{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Title: Color Descriptors\n", "Author: Thomas Breuel\n", "Institution: UniKL" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "from pylab import *\n", "import tables\n", "from collections import Counter" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def crop_black(image):\n", " gray = image\n", " if gray.ndim==3: gray = sum(image,axis=2)\n", " yr = find(sum(gray,axis=1)>0)\n", " y0 = yr[0]\n", " y1 = yr[-1]\n", " xr = find(sum(gray,axis=0)>0)\n", " x0 = xr[0]\n", " x1 = xr[-1]\n", " if image.ndim==3: return image[y0:y1,x0:x1,:]\n", " else: return image[y0:y1,x0:x1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Color Quantization" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "hdf = tables.openFile(\"1k.h5\",\"r\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xntV6MhBOuD5qxqPjQi1wWCprMJxViWPcyCTpGUFbSiUAja1iMIDXKoC2fk/M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/AAAg\nAElEQVRx8wgWU9ijyGK2zEjwDGgLAD/a8fEZ9fEQjageG5+WzvcW+CvAL4ir2AHxQGIHbZiYL+Dt\n365csRCLDbYN4xCAxHfpFnWMEXS+kSPlJSKv643cgkoggDTXeUD5x5rwPQo//ftueSclvvz2yucW\npeeZbfAu45SjG61LpFbBOcY7HW3jvNoW7brR842SbHaEXjpZzFvaYwr6E0s81URtGSO7k/x/mXvb\nUNvW7M7rN8bzzLnW2vu83HuTW7dugulKC026QQhN/BL9EDEVECSm6CbdEOggdCjRpgXBBI0aoiIV\nFXzBCA0GLRTFfIgkgkqs1sQ2oS2hiSTpTre23ZWkXm5u1a17zzl777XmfJ4x/DDGM9c8t8rkpoJc\nF5x7zt17r7XnnM/zjJf/+I//GIW1LUGU6/AK6yAroU8TWKIzMfBX37jCEtBAwkNbMQky2snJ6ilu\nJAIsGZXUitcZpiyICYCRhP3Y8JpGfUzsgcQmxyEeHbphrFYxvnTpvFoaC4KWGVNHk03RdAKOUJbr\nIUnMPJq14vlGVDsO2fRSdDToa+zgjqsi4ojG4+vXv8dhhMEusV4p5cBxPnE4Lny+HHgulllBGvMU\nXWMceq2ZOexhs21Xhx+YhGkqPC3wF6Xzq678d0aKoGQIJJ7GzK+sii3Sr/nIV2Qt4C3WxFL6tylf\nMeML4y3IWJjrAdv2aY9n6JIGXdPZJ6ODBXdFgosZz3Kc4Q2iGVna1WBD0ge3Z+CbXZcR2bukPj3B\nRujCujh3LxYq8LY6z7NYuSOHx97KIujSO23tKddg25Z326krwtawtzVXeU+J9Rz8nZLf41lthnlk\n48OZ7O3V9kzf91z3hdJ9Jv8BX9+wUf/Yxz7GkydPKKUwTROf/exneeedd/hzf+7P8bnPfY6Pfexj\n/OzP/iyvvPLK1765zNdDJKRXywqnhEFwLSBT/r++fG8v3Wviay9tfjKVyUM7vlc0/tTKJuBjRkQy\nHdhHbXa9PodRgQ/jbAGl4Hy7FP58hc+/caAU5fmDIpNe8eaxWcXTsGRqN4z6dlh3izYWeo+pu4NP\nKJWqnZhB3VA1qhcmm/K51oiCS01YZLxG5JD3bB2xgqghGOolPd9wuBmtm+eBHAfJX/481VirkkYd\nj80ugkxzGvWa7c/JyVUNXrYQ6zNs5Ybb7taMcU2x1p3Ge9ap3bhs90kcMgcpB+CAW0g2xzWmU0GS\n9JFiUeLx9RIGZzRxXTVK3r/pRoaY+3Xjh/u2FYdRr0X5J/rEn9IJLTOix8D2S0uMPDODOpx2rkuZ\nQOfILDYnk/tHEmaflMMUCoq3IlFuDFH62KMaxifqTxEcbIJ2eUbEjaldgM7FheYzrZeIUO0QQaX0\nKFKrsLXPv1y82gVUYxEzU6SFYU/nEmMfE55hrGvuc1vjfZvTkBHavvR8t5mjW0YUOd3SibqYC9aV\ndg4Z6JFAXA1n0Belt4AgtYfjaB0vY5LRzvFsgZ8jgwrqSQvNoT6yZURXnH/cFshLO+ia0fj2HPbc\n/M0e7LPGwa//4IH6N27URYRf+qVf4rXXXtu+9qlPfYqPf/zj/OiP/ig/9VM/xac+9Sk+9alPfe2b\ny+FqMMs1Av+cO/+sFk6jG7FURtvs1ZhnKibxQKPVdkSOYxHIh0IYFwvGDKnB7TVv2y3apDFEohnC\nJUSbBs43lOVkgwbyEuQ6zoriHGaP81lriH2NaUd57R56u2mwrhHTeF1nKO49ssTzSX1yswkj9LVr\nKZmYOd0nmkyYHsEL4gUvNYYfD62O4Rc72R6dY990Rd258cK3mPA7UrmkNoiUEhS1EVhx3ejXolPC\nQyXSSskGGZECdYZpCghG46CGGJLgus+kZDvI3vvGMgFJEoATZMxY66ZOQ+miWNUckOEh3uZTwE5a\nIhvBr5h0Ug7j0CoD//Uy1iKN19Cw3gcKPqL6dOz0NLxp2M3IobOgcNDGj0vlKcrf6cqLh0KvFabM\nvgYUUqYN8ouod8qvTfl7dhFiEaTCNCvTpCwYP62Ft0m5ZdfEeA3pPWwQHQksMFGDzhu2cugrl3bh\nqA+0PrF64dImJqusq9C6IdpRSw69kvowxtaBObzES45eCLOyxtnLUYUJfhOGTrIwHftJbL0Wqrf9\nNRxynIvQKgqvGclBOL0mcDHoy3J9Bq1i3njDCzPCl1OzHelIX5C2RDHTOxPGROeiD+BT1o3SNtn1\nLLo5aA8H1BsxezU076NsNTKAPCNGrutwrCOKvxp0Ri1iyxwPkc1vGWFmD3tY5gO8/kjwy8vym/AL\nv/AL/PIv/zIAP/zDP8z3fM/3fH2jPpXrQZMSXjAhAZNKJ4S+Qk88pKW2DTOihtR5vkZ4AH41wpsF\nzs0whioUhVnifWb42vPzJkba40XTICTWpQOnTEMjGsaMgC7KDMd6jI9VSwOeAzzGWuYczLDdwxPr\n1zyal426Xo06grWZzpGuStPOTDTGXHzm7AdcDvjoeFTFdLpuoJE0iATmbcQoQZRJne924VMi/BlR\nfkNGthIZiw9nKprBum3P/NrWHRG+yQRTRu/THBhwZg04eF/DGJZhZMvLBzmbPq7BcXbO5vfFhVpj\n/cwjo7Ns3XcXsIpRE14aWZAC9Xr94myRopDRchaJ9xlZrs/mzDbn8P5Icji3K6cYAk5bmvPO84Xf\n/coLepngmBlcMqCiiKsbqWOvmSIqCQME4yh+dRRHl+70UhhiaqhDFaTFuXAFL+Ggxsg1syji/3i/\no9oD/7YMYWADX7FVuLu7w6dj6NWI4+0+93L52phjrP0WYIektJkHi4dj2HGdAoocaoY69nny1kfm\nw8gw+hbZimkY1H2kqteCsCpIMe7P97SHB3QNGPWFwr8qxueBH/d0wusl5n/agvQzRZSjwqHApRi9\npQ7TNkqT6+9NOyO57j60Ya5YS/7ZR+z7rC+Nue/uZYM308lp2WmCZVD4kgbNB3v9kSL17/3e76WU\nwic/+Ul+5Ed+hLfeeos33ngDgDfeeIO33nrr67/5C38bBs709E14+nqek8A31y1604Rerhh8qMvt\n0zK5eke/Cu/4Bmd4bniNw1uzUKEC0qFJpuJZxd7E79ORqG7pbPy6YdgFxKIbeDK+9aM3nLXyxXcX\nDscHFivp9cmfH4s+pHgr+0Lsph29PzXDwaRR7xxYxLmTia6dk1WOrKwyc2HKKE8SxZLtWYBsjAjK\nuHYJh8rKQTt/H+Ffa8IXRoSQhklqTWiwBN7rcMUV8zoHZi0Kaoj0yIiy0OdyNeqgyRrKhp9SGRLL\n4iN6203AGfg+4/cKXYSzO00EqTWyoy4507EilGSN6disEf0OJ02oII7yQEifZnamCSGNC9gHoRsk\nkviuNDZBKAqSM2sd50LlJ4vyj6zOo2crb79ziX09x/OVZrnfUp89U/jrlJtdZIeHz1FwM9al8aAr\nLyaB9YI6zMQMANueU1A3jwLezqzmdC9IX/mF/sCNXahA07LBTtYay9I4FaAby5p88wEDeFwjw+mO\n87VxuPNBKZHh2YjMs+gOXCP83XkdDhwL4zsi+pFNQWqo7N5raQyJ/pKH1mktNXuy6/e/sM67ljWs\nhEsVmCK6YHJhcqPKyq0X7sjzrHlm2sDJx7lPuOZ9dY6xXJvz37f0vv81DLpvb2fAneiU+H+e3bu3\n4f6rL7/vA7y+YaP+K7/yK7z55pu8/fbbfPzjH+c7vuM7Xr52GYbka1/yx/50HNaNymUwimMlItFg\nXyTuvGGQ+bB3xYXtvzvDvj2s7XsWUXpN3u9m64IySBnOI43dmGiyYdpkxBPRuksBXxmayVLglacn\nXp9mXntSuL0x1otk1X7c9LjaNIa+cxx5LVv0N7zyyCy2Yu/MA44xUcV5JBOvyJlGyRmZFS+W+HUa\n5y2Svn7OKDwHA2JiVngm8BmFe0tcdTyPnTGOOW6S7JmdUVe5rlEh1rIoG5WOer3PIuEABvOjVmgt\nyUVyXa9ts8vOsEf9o6NcCF31jcO9MRQGKV52zAW51jgAMj7dTpZmpL4TnYo12hl1JYqX48BpfnGT\ndJWrYROjo/zqPPFNXfgTzzvLu8af1cqvFuFvej4H0lHq+N2jvpNrpTCm8JDqntZBFmPRzgsRas+Z\npwbF+jZ8RvJ5Vwz1C9Wyy7ov/KYtnHwJnSWLIJx83EXg0WSc1KID1YdB7ekBs9a0P1/btZN1qo70\nC/TlpUAoeXsv7x2IKD4jYR8Bw6AH7s93tuX7sAHeaR3uL8pFHPOG9ZW1NdZu/Go3mjkHDzVX8ysp\nsroxeRBmFWN2526flfJ1IuSN3rizyO4DDb7e0/uLn1e6GHw9mHX/LIbvE/BH34Q8/ma2oPCt/5MP\n8vqGjfqbb74JwOuvv84nPvEJPvvZz/LGG2/wpS99iY9+9KN88Ytf5CMf+cjXfa+XkhFKRqs+mCcK\n9Rw0Op1B5jy003VjwOa9t4WW4SXh5UMJo9ItKeeLamKDGZnX5JLvmxs2RsaAPxxc8Z7651ozJZTE\nzjqewy6Oh4njzYz0sZHzmpXAR30UYSKqHPe0sXss0+mMIEVqPCszXCYe3DmLoxQWnZmlUDFKqJ8T\nQ0aJ6MiGEdNM75KrLRZREFFknbXzSI1DFd5qillloWwMn0CeZIsqfWWEuKl1lEZ9UFXHzzOMZdYR\nNB1KSSNWCl4H48a2dfOXRDDk6tgEUo+TVaBrcMzpHjCNJqcZJUYcBd0xnPaATuICt2BAFGTowvtu\nLXj57OX9b99TiGYty4hze9SIdJTGY5mgK8/vQF/AvyKFf0vCqMctDuZNySzBQEpQ+UoN2HBQQYdG\nQVd8FXqFhxkqhaWHlMKUevEwbU6q25mTN4qfWbtx48bBGyV7Obp1xIxanEOF27nw2tF5MjmzwrLh\nQrJbA99WZ+tPGAbPOtruULsHa3Sm69n0xKSl5YPKsZbj+1vdah/OXs+1YHn0o77iBuvqvDgXegWT\nhcv6wLv3F+5zStbBjeqd5z1olIFudDSdh3pqxGSLvg0zY7wcJI77HZj4sDVpsPdSNfuwegT0V99w\nvTexXU+E757hjom1D10/6OsbMur39/f03nn8+DF3d3f84i/+Ij/xEz/B93//9/PpT3+aH/uxH+PT\nn/40P/ADP/D1P0DmMAADTySiYO+KT6fY3CUbQnSOy5ShLUwYpXG4xmi77eFfY7CxEcw9o6ER7Wek\nljg3vccDTiOiUrBydSIiabg8OfNaQI/gSxb9Jn7v3YX3TsJlDT3usWnZyXN6igdBqtLt+aciycTJ\ng5OaI57djq6O2oqXOYJlU+6L0r1zlM6slWoTruE0zKKgujFHJJ3IMBQmKMZjUx5V4VSV2eHowr1O\nCDOSqbbn/YgQ2ua1JCYMeFwnJYuT2+aMhjIvU9RGRNNvNpgmRqdjsFVWvLdM1yEisrh2d0E81QlF\noQvaH2CuMB9gOuD9ApcWbB6mgHXyZAZD09PYl9xHPfdRNrRYxG8me+mJGj8X/xfGZwfPqQq2tmsU\n5kBO4FG7UBwu5lxaYVkrDxew7kkAUNQcbIr11Rr70DK7HVlP9ie4Jr7qitqURV6ji2C10peG936V\nytUsvpYY+Dx34eCNixkLE6LOCaM2Z1K49QvdnZsqPJkqjw6V02GlVuFhGT0dIyvy3Keh+qgIpr7V\nxISVY3uPud9hJtzJI/pM7iXbzmNkOLssaTgOSgZpeyyazeB5FlzNJWfqxji+1YzVLzzrF764wL1V\nFg8lTrVsFkw7Yd3YpoBZGHWJ6lLWLTPAGIX27RIyyxDP+mfWbWR00vjGgdjYVg542SUr+d7UrhGJ\n+pY3i2ZBySxwwG6ecOnLXuP3fX1DRv2tt97iE5/4BACtNX7oh36I7/u+7+O7vuu7+MEf/EF+5md+\nZqM0ft1XiajOM1rHS3JSfYM7IrIevPFyNeIOG1kfScbiOFxElZzxoxGRCxbRYalISZ0JiQgoFiuL\nMRkFeEID8St8Cx6k7LB+kYzUABHum/L8wVhWZ5oOaC3ZdzBgHWJhTCOyGxXuTMe2xdMRGRFGcotA\nHWcmtDQcZuUgStFGKMxM2KpAjUMxuij3kaakY8tDZd2YamWeIlKzFtEzljxqdHeILVurB2w2ipNc\nsxutMeXdkkmk5cruyOaN3Mmbo3lJP7vk5yNsRbXx7xKHX2nM5kwWjUi9VJgrzhoI3q6pZWS88Sfe\nL57fy2sYmfS1zpCQ4ICIhqsfHOy8FxeCyeLG1m0pE64dKwoyscpjvnoHh68uvGOVv1wqv9E0CvRm\nsfz7piwZFNSxl0c3pSS1cIr/Vyii3JaZF+4xCWkUxm3BUb5bhU9O8FMdHopSSkXGoBADNWf2lakb\nj4j2+iceTl/U0bZQzmdcb3IfjPW7MjlCmbFfI2w3xFZucW68c8G5SGPIVI2ekA1p3LZmGPMImDre\n04ilER6iWO4hEUxPBopUZCrM9YAA3RpnN16UQqsF98LCGmrxI+vy6PR+MOdxLmHJ/gXfR8s+DPUI\nyN6H6W/Q8rAb+yhbs6aVWcjYQyLspyzJ+Ky900ACGdDdR2cA8kFf35BR//Zv/3Z+7dd+7Wu+/tpr\nr/GZz3zmA/zWxDfTSw8FQ9GWRowoEJYwCpLsl5dSkRGNDa+656tzbVZySZU4TXx+GLY8TFd1OxgN\nFO4j3d1FCso1mtgKt87fNuE/UeG9VfESsquHYqiWa5b2EnSU6eow6nDd4UOiwJTBBEFle7+nlofk\nWLtZC1omiionq1Gos4RYdBj1sRl3EEZ+TRgwWKTqq8AqhV6SdeQgEsO+CzE7dsUxrRn5ct3gmz5N\nTa7/7hq2dNLZGlQ2LJrdfaZx9yE7kG/ZsqNgwhx6JO0tHXxE/hG90iM6Ek1YRDwGV0hG6pB/jy5R\ny6CgI2UKByo1Hbez4bi7xpprZ2IYftFdQ42E8TWNwuSz+86xXjh74TOqPKjEfoSNNrslbFthl93e\nk+veH/K7uc2N1PpRjeCmjC5n5azOV9Q4iWPRl0VVp7qjlvNe3ZjcOGmjinKQztKc83KhtAce+wMX\nrZw5hllOHHvby2TgtGHMkU20rHNMdCZ12pielKHJdaD0MFSx7jKc8WCJXKOzvGEPY74mXi8TUmZU\nUia7d87WWbP3IbLokA4e9hhtICUKxMAIl8xSqI3d78zFeDlIjj0R1ztw9zxTA1wfpIuh8SK7Lmxg\noAVCTAXbzIPFQHg3JSfOs9UvPrhN/xC1X9KoXSMkwT2YDC5ti4iimLdrqd88Xxyy6D6EgZ0H1j0O\n4BgQSxgbGYU74aXpK5IymvmZ0d1ZrilgFq02JbkBq5jwOZSfE/jTTflmOXA7waksFFHWbTPkqklE\nIrEBxoLnXfm47hLw01DW27ISQAQtziSdWYVJFS2FuQiTFw4G1gsdiYzECtuU6YFvQzIHHJGaYwED\nS1ykcpYoRCYZH/HoWj0KnIrzjJhU1AfN1NvVqGeWI8mo8K0AOZ6BsxUytzA67iugoi1xyc/eOQOB\n1xG+ReEdVR4YsGc+p1Kh+m6LJBwgcu13GDoauwJ+dNR2ilvMzNXAtLeO4u3oZl1grOOIIkd2tU24\niSjdRWhVuV/uebjvqAgqWcR23/5mYOkjctMISBxLf+nb9vHR++COdec8YC4l2F7q1Oyc/TsY/752\nnmIcNWl6tC3qxWOO7EQMxNbUbllW47x0ip95tZzpVvkyhcsGAQyYZDznvfMpODPP9YiWC5PFoJHN\nVG74894pjHUYzzaDKUnnsd8PmzfLxqoa1MLu4CYxczbGT6F5TZasku06LenUZQZpgaO70xKi2a+v\nj98/bNSgGm7PwLbML5zbaOnP92zeIAPMrWlr3Ps1YIsvDNaPb9mkbJ+1czh/wOtDMepaZiCd8Ug9\nEfAD1BPIZSvKQUbyminNOLDbgg8MbkS35MMIo+4Ehiyb2qKAZKETBwPtJXUz0ohu6U/ymks2voyk\noFTI///Hgf8A+E/7HEJTHW7nOQcjs30m4/oiUczrH6lc6kNvGzg8taemyhjvp1w4+cLT0nhalYvD\nTVFuaxjJV11oq8bMVSGLtQlHaI3NTRwYd2L6VHfWgc+60CUoiEIhmq46J3WeKtwUZ7Vo9OmkI3x/\nQWlACLtIa39YvIC0mj+jCTv5dqjdU/M7edz7iTj/lBt/CfgLOJfBj26OXiKS9lHYdgOWjWgUDngP\ng+W/LToFpyLc1sKdFM4jc9zT1gavXWBkc6LgZrx01IazVgUvnMW4WMWbcaPO0R5YDDoS1FIEasAd\nhZXJjKaFrjNOCLW5W9SJi7GWBSyKoKpw0IhuVyVwbXcel0IV40TnI6UxtQWXTsfQtiAtmDlNBaOw\nWg93YjFGcZ5WyuFEVeVkDzwV4V2Zufhw0LvaFrBpIHkYZlWl9wPP5Bjqmrn219b+vXaQDHPHtlle\nMl0Zdsleeyd0fKK5bsK0cumV1onak0TDnIkGz17G+idhojhaFVbiZ4hrXEd2OCC4Mtz52MQxYMUz\ni/LecUshQolr9e6E2N3e0e0e1tVDXf+lFdeVIT2AlJf21Ndo2X+A14di1Ddh+Txkko0gwSU9hmxl\nPo8ihT44xAgiE65t20gRwQx+8ziMO69LQAtOCcOeLfdig1rouA3a20gDfRPR2ri3qfIXnakpyKXC\n/2rKJ6vzrfedj8wH5lq4mRpyKMjqDE1w8mOu2VsYYs95khtfmr0xEWQr8HWqOq9p4zVtzMwUX5lN\nqFLwOnNoJafdk8HtEEMrkaVIGnsKmOKTMjWhmiEWjRyTKhcJ8khA95WCgcSkmEcaEeKa8IkMAamU\nCpCmOGeuGGPCF8niwQcTx7frYcAL+3Q8MyE3ySzL+AzC3/fCBeHxbFhxLijSrqyFKGjLFpVLwhiB\nEOj1ueacVcNYZeKFGE0G06oQbJxh0PPfA2d3rnWZ8UqV0W1Poagp+AwOui7c9JWHtdEtVEgpjckW\nTlp4VGCqwnOEO4ELQ9WvILIySWOWwkWNro6KcpKKScOyecWs8dA6T6RxkguzPTB5p+cItp7wyRj8\nXAHcaJbzgNV5+sqRWmXLox5L57EtNCqLC8WFLpFVBhPMAwPPLWsq+Bp8cdla9TPStBaNP0m/xcls\neOi/WBTFB7V3vNfG8w5FTvVDDEiXYM95Ny6rcXd/YXm4BN/G+oaD74P9yY3Z+1aTmkuhFuGohQfP\nTN4j8Irhz2FsxRbcLld22giWxoH2nQidK3hll6OkfdpDxLk3R5Qv2dgk/WrHxirs99kHeH04Rh3Y\nIu1xECAepow0PFJUH4ZYxjYbo6byk3ZZ/PD+24OQbGhJZcerKJO/9PMRmY/3yHUHbBQu2LjSApsg\nmcOXVPifq/NPXpxXzob3yjxNUDq0lM/dPkSvv2N7GLoZghhFNgxQXpuM5hRnQnhUlBstNIvUsll0\nF3pxgml4fZ6hM87VGMH1d6fzqnLtm1SBowSNzRnDPJwV4wxokMF2z3B3aPbPfRjWcYv75+nOFUQe\nfw0HPFJvjRbs/BwlCni/Lc5b3vljajwtBtW5d1gsMysGxzmx260eocRWH88/CpBD3z6gp6CMbrWX\nrXFkXO/A5a/FLwYcANd73oPeFJp3VitMXiKSazmMYZOADofeEbrFGm4OCuEHRXgO/G8etNVVjE7H\nvHPunR4JR2YdztoaxoUiZ4pcAhnqOWB87ESPTs4CoMpqYQRVjOM8cZgqNRvHZlFekYXmwgsafUTs\nY5jEdr85uMM7s1y4ZaHQOVD4AeCveuc3bYV+Jthvo36yw6Lx3efZ+/ZGJwytp9Ty9TyNTPZ8WWnL\nwoGEZzZCRNRsJldupHIjE7I05iocU3Z40hxVNyLmXZf79v+9M2b6xmsYcWNoqW972tll3rvXZqvz\n3Gx0xt2fl/bWLsP8gK8PB1MHNoOc2g6jc82LUHG0BJ+5yS4tgvRmxM86bBEhsMegXDUTK9ki9yGO\nynhHUg0FriyEzbgQ0deIvASueN940PnwFS6rcD53lm4x2mzD12TnJ8YqC5s65PDstl0Jg2q3sWFE\nEBUOCIdSKaI8UDh7oXhDu8Fq3JvRvOzemzDHKA6TEZNkOuxpqPK+BOckxpIDKboVVkJjpXvwCNwr\njTHRPQc1DFx7e257R83ud3O9Z67PQobB31Yyawsjk7OEhEqnsnJonScp//AenTOxR3wcxA27HcXV\nKQ11OraER9z3RsEiSh91AIZSo22R98bI2BzF7sRKZHtjv0REHMPCVzqlTCxW6JZKmUQBv1M4ew08\nuAckMBQyRYW/oMrnHH7NI7n5h8R4m87vtIXna906cq0nLdhX3C84lygKquCp/yMSqHfI+Xj6t7ie\nKoG9FxGO9UCdDlgJqedHNFoPAbh7qZicMCwyqeHIrPHNZvwJN35XHpj0jHTnlsL3YvwttzTql3hu\n046mbMa1yS2NJPASP56OeoyR6+KIlC34ERVKERor5isHnJN3qjhWQrLCgJMptz5zoyuynBGNASyF\nTrEGfcx3LclQGkY8OP1hayNziBizsw3VGCyWnZ/f/YOR+/jmvMaPvGzMvxY595f++iCvD8moh8Hb\nAnWPgpYmd/vRoXIzFZoe+L1Ww+Andmtbx+XOm22bIb1jRtJxvuQawWuOJhsi+Pl+Hwd1o/y16+cR\nhjV+On7nqKoPB2BuPD8rD8fK2pXnl5haci1w7v6kYNQ1WJUsXGqKDm05yNWhpOM6aEZXUvBy4GKd\nGaFZw5tx8fzJEnCL98E8CVw/VBd3cE9VeqkYE07D+8okzqSFUuZUL5zovnLvwoNB0Snq9h4t3bGx\nE7IY3bfrNZKXfK6hy+K7oDydlQwtnWTq5Ci2obeNgpWKFGFS5xHGqThHhNWNky1REC5JXfW+8YDD\nOFdcJ8agkljXnXEe1w3bc0IKQycfsnvRMh0f9ygWDnFjskQNh4ya4+BKaBmlEVq80n2KZ+cBI7gd\n6H2OiLtb0mbzGhJWFJQSCBj/nsBfdeMnMXw1pLWE8xxfV0Qa4gvCkm436zES/GWFXwgAACAASURB\nVPzqawxqzuezulDqxKOD8uQIzVv4ZBV6OoRijUfdmUw5O3xp6pw9uPGboibC94jwHyr8cDM+78Yi\n8LvAn8FpA6JoSzzrekzHmmfRr414MjKuzag7Io2jGOpwb1HglJQJ6H2lVscmoxfjIJU355CRaGXm\nojMP1phboxi4GBdWyhJzjWuyo8TWtCeaMgfDtoyaT5IpPOaUUga/PvZSoDXjfdegZTB3rnY57snd\nd3aFaz/ACID20fn/15TGP+pLxK5Gz43h7HAQnXnj1Ue8coAXi/D283EzEdFeU99oZPCN3ZE/M+CN\n4fk3tcY06IRhuU5QyYh7w9SVrZC2Vaajwh1jznxbbClRyDSBdx+cr8iCWef+YQ4tkiuOktfnYQyI\n3xf75epcRsPCEDmKINf5RwX+RYF/R+ChFEzD6KlYbkpAhRsKZyptPNsyKHzjMizIJ1nAD1vVWbwh\n0uiaDR1ZuAzRslA+jEYep2tSrhh8cr86w9HaXvJe1bMQPorF+fVStsLVFuTLYAcEv3c8/zi4oW19\nkMYTnBmBAnMxHpfQcenjWWuNJex5sLYWwXFAuV4HhIPbWAm5TttBTY708M0yZCXi35hfGaPjYA4I\nKTZZGtTCcaowTfglMeMy4WUKh5P1Dqm7Gk4GH/+yhoDXXWLE/4Ie+AqAd+RhCaaOhzMT4OSNg4Xs\nbWMv/ap0hsZ+XKuheKk5oatx0JWPvP4UOzfoS8gOdN8m8nSBBxGMzslXDnZBWuM5hVZO/C8c+EGD\n39QjswveG88wmu000yVprlumZqmhFs4copmI0Xsi8axn4OjRCeoIFwGTQq0Tj04zp4Nw4YEXLKzz\njDBhzVgczta4d2exjqwrdVno60Iv0SxWgIsZ3gIv95E5jwY7hn3aWVmJnboRojycRXzPkuYq79tz\n79t+O2YTJFli+8D/l/d9gNeHYtSrKmuyU0ZHaCjxRap0czrw2qkxF6PceVTQX7rZjrKGfQ2wZvPx\nG349ojItL2cwY9LI1o3AlfaX8EuMkCvX9XgfNWk76EIa38LDahwOlSoT890UqeI29IK0KcNz5WKi\nm0EIACB1PhJDj1/pvK7Od6txcuF54rsNpYpQxcMII9wIPENCOneLpsM4ugy9E/JrwRBRa2HYi0e3\nqA/jlPWM4SgpvELhn0b4n7TwfzhEYSvWJmjcEb0GdJ4Od/MreYhHluTONow39fTD2Y0URq/PrkZx\n64bGSQ2RiqhRC8wjmOvXt6k5li338RH7sMe3Q3RNh8b/W2ZpMLjI25opUTzfq22Oz9kiq93eC63a\nuCQVagn66cbEGAZh7NutKD6ytagD/bo7kzuzG906f4OKjUaubtnoRUJFPUadOKgLbedMO3DxQtsU\nOGN9+2h+085UO1WFc1/olwfsco7z5YN2ICzpfA++8tge0H6hyYF7nfg9mfg9UZyJG+JMLSNgGVTj\n4cjQXdNWC6mHJA/EQIq+uSTRzgnjhoCPSg+bsOTaqcNcKy+4493+gne7cLHQe/nO7nynw18x59Ib\nl7VRL42HdaGYwTSh3Xjh0Zh1jRnHHt3ZCXbfx6+OyGHAqRoK7xhnxOcrPPV+Ky1yPf5b1r6zD2S0\n88ED9O314Rh1kVQoMbZhzGnkRCNKvJlCjOhQOhfXCLg83nNMNkBHuN/Stl1EPCKnoV3ShoEkdEQs\nIoJYh52R3Qqlw9BsHxb4IaNxJA82GbGJsLhxc5p4NB159Czal7dswF7eDFszQv5Oyd8jAxZRSbVF\noyq8p85npXNnypLbfWUgGAOHU+bta3kv3hkN807ojWsWe6Oyf2FKUpcDRYOjbrkyjOCJcJdH6Xw3\nzm/KFL/Dhs02jMbg+edoWboYljjzlnymwVLpCMFxtyzablDTTl9DPKQebqRxIzH1yTba19X4B1nF\nUTVmOov0BK2SGaVcs6KxxtuJiWe1T6W35i/i929F8r1DGEGGw0jbt5cUoKfPCupk2fZ7Q3rH7IJY\nDjZJBxRuZFBehcGKiNBhZRKjK8H+8NzDIwvy0MXprkFX3GnoLAhnlFVmRFKgQkY52JEa8vft0lkv\nC+vlQjuv6CzbNhAPtpDjVDOO1phYuXil+RrsEangztnhSgMdmz8yqess3HSk4++RKY9ldSgiTMW5\nwbkRKK5MhAE2ibXRbqgUVu550Z7xbL3hxWJYc56Y86ccijm9Nc6t4y2KzAeg9I52Z8EyAx2SX8Im\nPrZFZdeg57rO+2jcmXxF7J5uSrcbXGa2YufYJ4x9JC9xBra+mCt97frNP8TrQzHqRTr0wEClGPTE\nv0u0f6/rQhHnlaNyKo21SRDoxFHpvFYsKEgod4m3jyj0ysi4Ft5EyLQGtpR8O4i7RZPrg4zCcxws\nyUg3KGuasG9gekM/e5GVh3bgiDFLxyY2qpePjZ1FFlpqY6fsgG9GNgyOFyJ9o3Mqym8V5S+5MxEM\nhYtDdwndi8EZH7elEUGIO1SjeKdaKGCuUpg1ip/NQ6luVmf2KExrnbkzsByqIJYNMNYQFr7CmX9G\nhDuPRjE1YSodlUbzUMbzWZjVkQ6rOxeiq3ccCimCt5XZL8wYXQoPw7ioR8dgCqiN3oSDXXgqcJuY\nuUhofzQrtNHp6T2CAF95VIznbeWMZVF3umZw5HpuE92TipbSBhvOvh1A3xp7Bosqtpnl2ut1fbdX\nOmpNQmrvdBbK5Yz0C+or1YxlhRCyCwhm1CmEnAqluZMFjkgY9ApLEc4ODxYYs6eBFA945IUolcKN\nCOqGubB45SywlsiIqhuFhkqh2xpFw/lAd+PhvLIs0RF7cUE3PNjZpn4ZTBSOqtzinG2Jxh+ENQOU\neI2BNLs/A18fWc949kQmEyJthppzUOGVWrm1zoyibsFjcqPnWMcnAisXTB6AM9YEXxVvzs87/LwD\n3ZGlsfTOBRCmVKl2JjduUF6gyatnZ0tHBudxwPYDuLcsNu63OpzKysxKX513xZEquBwIQagRrMSf\n+GcM6gnMffe7drz1r3Ekf8DrwzHqvmzR4WgO2iIiXaGvWBNamfDecCZEQvBG3HgwYUWjAYUxjCIr\nzDk5ZKPYWb9GieOhCcGSoCEpiL9ztvHaUf+GxvVL0bXoxpjpwItz5+/93oUvFOG37xVfjE0nJaNe\n9bhLT7xfxqAEJHRpelw/EhHerHASuBGnVpitoGlomwjFC3OHSjR9zCoU66hLBgCNV9U4qNPcuMN4\nUisPwL0ZTxxOxTiKI7Vg08SMMrnkNJq8b12ZbeWpO69aw/w5lx7Fu1cUDrKiKjid1YzFLiysdK2B\nNhDOJwqOKzfywCu6Mju8oHMhKGGTdw6aDA0RDKWgPKnGY4xZ4zA+9DMUZdXCmRyiosaRzqssPC4t\n5TMKZzUW62yTpgdSUiT9eS7s1tA2fm5kZMQ6SuoMbdoPugX2I5W+fuFqaE1SPmIWTgUOGN07N76y\nNOVSb2necKtAw31BaRRzaikYhUpnVucxTpHGUjrPUfqy0tNBOamVRHDOg5fhVFW6F1yNVZQFibm2\nFn+KdaobtE5bV8oc778snXMLYoJrOJauEnUAJkx7dGGKcLDOY1upCGuZeO6dMpgtvuLecVuANYuw\nIyPJoKmWGC0uRvcF9wPixl8U4zsx/o2lYfZAHzi7O90rPTVb7rvyYn3Oc3nBud3Tl4Ks81XnZ+D5\nquAT+AHkgngQA07a0d55ILTZnZoZeNqWrOlsnPRBa9RYaBH4Nof/mMZ/Zp3/HcfKwrv5syIZaOU+\n943TzvWzUmLjilfuA82vkyH8Pq8PxajftDu6kYtSWctMF0HpHHXlycmY1FkvRpXbrYmhFKd6GCU3\nxSQkBEZKPNprRQb0IYl7JaShGp2jo4Bh13MYGHRuMt215m9G/uWpP9fmpkiD7xfj/+5nVIznfY6f\nS8lYMU0Dng0Umd1vlMj8nLjGoJfdqmAW46AhYAhN7j5ARbNUWVBxJhWObhyAh4xeZ+8cinHIq1Un\nRpMRRdaDK7VENBksv0g9nziIdC5+jqzDg052Q3Qqvk5oOJ6BSWYmnIN3JommpAdfecCYRDiUldWF\npcPqhtqZR9J4JCuK8CAz4BQ3Dt65VWXCg0ZJdATfiDOLMalgJjygqAmLwUVzypKuHMR4qsYReC9F\nlXRAUQMvyiJwLHUWZffQ3VgPGYMrXiaZbcboa37+/XBO/LsTz/XmKBwOMD1AaWNQg7F6jlOk46yI\nL1RvnNQ55h6vGLM3ZnFO0lh9wdx4yHrCgrJQcZvS1hgzxo1YVptsK37H7E6jeOytWUKEq6wrdn9h\neXhBWxa6OQ3hrGE8Z09wTY0qQQEs3lFxKo0DmVV4qFNWle2RLJ7UnYGBjwwpedjRM9AotlDcaNIx\na/wtN+4lJomZLVzsQu+NZnAvBy41GCdvnY3PPfsS9zfPOC8Ltq7QomJ/bbkfy6xpMwruK2qdyRvI\nwrErXYQmuzqcW8Jf6dA3Y6uJEIWTeeHw33vnS90oPqafDUw8QS5vYCujUclHXZHrtV0hvXRGe3jt\nA74+FKP+qL9g6o3VhS4nnpVClwkVeFyMV2+EV05wNue2wrMlpt2oKhOFFx26KcJoTOLKKSbGKMwK\nLsq5D28XHY/UTGesbAWrbbF3HOHtlYdzUJrCGeT09dRGKdbo3fnyesE9hkE/OgpWhMWVVYauTGPS\nKOveO7Bpm8TvcYWixkk6r2rh3i2PZFDnSgKhBpQslkUs69QiHHrngBKqNcatRJFN8BzQI9ybs+TY\ntaqgRVFXimrqk8Bjdw7S6WYc6KzeackEUXWeOsw47wmsHs6z4tzSqDguDQGaKFUXHkx4D6G5UWnc\n0JkxTFKqLTOLQmC1RUuWzWPrD5GnIfPlKjR3FnOWsDSgziTOMYvdi0cLeFBS9XpQJPV73LIQrLC1\nwKc2y3a4rnxi2ShaXIXa9ob9pUDKtx8aAeLNQTnOMGko3kdHp/KdAvfi/IYbwkqxxolg+dx6MH/M\nHPWOClTvSF85WGcy4SDCIsodztkKRToHOrfaOOmoWvUNtrB0oBXnQNBkpTemtsL5wsOz51SDopVF\nlHupNFcM44hz9EZ3Y7YLxWJQjLhTIVhJ5hxcmBI/6gjL5ljjuVcbFTWly4CeOpMtVFtZpHH2zl9z\n56/jPCkweWdtjfu2sJhw0QKsiApfvjT+7ntf4MAL2tqDxZKZ2YBdx5pt51gIzaPe0aTy3riyEiK8\nZIEYbxFZS/RmhPy275Y+grx33PhpnI9aBD/NB/sl99zQkveVEO6CQZeOKplt6MX2stiDosZeL+cP\nen04Rp2FR35hdaO5cPYnXKhUhVemwml2vuWVI/OjmV9/58K9zjy3kge7IVRGS7aYBRsg4QwR56SN\nVyehifC2d2IAkUckWiveI5pHPFkbHhtLSgxusBHCjxMt+8w6oZ7wniGy3ynSuVjH3JiK823HE96N\nZ2Z8dSo8eONA57HCJMLnzej9CuHgjtfAzW+9cWvQ+ppzRivTXDkgmDWcYBB1heKFkingpGHc1cIV\n3JbK7GsMczZHfeJFb6wUbrRwLJUihVordapQhe4l7sdCcySqpp7zTCNv8CrM5jxa4Z0uvCsVFJ5o\nYxKlSGRVU3FuWSkID1Y4mzDVQrUlsgMRJgkapeSg6MU8MFkFEk++9M5Npt4KHCQMk+QaRRJmlFzP\nM3DvsA4IPPrhGfBbZFspW6AaeAAV0R44eSTKGUUZWDKzspg6DLqMSGx85oa5C6NIWhJGO07KzaRM\nYiyE1k7Rwj8nhfdE+OcJPviNdx6r81TCiEIk/+YhDRCkrRYDoT26JI9SoiFNIsN9JMaj4kw1qJ5L\ni/tWiHUNciOTGwc1VC26MLuxPjSenJ5yPN5xtsj6Vp9AYv8+cqPahWpnurfknzs1YYqiTnNHrdAl\nmpeC1SZM5hxtQZNGumilZze3mVGsc2srNzjvYJzd6AJnUyZ3Hly4Y6JJUInVjMk6U3e+8OLLvH7s\niFWKN44+cS+wSurlmzMGfo/A1zBaN9oqzNV4BJzdeUCInBfwNfdZCv15zoz1WJNhB/CI0JXYB+ae\ntsnYJoVZQ1Jm4OoTNIJEW5HecjBN3SAXYQQW/z+HX6ZacWL+XxeNm5YGKVdbZGY+HHl6qHz7zZkf\nv2t8xuG/wniagk13ZMVaCuKh2e3Sqd75pgJPtLMAl6I8bxdW1ShI5ezSgGEU8QnpxhitB2xMiTF+\n0o0Unhq8kCj+Kc6M8Vhj5pAX5UGUcy08X3vG0cKbCHoQpF04eCrlaeUdWbj3FllHKZTeOMhClR7D\nL7Rg6sxqHEplkkLvFoN9ZUAEYXBGO//FAr+eVRExJonN1N2YZOIwBk+YUbVQi1I6FHG0FvASTFMJ\nh4kE40AxtGfK7Ep3eAP4Kwr/pgi/KcHyUI3UuxuZIcQAj7k4k3k4oLHJNZQL3aJFRiU4952GZgHD\nLfoD1J2SzlN9iWtTYWXhQe54NMOT5Pka4ZhFOqqWhT4nVAoXcEntcYAIBLzEwQ3ILrVqLfFTDPdC\nsFLiII+5ns4ucuu7AC4dTsksxPzCk1l5PGvMPu7OC1v417ux9o5o4zV74JaVE85JInPBCUEDEXqH\nB600qdxT6BqQVPyscS+d4lFcnLKHQsyS5uhMBITn3aIgbR1LVx1tDcqTp69xkAOn2xM3tze8Z6Nb\nNyiyxVam5MQbAYdJQpYlv3oSMI2aiLngHk06P2DGD7WVH6PxLPHoSysoE1aTR2/QaKkvA4gG1VZK\nSH5Y/NspmCv/mBv/kq/83Lpyf+8sZ+EfYOU/6sq/KxP/Y3aFmzhMGtTSWljOIcvQ3GhdUG+IVG4o\nNL/wLM/5TNyvI9Dg0leakX0tCdOM4qknHdPTSkhE+iOa35rjRmAgElTO3nFb8b6GDZTA9A12dbwP\nbl8/HO0XLXiZ82ILRQzNKSXRmVWYfOLJofJtr8Jf/+rK/7U4p26ctGQrtcfh3CXCs3Ye0Xkixk3K\nDTzthmrjjsLFG92yQ1VASlKi1Ok6Iq2BuY92+niiV6p6tseL86jA0+I8zkk6H72dKXXmraXw+fuV\nVYXHKrwuzmkKGl/JTsVXPOiRj7qymrBI50DjhsaR4HtXwD0MmpjR1TCz2AdmNINTwh8qnl2D7Hoa\nHLWIynpI/SFamQQO0rG+JoU4pqhrHvoYh5mNPx466sENjgJYkXg2DwK/IM5XMpUXwrBPJdZnpIyT\nO0d1zmpoW1HLVLNDYeXkE5N0HktAM90aYaaUlagXBCYchu6Y0d1UhWnqPDo0qjcm66gJivLNUzKH\ntfHCz7xwZaah0nnhirjxZ7VxwvnPcQ62gghdMhIEPKOuNxH+sq/8l6z8TYySgxZcgjlRcUyVRQTz\nmqWSJbeLI77SLZz1UeEgsOAcfOV37AG3ytMOr9pdTLFCmBgUx2CGmURkvnR40JCJyACSgnHEeOKB\naR/FQvLWoXfPSUPDSVg8X2t0Dz0VxCkqHKbK8XRDkUqdC1NxjmiwbIj7LH1lFqN7C3kCPCG0cG7m\nThVlNaO5sfjQSVJ+y4WfTwc1yXWknKvxSZyvIvwSyoqlnXTQhojGNYuHHIAl9dGdz/nKf7ueufvy\nHe2szO9OPDbnr+G8687BK0vWOG7rkZubA2oT79zf0db3MOvhfBDonYmFA87kjdmNI40pxeu6Rfd4\nY9dslzZhRO7dheYB/8W81nb9Ee8R0Ix1dc8O1HCwmhRkRqAQ1pI/lEXnQzLqq0QDhY20jM6RleKx\nKZaL471wO0+8/lT5udr4ondODrOl4QUmQjHOaBSBkxiPpHMqzkGD59490k2n0a3TW0xqEYxD9TgA\nZpxZY5KOxzYVj25ITxww+OShIqfFUIGnVXi9OifpXMT5kx+94fXbG/7uV40v/PZKG5iqGFOJxpBI\nFISb5hQCq14d7lvnpgT8EmegYj2obdo7vYXhxzqrCw8SUZAiTAqTD7aM80DMcixmiPUssgqrBmFu\nEufgRu8LZsbaiVb23gfcCETTjJtTxDecvkhJmMO5V+G/9kCuH4fgb9QYEnZobqzdUr495kV6v1Do\niHdEjNov3KIc1XjsCydvmDfcQ3NmEaGYZuEtxq+9dnMAM87iHEvjtaNhrWOt09WZRLPLPAzWjRmT\nCXMW7hqOycqbotxqMFJufUEQFggtGXfEw1l8k8CfFOGjdL7kEQ0vFpHYUTrHjHfvpITgFaASNL3H\nqlRfWc4XbFkp1pkFRAKfxu6QLjyVwiMuzG4EaBG4OxlldodJ68YUAjiahxS7dirOYw9jPic0aR66\n65b9GNGBEKwvvAWWK1Ecn6fK6XCgWYjDmXQqjcfZFjfRUeuINYqEcfIczaiiWVAkehfUc9qQsnpC\naeb8usNvIXxUSlY7PLHklW91p3ijjP4EQDZhLbDeImvMAnYwsxp/zy/87HrHP/y7zzmdlOOLmcd2\n5n/wW97zzhMmnrlwAY7lMY8PB8QnXswzRWJ+qVBRkYC4st5z0xuzNY6EOmrUaaLQfNUlSsw8kT3z\nOMtBISXWSZNVZWxR+3a+ZMCBF/A1SsbiiDgdG61r/GGgF/iQjPqicxwsBBHjYLGwILTVeHa/sjQ4\nzAcenSZeKQvPSkABtUeUN0kcmCYhKTop1HxIpU7M4jG30VaEhYtUzm5ceqRCpXSeqvG6AmI8Y+G9\nvnJnhS5zpNiZQo2pNkpjkohUJhGeqvJ0gllDKuyPf+QR/+A3PeV0eMHf+HzjnspNFY7FmLxTiqA5\nYs6bRSPNFG3gh3bhmJF2F8XEWUiDbEJbHcsC5JnCex5XVJUoTAFVOo8klPwseegZb9KAi4PRqK1z\n8AVsoVsM8JXmyNrR6kAKG22GOoCJKj2LbRGhTBKGBJx5dGb2aNpxc9YeeG6vheZCaRbYoXdEnOIw\nc+bWnUPpHLRRehqNcIFB1zSYvVIRDkX4lqdPsPsXfHVZedcvuJyYRGgSd1oUHmtjyP7eoNwmtXQ1\nAYt6xH+jMc/0FXceaae6sPjKC3cu3ZnNuPUVZOUnp4mC8cdpqDcuFmqBRyyKygjPE5YqDqUYogee\n1MrBVu7ee+Byf4kipzRqAekrR7ujtM5BJ44lcNniJD4bxcU1KkKp/RMZycFAmJj8ym+/IYxedd1g\nEctAyT2CiEmNRsN8pYhTdUINDoeJ4+nAe8/vKMeJpV2YfE3hNIKK1wMWLDQqweRyN1Ri0lWxFM2z\nxuQxFBtJYazetgAjdGcq7jD1lWoLPy3OMbNUKCwQDBJfYM1gI5ko6gWTmG07cea23XP+3TvqUZhd\nebUrcztTpSE2YwZLqRnYRS1GpXMjnVtpHIjaUvQVGLMZT9oKtlLVk4qgYZ89Ka9G4PTdg2NuYVdW\nM1YJ2QFGf8YmdudJyw4q9YBvu59pXJCSWXFCmS217r+2EP/7vz6kSD07I82pOCegWOOMs1bl7RcX\nnl+exDANnZiKMxG6z3dYOsnE+gyEjnq0zRc0sN/iFDFmaSx0XPoVQvGV0Bp0zA3UuPHQ5O4oL8wQ\nlOIh5tSIyHES4aTGURfmWpmro6rUUgJiqBM3h8rN1HijXnjoCweduJkKM2OAW0AoXp1jnSO1bJ1a\nFc2GjEmDsTCVwPpds8HIouDb3bjvHRdlduXoEYUG7hxFLxeo3pI1ocxSOSJgLfRBvHHoHe+NtQds\nMfUVlylqBoQKYjAEBl4I3iOSDDJJj9TUQS2cUzjCEjKyBiuBBZtHsSpkYaLhRCQj/26b5MEsARmo\nRoPWlHu6EoONJgqvnSbeW4ViwlSEljSx4h26Ye3CMXFfHGprHDSGnXcVHhWDqbN456ErZxNeLbFX\nhDOGcPZG78ZE41SNY4BhkFnGLY3ChKqiWaeZrGVmA/8Pc2+zK1m25Hn9zNba2/1ERGbeS3UVBeoW\nSIwZwpAHQEKMeADGIPFKzHkGmDBiBgxaIMSnuoDue7MyI+Oc4+57rWXG4G/bT9aosgEpy6XQ1Y2M\nOOHue29bZv8v6+Z4S3xCvB6M8c58PERQivMXLMshSWj9ciu5YVZRrsKcGfjKp9b9JQNsI9uL3Nas\nZ4xyq722ANbkJ7i4RnqLSZgiey0RT+HOsSavxw3fnD+/v/PL7UZHGvaR8sJuzWk0dlJ+iVDB96wG\nLfTzW9NUsOdEEcqdZsnuyUvh/ZHJNXV9X9ad7+NBt8VwMLsoTz4niwUePOaDpSdRS9VtwpzE0u+v\n2bBDPy9ycawbR0LEjk2n2858feU9DFsH7ec/8TJuXDcpioiF44oOWJpKlkVxVqXrR7CkpynOuDZJ\nPcNJ5iJiAI43HZzC//XcEotrDl7yYI+hySSMsYbW8JHsqFMXeHeGltVD8Btfvw9RagmerKadiRqL\nFakZ2RgxeXvcebu949WdXRrkSkYI//MCjt1VSHbXqtGGyLdYQaRszUDJuB50EmxiqZjcV3R6hsFM\ndY+eysfoGbwUJi0BmiCNLRfXdqnusdPN2dz4+f3G//lT8vPrK1/6YjuJw3MZdA6OmNIme2PrG04y\nMpn+kdimACujGwKOMtFCaeVez3DudGIGf/bg6HC48ReFwLaUljdMhhNDUq1ehEuvrq2f2dxROTUh\npYoVXimcr6CX0+lGPG/wRjw3yGnht2CeADKSuRaLhtlGs4a1kFU+5Jo8Nfg7dVAY6q5LBmb5QaBK\n7SJy637/RsbQ75tG1mnFoQnZLYgHIGm+8C65YmBcPfC2ODK5YzywkmPOSpZwPvniYNBtqZA2STxX\n6L7K6qTdGm4mWMBTOHV167tpufdxvPP+9k2xu7bRmpOxpFwi2Ztz6cbeTCRmTnLJ5dtcU8+Zh96s\nifwuyDGz6+Avc0vEwkO2LXOnubiRZQamvPOF8O4zTra5Yhdejzs/3v/M//31zrfXb+I/MF5QTEJD\nstFL8Ru/1uvPcp2miW9qaPLpKaL9c5u8tOCSSbNFhpQ6GcKtL3HHbQGd6b18GNKsD5PQMBislGSW\nqHiLlG7/MQfDFK73NuDrw3mzxZ0g09jXwN9+Yt3fYN7h9Uf6Nun9gremObtsEAAAIABJREFUZyx/\n9YnszLek6qmiCDyp+zPr/or6zIOdyeW8f9dk+UHm/sTePYOLJS+pA6+lJu/mE9/gQZcSDBka9R3/\nSinzG+vr71LUdxu06j5bBq3GkyA5DI4Y3I4Ht+Mh7Lsl117bbUIwS2tSRQjnrYJenz5NGvcVwbRU\nKkkOwRsuY0NPHSgjg4ihjS1IC30p4eRGcM3gakG3rVz+yq5WV3x5Ohfdjb/56Svf3r/x9fWGu/Ze\nZuH6CTzi4HU9eGTwxV9EnJrwS2+nqUkpfpEUztcQHaViMlOSxEGT4qVGviC4MJ8y0SOkRR8G04Jp\ngwPp6jeEp65S2UgvUl1bTC3lQJ34CnEOXkoPZZdYIX1WBb/avjpohYItYslkYU0FxoFuwnV19esh\nKg1zmPJipDYR5uopK7y7FjNkJo/He2WpGLaG7pzzaTQ9dIpoLgWK6/AXXHASwfoedpIDQVVGdWam\nKWyPoFnw0mFrUhZFSD0Sxct8SBhN0rxK/jWMlerc5jyY4wG+Yy6yWtxFwzNo7vULZiCFUya21Bl7\ngkdo0st8Yq/+TAFqQqfzVBLNaiRkslmmnBRHJqQsfF3XUxK/ILnn4MfjT/z4enC7vdPWxJqpUJnR\n6npvXnCA2QesbNRKvXiqPTrKbNlofO+LT6WXX7HKgZykCxIy073iJlhSjYcOr5EP3JRSeRa5DElc\nF5NbPHgQ3KcO7R+H8dOE9yYeKXGuOem3n8lIYj5oxyu27Zpo3MlVKh7+Li1p9Tmz7tOTBzhXUur9\nTjabXH1xDRkfLSaTQ+kAIUjN4+Bqkz0HW866foo+MQ/oIsMpuNMNVm2qKpX8b3r9ToFe93qAEkuj\nta3ys4xhB7dx4zYfrCoMncm1LZGq6RiriLPFiFU65YZZsdPWeIvkCH35ypiGTwYvvnjMO1fXTToz\neXCQKfLGS+FxpCRaivYVcKKI18U977QI6YdNp2rm5P/48896WCJZsTgihD8Xtvtt3fm67owMLrts\n4Y7TfLG3xYwsHfqUysUaYR3Jtw7WmhwEDxrLwNsnEthicF0PfnaNfrdQNkjkxleSm50FoalTdriY\nEYUPb+qn6chdaKX+MIK15rOQZHXBFDSgo9i0+LemhFVKmrWWuk4PIjvPsKtMlk3I8Sx+s4p6s3MC\nC/kIsh6etei5YamoVHLSfdGmMM2YF3kMztpa0rEs67+7/l7GKOxT/56vSZ9DOSPmFQnU8d7Y3Oi7\nVQGNUrtGTSC6vlb4qlQPwSOj8G89+ism5MHySb80uait/rtLkpf28b2micqcWZPRmvUoSymxsiYB\nPSqMIhklo5MDOSNLkVtuRK+GgIqf8KxVcPnsOAPlqAzgl/Uz74/JmlOaEBNk1grarNxOQpWHM1ot\n/NRtKzgLjJ3kj2Y0H7xQa+RCUR9bpXnSiyxckk3KbxHsK2g5UXTCQ3kzRUhaddWZi5mHinrbuafx\nvuCfz+SXdMUEG+wWfMdiH2/kHMw1wXX9VmHh5k3S0dAz3Uyy3PO71rXRG7A6TN0WF0s+W/DFJlRj\npveo9xaxBBuGVFBXBFm28xALKdQspe450oiCDt2cRRa5+uuj5u+pr7/5T/7/+FoV1D9LkyXziU6l\nIx48xjtf31/56dsvvD5ukJO9TSkXoqvbcxWqSN2gqzD3x0qmJa8rGTHohVkunLkGx7rzS7zxg298\nQlkpLzEJugq0Aeb0beMek7d14BbcOBhptb8zOMbB3jqX5pCT23hnHQeriNh+ccKMmc5cCjD7OQ6+\n5gBP/mhy47XKDIm2dAFDUsMZB+HXegBlIBpraT+odaw1xUTk4t+PwX+SB/+pDf75EdzSmL7R/crM\nSTDBFhHG3qTlfoQKcosDiwcrk8eYgplSBTJOqCHEf6wa2dOlmBDbn8xUv5gLLi6cdbCYOZnhzCnY\nqJkRdrC1QfdZD430yRSUo32oengWKmL7DiOnVsHl5DaSzeAxjWM6HIPhwVrKxO4s5jj0YHjT8okl\nJ1+EDs81pgjGJfJu27r0/1HQQnMihqarmHhLmM6YWp831mANyTut4Iv3OcUd0Dki8Dzo/sD8IF3y\n0bkGI9RR6mwpiGlBWmOGHLyxFM8QvWPurCra46GueVkyUAHIki9CwR9peDjWpuS/S2TlysWIwYiD\njEEDejZWHDzm5PWe/PK1cQznmA/ux8Hul1J/oFEqq09dguHcPwLNZKevQDKMDnxBnedmp5pFuTYW\ngTs6MDusqSUxlpPPaxHVwNx9MGxUoTvzZIBSduUajFg8rPHaOrcMRi58K9iNgx242OSTD2iDIyfH\nCljOHA+y72yXCy01GZoL+jJOF0Ll3CfsmRUBZ1ytcfHkxZMXS8KT6YIIMybXPOM5grZWpRQtTKMi\nv5Zkk2DrhFqkenHXd2clL/6tr9+HKB0PVoY608KbrDemBX0dPI6Dcb/zfr/zWJMxb7Wuy+uUoxyO\nwptXarfjI6TjTb8wAmYcZN6JhEcaj3SOHByx+BqDe0p584mg0/HaNrPMueVSZkVO3jKYm/rqlRpz\n25rcHsl7TLI5749XbGi8n2b4VAc6UEiQ0XjLwa0CxF7nnTfvpGkd2X0cjEjWWsx1cKxDhcVcxXUu\nZiwm8SSePF7JXPxTgv+c5H2qm2lhWC5WDq6ZXJBMcGTwmQuX5uwkfSZtPfA1CEvejwHRsV6bo3Ip\nZGzJUbpQwV5R5wlIj3yOhgbR1Nltc3KdS5h+BmFDyow2SQaLpc4sjUgFU02obCx1j3qQF5G1JiNV\nyP9FW1zo3KNzi0n2B/cwxlzEHLQcZJyjrRZdGwlLxXLMYHl/wke7wRr1b5uRo+Fb41gH7+POPQbN\nYcuOhXZ63tfkyANbGxTxF9mJbGTpqYl3uj3YGNicPI7FbSVHrUdze7BsCoRaXcV+BWtqq5DMi61g\nuJKwbr3Is5RJ0auDTEFkZ1eZ3jQNlJzxXAKzYkoeWLr8RAaa8Th4/Tr4+UcYj405Jiunii2TE38n\nPjgTEihp8kJNQMbSL9M9vxGwhiCv1HYtQUT+zKGxXBA3cg7h5C3Y1uKLKbb5TpG/1HkfwrMjNVu3\ngLaCbOI2XgrC8aUwsWtqwcpmD5oH+24s1wLzEYsxDny76h751V7SjFWHryJJOvCCSe3Wgt4NQlCR\nempxFskJFZecsSvULddCSZT2lEQGH2mfrSDbWNRBoilNA8I/cKI05vE82bOwR0WQGtc1WLGYj4Of\n3955RHJ7vPN4LIKCWNyYJEcV8wU8CB4rGcvoLUoKNyAeRFKLmjvdtEQgpm7amVJadLSay1BhtyWc\ntZPsLqlYQ11pIEv1yuARk3Q4xoO29HmGGzGS5SaMNMD7RlqoYwHmHLznO0EjIrnPQxbwpRv/mRqY\nJ1G2nmTZnsGXgifc4E+W/JdAwxXRimzXhpLzVOAnIxYXTzZckrOpEddS0VkjRDAb/owuaFMRA1mu\nzHR7LoSxs2M6oZjqPFsm19ANurxzcJCx6CZjzJOkM+XhANJbFwwj75eUumSIBC1IwjD+dJdKIFJ4\n+DJNHrM6PFsDNwkvTwWJ5dnZSWoZpu1QGxXjc6qCzfDK3D/m4JgHRwxaZYY4zkoVsTknxKH8jkyc\nHSrLRKbNG+kTd+H4x1SXPsuZGnZgHswEWws3o7ZIYyYIKSrHP6uAJTsnHGOYpqpcwpjXKjVOEx5i\nRpYckK0D/RkMxxm45YiAn5PxevD6405mUwKyJ7kOAnX5MsGhLVMpQn2mkb4VOnwGWX14SSBLhogg\nhpD5zE0SQScgFxYPrHJWZk468CmdzRvTG14RIM6pbT/TUoKk0yPxGbQ0rma0LFgnkgvBZpOLB3s3\nvDeWd75Nk0IrJjkGewY2BznH05Ank1mTUgsFlOwopgNz8WEhz4U/u3pN6zEn0RrWNrxvtNaIPF3G\n570uN66Wy9TPyig3e9Y3mP/w4Zd25mKQuCoZRLAtZ4uJNxhj8H/9/I2B83q/cz9CoySGNS87UVFt\nzeuLCNpC7kZzyEXk0O7OgKtfuHQJ8mbo4fQM2apT46SWezV+wCCDbvDSG6vJmHKknJzJYitC8Kix\nXeilOohZElU/+cN0PjfjkzfcYF/BEYfcoRkcBQO0JVZ8Nx30i6Zu1vSQtZSk7UtMwimZmToGd55/\nNkJGFK/uOsKYLl69RbBF5YA0SNRpnlvXJRqRkoVCiP0kME1FQ11WKk4DnomIiQ5Ca8nmDltnRuJx\nKG2w1UGXKF638Vz40cxorgmhufD2zIJ64iNS+ZfIMo2IuF5DJTmLaFb8cj5VIauwXLfEuop21oHo\nKcUMprVrYHQauYKFclE2hLF6TBUz77S2y1WJzGwNqY68XcC2WuEmOancmUabWsbcnnJLkbhmECy8\nooqbuYixVXh+KBN9OeSWdY3UCTd3PCBmgK+n2gVDxOIaJXz+UCf5rjV2hkFvWMkhX3xjG38g/cLe\nH2zXb9hc1ZWnVFKmJkyQQOWft5NHcCzAS68PlZpa05avpcIlbaxIbZSnYr3SM8NYFTC3m7NZg76z\nlo6NVooyjSmrhoda/hKnGa+RdK7WSAs1Z5nse+Pl0ui9MaJxN5MyMoMxD9Y8aOOOzYMw1YfwjTDR\nsw0pyLwtJa+6wpEcmbF6wYaRga9JHg9Gb4QvrCe+bXiYJoss+BMXEW5ZvKBkyI0sOanVpOm/ub7+\nLkXdP11KEpZcqqh5SItuu+P2wgPjn327kTQOb9j1JDKUUWKnygLTurBIrh7kps1KT2VFNsacrA20\nbi2IDom2yRtyy/U4b0Bp4K9pmLUzPZfYnQ3jGqlutguDa2a0rhsqIyp4ycraDpqMdcjY1pSKaGCh\n4po1ol32BivYc2OjQwThUtPP1OZ0i6ku1pXTbk1YrlbfqaP3wrsz4pnholutC692/fstghY1wldH\n0NPwfq4G1CRgm8sIU921e6vIAS/o5LShGzg1iKvDdiB9o4+DNhUgtfWmhx5neie2/uxCzkKR1b01\nq+sxlvojMzWguOKCAGuNve+FTOogXuMQCd9M7zOCjF5uPaHYW5FgLSlZ5uKkwfKEnmKVYodSB507\nRKWQ2Wx/3ocWi4aKeLqyM7t1vnz6xHefXzSyf3nF3m48hiDEXK48c4PeGn3rpYLRNxIxaEvGnRVJ\ntp3YdoXOuTgbd0lBWyY5VxG6/lQheTULVh2zYDyTH6F1JdTifHm58m/+9V/y7/7b/w7RO//t//I/\n81P8D3AEj3kQMZmxWKNUUKnvktZZbatniecBrBtfE15UpMEqkjPjUHFEPA0hA+FaMsI5J5as6WIF\ncipzfsf68augHrNqSOqe3BaYt5rIBxzvxHgwO6yt07au5ehz4q5yeeQg1oM23mEdmHeS7XmYToy1\nBG81Em+DHlo7KcFHlKt2laQ4iHEj0lltaXIDwhvNFIh3ofFirT5P1CYnGQr3TK5L0cyzUkh/6+v3\n0alfLnporMaKULfjGNmRptmMw7XX0btWZBHJhhWOpw4xCjftBfHByc5TY50Sd4UzGtmabqTzJixy\nRCdsmXKbHJXq4vR0uKsbaA1yk4Ki24cOOE3F3kPUh2FPA0ieWTPesGZlm1ZHY+m06vLZ7CkdVM+r\nvBY/t5/M9gFbtMLmzlfCc68pOrSE0AgeMXO60Bx14SkZI0tGErl7vTpkjdeSEApSgSwo0LUAoTSE\nlsbKc0Ojvms/tzhl1iFkRG+lvdU4m6brSJNkj9TB5658+Dyde4TgkJokvAnv13UzvDXatj/d2gAt\nZK+vE7qaAXV61LU5/7Al9dk11Zy/R8UfSGuln6ODDrLWAvoThkrhyXXNTn14c+P6+ROfP3/msm28\nN+O6dfyQXTzGQcvUoeFO3zdhx1YEWuw69OMkIRvhIsm9lQSvrq2khVkj+weheOa9EHWfLx3mmAmr\nd3Wf1+8/8f1f/hX/6C//NZYb3//0t1x/+J44EjseREzlpMzSb1cRi0QmwSqohrJ+ItSdZyji4In1\npHiMzNrJiynnJcaHLyHOXJjC/Gl1j5UJ76l+0b3aHFrXgUglWfoSfJLzII8djneGJ+9d0ROJGo4t\n4SU1Yeze2NqFNqRbNwT94JVrGQoRxBXu5+soX0tlM40HlqtufZH2htGGYUdTyFnfCLy4xORq1f2H\nPeXF57O2t8aLJaOgxOM31tffR9LYNXOqCBmNc0Gw/x2W10wPiHsVu1Ccfp7iWAQ3CIr9GFCyHgpt\nBTcsJL5Lb4S358ahurT1gOdzM5Gd+Sf1nzn1qycL7eomBDkohzzKDh0VciQLgQofWBlf8ld6an2u\nD1z6RM6yYAR13+5P/yYxVXayvhdr7Vk8KS6sFNrPf7utj0Q4d3vifVbmZ7r+PY2AXlr/+pkmbP4s\nkDLm2LNpyDy7qjJpmPLRqYPj3HKPX8i8SKpn6rTPXJ0so5Mmjuo8kfb9/CQqBvqAXl2qpYxmzZs6\nr6ziUH9H2S117bypq8sP8sns3N5al9+ko68PAnGU+ue87mWOSt1z0nzXNQ4q+qCuultFQhgvn1/4\n/PkT+76zj4fcvl2KlNhOAzrPJS60JrgsE1KFRNwT1fj4U9efZ7Mi11bFtubzziOrwUnxMRFyJ0dN\nsVmF3RzYN9g2lgnDbb2zXa/yDTTJMyMWa1bk8RKZqGmsc+r1jZO/UFStoOFqRMzVTFU2T6SalgAs\nD/zUbocs+nWkk7YJxz8P0VMgpcdYqGHv9K4GaIVhM+ixyHXAsREPWd1myRxz6rnYIiHqsOtJH46P\nUlrhZG+s1mk0RiRHLPF5BDEmWzb20HO2jvmUv8bZNETgc9GOqWbUYLWNcEVnYOApeE//8VxPWaSv\nw176/NffVF1/p6Jum246Lwa4uz8ZYE9n1kZ3P51Yzap2pTItquj6qZ4gnkWX83/rJKdt1fWpmPj5\nEFR3XeVEkbB6ukvsr5eKqD2lbu5Od5eUqwpE96JvvEjfjHoPlWHtDWuNsRSBCx8PsDCkc+b41SvL\nxVofNhC7fxYkcFrfqkgHZ0ZLVheqwKP27CKDUhqFRjw7O09Q5w4f4+T59GQqljg/vgcrr03mSQrp\nXbfz6SrreDXf5HJoGmP17rRu72xzFXtwPq2mQpUi485ie74/ez7B53Hsz8hks4YchjoELBIKbjGX\nVl3phEJHz8kroXT2iDz0s+gYcxyC2kwTwvP+OhUlZ/m0ssifDYg7W29sGC/7zvWyV2a907rhy1im\nCNjMeBYsnoe+lfW//eo7TjAVKgryGmks5H4+DTJuHx4Ce/Ys1WycEbH1b5Cw1Xf5WJPX+42fXr9i\n7hzHQ5NwFXVq2Xc2yRmzGhNNqRWxi0o7oUPq9HDUw1f3bolC2gmmdLKmqXwabyCquEXBWVmTdKKm\nQveQsOhwyN6wbcNp5KKUKUu7Qbs2no2UWigN1hz6t2KxTeXaZGtkG0Rv+KzJrnVo7Zn3P2bFSq9g\nrsU1jCvOnlmbyqq5OhfVR+KrSNyxxGt5x5v2yNrp+Ugt6InlnPGbhnNxSaYjz1n473/9PkTp7s9O\nbt82ja4mhQDn2GUonwLAqnMLdcSqyb0s2o6twaixpVkpN0J/Jw1xMn52Z5IWrVoj9SR8zo49kzTh\njoqZ1c2Z6UKAOAumDhtMnZAWU9SPcBUrQgl1WhQv11ieUEfvTESKkfCYsrG7nevlau9kyZ5mpAjh\nKErKkcbaPiCiSBGZVsUqIoska3gkM3VTuRmbrCV6yKZij3NrIvHOkRItcwgLTjJeBHQRhJk07x8w\nSx0g57IuycFaKUMKFjTHTZnrSiZQByMkvvwG5WQ1CpbA6FVQMxcxszohde57YZHPqSnjI6EQWJuy\nWM44V49JxLlbSTh9oq+qhdPrsVjWGUXiR1SzaVQnbcxSBil0rY7k5upy3Z+4MSZT2TEO5nEQY4nM\ndn9q0j2T3vRApxXwY6aAqCWZ3UuD6xraz41xS/jGIKwcqTXVPO+hqt/PULoIYmUhmTo0L1vnpTvv\nY/DT+zs/vn9jBvz49sa9fBdjzIJCnDknc4WgREsihgpYUpruj6lvRXKsSfNek5iet5xgrbNokh2b\nY3Eoa6aUQjqwSk7o8jE8+Rszcio3ZevKXrKtk94YcZrhsiZIPd/Wd3EfNcXPlnwsD2+4L6YNooGH\niroUMMY0ZzZJbld3ZkL01H07Yc1kBWTruk9OEndRewnQfTK0kY1tcXHjS9/pU5PfQio5NrCm73DF\niVKI4/mtr9+lqP85brrpCFpKAXJMOTAxkUzaoOMQYvSTcyQNLqnRZOEy2lS3ulWxOrn4EcGtitPV\nnK3pwt8yS6roFWYU3AgilfBydXUwkckMRQmc0kSRhclOja7o985s6YkOo80aE50CPe5AHQjeCW8c\n81bzRda/E9jSz91SI5ud5I83dYqxuJpzsSaCDS9ytv7tmJL1Vac+SLI1hUIBTucw/XvmsBdXkaXJ\nbfdDtvwTtywgaU91IOkN902Kk5gyyNRxenZYbopbVbytOrzuOnxPu7uiX53dG31vvI2jpl2jVce3\nagLISGYZahI5OeecgopcJptjDTZr9CYN95GTt7l4HYMV8Gld6a4mYq7FWurgt5qy/CSel+HeaE3L\nRbJyhva2FQGqTjEyYBRmXAsnbCl+wt3Yeydm57rtvL7CcTyYkXx9feX2eDCmpLQJKupZhWxYeQEK\nZmqNI+QFiFjc1uITkso9Inn0nTdXt7+F82IbkQc9gi0FVVbbKDygiPETjjMzHsjNabn4s//C//i/\n/6+kOX/6+Stv374x59K9meJeiPnE0rPAvsSZgYpdKvZDhRxWJE810tk4YeQsw32cSi3dx0cV76Py\nasybphPywwxHJWGmMYcWYj9u7YkaZiquwWqC9ZTMdiEH+czFYw4FAKqwMNcs3kVqIwtNSAt5B+ZU\n43Lq5CPURB4ub8bRg31GdeWTnIMsyCoLOlTEwqIfnc9b8sN1ZwJjalrEd5xJunYmEKphUrHZb66v\nv0tR/xfznYu7Tq2hbuqxgttahKmwbkIPWTH55I2LKcXPChFMtKPyl6XUx0vBKqMKf6bWYX0rvPd7\nb2zZmb2zEr5vjcumnO4jBkcEjzQsnSOlRbWaJmYqSEw2bRmSLtaUxGcIq43JSHgAhznXvjPgV5kb\nJgzcdTg91hTE8LxRVUgvoSXOvbqI1jbadqFZU15JQRtWEsycwktXJseSrjqWpCGHIwWNGeFOazvW\nNxWwgqDk2qRkl3LKzlPpkJOezg84n7zp706tufNcrBjaE1pjcTdna3JFPoDpTmsO3ehFcOZS4JSU\nLMJ339bAvHHpm/S/mExCa3GsyaN2Olp97rUmn7q24Dzm4jVFZG9NudiPmLyvxX3K2/AgtdkGkWdj\nCQJ7cePF1UCEiUBb3vDe+OTGHvDSOm5XehOhOlPZJSsVjWolaTvi4DgOHFi9EasTMbnPo3T0yWMu\n1hzMcbDGKKdo5QOZFdEH3hvNGiOcGcmj3Lzn9MIKQQloH648GxAMvGIPWpZhp2lSyvIgZOYzi0eE\nsTri+xr87XFwe32jtcbtcfD2/s5YFVUbwbYE/+zn1GRqHo6aJFei/PSTC3JNQ7MmQkFtuvb5HHsp\nJQ11WCxtJGp10LozDi+z0UeOUtZ7P1+POGFG/bdq6HnmuWTU9UtGLhXLRD6FROZG9LwTS2q8M+ky\nk1zn3isqsEuN5DmVLluaNGLBOFjjQcyHDhiQC9uAYbgfeHvgl0H3C7M35lI8RHd/1h1LuYp53v2/\n7fW7FPWvc3Jtjc/esLWqq4RlYrkXqQ4CbfhJU8G4cK41o/BT3ei4UgAd4fEewYzJQMYUy4qABY4I\nOk73xqWKQHPF7GbKzDJrbVur7jPr7yrQC+04rWWwbh9f9gjtN7w1dezTTqOG9OS9oJZVLMAZDPVR\n1GFVJ2SFFUv906A33VjVBVsVl4gp/DFT7rjS5hPCqrO01zRnkly3TQqSpsKeAE0d6sUgcjIn3GNx\nj8UeiyuNHXVzORfXZmyuTUwZKR/Ar4g6qa7hQMmDs0FuBX81afTPiIf3Ofkag0tvkjv2Xrh3Mtbi\nbQ7e5sCBizmXgkBemvDQ2zz40xxEK9IUQRZRRJc3uK1BrFGKCiUKBo73mopSy+ffaNzMYBqzNz6X\nrt/NePFLNR+T+5hagJKTC0HzxYPFI1MHLZKW5pSR7mHGDbBlxAzWmMQ42Fp/NiAL8K2z96YFLw63\nuTjmRyrmiZN7yeCumVzW4oE63LmgjUVbSTdja10TbSZzBUw5O5oX9p1WBqAkZvIWwdc1a/fq2RlT\n3WzIibqWsODm+uVOrlGheZTMdUrXbY3meqbdTwK4WE7dJlhIzimp43rGNlhU7HR5KJ4poPAk6L3y\nmzyp2IfyilQhp8K6wmDM+Xx+Z2pRSi4pVXaoCRXWEv8gWFMck1uA6cA62fKnyILiHXyBTVoc5LqT\n86HFLe4QEEPwvtMJBsNujP2d9tLwIpqPtVjWFGa2KjU0a6fBv0R9/X0kjf6iixHO3jYyk701PrfG\nnBrpTujhWKs8dOd9ELWdXMl0n9uiBUVQNS555bEe7GjB82crAsJNzr2KJvi2kvEYpVEVvry50YtI\neq8NQ5ItNjaTh80z6RuyNruMLM28FCSlLiH43HeZGuT55bLvdIIWGtE2k0b40U43rLa+XHMqmtMN\n6w07owvQKHtPeTBb1o3l9vx2Yus0LtgMYmbd9FFQkfPNkVkEGHPx47yRtSnoc1c8QOs7L9bZ+gvX\nzMrJSL6SLJNW+57OHoqdXa2kWqboZD1EepCnqQOaGGMMZgbdNz6z2FI471sGP0eyHQdHwpfWaSQH\nxlsGv2Qwl/Zu7k3d53et8b0li8Ur0OxUvzjLa6flpqyZ3RsX79xLepkmsm/jWtK6xcogtl7KHh2u\nl36FXLxFcBs3Ps/JMnhkag8sxjWTF5bSHjfnm9Y305sT28Zq8Ifvv2P/9MLPsfj5b195uxuxGTsv\n7N5UvJYWlneXSUk4sRalDE4eBnpTbn6Sypxfxlb3wQ4ig32yW7KQv66CAAAgAElEQVRVI9S2XYVy\nTnLb1MRYFpyp/HCvhM20Rt8uzCWlUOuaGoKmLJalgKqR1Xl6Y/fODBHGW6qAZTUyEZpmKHmnm9Po\nnEmZp7R0806siQKYBWdtrgz3BerY0XMUiCzXtdWOAw/IjYJEKAJeMAwmYvTepKZJq91PqdC5vhQH\nvLu8G1HBelmTzMpg+WK0RfSLxBeZ2EpWTjR6BzkGawbxENfmrYuLipQyimQ84OKbDFZjcjxu7NbZ\nL43Wrmy5VbyC5N6+DrBDk91v50l/p+jd1ioBsfEoqV/BdWDODC057g32bcOQ61Cw4DpDLzlVJJsn\nvXKtF8lq6qoCnkFIUaFT02Brja+5eAu4Vqe9XFG2Mg919lOaaDWeZyqFL8X8f26NS6sR060iqRJW\nMkfybR00b1I9uJZU9FQkgXvSQ2qCC9C9sXfBFo5w4W5lOMg8mTlNHoXbK6WylkjnmcwnAsq7P7u7\nMY9np7TcuZdEsRBrwo17Bsd48D6dPWArRnBasFbnvRx8K4OXtgnvRCmYWQdwa43eGo+E90zuoQjg\nDWHCA636cgZHnjBScstkRdf1WoujyKwRgrzCN9re2d249EZ343U8hEmncW87l97pXYFsIxUdkRFc\nW+dT2+RMPAaPUEMwHLJfecvkPVZtaypJZOreutnGhnMQchKbpLBh6FAwaqFC4cru+L4R1jlKlvhy\nafyTv/7H/Ft/9Vd8O278V/N/4k/r4PbkKaTK6W1jc+NBcqsDvbskeA8rkhygdR4Z3Nfk4cHeN7bW\nOXJxX5OVxuadTw69OXvfuB+TNZNprn2lzejW8XruHqaD5VoH+369SkgwJ7GCB0mOqGC5jZYlR2xO\nNi+j34uklUhM8DgOPXuk1BzAbs7euj5XVjaKVdTAAltNgVaZtIITs4hvdcbS8MvHoOn7FDL4yQst\ncQZWk+OsCOMEKcXK3xKILHeMXg5rJVZKJbOamopmvfiqivCycrRjeEta9lp8lNA69xXsuGIE5qR3\n6d3Taoq1ZMXAAuYy7vcbidYP+hU+bzvNu2rb6mAXmDB7r50Kv+31+3TqTTKmVadoJPwdvwgVyO/O\n3tqTrVdkTn/GAxiasNbZZddQtPBnUc+kbOEqjm5Ga16bSyD8zAbXS/eaFhdIeSOFyzwlYQ47Ki5S\nFqhrkU4raKau8hyXFVWaZSxQY31KNQNNBXU2a5owOOxcT1ebghAm6EYF5YlEyqAISFXp00HJKZXK\nQHnsPI1Q7Vz6cZLEhfHPCH6Zi62mEyUtyg1IfQ/mjb110pL7Ct6KLNsp5UWqSxsoKTPr/5tlxSGc\n11AF+zxcvtsvIl/RKrCx6qHO6uaa3qdZLQ1pzqgHeqXj4Vz6hpliHCKDcHWeS8pnvDd6ZbaEuWKN\nHRTZK0OJldzUzTm8McM1NVpKLlcxKlhBcz2hGZEdo9FTK/gwJ5qu53658scvX/h0NC571yEaWdEI\nZQpzYzNjlbt4D+OClFtR6wlnBlsEHbTYwxrDG9279N7eeEEOaXew3tn7RqbJaWzBajAsyd5pzVkW\nvGXQ07luGy+fPvHD959ZGO/vd17f7iIW/cFqDdaGFi8rpz9MRLKknupsG0ZsveI0qklKns+d+8lF\nFYCRANr+9fRnxGIWoepmdK/iXRxWq6Jhpkm5N6ucGkVGzFmVZAkfN5PLHHfFZa9JTsd6haCFCHR1\n8iWlxTDrWtyei0smnVLAFInZqEYrk2yCqm4+iFBRZ71jqzCGc3pZ86nqexyF5hjsnuztC9eSzqY3\nFfVuyqD57TX9d4oJKJwroGRYPPW5su072zlCFv68qvDgp7TwtOfo5tL4CFTXv05C0RBZF1JQWEnN\nekpS193qdC8sL4Xbb72XjjmZnOH9gio+eS8XZpbyBjIHC3Vfn7tp43zqMFgJWbjcuehXb6wgpQzG\n04B05nMnV/Kja05tnFklsaSmEplmynHopx+tbvgEa6W4d2NLLdXdiyR9d2XfuBkzjJ8juJ/EbZm6\nTplgs0Z3au1eFbXQz+31fqR6AcpAZFX0s05NGbaUwTinFjhfW+OPlwuPNXlfQ0UkpOCxKmygNM4j\n4G6a9HoRceD4kOLCrRZoTwDjKA34dGHx3azIMimbzKR+OX/xdOQ67sJdSS30lmORZ04HeU5Lgg/d\njEtQ0kandadZ8jYf/Hh/JdekmYkXqM9lBZ2d3d4qCSyoaCn+VRDEIxX3+8klIHAzjhSJesH4zjf+\n2Du3eQhOijNNU/EWWobRCJaiKrq6zn3B7s7LZefz5xf+0fffQev8bXvjmMGYUblAgYV4p2HOI8QM\n9VY+3NSzfClCXhEYUfLYIkota7jeMPMnPBPeWf2cBvhIR4zCzrdWmUBVQKsbdxcHs10b+y6J6eOx\niAdkKh7CCw610LOs7PZGDt2jEjokY2rF39mLO6XEOlfdFal71IQaqzgEK3lo6nOMNvhrnH+S8N/P\nSR6TGJOcddgu+WLVeSugjPN99Ea77LS+q7K1BiEE4V+iUf99ijoxykzivLSNmck9FHWriFMVVkkJ\npbuWtbZke/As6GBsJswt63Tv3jSSGZVJPNi8Ou/UPkxv5VxEKpqWAaUcOdUmYSU3S9iyMdy0SanV\nmrLUQXFdTmvSqmLJxbT8931NkaJRhQNRiPdILt642k4Y3HNqiQBKmetokfN3q5ZTF+F6AYY7A62n\na11r0bTIwXjMiTeFQoFgplXfmcfgSwZfNule72h5Rs/Fizd639nt4OdYPAIi1BG9dLj2Xo63xUaS\nnuWalIHm4rKIH5m8m3OmBmZoKfERk2UNs053KUjCoUfwsnU2h/eAWwRjjOqcT6cktNL7hkNszt6M\n5ieZpQBCy2RmTRf1oGHOMmNY8oPJRv6eyWvdfy84n9z57I0/7BuXbWMlvI3BjcXPtnhdwTsqNFdr\nfOmdl9bwJl6DMzPI4HOchqlTKmn8+fbK48+j5JPwl/vOSySThVcaotQRTmwq+GZqWj4vTW4vrYl0\n9yxuR2FXPwHuyUs43wNX16av21q8r8FtDS6VNtq6s7mLlPMi+cz4w/7CXs+MeXLdhGXvW8O3zu39\ntRIjmqbEVFEbVht+0jnyUOKld/Yu3P/qHZDhZ1Zn62WDD5LH0iapIwLikIQ5NTVv24UjotIsizGK\nfG42s0yRzGdR3xr7xaHBsZI8kBTS9cTJDOiseSj8tDnuCgk7X2d0xSqSvrXGWiLReyo07Yyc3jNZ\nrl3DF2tP6DVmcOzJf7i98B+3C//B1vnlpx+Zv0zWKB4hSuWzRGxjamibO3O7EJ8+cd0/0ftOTBHH\n5Mko/rbX71LU78TT5fjIWbnjKsKfSlNtqHAYyW72UVxd4n+RLx+bWD5clfnsClfCsRTQ2QoryYRH\nOq26yGXBQkSO9Y61jnU93CtOvTXsTTDPRD/nxTfdoKlUQDV1VprtMh3htCW32KXJgj/TeI/gb+fg\ne0++OPzBk7/ojTkXN4I7goXuZvQQmbNH0lyE7mrqOldpZVMnJLttrBp505K5tIdHBWZjRPBTyQMn\nUp64GbclCeXFjX/VBY2NCG4r2BxeuiCpxwhGoPhRg95gy0XPfNrL92zsLojNMCaNbxNuUUqgpe/m\nk298bsZ3vfGIZFjiW+PL3ngxCQX/vUj+ozX5zxx+NC342LrxHoN7aIHxpXe23dmyy7oeQbONNVQS\nWjN2c97r8Et3fvAdT+O6bdVpBvfa32kp/0TP5GqdYcEtFrc16N0ZHtwc9lTHTE2c7sKYz/tqePL9\nfuUvLp/5435hWfC1d75clFPztia3ObnXtpyrO9+3TZ6CSGzBLznZXXLdL22js6mzxbigSWAEXAqS\nOwbPMrjMeSO5MUUyW6uJSp1zVEOzuyYG7177Txt4p+dd0shyTjdvbK3RDF7yA+ffzSC3OthKgVRw\nh5Wi7Mzi33zn2hojBvecHBhH7zyQFhyM1hoXbzTEQ+UZt2sfE2h352W7sPXOde98ujp908HfNmh7\nkvQnBEnp6u1s9kJTg8ET8uneBd+4TGqrJJItK9CtGYfJaETqfY5a6r0ymExGTEY6/4XBf/2y8Sf/\nTk3XAptvSitdq9zsxrTBnEFYyN/w2DnuF7Zto7fG9eWFGIPx0Naz3/r6XYr6I+fTHq2uTRg4aBEw\nwNWtojdrYXJpx3Gd/mnqaJpV5kvqFBQOLnXCPOdCqhNHROmZMKcYF3tmY7lJI9pMyDxWUFiqKzm3\ntYMSJTtywnr9fqvDx9BGl2tBExHJ1StmII2Vip/1HGyRfGfGv9Kd9yWTyTAD67UsuPRnUZaq4oeb\ngl50s+ZHPkhr+vkjk9epor5bY/ciuKIwyH56AagEPMEyjTpAEXTTm0hKq4N0ljmpZaVjnp+7uuaW\n0jC46caNSHpquQB2wjLS7kcE9yHpqZNcygK5aqz9k8F/Y8nd4Nob322dixu/zFluw9IH91aEmOCv\nFzcupWgyFz9xq7WHraChntDkN2dm8NOczHXw2eCSIq9nSOoojkH3REQ9kLlEDp5FobopLe4u6KoZ\nn/aNP1xfWAR/4/petvJdjJQ000ilLFphyM3BgjlEgG9mvDRnd2dF5YegRScPpY3VlYRLaiJZqcO9\n9faMbdCfpCS09nRXZk1dW6lKlqyXdG982nYZAKvgd3de6tlNKrMkPzDjVrEWnRoIgue/0cuD0ot7\nuhZ5P9yYreBUd156V2Gtg0cac0pZpqnUmn6dqjevJsqtcemG+YZRXNqSP0AmRmN6Y1ptKCpoYwKt\nFXadOqy+2y8K25uDxxwwDg5bNVkp3VOxGsUbdMMW/A3GP9s7zV/qXnecTv7yWmvtOMcP4f+mhu1+\nf2d77QX+6NmD4pH+ocMvK47CoSi7d68PmTwKV/GUVHA3Wfib+6+IknxmSjQEa3RT+L8/x+9SuiBz\n00mGnoFVzU5LfmH6mVhtQjdONYSV1lyEyrNYVVHyGmFJXYa0eGLAogi0zGO5lnZEqUF6g6uBxWLP\nwMM40jhYTCuyDungV3XnsziBMHu+R6/3lutD3tgrAGwuqSRmptQeNQJbfYbm2mDPlHuu13djKzhz\nbq5NcEmrz9P9lFbWiGpWEbNn7oexW3CwtHkqRYhaFCR1RpSuYOZg5lJeRnWjG3AQjEw2b/xTnP+O\n4BHJ9+588WT3ZPlJuqoz1xStD7lTDsKKcBBHEZoE3Gguy/6q70iUPBzz4E7WIg+Y1hmpx/FL0xKD\nJGo5t4Frrd05VWphcLB7U9qfO82DrTvXrigMqTW0aQkUFtVcQgC5TIOrq3ibC29qpb46A4r3CmAP\ngy2dvXkd7OXozfPglL5988bD5PsIhHFH6ADwCh3bXN3xpe7tWaTl3ja+35x4TjA6PLbqNE/1dJBK\nQ6UyXCg/ifjn2tdRayuBbjuX0q3jrRavnJJT41JO5zB13556jqK6bnfoTd3s3hubS7hwKZho7Y3e\nNn3HKQfuzKArw5fpneEbR6zK2BFntacOkYbx2Tv/+pcf2NJ4v9346e0bFsFbJI8icnsttPBqglrv\n4vYitQ2sKaZakKg+U39/aKI8UYVI1oIxDh7c2PyJPQDQ+0WwYokrfsvr90lpzAej8GhZbytborpo\n0riHoIplG5fQouStYjA5nXXw7A4uJgVBs8KsstbduT2LwFloz4UKHoob6C5s2sqAUFlzgjpMEqec\ng06TpCujsPqT1Cy3a3X/lmgV3VocIZmeQpuU3tfc1ZUq4IFfYvF2G6RLqRGAljqcDw/VPVdmukFH\n2mar95Bh7LQqwHqwv6CYBC/lzcWNa5fcb42lo2Nqy5LCunTjNcsn8ch4COZq0uunOfcmwkpdSB0w\n6AFeDvd58D4HtykybSuZlpITA4/JlqmDBKOHP7v9LYNlXtvk1fW958GXkbQcPGxpKXETBjpW8v54\no7Wd7jKTEVnmlErCjORLKT6C5LYmrytZ4bRoFXHaaKlNVj/lwdsIHrlx8c4P+8b3fq0CELhNfNsr\nlU/fywiARe+dz9vGbpoYfAXjOIhIPrl0/Teb3Ndk03jIUcR+y2RzGbbISkq06sEjOEbSm6KJzY3N\nna1vgJVjtFyRUS5QC/atseF8SnX4ZxNzxvZGJpfWudLZlzPuk8ec2LH4bI3sziObiMRaHGK9Pe+P\nACyUk9+rS9euV+nfNzs7aqd7Z2tSU0WpTU7hwKmCSzO2reEsetMyEvf+dN6aGdvWVe3NsaaD2kge\n+2DYJKJUb6VECJvcc7Ier0QEfTO2vtPWlJLO5CxdCm5hQ3zLGUeyt8bVjS+tSTo5FnNqb2qb2rC7\nNSXAniXqTsq53JxoTUtJ3Bh//gl/fcPm5Fx9IWf4ZOad2TcOb1LSHAeXlx/o10/Qr7+9vv6/rsz/\nH17/hu1MFmlRJ7dKwwRJ0dwZJl0zc2qMzw9YwItVN9Bo05QkKDxZEsaPuN6Jm6gMQ/s75Y6kxibh\nXM+t3dXxBMpv2c1kUsBr/6B08lHRnSf0Ye4V4iTsfByHQvUrgEtZ4rWUocguMuo96waNcs8apoXU\nEdXdlPMzNY0IupJap3t76m/bXKRLKeIY/7htRNOYudaSwiOywoECL334qpyMvUU5UdURdZcSplG4\nojcdYKUIyDRa65Crljs0DoJtDQVPhWakSwYXF9F7scWl8nlHGPcZRI3FJHyuzrUVz5FmzyJZ6zNk\nSAltwtox9mkQg2bSHoshr1ArU0TCWAcH50SRfImoDU7+RA9GmnwIod21O7KL5xo8tlE+g4p7WEeF\nnlW3m6euWsuVw5zIjZ9++Zn392/kCh73N/Y12Vm8MLkteF9DS1SWlnJELg5T10/UYucUUTgCxppP\nqNC9Y6NiC9bQOjuEa5vBzMWIxVYejjMquja2Eq7ExfsYktA9OhyrNgEtcqhp2GPSUy5cQWqzCGgt\n6gCpfty8ljfrC9Wd68rFWTB9QfQnlk1NGL2iDE6JIlFpmeXBMJK9y5OxMhnHYIylZ98kd3BbT/w+\nZlbNGFAtzrXvxHd/wapAM3PYvKnpisUMBaV58TLvDP63x0OD+Fp6nishs7vx0mVqs+2UbDZSXC2d\n4JK694fBao3pzq3DQJvN+tdBTD1DnMtcEtacmpRs1IL05LoWl88f3fvf9/pdivoPhfl3F8mzIjgw\nHsjO/yiDTxncWS79sTbiULvQpDpIU1eszlGjWno+O78D2bAd4eUrkmt9gVlhXe5eF4zqdIAaGaHM\nPdZqZ6EcqVpxVURLViRwk9nI3fEVrLnUxVQx5uzEuuLM5pzCOCk3nJk+sWoSmUE35YBgImrPUKtV\noVZpS+Or88R7SQWWXdqUrwbYLLkYTJehZBXxlZY8cjGOycjBnDrgHLH9o+CCNI3IR8hlp9HZeKQk\nftMUOzBD5LOXrppMHXSIG7m4cUWTQGBsS2qNUYVVna+XBDQVK4Cs7SeGeU9lcZzBSi0mewp7Nnvu\nXhJs4TAyxGMgYEzSxLKuo+IXqeyfWd9/X9D9zEyHPO7aTeKGNWXzj6UwKy9zGuj3j4p4+LRf+XZp\ntYQ64DjYY9aOS9gG9Jn0CFqciiopc1qToetRS6ijGpZ2Ztz0TmZZ46s5WDVlne/J0mHB8HmSTUT5\nEKwapVNhlEtOytsSZpIRlSsk3NmKD1h26svVXOSTT6lcpqwgscLxA0mpIrVvYKT2qEoNU3+2oEbq\nMItIzLvSOmcAk90v5dDXc761zvOvoN3FWxOOvubgqO9Mn9rwdmHMwRpDCreWXNy143VNxv14Qpi4\nOvyjMvixJDfHl9GzQWqLl6iurO8ezpWaULr8XuRq6n8Pu7C+/0y831hv7/CYenfWijPTZqo1juKf\njLXuFUX/D7yo4zrRdzNeLLmjdVGGKvkwwSbPZRcIf1uRjClSysu8QrPnHlAPXcBYMlukKcEtA2l1\nE+YSbgofF6R5GQpqEthYkmohOZaHCtpJ3iyD6M6ZcazIA42SXgs4FjK3gOEhItIy6QF9SZ2yCrvu\n6D2GC59WyFaWlOlX2H/h9Wc4mNkGFjVlCG4SoaW4g5Xau7mZlCMX04036/sWEZuVOWvMqeybs2se\nEcxGPdCCLtaJpRqkG2MO3ZQ19uf/w9y7xdqWZvV9v/F935xrrb33qXOqq7qqobvdDRQG2iaEYLCd\ngEEOvsUJQZbSBBKBbCmR8oCiIMXYiiIrvLgt+SFxIisvttS2H4KVi0xiKVLiCyiyZEzMzbSBbqBv\n1XXp6qpz23utNef3jZGH/5jrtBViNQpSs6VSVZ3Lvqw15zfH+F8HRMsoWAvxBlYvqhAXW5Crp0xj\nS6QmPDHbZo01zUibZnhLFaz5MFEsgF9W9oYxWb1cM82kkqgGfTi1iqQL0zSlzlfFw/oq8mvDdGtp\nFFQuLH00lMyfqaFsbK/Kye6m132ENoBTH5xA2TpVJjCRjw7m3MZKRXbxDtwBd2xmIoi1MxnMGNTK\nGutFmlsCkbO1EW3iki9Phdayx1V/ZstEaeh7HKnB767PXUuBdIUaW8Khoh2sFYZLH++jU6yp3u3i\nyNS9ohGDSy6Syh2C2cqFs1IdnMq1w5SZVEx/rhk0CtUGpWzdAgEhKBTf1CmSdOYJocC/ab4QCdv2\nMU97SQNHYxw37BqwouJ3lC66htRWLaMLWl4LRmBVG5B6f3umN2ZK5Qi1RoUEDW0jjN3TPOVsuUWl\nWP6Mum6jFXYxcb6+wu9d4U/v4LgKMfBIZ3Io+XRdswd3UmTz6cSW5f+lfHxZDvXj1Z7wzlOcRxFY\nWMoawTucGJyLspRXdw4mvHSU4NhXrlulTnoatpbEElwo/q1JXIe0ixDKX6JIl66eT0iHDWt0YsB1\nBO9pCz0mHjLzKAp9COeNJOlWRKASfilxng5KQ7yzopvajFZzfeyDXSpMtj7GAJg3prsyW1VfZCl0\nC87eExjM6F0MSlyw6GgVT5XD6rkuh3M175jrBMCpd8YYYvhr4VgbfV1YIzibcWfaaNq+0Q6KbtgN\n6e2HK9Fwt59lssm1+sYaY6wsPrTl+MjyjkJxEbxT0TpZMSYPWfhDEstzONaaNLjdGVaJmo5BjJkt\nPVDsQqCLdGsfAlm7192W9BdUH9g8sW6bQgSHSYfemlNsaZXZykWp4ZHxtuFwWpiKZVVizcPU872x\nLDRPzsVHbl6V3b5wKsYx1QlzabnNwW534LnrPe+62dPmytOxcnt35vXbJxzPZ65dh/7DBrexFUQE\nVzGeRWhUwUY7K1yXRnNntUIvhVGbJna4yBNBDybP16AQwnRTrx+Q7WGR8RZVjV1tgnwwT6XQq97/\n5ez088KuTpkeCBaDEiX7NCOncBV2RPI7U6nsqqU3pHBngUeVt6EoqbMm+Tvle95ykw4ci87az5mQ\nUTGfOJ0FK5pJiroHwTMu4cHOKqufWCn0cM6x0vuCUWjTjCyEegCfQ5xSSZlnsWA3zxofS6XUBlUG\nw/N6Zu0LDJXU+OjKUI+EDdOQtZW7XP7tzjmCUlvWGxaup4LbgeXBfeLU6ccFOy3YcHU2FDlbrYzs\nlhVk7KOzno5f8vn6ZTnUn+KKRh0Dd/Vi7mpRVsfcmGMFQpGxDY4oQ6CYwaQJB5QS16bCg/3u4jiT\n3jUSY8/DLuVzHVVRURs9cduCsawnnrom5xdL8I01eNPhiQdvoSmnJgSxBpzSIbe3xlU1Ff5MaYVK\n/rMyMcQSyLVqlblMEHG58UctcjIndipsWZPPyWR40NomSeDqg7moFCBauiM9OBdYdpXZZgYNz0wa\nSsWzfmstxs4mrO6E345OmPM4VmpX47pVWLtzl1romzbzHJkRryNByqVi3AJPhyuIrQhyUslMoXXB\nIos7p4BdbiS9Ns4+uAs5elspIhxbakpDSZfqMKrpbBV2XkoakMwSfbMLF1HzwJe0VX+nbw/JDEQT\nRJGbVea7Cx+GmPLGC3E7S4D6UKU7Ny9Y07/dJnpqYMfIwr2AGMEyFeYys0ff18rgdjmxG/JTTGEM\nNx4OeGzBvsAdCu0SCOHshWtBQO+dKR2oM8F+mjmioeS2rxzH0IMqh7hajDmMQ5EMldx2Rub9VFPq\noLQX4lakspqo+4nDPHGFsRZ4uqycxsLahRXvkRBhcy9r89JDUHG2QfeU2PKsNKQWY071j5EIYykJ\ndSYvVgqFnTa+CIgz9Du9IkUPvMVVzhEo+3wd/SIdrc3Yb65xtMEufWWMRR2vq1FotCpJbJknbpd0\nm3b1qUZflfQ6iVMzQ07ykHzXrUorboqcwCo7DuJrzHFbsLJgUxfn4Ctzbp8D9H4S7Kc93BdsGR7Y\nm2/DaZHMMQeO3ldxawmzWTF+K4leXx6d+lDe9tmMntfk2YMjg9virCWnyzCWEQwrEJvVOTE800S+\nrJ2pmcw9+cIYOWl4VjiEIIUVZYa0Wi6TWURwtIp3yRkpwdvAQ2RJF4RTWFH05hrCHq0Iu13DFNCU\nBOPIKVDGJC2rM0GvcA9JBJVfrSf5gvIjFCMMW8XayZ0JNcaUCGaTMmNnhQOwCz1EBsLET6HA/tWM\n6oN1BE9TYTRh7MJYi1QIzmAJYedLDPZFk04pxr5WrrwxED79jncYqShC0kKncDbjXDWBa5NPFUFR\nZZvCuQZPo3PWQM05nDsXFnlthZtJLs6FS08SBfEIilDVYbSa54Gijy1aVX4CGWQ8D6sRX2QGsu1h\nlK7N7e8TWEmIq8B+nqjJr6yhWIpaDAhlnBToY+RUByWcwxAkdyK4C+doKp/bhfT+xSTlrF0lFB7q\nC8A7FcF6T+l8vwdLBP9DhkktoethrkrBJKMhlPOiTPqJYPbgrg+95y4ZaHXjuuh1KuhhFyh+WHJH\nUq6q7JmOINAFOYt3VHoxzht5aNBb1v6l2F0ErTD34Zk4mhDIqEEUl3y16PrBBF/VknlIode2kR4U\njMZEsT1ZPUO1YJQzyzhh0ZnNMHNay/t+48REY1Ai1TRdvamYY1nYvkU8Y9oYW51o7uKf+qIJPgUH\nen2lMOunMxFOHZFxwoICHaRimyZaeZ6lV4Z3apwo3FLsrJziDAUAACAASURBVC2mDMGVoal+xTMW\n21TBeHOgvvwu/tPR+eUvPOKn7s6sSSypXL3Q14U5sXV+p0sa71zB/pHgf6TF/BxdOmlSfhiIrS4p\n/rHMSLNCSWfD4s7targr46Llm67JbOQaLfJow/7Mgl3V6tXHYLYGNmjAoRjv1M5d4uRXwFKM48jP\n5+ogDYwFTdWLGfte0yQgAtUjcV6EJZZcFS/pksiVdwIW257ocVHe3IYiAiL/9GzBqJbT54Y1wxIj\nD0Uy/lalHnc+eGd0vp3C2QqfMGNy5X5YeF74wthrzVCpxLhLmqOe+tANntOvFWgxKb3R1BhkPuhV\nrlwLNfkokhcJHUOS0p6YP0XYc2mKFh5NPMflUN+0/l8EIa6hn28LrZyKXKu6sTXBbDdQ0iyAYKkl\n36tWnj0UtpCx7hmh25piBhDeOxeRriMn0DXg6JIvSgfunDyIWi+H+jlg6pWjDWHitbArLZuzoHcV\nsew9eN4U8zDCeK/JQTxjrKZIg6M9c1C2JOzNlBjZA2HbTXDFlAT2Gs+uvZFtSqpLluyvkM1FG0dA\nphzWcpnalcSpcC0fKe+tgtUGehBMuRU52oSdwCwhUBMkcqBecog2k1ixJuoGGfImjNmMZhWLChmG\nZjTm1jjSWN2wOLOvRmu6E8w2JfDIh7OcxR5Dfamue89KSYmuJK1bd+ymAJpKZSW7YIsiBC0fmu5O\nX1dJQ3nWsmS2xQjo4Ky5/U3eKd4xOmSBysY4REJjETK89RDOHvOOuF9417qwH0NbyFEJX82M4gPv\nC14KxaYLof2lfHxZDvXHRZkKBbsUyLqluWAMwoXhAlrJrFxwqVaMfdlSGQvm2wWlQ75gqeVNPn4o\nIbEkqbLFDmialyHjUIJ7WQTbTAl7BefKjEOQ5QdduTMhTY4NORRViaWbwcyyFUYHwk0zbsy4F8YL\npWYG85Chp2w0k26UVie2UOGF4EzgsepAQhfh9bTTlBabyxG6i0iT7K8yhSCcWrTl/Mc4v2KDn8O4\nHk5EkVu3qXVH63uw0rEoUg+52oGWCO6VwjGDlnalYUNFv8WcHcauQWQxOB6so7MUT/y0cq9V8tyl\nEDQb7POA7ThH1kvU8GSmTGt3qDnpuWR3ASJPM2/jUJS5sVWOLXkDVYNdbZyHs47O0TuBcTXNaZay\ni0pqa8uxVDNNVA5FCp0J4+jbez+yfs4Thiu85it4T1AqpZOhQLFeghKF1irNEDcwlIB5n8q9TIJq\n1vgJUznF8wPedjUgPSU4+kodzjUT4hCdOwZ3fUBt1GmCElyHsmtOFM4juCqF2VTf1tAQFK4HhEUw\ntZoS3UgiWfr1fTFlACGoUARkmpgSyhzITt9RAYoq58CaVueGvBJziiZTryaYtNSMzs0DMpxmqjQs\noe+JkAegWcF8xfxMtcHU9lKMRaT801VxmPd6mxsnX6mpX+/dL67kUjZ63hjrSs8J2nFWRJBvZTFO\nkqAb5xXZFIViNiw6uCKJR5wgXsO8M3vCWGMofdQUtTtCD9MWGuaaVZaUHC8RPLXCf/n8A21AGPba\nOyraDqnhvHeWOLIF/X2pH1+WQ31XJa7fAvRb0Q/lbjmVa/XdBKXV4Loa91vjudoYoZLeVqUsKeVZ\ngtvwbGhBb+qu1kys05vb0TQZnp3MFnILmuATj8G5p4OuaLK4SmK1WeO5ZPF3pmkkkuUWEThyRRVb\nX/N76AaPIhKrE5Z7izNKzbgDTZJLrnczlfdPM0/XzhNXXMGhFq5N7tltAuibLtnAhnMM52yFuTX2\ndeIlq/zXvXPGeHeuvyNNUkvA3eickYNySrx6V2faVDhY4V1IxrkyWDNZbhRNbFKjSNaXSU9ayfOg\nALn0qhUsfQSBCOubArtVW9ZoyhTf3MJeG6unKiDho8M05+Ekonkq5ZkOPdRVG3ljySGplM+rNrPG\nzNGfXUebKmaNwc00Q6pTtMNncXYf1Ko6ukrhuWnHdVQ8Q9vuujOXYBnbAxRuSuU6MjET8QJTmm6M\ngs3AUCSwu77cU3Me9cHJ87W3wmlk3IMV9jW4NtjHoAYcSuOmVNwqULEqnN6GYCtsZH6JypItHMoi\n+S8pO8yuTT3Ih/ifUNIlLBRrTEPXfytbZIGczQNJd7EMdcuJd7inJI+Mhc5hJ6GaTd8o1YwUOyJb\ni4jQouhciReVV+OHYHeYZYCzwsjPY0XX7y59I1akejvYpAGwyAjoI5uThkyAY2yySd2DlcJUJoZp\nsFv7qkHSUARBm1lXS7iqQt1RemAjwI+Eqy+gs8VES6cfLTXyAKFNybMDeFRyy/fLADLNE37/Oh8y\nUL/wBOvapFdfJcldztT+Ozz75QPXN3nQCiqY2oSHFB9qId+a6k353S5CaFcqNVKxUaqggirccRnq\ngLztuuCmWmnVaK6JxHuXHTfUHlRDkqqpQImx6RwgjD5ktsFErp6GkhVVhpwxtInL17zY+nDORUaE\nKxO5MYWm06W4Do8qgmiY0VtjK+44Ejx23SS7lIINj4vGNRyeptpAP78mdUcae4/gbnROLtSvjaCU\nwTqczyH79CE0zZ7cpAYqwYrRaArnQhPoXThTaJIeDLY6t4qcvJ6H31AeAj03E3ItDxN2PvImbxbc\nq1nKEKpVG8l19JL5MS2t76m4sZo4LtlWJe2PyrdrcO4qK19NJv9NuuphFy0/Ce1ZCJJbUcnyGXWk\nllynrWS7jue0lF93wZjbnkArM7Mprc80yV+NPVeWqpMIbjCmwkU2OUwP9zLttGHawnlZeWs9cbt2\nTZS2VeshLLeUfEioXPzKVf03m7EvlSmQmSUG3uVWJK/lcGfyTQSqxMUO0MV5YHognRkXwrkEdO8q\nAHdXk0/a60fyWavr7/XYojlSBhoZfj20bctRnNcAabZD752cxEgkALkxKKNmta3YxJPTiKykGJLi\nWk04k4uXZC6VKTxz1lMvH/oZdZcYbZ60Qukv6toLwb5maEZvRYGgQLNJlXcBG/YnRYoehuGLlC5I\nSWbJGVhstZq639xMaqMg40RgF2rgUny05febQYOgULObK3qpLBjlnSewdKwJsg3zi8nrS/n48kzq\nZaIW6U67O621JCG0Yqw9VSOmIuMx+iUn5hzBVjC9DE1ZZnB2uHPjFAV3WIuIo+Ji7s8UTomDLwHf\nGXAqxj9LOKNGpjq6s/TBoSm29ozMLq2orqsgouMcyv7YMpWX0Epai7GY+kBHZlVPNSWJGOE6BPbo\nTXZTTkRPnHPzGHT0vWgKKNw6jHXwB805GPzfJSVoWCpqRCw7mfIXrpqxtPcDnGIwStV0U4LZpsTS\n9T05xm0MdqGEvVOoZHhnkp3NSUh2kxHm2fWvqazapkAwtmS8WvR7FJFNg6r3oYnjsNSCGyaTRTij\nGlDppBcgNGF5bnBjc9FaToApdSN16lGluzaT/Tyy1PdSvIAGhGDLBbLMDE/9tvAUDnXWw7Wf8clo\no3FvmnlhquzvVpZ+ZnWZXEqoDHrrRFiJTAjVpnFdJjpH1vOZJ8MJfybjtHy/RwDZtZtzdXb0CsIp\nyK2YknOiZwAYcnRexeajyIam/Dw1/7wOVMsNmMsDLb18CtergZdKH6brzwKv5ANXF/vi2kxTcygy\nz/R6s30PCZ9uhdcl79MAwjVouGVjWA50i6sMxFJlE/m+LBc8W7odt8h+gayfTFXTlpIaaCuzvF/l\nUbB0QWeJig8wRW5siWfji4xrMcZFg765e2OA+6p3JgkaL8recdOWsRGzkdcBIRK6utOyfzU8KzvR\nPd+LYbsZ2+3oXUbAOm6pCZv5RY/9pX18WQ71N49nDlkHZwRjdOVP1Eb3fjGXEMEyhGFt9WZLXrAj\nw+YbMuyskeW9dRJZMVyFvA57lyqkh1j8XuBPhfOawT+1koSSs3rnqW/t9ZWeZEqzxrtb457mDp7i\n3K5DcbIEU4m8kDRhHi04ZWjPPZt4wWYRgEk27sK46sFqwu2fK3KcndjyMAqUCVsXbQxVUap3vvJv\nmvMcwd8fg30+KhqwL5U90spjeZBb5ZChTYsHdcBNLcyUTUEIVevncJG5w4Wlg2dHa4UoGQAmkpAg\n5WtDlnDT9jKVivlgyt5Z98FUC2STEQbeGueSsQ3uTJgCuAgOBFcFjiUuDuPNELbBOas7tc3qvES6\n7HWMSwemWSHKRAzPnB1jIN3vnJnqrTQmk+V+hF8mdBFpck7OtXGvqOy7hVFmOPjEew7XvGs/8YXx\nkE/54EkUFgse+8JtKoQKguhOywLrzPV+z83+wNoH9+rE0jRxTiEieQm4jcCj8BUUbkJR1G8jl3F1\n4fph6ZK88FHBVO0il9xaqVaXsklNWHmoRxrosKSk8xDM966YCbaZJrzNxAr4oKQGfAzxLJ6bxRZm\nJpmkvu4gLu5RKc4SDnWXfLUKehzD6aatWZEGeoB0HxdHqiA3QYzn0WmtXAw4i6/00EO5mcPol6A9\nqZ8M1gWjZr9wzc4FcXXRO9F79vyaCt3XvFZNCELkP2NIoujpjvYcyiRs0PtjhAo5TKovPWR0eI8x\nYKyUcWY35IVZ0DTPNDEKROi6m+vE8uAecbfg68Dujhf3dvxOP9RPyy1WG3UWpcKAPrqMEjHEbId0\nr6dwVhf+5nyRVjvXuY6iWzGZlYZ5wgVyrVacx9bxkU7IdEf+hRiSV1FV7otUIPfLjnNpzNOOHWDm\nHGrwcm1SoPhg6sFzu8ZqWvdB5Rm2TRbJkN9ReGcdPDo/pRjMFPZmSv0rE1GE28/F2JXgftmxjuDo\n6px8vqk1fgshO1njb4VKD55DArBmcstOVnSgb6l3iLQco3KOQafz7jITFTAR1UZkYYjY9T46bVSW\ndZEF3hrHGOmerSyrLuQlNqJPD4ceAaELf6omzXseHdOQvM4TklgK1FALUKlaf1dT5sa0LFyfF/xq\nVrqdVdn/s7+VkG44lq7pKyGwUixjjwXtbDel1MmV62pc1ZZJn1vVX+B1ZnPxib4RKd8M3nfvP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cskFZWBFhKoQg1Sj5NDdEDuoI1zpuJhwvIG906dznjcBDxJZKMITrs20GpLJyq28rcVFbFvRm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/l78gE+PSLMFXpmV+zC3fzAFQqjW8S3aBbaJwd861laYVruOd8d0VnRu47vfucDJAcaY9ho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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "image = crop_black(hdf.root.icons[60]/255.0)\n", "imshow(image)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "pixels = image.reshape(-1,3)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vWdxCm9I/Hq7uB/H7oYk5Us5UYko9DGRVZqZjJkO8Q+oMO2+PJAWTmFsxl08t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\njn/YPgzLzkJVbYh2PYbVfRCdbRvkpFp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Lokkvu0HEAktVeBa8K1ZDR3wCLHjYToKH7fxO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pdBvKa1BRSJKDIH0+B4r6osBRH+AtMXuhVVhAXQ3h26CoO5kVUWQaxbMyOnAPRrtTk/z57p7n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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.cluster.vq import kmeans,vq\n", "centers,_ = kmeans(pixels,8)\n", "palettized,_ = vq(pixels,centers)\n", "imshow(palettized.reshape(image.shape[:2]),cmap=cm.spectral)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AgadefD0u7YpQbT+xtiLYZgJzJvL+u16/gugbicKVWNfBuQJNHlDEKCKGfmmxEhkMB8So\nJCFnoNbkMGQNioC1uKIHSTGqOCMUzmEEXFGSg4MjJENQizGWqImYIqRIahpUPUYjmmqUTMGEFPBN\ny8o7S0xKp3SZq0YoHDjRTB/FhDGStfIqJM0TQxJDg6CmQ0wJTauriZzZquYJRmODxgYjYK3gm0iM\nkaSJTmkYLS9y/NhLzG7azJZtuzCmwBhDEvBVjcaEquKcI7WKmc3Tk5SdHkEhJEPTJM7Mr2CImT0R\nRUPNeDxgeqJEmpDVKOcF8ypWmbqh1b1DpkdCpk50tSCaiwC5UB4zb04KGMqsntEx9q2J2Q9sopg0\n0A2c/ms38VMf3w6erKhUzROl9zmoR5+z9dV/JStlVMNqlT1LS1flrtahptOuMq6tce8NC/CLR8+8\n6jEpvD5L+lfDze+98mD6ncDU1llWTi9e0bFihIlNU0xtmWHH7dfx2Bce5OA3n8H7wP6V8qLj79q7\nvjLIl+Pj94yYdrt4wnc5nfKqrS+JT852+NF3DCms8oEtb8xE/nogJSUGRTXiXLHG7xqT/00xMB6P\nqdqMHFsSo2LEoMmQMDkWpKwZ1xiISbPKLmWlSkiGkAyoRdUhxqFiSSnrXKw1xJDPH0MgJUcT8mSD\nKfAhYE2ZtfpInhRaSsdZpVMajBisKZGij+1ME7VgVBt8FJLpobYDrBIXeYJK5IBojMW5MhcyQyQl\nIVAS1OWjYmKm32HL3FaGw4qqqgihoa6HRN9Q14NclE3gQyAlpWoaMDA7PYEruzx7+AxPP/8SB0+c\n4e9Gg7QJrtHE8lJgU5lljJn+YC0L73SU3ZsVtYbMq7dFzlUZpLYql5SyXh3AtoR6ipAaOlR87M4x\n97wnYOIyp5ePc3rpBLE5zcfvnORv/ahhy1TgFyYMOzf3s7Q0ZXmprI0V82QuJtM6RtprPI8rMnk1\nuFrvuBZscPCXwJHHDrzqMWIkL1lfhif+5CFGi4N1vZ6FI6d58aGnqVYuTx3VwzFHHjuAJqUajOlM\n9th64y5mdm5eO+bQsLjodTfv8HSLi7OD+fTaKLRPv+UQP/3eAZ+YXWCrCZxMBVvNOanXbuv523On\n+S/fvcLO7YFPvmeJzZ03ZkJfT1jjSCkSYyJGQVSxIoSQm3GaKFS1B5O/uKopJ5kCQlbOCGBUMSbl\nzkpnsc5hTYF1Fuu6mT4Rg8ZAauWJ1hVZYqgpTxRS5FCiEJKF1CW2ypyqrrHOoCp0+w5XGGzh0JRw\nRvJ1aZPHwbA0Mjz09HFOLYOaLsY4JEKMrW5cEylGRAWxDlVtzxFIEkmuh9oeqBCkpDuzlVSWLKzU\nnF0Y0TQByJNUip7oA01TMR6PqevE8qBBQ8CagunJHjfu28Om6Um6peGft12nokpSZRQCm7qWyTmT\nC55JWx16YNyMOb64nOmpi4Km5sKnnkfrtEE/12IjDzHkP7/tLB+8ZcTW8RB38jgcOkJ46SD1kSPo\n4in+6j7HT70jMn/nLD9yxzY+kvL0R2pXCKsNWpkLykoakZwECGtZ/Fqw7/Zb7f3V43siwIfaM15a\nv6B6JU1GRaekO9W/6PGb3nMnv/XImasuil4ON7wra6233LCTQ9969rLHHX3i0hTM7jtvYPdbb7jk\nc6v4n9518WrqvubqOP+X47Onchfubuv58e4iP9699Arkx7qL/MKOwMFhydn62gpJbyaoGIwoxjm0\n/fKmNitsgjIOjtmZKUyrfMkqOQW1uWNTDaqR6McIlpSAZPMy3uSMPPiKGCIh5mV+LjJ6RBLOWoxx\npBgJvmY0bkgpkehirGv17IamqbHGYctMdxQ2B8OyO0GnLNEUs4SzGaKqVI3hyMDyHx58CR8DMQrV\neLDWcAqCde11Sm7ccsbiXEGgy5g+SqZ8JqZ6bN+xg35/kv7ENFVQaq9t05QheE9VDVG1jOrAyjiy\nOPJUTYNvaqwxTHQsczMlm6d6JJNIRCQmxBhiCgyrmns29fhh0bZj1IGB0RCeev5UO+u1UkZyb4JY\nm7Nqc17wb4OzGFAT+ZktHW7YNMCMFukvLNJbGNFZGVKfnKc5O48ZVOADd28a8Hd+8n1s3znHn7Mq\nlUy52avtcJaQgJBXEybfO5QFOIMW2WJBJCJFCVycnF0J3ryVTmDrjVemIVfVK248er3Rm57glz44\n8eoHXiGmts1y98ffw4EHn7ym17tOgStf+eb4rRcvrIecrS0/aJcA+Inrlvn8S9NXPe7iyHBP8erF\n6ilZv99bvfk2OmcvPwl+J2BMsbbi16gEAWcsRgRLYqIMYAq6NmZJYEqkpFlB4oXKK6Zw4IfYoiQy\nJiRPh36mb5MyDkJMlm4B1pYYfNZgqGntDDJ/rgqDUU1R9lu7goosFnf0eoJvPEUBpm9pfKKUglAN\nsc6BWnxdszRMnB6eJkiHt928lyhCWU5jwwpi8liiHlLCkLtzU/QY6wgxgjiC6ZJsCVQ5kQ2aVw6l\nZZwUTQkfFEzCq1LVCePHFP3pLM8Uy6j21E0khUDQQNFtmOp2merVSNshjMk1jKiRY0sjuqHmT0yW\nfq4e8+WZgu2M+YRGPgdZ8ULm2dVCznmzvcM5BY1BNauBDlUdTlU3sm/PUfqTianuHH7gGS6XSBKk\nGiMdYWZ2gtlN23jx7AnE2FU5fqbTrWl5fnJm7gy4HurKXMfoKBI9mqqcMJQ9tLq21e33RAb/ZoGv\nXh8++7kHHmU4v8y+d93+isft78xyyhsOfvMZFs6rcTTtdU26C4PppYzGAOYby4q3/OaB2WsK7gBL\nI8P/cP82nqkvr+IJCL++MEWlr+02FGCiY6nnbn5N51kPhNRkqXOK2VTKFCglS01BnQoMgaLMGa4i\niNqc5acIRFzhMk3hunjvs+5cCoLrkqJHjGMcCxot0XK6zcgThoIUlZASYvsgHUDo9PpEkwuy2QvH\ntJNBAGcIUYixoiizX0zZc3Q7XWLyJJlilLawuCycma+ZP3GcXrNMqhdI9TwquRCqKbU2LomoSoqt\nT4xGsA4nho4OcGlM8HW+BoXSFhw/eYaqbnBFy+NHpUmQbIcYIk1INE1keVgzGtVUoSGEhB+PqKoV\nqvGIt1qXDblaamOUlFHTMDfRxRFyg1gImNBwX9dw580z/Ey32/LvWQl0AWOjKWf4q749YkEsKhY/\nHPH/PVtyaOVGbr79Tm68YR8337CPt956Ozu2bKJrlJ17dvLC8S5nTyyfV0c0qMmrBJxFigI1kvXt\napDuBPQmMx3Tm0C7k4gRdk04JnbugGukL78nArzrFPRmLmzMWToxz/6vPPYdGT80gefuf4TnHnh9\nOykPfvOZSz4efWC0sMJwacyvnpxg91sv7CY9/tRB4Mrr8NdPeLZ3A0+F126m9nunLj9B/L/jOf7o\niQn+/rccX3u285rGGW/NhfHh3g+8pvO8VjhJrQAjZC48QdUEji0Fzg49qjZLJ61FTBefEstjhWTx\nSYmabQBMMUXMFdMckINm3lstTx84wYmTZ/B1RYwBSe2YxpJcn0o7RNNlpRGSKbKipRm2rfyGaBzY\nLrZwDJrI8SXPuFE63R4pNoixJPoURY+Tx05z4vnnSPOn2dTvsHmmh9E6r1JixPvQdmPmlDThEFvm\nVbUtwTkkjijjCIkBHzT3AERPIpCSMKzG2ZdMDY33YDoYm6WdUZXl0ZD5lRFIICbwPvvUjEcj6jrT\nRUrd3t+GGBJOPUXhUJrcZFTmrta/t1Lzf9+3n7QyPJdFr9JMbXdq5s1Cq2fPksZV9wHFs7g84rce\nMsyf2cFMby87tuxm6+Q0N+zYw66de3jyqcC/+WriU//6D/j8t47lIqoz4FzO0l0HcQ605dqLHpQ9\nKDqoKXNfw3gMwxF1fyvh5o+Au5gOvhK8aQL84MwSv/Pnz3H20IlLPn/gwSd57oFHee6BRznx7OEL\nnhO5uOD57UcOUQ/Grzruk3/yEPuPLV3w2PNfe+KS418Op184SjUYE33g8T/+Bs3LTMiWTly9I+OZ\ng/lzOLn/CKH2r3isLRz9uSm+0t3O7LYpil6ZG52AQ3/53Npxw3DhZ7Rvay567pyN/NCuczWM0ijP\npi4f3jK86ut+OZpF5R8fmFkTM6zi6QXPU0cK6lDy6OIuhvW134oKDFJWCE0c/vJruNrXDie5cJo7\nDxNilPmFIQ88+ByDUe641Njq5VGK0nHs9JgnDg35k4eOcmTe41FqXyOuizGWRhUjKWe39ZjnXzzB\n6TOD3O2YFJ8SCc3cddNQ+5rhuOGBh/dzenEFG2sssVUMCmCxrkdUxzBO8KeP1QyTEARi8lk2WU6w\n3DS88NIpTpytOXZqwInFipXhGD8e4JsRIdR5osqjE1UxJtdRlJjtkrWVWxqHR2maCh8tISa8T1gL\n41FDShExgg+JstcBUxCSorbDwqDBB0u3U+JDZFTXJCQbkAFPm0yfoAl8JHcHJKa6lp9z2eJBkqAo\nk8Gya0ePu11ss/bzJYjSyiTb4qroWqdpngAixuRV7+zJEf/d//US336ypscsm+f2MDeznRdOTfLP\n7q/pzdc8e2yZuipIpgAipTRtxM3dvdDy7sZkw7QQckPUcAmGC2hMLAQYhwoZf5dbFYg1vLWez/zf\nJXD9O27jlvff3XLKFx7jq4bh/PIFj9195246ExdSEL6+mEIpJ7psfZmRz2hhhWZcX/DY+WqUl2Pr\nDedqBWWvvGicpeOvHuBTq/tdxfLJeQBOPneY0LxygD8f12/trGX69bCi6Fyefz9w0qEKu+YCXzx2\n4QroetswGr12U7D7T05w34tz/O9nt609drZK/DffuoWvHeoxjhffgtdNeHb1rs5cqX/sm6/5WtcD\nEYNPkKQE20dxbWFxChsriBUpNTjXQYl0jKPoOib6PXpT0xSdCUQMznbB9okJBEdMik+KLRw33LiD\nLVv62W4gNaQkNCGRUsBR4+IIUs2muRlc2SEGj9WIc5bBSKmahDiH7UzQ63e5YXefcmIGbIfe1Byq\ngWR7JOkjU3Ok2c3U5QQ+NcR6xPLCgBQCo6omai7aKqbtJPWtMshDrKibxEqtDIIhpkxPePUM/ZhR\nVa91/mbztew5owpFJ/P2EUsTEoaItQWnFwcsr1TEpNQ+Mqxia7mgbR0A6tZHZ9f0FF8sSxRFpaWA\n6obrZy1HXGvlu0qOr6llWjvnVdOvtHoMSFISFgw8YSz7z1Z8+t89wcEDx4kJnj50iv/6c4d58UzF\nE4k8mZtscyzJs0VH/JBk/xrE5sJra2khsYGmgmoFRotQD7Mh2XgRTh9Fw7UF+DdNkXVibopb3n83\n3ekLlyKHH9nP3rffsmaHuu+dt19SnvhyzGzfxKa92y547NiTB7n++2694LFb3n/3FV3fln07Lvuc\nLd3aeXozFxZYr1RNM14aUPa7FN2cid74/W/hsS88eMljF46cZm7PxZa77ymHvGPp3GTy3P2PsOWG\ny7tBbpFAKYq/hMY2KBSil3jVteGPH+nzvrf1uXGz57966JW7Z1+6hJzzuwUhQhOVymcb4AhM9gre\nfecWJp0l+pyNawr4JjIcL6MhIabh5t2TbJ4Uoo9YkzPuGBMx1IgpCQjJj7l5e5+OgUKE2HZCeh+J\nZGti0YZSCm7bM0kwFusECeA6HQLLRNttW/Vhstflpl3TSPBECWBKQhxT2gk6k7Pcc5fh9JklJssO\nvUKQNKYJihnV2TZAbTZOQ7IBmFGKooe1PcbjMTEklleG9Lo9mmbM9pkJ9m6Z4OyZFZpuSe0jISaS\nMQiOUT2msJYxwnCcrRcm+h12bZvEFYYmJMQW+AhVFRlUESLniqLWcKrxfHIx8mSKdEoHhFaaqMxM\nGv7arbfTMY+S7QGyVn6VLVGRvEFIbLtaxaIa1+YAsQ6iZruIqLy4bPi1b5zg03un+KXPHmBx6MnV\nWkWjAhXYWZBJTpouX0SyzUPreaMpy2O1qSHUGF+TQpXN6VSJ9RCO7+e7rtHpUnh5cAeoBpnuKLol\nxporCu6Qg+56YriwctnnRITezMQlM+1LSSmBy2rajz11kOe/+vhFj983da4df27PVk4fOHZRUfcd\nzYUrBVV9RZOynlPsJYL4QmNxUfnlZy6/arkW+NgwqgODdeD2L4Vy4dX7F15vjJPFmg5iCyBv8lF2\nC3bMdJm6g6GYAAAgAElEQVToAsaSjCNREL2nEGH7XJetcyW7poQu2XUyxkAQxVjBqG/tDBqaFJgq\nlNJmeaQht7bXKdFEgC5quzhrmSyVaRco8RhnkNQgAs528VVAUsAHz/KwxplIkAKvkFSQFOjaip2b\nJpiZ7uCcpygCxgq2MCTjCNKhHi9lmTn5mvcfPNP6trd0Q2tP4NXwzacX8b6mVyZ8AmyHwbim9hGv\nJnP2IqyMxywPG7wpEQvdsmDLbJ+ohrJTUJSOxaVlRlVDFMl9QW0zULIOYs3OkDhbRwr1dIsGIx6j\ngYemSjbPTrOiZFsAA9pOdrq6KUdqlTViUTm3mYianInnZNMSbd7qZKFQ5kdnOT6UTLlAlmVm2VO7\nOFCiuDxJpJQtpTWAZCdJ/BDqitSMsm98ikRN4BWGp1v5zdXjDQnwj//R1wn+ymmHNwNe+vb+Vz3m\n5TQRcMlM+9kvffuy9QFbOG5+310XPf7k/KpiQfEqHH/mEI99+Ql+dbSF/+dUweDM0iXO9sr49nyX\npSZzpu+aeZx7Jh7hxt4JjOQl9c/dcGXds1eKiaLKRbmX7Ssp6dq8rl+O7tlLF6G/kxhWY+qYWKlh\nfpxYGjfUvsEZxRjJhmEKqpEQIlYMzipODKXL2/utWg84FDQwHA0JYQySDamcEUpX5o0xfNbFo0AY\no9Fnj5eUKKlwaQVSRDAggYRgTfYaNylSjVc4vjgipGyHIK6X9fd+RGrGFOTzh2qEVY+hxnYsRXcC\nU3YY+1ZjjkXU882nDnNyfoG6GmNdVgSmZOgWsGfnFgqX7Y6tNfgYGY49K0NPFZRxUMYBziwOOVtF\nBlXA1z7L2IHBsKJpAqqGUROpQ8o7HTnX+sgEMIopCz4hwvbZKXbYhnf557jj7NfYE5U/9pHByjJV\nU601MK06jGVqhvMCc66liLaZvp73p/3dpNgw5ZSOdJB2GaCAxNCanemamRgJCAFt8uYeopmi0dhA\nNc40TWptDTRbKUgKsHTqmu/HNyTA3/SeOzn25ME3YmhOPPPSqx7TnepfxF3f8eHve9XX7bjtYtOr\nE8+8dNHq6rYP3nNZTn/7LZff4rAZ1ez/ymN8rsoUx/635j1X7/rmA696bZfD/U/nOsUNd1yPdZa/\nfsMS98xV7LxKDvxKMDUzSX+ih33ZKmzi8LVf/5sNvW6H4TjQBFgeecYempANvaLpUFMwbrJr4rjy\nrIw9MRlCgqoR6gBNFGotqb1h4C2RSZAySx0pCDERYgAVkmRKKASlqSuir9HYkGL2LTdtY42QaOoa\na3NJVMlqltmJkg99/1volELlA6NxhW8z2JQSTT1ix6ZZ5mZnSRiMdHBiSNHT+IiPqz0oATB86N23\nMl06EgbruoQQqIPHamLftg5RLcYWzM70Mg0l0MTEeDxmOKoIpoTONImCwWhE01Rr1Mk4KGOf8GoY\nNYlhlXJHsOqayoXkcQlcUfDV/QfZvmkW1+mjtuTnnOH/GAcGwzFl0Xq+tN/NHLIj2dkzIZpN17Kj\n5qpckjVjyewWahAD2zvT7Nx0E5O91Ua9iBJax8jWEz6Gdmen1S0Cte1szTs8EZpsF5za8wKQJbCk\n2FocXD3eEA6+f4WbZVwp5g+fYnLzlem16+GrK2tSiGjSa+0Ovmi8K92wef7wqQsCfH9uilFLDc1t\nn4L5TO10JXH7D7+Xx6vZa6Xm1rBnU+Dff22SW3d6nlu6i4eXYLaMLDbr31W6vLBMf9PFPvNqvns5\n94ugjlEVUAUrijWGJkSGdd7UImAZj7KSRGxBt2OoktKMPcZ10KKgqgKj4LFJGDeKLwsm6BJDYlwZ\nJotAx4EXyaZgYiiKghAS43HElQ41AWsE0uo2exHvG0RKRskQtUuJxxYFFiFIh26vx2C4xIiCKTVA\ngWqDwRLF4Y1BRDFJkFhTjSq2bJklSlaFGDXMdB1CJETPcBwZ+ILlQc3S0LNZSoJExPboTirjUc3k\n5CS9bi9z+Ukpiw6ma3NRFovYEqTCuQ5JIKrgA/gkqDG4joEqO16KFbAFzfKYQSk8cew00xI5obMM\nxfCPUs1u3+FnZS1pb+mYczLJ1XKUrvq/p5g7S1e9g9vgLJr9hojKaJg3U7GulVYaICTW/IY1+/Nn\nXj/bV2AEFUUsaA3QoC3vj+gaI5M3FbHtRHP1eFNx8JeE6tqSPjZhTWuuqmvywZPPHSb6czPc+dLA\n87Hn7pty12DtOXvw0nLMFCLNOG9wsB4wl1EFvRwHHnzygmsKTaC3bRPXfeDtAHRbGuO6972NH+os\n87lTDs7Og/dUV+gVXZqLZ4PHXspF3eeOnwuyWzuR2XL9fWGm5y49CY92v2fdx3qjEKQgSd4+r1Pk\nTatD0LYRKNLEiJqCQQV1MHjynqLDynP85Ama8YiV0ZiF5RGSPHU0pOgY02FhuWJ+MCJpkfXgIU8k\nUXNg9F5ZGo4YjCrqKlI1IW+YAaCWFIXFoWe5cQxjn2Hos+w7rIwaBqGgilC4Hk0qONuUnK0nWAx9\nBkEYJsMwOZa9YTmWDKVPQ4eqqai1y8hblmvL8tAzP4icXVxmNPJUzZhhrQTXZ4Sj8sI4GFIxhdhJ\nup0u3YkJkjV0u9kLZ2m5YnFlgI+KjyabbonLk0yCqvEMRzX9bo+JiR7bFNQJqhaNWU9/+tSQg8dO\n8MSps5wOHUbFFiR6PpE8g+WzNLHgnPlL7qIFu9bUJG1QltbXXta2XwFoM29VFMN1kx2s2LxxSpbq\n5KDeWhCs+sNntYzPLqNC3vIvE/tgG0RrVk3PRPIuXHLeKuNa8IZk8C98/WJN+Qtff5Lr33k7C4dP\nMbllhmNPvkg9qvHjGj+qKSe6HPj6k+y5+yYWjp7m7METjBYHa5n7wYef4e6Pv4eDDz/Lvnfexsqp\nRaa2XdiC/+xffJvQeJ6672HgQn16d3qCXW/Zx7P3PwJkzn3Lvh3M7tpyyfcQas8Dww4f3vTKM2vZ\nK69Ijw/Qmehy9tAJlo6fZbQ4YFx28ceXmAR+ajHXAJ5+7BDROW5eWuD3Zm7G6Rn2z93Cx5YP8q3e\ndv6zlcurdiZconkdMvMrxXBlSH/64u5ZifU1byr8ZsPZlRrfFvCS61DXuauzox1ODhqiKCYllrwQ\n6sB1PjCslcXGMDu7kzODhoVRYLmKDLo1oVZWtKLb6zOuAxjHyZWaflcQDfQKhw+J5eGYelzjo6FO\nkX6/hzjL7ERJaR2iiSNnhsyPBOnPMz09xWSvxFcRo4FR5RHn6AqcWWroT/aR0tPrdLDaULXdnoPa\n48OAXq/PSLoMK8PCygoTRfZxH8dWLhkhacXJU8sMGlgaeIYj5UhMzI8ivaSkVCLk7Q0HK54UxqDC\nmaUBVRJKIww1WwgMFwb0+x2ELPesQqCw2bfmDuM5aWxuqhKHplbBkiZJtNa8roQYSdpw5vhK3gO1\n3X6Q1eYmNHPgZrUrlvwzIKK5E1VAU8vVt66P88tDCtvJTWKaawQYXQvqxNhy9ykXbTVTOJQ2c/BJ\nweekFRMhmUzvpNwIlpuurq3I+oZ8q+49M8u7hxUPf/ZbFz5x6JH2h/OVHyUP/8cn6fQLOr2Sk0tw\ncv8ZBoueydlZGMDyIGeha+c78C2+PrGDdw/PqSoEmN48wR+MeiyfHfLOyYaHz+uXmrIDqi8/wSZX\nsrdjYMHDC4fZumfAAy+M0W7JaLniLT3PU+OCu/qeya1TfNUVnKiEn9WjPBBmeLGcvmDMd0xG5kOH\nbS97r73JkvEgq2Be7EwzO7WLbq08+njkjt4kT4fZTGsCcF7mu1bH7cP8uYnjz/fcASun+I+LPRY2\nb+aWbs7cwuwc26cLHnnxDtI13iTrhXie/fP1E37N3XLy0JdYvvnj13zeqRf+5DVf23rhcw8eZKaT\nOHB0xPTcFGeXA6Pa0yu7jGMCyTRHHI+IsebkIvQmJwiq9DqehRXPYhXYtW2OZ44vU48alpplvvr4\nCYw2NBgGQ0/Xam51R9gdDe+plV/3ib0h8iFx/J8mIHHIlFPerSUHouGppuZTRYE8/gzLIgyN4dc0\nEqMyjspHrHC/wA1q+bGu41/2SjrdHh9V+ELTYApD4xNGEh8Kyraq4desct22BYrCojFSeWXH3BQv\nnV6gKKA8XfFMEM4efh4xhheMobSOfi+gAsNRTWHzLlRFkb3fh1VN7RVnLV0n3Hhbj+87GuhY5SUj\nXC/Kv7LTfKrb56nOHF8ymrc87GSd/aqWXaPNtEgToSPYVLFUC08fm6fT7dOM9ByNYloyI57jzMUW\nEIaIlCBFW5TNGX/eKyV7/YcUUHXs7sJbsfyZMa3dsEdS024dmB03RRS8R0OrtzcGkYjGdncp33bP\najvZOFqK57sowJ8+ssgfcmVSuZ1lpErC3dHzXkbw2BLXAXSAcQ6Qg47wL09kbtdaQ9kvGF9qjIUE\n5O7MhwcXeqOvxPwBnvTCSX/ec8+03ZxNlms+Nc5B6fFRAYcqID/+T5kiT+sXKk/+eO2nC69l2+Qc\nds5y/IUzQAMnzkkeT7/yR3IR+kb59LsneWBpM7/+5AqsLPN8+9x4x234yctr4S+F/SslR0YFpV0/\nHTxkimaXrehK4Oj4vFtPDLf2nuO58a2XfzFZbfNmz/QfOj6RPdllyI6phmMDQZNFUpVNpyRlXlwL\nfsKW/MoLid/UZX7cFSQZIz67B6ZwGnHK74XIL1iHQZmZKOhMT7Iwv0QShzddJCoqln+X/XJ5MiW+\nqA4pC3rJsjsN+F0c82GWVET+52TBO1BBkqdbRFysWYmOfxOyL87z1vJn4wCLBVi4P7X8ceGQwqJd\nx9cXVhA3gabIt+YViDjybkrvNz3+04FlYkcxTY8UI091ClSKvF0grXOjWEQdaxtcIOTNvfsYNSQT\nOeMD975vH/u+bvhEsrmgWpRoOcPfsXOZozcFSUOWb3aBpoOqzdp4b/Ok6s/SsYmfLTy/fMtW5EtV\na9Xf3uNpNXseIyGAlBAiGsZgLRh3XkG23fUq5ge60z1CYZnqlXxVhqBlluUbYW/hOdzUJNtphTet\n13wCtdJOALC6wQhi1jz6VRskeCgcaq/tvr/mb8u+ffuYnp7GWktRFDz00EPMz8/ziU98gkOHDrFv\n3z5+93d/l9nZV9+56ZVwvKUU7l/ucP/ya/Mr+V7FKAkHK8e2VL/sGSH0Nl3zebeusz/7aDDi2FSX\nW3pPc7h5C6eqfPsl2+FovftVX2/rJUJvfbX5l8Jrube17IMxJCyNM9Dp5C8z8dy+mpozx89r/kL/\nDRSMw1ghNXUOJh3JDolFpgCTgViAL/s0PYdK6zyokWwlu9qpA6Coc5RFQ89Epq3gOwUrYQqMa2sE\nAtHTxGF2r7RdMK7dJKNt7GkDMUaRekQqO2ivzI1AE0WebGPKRVyUQJcggXFjSdOzlC7QODJF4SyY\nEtpGH0weT+Nq1MwNRtp2/2ir/NnVP8Ov3jrLP7Yn82dpXNve76AoUNfJ773bYXZSmG+Udp/xnDV3\n8u9owp9hXM4w0y04HlaYrg3LLSuztgcfod2tKSKxyv71ttNaFghq8kSGKbM6hkyxhGGNrTxhtMKt\nWB4lN05hyPUxyV702bnSsLbBd9sBTFpV15jMy2NyLUAdGnze/PsaN/y45gAvInzpS19i06ZzAeTe\ne+/lox/9KJ/+9Kf5zGc+w7333su999572XPsKCKng12dCNcFf//6EX/4V97CI//+4m33UtEjuT5u\nnLl3P72HYuUY3b5jYrrL7LYpDjx6FD99oVTRDU5coNWOnRlsfZ7uXCx+aifF8hEQw2Dv+5EUmDjy\ntXbcPsafa2zyU7s5dfgoO288x+/76T24leOkcorUyasRP7GTMHFhN+6l0MEzN/ECz640IIKf2s14\n29sueeyuucBf37XIP3ny0rWFvhkxSrk56+hofbPl8wvXq8EdwIQxy+nVLZa/E8EdXuO93ZkAK7wr\nJPYT0c4UrLpltrs6rW4FpzFLCyksFHmjEMQhptMGCIGgiEmoidy3veDet03zH/6igdQGDgJQZooh\n5XZ7EUGdpUgVXRcoTMPm2GWlmUSLbqvVlrxaSCWGGrSTA7a2m3K3wgZ1JdiWd+5NwkQ3Byq/uh+s\ntvx1AjoogeeGFaY7iZEKcd1c+BSTt6CLKQfLopM3LGn92LP80LXeL7RbkCo/E0dMTczyaNGHogNF\nu7p2JdgiH2iE7mTBDznlt0dZwy5mVbVSoGIo/ZBaS1IoWRx1OSU+f2Yx5s9RU54QpMDIgKQJtJ04\ntXXGhOxMKQCZblEs9TAhWqJV5FHJvvqrxdTlUYOamDtiU8q+PSlvvC1NLryvyvUEm+WXmiWuoC3P\nX7wxFM3LG1b+4A/+gPvvvx+An//5n+eDH/zgKwb4E/78gt952iVY/Q2f97Rh+aaPMXH4Ky8Lru2M\n2P57x0fewV/WW3hoJlBtvbhh6OVww1PsvvlcM9IlueBtb2PmwBf4Z//FTXzq67uw4zNICgyu/+AF\nh8XuHM15G0C/Eq+sYgm9Pss3f/8F41wLuoVhz2yHf7W4j+Wb7nnFY48tOP7JwqWD+2+99yj//NHT\nfHuYlTuPhGtzsHs1PD66ix/evcIfHZ1i6sX7AK6Iopk8+J8Y7Pvw63JNL8c139u9KUSEb2qipx4p\neyitYmOt8SXb68pq12SnhL4B7xHazJiUs16bUHEggW7f0O2V7QYR5lx7PgUg0FJqKgYpCoIfk0oo\nZMzQTgOTaJFthDGgNhBDomsMH40lnzcdSB41RUtfpDxOUcAE0J9AOt2cVRau1aC3zotCXnnEQCxd\ntgR2HTQU522b14Gy1SKWBSRZU6poSuDKvHmJSRAFMcK/GJ/hXx8bITPTmXZxBWIEFZcnD20Q58EK\nDyOoVnlHKYlIqiAqP5lq/jJW1DJiPCwZLG1F0+Bc9k6bPZOtmbXotcVRzTy8BlRz56muTsKSi6Ni\nLeNYQ1UzpODfkvi5FJFmERPHbLfKMRqalN0sFSA1udCaXP4dppDpm9V9YtsNQXIHbZnnTnttMsnX\nlMH/wA/8ANZaPvWpT/HJT36SkydPsn37dgC2b9/OyZOX3mtzZZAzOQlV3vhgz9vwU7uI3XMeJW50\nei3I9049zsoNPwDAcO/7ccOTbRuxEHubccOTxO4ctlognD3Oj2wpuG/XTqoraJZdueGjvFAt0TMV\nO8vjlz1u8qbb+F8fHhI708TONM3sjRcdc35wfzVU2+7i4NLCy6n5a8LAJ377pOP7No956MC10Vhd\nU/G//GXDzHlz7tvdiMe5eB/Xa8VKnGTV0eehkzWwPv0QYWWJMLj6Tt7L4bXc2xx7NnsPxobR1BRs\n2QWmi7T7g+pq0wyrZlcBJrvtl7pAywQm67opLdQ+Bx3GTG2yvPOOXXz+wQWqyrTNNjFnnqwGi6yG\nwRYsm1meNtPcpIt42yN1TSv1s2BLxERMAdtt4s9DAdFlSgJ3jjqQrC0XBLW9TA2VJeoFigLx+f2o\ngraS4IFUubs0krPP0CDOorZc+06LK8+1cKRWTmhd/uzU5w3IJXKHneTjB2r++36XfxIUTG9N3K02\n0zjqLNVyw8lJxYYEaURSx5SNUB/jwVD//+S96a9l2Xne93vXsPc+0x2r7lBD19DdZLeapESEspRY\nUWQ7kg0bUUQnkIAIcAJYBowg+UP8xUC++EMMBWESIDAQME5gJ4FGy6JkiFLElkh2k2x21zzd+Z5p\nD2vKh3Xurbm6u7qplpAXKNQ9555z9tpn7/uutZ73eZ+HITGbZ6TI5X7IcgBJHsJakj1TU+hQ3RQY\nkXDZIDstPFHjwsRbaVL0WcFSWvabEtqGpvP8I9chC9GzYQhoGrSUebJuugUr0z+cXFJcMCMXk/+p\nXSAwfgD71/MYP2IvzZPx0gn+D/7gD9je3mZ3d5ef//mf5403HjejyJ6Rzx5U+on/FAA9e4C59yeM\nz7711Gt8/+GqenJl8/HfDZ792A826W80/EYzYNd9dOz/OCwTeDF9cGMwpYkVfDTG40eKRye0TxSi\nuCcD7M1d4OPVPH7m7Jzrxwf0VU0de6Bh1RyheDH+fsbu0cSKaXi6cenJUL4hmjzxHI07vE/s8fgu\nYqDmFNLRpedPKE9e95Mwo2XMaPn0cXP/w7uVXxSf5N6Wz/9s/mPs5qRwBLYPUuXEZXnIhwYgZbqc\nqXLi6PVycksqFzQFkrUZu08wD4rjsUcVJcTFriC2i92rAhIEyYnSlEQ8c6VoldCTEoUixh6gQVkS\nkV4ILPcs09ZwHIbIgoedxEA0GTYwZYZSdIWYEsRDFRHdIzHLvHGy9kqyFu0bWFontTW4AjHFAscu\nckIWkKhy4VBrspKNJmnzELpSGpVqXFuxu6/oK4uoRNLVgq6YSKrIk5xYJAitNsQuw0UXjeVIF5yZ\nN9QIKiXWw4SNssf2slp4cC92QtEjCVLqGHY7VO0h+9VoQXl0uQ7BAhKTk0Tsc+epU7hYUMdd7jqN\nT1n6N8ZEiJ5+VIhawEbRZXhsoTFPDBl+0wJKs2iOzeJzKZF6m7DuoCwyirTz4XIpT8ZLNzptb2dm\nxtmzZ/nqV7/KN7/5TTY3N7l/Pzfr3Lt3j42ND8OPP33a3n/ye69wEA2vlLc+/MU/0pG8OC6VnywJ\nPRohaZpQ8fbhx98OfGM3wzADPeOMzS5Ql8vrWOXZLp7dDAZw7Jef+7snY3j9tyElhnpKHXvEZ9x2\ns9h/KrmXBw9v6PLwfZpnLAR+FPFJ7u1keiQzIBmbnXvKHlL2oeojxQiKPpQlyZakssqrYN0HMwDT\nQ3oDqIZgBiRdZczZFFD0+c9SRc+M6Nv+Qwxal5nxIXnVjq0yrKByYtYWdL/PSq+CNMzGEqXOn6st\n2IJCF0x1xrdFG5ZsRJusCZ8KC6ZAmSobU2jLCSSUPUQNFIZkhVRmaGgkAmgYLUNZZQVGa1G6JKkS\nURVRt9mEo6hIZUUq8niSNqiqB8YQqz71cJuDQ8d/Z3Xm2WjAClgFEhClwFhShA6dJ8RBjwdF5HKV\nqEyiSJ6Zd6zGmh4dB5M9thkDEUJmr51AL43q0dOaJC7j4yrryIuyp1i4pJyw0/wYmgO0JA7qKVGX\nJNMnmYqoS7wyCPGh9nuSBb8+N1ZJiiR/Am/lZq6UTiibglIaOWHd/EWabs/ncyaT3EI/m834jd/4\nDb74xS/yi7/4i3zta18D4Gtf+xq/9Eu/9MLP8YONT8R/flb8zNlczNy6+OHFyZP4sd67vFb98MNf\n+EgU0jFQL6fRDLDV82za52zzXyLms5rXLj3eRHS5fH7T00n8+9vXuLz2/PN4s/dsAS+X7EdavcOi\nFiGKA79GT9Woj9F2PbzxbwAw07tUuy/nS/tx4hPf27rI1D07QlSJEkPSOYknvcCziwpMmZkrRUXe\nSFukXXC3tckOQNoguoSqAFvxU6kg1YaiKsAskrsuF1TBTMtDNFFrxBjWioYvl4411XGmD7FncpJM\nC1ehosp0y7bLeLrJPq9nbWTZJMSkvFrXmniyskdIpsp4OpLNqtWiEKhK/jowNKCCoDoNtiJVCgoh\nanVaKLVlAWYxYejF+dgStCGyoE0GTU1J4UuWun0SNVo3bNs5fduCUWgFfVODjiwbjbaKErhsZqzG\nKQPfUfkZ1ljmMRE16GrEJsdU1JhF8VJphYjgKdmjl4XDYpehkphNzcGRu1gDqIgqhqTeCvNWMa0j\nMUW8ysm40pGqsLlQbmzeqZQawSEpi4qlcOIctVi6Qy6Sx4y/R4kLOCc9VRP6qPFSEM2DBw/46le/\nCoD3nl/91V/lF37hF/jKV77CL//yL/Prv/7rp1SyD4utvX/D/TM/9zLDeGZ8Y6fPVy9/PCeiUrVM\nw4ChfvH7tAS0BELSdKl4IZzwYXGvNoz0lAfu2bDDx42b9zouXnwc8rneXgLgZzfm/MFun1dHHT8Y\nPz7m6fEM84ThyaNRqYYNu8uOewiZne97mu6YNpX83Fbi//lB/ZHYPgBWPCvmmGkY0KWCS29t043H\nz4VolJtRHH2Abse06y/2pP004pPf24nMsNAUZSQUlkxDWVDfos9cZyWLRiW3gEN8ngBIeQWnBEkL\nqqTWYCK/R+D8YYdom+EbtaAW4iEtinGLBIPRrIshqMSxT2i/aLs3loQ57cLUypISrKjAWCvaOOQ+\niUiRcWatMkR0MjYW/D9RC862yY+VQaeSPyo6fpKOWnvuJQ1xnleltlhQMRUpKrzSi92HzSvZRK49\nJCBqkgWJkRiEFodrEym2pEqxHzQOjSjN13Xgv06R1dhyr3NE70mhQaUjtAlZfTMGFBGHYmgj64NV\njLFcdfvcTiUThsSgIHR8iTE1Df8kRf6+myCxyLupdNLoFBc16pZkIIlFGcXO9ICl2JGM4ArLZuhT\njGf0VUKHNkNSbiFT4OPCQ9YvYBq9SODpVA5BFgYm6RSbf7n7+aUS/JUrV3j77befen5tbY3f+q3f\n+lif9df/7lf43T894MC/PF/70QghMp/WPLh9CFx84Wt/cr1GuffoAtxz27yuX7yKt+IopKNOzzar\n/rgx0pPTCeOTxr1ui4s8yYPP8Y3dPjHB+5PHRb2GevrC5H4S54s77LizFNJhxHOv7pPSGgnhX92B\n0YN/x+TqLzzzvZfKG9xYTDRr5gBQjMPosXO+f/2AV3/8+Tz4au/d/P/Ot3/kLJpPfG8rRZKMKf/0\n65u8s2vZm6sF1dpnLnWSXJAUIYWHyXbRHZNXtCnmRiBZFDsLw7RL3N6pmTXDDI/IIh1oRfILvXLy\n//+LivwTLURdISmhSQvOuM1USKNJPhJEMW3B2BpjVunMkKmTzIAk5cYsY/LEocn888UxUZLxY29A\nGYIKbGnHwCgu2Tl3uwJRKrNF0qL4v+gBSKIWpheSIQofwGRt99RlmCJhICXKYkine4goIiMCNlMg\nleJXIqi6ptYGDmsg0ksNOjU4ZUhotHh8NERl2BgFvJuQoqPygVIs4o/QzZSDYpN3pGBFVfz9uNCP\nUepRQcIAACAASURBVBmbX1D9M6SjhWXxRAlMlGHUV9xhh5XlZVLtuR8irmlx7Qx8j+CyjDM+f2eg\nM1VSwoIws9CmiSfsLTktoItkk/SXzfCfudjYzp1dVtY+TXXJvJ3ZvPDhK8pr04KdbpVb7cWXgkt+\n6szLVVxfKW+xbg5e6r3Pi0270IxOEd0+rkt/wlILT3Bp21gSFhzt/PMi6VqQZ3SxvtV/h+3ifq4T\nPlK1eF5yB1gzh7zVfwch0cWScRjhk+HN5Yx93vhuZi49C4M/iRMjbYkdyn1yn9gfZYi4vA3XoJVm\na+BAHEo1bBUNWEEKmymNCkRsTpZaLzjd5EYiY8AKyWQYJClwYvjc5TUGpUUWQmacGF7L4v2FIDrw\nv1lPi2aSQKmQBWh1AuUpVINKM7R2lGqKTyG7T5224Tv+jnhEoJQOoWFoBa0X2LGKFNJgtcut9yYg\nKlBIw6p0RDGAQXno0WHVLBdv1ULxcRHJNRC6rLtiFok/saCUqgVzOqFSh00e48bg5/l5nb/XQKJK\nc0qbMoySFF1KdKlgnjTHyXCgl/CmJJCwlTA5PqKZ10j0+Ojp+47NNEf7MSF4DjCZJqkyh54UF8f1\nYBNDCxslnLORSgUKn9gN3+f9yYxqVsO0YXfWst91dK0nhLRg3HiI9UJrPl+zlBLLjCncPjmJL/4G\nTybrFIATZcqPH59Jgjfzh834j+qTfBrhk+HG8Qrf/OGH0wXnrmVZH3CxvMWSzrjrWftioYChnrGk\nxyzpMePZDSrV8Fr1Q748eJslPWakHzo/LetjVvRD+p4Vx7I+Zt3sn441IVSq4fWPWQN4Mh64Ddbt\nPv17f/yU8XRP1SzpCV8evE3/kbqBSzbT4YB36jf5oL2y+AWkhXTDOCydTgIAS3rMleraC0aSkNDy\nE6Njvjx4m7Z2+OkYSOgw5/9us67OO8f5+pzQXwdqTr95Nk1VNwe81XdIDPQe/Nkjz3+6hiSfRhg/\nBXGIqjFhgo4dIh6bWiYpF+okJkR8ZoXISUNLTqw5FrQ4pTIEoxRoRe0jX//WEYfzOahuQdlLeXWJ\nQrRBa8/QRt61MCwMQy2USqiMxqSGShyXbMOSzBmVnrMWlovEoN9noFuW1AEbMuODcEjR7vOKmvEF\ndlmKNX3tMbqFOOaSmjHAU/iWbWlYVzVXbMdQw7EXDpIlacUVNWdNeZTKO8UkaTGZBcAtzpOc/FXK\n3PiTpJqybK4pYKQc63FK4aeZaRSmLKUjhtSc14FXraPPDJVmOClwoimUwmlLoytcipSxw3cdx8cN\nB52ws1CqBEWl4Jyb0AtzengkzgCPSK4XFRpMnCHR8Tf8lFgf0NUHRDdjtzngoN0jzefc6DwEh1cl\nkZKh6ujHLhdnxaIkc/9PTED+IyKrrqEK82wDiIdQZxon5B1TWjRjvcz9+LI38ieJt9ZuccNbYlJc\nuLLJm/ff5wM+PXz1z28WrJlDzhV3+c782cyLVXPIoV8lJoWWpyeZN3vfY8+vs+sed2S6UNx+7PEb\nve/z9uzHeb16j1er3D37w+ZVJmHE1eoa15orp6/1yTAOS9k4gZgZJUlxdsFe+TRCN0dsXlrj197c\n55++u86l8iar5vBU6HS7uM/7TebwPwrRvFq9T6Wapz7v/eYqSiJf6j+0EVzRx3yp/23eb68yCwMk\nOobXf4fJ1b8NKTK8/ru8D2iVm0FSSgzVb/Kbm69ievtI3HpKU+bu+3v0uvv4pQbfPwOiKA/zpFft\nfpfvkuGl5sybAEjoGNz5w4ft/39J4nPND7llXgfT59K2YWlH8Z0jQ6/wHLc2FyRjotIdKyU8CIFU\nDUlBSL5AlCVpe9r8QrL5Dz5aTGz50wcTXlsdEtDcUoptHbnjFElpko5s0ObuTDWiVIpKNKJLKgks\nRUMhoENAvObYJC7Zkl5VYaziddWgQ+KQQN8kXk+Ba77HF2yLU44zes79GJipyADPsQhBS944KKFz\nDmMDXmAaE8oEelrYbxYYvoq5cKkqUAVKZV2ahEOR1RhROlvaSe7yFYTlvmaphEmj+Z+04r9IjuXQ\nctFkeV6lFEU3YeQ1Z1TBffpsmY6eCCZ5yhgYpchIWuLBmItf+gL7chsfKy6ElugnpNQxStm4PIpl\nJhYkMOqOmeiKIJotd8h94DcFRtGx5wLazPmz/btcrQO4lkRC+bTQcE/4+ZRN3TFWkFJBigvFScm0\nyX8bPZ8LLSEkku7Ad6jQkmTRtBW7jMyH8FIgzWeS4JVWiD/Z5CcuvHKGn57W3BofcByWT9kZ54u7\nrJkDjsIyt9oX4+kncam8yavbkQ9mF3hn902+PHiIp+75dfbcGc7YPc6YfTZ7E9ZXBxztP221pyRm\nN5xHYrQyZHI0few5IfHz21OuHz7cQ71WvX/aDXqlusb368+xbvOqvZDulEUy0hO+cmXO7P4ULYGL\n5a3HzvOvrdd8c/8h3r9SBEqVeNA8fdn+xls1BLj61gbXvn2Xf2rXHzt3gH2/xs32FX68/+fc7s7T\npYKl1RHjw8npDuZZsWF2npoEtYTTSeOXyj/m9wvwO3/Gr/3MOb72fn5tDGALg+uy/6f0D6j1kF+7\ncsz//MeRWAw4u1ExAepprh9Ue+88dxwAg9t/SLf0ykKvOyHp03ee+iRRFEvo1JFiQRGH/OS2kD6Y\n8a6FqGvmEtBKc9kE+oWna2oO6ZOUoHo6FyRPxKdOuNc6sGIi54i8eXWJf3cAAcVPLiVsO2GgSg5d\nIMbIiBatS0pJaCU0MWHFgETa4BkUmkFqsWZEXzQ6BUJwVFahRINy2M6jRRFF+LyAUZFhkZuQVnTE\ndx0ET2FaCoFRbIhRI0awOJZUzcC2XCyh8IpNF4iq5Sh6uuj5h0z5dRXQJJwKEBz/LMF/S0vEUOFo\nMMSgIXXEOGezp5gfRf5LN2fDRC5wmPHzJMyD4q6MQBIbuiMloWc1wTtKIiE6gusQGxgOBgzOLNGr\nSiZdpHRzuugIMRu0DJPnAItg+Y994Ps0jJ3wD22ffxmFQMDYhb6/LgkR/s5kj73vB/5BOOJ/TSPq\nBNtbG+zM79GElipG1jmiDcJQOmZOGMsgX+OY8DGb3ONmWWTsRAvI1VlGQkpC/Cu0godM4fuguUo9\nbfjZrTn/Z32bDQsbz4BIzpj908T3Zu97zGPvtHD3aFwo7vDXfmKZvxl3uTnY458dDugPe8wXeuyb\n1RFnzEMN+F484GgfbrUXaVLJ69UPKaVloGYUkjFiJZE3e7nI92RyP4m98Q8ZPrGQPFc8lDz+fO9p\nA5KtixuUVUlReXZDmc2E7+aJp4kVt7sLvH1QMNIPj3nF5hXtuWfIttjuDJ3zKCWLguXThcJ1c3CK\n/Z/0CYwPn/6sorRYa4COt/rvfOjK4Xe+d0g1KLHj23zt/3p8h+O6hwl46e0HfGF4l/9dbbPKlPFs\nwJ3up1niWx9yhCfGN/70egg+7Tg2yywlRxcart/3/PSPn+VddUTZwWUFrbRURugZGKWIp2bqPR54\no4zM44zbXUugIukWRWKkW66UhjM28d/8rc/R/NZ73JwGhspj+oatxnO2l3DzBpSmjg3SKebiuRMr\nVpWibxLnVEAt8N+5CEu+IXY10xaGXYuIQogUBCyRvk7U0dOLCaM0B3VNYzyVa1DJsRwO6VmoQhZI\ni16wVvOlrRXem0ygMDS0fK6KKByTZDhwwm8b4UKE5ejYTR193/I/lPBTscW5wJIJTFIuTNuiwh3O\nSfWMFSusuvuMiiED6SgRvFIYEikc4qUixMC2csRg8SGhk2eoGkJqMMpS9Uru1WPOMkMnIYWO/sJo\nQwgQwCRNkpLfjYEtXdALnn/d7DESxxgN3ZSoHDoJMSn+6MEeb/xhy4474HLY4PsUFGqLZeUZ0CLS\nZylM8G1HYQxd0MAwT94xMvYB7zswWeitiDMKHC6Mc91DAjP5C1aT/DTiUnmD29cCbH307ssfNK+z\nZR824Hyx/53TnzPckFf/3w2Bq+X7rG2cO03wV9+4xHvfeVqEDGAWBnx7/gW+2P8Oa+Zh1iulpZCP\noHnwRJwWPV8QVT/j0GfPrfPet/O4zmytUfUrPq9brr33wUfijGujmR7PqD+CHeFHia51OOf5c9+j\nkGfMAIvo3/t/Kc59kQs/to02iuO9KXt3ni8Z8HsHmkvScGdnbyGp2zG69psAbF9d594H+89971+V\nMCYyTJHjVHPnyOPCOisF7Leeylh6GiodKQAfsviUZQpE9rrsCVqlxEQMF0JDobIWylCW6BvND3YO\nWJMpyQQKbThwE8qqz1Arpl0k4CmUYi4KSYmDWLDrEiKKHg4XEq02jJRi4GtMbPEuwwJaZa9VEz3i\nI8WC2REloihoug4lA/o6IF2bIRAMWgUUjkIEiQaJitIaonhU9JR0kCKrtsc5DUEFZl2iJx0XROFT\nzZoRprUnJihMST9EOu8Y2cje7bsQDYUxVLSs2IR4j/ENxljakDijO5R0JFvhQ4dJgaosUC4hbUed\nPIUuuTvbY/qDd+m5GRuqoFCJKgqk7PmKCgxizQjD+X7WiSlTZGW+R9SKYzXgSNWMY00gIAFmfo6f\nRh7MIkdMGDrN5Pvfopzepbd9NpuTxJBZM1HlHVUMEEFLQy+1FH5GrQ06OrZTTRVqOu2YW02HMOPl\ndqqfaYLXEti/e8z74flc8B23wYbd4cuDtzkcOVYXVL8Nu8uhX6Hpt/Rbxf6S4+xRwd69ff77/SmQ\nV763P7hLW0TKTlHPn8aYTyIh/IOrE751H272e8z3X0HO3qGK448lT7B355il9QFF9eFf7fB77/D+\n8Awiwmh5yOR4ymxSs3f/gOW10WPJvdevaNsOEXmqMB18oPafooYC8C3Xw6cXT2znrywDNzmp1S+f\nGbJ355itK+vcv/Z0so4h8T/uPCJglmJ2kid7BFz5wjmufefuU+/7qxSFOsCoikoJt8f7TGabrJQt\nymis7mhjzDoxUThwjlK1rDCmjnOGKbsxDRUUuiLEmg7FOHasROiHkn/xB39GItEpIQTNNX/ImwNh\nqCLGdri2pomaIHPmrsOpEaiKv1lP+XpwONXj0HtC2mNDCyY6+jTgJiSj8V2HpERYKF6GBC6Cjg3B\nOxqjGOCZqzlCSSmglEeSQ+EwoSD6SKgVwRSEGAi+RitL7Bq8c0SlKH0giNDr9bCFo42ezmUDbl9q\nmuDxKJpuAqWDVgiqxBvBJ0dIkaad00slbUgUWObiSa0jpoiNmpQy2IPyJByelv2uwR85JDUMTUMZ\nFYGIkcxiTG1LPzkuWKEfcz3DFIBTpBRYCUccMSFIiwSB6DgMNQ/8gFtRMTGB86rFTnfoUqBxHdYO\nkBgISYgqa9oUzFlSinVx+A5Ww4yVtqb0HT0dECJVbAkp4WMHvJxv8WeW4IPP7dDj/Rm/046AZ9MU\nNxYr4XfGV1n+4R9xWDuufvEcAP7eNcY/aDn8ubwD2C0aeMYicGel4+JOxe0Pnp08pHiHMxctf7JT\nohGu1FPov8P45oyl9Q+XsX002rpj93ZHf1Rlo+znxP1bO9yngCcojSer8OODxzHxF01Oj0aKievv\n3OfKFz6eyceT8duzuyQvfBSiVT1t8V2gv5SlEp6V3J8XZb/Au4Dvwl/55A7Q1hM63RILBZMJ9/eP\n6NoDCskNRU1MjF2kCwVdijjfcEgk+jFNaDmnswH2YTfFE/E9RRfhYLyHGAV1R11ArYQoBRPl2a8P\n0arHuGsIXU0nJZ3zNMExKGskef4PBRI0yk85R2QeGkZVj6JziG/Ymc2RwqKdI/oIWigTtCmiBQqJ\nLDnPPDYMNHg8CY9DMBq62OEIpG7Od2NLG/rM/T5NU6Njh1IKiYG28QRlGKn8mXSG43ZGlzxlskwT\n4MdIMgTVI82OWTKOo2lNnWqcmUNrwEd08IQOYjKoqsBHwaeAioFkCoKPSK+k8w5JLSkq7t+YoFWk\n61pS59Ax4YPgdTYWT7FFi8Z2DSZ14D1WQfBzkq9ZxaOjRYlGpUCKgnihrQxrylN0M0aqY6nnaE3J\nvfmU4cBAVxNDlj8YolgpcsdumdrsvRsDXhXEUuGTyX91pcHqltTFlxYbk/SyPbAvGSLCv/df/UqW\n2lSCd4HeoHwMq31WxBBRWhFcQFv91PNP/vz/t9DbgTU22L23fzp5vmyUVcE//mKfP71b8/t3nt08\n9Wh4l+3HRAkxPANSSnDzew945Y2HO7Ub72aY7fJbWxzuTDnefXZ942Xi6FvfeOnW7k8SIsKXfuXv\nEWOkjEIwivV+Sd3F3DtgNFEkQzOSNU2ca0h6QJRIjIF+cvgEEYMxEEqDcwGToFg0JzklKBFSEkxl\nMdGTvCOkwCBGolI0wZKiJ1oNOuu4KFGkkEUHfIpoLVgf8TGhlUaISAiYtFCkFEMTI6KgSF3uXG0b\nBgraZOjKHgEQpRE8yvnM2UejkiC2R0qRFFqS1rnZRzQqQRkTLkWsQIguC5CFRK0KlALjO0T36FTi\nwsYZ7u4fUrcO5Rp61lAWFkVAdS2tGOj1iNqglZCcz01R3qNJ+M4RVYnSkf/gjct8/s2f4Gv/6l/T\n1DPoFkYctiCQ5YrDQrNfBZDQYglEH3A+YpMQqVDRU4jD+0AioLShCyq/ZnrA5qql7hQfdIrkIuXs\nkFZ6tKaPCYmVwZDCFqjQ0M2POZjNOS4M3foqOhqWo2UQBEmOtvPccwn/vW9+7Pv6M1vBS5Zzw1j9\nockdOE3cjyb3R59/8ufT4ywn0vHD2U+WEmn89GyoVnKnXtz/i5kgZJSQKqFWI6kTRCfiWCFVIjVP\njy/NhdQI6hGT73SkkJWIUsKls1eJRPbdLuw9/Bx1NpJaQcpE3H3ku1qLYCHuKcQ+fkwRYUlrLmyv\nsz6acrh/9Nh7nwzzyDVR6tm0xatfyrsutRyJx+qxztUz55YxJr9v/96nJ/v7WcRgaYAWcgeiQFCG\nciAQMsU7JOgvhKN8CvSCIuoCn3JTDzG3q8vCv8OI0OsrtCi0VoTQUZBQKERpvCR00uhUECQRScQk\nlErjfW7WEaOyvkmKxEWSt1pDzMVUEyMWjXACzYBS2Se1SpBEUGpIDI7QGzIjd5EmpZAUKbXJK+cU\nkEXTlhWNsT1CDJB6iFL4GEgJtGgSUOROLZJzKJMt8QwJgyKmiFKaZavYPneeWaWRaQ0hYBUYa/Ep\nLPRcMvE4aUVUC/cjyaxMHxwpRrQIVgtL2+dZX1tntLmBbWq6rgPXEhGMspnJGQIupaxvHw1dsiQ8\nNs1Rfo4XS4vQRlAilAaGVY/OCaFriOM+R1oRfWDdB5qmxVaCDolYVsxCpIsO3Xh6nUf7SPCBIjjU\ntGA6GNKagjNa49oWreBsaXm+mPnz4zPF4NuFHVnpHk8e8YQplru66UykdIrORgqn8DoRVaJ45H3O\nJIpeTtThlsbrRDCJai3SzhX6csatw3UNNqEvB2QmFEZIs/xPbUZUisQDhb4Q6O4p/MJhRlYixe6H\nf12tjY+dj9iUtbOfiDQR0kSQKnc0hrnQHEF5MdHel9PvRYqE2o4LzepFYg7gf5jHknYV5kpCiWbc\nHhP38rFPEnbcVUSVcDUYlfA6cXuj4cJOhUqCDQ+bmk6//5j4F/MVDtt9jiaHxN2PzzV/9HtwJmH9\n4hgV8EQODz6yfGZA13oujDa4/YMPL1CfRNmztPXHL4L/qCIUETG5gS1ECPqE6R0ptCWKoo4dhTLE\nmPBaURjBhbyiTixkDchJyUXBCBiTiMnjUyJIhBQoTKJLkaQMRjRNcFQIgiaqhGhFKYJKQtTgUsbU\nY2kIIRCMUChLaDOzR8dIEFmYSQshtqhFwmxjljUQozAoSiPEEGgEWnH4FCm1QknCuxZRmkoJRhtq\n53EBjM6raiGStEIbKFWRMXTRYATvOlzXokPAlAW9oiImT9c1+ORoJCIhi3CJNsyDo0yBnu84RNMo\nQyGaMoFeSPMGl/Axstwvee/+PVoxzJo5XesI3uXvJDq8C/ncUbkPKXpSVLhFZ2shno6s84MkPAkd\nIqq0NFroAohWmMESLULj25zUtaIrDaFzODRdguMQKSURQ0K1Bd5PSQR68xZbVZwdVgS/mKh8pHzJ\nVtbPJMFf38o4szM5eVov9FrN5mFuVb+xVXNxp8IE4fpWjdeJs0cF41XHFVNwsB85GDnMI4nJ64QJ\ngm6FYjUw7QWiSphG8JvpYaF0c5EMatg6KpFan7iEEW48TGThtubGuZrNwwJzPjAOibUB3Fy4iFy+\n/2w9mpubDa9oS3/h0h73FbuDjq1VTdxVXBs+xNIv3+9xvXUElTv2/GZCN0LYzAPaOCzotYq7bceK\nM6zGfLn8tccvW3dNuFbc5MFwzlq0NPOO3vBhJ++8jNxbb9k6KKg6zSsPelzfqhn8UcO5809rAHVt\nx7Xv3SCGRAhPJ/eb38v1ks1XVin7+Zrt3DpEG83a1ohb39/BmYj16rFrA8AzxCnjArLw7uN3NfeX\nKs5eXP1Yk8KPMm6qKbELHLuQE22MbBnDEhHRkWtdZNUOCb5hEjqmJFbLAf2i5OpwmR8cH3MUoBcT\nKkXqFHFdw5ItkBSYdZ6mrHBqoZhb9WibOaFrgcSKdxRK019ao0eiih3ULa0LHNbHREm02pLKHtVw\nhagtdRGZdRP26zHKea4WQ8RaSlp224A2JS4G6qrHcDAkINjgGMcObSv6RnMwb7gzG9MTRaUSRQq8\nO3OUYpi1LbroY1IguEjfKpZFsy+GstScswUr/VWmnaPxjip17E3GlFOhG/b53sEO0QvNeB+tFQro\n9Qp0WTDuAhIj/Sh4JUzFI01gzUOv7NF1LVESxpQ0oeHt7x7y7XffZTZvsCEwbFuGxuK1sBsc8wha\nF1jR2QeXXGUutaLxjlqRKaEhQ0w9yRP5fefwImhjCMHTAV0MDKIgKRBcx8hYCF1uanKBLkWOVcvZ\npqaeH+PFoIyiPIR+f51js0RNRUHAN8/vU3lRfCYJ/iSxP/44sL+Uk+fSzJwm3aVZHuLuSocOws5x\npC6zacCjn7M0NwznmtFQOE6R8aI12uvE+tiyNrZMe4F76xlT/txxj66DD87NWZ1YluYGHeT0uIcj\nz9ZBQV1EjueBoBJawYXdimvbNbsrHVF4bJI5iZvBceKXUfQVnYmofWE6cKdjXhtbnEm0Nj5mt2i9\nEIr8mkk/sLOaWSYhwfsrDcv3DPVaw4XdXNC8tdEwbDX/+cU1dtvE13sTVieWOfm7HNWaYrF67kyi\nM/70+Lxps6nzfmYhrU4Nh0OPicKqzdAO84eDOxp6VqaGV97YZH/JMQV8Fxg0mo1HlCwfxdo/Shw+\nyDfv8pkB177z8Taihw8miGTuf9c4pkcNn6WAQYp9RCdGWuGCo7AFCWGeAjPR9HUEZVC2ZAAUUagF\nHIr3JjVO9ygkUceEVQZNJNkB2moqo1Ep4pyn0Jq+KSmCw2hNPYB56FiWSGUUUTRT39GJoKxCrGCX\ntgguoUJHZyxtjBzMJ4jAkjIs9dcYh8D16KlIRCy+KCmspnaOJkTGszk+JpYkcOwDdFOWrWXmI20y\nDAtDmTw+RAozpBUhqZKVos+8czRlolUl+9HTKoXVlp0YmE6ndAtPlFHqiMMRc11S9Ax/+603+Zd/\n/m2aYp0yaQoFQRLaGEoJGKNovUNjMMlDobBmQRCodYablKKJgZG1OBF0VdJ1niPXEERhtc5m5C7Q\nxkgdAn1bZn21gUK5hHIelRJR8u5Da0OhBJsguOxj62KiLRNeCZ3vqDpHlSKNtUSxdLHFa42JEGLA\nNwWpDai5JoVAU9coZZge7rG0VjKqeqiQTWJuv/jWe2Z8phDNSayPLftLjoOlh1vtR38+CR2EaS/Q\nLaAdK8JwbJj1Ar1GYYPglgNHk4CKQlxk66aIdDby4EwLCQqnmPrIaF0onWLaC0yWPRd3S9IwYYZw\n3Doi8OpBxXTgQYS9GNjbzluBo+FH46V2JrJ1UHJ/7fFi5cEj5zuaayb9PCO4R0S+6jJQLmoVB0sO\nK8IoaM5qjfp8Pv7qA8PKFrwnJa5cxU5mj313R0N/Omk9+vz2ccHUBsIyGCcMa82tsy1iEqUVLi99\njkkYc6vdwd/R1GXgaOjZXckTzgmEFgWqTrG9XxIXO5GbG3mXculBRVlk+AugegPcNBBuP74reJRt\n9Cg2P96fcbSfi6/RRQi5u9g9IZp2tDNh+eyQorKsbVlepJTzow5nDKTcwl8oGBqNS8IsaboUEaUZ\nGCFGjReojMGGhMlUbFKIKImsVCWRyCxERqaAFPAqt9IvG4WLCRdbrFZEFdEJogg1MGKRiEzWYA/G\nUizwd201dScYFVlJHUVhiDjuzhtCVChtscZSWMNO7Si14ggWkgQpOw2pxJ6LrJqSGAMH3hMCYDUP\niMyLkr4ZMvIaJ4GjGJknodcvcUlRi6UkS1k4Zeh8ZNAv6PmIBlyvoheFLgnRKs6trmAKw7gG0SaP\nQSKjpAhaMhVRGRqxDHXFqspqmGUSgk9MdUKXhi5GXju3ydraGt/94DbTeY34EccpZaXiCD2rmfuA\nxKw/M9Al3YKy6VUkRChEURiFChGVFIOlkhgdk6kg3tOP0KZAamu0wNg5FGDRDFxLkWDWZaMPX3ge\nqJLtpsEfTcB7XDtnPAZUZHv7CqbXg+rlDOf/UiT4/SXHxmFxulp9Xjy5VhaBw5Gj8IoHa4v3tkAB\nOj589WAJblQN24WhpwR9xyKDRHwgXKRCrUdms4R+JZAOFK2NeJ94rSgeO/bVXuaiflA7XqkMN5uc\nZC/tVTzYaGli4nJluf6IGexmodlbfnhe/2h1mX9++DgILUuJkz6GR89xxSi2y3yJ7neBQxe4sdrw\n5uDhuFY2QYmmVD3KVHG5MvzA5+Nd6Vnmd4W6iJw5I8RdxdwndlY6hrVhb+D4oAuUvcAr44pLDyqm\nlztWyoc1BH9Ho88F1pSwfLtCXwiE6zrXMBK4G5r+dqIRmPbCaT9Cr13UAmaC9BNqI3KxeI1rvnlc\nZgAAIABJREFUvfcer4c8EUdDT10GtvdL0qWSrc0eSeDu+Bh579nGJDEmmml7StP8LGPaTTHGEDwM\nBLrgKCRT4gqtsKJIqcOIQqFofY1GE5OmlkASyav2FGiIVNowk0iBEJPDoai04Ej0ReFiZD84Llq4\nmoT9GLEJ+n5OqQxTXeIkoI0i+ogHqkKwEUJKdKGjUMKrQ4uL+TYstMa5wMWBolKKKQktfVCKB21H\nSJqhsaxZzY2mYU0V/IdJ+Lp3lIWlSQ5jCoalZd5FQhdJpYUEQ2UYWotWiQ1TcNR23BPF7a7mXH/A\nQBlSjAy0YZhgpd/nzviIi6MBKib22pahUhSmouscQ6sZlgOaEDkE+miEwE7nkOhYLgt6Al2KXOj3\nKYxhyRTEmCiNpV9YbPAUSkghUhjL+UIRfKDE0oaWIIpJTJQUFFqIclJTMfT6Q1ZWCibtDO0Fkypi\nCNDWoCpSCIi2dCFSe0e/Kmk89HVBiAmlWzwF9Wua+MF1ZOeI0DomaUqSyMpomc3zVzB8PLr2Sfyl\nSPDDBQ7+ZlVwdy9jlif98d1UmJzr6LWKeRlZs5rmAKpDg1qO7K85Vu+WoEBvBpIT1OqJRxbEg9zR\nFwso7htsbyHzfCYi5/NBUiuMziTioUatR3bbLOzzXtexvqm5ZC1tA6WCeKR4ZZQYaMWbgyInsEuR\nK1iamJj4x2mCD7rA2txyMMpJ/58fHrM6sdTLnmah4ztevGfNapQFnxJHPnLkI+owoZcjnSS0wKp5\nPCmWqmKgRjlZpAZdwjltKJVwvXa8caHgeJ4VBdMK9EpYp4BXPa9hifsKtR5h4InHiuWoOWM3sFLQ\nUz1eubLMOCxAj1ciIKx+bpWYIpGAPlfkgu46bJcgowjPcfNTolkt1lntn0EQHly+x9H1GVW/ouvN\niYeKtVLx+oU3uDa7yfIUgkqMD+ZsbS4z21QcDT3yw6d7Au5d22dta+mFvQd/EdHFms7na3RkYE0X\nWEkMtaGJASuKvoBKni4mGgUQiJKTv6SElohIpEygomJFkZM+CqUCQmCkEyF1JK0YimfoHWlBh3TG\nMtEGSUIhC164Cwxswb2mZR4TI9GU1jC0oH1LmRQmJYw1GFF4E0kIpQhVEsapY9oGRkkoAOdbpl1k\nSxumIfANZeglz/liwMxHQpzRiWeoYLXSJInUSVA0OO/xSthvJqAThoLztsQER0PK6schsVJWFEVg\nozekVMKasfRtQd119I0hkihRVEoYFIaRZE9UHSPrUVOpAROyrouIUBnLQDRN23C2N6TzDpUUy6oi\nAjpJNmDyCZXAaktKBZsiRKUIAqXOTlsuRbRKFLZkaCziFcMlg2BopkdIaJjrER2JbmHC/WPLG+wf\nHXD9eI+DroOYJ9dYwKEdkl5/DS3XKQ+OIXjmzYzDnXsIiqW1l+tr+cx48Cfx/vk5UaDXqlNcWapE\n8oJaikgv4W3CKCF88NHYHHo7kLy8kNr3wjGWKTNLPOjzAQpIY3khhVJvB8I9zfWtms3D8nQF+9xj\njBJp8uzKeGsjOgqTvmdvOU8MKgqVU5zfLdFXA07nSUEvPByvFFeyOQGRW+014qEi7jx7DPpyeGz1\nrNYjsrxgC9n8/7niInWsOfTPV7o8V7xC42uGNksAW3m5bjuA60fv095Iz2UdPfbarZrwb4+gfppz\nLyIc/unvf2Y8+C/+45+lEE2D0BhhuijEDReNN1YUlSTUwvCi0dm5qEwKiSmbcy8mfiWKUhQd4GLm\nZw+NRQFN62klUWjQonIHKEJQgopZxiAkhQ8tVmmCzlNEJQZJGpFIJw5lC+p5S6Uys0Yk0ZcMj7TR\nY5WiMJadUNP6wEgZ1iTQV5qDNtGKYJXCaEMnkUoLXQh0ShO6DiOaqPJrpiFlUTWEqKBNis47tFj6\nRtFTimgtsrB8X6/6LJU9KiP4eoZpG+65yL5zGMm0zjIJXYgYrbG6pAsd4gPWWpBEqQ2laJISXEys\n2hJlNG3jSMlnyqOA05pSacqYBbSNB1EKrQwSIlprxBqKosAu/nVdR3C5fmi0ousCMUJhhabJht3H\nztF0c8R7pt4jIRKcYx7cghin8ETaEKhj4qCeY/70u5iDMaZnWOstUS2tY4o+3/2TP/yrw4N/Muoy\ncnOzyc7iwLm9Eg5yggqXPfJIclcrkThV6PPhMebLrY2GizsV4Z5GhhlyCTefnhROnteXPhpr405w\nXFgxyDAPLh6pzJt/8nMvBV6lgK180Um8+DhrEG5p9MXHf5+b+RNzl493vjS0LnHGGrgUCB9o4uuR\ne61nSTRLhSKmwCxMeHt6n0uV5QYdbMDZQrPbBS73Hkm+iafHdPLQwoXiMgBLeoVpOGbTnud2d/2Z\np3DgdjmIWSBuzZxh1Zx59rl+SGyNznP70g0uLl2iqx33btx/bqK/fL/H/AsF9/4/9t48WLLzPO/7\nfdtZuvv23e+dfcVgBiAIkBIJiqQYwaJEMZJJSqJEUNSucmSXU4nLjEVGdhRttiAljsui5VQlrtCi\nU3IkSlG0QbKWyIRIcREIEgQIApjBYPa5e9/ue7v7LN+WP86dOwBnBgBBUpSq8lShCtPd95zT3aff\n7/3e93mf5/QaDJ7/Pr4Wgf25MCbFRCiioO9dY7wsU/q1p4PGGEXFjnlTaEoy0quGUikBIWgR6ErB\nctAoBKUEqwSpl0QMWkpkbug6iwp+h0OvyaTGSsFYWIxOMDKihMZJxdjW5GkOPmCdo5sYagdDJVET\nOZWNWKchUUgiOjRDNuPoKSIkaU7bCBKpqL0lBbJMNn0EYShxJIDWilo3Jc4810QkmTaE4Mh049CE\n0mwVJVEIkiwnQaFtTRod0nn6KkKUXB2NUFlKbBuWak8QkU2p2TKalqvpJBlFsHSNwekElaQgWpTB\nY0MkV4KBEKQhkusEqZu+h0gUYwGpbBF27hcfAlsRpBa0jaasLCiQ0TaLjwBihfdjhqUm2KzRxmml\nJFrTSlrEcUFdVoi8zdhtYl0kyzM8Dt3pICIUxQjhA0lVIoKjqCqoGkenXGtmWm36h/ZiByNUHahl\njSlLwt8mmuSZA00tNbHPF+StntM8Nbd5pGjKFSMXGB12lCEwpRUb1pN0Bcczs3usa+h1LRtdSy4F\npY/MH9DMtiWhJ+lFj+g25yhmHFUMTGlJR0mkaGrrc180SDWpJeMicN7ZXeqjmNlx3gIKHxmFwJxR\nzBpFDNArAqUOZFLQORwZqCYIzZobFxt94tbN2sTA7TLh2cIypSW9He32/LZAtqMTgo4MvWMr9gl4\nxj7y5Kjm67sZj5QlMZVE2QxVAVyu3G4ZaX+q6d5k4rWOFRNqkjIUBAJaaI5np7DRcrE6C8CUnmEc\nhqQ6JVftne/tRkemDbdKIlIm1C3qNtc+B6k4Nnkbdayo0wIxG4nLAj0j6KpJemvXuTGVCVxZqBBl\nyp6ntlmxf3M04Z/wgbBTow5KYiOMYkRqjZeKmVQxkWfgPaXz1N4xxiMTRS4UV8sxe3UEqViKjdDU\nMDgyqZnUkp5ogp+PgT2pZkJmDENgK0BQjaZSDJpNBUTLdJ7hQmDbJEwpwygGQtSUKiE6z2aoyENA\nJoLSgEewGSNdLVgLmjmVorRkNhiWqxFSKnoi0EUykbdwIhA9eHRjSS0FnthMsiqND5FaNt6wLgRk\njESpSIwheI+TEiGh8Ale5GRCUdGUcyaUZqQcSRWoEZwl8u3S8btSoFBkSpKalI7O2BRwwXnKGOhK\nyWKWUseARhBlYFN6JoxidrJLiIHCAUGShoiJkYDEiaaJHBCYNEPGgIGG+ikmgAzcFlFaamvx3lNa\nS5LA1vYGQubYumJcFUy2OgxGAV8UpDu69t47UqGoRaSdtSAs4sM22myi/YgqRkIMqAN7OV5bLj15\nHmct4/E2E+bl+T9/TTP4a2yYa9DimkI8OxXHJoj1bMDFyImWQQnBQnL9B31HO+HMlm241lEwmGyM\nEoqdrdYMCr8kUXs9VeUZ2YCPIFuNIU7PBrQQCOD4TpbrIvzD7iQ/ubrBwAWO5YYzY8uRrDnvmfHz\nGT7Hc8Pl0jFrFELCbHvHmHgHKTcGoC0Xbgiu5wrLtFFM7TxuQ6Sj4ESruS4bI+cLR8Dv2vCt1g3T\nZnqnTn6tAXvZNtd4uXK7jo7P7Fz3yXbCmVFN+xayDkO/xYSaJJM5AsHl+jyH09u4VD3bGDDoaWb1\njiXii9xBu697ESih8dFThoL1p7fQorG1c71A74uIj6mVnLjcwuucc68QiEf/5tj4BSUBwSYluCbQ\noZuBurYGomdUj2grg8DhYglKkilFiJ5DHUMmcmpXszfClapAhkgIgZGIOx6ngnkj2SMSnKuppcTL\niFaKkkgv1uRCM5mlOGA7WLIkQcVA4S0/Hxz/g63JjMbIANrTFprMegYxUpvAdlC0jSSoiPeeFQVJ\nOyV62C+gLSUDHEoqonAo1ewSyuCZ1TnTMTLGgwAfHb2yopuk6AhDV9PSBq8EC1qy5SJbzuIVnLUl\nATBCsSVLpk2H0lV0bOAuqTltNDPWs6kchbfM65RzoaIQilwrOtEQYyR6S0tkBOFItKIFSBFJgdp6\n2lJhvQelKAJYYWlpw2RsSj9RyIbhBE3j10mkCIxCitGa6TwB6wjeYrIEoqSoPFrTaLx7h5RQ68as\nPDhHqCoSNDEKRG2J/gKzwVLWFq8ldbRMoTFacubwAaKziGdXkLamHL488u/XJMAfzm5eq82VeN5G\n5ELZSJCeaBmeHNWcGVsyKXaz52vQXuBUxATBwbbm9LhhkezbSCkOBLKdrf7IN8Hcx4gUghAjRjTZ\n+HrtGTjB0AdaSvC+lXVyJRj7yJmx3Q26cD3gXrvGawH/wg57ZmGHrfNCuFnmfHRngVmqHHtTzfQX\nZfxm57PYsJ7V2rMnaZqpG9YzpxdweD43bDRexv763qijJeKLrvtobnAxom4iYqSeoz29PznMir3K\nlfoC0PhEfjUQiVyuz2OEQR93pFJTn72Fts0OvIq0ujkFf3MC/O3dKZCKsXd478iNRsdIgkBrTaJg\n6ANXy5p2mjChBOtlzap1dLSg9oJh9MgI26GiFIFcaxaznIhkzZXMyhwdIks7Ab8yiiJGHDAjJZkG\n6xt5BC8lidJsVSUbQRGF5L8TCYkU9IUEEZgXklpIslbOdHAYJNsh4JBUsZEtqIMjAnNJhreRzDuq\nxBCVoiY2JSKToCUUtmocnJAIIrnS7DWaYYRKetoiQyJIiFQx0jEpUgtEENRRYoNjRiqklJgkITFt\nlvyAle0SJ2xjsyck00oxZS1TKqUQkSAixjtGzuGThFEoQEWq0DRJ27XEb/cxOsfEiAW2YqMzKZAI\nF/BaoUSzSFfO441Bm4RKWka+pM4t0zqljhaTKNpRo3wgSmjnKTLNiD5QREdF0zss6govBDZJkECs\nNEiLV4pCBqwRuCBoR00tPdpbprRidHCBIkB6foWoX5616QsG+B/7sR/jwQcfZGFhgccfbyzber0e\n999/PxcuXODIkSN8+MMfZmqqUXN84IEH+OAHP4hSig984AO85S03N2MuQ8OGuYZGmyFyqfQ3qJ+P\nifR3aH8zqvmbnr/+ZjMp6LQFk6IZAV6znmmj2LSeK3MVi0FRtQPTKG5vJZShYaiE2DS6+tYzJxSj\nHf759I6WyoFU0bOejmpKK0Pf7CK2XGDoI4d25IBvtVh9OTjVamwCy1hQhYYxsjc5wBHZNDw7YYJP\ndmseH62TjhRpS5DIlFxoErFCf6cEI4Bv77R5cDjCDyQyi8RCIBcCyXMWoEy2KMP1UlfynFKLFob9\nyWE23QZlKJjU02hhGPhNXLS7Ne+unn7e332pkEiOpLexVF8CB6PzDjkRoL51s3r9qR77js/xzLEM\nhh6x+tIlC75a97aNER0c80lC6Rptl9LDRgwIFxAIXIwIqehXllUfqKLhbglPS8FEgG1XkxmDlYo7\nckMVHD0XETLQ1Rn9ndr9jFAkKjLrYco0tfoqRoyLGK05EiyfDxVTSCalwWoDUpNIyTA4JrVBCg0S\nrLOUtkZKzZw2tHTABVBEUmFo6ZToPTJGiixlW6SksZlYbQvPpkoJIlL4gDJJU54KAYSiCoIkUbRC\nIFEtiB7vA0ppOibhuMxopTmLLnJ5+RyfTdqcKxtz7Ymi4EirTT9KtiQIDD0X+Uco/kxHxkGQhRoR\nIcOSxsC0MlhrQWmUl1ghiUiU0NRCYfIMvKWjFWXtKG1EKYWTgr61yNho2ySJJtpATVMqdt4xmWaM\nrEVLgXUWJySp8PjaEUSjhZ9jmj6Gc5gAUSiG3hKDo6wbbXwXAzGCjIFoa2KIOFvTLYcUAVSSoJOE\ncGQvdmtMtfXion83wwuyaD760Y/S6XT4oR/6od0fwfve9z7m5uZ43/vexy/90i+xubnJL/7iL/KF\nL3yB97znPTz88MNcuXKFb/mWb+H06dNI+fwfqBCC1z3wzhe8qGsZ+DUcWs3Yzj2bE5YjmXlecLoV\nBi6wUjv2pZrOTili2wcmXoba5P7k8G4G+5XEotnPir3yvMdm9By95zBXIvCPWxNwfoXVs81r7/zW\n13L6oc/irefDMycJIuBP3Pg1urMa2W4a0s/sHXP0aiOvoI95GArcqkSJRpBMTl5fWo+mJ3bPbWON\nFJJEpJwtG52BKT3zkksvX4wijFmxVziyc44vxtOf2zEfV1xv/L4APJFYh111SnhpapJfrXv7De//\nVvJ0gjoG6hghBNo6YRQ9WhpWx9tYH1Eyojyo2NStR6FmKs/JVUJiNKUtMShyqVFa4WPDsNl0BS7A\n0Hpmk4TgPZVsJkAVEIRC6sZpyOLJkCQ0vHKZ5hAlSgqM1ti6JFewYT1l7RoGiFZIIRACCm/JlSbG\ngLOeRCqUlJQy0lGG6D3QTIF6msaxC442AaMMI6mJQuGdAxqaoh2PyXRCjcci+Gf6KCuPfJSLS+fZ\nf89rOYrmyYtneXZ+D4+3AyI32LRFDJEyllRRMPASLRV17XB4IoZEQColHa8YCEctBO0Y0arZZUyZ\nFC0l6Y7OjI3gjEIIzbZvcngjNbNJSqfdZkJqQu2I3tNu5cTRJsPxEJd3mex00UISg6Oqmxp5mnRY\n37hK1uoilcZa2wgqe4+Kgd7WJpPjEVvCUGiNCAJbjxHBoYYDRpMzjJ1FREXQAmtrCmupvaVe3yR9\n7CJbG70vmUTwojTJ8+fP87a3vW33R3Dq1CkeeughFhcXWV5e5r777uOpp57igQceQErJ+9//fgDe\n+ta38jM/8zN8wzd8ww0/ghcL8P8/GvRd4L9OcsQnnyR4z9k7XsXxJx9l5tAiwXnmj+3l/Kefpqos\nq92cP7/z+hToxdLt7jIAnhrVRNh9LJWCKkRaSt5QdJFI5s1eVuwVJJJUNgvDhOry2OgyB9KMw+nx\nF73+b08H/GF1vbl6QNVc9rfO8lftVeJYkYmMdb1ELAX+0gs3UNezir4vEZ++Ljf8UuWCvxr39hv+\n2bchlAIECoEIEaUNEIki7niuBoSUyCqSJE2Jo/YWHyMJslFJBIKLGCmRUoARuBgIoaEaCimwCJwI\nDXc+gtGaEAUSidHgY6PWWNNI3+ay0UlxBNI0o3YOKWBCpsgY8UHgQlOXFjHiJVjvKb0nxEgSG5XM\nOgakVgTnUUKghERq00w3AzpCdIGhq0EIhFBUwTIdE/qxJvGCvUbzI1s5w6cfZxT+Dv7Qk1S5p9+P\nfMfRe7m4/gzd/jYDF3jwWJdnZMDJlKGv8VLSUhkiBIZCcAHBvDR0hQQviBJqAXkUFIRmkQwBqQ0t\nbZqehY/40Ox48rTNMDQL3JwxLBhDJg02elIUs3mbllLkSYZJEtomoQ6OEDzCOlqtNlVVUgboFyO2\niopNXzEsa0JtKd0Y5wJp8IykIu7U7ivbWBT6aJsJZutxw5KgBUMR6IUaYWtY2SR7/CLjwdZXnya5\nsrLC4mKjNbK4uMjKSiM8dfXq1efd8AcOHODKlSs3PcblP2uMlQOgD8+y78SXpl1yDdu+aZiu1o6F\nRDOlJU+OajpKspgoRj6wXHuO503WP/Lhpo3FsY8kEs4WlsVEU4fIhvUczQ3ZLXYLIcKWD6RSvGi9\n/YUwcA3b5tkdRcS9qUYJmFCSe7IZFpaXWPGevNvmu47lcOz1PPa5C3B1heA9iycOMh5sMwfs+cQZ\nPtHZ2wx8daZYqpqm7dgGvrXd4oJ1lBgm9TRrdhktbpwOBlgwe2mrCTrqFGfLpyhCU+Muwggt4FJZ\nEDjNrF6gq25ut3hKlzzrU07pkqdcM9/wQsHdRsusXkRNKlx01G6KQT1AzoVG0vgWMspzZcp4tM6e\n2T5nL4zR7uV/F1+Je/uZj51udNdDpHV4mqkTC4RYN30jASEGMpXggoMEtBRU3hF1RCMIiaFyjfKj\nMw7vGrOMiKDAE1WkKzVj74g7PPmW1tjg6RiDEYp1V1IKSZCglGTsPD1XkwSLiB4nFLOuQkCj4ojF\nA05GrILgLFJqcm2QGoIXO7LETTJgPDjZSBJ777DeUbmAJ5AJgyU0x5IRERxVsI2yo/IooRjLmh/I\nTxI+/Wfofp+DPzDJductLC+dxfqr/N/P/CX3HrwToXP2rl/h/kee4YLKePLELI8qwXYi2fSWCsl3\nB8GrUfxTDe3WJEMdsNGRodFR0FaCXEiCEgipMVqjhGBsA5V1OGUYRwcxUAjJpq0JUjAlBamWtNIU\nnWXkJiEXGmU0rU6bVgisbm0gksjqaK3ZAcSETBsKVZMFhU8Strwn9YrMGGL0tK1r5lWEJg+BqA2Q\nUtlANA6vU4IMdOoaf3WTk1fX+IwPhE4Gg62b3nMvhC+rySqEQLyA08itntv75jt3G6VfTstuQknW\nas+x3FCFZgLuZCvhUuXQQjCpFVPPqfU/N7gvVY4tHziRJ7RUcxUnWwlPjWoy2Ux+XigtJ/KEc6Xl\neG6aCdidC5aC5zVeXwoiDQ24ufYuT457HNiRIsiVwIbmuq4d/4F9kid2XKhOvOnu3ePcfc9hPr+0\nwtbKJpurfVKjaU13OHD3cV7/2FkYwr08X13x16dv53g95Ilum6dnG9PqNEnoqKZxKhAEAsezU1yp\nL9BWzUSoQBIJTOtZBm6Tu9uHKH1Bz6+xblepQskwbO+Wda7hWlC/8TOIN23UXhuSWl/uMR6OOXTb\nAbbGQ2JPImVEHnS4Mze/XQ+190N7P3ccaHjwnzl39pbfwUvFy7+37yIV4AWUMRC0wQTByBUoqZBC\nMQ6uyeQlpGmGDh4DJDFQi8BBKTkvXKNzrjUqNFm8iYoi1AilyJVGI9BVwyDrmJReaEqbS6EGD7NJ\njrZN1j+tU8Y+ooTEWsdIRJRQDK1nwqRo7/BKkkmFFI46gnOOECJj4UlNi5GzGKGQRkEIpMYQZWBd\n10gkE0imspyVsgBfk0jLSBhyoem7irIqiVLxI0deS/4XD6MOzJKcPIXcv0haBzqT87g60FeGP3z2\ns7C0xvd/63dx9KRg+s/+Pbd/+izvMQoTJsiyNn8SLJ+fyVlPZriv0+JT3ZJVndI2KTMtQ6IVygUS\nKWlJiaWhRAoRkN7jQyALHhMcWfAoDNsyMoyBaCtMjPTNiLW4whyWmWyGSmmMStje2mBiqkuKwfua\nmWyCcagZbG9TB48bF0Tv6ViPqCq0rXAIhFGNZLKLVArkzoBZGwhKY5NGmjlmkn2H9rNxYB+HgiOv\nA5//tT/4ku/jLznAX9u+7tmzh6WlJRYWmlrs/v37uXTp0u7rLl++zP79+296jNPjmhMtw7nCkUnB\njJG3pOy9GIwUbNtIAjxdXq/dP71Tx8+koLWT0V8qHQd3ShR7U81e4ErViDcZIVitmwZtV0nynaDf\ns546NM3VK5WjpZpJvFshk4IDWvNMbTmQaS6X13nu395u8+GtRjnxp+YDn94OPD2u+an5GX5+3Nt9\n3X81PcmcVqyevUo+2WFq343DQyfvexX9q+s8eXqZ399I+fFDzXjUb6zn3D93oz/ruzdPA/D6EVxz\nDujPLjIOI1aSGS7cNksRRoz8NvuTwwAs1Zc5kt1GGcYYkTChprhYnWWPOMje5ACpyPE4tqsBS/V1\nrbtpPUsmby6nXIeKVN5aM2Zuzwy2nuDyuSWOH72Ner5m+dIqxZmXtjV9oaD8YvhK3Nv9siYVil49\nRmnFXK5ITcqE7EAIjalHhFoIcqUbp6DaEYUgKkEdFcuuEbUCzSuI/EmEPFq0NJQ2suEghJo9eY4y\nhqqKbCtPSykkcEh1sUKyYSu60lDEiAoSJWGClJZsqI/bsVGx1M5TukaznWBJlCSGRu5WS4EKsLa1\nyU8Yzf8SBC0hiMow1JG1qsLFwD92nl+Skp/cGmC941+i+EnAB8EvCosG3iQ0f2UrvvWJs9iJKezj\nDxN+8DX4aKltRWYMWZIihWDPnkOc7g2YCA4pNL+/WjKbG44TGdd9hE44KCJ7l5aZHn2B2STlPpey\nd3KBqy1J0urw4P4D2KkWfZ0zJpLpDBMsoSyZMBlTicH7iMNQVyWZBCM1HSnBR8Z1hfeBLQSl0qwO\nB7SEJNUJJjcMXE2uI4kUPHX5LFIaEArvA0SBqWukLRFBEkWj/xMqi9CGWkZUcIjoEc4CChUCdYBU\nKPCRGdNiYEsqIbHqr8l0++1vfzsf+tCHeP/738+HPvQhvvM7v3P38fe85z28973v5cqVK5w5c4Z7\n7733pse4xtU+0TIsVQ6B4OpO5rovvX5J17jiq7VnIVFcrRwLiWK19ugdPvyUlvgIK3UTqL8Y39Jq\n8XvbI3xstFyuVo7/dmaKD/QaXqmg0YsRQC4Fd5uEj4wLJrTcZbJPasm69Tc9/jXMGkURIsuVo+8a\nxs1To+sLzqSW/PF4REtJtIAPbPZ3j/db4yGTWtJWE4z8Nn+302Zrucf505dQRtNdnL7hfHWasWQV\nhdT81LvuwFvHHz74KF8o2pwuLK8/NcvGhZv73ALMHFyASytMAfsY8uqVJqtfqs+ydfdBUcL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KtO0N0zy+blNe566+tueYwLPuFCrVj45MepxyWDSz2+MDa8YtTnwUHGT+zb5qcvdbmr7dh351Gy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\nBL9L7wAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "quant = centers[palettized].reshape(image.shape)\n", "subplot(121); imshow(quant)\n", "subplot(122); imshow(image)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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42O3zwNlXsbs4dXws1dmzlFo4tTx70ZSZ2z8N+NURVFKqfHuZZpvp2fAMretb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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "quant = centers[numpy.sort(palettized)].reshape(image.shape)\n", "subplot(121); imshow(quant)\n", "subplot(122); imshow(image)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[(array([ 0.21777742, 0.52941719, 0.32857721]), 8672),\n", " (array([ 0.75221995, 0.6000601 , 0.40396081]), 7864),\n", " (array([ 0.0094247 , 0.33484434, 0.53066996]), 7347),\n", " (array([ 0.05656605, 0.48873567, 0.3034896 ]), 5201),\n", " (array([ 0.20373189, 0.378372 , 0.34389597]), 5091),\n", " (array([ 0.57252269, 0.30912692, 0.18218118]), 3143),\n", " (array([ 0.06442288, 0.19430474, 0.2356602 ]), 2918),\n", " (array([ 0.35297821, 0.56341501, 0.48379856]), 2859)]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from collections import Counter\n", "counts = Counter(palettized)\n", "[(centers[c],n) for c,n in counts.most_common(100)]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[(array([ 0.42162644, 0.57817704, 0.57616437]), 0.22676470588235295),\n", " (array([ 0.33697095, 0.49405299, 0.47145013]), 0.21987745098039216),\n", " (array([ 0.53563625, 0.67073403, 0.67544354]), 0.1482843137254902),\n", " (array([ 0.27099995, 0.34549485, 0.36266592]), 0.10313725490196078),\n", " (array([ 0.74400308, 0.76799886, 0.77709715]), 0.095171568627450978),\n", " (array([ 0.73263741, 0.50180797, 0.56723781]), 0.087818627450980388),\n", " (array([ 0.19987478, 0.09595162, 0.19616403]), 0.060588235294117644),\n", " (array([ 0.63098088, 0.33157494, 0.38071008]), 0.058357843137254901)]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def color_descriptor(image,k=8):\n", " image = crop_black(image)\n", " total = 1.0*prod(image.shape[:2])\n", " if amax(image)>1: image = image/255.0\n", " pixels = image.reshape(-1,3)\n", " pixels = pixels[sum(pixels,axis=1)>0.01]\n", " centers,_ = kmeans(pixels,k)\n", " palettized,_ = vq(pixels,centers) \n", " counts = Counter(palettized)\n", " return [(centers[c],n/total) for c,n in counts.most_common(k)]\n", "color_descriptor(hdf.root.icons[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fast palettizers:\n", "\n", "- computing a color palette is a common algorithm\n", "- many images are represented palettized (e.g., GIF)\n", "- $k$-means is a fairly slow algorithm\n", "- you can use image palettizers for computing these kinds of descriptors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Matching Color Descriptors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matching Color Descriptors:\n", "\n", "optimal solution:\n", "\n", "- assume color quantization represents samples from normal mixture density\n", "- estimate likelihood that one set of samples comes from the other density\n", "- $O(k^2)$ algorithm\n", "- various approximations\n", "- really should keep sigmas as well for clusters\n", "\n", "other solutions:\n", "\n", "- earth mover's distance\n", "- bipartite matching\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compute descriptors for the database.\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "descriptors = [color_descriptor(hdf.root.icons[i]) for i in range(len(hdf.root.icons))]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we define a simple match function. This accumulates positive scores for color vectors that are not too distant from another, proportional to the number of pixels that may match between the clusters.\n", "\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def cdmatch(desc1,desc2,delta=0.25):\n", " delta2 = delta**2\n", " total = 0.0\n", " for v,p in desc1:\n", " for w,q in desc2:\n", " d = maximum(1-norm(v-w)**2/delta2,0)\n", " total += d * minimum(p,q)\n", " return total" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that matches are not normalized.\n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.53552189807\n", "0.345921690125\n" ] } ], "source": [ "print cdmatch(descriptors[1],descriptors[1])\n", "print cdmatch(descriptors[1],descriptors[2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To normalize matches, we divide by the maximum of the two self-similarities. We also turn the match score into a dissimilarity score.\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def cddissim(desc1,desc2,delta=0.25):\n", " score = cdmatch(desc1,desc2,delta)\n", " score1 = cdmatch(desc1,desc1,delta)\n", " score2 = cdmatch(desc2,desc2,delta)\n", " return 1-score/max(score1,score2,1e-6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this dissimilarity score, we can now perform fairly quick matching.\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.39887869140269039, 0.46623600194604276, 0.73968197869845431, 0.6674964755602687, 0.63788109223564049, 0.0, 0.45286671204188356, 0.99977751751444344]\n" ] }, { "data": { "text/plain": [ "array([ 5, 47, 59, 49, 98, 38, 57, 96, 80, 43, 24, 12, 83, 73, 0, 35, 39,\n", " 91, 45, 26, 30, 88, 6, 74, 1, 37, 69, 33, 9, 10, 46, 97, 71, 28,\n", " 75, 53, 18, 16, 22, 89, 85, 13, 20, 61, 54, 50, 95, 4, 93, 34, 66,\n", " 82, 3, 79, 77, 86, 17, 94, 8, 90, 84, 78, 2, 92, 42, 76, 11, 60,\n", " 65, 72, 68, 23, 48, 55, 56, 40, 81, 63, 70, 32, 52, 99, 36, 19, 87,\n", " 51, 62, 14, 64, 29, 15, 58, 27, 25, 21, 44, 67, 31, 41, 7])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scores = [cddissim(descriptors[5],descriptors[i]) for i in range(100)]\n", "print scores[:8]\n", "argsort(scores)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's perform some searches.\n", "\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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HQ0Ciko4qS1imSTAWwZ2by1tvf0SURKJGgEP1JrsbTQ622pSGJCYlasy663pS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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "scores = [cddissim(descriptors[5],descriptors[i]) for i in range(100)]\n", "for i,j in enumerate(argsort(scores)[:6]):\n", " subplot(1,6,i+1); axis(\"off\"); imshow(hdf.root.icons[j]); title(\"%d %.2f\"%(j,scores[j]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In evaluating matches, it's important to keep match statistics in mind. Scores below 0.3 are probably significant, the rest random.\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "subplot(121); hist(scores)\n", "subplot(122); plot(sorted(scores)[:30])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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b6nlmRxv54b5dFwO71t1lIAiOjXA9pO8hfIkwVXzLRQgQ0YPbjD0kgf4ToTFM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GAAAB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\nAAAAAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scores = [cddissim(descriptors[22],descriptors[i]) for i in range(100)]\n", "for i,j in enumerate(argsort(scores)[:6]):\n", " subplot(1,6,i+1); axis(\"off\"); imshow(hdf.root.icons[j]); title(\"%d %.2f\"%(j,scores[j]))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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mTI1SKJXQdJ1cMUPgKgLlYekBbbl2opZJISjR5aTYnE3QmRL05wKKTprWtg7a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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scores = [cddissim(descriptors[60],descriptors[i]) for i in range(100)]\n", "for i,j in enumerate(argsort(scores)[:6]):\n", " subplot(1,6,i+1); axis(\"off\"); imshow(hdf.root.icons[j]); title(\"%d %.2f\"%(j,scores[j]))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YLF5/nkFOIUN6JF3P2tracOzYMXz44YdoaWnB9OnTcffddyMmJqZLueuD/LHHOEZO8qSk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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "subplot(121); hist(scores)\n", "subplot(122); plot(sorted(scores)[:30])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Joint Spatial and Color Descriptors" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "h,w,_ = image.shape\n", "scale = 3.0\n", "rs,cs = mgrid[:h,:w]*scale/max(h,w)\n", "augmented = array(list(transpose(image,[2,0,1]))+[rs,cs])\n", "augmented = transpose(augmented,[1,2,0])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[ 0.75294118, 0.59607843, 0.3254902 , 0. , 0. ],\n", " [ 0.67843137, 0.54509804, 0.26666667, 0. , 0.01176471],\n", " [ 0.58431373, 0.45882353, 0.23529412, 0. , 0.02352941],\n", " [ 0.64313725, 0.49411765, 0.24313725, 0. , 0.03529412],\n", " [ 0.74509804, 0.59607843, 0.34901961, 0. , 0.04705882],\n", " [ 0.73333333, 0.58039216, 0.3254902 , 0. , 0.05882353],\n", " [ 0.73333333, 0.57254902, 0.31764706, 0. , 0.07058824],\n", " [ 0.74901961, 0.59607843, 0.3372549 , 0. , 0.08235294],\n", " [ 0.73333333, 0.58039216, 0.32156863, 0. , 0.09411765],\n", " [ 0.74901961, 0.6 , 0.34901961, 0. , 0.10588235]])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apixels = augmented.reshape(-1,5)\n", "apixels[:10]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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N6oehso716ZMRqt1MO/ADL1ruJK6qhITK1qtZLVY4miM9KprM5WYv/4rhb35M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tSO4YH5D/PdNT+noC5SSa7Ek9rNlpJv8RQzO+Vmr+bsdqnejggUHuN/OlSqV4HRQGRdvipyEKj8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\nwggjjHAMMWLURxhhhBGOIf4/OE2bSfDsAVYAAAAASUVORK5CYII=\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "acenters,_ = kmeans(apixels,64)\n", "apalettized,_ = vq(apixels,acenters)\n", "imshow(apalettized.reshape(image.shape[:2]))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GkBSjijNC4RxGwBUl2Tg4QjIEtRhjiZqIKUKKpL5H1WM0oqlDyRRMSAHfD6y8s8SkVKXL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\nTDmmVMa/jgr+hYPEKw6kk9jEc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1AEu6CCEl8KbyC20cXGwlRewEvoLRRSeoEotnZeQRDL\nNGIhWmgxW8jKFuvCrsZdnvOVKTK8MPxNSP43LJdLZLNZxHEM4LK9J5PJfHeLX7uVk/Raw2esUzyf\nz2i32wiCAK1WC8BzzvuR2+12r7l/uT7ys1fpts29Buzs9tMGfK1Ww2q1wmazwel0wmQyge/7iWQd\nj0fs95e/JR4OB8znc7iuC9/3EYYhACAMw+vDfLRbOUmvNUx6nSJJ9Ho9lMtl9Pv96/Wkz3sr97+s\nj3yVbtvaa8Dibv/4te8doihisVik4zgcDoeJ5azXaxpjaIxhpVK5Zm23W9brdRYKBTYaDe52u7uz\nOp0Oc7kc0+k08/k8x+PxtzmDwYCO47BUKnE2mz0sdzQaMQgCuq7LarXKZrPJOI4fmrtYLJhKpWiM\noed59DyP0+k08fN+lRtFUeLn/Qnbuv1KvSbt7bb+RSMiYil9ySoiYikNeBERS2nAi4hYSgNeRMRS\nGvAiIpZ6B7Oz/+4ovZ46AAAAAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aquant = acenters[apalettized].reshape(h,w,5)\n", "subplot(121); imshow(aquant[:,:,:3])\n", "subplot(122); imshow(image)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[(array([ 0.19681423, 0.51303416, 0.27892056, 1.35085506, 0.15875076]),\n", " 967),\n", " (array([ 0.17816504, 0.5449806 , 0.30430534, 1.81916326, 1.048229 ]),\n", " 935),\n", " (array([ 0.19113421, 0.53632099, 0.27921738, 1.79421907, 0.15476673]),\n", " 925),\n", " (array([ 0.1838273 , 0.45701987, 0.3694109 , 1.01844127, 1.64925421]),\n", " 910),\n", " (array([ 0.14767457, 0.42216691, 0.3247347 , 0.98503865, 0.17610376]),\n", " 898),\n", " (array([ 0.23191193, 0.51675841, 0.43463094, 1.17887128, 2.13223689]),\n", " 886),\n", " (array([ 0.20091459, 0.52552143, 0.30282183, 1.28857659, 0.54897946]),\n", " 877),\n", " (array([ 0.16244344, 0.42517025, 0.3378765 , 0.96633758, 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0.64345798, 0.67128799, 0.37616444, 2.04767111]),\n", " 269)]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts = Counter(apalettized)\n", "[(acenters[c],n) for c,n in counts.most_common(100)]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": {}, "nbformat": 4, "nbformat_minor": 0 }