a0/QoksLXJvtcGMhJYOIWQtFzwW14CwBa5UFA0qWzSuoChabejN\ntm3i8YWdYzRNQdPD/bqOIBJV6dlgcPKYEw5GVpTxVItKEEhefLaMbQv6BoxZVy+qSl26VaOYn7lY\nxvNkw8CY0JKoQRHNy+DGJgt/Qi93QLyrF1VYoQUtsgF9+Hsky6MUen52Qb/vYmFYp0hOPEKm/9PT\nfub7oZrfDDmtlrjouo7v+7Xhw5lQKBQwTXPOx8yGZDLJuXPnaiUw1f1F6nLXX3zxRSy7HymnN56u\nCdTKX2BsfJQfPvUsyWQSTdOwHEFn627a28PfLVrxUU8tTjFMBd9rnpGePOqAhNveMbNAVswHJJJq\nrRmxs0fnzZMurW0a8bha83PX2648T2LoyqJXA6spTasR66R6HSsGNSjjGZ2X+jCWhMDsxIttxrBO\nIvQWCt0fARkQKR1GETZO4gqkGsHb8ilkoUC+52dIX/gqseyTlNvfBYRKtW80YcxcQUgpOTxq8fCJ\nLM+fK3JNb4Kfu7qT6/sSNXtHPY4dO9ZQsDAX4vH4rJmwaxFKpQL4Usz2ycw48v5/Qp4+jvJTH0a9\n/Z2w/QoUY+EkYy3AjKi4rqikrYR/8HhCwzAFqsq0KvFYTCUSgbPD4fttPqV6NsRiClZZhHFjEQXd\nCImG70+qyYqi0NmtMz4aeoFLRUEyNZ0s1yt11SXumeB7kkRy8k5NaCkM+yyG8yb57p+pfT+eVMME\nhW6DYse7SY18k8zAZ9CyP0EqFydhRxEO6eGvke/+2Iyra35FqW5mCb6a4lEtgKkSZt/30XUd13Up\nl8ukUilOnDhRI8ULRTKZRAhBV1d4vFVSXd2X67o888wz9HRcTW/fLYvax6VGvf1jdGSQSCTC3Xff\nDUxfCYnEwhWf9s5Gmqfr4U0RwMSoT3vX3DSwXAxTc44dsunu02ltb3x8PitIt0x+Lq64OspzPyzR\n0a3T2TM5aBqNqViVz8ZSkz9WcUv5Oqlex8pBFeWFx8+tQpTa7iKmRkBRsNM3oQRFkuMPorsj5Hqn\nRF4pGk7qWqL5F2vf0rxxAqP9Ih91iJIb8NjJHA+fyCIkvHtHK79yQzct0dk/+rlcjvHx8aYvbpen\n/UNeNFItyyXkM48iD78CJ15Hue2dqJ//P1Hiq8t3vxIwzTCJQIiQKABs2ZHAtspkJgI0rdFKtWGT\niaLA0VNlIpFI0zFtUxGNqxRyAl1Tai2GvicJptQ3b9sdYdM2k7OnXcaG/RlJ9fkzLu2d4TBWNDZ7\nscxUD6nQk2HCEAp+pL/2/frUETt1E5HCq6QvfBXFL6BhgZQY1gm8+E4AkqP340cGsNM3LupvMRNi\n2WfwYptxE3tm/HngS2Jxten0D8MwGkju4OAg999/P5/61Kd45JFHGBoaoqurC8uyePvb376oY04k\nws9LZ2co5FT3l8vl+Od//md27dpFT08P42MnEGL1Ji/NhUlSrVAulOjt7aWjIxRspnr229oNrro+\nNu3GVKu810UgefqxIu/9WMusNgwhwvmDW+5McO60x4+fLPHO96UbHl8uBQ0lLi1tOjuvjJLPhNGU\nVURjCuOjweSxLiVObxWz6nVP9TpWDEpgIdSF2z/Gx8cZHBxcgSNaHPzoJgo9+2tfSy2J0FuRijpt\nKBHAi2xAdwZBCpJj30HoqUXnEC8Wji+47/VxPvPtkxwetfjVfT383Qe28uE97dMIdRAEHD58uPb1\n0aNH2bVrV9OexsuPVCsVkrfyrFo6NuK/fAF57DWUfW9H/fP/jvrx//UtQahhMomgPsKwuzdCW6c+\nY8FLR5dOe6dOuVymvb190Up1NKaSywa1UgzdUPB8WbF/TD6utT1U2zp7DIYHvWl+6SCQHD1kc8Xe\naG279gwZ2FZZYFtiWvqH5uewWm5pCEWPJ+qyfhWFfO9+DOcsQfstFTvIOVoH/7Ey4HiKWO45zNLh\nqbtcEnR3BDe2c9afVxX9ZnOq60m167o8/PDDmKbJ+fPnOX/+PD//8z9PEAQ4jsPAwMCijjmRSISr\nC1NI9cjICKqq8tprr3Hbbbeha1HGx88vah+XGvVKddkq1WL0ICSq9e8vw1RriTb10HWFoPJeB2rq\n8UywywIzGs4XXHdLnM5unZPHGktcHFsSiTRSya07I1x7c5x06+RNaP1nY8lK9Xqk3jreilBFGbEI\nT/WJEyfIZDJs2DCdsK4WOPHdSDU6o0dA6G0o0iWafwGjfIJM/69eNC+BGwgePp7lG69PcEVnjP/0\nrk1sap27jjebzfLkk0+yZ0+oSo2OjrJz5+wX1KmIxWLYtj1vEsNagaKETX4r9ZLJ7DjyO1+jcOEc\n4swJlH1vR/nkZ1Aug7/dQlHvqVam3MS0tGnThqwgtDKVy2U2bdq0BFKtMD7i14pddCNcPvc9GpTq\nKrp7dU4edXjioTy3vSNZWwI/fcKhpVWjrbM6jKUyPNiorge+5AcP5olXYvqqEHoaqehY6ZsaHp9M\nq7xxdHIwTGpJMgOfIZHugOwhIsXXUJDoznkSE49S6ng38eyTFZaxPK1Fqp8j0Gf3HfseFfvH/Nsq\nl8vE4/EGkptIJNi6dSsvv/wyiUSCZDLJ+973PvL5/KJ9tqqq8sEPfpCWlvC4q/sbHR3lmmuuobe3\nl4GBAXo6ruXIiae55W2bG/zWawG1mnIVLKtUU+chfP82k/us6Qp+Ham2LUEqPX0FBsKh20Ri8v20\na2+Upx8tsvPKSO11cmyJ2TP/fuutUUvJqIbVTarfemfxdVw0hIOKM9s/Xn/9dV544YUZf2ZZVq2q\ndrWi1PFuym13z/xDRcGPbCA58T2s1jsuyrBmzvb5+mvj/Jv7T/LqcJk/vHuA372zf15CDaEv1XGc\nmj+yXC43nKzng6ZpmKaJbdv86Ec/4qGHHlq1cUfNoDaouMykWkoZVol/4TchFiP6s7+M+qd/j/qL\nn31LEmqokmqBFDB1YSAWV7n6xumfHc/zUBSFVCq1ZKW6qrDpuoLvVxTYGUh1JKpy17tT7Lk2xpFX\nw336nuTEYYcrro7VbVepDWNVMTHmk2rRuOs96Qb7iNBbGN/029NWsVratNDvbYuGx6LFCIx2osVX\nkYqBWT6Obp+n3HI7UjGIZx6rDFUvHZqfDfc5C3xf1gYV5/qs+75fqw3XdZ0gCMhms7S3t9Pf38/5\n8+drynQ8Hqe3t3dJx71ly5Ya2auS6rGxMbq6umo/SyU20942wLPPPrukfV0KfP/x+/F9C1VVsOwp\nSrUrm0rT0I3w9fMr9352efbXr1QUxOuGbpMpDcNQyGcn35uOLaa1iM6EaHzSGuUutU1xFfs/3ppn\n8nWsPKREFbPbP8bGxhgZmbmJsEqqVzUxU9Q5pUw/0o8iXJzk3hU7BCElBy+U+MunB/nMAycZKrr8\n73cP8B/uGmBbe/MpEbZth/FiTrisV1WWFoJEIsFzzz3HoUOHmJiY4ODBgwt6/mpCSKqXV6mWx15D\n/OFnkY9+G/W3/xPqx34J46rLIxpvKs6fP9/0Z7ca7zW1Fr5cLjM+Pl77enBwsBbHVi6XicViRKPR\nJZFq36OmVKuqgqqCa4sZSXUVm7aZlIqCsRGPN446dPXq0+It8GYAACAASURBVJa4p1agj434dPbM\nvCgsjNZp31NVhY4uneFBj6ceLeC5ghOHbY6/XiQw2tH8DHbqWmK5H+HFNoNq4MW2kJh4FM0dRnPH\nGrfnTWCU35hx/0pQRHMuNH5TClQ/P6dSXfOez8NtCoUCyWQSRVHQdR3P82qRed3d3ei6XouAW27U\nk+qqJQTCjOqNG67l2LFjeJ63qqyGc0FKydjYMF5goSgSewqpblap1jWFwA/tIgC2LTj4QpnvfiPL\n0dcaZxSq7aL16OzRGRueXI0JGxvn32/1Jsx1xJI91ZdCqfZcyQ+/V5j33LZOqtexMpAeoIA6c81s\nsVgkn8/P+DPLCosdFjuEtBrgxrZjtdwSWkSWGefzLvceHOUz3z7J//fCCDs7onzxQ9v5jVv7FkSm\nq6iPJ4PFkeprr70WIQQf+MAHuOuuuxo82msNtUHFZfBUy9PHEf/yVcQX/xz1Z34Z9Q/+CmVg6zIc\n5eqE7/t861vfYmJioqnHV+0f9Z5qIQTf/e53efDBB5FScubMGb7+9a9z7tw5AEqlcNl7qaQ63P/k\nJVDXFWy70VM9FaqqsPuqKId+YnPquMPuvY2fNzMS+lWDuqbBsWG/IQWhGXT2GBx62SIzFlAuCTLj\nAa+8mMNV2gCw0regCrsW1ekkrsRO34Sdup5I6VDDtuLZp0iNfmtGFhJGhH638XcMSkgtOuu5GyY9\n1aoyWUIyE/L5fC3rvkpyq2Uluq5z5513LjrtYz7ouk6xWMRxnIa8fSkhYibp7Ozkvvvu45vf/Cae\n582xpdWB0GIXIKWHEC6qqjXUuE/1VM8GVVNQlJDcQuibHh/xueHWBKeOu1h1Ky3l4iykemSyHdOx\nRUNU5GxQFIX2zjBNZ6n2Dy4BqR4f9cllgtrNyGxYJ9XrWBGoQRmhzp78MZVUf+tb3+Lee+8lm81i\nWRaGYazp7GM3sZti5/uXbXuBkPzgVI7feeg0/+GRM5Q9we+8bQN//f4tfPCKdtKRmT1xzaBKTGzb\nxnVdpJQLzondu3cv99xzDz09PbS2ts56w7QWUB1UXIpSLfMZxD/8FeLv/hSscpgxfe3NF6Wl8VLi\nwoULBEHQdMSiGVHIjPuo6mSb5YsvvliLXzt9+jSPPPIIAwMDnD8fDpeVSiXi8fjSSHV8svq8CsNQ\npg0TzoT+zQZSSvo3GdPyqBVFIRINt1PIBzz7gyLFfEBbx8I+n109OoEf+qttK0xgiCc0BkfT+EYH\nfqSfQG/BTVRIdfJqCt0fw0nuJVJ8dZJxSEmkdAQ1KKI7jcN5SlAkUngVwxlsYCiqn51TpYYwkk3T\npyuGw4Neg6e8UCgg/DiOLWqvaTabpa0tvDnYu3fvivmadV3nwoULdHZ2NnzuhAiLf/bs2UM+n6et\nrY0LFxrV+omJCZ555pkVOa7FolgMi38C4eF6JaKRRotes0o1hL5qxwotbuWSoFwWdPXqbN5mcuLw\n5GeqXBLEk1NIdbfOxKiPCMK0HCGaL3EJVW4fxxJLVqovtvujqs7bZcnhg7MLfuuDiutYEYRxerOr\nnaVSCdu28TwPIQSDg4P09fUxOjqKZVn09vaSzWZXbGlwrUBIyY/OFrj34BhxQ+Pjc2RLLxb1pLqq\nUi+F/MXjcTzPw/M8bNsmlUrVfialpFRqXLZcbViKp1oKgfzBd5EPfBXl9ntQ//jvUKJruABpgagS\n3yoBmA+tbRr73pakPmhmaGiIXbt2USgU+M53vsNNN91EX18fzz//PBAS9+7u7nlJdaFQaHjv1cM0\nQ7tHPamuEo10y9wvvKIo3HZ3clYiUU05GB/xiUQU7rgnNS3FZD6kWjTu+UCaY4fsWnLINTemOXli\nE703/ywoCuObPz9tKNGLbUWRPtHCS9jpG9G8EUBgtdxGtPAyxegALYP/QLHrw0QKr+AkryZSPoIa\n5Gseas3PIfTptpR6VO0fU0s4JsZ87LKgZ0OooObzeexyjOFBr2b/yOfztWHClYSu67zxxhu1Aewq\npAwtIFdccQXbtm3jxRdf5Pz587S1tRGPx1FVlbNnz3Lq1Cluv/32adsVQlAulxd9DpvrfTkXqjeq\nQvq4fpmI2XheaVaphjCr2rYFiZTK+KhPopK007MhXCGpor5WvAozopJIaWQmAmJxFTPSfIlLV4/O\nj58sEQRwxTWLj9u9FI7q0WEfMxLeMI9e8Gd93LpSvY4VgRJYsyZ/VIlVOp0mn89TKBRIp9N0dHRQ\nKBSwbZu+vr5VP6y4kpBS8sL5Ir/94Gm+fmicT13fzZ//9CZu6k8uK6GGSVJtWRaWZS3Y+jEViqKQ\nTqfJ5XJ85StfoVAo1H527tw5HnrooSVtf6WxmJpymc8gX3wG8dd/hHz+SdTf+VPUn/3UW4pQQ0iq\nOzo6mlaqFTUsWKkvlMjlcqTTaa666ir27t3LzTffXLvh9n2fc+fOMTAwMCepDoKAL33pS7Vc5Gn7\nVRSiMbXB/mEYIYmYmus7EyLR6XF/VUTjKlZZMDbs0b/FbPBcLwSxuEq0rqSmtz9KNqvixyp2iZlS\nPhSNXM/PkRx7EM0bJ1J8DSd+BU5yL2b5GAiXSPk4sewzxHI/otx6B16kr0HFni/5A6g1TyqKgqzz\nfwQB5HOT9oFcLo8iE4yNhEUvmUymlgTSLAq5gOzE7CRmNmiaRrlcnibMCFGNplOIRCL09/dz/Phx\nvvKVr9TU6bGxsVljQs+ePcsDDzyw4OOB0Fr35S9/ed669plQvVEVwsfzypjmDEp1k+qvroeV4cmU\nRuBDqvIejScnM9KllKFfegZrR9VX7TY5pFhFulUjCMLZhFh88fTzYnuqbUvg2JKuXh3bEpORlzNg\nXalex4pAFbPbPyzLwjRNWltbw+VBIUin06RSKUZGRtB1nY6ODp566ikA7rjjjot56JccBy+U+Mor\nY1hewM9f08WtG5MrahuwbZtkMolt27Wl9aUilUrx5ptv4nkexWKxpuqUy2Vc113y9lcSk42K8//N\npZQweBbxN/8RNmxC2X01yrs/hqIt3o6zFlEqlXjyySe5cOEC+/bta1qpngm5XI5UKkUqlaq1xZmm\nSXt7OydOnCCXy9Hd3Y2UEsuyKjFjja9VuVwmCAJc152VwO29MUZr++TrpBsKuWww56BiM+jq0Tnz\nhkMuE9DRubRLbDSmcuG8h2kqJJIaIpg/bSGI9FFqv5uWoS+jBkUy/Z+uDTjqzhBCSxLLPYsX20YQ\n6cWP9KM7g7iJK4H5kz+ECJf8NW06uRGBpJgPwtp5VSGXy2MaWxkb9om0hnaM1ta5VfCpOHfGpZgX\n7Hvbwv6Wuq6jKAp9fX0N35dSNvjA+/r6yOVy3HjjjRw+fJjNmzczNjaGZVkzxoRmMhnGx8cJggBt\ngZ/zfD6P7/sUCoWm1PqxsTEmJibYtWtXnf3DxfV8DH0mpbq549D0UHFtqZDpaiNiJFqJ2/PCOYeZ\nWk0hJNXHDtm0tutNDSlWoSgKN90ep6V9idTzIkvVhVxAulUjVimNmmtYcZ1Ur2NFEMbpzUzOqiSr\nqlRLKUmlUqTTaV577TVisRhbtmxBCMGjjz7K7bffftl7UQGOjFr80yujjJQ8PnFNJ2/fnF52VXom\n2LZNW1sbtm2jadqC4vRmQzqd5uTJkwANdg/Lslb9UFD1rTZfyp0cH0X89R9BMY/ykV9AvfPdK35s\nqxXnzp2jWCzywQ9+ENd1p3lUm4UQYtbl8ZtuuomHHnqIDRs21MhMKpVifHy8Id0BqKmMjuPMepPY\n09fIQMJWRZomJrNh41aTE0ccWtq0ppfjZ0M0ppIZD4gn1DAOrlWlkAvmVQetltvRnSGc5F4CsxuA\nwOggUnodN7YVqUaxk9cC4Ec2EM3/BKQkNXofZukoxc73zrrt0PoREqRppFqE/5WKYfZxoVBg+0Aa\nGSiIQGNwcJD3v39hsyauHVpp5AxZ5nNB13W6urqmebaloEFdN02Tj3/843R0dJBOp3n55ZcZHx/H\nMAwsy5p2PsxkMgghyGQy095386E6a5LJZJoi1WfOnKmVcZVKJUwzGirVvoM+JYpxIZ5q3VBCX3NP\nSIpTFVKtKEqt0VPVwJzlfdbeqZPPBpSKYlrxy3xY6NDuTFAUBdlM89AywbYk0Vi4unXutDvNZ16P\ndVK9jhWBOkebYpVUp1KpBqU6nU6TyWTo7e3FMAx2797NY489hud5Cx6cW0s4PFrma6+Ncybr8HNX\nd/LObS3oF4FMV2FZFgMDA9i2jaIoxGJLr5ZPpVIcOhSmENRbAdYGqa787ed4CeTp44gv/jnKuz6E\ncs8H3xI3fXNhdHSUTZs2sXHjRi5cuNC0/WMqisUiiURiRgVw+/bt3HDDDQ2Eu5p1PBupXsiqSJUA\nN2P/mAuqqnDtTTFmcZ4sCNGYiudKop3hMaXSGvmcoLNnnicqKoWen234lm/2EC0exE7dQKnjp2rf\nd6NbSY3cR6T0GoZ1ikLXh/DiO2bdtO9PFuTMpFRDqOzF4hLHsUilkqiaiuO3sm/fPrZv376AvwA4\nlQi2XCagtaN5ytLa2jpjiZWQ060D1ffPjh07eOKJJ0gkEhiGUUuaqUc2myUajTI6OrpgUl21wjVr\nbSwUCoyNjWHbduW62YoQHr7vYKrtDY8Nbwibt3/k7dAXv3VnhPbOyc9blVQbpjJrqoeuh7atU8cd\n+gaWTpIXCoWLb/+IxUI7Vi4T1GYGZsI6qV7HiiBsU5xZ8axeOKtqphCCnp6e2sWyntTFYjHK5f+f\nvTePj+u8z3u/58y+YrADHIAgCO4gRYmkRVGUREkWZcmyLMlRadmJnTSOG9+2aZrkxm0+vU1z296k\nadPbJW3SxHHcXPfWNlJfy5EtURspUwwXkeK+kyAIEgNiGWD2/Zzz3j8O5mAG+wCDhSKez4cfaYCZ\nd94zOHPO8/7e5/c8yU8cqRZCcK4/SceFIQbiOb6wqYrfecKPxbTwbQ7pdBqfz0dfXx9CCGpra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WUFlZSS6X48c//jG5XI5HHnmEDRs2cOXKlYneHkVRiirhXV1dDA0NlXwcM8WSqlTLowQ1l8sR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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x213232286d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p = economics_long.pivot('date', 'variable', 'value01').plot(figsize=(12,6), title='Dummy Title', sharey=True)\n",
"\n",
"# set y axis label (can this be done from an argument in DataFrame.plot()?)\n",
"p.yaxis.set_label_text('value01 description')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is a function that returns a dict of plot info. You could really go crazy with details but just as a concept for now."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def get_plot_info(p):\n",
" \"\"\" in this example p are the Axes objects pd.DataFrame.plot() returns \"\"\"\n",
" \n",
" plot_info = {\n",
" \"title\" : p.get_title(),\n",
" \"legendlabels\": [x.get_text() for x in p.legend_.get_texts()],\n",
" \"x_label\": p.xaxis.get_label_text(),\n",
" \"x_ticks\": [x.get_text() for x in p.xaxis.get_majorticklabels()],\n",
" \"y_label\": p.yaxis.get_label_text(),\n",
" \"y_ticks\": [x.get_text() for x in p.yaxis.get_majorticklabels()]\n",
" }\n",
" \n",
" return plot_info"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'legendlabels': ['pce', 'pop', 'psavert', 'uempmed', 'unemploy'],\n",
" 'title': 'Dummy Title',\n",
" 'x_label': 'date',\n",
" 'x_ticks': ['1969',\n",
" '1974',\n",
" '1979',\n",
" '1984',\n",
" '1989',\n",
" '1994',\n",
" '1999',\n",
" '2004',\n",
" '2009',\n",
" '2014'],\n",
" 'y_label': 'value01 description',\n",
" 'y_ticks': ['0.0', '0.2', '0.4', '0.6', '0.8', '1.0']}"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_plot_info(p)"
]
}
],
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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