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Last active August 29, 2018 07:01
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Comparison of AWAP datasets: Digiscape vs BAWAP/AGCD March 2018 tmax
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Comparison of AWAP datasets\n",
"\n",
"## Datasets\n",
"\n",
"* Digiscape (CSIRO Ag + L&W) - http://data-cbr.it.csiro.au/thredds/catalog/catch_all/Digiscape_Climate_Data_Portal/awap/climate/catalog.html\n",
"* BAWAP/AGCD (CSIRO L&W Matt Paget) - http://rs-data1-mel.csiro.au/thredds/catalog/bawap/catalog.html\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import xarray as xr\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from netCDF4 import Dataset\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#TASMAX March 2018\n",
"url_digi='http://data-cbr.it.csiro.au/thredds/dodsC/catch_all/Digiscape_Climate_Data_Portal/awap/climate/tmax.nc'\n",
"url_agcd2018='http://rs-data1-mel.csiro.au/thredds/dodsC/bawap/tmax/day/2018/bom-tmax_day-20180301-20180331.nc'\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"fd=Dataset(url_digi)\n",
"fa=Dataset(url_agcd2018)\n",
"#http://data-cbr.it.csiro.au/thredds/dodsC/catch_all/Digiscape_Climate_Data_Portal/awap/climate/tmax.nc.ascii?tmax[20:1:50][10:1:690][0:1:840]\n",
"tmax1=fd['tmax'][20:51,10:691,0:841]\n",
"lat1=fd['lat'][10:691]\n",
"tmax1a=np.flip(tmax1,1) #Digiscape orders lat smallest to largest, which is upsidedown for SH\n",
"#tmax1=nc1['tmax'][20:51,10:691,0:841]\n",
"tmax2=fa['tmax_day'][:,:,:]\n",
"lat2=fa['latitude'][:]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#print(tmax1a.shape)\n",
"#print(tmax2.shape)\n",
"#print(lat1)\n",
"#print(lat2)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"A=tmax1a\n",
"B=tmax2\n",
"diff=A-B"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"13.1336328125\n",
"-16.8940234375\n"
]
}
],
"source": [
"print(np.nanmax(diff))\n",
"print(np.min(diff))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"0.00546875\n",
"16.8940234375\n",
"10.655\n"
]
}
],
"source": [
"for i in range(diff.shape[0]):\n",
" print(np.nanmax(np.absolute(diff[i,:,:])))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Numbers are all the same (5x10^-3) until March 30."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x2aaae4f69c18>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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7O/D+2WEvl20boBSRdwPvBli86Zo5odpv2mw9GeH2esHtowXBZ64u1zy3WPG2\nqze5FtY83x3ypv4Wn7h4hY7E7d4CtF/yd3jRHwKQEA7yglEDo3pcuZOpSAZjXpAQlsWja+pZpJ9J\nD2Bgdliwd+cS6xwIklgTiCUeESg2MMeQfJEgJi/zdAPso0FnTf+07ZeyFXnWIln44jQECyFSLyVy\nw9qTiMuEkAlhyjjK2ZVkmFI0RZy9C9chHwVYB3sZvE6dMATLOxesq/H1iB4GWGQ0KerMC01msxRe\npQ3p4OmJS9h2bC9l5EZ/BYA3hls871bA04ftufPwvLBthdT9U4HtMy+4InIV+GvAf6Kqt+RevUFO\njpC4iyeo6nuA9wBc/+Q3a+cne1UFpRPlYOw5GjqW/ciVfuQNe3f4mCuv80I45A3dbV7yd3hLuMnb\nwm08SuIGHmUhViL0RnZ4tHF6gKyOhDDm0GxdDmUk0LmIRxnV48ksiw1sVM86d23/KgVkdQSXCCU9\nsjpEhhxK7U9Yx2DVklRIhcNaeq6ivaJ9uWtdbqmO1TNd74OI0mPSwJg8rnzXNMkQLG20Dwlf1FIn\nuUkeNaTIVc/xQogvgKycAbPPLdymqVjPj+xdGUj7I6vXl0iehdTU9McmDswAMHNAPA301GA73Hom\nsJ2yIxcJ/7ywTUhnx7Y8OWyfacEVkQ4D5A+q6o+WzR+q6pSIvBX4cNn+MvDO2eHvAD5w2jkWJXe7\npgtW1UhVePHKIb1LvLA85OP3P8on7b3Ci/4OL/k7vNEfcU2UpTicOLIqB6ocqnCYA7d0AcA1t8KR\neS1dbQBLxY61ztNtcLln6UZG9ey7gVXqTEUrDomkjnUOTTrImF2rk0yWTHabITwWG5lZR1PBui6Z\nU4A8VdoSWrws0HLCKxjrWCHEVhwkZccqKqN4vM+W2ZMd3o12LGY7a3VuxFIWI1hvKhViLtJJyxjT\nVsRZShUqVVj2I8NewN1Ykvaz2caijSHp3l7ap8GscNHYFi4G2yv13MhL4Mlje0h++7BdAw+2DNtn\niVIQ4HuBX1HV75r99OPAVwPfUb5/bLb9j4nID2MOhZun2bicKL2LjeM1lUulBXVf8QNvWdzkt+69\nzDvDa3iUF/1IB7zB7/FyPOJQPQnH7bzkdt5jUE/GcSPtN1AtZWwOgwqurNJCacB6NCV1EzBzxyE9\nDstFr/uuc8dYQmbsOnJ5MczuNcykjD7Elr7ZL0bGIZialU32qc4AEehDmu6DM1WvgnTpR3qfOIw9\nt4cFR9KY1k/dAAAgAElEQVRxOHStiv8QfWsEqCdw4mb3EksRPV7HVkKtAwgpmpQxYLa0HMyDYI4G\nQbK2ilZWIPp+T3n76HFgWx4jtquzDB4vtjufrBoYW4Rtr9AXB9ujYHssh58Tts8i4f4u4CuBXxaR\nXyrb/jMMjD8iIl8H/DrwReW3n8DCZt6Hhc587Zkm4jJB8pQp4y03/Kpfc82veM4f8s7+VT4+vMbb\ngt3AtQo3MnxgSNzIz7EUU5EOit3qtXS1jZ/KTV9pR0LukgCiekIB7Cp3LUh8VVStpI5U9g9NHcos\nnEkvozqydu18tdYt0NQgAxvEptoLKSkpCaE09fMzRwJQwmZyYUqWVumLdFGp7gP2gq/HwKIUSZkD\nM2XXiox4r4gkspuQlItK6HwtlK3FC+zAKfmFEfd6Z57nPbUSeNFA6qK02MwWVrP99FRhO2HYvBe2\nR/UnYjura1L1adheuAjidtiu2HacK7bPEqXw05xsuwL4t07YX4H/8EEnYhwvsSjZXHt+ZN8NvLm7\nyUvhDi/6O7zFH/BGJ6w185HkeCVdB0wVOtQFN/QKV9yaVKa7lJGVGsAOspkWRvUb9q15WE1Uz5g9\nizySZ3a8fTdAAeieH5vkYPPOxRtszoaOxBEdsQRdOpTMZIv1LrMaA33p5ut6GKJvJqNaJ7V6ticJ\nw75ruI/zxlzWMUA/HOP4qdVEVRWCz1Z/lCmv3XLbIfvcjo34BsZqD6shZv1yJEVPeknNKeEUMMcF\nYhJuA2JzksgjxSxeND1ubO/5kat+vcM2jwfbadZ2aFuwvVWZZl6UhYtcDWue80e8WMD4MeF13lwe\nwo2svJZ7XknXuZ32uJH2eS1e5c3dTa64NbfyklWeuHFSx6ABT2alXbNvrXK3YY9KWRoHHtVz1a3x\nxXM7qvVkqgCO2VnAesnggYwD9jwcpa7ltK9SaM6GWIqTZBWWpR5q5dzBp1YzFAxIrgCytqCuaill\njPpS7YURonH/MXsWZYx1uS7vpswmgQa2KnFkN3mZUzLpIOepEn8tKlLruQ50JCK69ugiod6hzswK\nbtYGxo4+AZiXlLwoneQLxfZhsqd/HNvr7C4ltr3LD4/t5dmwDecch/s4yHoiebNt+RLWgrCUkStu\nzYDjI0U9GtWx0sBSRg5kwdKNeMl8aHyOD4/XePvida65FS+GOwB4VW6nJYe63LBvxVL8eE4OZc8P\nJS99ptZU7616C70RC2cJLuPUuHzCEUj0pTteVNe6m3pxLTMnuMyYJ6BUkrLoO7H7cXu1wO9bK5Y5\n1YDz+bz2SodUMAfNmH0Zz+F9YsyOKK6ZobTYzxZd3Eg51T4Vp0a5htG3knnOmVPEeQNxvtPB1dGk\nDyema2Vwo0kEWjYJpX23/XHp6DRsJ+TcsO0lc5j6HbbPA9uLsdSPvj+2AVt4z4jtrVhwVa3ObHCZ\ndQocpp59N3Aj7bPvrKndbUxF6kksS3ruFbdmlTsWJcj7ql9zM+7z4Xydbi9xpRxrdUAXZuNSZznm\nuLLw+mavWufAQjKjehbEZkuqqpMvcYzrHLiTFiW/3Lf0yUoOs0kBkALOayvqQYkjTNm1KkxjKWWX\nVVo3gH6xWTs1qqcX8+SucqAvtVWXwc4ds2s26KxCxLX6q1ml2bcU2O9H9rqxzbE2+bt5tNxQ31SF\nHB1dsMLNOTtCSKTkcM8P5LFUchuOlWOMgnbapAGYwHnZ6CzYhmcf2wC+hHVdFLZh+7G9FQtuUuH2\nsGixp6E0pqtgyjiWMjJq4Ebxzj7vDvEoSzfyInd4LV3lxXDArx69kSthzUfjNQ7dgn23bnasw2yV\n6sdscYj7bmCUyZO7cFbYo6VXiqlatQDInOrfA+bZHXLAYSAd1RELOCy0xjW7UyoL65gdY3Ksx47V\nqsN74/jrIfD81aOmdk2B8pN3t6ZT1uD5+hJYwz5XKpkN5TwmtZh31+xf1xZrkxyqOlacFkmF1dCZ\n3a2ofiwURIvjw4LM9/fXrFYdabC6o9pZBo96yKqt+IcKjfOf4FS+FHRe2H5Dd5v3Hb65YXvlu3Lc\n04Pto3V3IdhedrZYz7Fdpfxtw/ZWLLg5O26vFq2lcs3ZNjuScM2t2HfrFqh9O+1BoNmzGmgJfML+\nh6Y8cYTXkmXnHKZF897W5ndj9uz7gTFbyI2F1UizL1UpoIXduMhHx2ttHusCRIAgySo6ZavoFLMr\n6ZCOMVulp1RAsR6LClmKNWsSXGd54l3pTTUv7Gyxm5sZSnObV1RHKMHvwSWc2v+j1vjFTK321IWI\nL2FJY/LtpVEVOpdJITFEb+26VUhrT7hSGhTOygbuLS1eZhx7dJFJQdG1s9jFKLgIkmbAvKQL7rlh\nWzexndXxWn62sY1yNmwXO/Ic2yk7xi3E9lYsuKrC6qgnJXtgQ/Itzu+o61h3HQu3ZCmRfbcm4fiN\n8QWAlgNuBT5MhQJKto05yNZq4KkqE5i9q4Jz3w8N4LVCUwViVbcsKNy8wnfiooXMLNzIneKsOEo2\nhqMW3Mik3BVgWjV87zJXFkNJjRS6DhYLA3l1OIRW3CQXgOaNoPliSptUrOw24gSrFMMsyDyX7QCr\nUix6iPb4fVEFY/LcPrRrSdGDCn5hGTwpudILTTj86D6LF1Y4n5HeCo2goM+P5LXDHXirxnQciJdw\n0T2O7fHcsN1vDbaTCkMMJ2J7uRhRHg7bdXF/lrC9FQsuGcaVlXVbe+VwZSmP6xQ4WnbcGPd5vjvk\npe6Am2mvqUJLNzZV6qq3Asu309JSFyVzO1kmjtX/NFWrc8nUrnKDmmQwCx4/TqmkNq5y11S4GiR+\nUABqzfYSWXMz8q+SgbAHRvEs+qGlL3qXWYREyhaWteisUtQixBkA7/4AzeOc1XLbjwPSoWQRYrZj\nqrOhmhAOhp47q0U7pnYbiNlqmcbB47pM7Ywcx2KPw4LX/dXYYi1dCS7Pt5ewTM05NktwMjVss6b2\n5aETsH14RmzfTku85O3HdvJcuSBsOz91p6h22UfFtj9nbPMA2N6OBVeBtScP1skzdZkUTWVxKCzZ\nsH1VDrxOgVS8s7WeZ22UF/Ms6FmmsJcOu4mr3OExh0Ll8kADdKWkppq0sdS6mJqTAtbFMVHtW1Xl\nA1rr6iEFOp+aCr8XRvYwCeNw7Kw0nQqdTw2Q1QzQwFkkgHlguMVJTtlAQFO/JnuhVXayayo2tmRO\njlRavDinEEwa8yGTorVHCb212h5XAVTo9q2Aruaa1VPuyejQvQSHAYlCXmSkl1KXrzgd4iUUb+GR\nsZ2RpxbbR2NnIZePgm20SY9zM1rv40NjOz1BbG/Jgitl0kV8x5Gcsg4dd5Y9V7o1gw8cpAV7buCw\nlI3b82Opcj8B4U5aNFtVDeI+in2rK3qY+hb2Ur25tTK+b4uVcb0K1GrzOiysLVFVecszP4gLhuy5\nNSzZD0ObSwVItT1llandtZo699xiZfYkdZNdzU/2tqpG1rJ+FaQAHSbd1kwim6sB3KnQl7qlSz+W\nPHjHUey40o94p9w+XFrDvaJOAdYKpUvEIRCLDY61J9zwpLcnxJd22Ac9vk84l0mrDjqFLsNhgE5R\n1Br2lbz0S0uXGNvXzwnboUjmc2w7MS3uacP2liy4WE3Kmo/vFBcsGDmrcFC6gyYVRuebLeoodU1N\nqh5OJ6W+ZxbWObQsmYO4aHatIMaRnViiBZlWE7RSdTJUwB6W3HRP5iAtWKcpdrJWvge4PZoaOAEy\nNw6+9COxFosuAKztS1TnTTJ1UwIo4Jz+rlKKYyEWfbAR+yjgi6pV0ybNs2wq4TpZtaf95ZpY7kNS\nkwpqaEzoo5XKEwufiW8Y4U5nz8or/tqI85mcio1NQYKiywLcWGITswWOMy/efJnoFGwfxn6H7W3B\nNvZ8LhLb27HgYjY+dZQiKFZ8oiuFLupDj9m3BnS199K6qCI1Tm+dAzUl0ahy0cyYDdDz3+bATrjW\nF8q4qzTw1rz0QfvmQEhFEmhhLCIkNenh1cM9ri9XZK0hL0XFqaEvM1WuAnFOx3tate0zSbaTyKiz\nLKKZLatSbZ1NhohrKl3vS6v5mvce/RQs7nNpXa1EDcgiWYtqwTi9K9WinOJcIrpgBaJDJtYSfaWo\ns9TCzpfVhsv9sT1mv8N23X5B2M5nwXYtRn7B2N6uBbfYRLS0zAhF/RhnqYGucDCw3OxKNVfcwqQC\nR2mqKl/TFXsXWRdVac5No0zjp6LO1ZjCThIHxVNbQRgks87TMUOycJmUHYdjR+cyVxcWmH449ixK\n6bkwezKZImHM7HHV0zqnlnmj1rivmg9SC/ExDu4L2MdZ2BDQ9p2PtSjNASupCvu9eXO7ki2UsuPO\n0QJEccHUMl2k1szP+eL9HWvzvlKVKlnFJll5tMtTW+rE5ZRwuRvbTpRQAvfPA9u9SwSXnii2O5da\nYsG2YXvvLNju9bFgeysWXCkeQ1GrCm8tkHPjUOPswc3jShvo1NG72B5EVMcqdiXnuyNIYkhTnviq\n2DfnHBUMdJ1khvKgAY60b+d2JU4QtWPG7FmlQHDJWoIA+93InaFnWQp4pMIw1skTk6cPkf1uZOHN\nY9vCXJhAE7OzbBu1AtBVakgqOKQ5ytYz2+06BUa1IPVV7FiGsVXnB1PvDmNf+mZJa/NOqdMLNC9y\np9aJYNmPzf6VoBUxz1mI0VsIoiiuy+ZcWHtkcJadEwV35Kc0yEsai3sStinSV8qb3W8fFturFHDZ\n3xPbFcsXi+3l1mM7SKZT90SxvRULLhSxPEE1NWl2HKz61kY6OmXMztpJk7gzTo3tgssMUls5W9+l\ndbKbvRdGIpM6ErIBq3LueeO+4DIRbR7Z6jmtXHYsksU8FKUFcEspqKzCwk/hN/udZXRd9ZshOQ14\nbHpf65jzbzBvdFbHCI3j241yTTqp44Ziz5sHjR/Pr2/e4qDN1hbE7vWYLczn5tGSRW/N/kLIrRpT\njG6jBYlziiysJipRcGtLf/R3HHFPL+VCO6fHie2ojkHy1mG7RlY8aWznLPfFdo1uuChsb8eCqyVz\nw03hFml0sKD19nIuk9U4UcyO6O0mp+xY+MggvqktY5oAczD2zbgPcKTdXdlXQDPg17qlMDkFDLwm\nSQDciQuWpcLTKnUNPE3tK5L0XImqql9Ni8TBkKbzwrTg1v87r/MQ2/K7L+pXkRjqeExSRHtZxQLL\nV6mze5NLQHl2LUwHYFEkmox5mh2mWfQhkbIylM7yqhCjtTypoTMikMUCxHWRyINDo0M9pKU173PV\nyXAZaYfttt+TxraHU7Ht/cVie2sWXBdpaXJpCaFP5OysBUb0jGMofesj2cuGnWddgrBXcVYkuVSb\n93POVx7WOnm0ZMYw22cRIiNK510D9dIbFx9S2OCWQwqsUmjOiporX9s+g71QuKmXU1TXjgdadfq5\nHS82O5WF01wJSnDFLtWycKayeBVwcValqV7n9X5FTHbOWkykpk7WNMpauLn9PQN57xOp3KPaP8o5\nZb0OLRzGlTz5WErdERT1EA6E4aWEP3DWMTVf0hX3grANbCxmF4lt4FywXcs5nje26/04Ddtzx9uT\nwvZWLLii4AaLa3MjIJ5ReuIyEUdP6Ow7jp7ci7VKrs6FUorNF7Wi5nTXqkXiE+QJZKkAp+Z8i2hz\nUCS1nkpH0Th7zZypXtdaqMM7q9p/ZzDVbxVDM8jnoqJVOxnZupO2346FxlQAiKjFK86k3Qr2ti8T\nt7dPKTcZA0dxcqQsQqRzqala5mzx7di58w5oL8xcjawqZOcyEmJph128vl3pvDpTv5zPjEddcx7E\nPYWQSftYKmSpJXrZ6CKx3Z8R2/W388S2wANjGywxZ1B/rtgeWmeLTWzXKmLbhO2tWHBR8GvKBZlR\nWqKQrjqiV6K3CxSvKKFVH6oFJ3TocC43w3dMvnmBo7jila0ZJIXDZmcdPtVA3nlzDuSuBJZnByVs\nRqCB2bvMwWoBLHBi3DFlRyjZNl5qS3Jr5dyVknQpO5IoQWtgeql6zxRFAVMM45VumHphzTJyqiQR\nSzEUmOqIpvoZOzpnxT06n1oBj+o9jrgG2LlEXb8rMOdB6pttUUwya+2qc8nMEeP26pT+lmMkoB4W\nrzqG5y9pXNhJ2E5CuvJ4sF1bi4N/4tj2YtfxMNhWsAiDB8D21H34fLHd3XbEh8T2Viy4JgWAK+EV\nksFFIUZHWpoYnxeCLjIq5jzwIaF1sRCQPPU0cgWY3uXG7ZMKwxCscAUgrvZJstYcOUycHiZVrI5Z\nQdk8m6XgRbX3rI/dSpNUaLnlwafWHiWWufpqD6tqjkvt4YOFAy3duBHm05d0xuAyS8bWsroql1WV\ns4pOPSGZdNL7Ke6zXmMoUs7cgQGgVcqePyPsJfJMNUghkAS6zhwwK6+sjgLdLbNz7X/QEffN3uVG\nuZRhYSdh25oTPj5sp9J48Ulj24lS2yM8KLarSeN+2E7ZcVQW2YvENu7hsb0VC26zcym4qFO6nApu\nFAOmODQo6lzpvimW85+lOHGMq9e/RZSxcKqqIqTkzACeBeeFUukNHzLrddekChGIWTYq0lu4iGud\nSJ0ocZ5DXcCgpYp8it4qyCt4b1Xnvc8M0QAVfEadVZiv6hluMvYDpVOAbetbaubd7UM7l0iuVFYq\nAK0mjVRAV8E3B2CNx6wSBGUuTRKYAXU+L9tQwpdES6GSUmPUK+FAyAuzV47X7Fn5NZeTjmO7LEyS\nnw1sO2dOvofFdjhWIew4PQi2k7hHxrbAhWL7zAuuiHjgHwK/oaqfLyIfB/ww8CLwi8BXquogIgvg\nB4DfBrwKfImq/tp9B1dwY+H2wbycksAPNEeDGyFlLK3OWSCyZsEHGAbX4uZytlKI4nLrWx9Hb2CM\nDvEF0AU8Gm0cFwxIOfmpNqZYq2dx2arWF46vWciK/T03mJcHKck4eYrF3jZirTwKh49emxnDudxa\nPx8Vx0iVcvuZtzUWT2stXQkz73Oxu3lnKmYN7o7JNZXQCeVbm7RQbYVVYqLcQ6A5bjbUsCKxSDkm\nZkeMnjvFu3t0sIBRiPvK8qPC4VsVdeW+rLdTwr1QXMPd2Jbtw7YWtfzM2HYzbAPxEbBt9ZifDLbb\npcGGNH6R2H4QCfc/Bn4FuF7+/k7gv1fVHxaR7wG+DviL5ft1Vf0EEfnSst+X3G9gKVJABvClOZts\n1oXQADI6VDI6OGO6XokHHdInA7JT8lg8is5ZK+QCPhsE9ChYCl/NicZAltazCkylvXLtY6+jeS41\nlRtbgXjXTS7jSdlPSjqnioG0pHUmZ6AcnafvYwtTCS5zMPatUDOAwzdgWgqoI9U6oZitt9qhchYS\nJcIhy+S9zY44c2CA2ee8qw46qxFq9UWnlyLNgFvjI6sHeYjeTDFZyMmxur2ADP7IEQ4FDZD2M91t\nR+5MjT4uJG8JXRiuYYftbcf2XOt7HNg+04IrIu8APg/4duAbxDqxfRbw5WWX7we+FQPmF5T/A/wv\nwHeLiJQW0yfTTO1ShYwiRc+Y1dxARsHEX9pDxymqvoAZS7+rmPFaOPkM3RWgFWAK1nxem6dRyz+a\nvb0pqbwhaqpgO+7Em0V5oYqdrBTAULHxVUGDkruMC1YgI3aJMSX6EPHOQrg6n7jaKaviZe2deVNX\nsTOVsuxTg8xDcV5M4TPlcmdIsPAX+6ECMmVp/dScKLgMM5thpT7E5mAZoi+OGZOKfEgk79AhlA6n\ncPQmJdwxQHa3z+jCfcx04biGHbZ32N6gs0q4fwb4RuBa+fsl4IaqlrBhXgbeXv7/duD9AKoaReRm\n2f+j8wFF5N3AuwH6/Rea7VbbA1fUCzmCPxJkBO2gaOsGGod14azcFsBPYKQ+BMdkJd9Qk+p32bcA\nhxrMnASKk6PWvqSen0lKmXM3Laes3UGro4Rqg/KgIzA6sldyX7h3MqeF92akVxWOCncfszLKlG0z\nFJuVAqsY2O9GrnWTIamqVPP8dYc5OepvIrHcb5lC2DCJAZfbb/aspnjKGpxfvbfjrQXSZ1yXSRn8\nSghHsPyI4AcYr9ZJce8X+cnRueMaLgDbXu04DxrKM91hu217mrB96oIrIp8PfFhVf0FEPrNuPmFX\nPcNv0wbV9wDvAbj64jvVpAAtoKzqCwSFPELuhNwDpfKSza2CUXBZUAd5kcsMZtNItMo+7eZUScIV\nSUMx1llnWsAoFZj5bglAZPb/2dUrNqZoGaccIyoNtLmza1IgZ9DeJI3kp9J93mW8WuzjWq3Qs2Kc\ne8yeg6OeuA785o95pUx5umYn1jhyTNZuxEBkzpGus8D7Gs9Zvd9VEoglm6mqaALEZNeVShfWGnbU\nXRsYby5Ig8OtHeNVRZKwuAHjFRieV/xRcSxskaB7UbiGc8C2mJ23YXstxd6bacbbSjtsXyy2b/Wn\nYtsN90DHCXQWCfd3AX9ARD4XWGK2rj8DPC8ioUgD7wA+UPZ/GXgn8LKIBOA54LX7nkG1SAGUqkqK\nqH3naM6GXCQAVMi9tjYXkg00Bi61NsZBm0pGNmDJaAtyBYqpQgBqvwVtkoJksQLDqQCzgZJNUEN7\nOSroDXTFoF7UtCY9lDHUlZdsoeToyMsCGAXxjuwzuUgyTrSVmqsZN9agLzAedTz/4gFgLU+qXWvu\nMHBCyREvtUprQaCitlVpYm7HshdlUtFqjGdK0hwsaTA7YugTshfRgwAK/S1hvK4cvS0R7pQ4yF6n\nF3J76OJxDQ+PbdnEdg47bMMmtr3Ti8X2IiLLdK7YPnXBVdU/CfxJu1j5TOA/VdWvEJH/GfhDmEf3\nq4EfK4f8ePn7Z8rvf+c0O5coSFKcClqqrqNq8bijkIOSE1QWK0lgvwCzcFktPyPgBme947OUUkAG\nMLsgJttZNUO4Mmbl6llw4zFApukFqFEllbs31apd0PQAJNfrY0NiyBFyFFJv56leag2K9mnWIsQi\nJFzJOpqrQuINcDUrqKYzg4XFrKMBbxxDU7dqOJDFWuZ6yxiibxl3Ji34tq8q5ML9cxJ07U0lXSbi\nOiAho30Jzk9w5WXBDZ7VG6RIBdO1bws9DlzDDtsPim3h8WI7l1C6E7G96s4d248Sh/tNwA+LyLcB\n/wj43rL9e4G/JCLvwySALz3LYAaawl5VcZQwFWfb1JUHL8Xrm8rsZbI3uVEaF0bLMcmSKNQrbjAJ\nAlFLyVNManCbQGvcP1FaIheJ4JidizJlSdO2qla13woo3TA7xFkoUO7s/KnYwfJCycuMZo/2maFm\nHpWiySvt7O8CLo1TqAywUX80ZYvP9KLsLQbWM2ACzXFQOb6vgIS7KiZpewOxttcH3l7628H6PYkg\na487EhavKUdvEq580Lh/OJzu3ZZGKRync8U17LC9zdi2Ax4fth9owVXV9wLvLf//VeDTT9hnBXzR\ng4xrD08NGMXulMt2VHBqv5kdSwqnF3JXVLVQQN3WBctvrmCTIgnkXs0uVjyrDXijFEdb5fil9/ys\nB/0kCbDB0eqLQvmeaxZNVcvgkiJx2r/aodNSiNFenBGQZOAkOnM6eEWCdS8VUWKJwYyj3SSruWCF\nmIc8OQNqm+iqsvUh3ZVRBHcDMmc3A2V1Qmi7uSKQryRk5ZAo7P1qz9HbEv6OBe9LeWnXL5gEFVb1\nJWczvWeL6MJwDWXRukBsZ54ZbKeCw2cZ29uRaQbN/iPZbkD1DUg2m5GqeQb92jhtDjRVRwqHrQ4C\nUazB28wWVaWIeU95yQZudTSnG9k4v4vmPXYFiG4sUsJcEph9TypVFQemF6I+FDu/FslFSgxfSQ0s\n23BCTHbNuQpFwXovaZ+R2uI5CdJlriysPfXCZVZjKF5W87RarrvSh0gfTEoYoieKa+Ctdi8RZRhC\nyWzCguLFXmAw+2MLhq/XmuDoLQmSkK5l/G3H6iVh+VHl6I1WsEWSSUCSNl/Yy0SiJlFdGLbDw2Fb\nsuH7UmLb5XYTHye2t2bBtTtRpq2UCvnFXlkAW9UoUQhHE8ByxyRBVBXKFYdBCRNz0VQGC7eZpAZX\n62H6iVO5WO1cTPaxbBElk5NAJ0DCxv83QFslgHos5TKdgVFdecGiZR+lBYRDIS20BRyqeHt5OiF3\nDlEBp8gycWe1KHVVheAzQ5SSApoI3mozCMVB4bI98Ugr+tE4PZYjn4s9SzD1a3rJhHQQrKdZdPgj\nB2ovq18J4/NKXioxwXhtAmKzAd6dtXl56DJhu2RfbT22o0fc48f2diy4swc79/bZA6ssu3wlxSXI\nvQEHaDYUnakz1bjfwmLqfglcaQYnJSC9WddhFiYzcfFJ9ZqBq0ogx6WB+bbZ/rZN7Y1wRXBwm/OS\nCFKKG1cJpUozfm1cOHfgV7B+UUm3Og5Gh3shs+winU+spJSqyw4t6Yp31UEol1u3SvHm+mJP896K\nLosI6Sg0B4wMzjKSsDnUylfqwa0EfyikPbW5inlv68l0fsLLRA+JbYklX+FpwzY2ryeF7ep4m2Mb\nrEdcPEdsTw/twbC9HQsuM0AWCSCLlUpM/RTfVzl89sZ9iCYB+GNG+wbGup/IZIeaga4CUB3Udsg5\nFDNC+Rgg9S471xyMkvVuQB4HZmWmxVEiM65o+8ikppUycG4wpuKiqZu5SCp5YdcltzyxU1arzrh2\nFhYld72qVfMydApTFk09t+j0PqpJAPV4VUzNS2Ke2yqZH3orpH0Aab8ANlnKoz+ybqZVempSTpWm\nLiE9DLbdY8J2s8E+I9gGHgu2q9bxoNjemgUX2OCSCKRu4uTqIfvCcaIiSdEw87BSHhq00BgXmTyr\nM45OsclW1SnX84Q5CJnAOFtsT1K77pYAZr9lJrW8XJgWT7JLijoDqAit6pBJBwZSXwzzOrfrRaA3\nySDftoLWmh0+JFMpq6e3xCT6UrnJ2rOwUa6uSgAKdzkctKV9FkBeHW3cwVkhjz2luyPF3pUtCDxb\nIHiTomb34VLT48R2FRKeEWyjUjrpniO2s1ho3WPG9nYtuNBsWhsX0ri3wjxjKdaKPaaeNY5eJYYI\nfqDGhS4AACAASURBVJypN8XI7Qfd4FIqCq5yrk3Vaq5+bahd7YafbO8S1bsexhQwXq4pFVOWANi1\nOCf4opJVMKqb7HFutPtT0wwlOQYJRCAFSwGyVs9K7u1GRXHNowtTAY/WFqj8vzaGrFWjNvL0R4fc\nDOSrCfqMHDgWrwrhEI7ePEk6rtzz5rXW6nicJKXLSluH7Ybr7cb2CEjQ88V2OobtW4F85eKxvT0L\nbraiHorpXy5aho66coPcsQdcgZfrt0kQuXB8VyIMjCNV1aAYwkfddGAVzgxscPbjHH8C5PS3DTKB\nEDa325iKSsnKKfql6iQJgP2WfZ2A2bPq/FxrzwJ+rcS9YuOLZufPC2F0Ae2zvZAlWFucQ8SCvIOz\npnveWcFnK3FX2pnMF1aKRBIyKXurOqXWqQAHcuTRLpODMly30J/cQbgjuFTUxPJpNsS8+ewuHT2F\n2N40LVwCbMvjwfbWLLiioAWYVlMNwlrJwWw+Wji9OlOF7CGXIiC+SA5RIQtpaQD0a8WvJ66LmgTg\norZtqRf8UMarnPtErj5xsqZKzYA7XccxVlfHoXimNyQce2o+KxrBuVL1SBU3QNoz1cu8ykr1PIej\ncl8ChAMl7heP9midFrSXonKZ3SqERPYGwOATKlOJu1qGrtrFWtbNWJwIo8UkyljmEgWNDn9k549B\n6W7ZPfcr+7jBXvzUySQ5zQLoLxttYFuBpDtsn4Lt3J0N295nckhPDba3YsEtWod9JwUvkBS/ykgv\nBYyGKguPsRtYVS0o9qACiOZ51dmNmKk76ovdhskWNoU/6d037xi3byEhM85/qkqhWBhKFVOKHUvV\nXrgaoVIdC7kDOZikjapOVglHsrL8kHLwFmeSjZfJkJ8gq6VCWpKTkJPlsNe23DXFseWQl/0AS3HM\nAnHK1cdBdmo2uSIRqJikNTxXsm6KtOIHe5hNeprZIi8b3YXt8rdfZViURWSH7buwfeWs2O5Lam7I\nrSjNY8G2zhbbp07CVWUeNF05HoBb20WlHkSkSQsA1Z7lB7OtZE/h+ncjZMODq5Ndxs4/ByVt7M05\n1uN14uTt+BOAXH+q44ig2aSByWVtO8wLQPmhZCUVtaUVAylNQ+sD1gRxKe3a3JoW6J57q8KXxSof\nJRW0K5k2PuG9Gf5qXKIFfbMZAD4KJMGtpqD5xeseiRCv2v3za8tW0v1j1y/FyTNbbC/rgns/bPtV\nRoM8GrabhPro2K4mhqcW20nwpSbwhWP7uLPxjLQdCy5FraicToCiBmlRqSSrPZwau2iMtEkEqJqd\nJebCDTcr+Gzaqgqo0jEw6nR+nSGlcfsmDZSHUO1nxyWB+XkpGKwOD8SkgRKKIkzOETtAcOP0hHMQ\ncpjALRmWNxM5CHEphAOQVEBbg+OLQyBSpIGs5CTWPQCPvR3WYqUBsvTEqkWpZXTIIBZ3mGHvw0Ja\nwPJV5eYnlQD2JaRe8asSTF+krJoptfFJs/tzyWiH7XrA04PtuHcKtmeL7YNgezsW3AK6FjkzB6di\nmScl/s05nYAIEyK0DjQ9nA1OXs7RgJhPAFgFskgb9y5OvxEyc0xyOE4yfWmm1O9lKgZTrlHy9BK0\nUJaZR9qPxcZXpMYcBLPZ0SQaDWazq2Ur1QmuglkpHlpP1mwhQiW0Jqfisa1hMhnk/2fvzaNsa67C\nvt+uOufe28N734Qm9El8EgjZOAQCGJKYRQhDgoRj2Q6IKQQREiXLyAGDExQUB/AKa2EcQpRFDEtJ\nMMjICGzjiIUhZgjKigcmyWIwsswgIX1I+iR9w/ve6+57z6mqnT92VZ1zb98e3nvd7933uvda3bf7\n3DPUqfM7Vbv23rUruBw6J/i5zQw6eL7y/H8euf6o58p7IezYelzNvuW69R1IGLSBCuV42udFlHNk\nu2B0yXZmm4h6d2Zs++PYTrfG9oY0uIrE/NSyim8PzXpMzT2ViDkSVI64wTwDR3KAeA2hGXtkSwWl\nwZs7Lkcxuo3b6rGjYWn34oyQ4XuJa3Z0ubcv60E5NTt1mZmTtYGVWzGwHHV6J6MQFBfV6iT/pNYc\nMJRVAhobFqmrE4fMQRPElldpY118kBL8rSAqEIT2hrD7fth/vi0j0u8qWx/e55mXXSXMbPppifn0\nc3PiuECdZbSs4a4Mcy+SqCJ9BO9shqHmZ71hbJdog7r7OrZzY16lhKRtCtu9QyPHsx2hve7uGtsb\n0eCKgvQRcS4Hg+fF8qQMuTA4i/d2FEBeRDNM+FHXL9RZIKswLjkFakGWTplPPHxn1zm0x+g+ilaw\nYvdJA3giYi9WMkhwcvia9Z6UkpnfkoDkkKJOsxcbUrH9yejlyyFDYJAgQnJZ+whWN0kc5N6eaDNo\nykoAbmFTGftdmD0J7Q1FPwof+tyrNhMqOxDSVNHOXkwXLWg/elkP5AW14ZodO9VnhHdV+9s0tpfL\nrYf/Lzbi8lUaynevst3sKVs3wfbgy7k1tjeiwQWQkLsJP1Syeks0YWONAprUpBNjOIWhV7YHUU4s\nA4w69KKHemuoPfbqds0VXbyTy1/my6wCuQK91F92c+KlTjE8sk7UfvkOmvHwUZXkhTjzGULrgdMk\n36sKeUJPTXJt89kNPG0wp8GeJ01Svef2mi2M9+C/htRY2NHV9y/46KfP2H088uSnCTuPO8KO9fTN\nngxz9nVU5+Nh7gjOiyobxTYsfXevsm15d+8824dHFDfH9mY0uHnYpc7ZDeVhSQn4Vp/HNcX+VIKZ\nM6TAIdvYaHCUQzjW9NCrsmIOUFufpoI4HowtwVnHNctAFs2mnq8U22Vvqctwju12Y5DLNdaUWxrL\nrmTvkd20OsF58gJ+gAh+bvfR7AlhV5k+JRw8z5bj9vuCm3tbJiTZ8G76jHDwXNh6Qjl4ntBfmdFd\nhY98psMFpd81LaDfVdo9oZmXQHyt5R97zWX0/4V0mm0K2/n7euQZsr3kwDtHtqUxzbmwXRyL9xLb\nG9LgAiEikmw+oFMbHhRbUMpwlOU9ykMcOQCqlsBIASiVUIO+j6iVlR5K87BPFJThJViyRY3OtXod\n2zYGdLlcpOFe1DuDdAxmPtcS4DpoMgAahRYIW01+6QQX7e0I07xSaijqlA2//ELoHlDa64ZynCrx\nSrLvE+x+0FWP8NOfAmka0a1EXWZblLjjcfuOyTWXnWJDTz/2si95v9MxDcH9LmO2vTNYbobtmpxm\nhaGy6Ti212hep2IbBmZPwfYSuZdsHyub0eCikNIIroSImLHbOQPUMQLT/q/LNa+zqx4aHp1QK5YZ\nI2scwzFSjG1HnX8EIbAcTlOAjLp8jlG5JSYY2a7Hw/IKYjp8HhExu3eXSDNfT60iNBNn0xJzeE1q\nhH7HPOFxZp5Z9Vjv32VNQWDxSNZ2BFsOZTsiZcn50RBxvERL6fVLiM+has1gVk/7hZMx26kyfKZs\nH7WtyH3Etp860vTs2S63W5ccqhNAzpbtzWhwFSTECgbkIU+SofEFKMOg6gEdAeRWT7oiRzi71LkV\n+5bNODFz1GEgl4dbR2m5BdDSG+qKuSKD5bDpMvke1aclYEnJzpESRLXPsWYtgiwi/sCh3oLq1Qtp\n0tAcOJJ3uCueMLMe23cQ51KnS8atrN0E6K9YzKSfC/3VhJs7c0Y0yerHZW0kSF0FozAWpwzDrTjc\nYn0xL7Lcb2yXz5PYLuU+Y7b9pEEn5892cYSdNdub0eBK7u1TGrSAxNIDUie5cRr1oOPji6wOX8bf\njWF22DXHUnr9ApCsgW6076G/U9l3BOYqnOPjVu6HMLLZ5fOZJpAgWt0UjaAe453NCffO6uQg4ppA\nmjS41iGpxXWeOHPEzpwMux9UbrzAW3amBpK3eNrUqiWIzosP2kwcb3GTealtv+fwcxvKpQaYlbWx\n1EJ71tXVUItHfXH/ykVlG0b26Eu2i5yqwRWRB4H/A/g3sC7sPwPeA/wE8BjwPuDVqvq0WBf9RuCV\nwD7wGlV95/EXAG282X9i7umyzaZAJukwXKs9ewV33T55Omvt9XMPL5DTEKptH/ey68o68vDKOjBX\nHA6HAV0DZi3yyhVzry9JIUY7try4AM4hzoF3Vn/OwGTR4UJE2wZJiusb0tyRWmdJbCbC7KlEvyPE\nqZAmVt0lI5g/gLDNKFjewpXcaLi1DrxjbVkb2tZesj2S07K9ut/tsj1qdNexjct8r2FbQkOzju1t\nMbPahrF9Wg33jcD/rapfJiITYBv4duCXVPV7ROT1wOuxJaZfAbws/3wO8IP582Rxrg51pAx56oMs\nXezRPb6MelTNvWI9Jv+Iavaijnv4AtQxNbcOQLgJSJcbXomjA8sho/upvb0qhAgxoiFia2iXnQTE\nNABpGmi8gek9NB4aZ9NAc5aqZi+gTojTPAzrzQ5mNrBhCiVAs1+uQZ0JtBSDGBlMC2UIpsPPocki\nysqGjZHNZ7toxfnv+5ZtHZkVRmzTNEhKa9m2zuUIthdnwLaeLdsnNrgichX4POA1VqfaAZ2IvAr4\n/Lzbj2LLTH8b8CrgzaqqwK+IyIMi8gJV/dCRF1kta4aqxrc5PRqKVfBgeBCjbYd691jsZIdq7kg5\nHKd4FKhHbF8ddqVlMNfODspwat9DTGgIS8eJ96j3EBMSPRIbaPMU0UKYKmANr+vjyK7n6y1LgtQv\nvxhlWW9kePdcpOYrLY3teImW1cD7GjqzgbbcO8L24YveGtvl2Eu2N47tm5HTaLgvBT4K/G0R+TTg\nHcA3Ac8roKnqh0TkuXn/FwIfGB3/eN52DJTrhyLqhnjFMkwCDg23lhra1e81H590eBh52001Aofs\nU0eAd8L/MtYGyudxgdNlP++hABmjwSkOfATvkRjR1NR7KjXgSt2UoPhFRJzggTRxFnLTQ4MFnGsO\nkynLssTJkHi5zPipa2LlsJmlxQmLVjDWBMaawWbJ+bO9zrbJfcL2ynfnzTYp1XBk2By2byY07DQN\nbgN8BvCXVfVXReSN2BDrKFk3djlUHBF5LfBagFlzdS2Uh2ZwHOGNHe9vvd8aSGTkMDjFuepxJ207\nCrrT7D+2exUHwqqzAww0EbQxu1XKQGro0WCaAE2zdD7RIT7SqaLRbGE4kJBIE2+zeHqzo8Vkc9sL\nkAgkL0hQS3aTl7kuJy3rYy0FgZc5/CsgltyhGyiXbB+37U6y3U5OZFuSLRZ5t9gemxdule3TNLiP\nA4+r6q/m//8+BuUTZTglIi8APjLa/0Wj4x8FPrh6UlV9E/AmgAemz9d1dp9bkeWbNwDWgnrT570J\n2I7btu48o/00hMMOhuoc8TAB5wTtetCEJkVDQGM021kbkbzdfAIZ/LZBWwzKmHCduV1FIbVZU8jJ\nOczuCw6FXmyUJwbiUrLocbYkHeBkCdAyJBuGYhskl2xzCrbXbTtrtp3ApN1ctlca21tl+8QGV1U/\nLCIfEJGXq+p7gC8Efjf/fB3wPfnzbfmQnwZeJyJvxRwK1062cekhm0+Vo3rr0rOv2756iuMcBifJ\naeBbN2w67iU4dHyq20UEHb+gbnC0WDyjx5wJ2YEwX5jHNSka+nqYkIet+e+i9WprgeSuy843BZLg\nD2zb/DlTlhYExGBMDXXF2OECy1rtAKUeBnQDNdy7xvZpNND1BT606V5iG7jwbJ82SuEvA2/JXtw/\nBL4esxr9pIh8A/B+4Mvzvj+Lhc38PhY68/Unnl0ZQmWKVCiP6zpuoWdfjWUscpoEFKfWYk94AkcA\nq4e0iJTjM131EYgI5Dnq4jzSNGbzmi8oCZg1RogeCaHaCOsspny89LHawNqnFmjrkT6yc9Cz/+gO\nrlO6BzxbTwbCzLG4amE3db0rVu1Y5f8hpyqsgLmZchfZPkM5iusiJ9X/JrI9aU3bvY/YPlWDq6rv\nAj5rzVdfuGZfBb7x1CWwoyzOdCzr7D1nIbeiaa2D7LRgrT3faRr3kWagkZIMVfO0zwInfmJhM02D\nHhwAzsoQI0SHOo/4IcZRUkK9t5jNDFj/8Daui4SHZkw/dsDuP/0DZDpl/4s+gdR4wlTYeSLy7Iub\nGmJW7nPVUztkfWJ5zvkI1E2S+4btWx1BnJLtU3G9dN7jtODTsu2gKBX3CdubMdNMQVcf/Dg85Dw0\nghPkWMCOgklvlfq1BVjzf4LkDEagzGISKVqBoPNFHWbVGM8ybXL8MxJRJey2SLDt4WWPIjHx4O/t\n88wnb+MCXH+Rr0OtoUysQLdaZoZEJ0nXepzue7lke10B1vx/xmznet00tjejwV2nBSx/ayLnpPXC\n6YC6FVDPQkZrW4GtuLv0ouZZOQrIDOiDvVTjYWZOFKLF5pSTNxfxi4hbRMIDU/xez7OfuGtp6RTz\n7noZTeMECWNPLUvDrcOB4RsbpXAH5BRsnyfX9UK3wfe9yPZIzpztsZxDlML5i3LYzrXOJqVHg3sm\ncjND/Vs9/jg50r7slr9PWodfYxHn0KaBGKmz8Y95mUs6QC1ahCT8fiC1ntmTPXsfPyFsjbOCaYVu\nNYHNOhmy9OswBfSiyWnYPm+ui5xox71k+1Rs662zvRkN7jotoPx7kjPgduQmITrRjnWSQ+E4ce5Q\nAvQBumj1kEr2pzz8Eh3iG8sQDNB2sjwF+MhrDqu/SlLS1KMTh7/RMXt2zvUXP4yL2AJ/cbBroeDC\nKbRbHRwOG+w0O2e5ZPum2SYvZ3wfsr0ZDa5i3sd1Erl9J8PtwFLk3IFcyZFAfrb53m3Ykh0M3mxO\nOgoAr2FyziFeUU2mATjJQeHDyz1OqydOIQxlTxNP//xtZh+Z4zsltmKUlBgctVR4ZfrjMLtoGUjJ\nw7zywwna8H0rJ7ENt873WXANp9PObuVa5b5ulu2i5Y7Ld4ZsTz9699jekAb3eDvX0ndHwXlW8K2R\nM4s8WJUCysq9DzlSh4ZYC3AFTgC8ORnGs3jEoJVc7kNOmXIvGcwxVLghNObGi7drD174RvMqpr3m\noRTLdq0yNINh/nlQ+7moGu5JbJd9TitnzPmpow9u9vk5OZpruKts773oDNlON8e23HS4xzmIiFzH\nUuJtinwc8LG7XYgV2bQy3Up5PkFVn3MehdlUuWT7RNm08sA5sr0ZGi68R1XXxULeFRGR39ik8sDm\nlWnTyrPBcsn2MbJp5YHzLdMdiEe5lEu5lEu5FLhscC/lUi7lUu6YbEqD+6a7XYAV2bTywOaVadPK\ns6myafV0WZ6T5dzKtBFOs/tBRORHsFR///3dLss6EZGfA96qqj96lvteyv0jm87w/SCbouGeqYjI\n+0SkE5GPW9n+LhFREXns7pSsluOTReRtIvJREXlKRP6xiLx89P1URL5fRD4oIk+LyN8SkfaY86mI\n7InIDRF5UkR+SUS+YryPqr7itA3ozex7KecjF43hfIyIyB+KyO8e8f0Xi8gvi8j1zPm7ROTbRGS2\nUq6/JyIfE5FrIvJbIvItIuJF5LFcdzfyzxMi8jMi8sVnVzPHy33Z4GZ5L/BV5R8R+VRg61ZPJiJn\nGdHxIJZb9eXA84BfY8i5CpYE+7OwlWQ/GVuV4CSt49NUdTef80eAHxCR7zjDMl/KnZeLxvDnAc8F\nXioif3r8hYh8OZYg/u9iIViPAF+BJYF/Ud7nE4FfxZZB+lRVfQBLrflZwJVx2fO78mnALwD/UERe\ncxP3fuuiqnf1B/gSLE7x94HXn9E534c93F8fbfufgDdgYdD/DvDL2IM5AOb577cDfwy8C0tCrUDJ\nifreXMb35++eyce8Jp//R4D/DfhHwHXswX/iKcv7cL7W7+Zr72GgPIwB8eFcxofy/gL8r7k8v5WP\n/aSVc35ZPuaR/P/bgf88/+2B78NiDd8LvC6fo8nf/2q+z3fln2eBbwa+c1Q/7wJeObref5fL8x7g\nP7zbXN3tn9vl+hQMP5a3fSnwL/Iz+mB+nu8G/iXwXXnftwEBuJGf218F/llm+BngiVzWnz8Dhgtv\nvwF8+ehe3g90wG+M9v8F4Pfy50PADwNvyXX2TGb7MzLvHwC+9YQy/Bjwj475/rFcxnexzPbbct2c\nO9t3G0oP/AG2mN8E+E3gU87gvO8DvihX0J/M1/kA8Am5wv90fpCfj2Xu/9fAn8+V/rdXHs6bgc/M\nD/+T8j5PAFPgEeDT8/4/AjwFfDYW3/wWzA56mvL++fxCfFz+/x3Aq4HvxTSFr8ll+f78/SuBn8sg\n/tusb3DbfM5X5P/fztDg/ldY4/5oBv0XWW5wx/t6rMH/BKzB/atryv8p+dlNgZfkZ+rvJlv3Oten\nYPixvN/nA5+KjVa/AHgy83QFS6iu+frfjmnHL8Ya068C/k3gd/L78BKs8bkdhj80+v8dwKtH9/Jf\n5rI8kLd9L7kjyox/X77+/wC8E1MGPhdr9P/E+J6PKcOHga8/5vvHVjgvbH9u3v6958323TYpfDbw\n+6r6h2pLVL8VW4r6rOTvAP8p8MXAv8J6MICPquo7VfXtautZvRvTKn8H+MSVc3wn8B8AP45pnb+A\n9YCfoapPqiWwLvJTqvprqhowWD/9pAKKyKOYVvH0aPPPYavH/kVslYH/Om//j/JnXa5bVX8lb1ua\n5aKqPQbtw2su+2rgjar6uKo+jS0lc5R8IfAHqvpHx+zzKuzFXKhqGQl89jH73+9yllwfxTAAmeHf\nVtWkqv9P3v/fU9Xr2HMA60A7VT3AOu9fVNUfx7Tjt6jqr+fndh34J7fB8LeMNv8c8E0i8hysYXtt\n3r6dP1+FLUFP/vxqYIEpAd+PNfjPwUwXxTb84dE13yoiz4jIvoh8bd78CMeuDn5IvhBrQH9jpWxj\nOVO273aDe9Sy02clfwd7kK/BNNUlEZHPEZF/DvxZzD70WcBniMhvYT0wuXylnC/CHtBR5fzw6O99\nYPe4wmUYfx74W5jm/PMi8g4Mmn+BaUj/V/7pMaDgcL2B2dHG524xYJ9ac+mPXzl+9Vxj+Uqssyny\nuuyI+GEReeiI8pz1c7zX5Czr4zQM/3J2Xl3DRi8fl51qfyrvdo383LDG+/EjyrmHDfuL3BTDuREv\n8t0Yw+8Cnp9/FPhz+fulpeix6bQ/ibH5XuCnsPXkHsdGawAvKCdX1a9U1QcxbbhkwH1yvM8ppLBd\nns1fOG+273aDuy4/3ZnFqWWt7L3YEPyn1uzy41iP+tVqBvYfxuw5n86wUquOyvkBBg34tsqZH+jP\nAz+tqt8N/BlV/QzgFZg28JPAs6r6Ugykd4wPX3PK1fK8CjMp/NqafT+E3XeRF63ZB7F1vv4c8Pfy\nph/E7v/T8zm+7ybKc5HkzOrjFAz/Xcx59aLM8A9hDdQ/AP563ueHGJ7bhxlGSreVH3INw+NyH6jq\n61T1hZgZ5Lswhv+SiHzeynkexTTa/wQzo7wN80G8Mt/LezHN/i+eUKRfBP7jU5Z9zPZfwEaDn8A5\ns323G9xTLTt9m/INwBeo6t54Y9YAXwj8f6r6EyLy2ZgdSlU1YcPA1XK+BQPiM7GltB8RkROHXKsi\nIleBfwz8U1V9PXbRD+bPj2DgfFG+xpcCfw14I0cv1035TkQeFpGvwYZ4f0NVn1xThJ/EhnsvFJEH\ngW87oqivAN6pqk/ksj2hqjHXz//OMLS6E8/xXpKzro+1DGe5AjylqvPM8Fdj3v63YIwBfGT03N4A\nvEhEXp3L9PIRwzuYWeFEWcfwyvcvFJGPFxHB7MZ/LV/7H2LcPCG2BD3AX8I065djbL4Bi2x4PG/7\nIPCtwHeIyH8hIg/lELKXsTyy+w7g3xWRvykiz8/l+CQR+bHM+VhegZkQvzwf922qGs6d7Vs1/p7F\nD9ar/SFmjC7OhT91Bud9H/BFR1xPMeP5m4GfAf4Ig+xnMA33x/K+fz3v22BDs2I4fzXm/X8W03i/\nLu//I8D/OLrW52NB5OvK93X53HuYKaH8vBiD/ncwx1wPfBSzu72ebNTHbG+rTrNyrqewCIyvXrnm\n2xkcYQ1mJ3sS0x7+Sr6WjPfFOp2vH53jBaO//wrZobJSPy/Jz/QiO81um+vTMJz//7IVhv8V8O78\n3WN530dXntsvYs6oG1hD9w25rNeB775dhvP3n5fvYR9zSn9NZvufYREcf5PBafYRzK68yvYPAHuj\na34J8P/m6zyJmSz+G2BntM/LMa31ScyU8ptYhI0f1ccNbPT3LOYj+ZI7xfYmwPnK/ED+AHjDHbpm\n8Ur+FqMwEMxe9tt5+0+vPIQ35DK+h+z5P8PyvDQ/1N/EwnnekLc/AvwSFjrzS8DDebtgGuwf5PJ+\n1m1e/xXAH61s287QPjDadlfq5178ueR6M9g+okx3je3Lqb0XUERkC/j3Mfvb8zB736+o6jff1YJd\nyqXc53IuNlwR+RIReY+I/L6IHLLvXMpdF8GcGE9jw7J3Y/GPl3KCXLJ9KbcjZ67hiojHhlJfjBmc\nfx34KlVdOz/6Ui7lXpFLti/lduU8NNzznsxwKZdyt+SS7Uu5LTmPJXbWBQp/zupOIvJa8uwTmU4+\ns/34M17q6iwU92HZ0KN3WP1qNWrvmEOXQ3yP27kudrp86qXd15RlfMqyMunNVIyOLnqr9zmS8LGn\niTf2znFt8HOXS7ZPUw4ZQ3fSzheL7fNocE8VKKyqbyIn+p2+5FF9wXd9422GYZ9wRT188vFDXXro\nMv6ifL98QtUVCI7Yr+6bBE1iSzc7xTW2+qqmo8EWpzix5Z5VD9+DqqAr59DRPhrFjkn5WK+4NlKW\nhC7XElcOlqU60Sj53EcAv1SY8ikr/w/bP/zdbzzhJBsvm8k2rGFj+PtOsi0+Id72Owu2UUHT6Frl\n+zjiMt07bJ9Hg3vrgcLrOsZbkVP0SKuma9URmCrLYGIPuwCnq423ZBgrmGW72oOO+Xr5+HIeJ4q6\nDNeaMks+Rymb6ppr5+vVqivlVsCRYS1ggkZn5ZDxvjLUyZqG+xBg6+QYGO8j2Uy2j2lsy//Hsb28\n7+2xXeQ4tkVOz3Ypgx23hu10i2zX+lj5XFspZ8f2eTS4vw68TERegk3H+0ps9svpZXWkfcZyKXR6\nRAAAIABJREFUlJ+wbBdhVJll49Doimh9aPXByjKMtfiitu59kqX/nWjd7yjQjGOpYK4TK6quHZaJ\ngxTK+RW8ViDX3vsY+kMjhPJ5xIPRNX/fX40t3KdsF1rvFNua6+C22Y73Httn3uCqahCR12HT/jzw\nw6r6L8/6OjdXqNFQRNdvX9p9VMPCeo1gLYz1mPzpUr7GcA7xmjUGxTklpXpRg1d0GIrlYVV9Pcow\ni2Wulv5eGjIq0grJKSm4asZYe+Bw8/lzvdZ95P6H/paj97tHZSPZHsmFY1uEJEezfaihPo7tdfV1\nDmyfh4aLqv4sNmXuNk7CuWoCh2w346ddhhwrMJah1aEHOer162lcwrnctYoS8Rk8xTcR53TocUUR\nJ0ugq9qQSUWQQ9TrUvUMxw3agIz+jk7sZSjlO+plVBlgXKcNnKQhrDv3aYZs95BsHNtrG4o1bC+Z\nFDg3tps2DlpyOX6Vbe4y2+vqaGnno/6+fbbPpcG9JTnBtnQml1it7HHDMuxVgZQCphhM5f9DTOZe\n3Qz8DhXFCTRNwrlESo7glBQd4pS2jTQuEZIDPKiSxudJDtwAxyEHSLFLjcpi5VuGEsgvhkMkmb0M\n0OTKnR6qj9rYKqcD6bgh1iEg7zsTw+nkPNku3J3EtjIMuc+R7aY5BdsM2uxatlcb3TVsD//fIttL\nO43ktOaDW2R7cxrcs5J1lZiBse9HQKZRJY0AZAygG/X8otU+tXT6qvgpKQrOGxTOJRqXwCW8c6Rs\nA25cQlUIwRODgepU8dm7GxKDMyHZcGzc+K7TQko5Coy1OhScS4gIXdfgvZWH0uPnfVSz13Y05Dt1\nXR8FZFVOLmhDe6flHmG7nHeV7aX7GGm2Zf/7ge3NanBvVxM47aHjSq/d6AqQbvRwc+8onmqfWmfI\nj3HoPUWgcQnvFO8SSQcbkxNl0Tf1ui6Hxhg80HdN1kypqZWFwxrv2AY39PqHy1b2b9tIt2hoJ8Hs\nawXMAuMSlKVeTqrL44dZFcjTasyXsl7uI7brtUdsw4q2e5+yvVkN7q3KcTcrK9+vAjmyLS0BmRs8\nTYIGCzcRVdwk4X1a++BV3RD3xzCsb9wAZFThxnxKjDb08d6GYaqCd4mY7Fo+bzNbrsvmg5VYwjzu\nEl29SZY0ATDtIyWYTAPOJVS9hedmbWgAE9YORU8j64A8bvh2KSfLprE9agTh7NheG9p2SradS8To\n1rOtbBTbm9XgLnkhT3nMSUDWz9FDXb3O2K6VgaxQxmGyQtNGs7/6hBMlFVtqOZUABFIBLgd3KxCT\nw7tEiJ6rW3MOupYuNDiXmLWhagZJlOm0r0CmlG1a6+JioY4KdATmeOilakB6UXo8McqgPWcNwBpd\nloFcqtfx8PTwy7G0/2Vje7JsGNviE75Jt812TO6usa0q69kuDe1p2YbDfJ8h25vV4B4hy3abNQ9n\nXQNwVM8la/4e27NcHlblIZA9dOv5J5PArA1Mm0BIjpgcSUdlconW298hOVofmXjrzVuXTMtUG0A1\nPiHS03qzhTlRYnK43CjH5HJYzVDgQ/GEeWNSwakuTc6oR2YYQz4m9B7vU9ZaWG/TGsMko891db2q\nYbEGyMsG90hZO8sLLtnOGzee7dX9TpDNbHDHnc4hI/5qj7jioR3becaVWU+gK+cftknVABLem2PA\nZXuX9zZ08i6ZT0KFSRMymMUGJcQE0zaw6Bv66NluewAcQ1B56yMKeCf1+3lomDYBxZaTUPIwTpTD\nvmPqQ9Yk9eXRDKY51rRWpWLahKrgfCIEZ97cApHTgbWw+sJzGMzV72vVrjn2uIbjIkpRRE8zlL1H\n2QYL1yrfLzaV7fH17hDbm9fgrgK5ei9LNzyKGR3dvOahlMj4AJbsq6vXLEA6MY+q2bIU7wMpOZwo\nu7MFEx/NFpU/Jz6SskfUQFW8KH7SsztZMA8t221Xh2nbbUdMjiuTBX3ytC7iRNlqeg5CSx893ikp\nKUlGL80I/OWeW9EESaR6pgv8IrrEVoyOGLzZufK5NDqkSaY0CWjSZQ/3urrPfy95aNdBPHomt+ML\nvW/kHma7yElsJxV217C9iA2L0NwzbMOaRnb8/S2yvTkN7qh3Xjt3O4vVXe4Zy8OpXslyLvtRARyH\nPbODSWhJWxbAeRtitd7sWd4lFr3Zo2Jy9MBB37DVBgC2245FtB7f57AY7xKti0R17E4WOFFC1hac\nFM+usNX0VYMAaCQRJdvDnCDJ5TKvh2Q16YfiSCREHM7FpVsdz2lPuhIm8/QE3QlDJRx6NisP4FBB\n1my/bGwH2VC2Gx+Zd+2p2AZOxXaJwV1l26GV/XNjOzf8Z8H2sREIt8H25jS4WZZmvMiaAUcZYsT8\nv3I45EOwE4ha6ElrPXrJYlSZVIE0XK+EnTiXloBsm0iIjkXfIJN+aejUuMR+74gZuL1uwqQJ7GvL\n87ZvMI8NffLMQ0ObgW3EylNA9i6xiE29fzfqxUuZRu+R3fYISE12UymBw6Eue4Fz/dUhWK7TFBza\nO6uzILgeYu+G+h1/rq3/XAbRE7TcEZDrwL1gcsn2ObMNG8/25jS4ZeiTYawJMGTZ3pWSzXgRxzAv\nOwkSBKIgJZVbo2iDJbUAxA/p4GB4qEmkPjhxebiV/y/xhIu+sZ69iXTBhvxd9Dyytc+zi1kt2/5i\nwrQNHHQtz901IBuX6JNHgEX0+ORIPjJxNgUyqiMlP3JUDEOn8m7V/x0Ux0LJsGQ3kzWhDHNK9iMi\nh0DWJOjCV81JeruAO3Boo5aFqTkFPatvSb3IGpovemN7SrZVJc/YumT7Ztku+x7Jdmudz91mezMa\n3ALkKEdmMeiXz2K7idERApB8jSGVIEg3AtIN50UGIJ1PQ9gI1njLCILxcKsP1kMvepvB4lQI0VXj\nfB89j197gK2JOQa64E1zcInZLPCRG7tsT3oUaLNdKeaYw3HsokNJCH305s1VISbH/nzK1rQz55oX\nIg6XIDmjQWPp0u0eB3ufosmRkiX3WE19V+1mWJ01NxwuQNgCnQzD3bVjpQLcMZrAocMuckMLN822\nMX1vso1LNCtmhDvFdm2gndlpb5ttwYw7Z8z2ZjS4DOEqxYPq8wNusgc1JiFEj7qiGZB7vwylZhgF\n1Cvq1WxbPkOe7VcFcutJcw9YwMeCt6cucdC1TJpA20Tmi5aYj229aQIx2cvhnbIIntZH5n1D4yP7\n8ymSbVveJfrcw6sKCeiTo/VSHRZl+NXneeAhOibZjgbUlzNBtmQ5VPVIB4CSYxxxS3bCOrRsLFep\n7AvqQToh7oSqMZlHfOWE6+TQWHBk91op0MW1424e2/O+ofXxzNmOydGLHst2THK+bHuLSlhiezdY\nQwynZ/vQhc+G7Q1pcM2g3zSx9sSzNuBzr5iyh0DVelORognYjzpd6vnVqzUe3oK6K+Q5qHusVYDF\nDbY+mmNBlHkO2u5Cg6pNG0zJNJCUhBDsYTdNJCm0PtJHj4iyt5jQZ82hj6naw1Jy9QVLKoQMZEjD\nsnIuPznvlEnT0wWfg7vLzbr6W9VByThWQn7GT34lhAYYzjMxaNNVSFGIOw6Jgm7FbC8cwVnshmuH\nWCvOhUtZK0exnVSIa9gGBrb92bMtoneNbSewNbnDbAdBdzeD7Y1ocEVgMglMmsCkicwa6wGX4m1L\nUow02H4QYAxkPaFCo0iTcF5pmsFRUGbIlIDspELjEtttB0CffPWm7i0m1lPnBBkheLquQaMw3eoJ\nwaNtQFXwouwdTOz6KoQ+D9vyy5aSo20D0zytsctRDWCOhTYHkS+iZ9KECvngFCiOBnDZDhUVI5iR\njXBFSrKb8hI6pzgXidGGZKl30DvUKe5aiz7UDUuPJB3AXDopA5DFhlWcCEcNuy5og3wrbJdprfcq\n28WEAIfZnjaB7gKzvSENrjJrA1ttX3tNKP0eS+ElkCvaGXTqZPDiFnFY79/YvG2fgWxzmJfP0BUw\nttuOiYukPNZIKrg8m+b6wYQYHJNZIEYhdQbbfG+CeGVfJjVVnXNKDD479qxMSnZUqeB9IiYDXDLI\ndj821xxRpgwzeZwMQzXnrDZizC+JU5xXlhNKD532ULdUuAvg9qJZPKQGgUmiedpQiIxe+qVKH/X2\nh4A84fle0MYWzohtGOr4HmC7RDXY/VyyPZaNaHCdKFdn8/qQYACxBF7bwzGvq03fkxpiUo3m+XBx\n2VHQWO6Dol2UBs6NPkssYblWn8yG1UfPvGuzI0Hpe289JtiDjA71Ssy972LeEktIirNFIsWDRiF5\n6nCvSNFwynYnikNpfGJWe3nHgWvpoicmYR5d7c1L8Ho5T80gprLkAV/NslRenq4zs0lqFD1wxKlW\nx8ypZAzkSRrABZZ7lu3mku3zYHsjGtwSv1ek9Maa7bcFUJ/tNE7s4aUMZJnaZ8dYL+Zzjz9pDMoS\nJxhzwHXjElNviTXKtcfXitmuBTkULXtOtcT05aFJWHjCwi/dT5m77lwye5sKTRtHL5DYEiX5mls+\nWB24xMQFc6hIIqjjhp9yo5uyiB6XR0JdtsMNYTJu1GuXYdrgkCj1UsKCUtFIorP7EtBpwl33SKOk\nANTo+hVZtW2dAKSMwL2IcrtsW5KXZbvCmbOd1rDdC8Fdsr2W7VIXt8D2RjS462Rplooo5KHS+LsC\nrX0u28W8UxtqZRtSmWaYnCztF5IjiWkUTpTW2XRGn8N3kktosGrSnN2I4JAk5sBYeAOvyQlBmpSB\nHGIfwYBY1QSK9lFekokLzHzgajvHofTq2PJ9dkTMGHy75swI0ed1pMj1YS9nuabL9SVY5ENxnCRR\n5jdmuEmEmO8p31t8tsXt9jYNUsXmnwujkBqO7t0vNdpTyZ1kGzdc50i2dfPY7qPHr7A9ONnuXbY3\npsFd9UI6sVARs/ccf7cFzJAcXfT2AERps8Ng4iMTF+p5utjQ5eFVAb14VaO6aneyud2Wwi4tvIWW\njDszxbaVkJMCgx/iIsvwqABR7rU4NZwoffLV0dE6K2srEZcavCgz33PgW+scomOSHS8Fcs3nUoae\nfnwtVWGSA9ubPGTFWYiSbtu5UueJXvG7/ZJNS3JokrY5HAkOz8I56pmeNCy7IHKebM98oHHxSLaT\nChMXbds9xLZfwzZwKrZL9AY7wZSQDWL7xAZXRF4EvBl4Pmbrf5OqvlFEHgZ+AngMeB/walV9WiwA\n8I3AK4F94DWq+s5jrwEr4CX86J7HdikO7ZuPUOFGN+XpvS0W84k5FK7usd10bDe9aQG5VnrfE5In\nqKuhK0kdTQb0ILXE5Gia7PF0irQJ7Vx9YCU8R1pLB2d2rWEWkXOWfLkACdYr+wzu+JH20Vfto4TB\ntS6Cs0xLMMxjL2nzyvn66ElpANWemRYHr83uzPU1aWDetTmOEWLwdXjGJMIE4rWJaTE7vU2TbNTi\nQ6NUbekkqY9nwxvb+4Ht3XaBzzZSuDW23SRao3uLbDvRtWwnFdIJbJeoirNkW1WMbZf3vRW2j9B2\nb5ft02i4AfhWVX2niFwB3iEivwC8BvglVf0eEXk98Hrg24BXAC/LP58D/GD+PFpkOXN8kQKRG9nA\nTBM1oAAmLjDx1pj20Ztda/eA7WnHQ7MDnjO7wa5fECnwCYvUQAYToFdHl5o6nCuhK0Nu0uy1NLey\nfbY2zHJtqsObpo21129HYTpjickxbUI1YRTbWp98Lc8iNSR19Oo4iO1SXYRoc9vrEKp6eQcY/agu\nPYOWpKLZvuUpqzzYSyVDqr4HF4Te7l0WDnYDGrMNO4nBeZJdizXfryhQGyKXbGu24d4ltpPK2bOt\n5tCT8treCtsnNbZjuQm2T2xwVfVDwIfy39dF5N3AC4FXAZ+fd/tR4O0YlK8C3qyqCvyKiDwoIi/I\n51krgjJxYWnbuMcPyS2BeBBanjmY4Z2yM+l40e7TPGdygxfMrvHE1lWCOh5oD3jO5AYPN3v06tlP\nE5vbrcLUBXr1JBdYpAanSlJHp75mPjKoEt47s/mI1NyaMrEYSJsDnmgam4tenBheLCVd0OV8okAd\napWhl6jQ5ntNCEntXpO4DKzdc+nJnc2BJKpkDUBIyZOcY9r21UEBxoUBnWdJig1j53FigeULTxKz\nZ7lJpGnshUJsCqV/7j4xeDtPcKbhR4/0NtU0Ndi+SAVOGYO5udotXLJ9M2xP29z4bxjbXjQ7C0ds\nC8Y2cePYvikbrog8BvxbwK8CzyugqeqHROS5ebcXAh8YHfZ43rYEpYi8FngtwNbzdmtFDj3/cCfz\n1PLMYisb/K3Sn7Ozx8RHtpuOq82Cl209wbZbcG22Q6+ebbfgQb8PwJNxl6iOBQ2LNFm6Jy9KSLIE\nUMzTFS00J5fXaY6RNDuWb6JNh8yzhtoc1L47WTBxkcZFQvIchLYCtZQuL9ufEIMxJGdzz1XMk62m\nnRQwG5doXSL6RBQgOpqcnV+AxluD346C3mO+XrH5OXFEgZ2dOV3fMO9dzRk6ru/JJKIaWSxaZrOe\n/WdnNNNASIL2No/dNIKcRCU32od4GWkLG6jdLskmsj3z/U2x3Wu7dE9HsV0axvuBbaDG9Ra2++A5\n6GdnxrZyOA3jrbJ96gZXRHaBfwB8s6o+W+Zqr9t1zbZD/YCqvgl4E8DDf/I5WrSAGk+I9ZKL5HGS\neHB6QOOsgd1tOhqJbPmeK37OA/6AxyYf40G3T4evPSfAs2nGM3EbsNi/8sA8iZSXDXViWkjSthr4\nbX+pnlgNNlQRR42BbL31/Fttz8RFtpqe7aazkJzsiZ34QBeHau7ScM0yE6iRWLeVJB/jWnSSaLD8\npCX13bSx8jXJUus5sborwfWS7WduZGfzPpJcGjSKBxPdwuIxm9ZesuJoAeGBK/tstYHtacdTz+wO\nGawUy76kw9OuRR5pAMcTsDlyv7Bd5Di2vUsW+7ohbDcuQrp5tsn26aPYlgcPzozt+vcZsH2qBldE\nWgzIt6jqT+XNT5ThlIi8APhI3v448KLR4Y8CHzzu/A6llZQfSqpggg0bnjO7gRdlxy947uRZHvZ7\nRBwz6bjq58yk52F/g0fcgk4d17XlmbjNXFv205RWIg80+7QpcC1s0+NrL98Q6bFptqWhnTU9ITl2\nph3zrqUXaBqL7RMxh8G0iexMDMBpE9htFkx9YOICUxdI6pgiTF0kNIO9qnGRLjWm7YgB17iEQ+mS\np0seJ24pdtPqJeIkMfM9SR0JYREaDkLLxEcWobHEz9mB0qlf8hbXsJ2cyb88fpn15hgp00Lzd2UJ\nbAW22569Wcf+tR2YJmN9ZJaUshggZUmU/MU9oN3ea2zva8OTceeW2Z56mza+KWxD2S/eFNswNLb3\nEtuniVIQ4P8E3q2q//Poq58Gvg74nvz5ttH214nIWzGHwrXjbFy1IC5mMA1Os8A4tlxXe/vntdd4\n6eQj7EjHM2mLViJJHVfcnGfSVu3t93XKM3GbTs1ZcD3N8CgeZdt19OqzeaEhYVqGU6GRHJyde+VF\nbJj6yDw0FeKYvaa7bWeJSHzPlXbBju+Wyo5ESzuH4tQ+F6khqKNxHfPQMvGBkuzDwnssW/5qYztx\nw5TQLd8z9YFFbLjup3iXuNFN6wtyEFqmjZ0rJlf5qMHko+FYcUCUMCERxeekITEJMVl+VFv0z+WE\nKYqSLMYRzPlWLF1DMQd+4Fgn292US7bvT7ZL41rDJjeI7dNouH8G+Frgt0XkXXnbt2Mw/qSIfAPw\nfuDL83c/i4XN/D4WOvP1J11AxLQAA9N+nCitRGauZ9t1POD3eHH7FI81N3jYNTyTrvFEnPBk2uED\n4WH20pSZWP7OvTTBkbgRLYGyJ2sXKPtM8JKXCcGmObaSSDIEYhfZbjq61DD1gYTgxRIuX2kXbDcd\njYvsNh1brqthNzAMqdBEEqEFcHmWUYKQh2NgWk6XmqoJNC7RldhFLJ9ogbR1kSvtnFYijQyxl+WF\ngSFofNbkufs5PV4BsvztR6E4BcySwcm7MiAdxLnE9KE5i6dn5jDYCjYMiwLBUZJEk210m+wsG8k9\nxXZEmKf2ttl2ovc12yLKpInEpKdme/bwnPlTx7Bd5DbZPk2Uwj/haM35C9fsr8A33kphPIlWIrt+\nwcz1tBK54g+44uZccQc87PfZFmFfIx+LLX8cHiRhHth5armuM7bdAoCEY+p6FqmllchcGxKWhd7n\nhzxz1kDXeEVsWFSGfQl72Ffbue2njomzmT2l19/yfX2RevX1c6FD1RYPbdEsb/RTdlsr5yxPwewy\nPBMfq5NlnHCkGcURtxJxOVD7ILbstosadlPgLCnygNqwlgTQZb8y1CxDM/XLmm/xAiuwPe0J0eEe\nUbqFOUtSFFIe3pVA8mPDxTasAb5TbFuDeMn2ebJdtOmy362wLcexfQy/N8P2Rsw0Gye7aF1k25sX\n9oqbs+MWPOj2ueIsxdxTCfZTw/vDQzwTt7kWd3gq7PBws8fU9cx1wiIte2vn2uBRIkKvJSGyH4ZI\nDnpNOGCahziTDGJxUiSV6jBwktj1i6qpeEnZVmdZmfpsPz2IE7NHxabG03bJZ1vV0LuX4RZQ4SzO\nO9MMypDUtIte/RBX6UJ9WbrkcWr7zWlpGOAqM3YKcIJpDH6k0afQMPGxJpeG4YVtcihRkW7R2jpa\nIZOWBAkcDpfZsEb2TotmT7xz4dRs/3F84LbYLg6007IN1IlBZ8124RIu2YYNaXATFrDd5NVAATpt\nmLmOK+6AViIRwaPM1dPheNDv0+eetlfP9Tjj9w6eyyPtXvbu7pudSRP7acI8g+olsUhNtkFlIzqD\nfco1i8Ply8Oast80T0+sQI7sUn1qqiZQwmcaF9li0Cq6ZFCNHVsh+aVe/+nFhIem+wan2hzxYiur\nnQAWZrPl+3p9J2qQaiCor06Ski8Csgc4JxEp62BFdcyasATuom/ocjL2JidLKcu1xLmn3e4PZcaU\nka1Lyq8SNbbJ3rNzklth+4qbM3cWvnirbLdyerbLvvcD2+km2C45p+8k25vR4KqwFyY4sWHXIrVs\nu47rcYsd6ewh5+GTR9mRgEdJ/gatzOi1Ydt5erWf980f4aVbiZmY19OjLBCiWq6ENoeilN60gHYQ\n2wrJdJR7oTg5Zq5nKmafWmhjPX5q2faLqmUU8dgwMmQvcaoRA4mJsyHcPNiLUqZhlhVTnShXJgvz\n2KrW2TrOKUk9HU0FsXz2yePy3ylrHBYOZGUqWkZUYbs150STbYtFPhZ36+wgMA0gBMfWNBKTo8vx\n+zE6ZlcX9F2TY3CxzxxOJSXZ66Xcl2y3Egm4e57tvvdsTfv1bPf+XNjeiAY3Jscz3Va1BxUYJm1g\nri0kmEnPXBt6bYgIV5yFzDifmEjkI+EKj06e4rf3H6WVyMf6K2y7jpnr61BrP00y4D4Pmfo6Q6do\nBU6GWA+POSAAtqXDofV8LTYEi9jQbKHeemm1paMXqWGR2uq9jXloWYLQQ7K/D0LL9cW0LoMSO+GR\nrf0aRlSklKNA1CdftznspSpDPHOK9NlpYfc+9QF1FgS/1fRL8ZEFzgenB+yFCft9nm/vEkyMxBJS\noyq2wmtvafRcA3Fqy6JoyKEzAmUBwCoXULuFe5Ptac7ddaHZBlyjZ872ZjS4KlxbzOiTp2t97Yla\nsWHYjluw7RY1CuF6DpuZp5aZ63EkHvT7XE9b/ImtD3E9zeiT3dq1uAVQh13F+F+8svZgHVGp0yLH\n5gOg9vzbfsG1sM0VP8/lHq3ZhNo0yzihV0+XCpz29zy0S9M3GzGPbckANWssb+iOizSjEKL6k+1d\nxenR5jL16uyeXKwhMdMcaL9ITYXOeZtGOvYCh+TpoiO5mEN6Yk40MqHMUe+6hp0tG4o6wWbkYA1G\n00QODia4NpKSzV9XBfLCh0ve3Yva4N4DbHtJTF1/T7Hd5wb+3NmenC3bG9HgpuR49mBGFxoWoWEe\n2zr1b962PNDsW2iM69lxC7wkPhquAvBU3K02qAJeK5Ekrvb+89RWyMrQrAwtikZg0w6HgBHzdC4H\naBev8LW4xbbrajjNtbCVHQmm95ZhUgmL6aJnHpvqRb7SLiw8Jtu9dls711ZjL11Jt1cby3HsYrYq\nOUkEtaQgpa7KS9S4mLUpm87rJEGeQgnYCxNLILrWZNUhOZ7c3yGpZTATYDoJeKe2tLZLRBWuf2SX\n6YNzmiaBCinktaNmieQc7gALqXEXtp2tssp2l5qNYzuqu+fYRsukh3Nmuz9btjeiwVUVDg4mhOBZ\nBM88NGZXSQ0HacLTYZuHmn0+rr2eYxLNqztzPXtpCsCOW9BKYD9Nh2FWnBBxeJJtU6rRHxmiD8aW\n8QK4QWsQ9eqzQ8IcGVEd+/nv/TipvW51AiAEF4dMX0WbyLN1imPAy5Cqb8f3NC4uBYIXoIoXd1hG\nZTl4vB15bIvXtwe8WFD6zIc6/Eoq7McJN/ohp8QiNDXGcRE884MJ7SRQ1n9SGssoll/k9uqCpkmE\n4Eg5SLy55gkPRgiCOiztnTLM1z9i2ev7XdaxbQ3CJdsXke2NaHBJEBcejULfe/q2ISbzUjqU2NoQ\nrHWBmQRwMJHA9bhVU9M9GXcNHpRFaqtGAFQb1iI1ljFeRyEho7i8pMJCm9oDRx0y8Lcj+1KxKUV1\nHMTBm1ziBe07C43Z8j29+BraklSY+MAs9/jz0I48vsMU0CIlntDl8Jzxd0UK9GX/Ijbc6lmkhkke\nWpV7SDkmtyakZuj5VYXFfMJsq8P7xHzekpJje3ths3I0L/1SljFZeNJEaZ7NzovthHo1EGMGMo6X\nBLxAch+wPYRrubvKdjv6/l5lezMaXMVuLIotDZ1stsh1b2szTb2lmrsRZ+Dn9Dmeb9stqk0qISDU\n3nnmeuappU/CQZwwdT1OLPTE4DXvbEyu/l0kKnhNFeZibys20TJsM5tY4tkwIyTPtX7GdtMtxTe6\nOmxyS/CEbLgvQeLBDWtftZLqC1mA9AXM0TkmEuqMnQJsGUJ6BC8xh4DFWqa9MOFKu6B2BYX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Ih8b67Vo6Jr/NZvUH0WeBbgxhNPa+jMgx9dEwh+lAYQDUi0oYuLMMkTTbRNhTiAGgMSIpNJlyOu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\n8rxbVZ/YRGG2VUa2T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"text/plain": [
"<matplotlib.figure.Figure at 0x2aaadbf0f390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot March 28-29\n",
"f, axarr = plt.subplots(2,2)\n",
"axarr[0,0].imshow(A[27,:,:])\n",
"axarr[0,0].set_title('March 28 Digi')\n",
"axarr[0,1].imshow(B[27,:,:])\n",
"axarr[0,1].set_title('March 28 AGCD')\n",
"axarr[1,0].imshow(A[28,:,:])\n",
"axarr[1,0].set_title('March 29 Digi')\n",
"axarr[1,1].imshow(B[28,:,:])\n",
"axarr[1,1].set_title('March 29 AGCD')\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x2aaae529a668>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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U4TzoOlexDbmumQnQF77nMstlHJsk53luueFo1nG/XtBua05PTE1hPOJhD/Uy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\nAsU3ud8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2aaae4f35c88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plot March 30-31\n",
"f, axarr = plt.subplots(2,2)\n",
"axarr[0,0].imshow(A[29,:,:])\n",
"axarr[0,0].set_title('March 30 Digi')\n",
"axarr[0,1].imshow(B[29,:,:])\n",
"axarr[0,1].set_title('March 30 AGCD')\n",
"axarr[1,0].imshow(A[30,:,:])\n",
"axarr[1,0].set_title('March 31 Digi')\n",
"axarr[1,1].imshow(B[30,:,:])\n",
"axarr[1,1].set_title('March 31 AGCD')\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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