{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "library(maps)\n", "library(mapdata)\n", "library(ggplot2)\n", "library(ggthemes)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "ditch_the_axes <- theme(\n", " axis.text = element_blank(),\n", " axis.line = element_blank(),\n", " axis.ticks = element_blank(),\n", " panel.border = element_blank(),\n", " panel.grid = element_blank(),\n", " axis.title = element_blank()\n", " )\n", "\n", "mytheme <- theme_few(base_size=16, base_family=\"Helvetica\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "world_map_all <- map_data(\"world\")\n", "world_map = world_map_all[world_map_all$region != 'Antarctica', ]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df = read.csv(\"../data/world_map_steps_average_20170510.csv\") " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "world_map_data_wsteps = merge(world_map, df, by = \"region\", all.x = TRUE)\n", "# order is critical for drawing\n", "world_map_data_wsteps = world_map_data_wsteps[with(world_map_data_wsteps, order(order)), ]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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UC4/ktElEnMC9Xd6D45E59BRDVnYzumrl5/HaKOSJFyGPNWFsMrt50gomxysZJp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\n5phjdu3aZVmW3Xmjgr4VRhl1tqbWZO19SjmdTZ5KWfttkilEx4P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Tf0x20r2qDxwnNrC7XkapMydeRUSJ0gFH2ba00qVY3k6v3P5gb8/z\n8XFfJqIPNtz0VmwuEeXtGCe687xLf3rp9d/+THUDsSoXH31LyIxWHZQkY4X9O3YcufQFtj+d\n2dmSeGvPvs0HWjYfaDm2qaG3tzfspo5rPKaxfuq4xqlN9XUB33DfzujDiBqC/o69XAdQ0e60\n2ETIOwwV1zXz+Pz5Usr6+vrLL2v3C8FdTpfP559obq48fsopp3zkIx+h9rOxCxYuJKLjjz/+\nU5/6lHtk48aNROTOXVa56OLe1TUsU0pt3ryZiK655pqOj15xZevOsPKI3THHHHPpJZf8/d//\nffnl+/btW/rEE7fc0us1LS6/33/pJZdQ+9lYdx72nHPOqYqw/aT5VGwu9hgRCzR8oRzmfJER\n0e/PX3c1EfmjV+aTS6UTV9qtD1OqmGr5bXmvA+ehUPtZ2kx8plKlnnfv7fmVU7EHOY+EanWv\n0ttfDs2OeiZvTe4sOrlLj/kqY0wwETAiHuFLFA8Q0frds3u10m5P9oWwOZGIPthw08bEio82\n9bTGzfdXPK2Uylv1k+uOPvWEPclS6/SrwY1tW07Z0bK/40tGy4jduHDIbxqcsQs+djDvbLZl\n6zdw2DP+4bWj40sYOR688fA+61+ufeHfLjh7wC/hESJPtX+7JvO1Wz4O0p1oafbs2UQUj8cD\nwWDNJ8ydM+cL7ZPQDTfc8MYbbyx94onf/OY3bilgN9x88YtfdOciY7FYLBYjopoTncf0NQDt\n3bs3l8sR0fHHH9/x0alt16rcPGFZ1sJFi55cvfrtd97ZsmVLNtvfchDTr712wcKFT61Zk81m\ng8GgbdsLFy2iAd024dI82AUa/mG4b6Eb/ujVmcQsItbDPrajR1dfTiYxWw7O0JobkaUTT7Xc\nP9YKF4fNCftzyahn3KH8rj/uXXLOpNavff3u2YyYIpW3M73KdpODZ78bn7EhMeukui+cWNf6\njnxLagkjMbWi28fbLa01jU0eZMQ8InT9p6wn/zzRUzKkopBZl7ezJVkgoknB455tSRRrrasr\nWJbXMGo+NLw40aT6qME55/yijyWS1jYpbSJKt08Lgolx4aDXELvj7Uagx0dC48Ohv+7ZN5T3\nPFp8dV5zNOCrDwS+fcHZg5Slai5bqg/4f3plp+/wkep66K233nrzzTe7fs4z69e///77kyZN\nKh/5/HXXfec739m/f/9LL710zjnnbNy48fXXX6/ce5FMdjWHU7kyr1e6LjvM295YVm6euODC\nC9955x0imjJlygXnn3/iiSdOO+GEc88557ha0bAnLr7ookAgkMvlnnzqqenXXLP+2WcPHDjg\n8/mm1xpE7A8Ng10+sdQdDxvJssnFjJmByBXZ5EIiQYwL0eDY1RVutOG2cSsL1d3Sw7YTfcCY\nlzEPF1Ep8+nYw+GGfxqMq4worx+aXXQyROQXYUsemBqdclL94Q2q5x15y7pdM4pOXpEqOrVH\nKTrjEw1Ze+/bsd95RFQpx5ZZRcon6ndl1qZKLbbMOxX7fiyZJSI35J374Zby8Sb/MQUn+/bG\nia8lUlYn0W3rofgHJ0+IZXPvJ1O9usNBclR99OLTYpwMSU7Wek8qm4jinY8vJ4r7LjrN4+F+\nrwiZ3PfrJzNH1kcvPS2VtXe9uenkgMfTRTe2MUsRua29fvbUcyXbCfk8O1oStpTjQsEfXPZZ\n9zn/ue7FO88/q8+X+NmVF31lXrvZwKDX00Wqg55zh+sCgcCGd9/1+aqXIrz+xhsXXnihlHL+\nggXfuuOO8vEpU6acddZZL7744pIlS8455xx368DFF11U3nvR2NjofrBt27b6+uq6YFu3bevb\n3TY0NEQikVQq9d5773WsnLxl61b3g3Kw+9a3vvXOO++cdNJJj82ceVo/dmxUCgQCl3zuc4sW\nL166ZMn0a66Z//jjRHTF5ZdHo9WrVvpJq7mDfGIJtc1yjnCMCXf3QDB6nRB1hnEk52EuRt8y\nox5SqvrP+aCNTzJhTlIkbWu3dFqIGenYw+n40O2MGRaCeQUziago05JkzmmpekJ5CbmjrOf3\nzO/2hFtSSzcl5m1KzMvZ+wTzEVHJSVoy456n4MQtmS05aadnu7kbvbmFz4m/7T2QzBe62P+8\ncf8hwfkIKVwc9fsN5k2W3k+X9ssO3721SFsWcnY8XtxVkrkvX0Cf/uj2ZOl9WxZOPf71G8/O\nTIyGB/2mh9C4cOiYxvqsPTnvHJW1Jx8/rjHs8/RtPj2RK8SyuZJjJ/MFy3GUUocy2XuXryOi\n7y1fl+hkwrTP/CigOBAcx5k7bx4RXXH55UceeWRTB5/9zGemTJlCtSoVuyvwlixdKqVsnYe9\n7fAyj0gkcuKJJxLR6ief7HjddWvX9u2GGWPuJOySDgVHiGjlihXuB+Vg524K+fWvf12V6hKJ\nfnV7n37ttUS0avXqZDK59IkniOjmvi7a64JWwc5fN8DjmYMnELkql2otA/M3nwAAIABJREFU\nVOgPXxKIXC5lwe2moM1Gikpupbps4vHDR2iQ2ggqu7St3BtDyaxSRSXzg3OtkeJDjdcxdvhn\n2ZaH/xau2zVj5fYHSxUDdXkn/fz7C2qeZ19u+Y7073ekf09EJZkqyZQi5agaf1kdZfa8SE1R\nJsZHumm1Uh/wnzi+qeQ45T6ew6tgWS+81eQz+lILI1HckyztrfyvkLVbLjptX0NwgBsqDJdp\nRzT+cZt34RvOO3vTb72ffGdvet5frA0H65OliVOb+lJ6PVMsxbL5g+nWH1upFGeMiIq2fSgz\nYH1umkLB/m+/zcdr/+yMNc+sX793714iuv6GG2o+gTHmFqV7/fXX3QK8ZdOvucYwjL179z74\n0EMbN25sampydxWUuZtq77vvPrdTWdmbb745e86cPt/zZZddRkS/feABd4K17KWXXlrUtpmj\nHOzcydmqEiRKqV/96ld9vgEi+tzFF/v9/nQ6feedd6ZSqXHjxl1w/sBX+dEq2I0ugUi7UhGc\nB4VoFOYkzgd4VHYkUKqUic8M1h3+FRCqv5UGK9tV076Z7IbEKsEOryAx+eEAwVn1+IQtrXSp\nZeX2B5/ZPavy+N7sQpNFBAv4jWOt7lZAWupAwGjqyb0Z3LfuL9NaMt1UtInn8jnLKljWUfXR\nYxrrh30vxWc/2vLBE14v2AM2L1ywU9d9MsuH++saEEXbqQ9Uv//ck8i/szf9vzu8A7JB2N3Z\n0EUJup4r30/HzhN94G8rRzrGueXr6urqusgl1157rftB1aBdU1OT+6rvfve7RPSFW27xeNrt\nUP76178+ceLERCLx8dNOm/nYY5s3b96wYcODDz101tlnNzS0zmtVrpk748wzzzjzzO3bt3d9\nz7d/7WtHHHFEPp8/48wz/+u///uNN9544403fvmrX51/wQXlwnLlYHf6aacR0Z133vnaa6/Z\ntp1MJl944YULL7zwpz/7mfuENysakfVcMBh0a/v9YcYMIrrh+utNc+CHcnT4LaMHf/giIpL2\nIakG7B3qiCJVPhOf6X6cSbhl1YZqv4h2m44rbUquzVj7i07KI0JeEfn78V/5aFPrHvCndz2W\nt2tHtKAZ/cyRh0s57snOL8l4xt7kBkS7uzFOKUuMOm2MWMmWxctPTwY8nqlN9SeMbzqqPjoh\nEq7KNz7DCPsm7U96UrnQn3bYL24uHDdu2JYleA3j6xcHsnZ8wM+cLO2b2jiIvQTrAr6TJxwx\nuW7Q3xmmC8XOfnS3x3INnWyQ7BXLcWhA20IwoqFZWpeNdV/Ic7TLZDLuNOI1V1/dxaaEj3/8\n4+7O1rnz5lX1YHW7U7jbVG+99daqFzY2Nq5Yvnzq1KkHDx687bbbTjzppFNOPfX2229vbGx8\n9NHWdTVNTYffWL766quvvvpqodDNrH1jY+P/z96ZxzdR5n/88zzzzGSSNEmb3qUXBcqhKIei\nq6iri6KAIqgIruK9yu56rfft6uL+1HW91lXxQsVbUfAWr/UEFMET5Ci00Ds90tzJzDO/P1LS\nNE2TtE2hLXm/8tLJzDPPPC1p5jvf4/Nd/vrrZrPZ6XReeeWVkyZPnjR58rXXXisIQlA5D2GG\n3T333CPL8k8//XTIoYfKen2G1fr7o4/+bt26ZcuWBZtPLFiw4Mijjor3q4rCqbvtXfRDPWyQ\nlGE3gNCbZggsl5Ah2kFBUzh3OFufdzQ/CsBlj5/p1UcI1VOaRqnFZP2Tu215f19ub1FuOU4v\npB+au2hS1lkhky7ItKKzZ5X+2cBMGbrc8P0GZj56WMdIm/djIxshs2GAQIiuwVORyHW7+gK7\nQROI5PCmfb7F+8km1zcV/l9rYRBzMo2FFn2B1TisODN9/LDcjbUtm+paq1pcfoUDaHEnM9Ou\nNDOjPDdrVE7mqJzMwgxLYUYs08enKC99QfTMohOS7+g9fPz2zDQDAF1vi/u6w2o0nH2Uc+r4\nH2cdvO3yE7TLT9CKMiz9oa5nluWK5owdTd26YH+q0/fdMfnwgtkALHoZwI0rPujLVASEURou\nrdJ/eFpfNVoT6r4zqFn+xhtBm+z0mHLBoWhsSII4xOyTTgoK/06ZMmX//ffveu6kSZPWf//9\ntddcM2XKFL1eX1hYeOkll6z77juj0QhAp9OlpfXmz/Owww77+aef/rxoUWlpqSiKOTk5808/\nfe2aNcfs7jwREigeN27cDxs2zD/99NLSUsZYYWHh+eed9+MPP5yxYME9d99dVlam1+st5t6k\nasycMSNYa5LcNmLhkB71O0vR3zhbl0FTNQQ07gEEoFt1zUEKpWkaOCEy53Zo/fjTUSE9Lb09\nKbWt6WFz5l/671oDmU92PRcUOgEgUVnRAgREIOy44vZs5SbnUkpkDi/nHokVO7iu1bc17rRG\nVqBnWTZPhT+B0maRGh79cERlU7cjZZF5A50KFMyyNCzDmG5wRaiH9JTsNOOcwxwepUXhHUE9\nRuXVP49ilP5W12CUpUyjEYAo0IDKdzS16BhTOefABdMUhz+K5F4fsUh5X/6cTwiqmlvtHm+B\nxSyLwq5Whz8BqReDJLr90d3PZVkZf5i4MWLnqu/H7mhKsutxRHbmi9/HcoEzSk89kFTYen9d\nRulD89szVRa98GZsdZIU+xSvvPrq/Pnzhw0btrOqam+vpZdomlY+evS2bdsWL158/XXX9ccl\nUvVBAwiX/SVC9UbzKR7XZ1xpJkRQAoP1s9sdQYkTDe2VIv0CEczWP4feOZofo8KQKkhMnE92\nLfOpnhNKogu+7HA8p3CXnhUa4OU8AMCv1FjE0hhFX4zKEk2vcmKLr4HzGgNLs8oj0kSbqgWU\n7vvCaeAGKVYeSYRVB6DN62+r9R87zlSYYamxO/LNpurWHlh4BkkCYDXqp0+ud/gjLQyFew/d\nf4tOMB5xAOPc4VIqg/spZcexzC9+tB6+/y5KWX9YdQAcAduB5Q0c/BBmpZS5lG2cK8dJ+Y/G\nrPbLNZsWHG5X4RSpkXM/CL3/3U4D7B6fRE3+zsmRJ01pePHLjEaHE4DVaDDLOk8gYHd7e92i\nd1i65f1NcVJjFc5/qbfohd4bdia5PWpxw5sfAOiLUsx9H395xR+m9vr0FHuF6667bsXKlRdd\ndNHll10WcShYFRustx2kfPfdd9u2bUOy24iFkzLsBhBBNV1ny7Oc2wk1CCwfhFFq4V3UKwY/\nvbfqCDWaMhJtgeBsWQoQQgaEgsYe5vOal48pjJXAEVTx8Ci7fGB6sYRrfonXqjGLsh2Bkh1t\nHW4hp9LmdLblGYq9imukJd8VaPB3qbqQqOmRD0sre+U3WvWrQxZZsTXnx12uqSNzfEqgqtmu\nJJACX5Rh9imqWdZ1V/2gcG941WoQzhWHv37CmHpXf8okh8RTXEpzaKdHaf3z9KxHP1C6/mxF\nGZa5hzb7+U6X4gXgRQsARuVROSMBqBrnXKuzO7LSDLxLiwWP0nTqYR4dTQPg4zUK91IqSdT4\nzncFAUXZ2Y03dFi6Zd5hdq4p73yXywGXz1ff5gSQbpAzDHq7O35n58pm17RyS6+9rSF1njtP\nnr7ohTdjtAWLza1vfRTSw0sxiCgpLf3tt98effTRP114ocHQUQq2c+fOYKuGmZ2raAcXjz32\nGIDfH3VU/5mnqVDsQMTdtlIJVFJqoiwbAFebudon7ZwkwYC93RiAMLN1UcQ+Z8vTEf3KQjia\nHwcRAM2UcX7/L26gU+l4scS0AECV8xW/2hxxVKRmi2AiornB3eDr5llCZlk/NbWGhzXDKUwb\nkS0rXqUV0IIlz37uePmLSb/UJCcaSIGRuZYR2dhU1xDDvCvKsBx54GYOTikLdokYLHz363gN\nWqbR8O32nZTSPItJL7LjJ1V74/3565nVo0T+g8ZGZhkvfWFtDBMTyTDoTbJOFITjJm0Lt3qf\n/ux3bV5l/1znVzt0O1viW3VBJhamj81xKZzX2BOKMocTir3e8OYHQfmbVDR2n6K+vv6AAw9s\nbGwcP378TTfdNHHChNbW1tVr1tx99927du3KysratHFjqDx2sLBz505VVT/97LMLLrhA07SX\nX375tFNP7adrpQy7AYqr9UUNmsZdJuuF7rYVgLbXe44JNMvn27C3rk6ILtRDwtnytAYNIKYw\ne87V+mK4nEqQtqaHQtsCy1GVJiqYQrl3+xo7HM9xzUchKVqs27MsZINQn8o90Vqh6FnONnvA\n7m+SmUGkulCgM1tfUJLWwuGXhRxFa0+nU3j2o6usG2uTmea1X0GGX2mIEUzMt5iOm7zL331o\neIAjszSLNEykSqsvoSqWXiPRNElI45pKQAH4uKNrPF2ipitfKrE5exkMNUqsLMuYb2oMdphI\nEKtRv3h2u2HnU5R7Tx3E7pkUvePDVavmzp3r7uIeNpvNK1esOPLIwdf27YorrnjgwQeD21On\nTv3s00/7T/woFYodoARtFGfL00F7xd3yAldse3dJHNVMzNMIATSNeznfA05EQoioaX5CZJP1\nQgCOlifC1YZd9pdC3WAjrDq34201UB2+R1UaAAhCtrP1+bT0TtWjQ5gdjmXBhpkaNAKBawqP\n53b1qo0ABJIX9ahHaRhrHbG1VTLrNI/Ski3n6AWLRef2q7bgzF61gVEzI7KiuZ78OHNjbRRP\nUmaa7FNUp7c3MjSjcsm6ylg/womH2B3+wWvVmWXBdMZjOKg4+6/H1QX60zz1c2fc2pd/vzfG\n5ux9/YrLr/xUY0dBdoHJlrj0dNCqA0AI5FSjiH2S4449dtPGjYsXL169Zs2WLVsYY8OHD59x\nwgmXXnppbm5u/PMHHqPKy3NzczVNO2Xu3DvvvLNfJS1THrsBjbv5OYP1LAA+11cB97q9vZwO\nKLUQwahpnFMOEECjnAIaJwGuJtM9QwULpSaDeY6j5and/SSowHI0zQONp2Wc092JzpalPJrK\nLhUy0tL7RTpoYLLV/mgvzmLU5FXVqPUQqjbMEbCFh+pkZio06n2qjUInCekAafY6/dwhUbNO\nMD772bAA53VtHrvbzwQ6Ksd06x+aPm11e1Xv9z+OqWpxNjl71jNq/LCMVk9NjAHpBvnUw9pc\nyuDLTNWz9FtfL6lva/+FjMpJu31OjU9t61fzLgYSNd3w2vDqVi+AEVlGgZLNDb3s7zx/kljR\n2AQg25QmM+E3m1lmlGqVXUdajYbFs/vUHCJFin2clGE3oHE1P62pDipkCGJRwNsbnes9DZUp\nTefwJdGfJ7Bszt2hLmHt16FmQnUhd11XnC1PgwiaphAQEIkQnab5CJEACnCj5bTuThx67HA8\nR0DjNpMIgxpZsUf1ijQtwJ2Apmp+VfOJ1EghSoJ5i72TrEZJ2iivahcI45rqUhrC5xkn5WhK\nE+cuUJlSC8C50gjgC09hg6cWQI4+7+GViepRTSrOMuqcLp+/MV6bqdLMDA3a0RN2+tReGiJ7\nBZOUc8GTkQrGpZmGO0+tcwXq9vx6KJhRzOGaCkL8apsG/sD74zfs6o0Db2yeab9c14+1BrtX\nCVquBxVndDXsLHr5/+YcH3p7w5sfpFLrUqToKSnDbqDjtD0ssBxAVAeP9AmhBkLNHO6oPrMe\nzSSwXM7bGLVC0wCoWjPfHYo1Z17So7lc9pc4d1FqUpXGfVDWbpfzTa+akHFgZMVr6mv93AdA\nFvQj0gs8il0DKGiAe7ydTSVGpRw5x9E56r17ntxCpTp6BTSVPndmNXrr00TzR98M39niApBh\n0LW4fVGXJItCgcUwKhctbk+tPdEP1aiczIPG/Rzc1glpqhZQtYCm7f101XBkZhapnmuKT3WY\nxJyLl5q8XUpjR2Qbb5q9sWsZ756Hgj34wcQfqvskLghgwjBLmlQbUVQhi+y+02aF77n+zfcJ\nSMq2S5GiR6QMu4GOu/kZrvb1a3SvQFk2p4RHS8BPBMbyQBhXmwk1a/7a4E4i5alKu7pYKPEu\nHGfrsriR1n0qxy6cRMKyEk3/scnvVtqtN0aZkZnLM4a5Ao3OQH2amOtTOSXU4W/SMSOjuv10\n5q0Bm6/LR5RReRQVeffxUMoyX7c5JcKscs4Db0o5Jv2YPEuN3b21oUOgRBKoWS8BWHrOUQBu\ne/ujJqc7EbmTIGPzcg4fv0vh3kNyF4bv/7zmkQRn2AM8+fGUn2vsEqNlmcYdTa6uVl2Q8QWW\nS4//dg+vLQSjsiykq1qAgjEqz3u0r91x5k0QuionP9KlOcTNK1dxTTPJuuum96Z3U4oU+yap\nvNSBjsF6tsv2mKZF92QMZLjSSKmFikVKYGePTqTUTKhRUeqCnhUGU9SHD01rd2C4He9o3BEM\nyybSkG3ftOoAjLRcHNe20wk5k3MCX9Q4M3TZepZGgGy90OD+VQMH4AzUA5igL+KCgXMnRaCR\nELMk2n3t0rgSTROoTqSGYdzFldgOQgrOa3Ye8oPTk2PyPHX2kTet+E7TkJUmKypv9fhzzfon\nF3aqffMpSuJWHYAdTc2XZs9LfPyehxLmCSgA/ArfVB/LE3n9rMp+VdeLwaMfHaKovO9euhBp\nMguokdJ0USWsjTopZdKlSNFTUobdQMfV9NRgtOqCcG6nAVVgeWqce3wIKkiFUD2q0u6ioywT\nYRqzhHb0viREdtlf47yNQCDU4Gx9jtIMKvRjk/UhAKNGhcdKUHMENhtYwX7WPL/qVtEmELnZ\nF/b7BxUFQy3M2cpOSnWtco5XqQSQJpkFZApUbyKaX9nJaDaUuAFTlmPIe3Vzba5JfursIwH8\nY/ZBwQNnPfUZgIDayYa79a2PEpfM0ItihlF/84xjuh5aW/98d2dJVO/niVZuJgWjmLmtMU6+\nIADWnwV0sUkT8zfVOVz+ZBqV43JN1a2dsut0TIiqaZKIVXfPh59ffdzgE7/YR6ioqJg5axaA\njb/+urfXsg+RMuxS9C+cO+H3imJ+QK2NO1gQc6hGA2p79FYU8jWu8PCSQMUjCJkgVOPeYEms\ny/4KV5u40kaIqBGDIW1WtIlTtCNSc2zDDoCqBQKa38cdABR0EjA7JPei4EadO8A1n4836lke\nAeOaDyAKd3lYrgAovJHoC0SPxrsv5+Rq8/pfDx2Z7fn3aYdGLoBrAJpdvr+++LU3oDyx8Mib\nV37o8PZASs0giV2turX1ywioSPVetcNUpYQZxUxo3BGAM+DL1me4lOb+zmaTmVkkOkpEgbAS\nq6GyOU7RK+ecUdnIcny8W3Xo5CxMSA+KITMq3//eeJ/Cd9k9ybLqSjMNJp2oAblpzfVhDUF0\nTLh/3olRT7nhjU/unBPFOg9y76ovrjz2iJRVN5Dx+/2//fbb3l7FPkcqx26g42paog2ApOk+\nQlm2wmPp8FGaTiFBC0BTIBgJBACq2oDOtzFCjcbM9h4SjuYlmhYgVAeQVGOJBNlmf1xDnAZN\nelZQ7ayPKncnC+kTsjr0Arc7nsmgaYranvVIqUEUCnyBrQAIRCMKudrGuR3dfYAJE1iWPj1K\ntPTUxz5K04nB1Log1yx/z+FNyHVtkMSo7p8vax8PtfMKIdACm6dT5YdJyszQif3UKBaAnqU/\n9/m4r7b1Ro2lxGowSIIk0Gtm7nD3Nnu1O9LEvLOfTB+dY7r+xJ03vZZf0RTflZg44wssw8xN\nzS43ozQ8nk4I+e+C2d2ddd7SlU+dc1ISl5FiD7Np06Zx++0HgHcJvqfoP1Ieu4GO1p8P6AME\nyrKp4uV8962UR+nvyaRS2dLxFe9oflTTAvuaKF3fiWvVAVC5Ry9aPYFmUTAAXOE+VQtEPZ0R\nkxMd0XHO3Zx6goIyGgJObGditk5JV3mnQDxlVnAv525C9FGtOgCvXRTZ4vPuuScAuPyVt+J2\nDiUkskv92vplGjSCKN3rVR4pkuzwN7n8NEtfGOC7Yl+od3iU1lZ3L/+oQ769C5dmj8ouvXpm\nhSd5cn3/93aRX7H/VGM/4zEzkEyrDoA7oDh9fgARWZIxrLogFzzzltWov/vUVMvXFCkSZa+l\nbqRImB5kiw9YuGKPyH6jVGZiIaUZAsuniptHM+baRwrWtOxLw606AIBAhfSUVdcf+HmLVRKn\n5F44MeuPE7POOjjnApHq249pZL2tI0etKG2uT20RWWHY2RoNz4OkIkApy6Msl7IcynJrxJLf\nuL8ChhqxhAqJKtiFuH/eiXFbEbh8/sXvfRq+Z0rumQQkZJ7GhYPbPNUWqQAApUyiRgBGltnT\n1XbHFTN6Vk7UFbdf+aHavnhlKaNSUpYE4OqZ27PTkjZbV7qa1VajIcq4znBNszndFz/3ztWv\nreqPVaXoNX6//+mlS4855pjS4cP1BsOIkSOPP/74FStX8t22OxWEoLsuuE0FIfx0TdNeevnl\n6dOn5+TmGozGMWPHzp8//5NPP42IIm7atCl07s8//zx//vy8/Hy9wTB23Lgbb7yxtTVSMDXu\nqvYFUqHYgY6z8cG9vYQkQKmJU42HsruoxIiVB+Jn3RFqMGZe0L+LGyrc8ta7do/HpNNpANc0\nUaCUUE3TKCEaIDFh4VSnV22IOIuAMmosMf0RQKXjeYW7GDWVmDr1Z/ve9pw/TL5OJ5gmZnWY\n1A2eL/Sa26dso9SseqYL+ncADlDO3ZQa6gLGqF4lRvUHZp7du5+UN7ymaf5/bRjGKG12e5pd\nkTlqmUbDP7p0L/i67imFdw3mZrf4In8nu1fIjCxD4X5VC8iC0anYi9NyW3wJufEsUp7d39Dd\nU5lI9f9+e2xSYp0vXtTmTIZ2sYFl3/JGYSKVHL1jWLo8Id8lMqGmtQ0AAazR/o3CuerVVc2u\nTrUsRVbz30/6fT+tMEWPcDgcvz/66PXr13c9dP555y1ZsoQQMnHSJK/XG8yxO/DAAwGs//77\n4BiPx3P66ae//c47XU+ff/rpTzzxhMHQbvSHgrmrVq066aSTPJ7OH4mioo8/+mjkyJGJr6rX\nP/IgImXYDWhcTU9p8Zo5Dgooy1V4x+2TUhOFzJXoN9Rw0rIv7c91DR1uffvd1ni9OIelW0SB\nnXZIMyGCBu5VGgHOaFqpKb7j87vGDquIEjYlJ1JB0OH5qNU22uPx6HQ6a85mVW0FuAalJiB4\nlShtSCZnX5zYT9Yt6q4HoClg6Q/8Ut7gcOWYjFXNdp+iIJrUbZA19c8FuIdr4cHcDsPOKuc1\ne2MZSYyyLH2RT9kR7ZCsZxZo3KPajSxL3zxWlmUAhBDOOaXUpl9LISia3xVoytaPPO8p0d+N\nZF2PyDHpHjyjiWsqoHEoHqWZUQmgPar/SBPzFz1rbfX0pnVvXEbnphVnGFw+5aF5E9AuTcdD\n3WC747ylK0PblJInFkavrkixt7j44ouXPP54Tk7O4sWLf3/UURaLZefOnf/973+ffOopAO+/\n//5xxx6L7nPszj333GeefTYzM/OWW2456sgjs7Kyfvn11/8+/PCKlSsBzJ0z57XXXguODM2Q\nlZXFOV+8ePERU6fa7fZ33nnn/+66i3M+YcKENatXi6KY+KqGPCnDbkAzNAw7Si2cCpy3UGoG\nlSkn4A4erzYzeGpa9l/7fX1DhcteeT3xwYzSScVFR42rfHd9/p+OOKy7YRVtT5aZ2wtT1jUu\nDexWA5GEtElZZ3UdX1lZuc6xY7KpNBAI5A3boYFvdlZ0HSYQaULWeYmvNipqzWMI+hGpBCJB\n9UAuvOITXVAjLarTDsDqumd1goES0e6vA3jQsKOEZckFxepEznklW9fk7bYXbbqUTUiUMqBy\nOqetrQ2AJEmUUq83ul3FGBNF8f++blq9o7lXP3QsjBIrzdQ7fapf4ZlpOgBXzfila59ZPcsk\noADufKvYr2iyKPxSY++nMFVRhuHB4wsopYWFhfFH7+bqV1cRQoJ5dX954T2DyO45bZ+4Hw8i\nhpeVVVZWrlix4sRZHU9QmqZNOeSQdevW3XjDDXfccQe6Mey+/fbbQw49NCMjY8P69UVFReHT\n3n7HHbfddhuAd95554Tjjw+fwWQyfb9u3YgRI0KD337nnZNOOgnAyy+/fNqppya+qiFPqnhi\nQGPMPG8ohGKpHnAzVgCllSv1id9CCNW5m58lgllviZSkT9GVu6cbOXcA5L415vq2ODJyCudr\nd1Su3YHstFgjKTpkYydnn7O+8VkfdwHwq851jUsBMjm7Uzi1pKTk5c+/8qmB/YocP9jrGJUs\nUl54n1NJMBcYzIDa5H0zU47+z9rgeT4YxMzRR7EdQwgFF6k77wUA7kdQlsVbed8xwx/+KW9j\nXUNTl/hskGI+zev2AsjSHbSNrARAQSeJMz1Oj4u7ABRKE7zM5VKi6/Fq4GlipivQEVyWmUmi\nBYHd7i6/P1ZhRDASVBFP36R3uPzKL7Xt/5q1bV4AN7460qwXb55drWmqwj0C1d31dlmFzbVb\nwaSPHf+iY9GLjBJC8MRJJaqqBgKB8JtxIohMSNO1Z/s9fMYJ/bDGFH3F4XAAcDo7+R0IIas+\n/NDr9Qbd1d3x9NNPA7j++usjrDoAN95ww/PPP79ly5ZXX3klaNiFuPSSSyI+SLNmzjx++vT3\nP/hg5YoVQcOuL6saSqQMu4EPGVCtLXsBV+pAZa5EaScaDQpCKTVommbMPLd/Vza0UHybgxtX\n/s54zQfxxxsk6Z8nx4lw0c6dPCZmL1xvW8Y1JcA9gW60fDVN8yp+h78OgML9BGkGlj22oW1z\nrpVrKqMSoPl5HYn25VPneVrT/OFvKaQcffROIU3et5A9koBZGjeB6iBmAhRK27hyFRjmUwLv\nVS07oTgyylxQUBDc2LJlS4a12K0Qiy6bqzyUW60oSpqcTgjRNK2reWf3N1mknNBbk5Tb6HGa\nRNdv+J81Iy+tpTjqUoPo9foLVlbanHuuzr3a7q22e894zAxgVHZRjd3r8vd7f8Jn5pQGf5mq\nqvr9fsZ6fJe5c84xN7zxST8sLUXSmDljxnPLlp177rnLX399/oIFR//+91arFUB6enrcc7/4\n8ksA5eXlNlsU5/fkSZO2bNny9TffROyfPTtKAfVp8+a9/8EH2yrEcq8FAAAgAElEQVQq+r6q\noUTKsBv4DG6rrp2EM36YbqRsPt7b9oFsTnX+7g1UzL9uVZzftkDpv0+dk8hsNp+/2NRpT7Bs\n4seml91KM4DV9Y8wqjsouyOuqnDVp/gzpCIVyvj6OnhWQ1MgmsqrXVC9kHNqC32U6HP1CwHY\nvK9r4MHeKqrmjvi0a5pfhb/W/ZhADGFVlQQA17zabqU9R+7kdyvqBUrTJQsEzjV/fskGkUrO\ngP/tymdmlUQv0WCM6ZpGBe1WDzqMVM65tW1UFqWU0grxm662XYPXKdMso5juDDTbPG4AOsHo\nUd317p0+s7dImeB2d3LISZJ00/8aBUorbHXupLZw6BFbGpOZ1JGmY5lGqdHpc/s7Qmwyo/sX\nWHw+H++sVNeL+dP1+4pzZZDy0EMPcc6ff+GF15cvf335cgBlZWVHHnHEzFmzTpw1S5JilVdX\nVVUBOPnkWHGY5ubIXIWoft+RI0YA2LZtW99XNZRI5dgNaFzNT2tqv4RLBiZUMBus5+ztVQxW\nXA0Pot2wiyNjZDUabp0ZP8IVTKo7NHdRdwNW1z8CgFEdIzpC6IGZCwAs/vRZSWBXZzvgqgZh\n0GdB9WP85aGzWv2fpEvH2Lyvc81HiKjyNi2aGHLiSDT3pU11AErMxZzW+9ROrsR0KevYog61\nvIqKClVVBUFQlPgXlWV5vfp21EMU1ChliFQs9E5kjG2hX/kUt1Wfn+seG4zGyrIsCALn/IZP\n6n6tG1J/xbIofPW3du3oyXe1u9ZKMw33HVcQnlxICGGMDR8+vKfz/+WF9zz+QFaaISVfN8DZ\nsmXLO++++9GqVavXrAmZYmPGjHn5pZfGjx+PbnLsDEZjd0moISRJ8no84TM02WwZGZEdI7/5\n5pvDp041mUz2MN2TuKsa8qR07AY0Ruu5hOwbT65EINSQWEVFiii4m57evRnHQWKW5a5W3T/f\njyISRkkcj/6huYsoEQ7KPm9C1h+DVh2AG49eeHW+Clc1AFABfjv02e0n/PooAJ9SVet+LMBt\nquZQeHMfrToAKlynj8m1SJYmT1O61EltTqRSuFUHQBCEBK06AJxzmRmjHwLXUd0YdoQoipIk\nHaCbdgCbntE6ImjVPbjBffYbO05a9tvJL2wZYlZdnlkOWXW/v/9zAGaZlVgN907LC79bM8ZG\njRrVC6sOADQNQHO8Ku8Ue51Ro0Zdftllb7/9dmNDw2+bNt1+++2FhYWbNm2av2BBDJ9RUJ3k\nm6+/5qra3cvrifzXr6iIUoa1ecsWAOXl5X1f1VAiZdgNeOLdXIcAlGUxsUjTfIKQNA3YfQ4t\nAICy7PvXWGIPvOOkTu227nzvQwDXH9/LqkNG9d/bnovc698tN636wNIwcneS3LiLAVAaX5a2\nR6jcSSAcm3lMWUaGwytm6LLTpczD5Nl6ZhS76PeWlJQknvXl9/tHq0eZpMiPpZGZJwqzigKT\nnE5nMJMsKK8lSZIsywaDoarF0+bda1HX/iPHpHtnUXsN9Z9e+J4D66495tPLjlx+4aGlpaWh\n+yshpKysrNdXkSURAOf7xD14kHLLLbfcHlZhSggZNWrUTTfe+OknnwDYuHFjfX23TflGl5cD\nWL9hQ9Sjb7399rLnn//6668j9q9YsaLr4DeWLwcwareOXV9WNZRIGXYDHWNmX1UhBjwCZdlq\noEZgOfqM+Xt7MYMWIgHgSuMVh/bMP3TDCd2KxDIqx4jDBpmUdVbXBqzY7y8w5AMAEWAsiDiY\nLc+L61bsOZrdbi9VD9QxXZacP9w3WVVVDZpIdV2HFhcXU5roV5/f7y/1HZwpFzDaYQ6qUARB\n8Hq9gUDA5/N5PB6Px+NyuTjnXq+Xc17fllBb20HEumuPWXftMe/9+fDwnZ9ffmT423Cfyvbt\n23t9rRaXB4BJ3lcyogYjy99447bbbvvxxx8j9gfrUmVZjgibhrvKph17LIDFixdv3bo14vS3\n33ln9uzZCxcu3FUdWWz3wIMPRjjt3n3vvZVvvQXgzLPO6t2qhiopw24QQGj0YNAQgFCZScUE\nRNNUffppe3s5gxgqmIP/f/jbWPVfhJDb33k/wTnHW0+NO2aD7YWDsrspXtZlQDKhrXMA5ddH\nWnyrSP/4oT0eT7G30NCcwzn3+/0W0Xpc0elRRyZu2AFQFCXHMW48Od4ktt8VvIp7Kzo8CpTS\noJJCMMKrKMqrp5eNzTNFnW3IsOSMSRF7hN09ozRNU3vb9D3YOoxR+sD84+MOTrG3OGLqVADH\nn3DCw//9788//9zU1LR58+Yljz8+68QTARw/fbpO1+mZ6rvvvguV1Cw866yxY8dWV1dPPuig\n++6//9tvv21sbFy/fv31118/d+5cAAcccMCcLqUVDofjkEMPffyJJzZu3Lh69eqbb745WCd7\n5JFHhoRRerqqoUqqeGJw4Gl9TdMCXLENkSLZMJg0XNN80FR9RvR7cIoECRZPMF3ZNR906y7K\nMBhum9UnYbANthcnZC0AsN62TM8y/KrrgMx50Yf+dD80DkMufK3Y7y/hR+o9S7mWTJ+Wjg6z\nVZV33R+RfBMi6CoIfstrmkYIURQlEIjTeiEoL7yFfu3wNzHKxpPjg1ller1eURRKqc/X8UPJ\nsjznxUiHxODFLIt6SXh3Ubda1gC2b9+uaRql9IvWn/1qwB3wXnLoghjjI/jXB19fNf2wYOWE\n1aj/V0qUeADT0tIycdKkYH1rBAceeOCnn3wSVBhxuVyZWVnBxFNBEAK7VR63bt06Y+bMrh47\nABMnTvzg/fezsrKCb0PFE//617+uuuqqiMERLcUSXNWQJ+WxGywQTW0belYdAFVpALR9IZVw\nD0BZ7nXdW3VWg0Hr80eIa4E19Y+trn8kwD1j0md2a9UBUH3wtyLg7GTV/XQfAAp9H5cRBgPg\n4/VR1UejJlwDEARBluVgCNXr9Xo8Hk3TZFnW62MtjHOuaZpeMAIwS1lerzfoqwvK8IZ0PWRZ\nppRSStPkofOpbvMG6tvaayPmPr565iORKVAAhg8fXlZWVlpaWuuwNbntnoDvsW9fS/wSV00/\n7JIX3vP4AxiS33RDi4yMjB9/+OHvf//7QQcdlJOTo9PpRowYcdyxxy5btuzbtWtD9pPRaFy6\ndOnw4cMlSQrvPjJy5Mjv16276667pkyZYjabZVkuLy+fOWPGa6+9tnbNmpBVF87frrji448/\nPn769PT0dEmSysvLr7/uuh82bAhZdYmvasiT8tgNGly2JZrWg/6PgwQiiPn69PghvxSx8TQv\n07ifUr1sXXDzynfauqgJWPT620+c0eN5f/w3BBH7XRKxe71tmV91HpIbs9/rzw8i4MDEG7se\nafK+xTWXoiXyrEKDXSgAClBAASDSbAJBAxeJxbL+R2gc+syanGMjFOdDdPXbVVdXu1xRSrAp\npTqdLkKJLUjQcPR6vcGmYYwxzjkhJDSPLMuc82A4klK6Yrvvo18bKlv6pcnE3iIrTZIEWmP3\nAmCUpBvED/4yteuwf3/1nMJVAIwKfzs8VvuQcC5/+YM2T/tjSaZRn2ojlgLdd5tNEYOUYTeY\nGArtxaIjpGX/Jf6oFAlz2SuvGyTJIIk3z4iXqPTZP8AD8DkgGsB0ULwIeABAZ0Z+AVy7AEBK\nxwF/6+VSNj2BMRdEPdLgWaZB45pbIKYc/RkA6txPBtVPKDEQUIBQIvmafqeqajBgGvxvKABa\ntPUJ+Hcbc5birVkzuxpkQRhjwTrNiooKTdM0TetuJABZljVNC4+rBnfGFt9KS0vTHn1GsdlU\npwtAoK5eKhx2/dSFyVUGHiCMyDK+cv4hUQ89u/6tBlcL19p/vdcccU7c2a585cMWd6ff7VPn\nnNTnNaYYCqQMu14wdCIF+wREgDbUPtyEplGWUjlJMplG4y0zuzfpPvsHfHbwzp+lgBsBd6e3\nPJRz1ofHv26sOmx5LmdUpC8nz3B+g+c5gIbaiNm8y1VV7WpRybJc9Ov9nXbZq/RF+qh+OACK\nomzevDnBJUe0lWSMSZIU26pjjPluutO/q1Mpn39XtUk3BL9jx+WZnjv74O6OugPekFWXCIuW\nveNTOn0URSGVI5QiRe9J/f0MJigdknV2iqa27O01DDVumlQX/cBnd+DT2+FpjrTqukIZQjom\nSj9IxXax6oLk6M8Kbw7raTw4qkXFOYcUWS0+7Nf/lAeii2P1FEKIKIoAZFkmhLjd7hgePgCK\nogimtK77r33jgbeU7/cvsIzLHyJ/vFlpUgyrDsDFU3pW3h5h1ZlkySTvE6WLKVL0EynDbjBh\nsC7crWoxdKBCRqqNWPIJtPBdD/Hqx3jN47zmifadn9wGTwu8rTHP3I3ih7D7/sr9+PHffVrP\nzw/g10ew8XFs6aJmHMH3T+Onl0PvuqtUpZTC38U5x/1wN/VpnbsJhmv1er2maXGrZXevKYo4\nn9rW5lqz7v+mFTw36eekLGzvYpCEqEl14Tyy9lUAOiYZRdmqj5TLvuTF989bujL8JTGBCRSA\nXmT5lrTCDHPKY5eiK1u3bj377LPzCwos6elHHnXUJ59+2nXMF198MXv27Lz8/OFlZfPnz9+0\naVP/jRnIDMEwwdBmiOVEEmrUuH9vr2JIwsH9QPvvllfdC7mY+tpin9MJSwE8je3bzNj7HLsg\n+1+W6Mi2Gvy+o94i6DZLsAMYLEVbM45FTNdaglBKFUVJ9LqALMu+yg6RBf1+Y7SAAkqJIBSf\nNxzbHgalh5ROXLMjsrX54ELH4ptc6bIpXTYtOCBKJsClL77v8vkpIdkmAyFE5bzR4U7Xyzlm\nY3VLGyVk8Zxj+mHVKQYxJSUla9es+fHHHydMnOh2u/fff/+c7Owvvvxy2rRpr7zyyqmnnBIa\n+fTSpRdddJGmaVOmTHG5XK+8+up777//xhtvHHP00UkfM8BJFU8MVlxNT2qDvLMqIbIx6097\nexVDEL7rYfAu4UuWTjdWdpQaxEZnRm42PPUAwPSYcH2Sl5gw9pvPafvTHZ7OjSP1en1RxTPw\ndongW4o3W/uk0hdEkqTEHXVBrWOdTuc+/9LgHiKK5Xcdj9YuGl1S2oJfpm1uGNy1FBKj31z5\n+56edd3yj1WVa5r2r3nHAbjpzU//cfLR1772kc3pfjJVJ5EiJpzzMWPH7ty5c/ny5UEt4nXr\n1k094giLxVKxbZvBYABQU1NTPno0IeR/n302adIkAK8vXz5v3rzi4uLfNm2SJCmJYwY+KY/d\nYMWYeb67eRlXWwap5BMVzKkIbH/Aqx+NYtUB4G7oTIkadnJ6h7uOJxaI7B9ci+70hImYSJJU\nWvcm7Dujj9ZUxljibrbuEAQh0fArwBijDz3h37mrYxWBALr0qAUAQV/TNugVi/wKn/HI17GV\nirsiCcLtc/8A4JrXPgqoqsPrB3DXqdOuee2jflllin7D5nRXNduTPm2x1ZKVFr2L9Ecff7x1\n69Zrr7km1GFi8uTJF15wwX8efviLL7+cftxxAJY9/7zb7b7tttuC1hiAU+bOnX/66S++9NKH\nq1bNmjkziWMGPinDbhBjsJ6JwamBQoUMgzVRdasUCcJrHofi3K361vWwH1RMdC7HLpTuB8d2\nAOAKvrsVkhkHXJmchSaM64UH+ZFzg9uUUqPRmL/lKXi6j2a2VZcJ725O77b7bYIkbtUBIIRw\nl0tp7XyrU6PJ13maRmQaf6hO/k1xD9PoiNU15Jn1K8+e2OGEu++jNVVNdrvHe/Wrq+457ViH\n1/fImR13x7tPndaPC03RD/xS0/js6h+SPu3CQw84qrw06qHnnn0WwMKFC8N3Llq0qLikJN3S\nnsT59VdfAZg7Z074mJPnzHnxpZe++vLLoEGWrDEDn5RhN+gh1ECoERAIoWqgZm8vJz5UMKes\nusSpqqoqLi6OO4zXPA4lXgqdkLBhxzlqdyHDhIADAKDBb7ffd7Pa2gxFAWPWvz8cd46W2/4K\nTctIYGR3uOZkoAkARFEs+fkFNFZg3P6xDDsAXrter48I3faUYIJdIiMZY8oN/1AabRH7tz/4\n8/BFw+Fu7LRXNDw1/tvJ1dG7nA0ieMwEnnCrDsAV0w556JO1P+5qcPj8AArSh0h1cIo9xraK\nCsbYiBEj7n/ggRUrVng8ngkHHnjuuededWXHo2ZNbS2ldNy4ceEnHjB+PIDa2trkjhn4pAy7\nQY9ILKqvGgCoLAq5KgVX6vf2orpFkEr0ltl7exWDiUSsOgBxrDqWAUHPyyTauhMJVqt4WiCX\nQVbatU6MhWrLet7SXnNqu3wBNaVb73gk6qnNNy/ire0jm6+/wPrPJ6IOi4tECrK+eQhyGjwO\nOJsAcCWdYlesczzNRb/ej5z9NxsP791FAfj9/rhyxEEYY54uVh0Af+XOHY+S0kv2g31HaOfl\nu2Y1u3yAo9cLGyAwSo64739fXHFUguMvOWbK+c+8ZdbpANw868j+XFqKfocSYpA6PSL6FVXp\nYcUSo1RiQsS03Q2ura3NzMycO3fuu++9F9yzdu3aJ5588p577rni8suDe6qrq61WazDhNUSw\nNVlNTU1yxwx8UobdoEeynuapux8AoQZNbSVKQGS5KiXgbZx3igdRlgFNIzRN4w6u7oV4EKHG\nlFXXH/Cax7s9xtLAMugvv8LbBiolatUFaalAaTkUD0zDbUs+hj/sXFUNmW5R1hN2iDvbbJfM\no2lmYkjLuPn+7k7pSqvvQw0BOGxw2CAZkV3mrfXg23XQm0GpYYw+luuu4Vd57B8Sscx6jSRJ\njDHS/d2o9LIJaNkWvuf+kV8d/P7o/lvSHmN4pjEzTbrqjZ/+NWd8IuOvee0jWWT3plqEDQlM\nsnTqpE4OrS+3VlXYeqZFWmy1TB3Z6ZE1hnhhXV2dz+f7ZvXqxx9/fOaMGYSQN9588+qrr772\n2muPnTZt//33B2Cz2YqKiiKXajIBaGhsd5wna8zAJ2XYDQUINWjcDc0v51wEwNuwhATcVDAL\nNJcLoqb5wH0ABBVcaQaaBZYBaua8J+IXycCYef4evuK+gtZ93FAw03Wr27d7oSzT4oZBbnl1\nQyerbjdN15ybeffT0S7KoHZaEne2sZx8rLsLmgoiYPK1ncb/+B9oGqiI8R3NZzl3UWoAAEr9\nbLjy7ZrdS7IBcDsyDUeMRUtlNzmFSVA86c5pxxhjjJH/POHa8FOs8xVv5DIC7m9nVEx+t6zv\na9u7bGl0bm3E5OJEW6qnG+RsU/S8+BSDDrvH1/ccuwpbS4QtuPDQA7obLMuyz+d75plnQilu\nF190kd/vv/zyy5csWfLggw8CsFqtDkekL7ytrQ1Aenr7BzVZYwY+KcNuKCDn/MlTdz92J74E\n33K1DWobAgi5FEI3Ga60CCwTQjpXE9OqTRQBGGodzwYH3RWuCmm0qs+BP64QnT7qEc3jsl0y\nDwA1Wax3dngNCSFRkrAUFf7dzxLf3AhBBpMBQPFC3W0/rf07iACNQ5/tLyM5HzUBAOeSUMcz\nsnlLxxMztzc53/5SKNtfP8wBHsWuLW76uC/R2IiuYuGwB5Z4Nv4W+3SppAiBLgXI3ib4Hetm\naNM/H2tzDm75RkKIzZXoj3DDjDiaxikGEYRoNNrfd/+Rl5enadrMGTPCd845+eTLL7/8p5/b\ndb/z8/N/+umnYC/p0Jjm5mYAwwoKkjtm4JMS+B4iEKLrJGtHhO7HAgBXmgRNTMYHgFLBQmga\nFayCNIyybEEsEMQCQqO0V0rRXwjRDC8ph261wdY3zXRNg6lUqaqIPYo77LZL5jXf8ufmmy9u\nvuFCTYlmaHZOW4Hqha8VvtYOqw6A6ofigeqDs0ak2R0PI542YrJ2nVKt+Nmz0wAWTVvE3cgY\nMxgMMaKlMWCMRe0hJkmSr7IbsZUwhl+6fxSZPQDcD/v2Dw7fMDrHNKkwPdcc3XYc4IzIMn57\nzdGvX3Bo4qfc/GaUPgEpBiOEQBB40l+Udmss5uflMRbphDIajQi2FgQADCsoUFX1t986PXH9\nunEjgGHDhiV3zMAnZdgNFWinBAVC4wc+eKCRsqz2s1k2ZXk0pjVGiA6AIOYTagIQ1txMoILV\nYD1TbznZkLFAn36qPv1UY+Z5lGVSIZ0KHe5rV9NTPfqZUiRKhMdOyoOUS3+rTEJ/LY03P/W/\nRFfRYuOtzdwRPX0z/bgEvhYlE4SglcYFakZLHQCkF/j8OWpVdCeZumOju4JF9I3VDCM0Yikr\nKyssLBw1alTXu0JcDAZD18JYSqkoijxe6t7oe2fCETPPmqsvHLXp8QPffffYX4oyBl+MssLm\nOuK+/x3/8FeJn3LHyYNGtT9FbAjRBJr8V4zHr+OmT29ubl6/fn34zs/+9z8ABx7QHsA9ec4c\nACtWrgwfs3LFCgCzZ89O7piBT6rzxNDB2/ikprr0ee3y98GKithQlq0KHDxAVU3jDsqyVeKJ\nKLkIIUjD9JZTIna6bI8RId2QcXqMq7ibnwnWahCaZsw8L6EfJkXC8JonoOy2paR8usMGly1R\nIeIEaP1ZVqq6NFHoOay4LH1qHEcyJDMog7cZAKxj+abtAPfuaOVNcYQGaEGZYYwOwZ5plmKt\negs55T/hAzZv3tyj1UqSRB9YogUCRBA0VSWCAEq4x+OrqIx9IsvNHnFJWUfQOSr5o+Cp3n0l\ny/nfHtbo8FXbe1bqUWI12Jz+MXmmjXUOt7+vmsy9YHSu6YVzDt7z102xd/m6ouKldd8nfdrT\nJ086vCx6+qnNZisuKSkvL1/x5pslJSUANm7cOGPmzF27dq1ds2bixIkAXC7XsMJCxtjqb74Z\nOXIkgE8+/fSEE04YM2bMhvXrg277ZI0Z+KRy7IYOcvb53sYnvA2PyjkX+5peJoJJU+PkV3Gl\nkXADFcyc1wXfCmI+RxTDjlC5q1UHwJh1UdyFGaxnBxugaXxwN1MaoKjB3yqldTq0bIiacNYX\n0g/PsSXDsEsoPuB3wFTUbtiNPtP9/HxIMvzxLR5eU+H25kKnBxMJbYWQJ795JTn53tAAURR7\nJDvs9/tlzr2be/aDM2vGiKsmwhE7VksRfnvw25+c+DF0mUesHJWgfcYoXTNjO9wNkCzggQv4\n4et3JTdZNiFUnnIK7IsQAkFI/j99DJMpKyvr1ltvvf7668ftt98hU6Yoqrp27Vq/3//Pf/4z\naNUBMBqNd91116JFiw46+OBjp01zOBz/+/xzTdP+/e9/h6yxZI0Z+Ai33Xbb3l5DiqTBjJMC\nztWq5xc560xmnKS4vo9fzaAFwu0tQiioqGkdt0BCTWlZF0uGyX1ZWMCzAZofAFdbmW5kX6ba\nB6mqqrLsFlgP3wbAq+5t7ykn5ZKKX6AloRo0gtZ1Pm5PQut6arHKxQl8M1IRlEHT3G++rbna\nIqprY6B5XJqzVWtr1uw2zdnKdYXihA7JtIyMjKamHgamDztYt72KO5xawj3KRt1+VDyrDoAG\nLsKci8BuP6umQnGet5+vEmN2tnoiDKZMo2SSmcvf/oc8zCJ/csxGtFZA9cFvR8C9RpuQYRAt\nenFPFmQYJMEgsXmTCuOOvGH5J38YO3wPLCnFnqHa3rypvpoSLbmvcfkFRelR8miDHH7YYWPH\njt2+ffv69evdbvdhv/vdkiVLzvzjH8PHHDR58oSJE7ds2fLlV1/V1NYeMXXqc88+e8TUqf0x\nZoCTCsUONTx19wNEn3dZ8K234fFORRUJQKVhAbU98kWILhGfXPxVtb4W7IpBxTxD+ry+T7iv\nsWPHjtLS0vA9vHoJwj2yUh5dv65frm0ptL24Ov6weLDikelTEzDsCIUhD9BwwF9dd/1Jc/Ve\nlIeYrcar/ht6W1FRoapqT7/x5EeWen7ZGHuM8XcH+yp26IqGFZ5EoCQWUaUM+SMRcMDfucbC\nMg6K+0+r9xMpeXjs2nN+mPT3I7MB3PK5TQA8ivripO/hqIqcLX2E78ufZvhPafXsoca+6649\nZs9cKMVAY03ltuU/fpv0aececNAhJaln/uSQCsUOKbyNQVExzdv4tJx9LgA558JEku3C4f56\nqssNtq+gYnLqgDStvbmkpu5p8byhQaRVV3Vv5AiW0U+Xbv0qSmeFfkTjUNyYdDUA47VLnLcu\nQG8fPjWX3X3/ZYbLHwi+LSsrA7B169ao5a7dThIvgCuPKS+c7gUbDr8DiYfBuYLqTZDMyC4G\nV0EF+GxQ3LD/CmDJ+B3Q56Op6Z/ThgVVtW48xGQwGAobXoEj4p+DwlQYWP0bWurfH7fh0E37\nJf6j9Zo0XerGse9CiCYIyY8MDJ445yAgVRU7pJCzzyXUQKgcnl2nz7u8h9MoCInfaclxABgy\n/hgs1NW6qcxIkTi8ekn7FsuAlAtdAXSFNn4QrCNAowl/DDrCFOCIJbP386gqd0RqjowcOVIQ\n2ms4KKXl5eXl5eWxsmeu/qtcHsuRUHL+cHAF/l7pBfrbUL0JtVtQvQm6LEjh1jkBD3DOKaWS\nJFFKVVWF2LluncmBKtn32fdaMGAdLCLuZxgl/7s81RZs34US9EtV7J7VxhvapAy7oYac8yc5\n52IQ6rU9E9rZU9tOUH2UmoFkPkYJLCe4ERQ9cf3n+mTNvM+htsfWq9Vjt7ZN2WqfvNU+0ev1\nbs44tmrsn6FPquuO0vQj9rgsZ1j9h/Fv/4EQr5Y2BgG/664/RewbMWJEeXm5KIrBqjcAQjeX\nkGVZeORp79ZYMn5VSyshJ0OSvnoT7E6gAIZCGEvB9DCVDKtZNtL1YWnDCyMd75bUPhPeeRZA\nYAfjlb/A7dCaawFA2xNf6PsVmOMPSjF0IURjAk/6aw+LHg9tUobd0ESf+9fwoKe3cWmPTudK\nE1VVynIJxPijE0O2nATCAAQVT4x//WeyZt6n4FX3tsv2GscIgqDfjSiKALxe7/aSM2FOnpCm\nIbv5jeRLG8Tn+3tCm9SS1aepAr6ou4cPj5PRL8uy79LrXd//gJihW8/GzWDGGAN6gM+O1q2o\n2YzqX9FQ1fzGD61rFIhp8DvhqovM3qMM7s5uQiYmP0LWGfihM54AACAASURBVKtReuqPfaqj\nSjHYIUSjNPmvVCg2iaQMuyELoYbdKXeQs8+hLLtHp2vcQXy18HVJ0+4DaVl/TuJs+yAdQVig\nITDZ6XR6dhPqbxgIBLbmzoZ1BGgyEqGc9UJe/MrH5OPrUDk2XP4AkXrfoUHz+wDgg5ujHuV1\nzwMoKysL+vBEUWSM0d1NMrjbDYCIItFJAKgs60qKxdyczlPw6jfakvPbDifgohZrYNum5re6\nKd0wFfL6sD9Pg/lCnJjkNXTBr/S36ZhioBOUO0n6K2XYJZFUDuyQhRA9Vzv0HXRZf/TZlnGl\nh4nwJGkeuyBp2ZeGtp33XZl2RZcigBQx4J72DaqPUQHAGNueM0MulvM3Ptau2dsHLIdYbXE6\nivUHGr6/J1hCAQB6YyJqdt3h+tefjftHcfvx6kfCi06i+PA+fCPqhL8dNyf8rXPNd5g7LQGh\nk57AOTinZgu3N7esziKCyP0+68xRaG2X1gtsqA7r/4zLcy/+qTJaE7OkEp5d1+R+MdOwoL+v\nmGKgQYgm0P4onkiFYpNGymM3ZNFlnRGhaqbLOpMIPcuPkbMvSOqiOkGEjucK5z2X9d+Fhg6a\nAgBUqtZO7NrwKgSlNBAIOByOyhHnwtCH4oMgrgaxfH8hd4/3SVQ8oU3jlQ/3ZSatrRnmvIid\nvOZxqC5a1xs9ZzGnk/+bSqzq6WT6tgEgLU9prFUb63lrc6Bis3/LL0rl1o6cVybDF2bpMskT\n6F9fWo5JN6Wkwwi2uZZp2l5od5Fir0MIqKAl/ZUy7JJIyrAbyujzLovIrpOzzwMZKIWTxkvv\nCm2nXf3AXlzJoIDveqh9S8zxeDwxx7bj8/m2F58BU36fLqx4LSNbMw7Rs9LyPs3TU1QfNtwX\nepd2+0ugvf++cn74JW9cEXrL65ZCaYOQhoAbH93U09nKli0BIcaDJo2+94TR954wavEfihfm\nxD+tRzhrshZM6XjLmDR6PFz1AGAqgnEYbwwzJRV/UYb+sOGZZrm/gjBGiT0yf2LoLddSXWT2\nUfqrV2wqFJs8UqHYIY6cfU6wyVhojz73zz1Vtkux1+F1y8D9AKrJPJ/DFx6Di00gEKgoOKWs\n4W207OjTChRv+tQRzc2NvK1zvI/S2LUFfULtpLZDzFattbeiepx7X/hMPq0WSphFIpjQ8B0A\nrLoRgoRjbk18vtEfLMcvS9HSsxa0PUNpL/ugRhPNyk2f7IexBP62wPpd3N4YMfamLfeB0tP1\n57Z5k+xIo4SMzTM9u/Cg0B6baxmALONZyb1QikEBJegfHbuUxy5ppDx2+wBdXHQ9Dcim2PsE\n2tMlg40T9Hp9jFBsBIqibM2agcyRffp7N2ZX5s1qPf9a99X/YiUjAVBzuueae91X3r3HPHnG\nv/2nL/o7vKnW9359+B5a0dC+FXDD24r3/tazGfc7B1QEAMnU61XFwtfKcocBYMNKtLYWFE6F\n4gIoRF1kPSwArxPutqJ0fXdOu2Hp+o/0X+eY45ehWA0d3xgEKLbqw606AO1d7FLsm9Dkx2Fp\nqngiqaQ8dkMfOfu8rnu8DY9pPF44jyTh41FRUaFpGiGEEBLswi6KYlyliRSRtOczMU3TJElK\nMBQbgnO+OX2aPl9ftOmRRHtehZNRWpEzS/H5ACiK4j/5PFmWBUHwOBwAvCcu1Ov1xif+jzdH\nupH6SiDSfKGWLN7a+6uou7Z43y0GVyEI8uyxoJ0rSzQNH92MaXf0YMbD/g4A6/4N9EqgODb+\nNsh6AJripzkFzS9+AkKs04t4TbcNne5teWY6Tg5uM0oL0+XHW94SrFmaoqj1tf6anctyGljx\n8GOaDoxx2bIsQ7ZPp3DuDfCVF/0u2hBCSZIUXlIMNigg0ORb9imPXRJJeez2VUgCoq9JSo4e\nMWJEWVnZ8OHDJUkSRTEQCGzdunXHjh1JmXxfgO/aXTogZQbidbiKgcfjqRp9MWRLD85h0s79\nr9iaNSPcQcg5d7vdPp8vJAvi8Xhaz75SLBsTKw2OCZAzun0Z82Eqjtyps2D9v8Ln0Ljaox85\nEkXhNRW8rpJXV7j/+477py6tGvxOfPL3Hky44T9Ysxie3QFiQ05kc4heI2cEp5L2m0hEKeOy\nW6zX380b6mApBuv2iYsYTAUWfXB7+RmjHppZrNbs8n73tW/DWqVmJwCloVZtburudABmmbV6\nlBfOOfiV8w7pxqpDlvHMVBx234VqVOBJf8X22J1//vlUELq+bDZbj8YA+OKLL2bPnp2Xnz+8\nrGz+/PmbNm3qerlExgxkUh67fRQ5+wJP3YOJp2r1mmCDziChhqfBduxbtmyRZbmoqKi/1zDo\n4e0+tl3+IznvveoHAK/Xu2P42aVVL8KVgN/LYK0avtDbjXfQ7/fLsuz1tq9HUZT6mWfKspy2\n9F7eWBv1lO3pp3R3qWCIOWprL6Gqqri4OP5qe0FXM5GyHmXaYcJfsWZxpz36rPCWaL2E6cGM\nMKRZr10YvpuYLYGv18PbbV8+vmvz0xkvzDKeMjbPdMMndTf/zpI17gDf96vDx6h11Yceam11\nB4ySsNXm0jHa4PARIMekyzRKRh17NKxIIkWKCPaKx25bRQUhJPxu0r6YsCfJRMY8vXTpRRdd\npGnalClTXC7XK6+++t7777/xxhvHHH10j8YMcIjW2wbbKQY73sYnw1vKRoWKubrM+FJV3sYn\noHGNuwk1gOrlrISe5jdv3oxUZDYe9fX1IXMnEGhvHupyuWKcEm5vRYUxVlbzOhzRza92LIXb\n8+fEdhDq9fquQWHGWOZbzwSqtsHv77S/eGTD7HNiXbF7ysvb0/hc9/5Fs8dyOPUIWlBmKO68\n/hn3dTM2Jl/fCh4AFcH0oCK8fVshk3HoLVGPKG8/wqu3tDcQ6x46bFTz9L9wzh0OhyzLujuv\njLxCdl7mHQ+F3s5/au1L501BihQJ8FvrL1/Vfpb0aQ/L+/2YjP26O1pUXGw0Gjdt7EasO7Ex\nNTU15aNHE0L+99lnkyZNAvD68uXz5s0rLi7+bdMmSZISHDPwSYViAcDTunxvL2FvwP3xhyjx\nJU89dQ9oqlPjbgAadydo1QEoLy9njCmKErTwUkQlNzfX6XS2tra2tra6XC6PxxPbqgMQNP5i\nDFAUpbJoHqTu06QyyrbmnBQ37Bv1sVBRlPoT/ui+7E6Wn3xfrPHKh/vShSICw/gw1WIiQG/t\n5USH/R06Cw77O6Zch4Mirageo3UvPT1rkdbSJXzcFWO63W4PNiNRFEUsGy2V7ydktguysKLh\n4VYdAB3rQzfeFPsYBKAk+a8YoViPx1NdXT1yxIgYq0pkzLLnn3e73VdffXXQYgNwyty5808/\nvbKy8sNVqxIfM/BJGXYAoE+fu7eXsBfQtPiGHTR/qC9ZjEGhLUJ7llJdVlYWNEE2b968efPm\nysrKHp2+j9A1uBAbRVGCrWNj4PP5qkZdCEO0RnMZpVuzjo/R2SKE1+vV6/XdHbLNWySOHEsN\nSco5243xpqVENvR9HpqWDl+Yx1o24+jobccS4uBr2ze+vSvmuASImaVHxx0e61yTVfvzGepx\n+4d2KIpiO3lh46wzWGEpABCSeePdESc5fL1P3Eyxr0EAgST/FSPFbvv27QBGxDTaEhnz9Vdf\nAZg7p1PbmJPnzAHw1ZdfJj5m4JMy7Npx2R7b20vY4yRW9KqpPelJlUhNRmdGjBhRvpuSkhIA\nVVVVQQvPde9fezrbkKSqqmddDTjnUZPVIvB6vRVFp1cf0NnDZCncmjUjEasOgCRJPp8vxjLq\nT/hj26JbWHFZ4IYHHPMXJTJnIhhveIpIut6fTyktGmU4Yiy8rR07j44e/dyjmEsgW3HQVTGG\niCf9hZYdiK73QUsWLRyt/vFIxb+dK60RLlvGmOukMwDkPvJKxHkz/vsVITjp0W+SsP4U+wCk\nH6w6gYB2/421raICgE6nW7hw4bDCwuycnGnTpr2+fHlPx9TU1lJKx40bF77zgPHjAdTW1iY+\nZuCTKp7Yzb6noqPP/Yun/j8JlL7GysL0Nj4Z/rartEo427dvTySdrri4uKKioqqqytrW7Lx5\nPjGYjNc/HvesIUyCZlYvUBSFMQZQGKwQDVWFcxVF4Qkr5FFK467N7/fb5lygU5SeSrSEU1FR\nEem21P8/e+cdJ1V1/v/nnFvmTtnZwvbGFpokoLFHJSSK+X5TEMVQjEoUDAqiUdTYYixJNIqC\nxgJqFCygYjSBFBP9fcWIRGM0ajC0ZStbgO07fe695/z+uMswO23vzNzZndk979f8MXPvc889\nCzuzzzzl82SBP6pPGQ1ktaO8Isv0POhvgd7UzE7gEvU4eTPMvFqPobDoNnnzL0jLnuCD6iWz\nZOUwKEcAgJC+8sIDLYcnBc7m/fkV338/D1/qW4+9P+BVTDz+x03fTHDbjHGGmbecUfTN4CON\nA3u7vUeimEdmglRUbT8hZNloxvX19QDw8COPAEBRUZHL5Xp3x453d+xYfeONDz/8sH6btra2\nvLy8kO88+fn5ANDe3q7fJv1hEbtBrBOWj/YWRgFz0SqEh89qeY48EfG4r2tLcPvFsHlYnU0S\nzc3NGGOEkDbSgLodrl8vH8/Ru0A3cSrw+/0tX7m+tXbJgfzver1e/brH+iGEGN6kZb0p8u9k\nKIKIS2tw8URcVtO97EHruadaypzQPzQCyksJ9kxE5OQbEroMwZlxJIKpHNOpJV4idwb/cer6\nziJx8gnYFiqkrI2pyLclEf5kjDN8qvvfne8FP3p9R+KtqOv1HQlZxKtE7fVuqK8HgNmzZzc1\nNna0tzsGBl599VW73b523bqdO3fqt+nq6rLbQ8X5s7KyAOBoZ6d+m/SHOXbjHalw+fCFcVTx\nHH7Ue/QZ7ZX36LPeI+u9R5+h5HiWFvO5SIhvXKb6wq3K09cGH2lsbGxubkYIYYx5ngdeQDn5\nKDsfOB7hwSSvsvGnyrOJ/e3MYGI3QyQDIcTr9aYuKGgIiqI0NDSEHES2nFjXYMxVndC95Bet\n517ROmdZ67eu8Pl8IEfqO/n2A8btNFGk+Po2xCt+CdzxfAvKLQYYKt2CzYEemsqiPRzHdc69\njC+r7LpzZbBVsV0qyzFH06uLAdlyE9lyE9l6R7wXMjIdBIjDxj9i5Mzuuuuuhvr6d95+W5M9\n4jhu4YIF999/PwBs2bJFv01eXp7WURTMwMAAAOTk5Oi3SX9YKpYBUuGPtSexZ8hS4h4ifUcB\nsIjFSgCCsPnwwIx4xca4Hz2oPHu9uukWICq3dC2EhfTcOQWWn6wNuYq/MrT0ezygJ+k5tlEU\npbW1tby8PHDE+tMNznsujaBFBwAAXPnkQ+dcAkNLAFvKL67sCwrOiVaY88vU7DcepLwEemmR\nNZsOHBs013sYILS8taLwP5TKGNsUf0tRjre9+9T+i66wPnFfsM2fV5yV4J4d3QCAr96U4OWM\njEWrsUvFstEoKCgoKAht87pg7txVq1bt/vJL/TYlJSW7d+/WJiEFbHp6egCgrLRUv036wyJ2\njOOYi28YrvthiG+B+WLhd38VXtnOv/Ov2MJp0eB//BvuijWaVxdOuFc3blHV5CYuZDgYY0mS\nwhs1bPdsBrOtb/nDuKQKV0zGlVNwWQ0uqsDZEzrO/VH4Ol6vF7KDRFhS5NXpL7NDeNhuiagE\nstuCCUwW4Q9fDP2iTlS1iyidir8RAIhytCz/c7/f77vhvq67DKtqIJuT1nZhZBqpkjuJcxtW\nqxUAJFOs91qITVlpqaqq+/fvD7bZs3cvAJSVlem3SX9YxI4xBHPRdd7O56nq0DXnm3hAkEBO\nahYCQw/jWUgcY2wymaL1XnAF5W63233e8a4dnucFQVCi2LdU/KDS+1s4776IZ42Bl0DV19gh\n2hP06gBAVQAAOAGJZhBEcriBE76myoP13UQ5GmJOqQoAbrfbkhXPTLlh9sB0UsYdqYrYRTnu\n9/tLSkutVuvBurpgfeAPP/oIAGbOnKnTBgAuvOiiP//lL9u2b582bVrAZvu2bQAwb948/Tbp\nD4vYMUKRCpaai39iLr4hRA8FcXaEh4iWEaVTnjdLe566IjBGW1ub2WyWJMlsNuuUPh9Wozh5\nRFFMRadFxBsFvLrwSjswheoVK9E7cDmOq6ysTK1XpxPEgSkbTvtp4itwPAAgW7Z4/XpxxWOo\noILf/h+MY2jgDf7pdC6+uutn10Y3i2sPw8glMsYeOEU6dlE8O1EUv33++a2tratXrw5IptfV\n1d14442iKF511VU6bQBg8aJFdrt9zZo1Bw8e1I68u2PH5i1bZsyYcdZZZ+m3SX/YSDFGLLyd\nzwH1UyIjzqZJmXi7XqBKLwBgfoLw1udgL4TW/0JBFV6YBn8sxyitra1u92DLmCiKGGM9iW+T\nyRRDZC4YrVXF79chWB10iSAIOtcHHVPOdF7L83yI7klDQ4N+/zIwmizlfBCzq4CXQMyGk3+S\nzB2UtzeS9nrxisFssv/J65Alyze3EqILj/PixJYjJwCA1Wrlf7W66KnXErs12XIzOLrAkoMv\nj1WVyxiTtDn37O39u+HLnpA7u8w2PeKp1tbWWd/4RnNzc3l5+Uknntjd0/Ppp58qirJu3brr\nVq3SbwMATz/zzIoVK+x2+/lz5jgcjr+//76qqm+99dZ5554bl02awxw7Rtx4O5+n6oDpgz44\nEhQ+yS1p+pvT19IGCAWqf5AoTvtbqCBq6mhubtYkjscYBw8eDO6cMJlMWsmdyWSSZVnzsUKc\nm2HnycIxHxEAOI4b1jiEiFNio1kSQrQpt3HdIkCwY4cQmjx5cvDZpqYmnS5puFOYQj5+APzR\nBzGfc7/hN/Q/cS3KK/GdH6rUEAzmC9q7TyOEmEwmy+P3AuYKHkpEIZI8fSUAZZ0T45N21559\nKXDspubOLrNGduwAoLu7+9FHH/1g167PP/88JyfnxJkzb7/99jPOOCNeGwDYtn37Qw899MUX\nX/A8//Uzz7z33ntPPz10ULIem3SGOXaMRPB2/lb8e+txxy67sPEvDn/HEI1KJAhUls0nTKl6\najz2sRpFY2Nj+MxWi8VCKfV4PKIoxhVpkyQp0O3l8/kSc7YEQaCU6oyT6XcBo6E5doG+4BD/\nLOK/TzAYY4zxyLl0Gv96CHx9kU8hDGcb37Thf3KV8sPZRIkljo/5otbOrwEAxjj35SeVw61F\nG15P4F7klZ+Cowsvfz7BvTIymQ73ngN9xjt2U7Jnl0R37BhxweqiGIkgFVwFcpA/UVjt7+wO\nscna+KjtxcfJzdeM6M7GHBG/erndbi3Ypt+rE0XRbDZ7vV6Px6M5hQmH0Hie1+nVRWxljReE\nkCiKFovFbDZbLBae5xsaGrTRkDCc6rUgCJMmTRpprw4ATvtp1HJwmhLZGvHaJ6JJgWG+CPNF\nmC9GSOR53mw2Z2VlEdcAAHTdnsjbE1/yEGQXspbY8UmKumLjbotlRId1xTISBF9yP3lxNQCA\nIB189jPLzK9Sr8fX0ES8PrGyTCgpTsZ1YASoqampq6sLd+/iEkCxWq2yLA8bOdPpsekP8xsi\nv8dxnKqqbrc7sJQgCMO2hvA8jxDSOewkJZjs4OsfyRtyW3bSS04nypCvWJxQatr8RyAEeBGK\na6Uzzij+/Z1QWNXpiGcGdDiqDJgjf/sNuHrw/HuSWoqRUSBISVcsCzIZCHPsGImDlwzqzKE3\nlrk/200JsZ40ncoKuelqr6JoA8E4LrYwHmN4bDabIAgA4PP5ZFnWonTa1LVhfSye53me9/l8\nwR6boigh3Qwmk6n8403gc4HJ2nLqkvDkpiAI2kFJksr++4f62v/Vs/PkvTpt8yH7kWVZFMXA\n6OFgf3T0/bkAI1/lwvPCtj2+7xUhLguoTIkX42zT9o+0dyIofmjdW9x6KwBATztfXKYcbgOU\n4N9T/MNHtCdk+wPkdz/HP2C9U+OFkRcoZsQLc+wYBjD5d88Fnh86dMgfFBmKNSmGoQ9CiMfj\n0SrqAp6c1+s1mUyxW001bRRCSEgcTlEU01Bhz/J/Ph+omKz81ybgBADafvoVHo9HkqSyfzwL\nXieYbSCa4XA9ECXrpAUulyu238bzvCGOXcSf0e/3m83m+vr62trawEFRFFM6Vzc+Tr9tmN7Y\nxNj9HMxYFvGMuPwRedOdgDigyuBnOzZDf6Tp7LxAfF4AoL4EW5XJC6vwj54AAHzB7eTNexNb\nhJGJaKnYVCzLMArm2DEMJqSmSgs1MZJBVVVKqdlsVlVVi8ApiqKqaiAaqrlQ4V4Ux3HR0q8e\nj0frV/X5fKIoQn+Qnu0xD690+8+gsAb6DoPXCQDg6AqYyLIcQzQ4QJJaelqXRrSzHo/HZrN1\ndHTU1NQ0NDToL6RrampCCGVsA3XMQKAiYy6LKP2IsyGcBdQHuSXQG9ZR4XVhaz7p7Ub6ZBEj\nIBz/YoDn303+8Et84c8SXIqRUbCIXfrD8toMg5k0aVLwy4Q1bJUjG5UjrO0OAKCyslKWZZ/P\n5/f7McZa9wPP8wBgtVolSRIEIVy4OLZXpEUBzWaz1WrleX7QdQszgsMHI54q+7+Hh3XZE/iv\n1+r6Ay85jovde6GqqibUEld7RFVV1Qh5daZIMx7ErAgH9YNjfRsnnYcQzrEVXGfNu9I64UpL\n3uVgmxBqlFvSL9co7S0AAHyC37sCqVgAoH99FF/4M7L5JrIl0SkajMwhTUaKMWLAHDuG8SQf\npVMOP4f4XL5oKQD0PfWgEZvKbCZNmiQIgiRJWlhOURS/3+9yuTwej9boCmHhMY7jYidqtfI1\nl8tV8uXv496QW1dbQLwDMCilgXK6YZVctJbbkC8SEWlsbAx00Y4op90aIcWUaFnbIF+5ItoZ\n5Y9PgmQFGFLVii8cuofSqb11Xv++/wwW3iVXCEi23Q8A6H9vAAB86SPJ/miMTAClaPLEaP9c\nYwmWimUYT3V19aFDhyilqqrGW8auHH6OUhmweeD5T9TOPyFeIC7nkWsW4Cx7wZrnhr9+jNLU\n1CRJktPpDMm3Bl5q/RCBARUY4+BwnSZfpx3Rmkw1r07zCNumzyur+ziO3Zjt7f9zG9WhtEII\nCd5VXOjpqBUEoa2tLdpw7oaGBu3HDAQ4RwExC/xD+09T5v3wc6+lL/7clP290BO2XHD2AACI\n0sBhTjkymJnF2bn5v3wiqVs6ushLP8GXP0beuAc4Hmx5Sa3GyAQQApyCvClLxRoIc+wYKaHs\noyfB2QNSFqmrxN/WNTpJ7ngaIUxVJwA4XmhWj3Zge45yuE07S2KqM/Ss+RlxOhTFXPyrXye/\n+TRE6wlobGyM5usoihLwXbKysrxeb7AeSrF1F5GPAAAgAQsFLT0na9MgEtyNvcDj8WiaIzF8\nLy07rL97RqsUpJTqvNDv92sRwYMHDwbidg0NDQihwI/G87zmzo7aLOPwnyI1OnYaygUnhkfL\n8ZWPkU03gmTrPyJSnxMJArLYkEnKv+83yd7Pko3n301eux0veiDZpRgZAgqJCRu3LMMomGPH\nSA2qAln50H8Y3L16LyFuLcSEhEK55SMudwL1D6mvOrrqEkoIEIJ4vvCJVwCg686V1OclTocm\noH/4ztsM/RnSjurq6vr6es1j0wYqBNexYYytVisAyLIcOhwiECWiMvEfliQpOJ4XZ+cybjtz\nKXi9sizHniqhtW74/X5NWkWbYIYQCrlEawrx+/2CIGinRFEURdHpjFT2F0TApySE1NXVYYxj\naPuNWrfsabcO6Y0VrHDaram7GyWR/9H6OkxAfHJ7HRJNwuSv5F5/Z2Lrk23343nHfxw8/24A\nYF7duIJ1xaY/rCSCkRLw4ofBZAVrLgCQl6+P72LEASH5v3oq//71wYfpMW08qihHrllw5JoF\nancncToA4OjqK3rW3DVWw3XBaOoekiSJoshxXHDPBCHE5XK5XC6v1+t2u/1+v8ViMZlMZrMZ\nIDiOQyilAccOY1z6YTw57oJKv99vtVoDI2sjYrFYQhw4jLHX69WUVkwmk1aIKUlSQB4v0Ceh\n9Yjo3I4sy1pYLi7F5hHFVnr8+RkJelQ6oTTyP0Le7b/Ou/MhhDm+uCxhrw4Agr06DfL8NeRv\nvyG/uyvhNRmZBUpB58SwkyeWLVuGOS780dXVFWy2c+fOefPmFZeUVNfULF68eN++feFLGWWT\nzjDHjpEq8Nw78eJHwJoL9kJ4b2gDxB9vgHd+HnxA7ng68Nz5hw5ssXTdsbL7bl05XACgbpdc\nv+/oqh8mvesMwGKxEEK8Xq/P5wsuHdPK7AIvtWkNg4V0aEjypMj2b7/frzmFZrMZjtTrv3v7\n2cs1aRWtSzfcQBAEi8USrW9DlmVVVX0+H0LIarVqrp7f7/d6vcFZXf1empaDjugIBoSLRy0P\nqyEfKzEUbPDFBgDwbkhJ0M7d8xKA6u59OaoFQnm33p/w+hG9N7x0A/6f6/EPfjFo82oK45GM\nNAGn4BE7Ylff0IAQqg0j+K29cdOm8+bM+ctbb9XW1mZnZ299/fUzzjzz3R07gtcxyibNGV65\nnsFIEvKHe7GdA0qBqqD4gKjw3YcAALb/BC54DDSvjgypr3e8dFRuOggIxdW1J9RMzvtp4n+3\nMojAkLHgARIYY1EUI3pUkiQVim8GXnbKF2vKw16vt/bzzQHhuuGxZreed4sWWrNarZrUSDDZ\n2dkOhyOk8M5sNiOE/H6/fgGUkMEYw2IymRBCiqIE3yKwCM/zozAuNpgP7gDOBF+/W3vlvncx\nys4335Bc40IYru7nKXEibLNOWGrsygBA3rxn2NFhZMtN4HXhpRsMvzsjfXD493R73jd82Qnm\nb2SJ06OdraistFqt+/bujWbQ3t4+ZepUhNDf33vv5JNPBoA33nxz4cKFlZWV+/ft077EGmWT\n/rCIHSPl4AvvBoSBKODuOe7VAUD5KfCPJ5TO10O8OgCwLzsRIG4tBtLbc/T6y/oe+4UBm84Q\nEEJ2u91isQCA2WzW+T2tyPphYrdrm/PTQMLU5XIFn4SLwQAAIABJREFUBwgBQBTFiOMoPB6P\nqqo6w2aiKEqSFK8Gns/n83q9GGMtSQ0AgiBoiyCERtmrAwApL0S+jjr7DL8J5nIAULQyu2QX\nj+7VkeeW0z89SJ5bDo5uUGLpDjLGAGjEI3Yej6etrW1S0IyZcF7evNntdt9yyy2aNwYAF8+f\nv3jRoubm5rffecdYm/SHOXaMEeFbd8D590JeDZCgFFt3A2AMJDTqAwDDyOtHQe3t5nLz+uZd\nXldXl+A+M4SAR0UpHRgYIIRoUyiiyfkW2z4a8jpKJdYwYD7cceR53mKxmM1mbY5FNIfM5/MR\nQvQIHGqyLInpWmspXUVRBEEwmUzaImkxrfjUm+GU1UOOqIrn0VXG3sScMx9zeQDg7n3V2JWj\nQV69lWy5BaQs2tMGih9gNCbkMkaWkRco1kQoa2M6dv/YtQsA5l90UfDBCy+6CAB2ffCBsTbp\nD3PsGCPIOTeArfD4y/PvUWpyqBKhbZYSDzehMPz4sODcAkVRKKUHDx5MeJvpT0VFBc/zoihq\nvgulNCR4FgzP80QJEYtJ6I1fWBXiOHIchxDSFJI9Hk9sb0xRFD2JDJ/PJ8tyjB9nWDQPMtBU\nO/rhumikQPfEkncpwlaMbYavHBkpCzDGlz6ClxxTTrEXks2rY17DyGxSFLGLQX1DAwCYTKYl\nS5aUlZcXFBbOmTPnjTffDLZp7+jAGE+fPiSZO3PGDADo6Ogw1ib9YXInjJHlm0Nrq0kUsQyl\nP/snX0dIAKAI8V0/e03P2thiBXmwnH+U6+VTT01NTUtLi9a+4PP5fD5fNGeI53mIlJ7Tq3JS\nVAOCGdx97WcuhaBGV21W7LAawsG4XK6IlXkhEEJUVRUEITGlveD6vFHTJR49EBYUpdXds8mS\nd4VRa5JX7sSX/Cr8eGA+LHl5NQCANRcsOeGds4yxBMYm29BiOJ/aphJdo2gCcDjbxJUNPWKK\nZlxfXw8ADz/yCAAUFRW5XK53d+x4d8eO1Tfe+PDDD2s2bW1teXl5IR/7+fn5ANDe3m6sTfoz\nxv/4MdIcvnhZ1HNyJ/W3U38HkTv5sol82US+vIovKY+xGldY0jnvcs3VoJQeOHDA8A2nFZWV\nlcExMI7jdLqzRHVoaik8zyPMo9JpkJUfPNb9OLklzaf+qP4r81vPWRESrtMzGSIcv9+vx9mS\nZTmxFKogCKqqBjaWpuE6TgCON9/4VCrWNr190PKRB2Gbq+vp4a11oG66gfYNE6vAl60FAJB9\nIEfVNWSMEaiikKPBD0Q9GGhcD0Q9IYsAjRrvb6ivB4DZs2c3NTZ2tLc7BgZeffVVu92+dt26\nnTt3ajZdXV12uz3kQm3w9NHOTmNt0p9x93WWkXkQr/3H04DKQPxILOq+qzWaoevSlYGQkqaX\nceDAAbPZLMtywAtJ07/0iaLp7mourM54GABCoB4X7K05rmGhPvGjkPxg2zdWKV4vhFXvBZRE\n4kWTNQaAxC6PDcY4eEJunMLLI4flZy+lbnFu0X0AIP7h1/5vTVVf+7n2MikcXQCI/OHX+MLj\nAuBk6x144ZAOdHz1JvLmvZpkMWNMo6pqqIsT7zuNUl/oIkLUwt+77rpr9erV5eXl2ndCjuMW\nLljQ1dW1atWqLVu2zJo1CwDy8vIcDkfIhQMDAwCQk5OjvTTKJv1hETtGJqA6gHgByMDG3TGs\npMfvkyQpOCDE87yqqppSmuZJNDU1jc48+FQSaEoIln9DCImiqCU0sTiokYuwVSr+ianw6ojr\noLJpQ17nlUVUqgMARVESiKiJosjzvMfj0VNsJ8tyVlZWXCl1k8kULJIy5vOwbTdEl/4+clB8\n8Q042qA+n1SLhvrMcgAAoPTQl+qGqwLHQ7y6wYPMqxsPUABKU/KIQkFBQVVVVcjb+YK5cwFg\n95dfai9LSkp6enpCurt6enoAoKy01Fib9Ic5doyMImbujwz02be9VOMcbErHGAdaIzV4nvf7\n/bIsjzHfrrq6WhCEQICK5/kpU6ZMnjy5qqqqurq6trZWzFuIOLtUfIOp8Mcx1qGOLgBtvCkC\njkdZ+fEmW7X22BDfmud5SZICc8wkSUIIDet1iaLocDj0uICSJGn3DQ4rYoyrq6vj2nzGUfbo\nb5oWXKw9Qs/5jzm4ruR0VXzHpYi4a36b1FKMsQKixj/iRRufKJkGC0jKSktVVd2/f3+wzZ69\newGgrKzMWJv0hzl2jAwC02A/gxch+K8+zws1U3JOx0DUQMReU9kIX0iW5UOHDqV8vyNIdXX1\n5MmTMcZTpkyJmG42FQwvWssteQTyylDlDO66F7mVG/EFN8cIy4UnOk0mkzboguM4SZJMJlNg\nJoTX6/V6vbIsK4ri9XpdLhfP82azWZNKCV88eAptiKeooS2rjccNtOUG/1+nhcpJ6uFy87Qn\nLUsuG3ICH//x1Y1xzvQDIH9aq/7+fvLXJ6CwGopqobAa7Plky+3JbZYxNqCIGv+IdjO/3z8h\nP79y4sSQ7MGHH30EADNnztReaook27ZvD7bZvm0bAMybN89Ym/SHTZ5gjDJyx3ogemcMDE6k\n0BBF85nflBvrQJEnXDwDZDc427QzLRNXeL1ek8kky3LwH/vgfkmTyTSx+/dw8g2G/SRjlMbG\nxojdqbH/eQM20aT1AmghPe1TmxBiMpkwxhjj4GJBk8lECNG2IYoixhghxHGcLMsR1+c4Lrbq\n1Vji0LIr1YEBABBKSsp+MzjNQt10AzgGx2hy10UfMhYF9emrILcMPAPtHwyofX3Yaq3c9KKB\ne2ZkLj7ff13u9wxf1mr5psn0lYinLrnkkte2bl25YsW6deu0spO6urrvz53b3Nz8708/1aRJ\nXC5XWXk5z/MfffjhpEmTAODdHTu+853vTJs27fPPPtO+hRplk/6wiB1jtIneDBWOfdlJx1/4\n/Upr04RvcBO+WwyujoBXB5aigAiINpIhgNfrDWiCTOz9C+vg00O0zzKfz2cymQDAbDZrmdZw\n/eFhvToA0OaAmc1mURS1dGp4nNXn81FKTSaT9t+nhei0mbMRNzx+vDoAqHhuI5ebCwByR0fr\ntSu0g9wVjwYq2tWNemcuH7f3e+FIPZiz1L4+AOALEhGVZIxVEFDDHzFE6desWTNx4sSn1q+v\nnTTpggsuOPucc2bMnFlfX79mzZqA4JzVan3wwQd7enpOPe20BQsW/O///u/3vvc9SunatWsD\nn2BG2aQ/3D333DPae2CMX5Qjz0eVsouE640u9ehx5QWEOcv0CeAbADUoSi/ldvGDuUhNFDfQ\nUqAFmTQ53+yuv4Pqh8pzDfgxxjQ5OTnd3d0RTxFCtBo4bd4DxjixXldtcoa2CABQSjWR4eBe\nEE3cTlEU7aAkSX6/P2LCYcqUKQnsIaPJnntB/x9+D4QQl8v53nv2730fAOiBD8HrBADu6mf1\nL6W+cGMg1Af5FQP/aQMA6vNlXzTf+H0zMhCidir+JgRg7EMUqzg+8vcHu91++WWXiYLgdDo/\n/vhjWZbPOfvsjRs3zp8/5Hfy1FNOOelrX6urq/tg1672jo5Z55zz0osvzjrnnFTYpDksFcsY\nNZSjm6nSHdd4KyQW9/7qr8R7vKC76LrvgqMd5CAB3qzyA5bzA680D0AbEo8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HRY3Yg8mIB9XpVLq75Y6OpgUXt65cETiuyRePJOWPh3qW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\nc7DybEtybZfn21eEHEfIgNEvGGVeUWDGQUe2K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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p <- ggplot() + \n", " geom_polygon(aes(long,lat, group=group, fill=steps_mean_filtered), data=world_map_data_wsteps) +\n", " geom_polygon(data = world_map_data_wsteps, fill = NA, color = \"white\", size=.03, aes(long,lat, group=group)) + \n", " scale_fill_distiller(palette = \"Spectral\", direction=1, na.value = \"gray85\", \n", " guide = guide_colorbar(title=\"Avg. daily\\nsteps\", direction = \"vertical\", title.position=\"top\")) +\n", " mytheme + \n", " coord_fixed(1.3) + \n", " ditch_the_axes + \n", " theme(legend.position = \"right\")\n", " p\n", "\n", "ggsave(filename=\"../output/fig1a.pdf\", plot=p, width=8, height=3)" ] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.3.3" } }, "nbformat": 4, "nbformat_minor": 2 }