7. 插入 R Code Chuncks:
作業一 (A Short Introduction to R)
ToDo 1
(2014 - 2009) / (2014 - 1991) * 100
## [1] 21.73913
ToDo 2
a = (2014 - 2009) / (2014 - 1991) * 100
a
## [1] 21.73913
ToDo 3
b = c(4,5,8,11)
sum(b)
## [1] 28
x = rnorm(100)
plot(x)
![](data:image/png;base64,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)
ToDo 4: Help and documentation
help(sqrt)
## starting httpd help server ... done
ToDo 5: Scripts
setwd("D:/R_Labs/rmd_demo")
source("firstscript.R")
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)
ToDo 6: Data structures
p = 31:60
Q = matrix(data=p, nrow = 6)
x1 = rnorm(100)
x2 = rnorm(100)
x3 = rnorm(100)
t = data.frame(a=x1,b=x1+x2,c=x1+x2+x3)
plot(t)
![](data:image/png;base64,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)
sd(as.numeric(unlist(t)))
## [1] 1.245676
ToDo 7: Graphic
plot(t$a, type="l", ylim=range(t),lwd=3, col=rgb(1,1,0,0.7))
lines(t$b, type="s", lwd=2,col=rgb(0.3,0.4,0.3,0.9))
points(t$c, pch=22, cex=2,col=rgb(0,0,1,0.3))
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xv3iQmZ7IAtKkU0H6RQgF6zQ3QSwGAbv68NIBm09mAKmZs3STmN1i6mTUAKu8hAW0LAXTHCScANJtOBlR9t3njJtG4AG01QBsA3Zbz0WqiAjp9L7zoLDQRAN2s1PJ8YgC6+RIAzabsAW0WAW0BdE8LgA4/lwXoPDFlNvcfATRVAOooHaDKWxIAai3cXgmc1+6PLxgWKTCgRx+TRSnUQWwF1DH9vr0LBKCeANRRMkAbAPUvGoAqV9TenNwI6FVt5wIBqCcAdZQe0PunmbtPfwCosWjbL9iwGMUCqr85CaDpAlBHqQBtVEAvd0AvAKov2vYLNixGqYAa69U2QDU/ATRQAOooEaDDB8XbK4D6F237BRsWoxZAX21A7fNVSxgC0LUA1FEaQC8OQC/1ANpUCOh8+s3psUsI6HgbAD0xAHWUBNAZrOlwzxHQ1gD0tVxAh39UAWh3o/H16iuA7gxAfVMMPcGQ5QvoCFZ/Ox+gLYBuvsC3HBag0j3vZIA2KQA9dICro9sNG/cqAKD5lj2gw+1yBXT/oURTOQJqHiW2qyuAHgN0fPpvXxJgyc8KQB0tHHO4bXXRjzm8nzlt5aRw+imGhz31TAC9Lfgv91M4fzd7eEDnFwFSANoM1zwB0PAr29vrdN+ZlwBotp0C6HzlvYDO/+wBfdHPyfk2ncHyfqVzAL3PewTUc2cA6JmANgCaTwAaPuWpgrGrtQ3Q0clvv/zyn/98u3V7rvfLre+JAJ2W3FiziwS0eRRArXsXQGMEoOGzAJ1W9C2Avs1PNM1noK3yvnELoNvn7VuMOgE1d2e2TFyyQMcCUN8UQ08wZEUA2o6bo/LO/HjrRlnrzgH0FUDdAeihANQ3xdATDNm5gFor+mZAjdOKKLc+EdArgC6VClDHn1YATRaAhq94QJuTAN0jaJ6AzjsEALozAPVNMfQEQwagW5a8n/c1IqDXVUCvUyuzyADQeUrNsccEQO+XAGi2FQOofmrlhwP0qrY8i0wAbc8CVP3TOgD6DKDJAtDwlQzodAzA8/PLS38w1ffpCFYANZcxGaBXG9D5NgB6XgAavkcG1HRPGeEOQDU/AbRvL6DmvQugMQLQ8AkAbSxAHQerxAd0WhpzF96JmA2oAz5lovsANX4CUBegjRNQ90EOmQH6CqCeKYaeYMjyBlS79QRoq926mVe7ogBtAHTbJM2fppR3F7tzJ5cP6PCpuvXPSwNoNpUPqPIUNDtAdT9dgI6/A1DvJM2fplRArwCaSQAavjCAtmUCOvwGQCU9EqCNsi+VbikOB6DhA9D7KfD000fe35d6fhmvmQrQBkABNGQAGj4AfbPPv3sc0CNnGFQPMOgXY/rnEUAvigEnADqdZeb1du8+DzvA9x+jATr9sYkG6AZBATSbEgGqng7EmQtQz8nw5tUuZ0B9u/CJALUdVwGVfQJTeRY4DLCZvhlT2FZA3yZAX+MCOh9QCqDuADR8cQFtHxPQYxlnMponGQ7QNjag80wa9eWDeTHCA6qsgfUCuu1lBF8AGj4ABVBZq+MezckH0OvUpilaQ0kO6MZl8AWg4bMPhZcBquxAAeix6gK01QG9pAP0qrZpksZQkgO6eSE8AWj49gPauAGdX8JPCegrgPoWMidAWwtQ4+71TXxBQOVNUAB1VxCg//z25OrHP/csXM6AWkopq0t4QBdWmxHQFkAdUxpT3gm/ZwIq2CxDAeq8e90TXyRwDdDr4q0Xm/wEUHOKoSc4BqDTlc0NRtDSegOg/ulsBlSyXa6NW3voh39sB3Q6skw9xqz7+RCgS8u7EIB6pxh6glN//7oTUNfVoy3dXGRADx39rczRv+KUDqg95XCAagup7MKbgIo2zG2AjhfvA1RhUwH0BUAfB9D7c9AvO66fDFD1mEPzezVdnQ7o8tprADptb9/NjGMxMwHUMTAAvQHqmvi8Xl3Njz50a/B9/fWvbABaFqCdoD/8cWQCAKpMoVJAXSOrA9B5mk5AlaeY/WqnPTorgNqfHetWYABdqyxAu734n/46cPtTAB1rzF1472N/MqD9BLznwnnTAN3x8cQFQJt9gB75BOESoE0TEtBLEkCni3VA1T1zEaD2HO/3VfmALs7jwQBtP56evh64eRGAThmvVemAyr8BcubzbECvGwE99AlC14apA3rdCKi9hC5Ax0sabeKnAXqZAPXtwgcA1HMPFQHo4ky2L4Sn0gC97cQfeQqaL6DTJ7SVPeRfbg37ydoLAMcAbQZAfStO/10LKQE99gnCYIA67qAlQLWJyzbMfYCOR54C6IYZrSzGzonOlQbowaeguQKqn+JCfwZ6v4Z26yOAjufz+fbNeAaqXKPfLh8dUNemlRRQZZIAundGK4uxc6JzxQF6rFSArrxieQNUe2VuqLtJWECn86G9fj8R0GtnTZcJqO89rCCAqhOvCFDl4gnQrv5opOHWAGrOaGUxdk50DkDjtRnQ5jxAX8cV5k3fhY8IaPejBej1QQDdt2WKAL14AZ0XrT0KqHslkMvWKK1eGUCzKWdA7YvDAzp/FWK+gDahAFWmfjag5jJc55YWXQLoIOhVA9RctFYCaAOg6wFovCIDKjn7+fzW0WmAXgH0qrWw6DkC+gKgSwFovKIBOsLm+OyI+YKm0eBFezKg88Z/KqDz5GsAVF2e4WJ1qIuL1h4G1HmaqVIAvf/tdt772xfCE4BGa3x2EAvQV/WzI8Yhnb5lKgDQ+W6zx70pAaDOIQYDVPfzIKDaxacAap1mauPyLnYmoMPOj+vu37EQngA0WsP2FBHQ+XduLuxEgG4+x2WBgL4dANR8p2YJ0PE2AKoOBkBdUww9wZBVCqixEgQDdDxQ5kRAm6OAqpumNbwIgM6XDEt+NQ0vGNDn5+dfvt+Pd3t+1l8vWl/exU4E9HLRBPUsxs6pTgFotKID+gygjoY5JQC0jQqotjjnAHr/eMcv39/KB7TxrE0AurNKAG2zB9Q8+eT8yfvhmh5Am7CA6seSjzqfCWgTFlD9itEBve/C2392rBPA5gtoA6AhqxNQcyXICtD+A/3f7k2nwHt5GU+TZt0VgQDVwdEAvVYDqApAcEAbAN0QgEZrM6DNEqDu84UHA7SxbxIA0PlH+xnoIqBNaEAnQ8ZjFW47o9rRX6uAasu4DVBVh9IBvb6oL+4a98N22czj7MZPFDv/ipoBaDZlDKjj4o2AWivBJkDfTgL0/pO5lt628AVA2xCAauKkAHRagHSANspCHwB0fmo93spaK5cHZh2n/Aqg/imGnmDIygK0XQHU97nrXAFVr+kEdBxHQEAb6zJ9OI0PUOemlQ5QfWFWAb1GBNS1Vq4BavxivIcSA9oo958wAI2WBujSJ9cFgLY1A9qGAXRe+OnuKx5Q84qnAnpRblMroFdjXKsBaLQGQOfv794PaOvFUAHU/itaKqDjx7qvwQBVj6B2D6cSQM0PSYUFtFUBvdYL6FVt2/QBNFoA2u4DdDrjSFBA1aeg5wA63u4EQJUXak8F1FrDjgC6KmgQQBvHzQF0bxUCaq4E/tu0DwZoa32ILwCgc8/WN7dpgM4vW4YA1FiWSgBt8wJU8xNAXQFovoBeL1EAVacTAdA3C9DLdLPggNpX3AOo8dmG+cf+YnuOJqDz07T6ANUvBlBPlQFqf2xw6TZt/oA2yts/MkC1uyI4oGrzxJXb1Abo+AQ1MqDWcU7zX6XFu2U9AA1aNYC2I6DGOrB4m7wBvQQEVJvkPJ1HBtQ98elHVdXxUM1v355HX6MC6uUTQHPrRECbDAFttgD6mhTQYXAAug3Q+Rm3ys6NvWf1o1/+ie8DdLorQwO6fLt12K5T9oz8gKrbDoBu6nRAr+uANkcANdeBxduoh40Yn64cPqPebzkzKScC2sQHtIkF6HzXDe8s9ffr8EGbAICaixIeUBfZ6lqZM6BXNWtGa4DOqwyArpYvoOYTAGMvxnErBVADqNCAOj6m7ywAoPNdIgd0HtX8Ps/97nV9bHMdUJ+gEynqs7aogLqu6FzG6/V6sX6fEaDTQgOoY4qhJxiy2gC9mOvAvSVAZ12M83voCz6SUh6g6qjOAnS+zbQLPyxLMkCv1u+zA7RdBXTb8fqanwAatVwBFXzFJoD6hjhP19jq/YA6XqXwAzpsqVsBbRx3i6fsAR2ZOQXQrR94Wrq40R4SAD1anYCam5EfUPVabh3OBVT5VTxAp63eeeYlD6Cznw6c1gHt/10woI0B6PUYoPqiAOjSFENPMGS1AqpvYdkBam3lt9+dAeg1IqCXEwF13X9X9TLHdIIAqlx8CFDzsd4C6BVA8ysdoH4hDwM6T2S4KFNA9WuGBnR8YeLbt/mFiZfn+3mb24CATlv0ZVreswB1XvF+oWs6OQH6qn/9wXZAN81GCuj48ALo9lIAuiZkWkBtQYsEdH4j/ARAjWVUXz9OAKhnOnEAbVIAOt82AqAtgO6oLkCHQ2aW3hFyzcr9L/fypATU8b6pt2nI5i58AkC77k9SqwL0mgxQZSQAmriKAG1f1dMB1QWoa51eLjNAr33Pz+M/7HvIlWcLtpejLECbQ4CqDwOAJi4hoL4DPV/938qzMoP5PWb/C5qOZaoa0OYsQJXLtEPA4gHqvqJ3OkEAVU9AMu7u9L/zLrmjNUBflwDVHoarayOaF8haigZAw5YMUP+R8sPH08WAKnMD0AHQaTaxAdXm3VYEaOMD9HU/oI0f0LdVQLWHwfrA/jZAPd9LpgPaAOiGEgLqe0wAVB2OuWhBAG2OAeqkywfo/PsJ0It9t3gKD2ij/9K69SKgjX7xxfzdxgWaALXfvlwFVH8U7LM+j/PeAqi56NNkAXRzAPpYgF5VQN0vlsQAdFoq45nXmYBat8oN0O6nNUBfwwDqPhYbQPd3HqBNdEBbpzgbFsr9L+NKwQDtdrCMt7iG0wWlAdT1Yl/egC4sxdJ0cgG0kQP6HBPQebIAurmzAZ3W5BiAdofm6bPbtlArt6kB0OtYPYB6ruifTiRA3W93rgGqrQHKPxYBvZwAqPoTgK5WF6DLG5l3oVZuExRQ/xsaF+N3AQFVvsp4K6DWmxPjNu8BVJXyUQC9igBtxIBexvMl7AJ0rgXQ4AEogDoAfX2WAarPuwVQR42SPaDGD+hlegdwuvU+QK8AGrzHBtTYvLcDeokPaBMO0IsAUHM2w121F9BWH1QQQI1HbfN0tgF6Ub+t2BhHcEDtdzz9gDaX6Ri06QZrgFpPQQE0cFEB1VbXfAH1/dOx5P2/TgTUWjQpoNOEXo8A6vja3RVA9ZUgIKC+K/qnswnQ+a+WAxc3oM5vePEu0DglKaDaDQA0dTEBdekEoFkA2pwHqL5Ur8bIcwPU+K646boeUsSAtlJA9RusAmouEIAGLiKgjb7CWoB6vpqteQBAnd/Pcw6gbRxAtQd7AdA3Y+QAaozoVEAb5xj7p+Hj6z4rw7EC0FD5AW3XAd3zkE3ZgK4ImhZQ45pRAG2kgJrvk20CVJ+3c6mSA+qa94mATgvhBrQ/q+rzi+PGIQBtRkCNlVpbsuHUrgC6pWoB3fQU1ATUWm+UcZQM6HUPoG3mgJoObp9OLEBdB2UsA9pqC6PQNQLq+Ih7f7IxfSoyQK8LgLYAuisAna+jrTfWhAB0BtR48SEFoN4reqczu+CfeLMT0GmXeGHJteaNQtk81Ad3D6BNFECvALqjeIA2AFohoNbb6CUCak3ybECNH9WJz+ugdVPHYW0yQO/faH1Phfp13vCc6yeAuhIN9zrnv/jSr4rlADquvOY+fLWAXuIB6i8NoO1OQK17+jRA+59d20YoQPsPSWwA1H6UtwSga121vBdfLvMf864CAHWfJrF8QLWPFd2/Ium1//C9+54WANpUDug0PjegjtXBvUDq/eQG1P++VDhA50dMG6OyOgDo1uIDqj/kAJoHoK8xAN2yXDq1pwE633IJ0GYZUNdtJICaP28C1PnJNABN3f7h6n5a9+p0AYCKAFWesQcC1Ngc57Moe74cPC6g5uvONQD6/Ow5K7x77EcANRYIQFMnA9T+0bpYWxfbad15MEDnp37qd0FYZ65zrbUA2pYBaPfu+C5AtX80bUpAlfk0ACrpZEDnV458gDYVAap+Y835gI7vDBi78DJAx60dQB2AKo+TukArgM7/Cg7o7fH+/t0l+gyoNZ/pzNsAuqdMAfVMfPuiZQKo67662t/eUQqgjrOBKEseDtDpCucC2ggAbXcAatxNxwFtnIDerQTQc/gE+vcAACAASURBVALQSgFVb6ff000sQHcs0TKg8zViAHpxA3qdDmO72HdLSEDtfwoAbRcBvY678Prq3X+jEoCGLBagDYDmAGhTIqDNfJWwgLZ5AjqNNzig6gxnQF9mQJV9k9fX7viMt/ErZwB0WycA2j8ONqDPz67vhe9Peu6Z+PZFiw2ovcU4ygVQ/TYAak2yXQF0XiIfoLODile7AG0PAzpOfAJUWyIHoNqLOwAqKg2gbRpAre1OAqi5Ji/kA/RSPKDKsssAVe50H6BuryICelkBVL/N9FMPqNJ48TZAm2OAqgIOX6z0/Zf7L1t7gSxAfbvwALq1ZID6vllIKIW9PPZ25v5FMkCtRdeWpokM6EUIqPlRot2AWn+1cgBUnfA4fQ3Q4SNM1y2AjtKuAWrO8Big43dWvQ6AvurLA6BxeiBAG89vlFunBbR/+nN1vtQqvFv6mxm3GTfRYIDaH51eXyZl3O4r5ATo9MikA7RxAmrdLV13Ic3lWQO0AVBRkQDt1wIAVe6r6TbrgA73UGRAL4EB3bdMyrjdVzAW7WxAmywBNdfKxrxbmqZ/m939moIN6EUHdBwYgG4tKqBXANW2wXFNdgDabgLUod1y5lY2/1J5cABUna3jyd11EdC3JIBaD+08e7/oKqBtRYD+83/9GXqmW6sdUGt1TQSodp5JAaCuHcsNmVvZ/Ms1QI2PJ07vUJwJqPklmOqlxm3W7pZ5FPN7l8anLafp2vNWj8ez5vj2Mu9p6V6dCajCpQKosUA7ATVe6V66f+dOAvTzSe1HAB2aN4+jgHpW11wBbY1NwtxgGteirWZsZcovFwBtCwDUvM3y3aKOQgDoZQXQed66V9sANVb5xr1tmOuDG9D7/yZArQXaDOjer59WOgfQ96eqAW20bfT+OOhrpXslaY0HHEBTAWp9VmC+q8x78ao+ytuXabr1EqDKkh8EdJ6ytgu/B1DfHDcD6lsBp1/PTz7EgPZ//Wbw9QWqBtC/f9UB/Rp6npuLCaj23ERfK90rSWs84McA1faIW//6q9z6oi+ldi0AXQZ05zI1462t4aiqRAH04gR0XixrJQgKqG+obSBAxyP7G+PXVQF6ewL6c9t+dP/pfk7nZ72Aat+MpUx6EdCrvpTatQ4Bqp+kIgtAL3sAVe47817cDag2hXMB1UfmAlT56VxA50m6tw3rMTHuIGXib8/TG5b6S2LPtQD67+9PP/3VvQ5633X/SLgHfxqg4wNZHqCN+buCALUYmn8tAdT88V5UQB2nTpp+f70qNw4PqHKvFQCounJbn+/UAX1zAdpdUA6g//z29KXtduR/+KO9c3roKej8eurPgoU7FdD2NECvgQFtCwbUuk1/7+cN6AylccVh4QxBQwJqPW/PGFDlcxfTtOWATgPLH9Cv8/+GXXlZH/qLqbunFAXQJg9ADT0SAtpUB+i89HEAvcxfkWpcMRKgjTXErABtPI+JDmh/j7zsAfRSMKC3p57dE9HbM9Fuh16S+WbU/jf0QwGqnbd1OOZFPfW6E1DHSeFqB7QpHlDTgeslPKB3Ib2AXuIBqv58AqCKoPMkFwB1vJStADreKxsBbRVAmyIBve18358w/v2r8EXQm8CamLfpPj3twzgMoMaJr01AG3v7TweoslYAaDhANy/TTkAvppDq3X8OoE3+gDYrgDYaoMMJSF6/fRsP9x222GlgmQM6PvX86LX7lL6L9Glx2ZG66wXVUIBqF8/b7Us+gGqrqjkze8ljADo+dQLQaQpOQIf7KS9AzWlmB+j0tFwDVF1xqgF0fOP98+n+LtLHzmeNU++2vLcnobteBo0BqHI05V5ArbXpwKLFBXSLGPOrTRqgl4wAHQdu3uwEQN14K0Jqj1dkQBt7hNMbWAUBqo9Wm+sE6LxFTLvw1j2dO6B//3qn8/a/G52forfP2/mJrNZOjeMB2goBVV/gOrRosQD1bFCOVEAbE1D76o8CqPpQLAHq3tePCai2gPPLiw8CqDKw3AG9H3r0ZT4CSXYY0/hSqtbi6wHWW05PuQE67ebWCuglA0CV12THgTsu3gjoZT+gihv2cJo8AbWmuRtQa/XT7oh5kgJAm4cDdHit8v6uj/QJKIAuL1oOgPavNg2vMI0n5Ji+tcQcvLFJlATo5kVSp+GSQp25+oCFBHS+dRhAHV+rYZ6pxJqFeUfMk9wH6GUG1LE1znNYAlTfMBRAlf2MzAC9QXd/+XN8Kiqqwl34y5mAGv+OBujrBkDnze95uk1/3iDvYmwoW0CnR8NeCdRfBgfUvPVonLEqnA+oMknDStd5pPq2ATqvBJdlQNWBWSfdyg/QEOX5JtLFBtT+noQFQPdvje5F2wioduuwgCpbhPpHxN6S1M3vMQCdnm9bNtmA6gsZEVB92eaXF5cBVeftWF5jwM57wQ+o+0R8a4BqTQcVPg/vXeqAXh4YUPdhTLue0EYDtB1WUAA14GycgM6zumhb0SFAG8dwxguEgF6No4sOPGQToNbLgvPkkwJ6cb4YPbYAaONcoH2AXrQtS12gaUxHAW0HQI3toiBAPw+8ANrlPJB+3zGl1QNqnm4hIaDjDycD6hVyO6CqxMYnhI48ZNNieGduA9qcAaj6LLD7yTi7tHE6ZtfacgBQ7R6w14x5TNNC9pNQvuPdAHR47Kzva+6e1D4/K687zAPLGdDxk5t3/o6dDXR4E0qtf2l1+8LVC+g1E0Dn2cYD1N4yF2+zCdCLe0LGJ4TcH9PZmhRQi81jgJprhgJo4zg9f46Avr6+LALaeAF9LQvQjs0e0HeheVrGqe0TnUxEBfQCoPoCzbOJBqhr01y6zQqgrQfQ61V7Cjr/Q/yIOR7wdIDqC6EC6jrtzXzrI4BqduuA3us+VdRuA9R3F7x5AZ3WAm25rtMKmCOg8153dyKQjrv3vR9fN8vgdHY2oMPFI6DTapIBoPp7rS5AtaMTgwNqLEXXQUAdU1y5jRzQVt/AATQ+oNaLnMOYmvG+eCRAP6dd9g/lmWjpX+mxEdDW3A7M9zaP7Q8GALSVA+raOhSTlWlVAGgzbuAXAI0BaLMF0PG+aB4J0Pdxh/32VHT4aTi9cppSAWpto/0vj22NKQF1bh7zUqhXqg9Qa86bswBtEgBq338ToHebigD07RCg+sDyBfSG5bC/Pv80ntUuSdEBVdFoEwLqoCskoC4WCwDUvNu0i60JaXelPgtpHkCvCQBVb9CMs7nb9Oya+F5APQ+S+mvH/fuWFFDznaU514z6ogLqOAHy2LHXQeULFxrQy0MC6mTxAQD1zXlzaQCdxu0DdJrNnZGAgFqTUe9BH6DK+3bamJo9gF52A2q/NQ+g9sLFAXS8+EEAdbN4v43+EpNjKbrCAOp5dhMfUHO+OwoGqOcYnv7+Uw/quR+5ox+I5BiFZlNMQFvl15EAfRvWKwvQdgLUGNgIqG8XPhmg8+ud//4+H/Hu+ETmaQGofuvtgCqL6WFRAdS+pna9RwfUuC/3A2o9QwoK6IvjPg8GaDv/1gXo2+ynB9DLRkAvNQA6uamcBHTvx9eDBqD6rS1Ap9v4V7vGMe1pkgC6mHU20XHg+gjWAfXqYfxC34Uf10VrFM15gGqTXALUQkxhsXnbCGhbNqDdwUudoMMZlbt2f3w9aKEBbeoEVJ/4tNY2rT7lvABtFm4TBlD3fPeUN6DDk7ukgPpuGxJQx1I0d0Ab/ZfKvL1FBnT+8OXwrPNz98fXgxYH0OnifYA2hQB6nQBtDD+tddF8jd59vZiAtpEAbex7UFAJgLonngGgbURA20wBnQTt0ezfVUp3HP0JgOrPujYAun8QnkXTMHQYZ6yWOwC9ToAqE3Ws5fZ3plsLcW8zoI4zK3knGg5Qc97ThDegsFKugLY1ATrcqXUAet+Ln3ba75wm9BNAZYBeTUDtyfVXFALajI6oB+BoiCnZI/Mv+nTZfkBbC1DnXPe1CVB1DM2jANooy++6rQ5oewRQz1LkCqha0k8hdT0ioM04N3213AXoVZtgMy/99ep4qqoOcQeg1yIAbY9kAtrogNpjiACo585LBqh6VQCNeULlAIUC1HGUyHiYSN6AGrfeDqgF1/2d0vEcG8MVrTc5AVTPDejC3R8NUPN6ik0ACqC+AFS/9R5AW316fkD1MVYDqHOmOzP/xFQL6JY763RAW2V/0VyKnAH95zftFKDvqT6G1IYCdM7YhbeeqBmA6g9eaYAOlw6/vKiCzr87E1Dz7jwD0PZQ5osca4A2YQA135c6C9CFe8K9QBsBbZcBbX2AXh3bW4mAlv5JpLklQPWbnAWo8s3Z4QHVZm5/0uOSLaCt/Thpt8wb0KsC6L2XzYC2ewH16XwioK4Hd7jkKKCO2xQH6D+/AWj/m8CAqlujY5s/DVDtarkAqjz3EALq3Kz3li2gbXaAukb2eIB+5HQmkTY4oI0DUM2MdUCdK4Fs0cSALr0I5xx3uxlQ59OJFIBufhiXAbXuh30dA3QSNDNAm2wBNZa3PEAdXwP3VP5HOae0py4lAjrfZmjavuMC2r8DN337t/IN8frtzgG0BVAhoNZ9Zf5+KQB1T1H712dWfgKoeWsb0G07Pi5AnUeJLAD6dhhQx8utnuWtA9Ax7xZ9GNA2NaBvb+b3DivnmVIWchHQth5Au4w3kVIGoMat+98eALQxATWutwTPxIPpSCsAdP5NRECdw9gRgOqTBFDHFK3fAGhbI6DXTYC2C1uSCFDVTxtQ3/IeAbR1zk+UAWiTAFDPSFRAXScb7X75Mq0m883CArpy2wcFNKMA1Li18dsIgLb+DekAoPZWVhSg2mOiLNBpgNo3ne6CQgBdPKe0FNDGeUUAncoI0OY0QJtpflEBdX1WYLk8AZ3uNBvQHWNzd9XPmHoaoMYkXSOZD/RyP7e7qk2/PRdQRfnQgLYAuqUzAFXZWgXUvRsiWzQbUHVdPAnQPQM4DqhzswsCaKs9oK+e1+WWNi1X5wNqPaLdJF0jmb7xIwSgm/7gCABdPJxXDUDjBKDGrYsFdGGzCw7o62tVgLpHsgaou0VAV27rAXQJ37W1cp4IgEYpLKANgCrbf82A+jbqQgF17sK732ZfaQ1Qx5NWdY7qa17WbR0BaOJiAGpd/CiAWqcvSQxoN3vf5hoEUHsEcQBtagH0quaa41WbSOv4l+cmAJqm1IAaz5hiATotwemA7hrOeBc0IQC9XCoAdAapf4tk+qiB/poBgEYBdH5pw3yHyj8jAF0pFKDW5xzjA9qWBag+m42AzoteFaDjFuwF1Js1x4SAan6eC6hy+i0ADVhiQNUTEJ8MqOmNG1DroBfnuMdfJgXUWPRrfEAdIxADqv5RcwLqWUmKA3SauC1pVECdR2UtAqrOdvtdAKArCQBt54fCB6jyPWqCUXgWbQOg1q2dgDom7lz7cwPUu93lBOjVfEwEgO6ZowFokx5QzzMOc5LO0WwHVJv3wm0AdE/nANpq5+cYf+cCdMequr5opwCq/rJRBtGcBGjjAfRSLKDaAumANsEAbXRA3YsWD1DnH2EAdU8x9ARDdhKgrtWl0ffh5YDqR+4pP8YC1BBUGZkF6L7hyAG1R2S+xGx0CNC3V98mfQqg6vLuB/QKoAAaLAGghlLqq027ADU2TCmgygK4Ab08FqDjskcF9M23RR8CVH3Z1hheWEDnP9wnAdq4HtFpNgC6PMXQEwzZ7uFaSm0B1GBmKBSg04/6bF7eZsQMQO0d3lYH1PE8zr0K5QSoPqS4gPomewDQ67V2QBe9an2AGmvk+q3XrgmgARMA6rn7529PdQNqTyoFoL63XOaFDARoUwGg6lSrAbTNEFB1FVInYv/DdWv7x+VrAmjAwgH68jKtmdbFJwGqr4ynAOoaku+zROtlA6j6FtQ81aiAXgE0R0CbTRNXAtDlPIDev5ZGBGhTE6DGHIsHVL+jogPqsCI8oPYrjOEB1R6nt+mc8tZrXuPUcwRUmzGAeloeruO45O+/zN/UcxBQ7a91EwJQ84KHBLQxl9zZ2lZ0mU50fBKglzoAtR6n+1YDoAcqFlDnBzvcgF4DAbprVR2X0n9BOkBlfw8OAqr9fBDQ63mAziyeCajiU2RAHb9cWXIA1aYYeoIhWwZU+2f/F/L+NQZOQN/MhzofQJVN5lRA9w5nHVB7krEAnT5ieR6g6oc6xyIAat1lAOq8IoBuaDOg12vxgGrzLA7Q9mxAxz87ZwOqX+EcQD2LlhZQx4PqWkgATVlsQOccM2iU9aoqQC+HAPXc2j1Jz7amfgeOs12Aqh+57Tod0OaxAPX+VXQtJICmLCmg6npVCaBtM9IlGo4UUO0fzQjxQUDHyamfuD0d0PaBAXUcW+FYSABN2Y7XQJVfugFtzIf60QHdt+XNtxYDOm54E6D+OW3aigB0XsidE9fuq8b85eqSz4tobVXmQgJoysIDqlw3X0CbxwB0YU7btqLJTwDdOXEHoO0BQH3XA9DERQV0tXllk+7z7gZ0Wi0yBtR9Z+wHdNv2tAVQ42GNAugFQM2pOPeUzIUE0JQdBnRKDmhztb4ReEfVAmreei+gW7enxa3oFED7x+n55dn1Vcn9uUdVQJ/Vw9G/f7eOTF+tAEAXXmoyFxJAU5YW0BmF0wFtrKUNDujOLc+49UFAt29P6o/2mQG7ryB6fn6NDmj3TUebAL0tUBhA55d08gXU9YfeXMhTAG0B1N0hQDVBiwRUvX4YQNukgCo2CABVKJo/dOgG1N+u8aqAenbhVUB77Xy78NvnbQHqGsj9LlAWct+0jwLq31PS2gfo3MJtAHRPADpVBaDt9C8RoK6Lb8vzbDxFiwPoZSOgPoYkgDaZA+paUdXiA7pvgwZQpXVA9QtyBfTyCIBu2jaUtgN6vQEqeKdmW/0z3duO+7f/dE90lT348RonAOpeZ+fZJAHUv6K6F3J1KXcDujJrTwA6dRqgl5fx5a/tXz+9vJTjBWJAxysXAqhj4wgH6PRaYPDGlwoA1D8hAAXQhe6bxHNOgOrv0c6Ho+8GdMdtlBs3lwES6854dQHaFA5oP59G2YUfLxmvMwLa3Rnd3fLtm/OkcG2lgDYLS9juAnTl5o7fAeh6AQF9lQN6dT/pCgWodpafzAHt37PZCajmJ4CuVgSgmqC+6wBo4o4Aqt+9b97vCl9KA9R8QMMCqswxJqDtUUAvF+WzP8pwVgDVB1EboP0C3deWV9/IsgV0QlAMqPc6AJo4MaDWYwug4wwAdGsjoO0jAGpOaH1xAbSfYugJhkwI6Kv91/EIoJ53XTYCunBEjRdQx4rpALQ5AOiu20y37Q5zBNBzAF35nA+AAuh6AkDfutehXuf01+jWZmgiN70Bexag3peWvIDqF69WDqBK/SzyBbQJCuj8GMcCtFHvVCmg9m7ewkICaJIEgL4eANRG7jCgi5UIqGejeVRA3woD1HxIAPRodQE6rMQOhLbc3fYkm37bAdBhhmcBagjazwJAlTIAdFpXvVcA0MTtBrRRADWegSr/2j7J+gBtBa+bzsv26IBOl0zXiQnokk8ACqDryQFtRzJfQwHaVgLoVXCbadlOA9TRowLqvk4wQOctw3cE68q0ADTfpIC2+p/W6ZLGe0PfJDMGtBECKkcMQK1FeWhAF58iG4sGoClaBtTRsDK0FqDKQ10XoLu3IgDdPsPpTq8WUGVugsckA0B3CgqgUxJAhxv6J2n9CkC15Z0ANS9yAtoAqHPx1yoG0HaFsDMA3SdoQYD+89uTqx//3LNwe5duvkvVz6i1AGpPaP02jj9P/RFi+wB1zrFCQJvAgC6f6igYoPO6JjFuGbCogIoEBdDlNED1N1wA1Lzm8m2cz+8B1FgUC9A338j2rC7nA7p/QluKC6hE0IIAbf/+9XRAlTs0EKDtSYCaQ7DWCwvQJjqgjuXt8ATQCgCd3y+aD0+ZT3IfqsiACgQtCdD7c9Avh6YgA/T+44MAun8rOgBoC6DmopQJ6OtLHYDuF7QoQDtBf/jjyAQyArT7+QxAFUG16wIogKodBNSzC18aoLsFLQvQbi/+p78O3D4IoI3jEndnA9qKAW2OATrnvx6A2oDaixIT0EUbALRvp6CFAdp+PD19PXDzg4Dq77jUAah2jAuA1g+o5yoAOrRP0NIAve3Eb38K6nrPad/svIA25iXOnJfUBqguqP9qIkC1L0UPDuiU8hJe+BfulBlOSzl8lck4/+/f5yMTTEDNL86a2z5nAPXexv7dLkFLA3TXU9DogLbzJc5KArTJDNA3AD0d0C0Po3PSVQHaLt9ResUBeqydw7WeZ06/qBXQIyCtlB2gSgc3zI0pgConAewvma7UTOO2RisPQL23cf0OQH2JAO1/7tdxABV3HNBxGOUCOj2bNJ6BqvdNDEC9B7Mp1QCo+5n6dP9uBbTd7CeALhYJ0Ofn/3ybD5QT7ZN5F7h+QN1sAuhi5wGqzOVsQP187gV0ewC6VBRA3+6Ami+9PSygw8c57VW+PkDVO13fhVdLBeiRKVuA3n88H1Df7QDU6kN0SH0OgHZnIH72P6CHkgPaFAuo5GmTGYAemzKAhusRAG2OATqtV9kBGuoZnSsnoPetz7UL35pPiVsAPVBsQJ8BNFR1A+r6UFyOgGq/qxdQ6Qt3ZqcDqnyTlFlhgLYAGraKANXWuGIBbd2bDoAqnQ/o/E1SZpEBPTwp16R3ALryPs9yABqs8wAd/qEB6qLVEYAqLQLquP4mQAMVF9DZiPldw/4n17WrBnT1jfLlADRYOQCqX+LIvaLMn3UB0AcA1HroNwJ6CQmoZyUI0U5AfZMB0HGKoSfoLhWgjleTAHRThQAa4pOTWuoN9ft3C6ChRgug7tsA6K4OAdr3OifctCIqdRDQmItWBqD2sbkAumHKABouAF0rFaCepSgG0GkYUQH1TRxAF6ZcHKCuV1VEfyaLBVTWAUD1Xx5ZFwFUX7R9gEZZNgA9NuUZUHUu2QLqflkaQNfbNVz3Gpc1oC2AigLQY1M2Ae0vyRhQ5yS3LoUagPrzrHC1AaoOCEABVDJlAA0XgK6VLaBxFw1A9wB6AVBHAJo4AHUshQhQ9xvVSy8iua47vBsHoGpRAT0+JdeUATRcjwOodCEqANTPZ02AaouqfOvGvo0sD0A9r+gHmrAOaPfFMEMAurvqAT38x/xsQN3bzkFA91/iXl7/fZkaUMN6AF2Y8OvzdKbo+6miX6YAdG8AutYJgBq/BNCV3IBqV5n/eRDQOQDddIkSgCZuz3C9axyAAuiOHgHQ+XG6r4DzLvxu45YD0MTtB9R7QX2A7lg0AN2edvXHANQ/FwBdn2LoCYYMQB1LUQigrqUMFYAenPD4ODUAerT6AT26LgKotWjbAV1fNkmnAbrlkvIB9V8ZQNenGHqCIQNQx1IAKIAenTCABgtA1wJQa9EAVKlIQC9ZALpydDKAHg1AHUvRuGg6F1DvRY8L6CUwoG0kP+dj5/ufAfRgtQC6pOSxdRFAVxZNuehEQO+9vOQFaBtwtJH8zAfQzTcHUGm7AfVfKF8IAF1ZNOUiAI0w2sABaNAeAtBDAejKoikXjRtmGxfQFkDlAWjQAHSt0wF1vuSQPaAtgAKoEYAm7kEBdb3kAKCulMUH0I0BaNAAdK2YgLbLHwRxLoXyBBVAYwC68t6wVbmANuuA7r0ztAA0cfUDel1cf51LoTxBzRhQ5/Pk4AHo/ixAF1ccAF2bYugJhmz7cJe27IPFBXTrJJ1XzB7QDct2KGV7Vk8Aqm3guzeyvVUM6MEANHF7AV2/nuDvKYDOAagjAPUFoIkLDahohwRA53IDVMk7EgDVA9CgPRigey9oAVQNQB2dCOihVyTnxS0O0LmX8Vz6u8d9D0A9ASiA7r0gVKcBurADBaDbAlBPAAqgey8I1YmA7r/ErjxA1363IwD1BKAAuveCUAGoLwBN3ObhLm3YShUDauzZ6Ds5Yfb9WgB1ViygDYAeryZAV69WLaDWS0MAun5BqAoHNOKDA6CJA9DlKyqA+qYTlo+sAQ3zN2J/AOoLQBMHoMtXPB1Q54milIumzbEB0PABKIDuKxtA5zYu0NZKA9R1oqj5EhNQYykrbQa0+xeAzgFo4gB0+YoJAPUHoCUBeokI6PTUX3ll/v7jzukA6NGyALQF0E0BaBmAtpEBVV47AdDEbR3u0nsbalkDuvwaHoDmG4B6lkXfhQfQ09sH6Pr10h3q4msmcOVNEADNNwD1LAuAJu6hAPVdBUBzD0A9ywKgiQPQtgJA/Qf5n7VokSsU0AZAAwSgixfErn5A7RPoAKiwKIAGX1wAzScAbVcBvfeSM6C+dR5AdwagALovAG0BNP8A1LMsVy0APb2YgGr7ktoX6siWVdYxQNtcAW0ANEIACqD72gXohuvNj63xYhyAHs8GdFgAAA1UcYC2AJq2PZ9E2nI1FVDPBSdv1gcB1a+z75LQASiAmssCoGkLPVwAjRiAAujisux+vAH0aADaAmj+AeimZQHQ0wsPqPNFT+2FTwAVBqAAurgsAHp6ANqWBugFQAsBtAHQED0UoHM5iNNVEaAtgHb/iAqov12LqwAafnEBNJ8AtAXQ/BsBvf8DQAE0mwC0BdD8OwvQQAFoyAB08yUxAtAaAlAlAM0nAG23Ahpk5+5YANoFoACaTQDaFgloA6AZ18xfwwyghwPQzZfEKBCgWWQC2v8WQLMLQAMWFdC/f316evrpr+nf//7+9OOfO24PoC2AFhCAKgFosN6f+n4efwGgZgBaQwCqBKChGv2cn4QCqBmA1lAdgAZ6GR1AA9Xtv3+9/f9jFhRAzQC0hsoFVF0BgwEa6v3MBwf0/emHP+4/3NgcBAVQs83rbxHbJYAW8kA5AfVdHUAXpxh6gmM3LKfXPt8HQQHUDEBrCECj9NiA/vPbfQe+bxAUQM02rw9FbJcAWsgDBaDBOgfQTtCfAdQOQGsIQKMEoPO/utdBvwCo1SMA+nIryGti2QagUXpsQNXXQPt/Pn0FbLWOgQAAEN5JREFUULMqAW0ANOsANGDx3oX/eFKfgnZHNf3w3wBqVDGg0+8LWPSDAWiUHhzQ7jjQL8q/P+/H1C8A+uQo1sLlsroAaA0BaJQeHND7EfTqbvxnVoAGO1rtUABaRXeQ+h8LGC2ABizmZ+E7QdXnoN1z0mx24QE0dCagV6XUyxa5623g44/5j3YGdMdH4RL08IB27xx90X7xkQuguVQvoJfrIwE6D7GA0QJowLImCkDbthyFANT4MdcANGBZEwWgJSmkAXoB0GwD0ICdRNTHeGaRXQFoSQpZgKZeoPO6Xst6oAA0WACatJX1obDtEkALeaAANFgAmrQNgJ62LEd7YEBL+0sHoMEC0KTVCGgDoHkHoAED0KTVC2hJS/5oAWi4ADRpV9eJNr533X8yz8ORenEXA9BSGgFtAfRwAJoy15mKvn8HUIpaQYCaL4sA6J4eAFB7fbivr8NKq68uRQB6AdDsKxHQ6/y7A5ME0LqqCtAWQAupEEBdT0EfFVBZAAqgFD4ADVfWRAEogFL4SgF0CkBlASiAUvjcgOZxgkdnACoLQF2AZruiA2ghAWi4siYKQG1AM17RAbSQXIBmHYDKAlAXoN6J5QFoA6C5B6DhypooAC0W0DI2zAdN+RK8Mh4n1xGhogC0rgCUEgSg4cqaKAAFUApfcYAGO7E4gNYVgFKCADRcWRMFoABK4SsP0FABaF0BKCUIQANOMfQEQwagAErhuz9O8/empl6cEwPQugJQShCABpxi6AmGDEABlMLXP1AAGmSKoScYMgAFUAofgAacYugJhgxAAZQi1PTfKPd4AWhdASgl6UH9BNDKqhbQRzs8hsoIQOsKQIlODEDrCkCJTgxA60rwvfAASiQNQOsKQIlODEAra8UZx8UASiQNQCsLQInOC0ArC0CJzgtAKwtAic4LQCsLQInOC0Ara+WrCkoEdD5PReLFITID0Mq6LgvqBNTfOcvsbQb04c7yQ2UEoLVVF6DNQwGa7QNBvgC0tnYDmnMPBWjGf8nIF4BWWx2ADqVekDPK+MVo8gWg1QaghQWgBQag1VYwoNOe6+vYI+zKAmiBAWi1FQuo8tIfgK5cQokD0GorGNDpR2MXvm5IALTAALTaALSwALTAALTaALSwALTAALTaALSwALTAALTaagLUvqTCALTAALTaALSwALTAALTaALSwALTAALTanOdlAtB8A9ACA9Bqu7oEBdB8A9ACA9B6A9CyAtACA9B6A9CyAtACA9BHCEBLCEALDEAfIQAtIQAtMAB9hJxvyGcbgG6/hBIHoI9QwYBqZ7P7/r3mL7kA0AID0IeoVECN04ECKGUWgD5E5QKqfaHHfEmNpABogQEo5RaAbr+EEgeglFsAuv0SShyAUm49LqB8L3xxASjlFoACaDGVCui/vz/d+rL3ZgBaQI8KKBVYYYB+3tT86a/+/10//rnv9gBaQABKxVQUoP3Tzqcf/vj71yeZoABaQABKxVQUoO+Dmj/9zyDne/98dHsAWkDKS3/fvqnH0b8BKGVWSYDennd2bH48PU1u3nblv+6ZBIAWEIBSMZUE6Meww/7e7cX3v7rt1P+8ZxIAWlbGLvwcgFIWFQToDcv+XffbM9Fpx/1j3z48gJbV26vbTwClPCoI0H9+G3bX1aedn/veRqoV0FoPIHx7c/sJoJRHJQJ624cHULV6j8D2Ln/pA6NKKgvQ4cD5d3UXHkAr/hA1gFLeFQTobc/dfr3znTeRAJQoVQUB2h2/ZB6z9Lnz45wAWlYASnlXEqC3fXj9+Wb3i6U9+CdH0ZYuYQBKlKaSAO0/AT8/CX3X/+lYFAAt3BkApbwrCtBO0PEQ+rb/SNKuzyGxC19aAEp5Vxagt2edyi77x743kLoAtKwAlPKuNEAPBqBlBaCUdwBaQQBKlKZiAf1QXw3dHICWVbUfsaJKAtAKAlCiNAFoBdULKFHeAWgFAShRmgC0ggCUKE0AWkEASpQmAK0gACVKE4BWEIASpQlAKwhAidJULKCyAJSIwgWgFQSgRGkC0AoCUKI0AWgFAShRmgC0ggCUKE0AWkEASpQmAK2ghXMWAShRxAC0ggCUKE0ASkQkDECJiIQBKBHJ4pUjACUiUbz03gIoEcni6LkWQIlIFoC2AEpEsgC0BVAikgWgLYASkSwAbQGUiGQBaAugRCQLQFsAJSJZANoCKBHJAtAWQIlIFoC2AEpEsgC0BVAikgWgLYASkSwAbQGUiGQBaAugRCQLQFsAJSJZANoCKBHJAtAWQIlIFoC2AEpEsgC0BVAikgWgLYASkSwAbQGUiGQBaAugRCQLQFsAJSJZANoCKBHJelso9bKdFoASkSQAbQGUiEgcgBIRCQNQIiJhAEpEJAxAiYiEASgRkTAAJSISBqBERMIeDlAionAFNyr0BEOW+s4moroKblToCZ5YXXv4dY2G4WQdwwk262RzPl5da0Fdo2E4Wcdwgs062ZyPV9daUNdoGE7WMZxgs0425+PVtRbUNRqGk3UMJ9isk835eHWtBXWNhuFkHcMJNutkcz5eXWtBXaNhOFnHcILNOtmcj1fXWlDXaBhO1jGcYLNONufj1bUW1DUahpN1DCfYrJPN+Xh1rQV1jYbhZB3DCTbrZHM+Xl1rQV2jYThZx3CCzTrZnI9X11pQ12gYTtYxnGCzTjbn49W1FtQ1GoaTdQwn2KyTzfl4da0FdY2G4WQdwwk262RzPl5da0Fdo2E4Wcdwgs062ZyPV9daUNdoGE7WMZxgs0425+PVtRbUNRqGk3UMJ9isk835eHWtBXWNhuFkHcMJNutkcz5eXWtBXaNhOFnHcILNOtmcj1fXWlDXaBhO1jGcYLNONmciosIDUCIiYQBKRCQMQImIhAEoEZEwACUiEgagRETCAJSISBiAEhEJA1AiImEASkQkDECJiIQBKBGRMAAlIhIGoEREwgCUiEgYgBIRCQNQIiJhAEpEJAxAiYiEASgRkTAAJSISBqBERMIAlIhIGIASEQkDUCIiYQBKRCSsWED/+e3p1pfUi3Gsv3/tBvHDH/Nvyh/WbUxfp3+UPZzPbuGV0ZQ9nH5l+1n5TanD+ee3H/9U/2WO4sxxlQro+1Ofik9p9Y9z17Q+lD+sblATOUUPpwenlkfn39/Hla34R+c2FAVQexSnjqtQQD/GtUG9Kwtr9nMaRQXDelc20aKHM/n59PTTX/ffFD2c92nhx4en2OG8q0tsj+LccZUJaLdyd2t1t4/18/rV8+xj3M14H0dRwbA+lS206OF0f97ucE4PU9HDGRe6G1bvSqnDuT+Vnmi0R3HyuMoE9F25t0rbARlT9nU/hjWi/GH1z6qHYRU9nI/piefn8FPRw3kfXxOcVrtCh9PvGKivqhijOHlcRQJ6WwmU5+vlvQh+73P+A9n9Uf1aw7C6V6f+9who0cO5jWTc+oYfix7OjZVxOMPClzmc+x/o/5pfA7VHcfa4igT09rfl5/nH4YlCaakP7/sdnfKHdRvT148R0KKHoyy8/ZvyhqMD2j0+ZQ6nez3lq/Imkj2Ks8dVJKCKPfo7cqXWr97FD+u2xn5pJ0CLHs6n9eyl6OHMSz8+tS5zOB+djsry2qM4e1ylAjq+0avsapXbbbej+1NZ+rBuC30bhgpoucO5L3x/6M9X5Td95Q3nvu/7s/L/koejA2qM4uxxFQnou3YwW1EPvrPhr2bpw3rX1+Cih9Mt8Id2NEzRw1EPmuv3cAsejgKoPYqzx1UooOpRs0U9+K7G12oKH9aw16sAWvBwbgv8/+jHExY9nK537SjQgoejAWqO4uxxVQCo+lm7Erv5OT7HKXlYw+sQPkDLGk6/834fz3g8YcnDadUD6cejfYodjhfQbhRnj6sCQIv662n3OR3VVvaw3odhVPEM9A7o8GbEcDxhycPp/ezG0w3svuwFD4dnoEcr+MG3mv0se1j2e0dFD+f9aT4ExvXUprDhKAeVD58QKHg4AHq0gt9BNFM31JKHNR9+V8e78O/KYUz9i7tFD0c/uCfFu9UB4134o30WeQybo26Haj5eu+RhzWdw6PtS9nC0jzl8lj8c9blYT0zBw1GW1x7F2eMqEtAyP0Vh132u94v2z2KH5QC05OGoH7Qdtsmih2MDWvBw+CTS0cr8HK+VebaDkoflALTk4cyHRrTja6BFD0ffhS98OP/yWfijFXomGb3bQ20sexXD+lAONSx4ONPCT5aWPJzPJ/VNpMKHo+6aczYmUaWey1BteCagVsOwFECLHs648PelL/58oNNhWfPxWeUORwWU84HKKvZs2nOf+j7vHZ0KhqW+DVr0cJQXJSo4I71yfv3ih6O9OcQZ6WWV+n0uU/N31CiAlj8sDdCyhzP9hVMPCC12OPNn4YsfDt+JFKJSv1FwTP1GpBnQ4oelA1r4cN7NpzFFD8c4l3tb7HCMw5P4Vk4ioiIDUCIiYQBKRCQMQImIhAEoEZEwACUiEgagRETCAJSISBiAEhEJA1AiImEASkQkDECJiIQBKBGRMAAlIhIGoEREwgCUiEgYgBIRCQNQIiJhAEpEJAxAiYiEASgRkTAAJSISBqBERMIAlIhIGIASEQkDUCIiYQBKRCQMQImIhAEoEZEwACUiEgagRETCAJSISBiAEhEJA1AiImEASkQkDECJiIQBKBGRMAAlIhIGoEREwgCUiEgYgBIRCQNQIiJhAEpEJAxAiYiEASgRkTAAJSISBqBERMIAlIhIGIASEQkDUCIiYQBKRCQMQImIhAEoEZEwACUiEgaglHn//Pb0018BrkMUPgClzANQyjcApcwDUMo3AKXMA1DKNwClzANQyjcApcwDUMo3AKXMG3H89/enH/9sP55uzVjeLnx6+lkF9LO7wtPX+89//9rdpL/tD3+cv+hUfQBKmacC+v/++vSkANlzegP1/xsB/Xu8Qg/n7fIv6v+JwgaglHkKoHP988mP8Z//a7jO5Ocg6PDMkz18ihSAUubpgHZPPTs3v/SX3C/6HHfru6vcaf2879j3P9z+/84OPMUJQCnzVED7HfNO0J/7/8077oOkwzPN2416Mzs7PwdNiUIHoJR5KqDDC5k3MG+/Ut4ZGihVnml+Dle+3fq/fh/hJQocgFLmKYCOPPaA3i4YYZx+Mb3UeftN/6zzQ3nPiShwAEqZtwTo6GX/4/2Yprn+wu6JKzvwFCkApczzAtr/V7mO8h68crToO4BStACUMm/7M1BF1LlPduEpXgBKmbfrNVDr3aLbrf6P/5ujQClSAEqZ5wW0e3Vz/kSS/oup2yVfP/kcEkUKQCnzvIDOx4GOR9R/TEeKjocx3a/JJ+EpVgBKmecHtHOzA/P+5tH4i/456PvwkaT+yNDpmCaisAEoZZ4f0OHMS7f+z9+MXwwf9hw/g/TO+0gUJQClzFsAdATTcTamu5//jp9B4mwiFCcApcxbArQ/w4h2PtD+DE3Tp5C+tMZPRAEDUCIiYQBKRCQMQImIhAEoEZEwACUiEgagRETCAJSISBiAEhEJA1AiImEASkQkDECJiIQBKBGRMAAlIhIGoEREwgCUiEgYgBIRCQNQIiJhAEpEJAxAiYiEASgRkTAAJSISBqBERMIAlIhIGIASEQkDUCIiYQBKRCQMQImIhAEoEZEwACUiEgagRETCAJSISBiAEhEJA1AiImEASkQkDECJiIQBKBGRMAAlIhIGoEREwgCUiEgYgBIRCQNQIiJhAEpEJAxAiYiEASgRkTAAJSISBqBERMIAlIhIGIASEQkDUCIiYf8/1pXQdtx25XAAAAAASUVORK5CYII=)
ToDo 8: Reading and writing data files
setwd("D:/R_Labs/rmd_demo")
d = read.table(file="tst1.txt",header = TRUE)
d$g = d$g * 5
write.table(d,file="tst2.txt",row.names=FALSE)
ToDo 9: Not available data
mean(sqrt(rnorm(100)))
## Warning in sqrt(rnorm(100)): 產生了 NaNs
## [1] NaN
ToDo 10: Classes
data1 = c(strptime(c("20141205","20150612"),format="%Y%m%d"))
data2 = c(100,90)
plot(data1,data2, xlab = "Date",ylab="Count",main = "The number of presents I expected.")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAAAh1BMVEUAAAAAADoAAGYAOmYAOpAAZmYAZrY6AAA6ADo6AGY6OgA6Ojo6ZmY6kLY6kNtmAABmADpmOgBmOpBmZjpmZmZmZrZmtv+QOgCQZgCQkLaQkNuQ29uQ2/+2ZgC225C2/7a2///bkDrbkGbbtmbb25Db2//b/9vb////tmb/25D//7b//9v////SssGGAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3dC3faWp/YYZKe2u20ddrO1Gk7oRN6O/jy/T/fABLS1g2jfzaIDc+z1ruO44AQ8qtfJLS1vfoEIGS19AoAlEpAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEBvwnY14q+/q+/v/ru0zX49ni79AqvV6wVfYr7ty3mPe3verfq3X5ddmS+du7afn+tL/zQfiIDehAcP6KFAN/JWG7uVKiig56+tgOYkoDfhsQP6/uP4lm9nr/74uVudYgI6Z20FNCcBvQmPHdD23Z/dgItbz1id5QM6Z20FNCcBvSmbXjAfI6CHpS/+GWKXgHIOAb0pDxzQG3iXKQHlHAJ6UwT0Vggo5xDQmzIV0MNFgu7/5+srL6N7zbb+m+oxzfLSpVdLPAwbWte7fzWUqBpJVF0XbxZ+DOg2ecjUemyqP24m1q564dX33+m61ro79aZ+rU33RUeWP7Ytjlf2mxcaf+TopkrX6fXE0tKXGg1o7+WqP9aP3DR/NfFGp95ZM+jrabgFX088rXoPrwKak4DelImAro/7R7NHtBeux/aEqgrtY16GSx8EdHN88O4BzTOPVagCOvj26HpUZVt3duhGM2CpWchXAW3+/tiuwfLHtkXyOkn0Rh45uqn6SRpfWvdNjQR0+HLb4xY+LvPw5cQbnfopNz+p+ruDgI4+rfnm998Cmo+A3pTxgP733g7S3aNHTn4PT/uPyWNeBkvvB/QfkuX93/aZ9c58eOa/bffLYy3G1uPw2P/Qb0Hy/rpr9UVA/6n92/TILVn+2Dp0vtesxdgjRzdVL0njS2tNBHTs5dbH16i2f/WkiTc6/lOuj+CT757KffO09F+uw89aQLMQ0JsyGtD+DtM5xBjdFwZPq3b6EwGdlKR3uMDR9Ugf+3J6vfqxGgnoxLtoFzC2Dt3IHJc7urajm6qbpPGlJcYDOvpy1bJ2r7FtNsC8rdv/ab0MAnridU++CyIE9KZMBHS/Q6Wfn62PO0vyVap+2v7B9ZHHa3/pw4A+fba7cluR6uGb/npUu/7oeiQ56EUleeo2/fuJi0ibdiHpi/aWP7YO2+PKdg70Rtd2YlOll2XGl5YYD+j4D6l6kafOR64Tb/TE+u6fWC2pam16EenED2X/CseUCmgWAnpTxgNafaO5BlDtZWl8+jtD+rRtby+aCmi1+62TZ27aHXSTfLs5iJpYj+4VjtQ6yU9ViuSYdSqg/RftLX90HY5XZeonVn89vrYTmypN0ujSUqMBnfohjfz7Mmfrrvv/h2hb+zL9usnmO/6MBTQLAb0p4wFtd97k8C0NSP9jufRpVale+kvvBzT9sLN+Znvk1R3qvj3+YXw90hx0JGuSLuWLgHY+9X0dLH90HTZjiRhf24lNNQjoqeCMBnTqh5ScTB83xfgbHV1AmsfdOh5/8P3j5f7T2q3XvIKAZiGgN2U0oPX+0gY0PWE7fHd05x087WRA07PJerdMutBZr6ozr1PrMTIYJ1mrpvUT69XfGMfHtw/vLn90HUbvDR1f24lNNUhSf2mp0YBO/pCGM6eMv9Hpdza8jLUeXfGJp42MiSNKQG/KaED7hxnDCwL9XKVPOzOgT8Nn9gN63OWOS5xYj8kbM3tvrn3ZUwFtvt2EobP88XXofHd45Jeu7cSmSjs0trSOsYCe+CElH3meeKPjC5i4s6Jd2/GnjbyCgGYhoDfl5J1IJwI6drV7eHp3bkDTsUAjAT2xizeBG+tM7+Pa3qemEwHtvmjzAWf3aGqwDt2BR4f3MPHIiU3VOZAbWVrHmQF96f5V79aD/hsdX8DEpjoZ0MHTLj676wMR0JuSM6D9p101oGM3ZuYM6PioyHZbdL+fXn3uPXJiU3VvjhwurWNmQOse945ABbRIAnpTZgT01J3PZwS0+SDz/IB2o/UytR6nA5rpFL6/LlMbodbcDTt45FkBHS6tYzqgYyvWJG70FtveP0/9BZx5Cn/6aU7h8xHQm3JWQL+eOuIyAT2e6I5eRJp+D9216l1EGgyv6i9o4iLSsKujjqPO90sZf+S5Ae0vLfXlRaTh21qlf/v1RaTu6h4fum0+V/1ixV1EuhgBvSnnBXQyUaef1tmNkuE75wa0MwymmX1ksB6Ta/fnw5jaq/wTR2+Nt+fBoKvxR54V0JGldV9s5JtTm2E4G8CcrZv8u5cOn+gPujr5NMOYMhLQm3JeQNOpkrZjhzmnAlrtRvV55LyAVu2tntreC9Nfj+m8hwbS91+09+ixdUiXXT2gHQvZX9uvAzq+tNRoQCd+SPWQ9v/1nLzunK2bjDlL/kFKVnz0aelA+vpHL6BZCOhNOS+gyb0k6Y00n189rdq3kjsGZwZ04mbD3npMB7Q++ArcypleuB77KLW3DslY++SeydG1PRnQ9D7W/tL672viVs7+D+l4tLlp39DUG51e3/F7e+vVOvG09Ef/NL3mnE9Ab8qZAe2Oq5m4F374tOEV2pkBbaU3E/YWd+IDhv5iXsff9cSj0wS1jx5bh958GvULja7tVECbF3+ZWFpiPEOjL9ecPg9mYxq+0fGf8nAyke7anvc0Ac1EQG/KmQHtzSF09pWR5Gnf/rHZuc4NaDLhWnIZY3xnnviEdjPy+NMB/Tf/pV3l8ePVsXXoReRl+pFTm6pZwjBJg809kaGRl0tOpfvzgQ7f6PhPeTidXW9tx5+W/itwmL1PQLMQ0JtybkA7+8PwrsnJpzX7Vj2B8qyAfjHl7xfHk5/tMruZ+GIY0///2XvRwaPHtkUnM68nHjm5qY6HbE+TS+u+qdMTKneOA9Ojxvai4OCNTv2Uk3+FuoNHj98YfVr7Hl7eBDQbAb0pZwe02UtG/99/4mnNhZxAQEdv0xysxxdjBPq/0mP6Gcdv9/bykUePbou6KV+s7fSmaj8xnlxa+shTv9Kje0jZuZUhvdFyZDnjP+U6oemhcHdtR5/WXA0T0HwElFv15Wite/Ewb/QOCSi36mG68jBv9A4JKLfqYbryMG/0Dgkot+phuvIwb/QOCSi36mG68jBv9A4JKLfqYbryMG/0Dgkot+phuvIwb/QOCSi36mG68jBv9A4JKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBF06oOvV0dOFXwngyi4a0M2qS0OBe3LBgL49r/q+/77cywFc2eUC+vGzW8z3H7s///X3rGUMCgwQlrtyFwzodpDLfVJf5yxi6a0N3Jesjfu8ZEDXwxP23UHorI9BL/APBvCwCgro7nDzZfDNzbxzeAEF8ikooLujzeHp+nbeZSQBBfIRUICgggLqFB64LQUF1EUk4LaUFNDxYUzDo9ITBBTIp6SAjg6kn3crkoAC+ZQU0KqYXd9+zVqCgAL5FBXQdCqmytzJRAQUyKewgH7+4XR2AgrkU15A/4iAAvkIKEBQeQF1Cg/ciMIC+qcz0p/3di81URVwX4oK6J/PSH/W273cVH/AXSkpoBlmpD/n7TbhVFDgpJICmmVG+jMesmq/nLNs4NGUFNDrTCaSPkRBgRMKCuiVprMTUOBMBQV0/oTKoV8BJaDAmQR0+KTxrwF6CgqoU3jgthQUUBeRgNtSUkCvMyO9YUzAmUoK6JVmpDeQHjhPSQG91oz0buUEzlJUQK81I71+AucoLKCfprMDbkZ5Af0jAgrkI6AAQQIKECSgAEECChAkoABBAgoQVFBAR+5Dmv1r5QQUyEdAAYIKCujYbzUWUGA5JQX0cAw6a/a6AQEF8ikqoPuCzpx+qUdAgXzKCuj+LH7Wr/DoE1Agn8IC+rlZjfxmufMJKJBPaQHdncT/ySGogAL5lBbQPzwEFVAgn+IC+mcEFMhHQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYKKDeh2tfM091kCCuRTWEA3u2p+//35+fFzVXmd93wBBfIpKqB1Nr/9+lyvVqGCCiiQT1EBPWbzr/+z+9/fn4cD0v3x6PkEFMinpIBuq2y+Pe8a+tJ8a9YhqIAC+ZQU0HV12LkvaHPcuZ53IUlAgXwKCujHz/q4c/dFU81NHdUzCSiQT0EBff9Rn643Jf3cn8PP+hBUQIF8BBQgqKCAOoUHbktBAW0uIm3bwUtpS88hoEA+JQW0HsZ0uInTMCZgcSUFtLl/sxlIvzWQHlhOSQHdX0aqbuVsUupWTmA5RQW0nUykTqnJRIAFFRbQ1sZ0dsDCig3oOVYjll4n4H4IKEBQcQFtPv2cef29IqBAPoUFdNs9nJx1F9KegAL5lBXQdf+E/NuveQsQUCCfogK6qa+7vz3v/3sYDDqzoAIK5FNSQHfdrId9HucV2X1n3lm8gAL5lBTQTTvu8+25OvRsm3oeAQXyKSig6TSgzSxMfqUHsJiCAtpMqLx3nNrOfKDAYsoNaDUM1Iz0wGLKCmh6Ci+gwMIKCmhz2v6ZXH53Cg8spqSAbpqJ6Pcj6o/jmFxEAhZSUkD3t8EfTtibL7ZzZwQVUCCfkgK6P95MZ6I/3Io0b0pQAQXyKSqgSUH3x537gM6cTkRAgXzKCuhxOqb6o9D13LlEBBTIqLSA/iEBBfIRUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgKDCAvr+4/vvwxeb1c63X3OfL6BAPmUFdL1aHQK6XdXqnJ5NQIF8igrouj7qbPo5+yBUQIF8Sgro2/Nq9fS5P4+vDz0/fs49BhVQIJ+SAro7AH3d/3dTdXRvdyz6MmcRAgrkU1BAd8ebT/V/28PO9eqvv2csQ0CBfAoK6O7M/bX+bxvNzbxzeAEF8ikzoE/NN7cCCiyloIDuTt1f6v8KKHADCgro57oO57pzCu8zUGAhJQV0W4/6fHuuzuU/26PScwkokE9JAd0P+zwcg7ZXjtYzR9ILKJBPSQE9jKQ/nLLX3dzfkTTrAFRAgYyKCmhV0I6nr5+UElAgn7ICWt0On3j9+hkdAgrkU1pAqzvhK7Ouv1cEFMinvIDO0D/f31t6nYD7IaAAQcUFtD2DnzuZ8p6AAvkUFtBt93By9qegAgrkU1ZA1/0T8rm/FUlAgXyKCuhxJuW35/1/9zcm+ZUewHJKCmh7D/zxFvjdd+adxQsokE9JAd209x29PQ/mFTmLgAL5FBTQdOalZk7Q9bybOQUUyKeggB5npD84zglqPlBgMeUGtBoGakZ6YDFlBTQ9hRdQYGEFBTT9VR7N5Xen8MBiSgropp0+eb1qxjG5iAQspKSA7m+DP5ywN19s504JKqBAPtcI6PuPzv1C68hEngfphPSv9a1I86akF1Agn0UCGplH6aAt6P64cx/QmS0WUCCf6wd0d/4dDuhxOqb6o9D13LlEBBTI6MIB3YzNaRw+hc+wcgIKZHPhgLbTH6fm/SrinAQUyOfSp/Dbm+qngAIZLXARaUkCCuQjoABBJQ2kz0BAgXwEFCDoSgFN7yGK/ULiPAQUyOc6Ae0NBxVQ4B5cJaD9sUwCCtyDqwR0vWQzOwQUyOcaAW2mj1+egAL5XGcc6JI3H3UIKJCPgAIEXekUXkCB+3OVi0gzf/PbBQkokM9VAno75/ACCuRznYH0zW8hXpqAAvlc6SKSgfTA/RFQgCABBQgynR1AkIACBAkoQJCAAgS5iAQQJKAAQQIKEHTtz0A/fi56U6eAAvlc/yLSolMzCSiQz/UDujsGfc39mmcTUCCfBYYxLXkIKqBAPosE1EUk4B4IKEDQ9QP6/sMpPHAXrh7Q/aDQp9yveTYBBfJZYiD9t1+5X/NsAgrks0RAF/wFcwIK5HP9gC53BelTQIGcTGcHECSgAEECChB0tYDWH4Qu+gmogAI5XSmgyXUkF5GAO3GdgHauwy84DFRAgYyuEtCPn7tuVnPYbXdfmQ8UuAtXCeg2ieY+puYDBe7BVQK6Tj/43J3OuxceuAfXCOjuoDO9e9OEysB9uNKtnOlJ+9Z8oMBdEFCAIKfwAEEuIgEEGcYEEGQgPUDQArdyLnkzvIAC+ZhMBCDIdHYAQSZUBggSUICg6wZ0vfAZvIACGV0hoB8/n5qvFh3D9CmgQE6XD+imjebb88IT0gsokNHFA7ruNHNtHChwNy4d0E2vmPvRTMvdCi+gQEYXDui+ly+dv96dxi94Ei+gQD4XDuhmeLy56Sf1mgQUyOfCAV0PDzd3B6XmAwXuwWUD+vFzGMvd98xID9yDywZ0dPLktYACd0FAAYIuHlCn8MC9uvhnoINYuogE3InLD2Pq/wKk7ZIj6QUUyOfCAX177h9u+qVywL24cED3uewOm9/4pXLAnbj0vfD7CZjSM/b1askDUAEFMrr4bEz72USOx5zV70Va7kZOAQVyuvx8oNtVV67jz12N56dYQIF8rjAjfeeXwuf7/FNAgYVd53cibap6Zp3HTkCBhRX0Wzk7R7KtWbc1CSiQj4ACBBUU0MHlKAEFFlVSQA/HoM1VKJ+BAgsrKqCHcfjHK1ECCiyssIAe7myquimgwMJKC+jh7vrDabyAAgsrLqDVoNJXAQUWV2BA6wlKBBRYWIkBPZzGf/8XAQWWVWRAj/eGCiiwpEIDejiNF1BgUaUG9DAkVECBJZUb0DOM3fm59DoB90NAAYKKC2g7J9OsWURqAgrkU1hAexMyzZ7fXkCBfMoK6Lp/Qj53jnsBBfIpKqCb+lckvz3v/7sfTj+3oAIK5FNSQHfdrH+l566dL/V35p3FCyiQT0kB3VTHn3tvz9WhZ9vU8wgokE9BAT0edtZfVzFdt1E9h4AC+RQU0PcfydHmuj5338w7hxdQIJ9yA1oNA936pXLAUsoKaHoKL6DAwgoKaHPa/plcfncKDyympIBu2vmXjlMxVSNCzyegQD4lBXR/G/zhhL35Ylv9eqTzCSiQT0kBrWZRrr3WtyLNOgAVUCCjogKaFHR/3Nn8huPzCSiQT1kBPU7HVH8Uup47l4iAAhmVFtA/JKBAPgIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKEFRYQN+eV6vVX383f/74ufr+e8bzBRTIp6yArleVp+M3BBRYTlEBPfazPQgVUGA5JQV0f/7+uvvvpi2ogALLKSmg69W3X4cvdtmsCyqgwHIKCuguls1nn+u6oAIKLKeggL7/OJzAV+qCCiiwnFIDui/ok4ACSyo2oPvPQV8EFFhQQQFNPwOt/rh6FVBgOQUFdD98KTkE3Y9q+vbPAgospqSA7seBviR/3h7G1AsosJCSAnoYQZ+exm8FFFhQUQE9FDQ9Bt0fkwoosJCyArq/cvTS+cZGQIGlFBbQeVYjll4n4H4IKEBQcQF9/3FM4axz95qAAvkUFtBt93AymZv+PAIK5FNWQNf9E/J6fruzCSiQT1EB3dSjQN+e64lEZhdUQIF8Sgrorpv1rZzH0Uy778w7ixdQIJ+SArpp70J6e64OPdumnkdAgXwKCmg6iL6ZmWndmaHpSwIK5FNQQHsz0lfn7pt55/ACCuRTbkCrYaBbt3ICSykroOkpvIACCysooM1p+2dy+d0pPLCYkgK6aeeyW6+acUwuIgELKSmg+9vgDyfszRf7OzsNYwIWUlJAD/MnH73WtyLNOgAVUCCjogKaFHR/3LkP6MzpRAQUyKesgB6nY6o/Cl3PnUtEQIGMSgvoHxJQIB8BBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCCovoOvV0dP8JwsokE9hAd2suuY2VECBfIoK6Nvzqu/771lLEFAgn5IC+vGzW8z3H7s///X3nEUIKJBPSQHdDnK5T+rrnEUIKJBPSQFdD0/Ydwehsz4GFVAgn4ICujvcfBl8czPvHF5AgXwKCujuaHN4ur6ddxlJQIF8BBQgqKCAOoUHbktBAXURCbi84yDz8x6b/dVzL7AxPoxpeFR6goACJ7W36Zz14Owvn3uBjdGB9PNuRRJQ4JQmnGcVtKSAVsXs+vZr1hIEFDghyebdBTSdislkIkB2aSLOyEVhAf00nR1wOXcf0BkGJ/xnXlkDHpSAtgQUmOXeA9peSJo5FeiBgAIn3HdAt93DyXmTgX4KKHDSXQe0fxF+7igmAQVOuedhTJv6yvvb8/6/h3H1xoECGd3vQPpdN+vpmI7ziuy+41d6ABnd7a2cm3bk59tzdejZNvU8AgqcNmfETkEBTaez231dxXRtNiZgKQUFtDOh8ro+dzcfKLCYcgNaDQM1Iz2wmLICmp7CCyiwsIIC2py2fyaX353CA4spKaCbdvr59aoZx+QiErCQkgK6vw3+cMLefLG/s9MwJmAhJQV0f7zZeK1vRZo3KaiAAvkUFdCkoPvjzn1AZ04nIqBAPmUF9DgdU/1R6HruXCICCmRUWkD/kIAC+QgoQJCAAgQJKECQgAIEPVxAAfLJ3qjcC8xp6Y0N3Jfsjcq9wAtzVg/3qNA9u7S1LnQzAycVumeXttaFbmbgpEL37NLWutDNDJxU6J5d2loXupmBkwrds0tb60I3M3BSoXt2aWtd6GYGTip0zy5trQvdzMBJhe7Zpa11oZsZOKnQPbu0tS50MwMnFbpnl7bWhW5m4KRC9+zS1rrQzQycVOieXdpaF7qZgZMK3bNLW+tCNzNwUqF7dmlrXehmBk4qdM8uba0L3czASYXu2aWtdaGbGTip0D27tLUudDMDJxW6Z5e21oVuZuCkQvfsMtca4AYIKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKEDQjQX0/cfq26/IE7cv/QW95lgf4KoK25NvLKAfP7/98/+LPPHtedV309sdHtjb8+TeWdiefHMBfYo98e25+w/X9qa3Ojy29/88daJZ2J5cakD7D3z/0dvssU8CgGuY3EEL25OLCOj/Hm7C9Wr119/Jnwvb7PDYPn529t9WYXtyEQF9/zH4WGTvpfOQojY7PLjNxKl5YXtyEQE9Q2GbHR7c23O7q7//1/ZotLA9WUCB60v22I+fyeDFwvZkAQWuYTv6QVzt++/6UYXtyfcT0N4P5LY3OzCqsD35lgO6mTEArLB/t4BRhe3JNxzQ3RH/+YejhW12YFRhe/LiAf34eeqTkbMLWthmh8f18T9O/GVhe/LiAe1yEQnu3XHKoNF5Qgrbk+8noN2fxY1vdnhcb88vH9WUQethQQvbk+8loP3pXW58s8PjWjdjlj5+Dgpa2J58PwEtakoL+cIAAARySURBVPADPKx0vqXhWXxhe/LdBPTfdTfzjf+7BQ+rPQD9HNlRC9uT7yWg/c1845sdHlXvHL2T08/i9uR7Cejmix8DcBPW/Zl8u/PaFbYn30tA173ZBW98s8ODGuyZ2+5o78L25JIDmoyB6A8eu/XNDo9psKfub6V5PfH3N74nFxzQdXKj0rZ33H/rmx0e03q4g29Xyd5b2p58+wHdnLrV82XqaTe+2eEhbUZ+kcfuEDSZGrSwPfn2A3qO4Ua+8c0Oj+jt3/8e+e4mOZUsbU++i4B+/Ox/rnLrmx0eUH+MZ+39x/G8vbw9+cYC+v4jEtD0c5Xj7E79j1KAZY0ff34mQ5fK25PvIaDDz1U23V/ZCSwu/dVx4wrck28uoBO/LfqE7bC57/8ty9oA11PinnxjAQUoh4ACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIBSgs2q9f33qUe+/89rrRMIKEVIA7paffs1+cD16uWKq8WjE1BK0A3oavU68bjtSkC5IgGlBJskjOsTx6ACylUJKCVIA/r59rxa/fX36OMElKsSUErQCeg+kxMn8QLKVQkoJegGdH8W/9R+2ZzSbzufkG5PfloKGQgoJegFdHsczNReXNqf06cB3Z/nnzHqCf6EgFKCXkDff1THnOnF+ZdOQJt+KigXJKCUoBfQj5+HSu46Wn17/8XhstLxM9D9Aw6J3Tf1aWSBkIOAUoLxgG6bOO4OOA8HmseAbpvr9MeDVbgAAaUE4wFt7TLZCei6raYL81yOgFKC0wHd/7ET0F1Pm4Giu4NT5/BciIBSgmFA6yPMbfdaURvQ1MSoe/hTAkoJJq7CJ9faOwFNvy+gXI6AUoLhONB9FI8Hmt9/9z4D3QVUNLkCAaUE43cibZpBnr2AHv8IlyWglGBwL/z+DL79JLS5NakO6OAqPVyEgFKCwWxM+wPQNqD7c/nOMKb22NQwJi5IQClBEtDDmKUqnOs6k5tmPpHjAPrDp6Ov9WMMpOdSBJQS9GakH4xhOn6vuvz+2v0rB6BcioBSgm5AmwtE6+N3/lP9oefh8LQ3kkk/uRgBpQRpQNMBSlUmX9rb4g8FfUqe4y4kLkhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYL+FXsI73dBhF9BAAAAAElFTkSuQmCC)