Raw File
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import netCDF4 as nc\n",
    "import numpy as np\n",
    "import matplotlib; import pylab as plt;\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from mpl_toolkits.basemap import Basemap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dims = nc.Dataset(\"T21.nc\",\"r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Code\tDimensions\n",
      "lat \t(32,)\n",
      "lon \t(64,)\n"
     ]
    }
   ],
   "source": [
    "print \"Code\\tDimensions\"\n",
    "for i in dims.variables:\n",
    "    print i,'\\t',dims.variables[i][:].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lts = dims.variables['lat'][:]\n",
    "lns = dims.variables['lon'][:]\n",
    "lons, lats = np.meshgrid(lns,lts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 85.76058712  80.26877907  74.74454037  69.21297617  63.67863556\n",
      "  58.14295405  52.60652603  47.06964206  41.53246125  35.99507841\n",
      "  30.45755396  24.91992863  19.38223135  13.84448373   8.30670286\n",
      "   2.76890301  -2.76890301  -8.30670286 -13.84448373 -19.38223135\n",
      " -24.91992863 -30.45755396 -35.99507841 -41.53246125 -47.06964206\n",
      " -52.60652603 -58.14295405 -63.67863556 -69.21297617 -74.74454037\n",
      " -80.26877907 -85.76058712]\n"
     ]
    }
   ],
   "source": [
    "print lts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[   0.       5.625   11.25    16.875   22.5     28.125   33.75    39.375\n",
      "   45.      50.625   56.25    61.875   67.5     73.125   78.75    84.375\n",
      "   90.      95.625  101.25   106.875  112.5    118.125  123.75   129.375\n",
      "  135.     140.625  146.25   151.875  157.5    163.125  168.75   174.375\n",
      "  180.     185.625  191.25   196.875  202.5    208.125  213.75   219.375\n",
      "  225.     230.625  236.25   241.875  247.5    253.125  258.75   264.375\n",
      "  270.     275.625  281.25   286.875  292.5    298.125  303.75   309.375\n",
      "  315.     320.625  326.25   331.875  337.5    343.125  348.75   354.375]\n"
     ]
    }
   ],
   "source": [
    "print lns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n"
     ]
    }
   ],
   "source": [
    "darea = np.zeros((len(lts),len(lns)))\n",
    "NLAT = len(lts)\n",
    "lts1 = np.zeros(NLAT)\n",
    "lts2 = np.zeros(NLAT)\n",
    "lts1[0] = 0.5*np.pi\n",
    "lts1[NLAT-1] = 0.5*(lts[NLAT-2]+lts[NLAT-1])*np.pi/180.0\n",
    "lts2[0] = 0.5*(lts[0]+lts[1])*np.pi/180.0\n",
    "lts2[NLAT-1] = -0.5*np.pi\n",
    "for jlat in range(1,NLAT-1):\n",
    "    lts1[jlat] = 0.5*(lts[jlat-1]+lts[jlat])*np.pi/180.0\n",
    "    lts2[jlat] = 0.5*(lts[jlat+1]+lts[jlat])*np.pi/180.0\n",
    "NLON = len(lns)\n",
    "for jlat in range(0,NLAT):\n",
    "    darea[jlat,:] = 0.5/NLON*(np.sin(lts1[jlat])-np.sin(lts2[jlat]))\n",
    "\n",
    "globalarea = np.sum(darea)\n",
    "print globalarea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def wrap2d(datd,vals):\n",
    "    modf=np.zeros(datd.ndim,dtype=int)\n",
    "    modf[-1]=1\n",
    "    dd=np.zeros(datd.shape+modf)\n",
    "    dd[:,0:datd.shape[-1]]=datd\n",
    "    dd[:,datd.shape[-1]]=vals\n",
    "    return dd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "latsw=wrap2d(lats,lats[:,0])\n",
    "lonsw=wrap2d(lons,360.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ncontinents = 5 #There's no guarantee you actually get this many if it's >1, since continents can merge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "landfraction = 0.29\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "name=\"Mountains\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "grid = np.zeros((len(lts),len(lns)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "landpts=[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "landarea = 0.0\n",
    "for i in range(0,ncontinents):\n",
    "    filled = False\n",
    "    if landfraction<=i*np.amin(darea):\n",
    "        filled=True\n",
    "    while not filled:\n",
    "        lt = np.random.rand()*180.0-90.0\n",
    "        ln = np.random.rand()*360.0\n",
    "        alts = abs(lts-lt)\n",
    "        alns = abs(lns-ln)\n",
    "        ilt = np.where(alts == np.amin(alts))[0][0]\n",
    "        iln = np.where(alns == np.amin(alns))[0][0]\n",
    "        if (ilt,iln) not in landpts:\n",
    "            landpts.append((ilt,iln))\n",
    "            grid[ilt,iln] = 1.0\n",
    "            landarea+=darea[ilt,iln]\n",
    "            filled=True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0020563313168 [(11, 18), (12, 38), (27, 11), (2, 46), (30, 39)]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fc17e637c90>"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rJ13PXmo9jmpk1hVUAfHKuv1Q4KL6dVwI3GfStdZ1fQj4IbAAbAb+K3DflWoF\nzqYaOXEtcGpL638/cGX9PlxAte25VfVTjVQpBv5WvlH/na/4d9KW2vdS/2pY9z9b13sF8C3gZXV7\n69d9Q+0HbL37FB5mZtZotW56MjOzMXFQmJlZIweFmZk1clCYmVkjB4WZmTVyUJiZWSMHhbWapKI+\nRfK369MonyWp1Rd3lrRtxI//LkkPqqfP3o/7HyvpqgNfma1VPo7CWk3S1og4uJ4+DPgwcElE/PkB\neOwkIsp7+zjLPO6umkdN0raIOGgf73Ms8KmIeNiIyrI1xj0KWzUi4jbgd4GXwK4zZr6pvmjLNyX9\nTt0uSe+UdE19sZnPSDq9nne9pDdI+jpwhqTjJX2uPqvvlyU9sF7uMEkfrR/7a5JOrtsfV/dsviHp\n8vqULHtVf4v/x7rOL0g6pm5/n6S3SbpE0r8P1Nn0Gr4o6ZGSXg/M1LV8YGlPQdIfS/qzevrn6ue+\nAnjxwDLLrkOzQQ4KW1Ui4nogkXQ48NvAXRHxKKoTnv1u/W35dGBTRDwEeC5w8pKHuS0iToyIvwfe\nBbwkIn4e+BPg/9TLvA04t37sM4D31u1/DLwoqjMBPxbYOWTpbwfeF9WZPD9U3150VEScAjyV6kI5\nAE/fy2sgIs4G5iLikRHxnMXmFZ7/r4EXR3WG0UErrUOzXbJJF2B2L5wK/KykX69vHwz8FNUV7j4C\nEBG3SPrikvv9Hew6QeOjgY8M7Pfo1L+fCDx4oH2jpFngEuAtkj4I/ENEDHvG0JOB/1JPf4DdgQDV\neXiIiGslLV7v4JS9vIah1SeMOyQiLhl4/sXLYq60Dr+/v89na4+DwlYVSccDRUTcWn+IvzQivrBk\nmV/dy8PsqH8nwJ117+AeTwU8KqorKA56o6RPA78KXCLp1Ij47hClN+0MXFjyvPticPmc6lKYi6aH\neNxl16HZIG96srYbPFX44VSbhhY323weeJGqayAg6acGvvWfUW/nPxJ4/HIPHBHbgOslnTHwHIs7\neC8Ezhxof3j9+/iIuDoi3kR1uvsHNdU84F+AZ9bTzwb+eS+v9xLg6Xt7DUBv8fUDtwCHS7qvpCng\nKfXrvBu4U9KjB55/0XLrcGaF57J1yj0Ka7tpSd8AukAfeH9EvKWe9x6qi8N/o+5dbKG6pvHHgCcA\nV1Nd8vFy4O76Pku/2T8L+L+SzqH6fzif6tTMZwLvkPQtqm/pXwFeBPyhpF+kOp321cDnlql5RtJm\nqg/9AM4m8z2+AAAAlklEQVQFXgr8jaSXAbdSnfp8uXoWbw/7Gt4FXCnp8oh4jqTXUgXYD6hOIb3o\nBcBfSyqpQnDRSuvQbBcPj7U1SdKGiNgh6VCq6zafEhFtvoLgPayF12Brg3sUtlZ9WtJ9qHZOv2aV\nfsCuhddga4B7FGZm1sg7s83MrJGDwszMGjkozMyskYPCzMwaOSjMzKyRg8LMzBr9f9+aeqbAMJQM\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc17e6fe610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print landarea,landpts\n",
    "plt.close('all')\n",
    "t=plt.pcolormesh(lons,lats,grid,shading='Gouraud',cmap='gist_earth',vmin=-0.3,vmax=2.5)\n",
    "plt.xlabel('Degrees Longitude')\n",
    "plt.ylabel('Degrees Latitude')\n",
    "plt.ylim(np.amin(lts),np.amax(lts))\n",
    "plt.xlim(np.amin(lns),np.amax(lns))\n",
    "plt.title(\"Continent Seeds\")\n",
    "#plt.imshow(grid,cmap='gist_earth',vmin=-0.3,vmax=2.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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96P1w+nyp2fU7LArDA9tJmH2Lqd98+8zs0Gpmk+ksks5sN1EmT16HfUPd/tgC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\no9FoNE7l/wPvJmhng1+szAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc17e60a350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "done=False\n",
    "maxiters = int(max(5000.0/(1-landfraction+1.0e-7),5.0e4))\n",
    "directions = [(1,0),(0,1),(-1,0),(0,-1),(-1,1),\n",
    "              (-1,-1),(1,1),(1,-1)]\n",
    "for i in range(0,len(directions)):\n",
    "    directions[i] = np.array(directions[i])\n",
    "iters = 0\n",
    "if len(landpts)<1:\n",
    "    done=True\n",
    "history=[]\n",
    "history.append(landarea)\n",
    "nseeds=len(landpts)\n",
    "if not done:\n",
    "    for k in range(0,50*nseeds):\n",
    "        #if len(landpts)>1:\n",
    "        #    jn = k%(len(landpts)-1) #int(round(np.random.rand()*(nseeds-1)))\n",
    "        #else:\n",
    "        #    jn = 0\n",
    "        jn = len(landpts)-1-(nseeds-1)\n",
    "        accepted = False\n",
    "        n=0\n",
    "        while not accepted and n<len(directions):\n",
    "            dn = int(round(np.random.rand()*(len(directions)-1)))\n",
    "            check=False\n",
    "            ct=0\n",
    "            while not check:\n",
    "                ckpt = list(np.array(landpts[jn])+directions[dn])\n",
    "                check=True\n",
    "                if ckpt[0]<0 or ckpt[0]>NLAT-1:\n",
    "                    check=False\n",
    "                    dn = int(round(np.random.rand()*(len(directions)-1)))\n",
    "                if ckpt[1]<0:\n",
    "                    ckpt[1]=NLON-1\n",
    "                if ckpt[1]==NLON:\n",
    "                    ckpt[1]=0\n",
    "            nupt = ckpt\n",
    "            if nupt not in landpts:\n",
    "                accepted = True\n",
    "                ilt = nupt[0]\n",
    "                iln = nupt[1]\n",
    "                if landarea+darea[ilt,iln]>landfraction*1.1:\n",
    "                    accepted = False\n",
    "                else:\n",
    "                    landarea+=darea[ilt,iln]\n",
    "                    grid[ilt,iln] = 1.0\n",
    "                    landpts.append(nupt)\n",
    "            history.append(landarea)\n",
    "            n+=1\n",
    "\n",
    "partialgrid=np.zeros(grid.shape)\n",
    "partialgrid[:] = grid[:]\n",
    "t=plt.pcolormesh(lons,lats,partialgrid,shading='Gouraud',cmap='gist_earth',vmin=-0.3,vmax=2.5)\n",
    "plt.xlabel('Degrees Longitude')\n",
    "plt.ylabel('Degrees Latitude')\n",
    "plt.ylim(np.amin(lts),np.amax(lts))\n",
    "plt.xlim(np.amin(lns),np.amax(lns))\n",
    "plt.title(\"Cratons\")\n",
    "            \n",
    "if landarea>landfraction:\n",
    "    done=True\n",
    "    \n",
    "while not done:\n",
    "    jn = int(round(np.random.rand()*(len(landpts)-1)))\n",
    "    accepted = False\n",
    "    n=0\n",
    "    while not accepted and n<len(directions):\n",
    "        dn = int(round(np.random.rand()*(len(directions)-1)))\n",
    "        check=False\n",
    "        ct=0\n",
    "        while not check:\n",
    "            ckpt = list(np.array(landpts[jn])+directions[dn])\n",
    "            check=True\n",
    "            if ckpt[0]<0 or ckpt[0]>NLAT-1:\n",
    "                check=False\n",
    "                dn = int(round(np.random.rand()*(len(directions)-1)))\n",
    "            if ckpt[1]<0:\n",
    "                ckpt[1]=NLON-1\n",
    "            if ckpt[1]==NLON:\n",
    "                ckpt[1]=0\n",
    "        nupt = ckpt\n",
    "        if nupt not in landpts:\n",
    "            accepted = True\n",
    "            ilt = nupt[0]\n",
    "            iln = nupt[1]\n",
    "            if landarea+darea[ilt,iln]>landfraction*1.1:\n",
    "                accepted = False\n",
    "            else:\n",
    "                landarea+=darea[ilt,iln]\n",
    "                grid[ilt,iln] = 1.0\n",
    "                landpts.append(nupt)\n",
    "        history.append(landarea)\n",
    "        n+=1\n",
    "    iters+=1\n",
    "    if iters==maxiters or landarea>landfraction:\n",
    "        done=True\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 354.375)"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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srL483ph2WrNQsuyerwrpLJrwY7FfNTvIDrewRXFiRYWumvbR9srrL4Kp0Ubd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\njUbjUpqhaDQajcalNEPRaDQajUv5/wEy2gP9EdGcrAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc17fe89310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t=plt.pcolormesh(lons,lats,grid,shading='Gouraud',cmap='gist_earth',vmin=-0.3,vmax=2.5)\n",
    "plt.xlabel('Degrees Longitude')\n",
    "plt.ylabel('Degrees Latitude')\n",
    "plt.ylim(np.amin(lts),np.amax(lts))\n",
    "plt.xlim(np.amin(lns),np.amax(lns))\n",
    "#plt.imshow(grid,cmap='gist_earth',vmin=-0.3,vmax=2.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fc17efcf8d0>"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Dgw9OCzhefTWsumreUZlZKeTRzHUzcBtwGHAKcALwZqkCsMo1dCjsuSfcd1/e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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc17ea96090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history)\n",
    "plt.xlabel(\"Step Number\")\n",
    "plt.ylabel(\"Land Fraction\")\n",
    "plt.title(\"Algorithmic Continent Assembly\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.290204566122\n"
     ]
    }
   ],
   "source": [
    "print landarea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fc184b0c9d0>"
      ]
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LoqSPTwz1Lk6lc0w3xy5l2KVF5h76B27/8Tci7aJztug9wp5aVI3WJyqlqbwY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\nOSdYvALhpMcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc17e5dc290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataw=wrap2d(grid,grid[:,0])\n",
    "\n",
    "m = Basemap(projection='moll',lon_0=0,resolution='c')\n",
    "tm = m.pcolormesh(lonsw,latsw,dataw,shading='Gouraud',cmap='gist_earth',latlon=True,vmin=-0.3,vmax=2.5)\n",
    "pr=m.drawparallels(np.arange(-90.,120.,30.),labels=[1,0,0,1])\n",
    "mr=m.drawmeridians(np.arange(-180,180.,60.))\n",
    "plt.title(\"Planet Grid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Topography:\n",
    "\n",
    "topo = np.zeros(grid.shape)\n",
    "topo = grid*3.0e3\n",
    "\n",
    "maxiters = 10\n",
    "\n",
    "dl1 = NLON/2+2\n",
    "dl2 = NLON/2\n",
    "dl3 = NLON/2-2\n",
    "\n",
    "for i in range(0,maxiters):\n",
    "    topo = np.maximum(topo,partialgrid*2.0e4)\n",
    "    nutop = np.zeros(grid.shape)\n",
    "    for jlat in range(0,NLAT):\n",
    "        j1 = jlat-1\n",
    "        j2 = jlat+1\n",
    "        flip1=False\n",
    "        flip2=False\n",
    "        if j1<0:\n",
    "            j1=0\n",
    "            flip1=True\n",
    "        if j2==NLAT:\n",
    "            j2=NLAT-1\n",
    "            flip2=True\n",
    "        for jlon in range(0,NLON):\n",
    "            l1 = jlon-1\n",
    "            l2 = jlon+1\n",
    "            if l1<0:\n",
    "                l1=NLON-1\n",
    "            if l2==NLON:\n",
    "                l2=0\n",
    "            c1 = topo[j1,(l1  +flip1*dl1)%NLON]\n",
    "            c2 = topo[j1,(jlon+flip1*dl2)%NLON]\n",
    "            c3 = topo[j1,(l2  +flip1*dl3)%NLON]\n",
    "            c4 = topo[jlat,l1]\n",
    "            c5 = topo[jlat,l2]\n",
    "            c6 = topo[j2,(l1  +flip2*dl1)%NLON]\n",
    "            c7 = topo[j2,(jlon+flip2*dl2)%NLON]\n",
    "            c8 = topo[j2,(l2  +flip2*dl3)%NLON]\n",
    "            nutop[jlat,jlon] = (2*topo[jlat,jlon]+c1+c2+c3+c4+c5+c6+c7+c8)*0.1\n",
    "    topo[:] = nutop[:]\n",
    "    topo*=grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-3000.0\n"
     ]
    }
   ],
   "source": [
    "antigrid = -(grid-1)\n",
    "topo -= 3000*antigrid\n",
    "print np.amin(topo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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xGGPZse00UGV+qcmOrVt513s/xGtf9GS2Jg06ssKcOciQjVgsMu7o9ajE8/Sq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ucVvJIffLSqX/j+0v+3vZ5q/00auum/wxettA7k7l1Y/thBL2PX7VaLzJ/R5p2iU6d0RunAJuHI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\nVYCTuZlZBfwNoDDUOkGkve8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc17f432dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataw=wrap2d(topo,topo[:,0])\n",
    "\n",
    "m = Basemap(projection='moll',lon_0=180,resolution='c')\n",
    "tm = m.pcolormesh(lonsw,latsw,dataw/9.8,shading='Gouraud',cmap='gist_earth',latlon=True,vmin=np.amin(topo/9.8)*1.4,vmax=np.amax(topo/9.8)*1.05)#,vmin=-0.1*np.amax(topo/9.8),vmax=np.amax(topo/9.8)*1.25)\n",
    "pr=m.drawparallels(np.arange(-90.,120.,30.),labels=[1,0,0,1])\n",
    "mr=m.drawmeridians(np.arange(-180,180.,60.))\n",
    "cb = m.colorbar(tm,\"bottom\", size=\"5%\", pad=\"2%\",label=\"Elevation [m]\")\n",
    "plt.title(\"Planet Orography\")\n",
    "plt.savefig(\"samplemtplanet.jpg\",bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 354.375)"
      ]
     },
     "execution_count": 242,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GQGIz2xyI2mAttHOFPofBq1BL3seeNmKCXTGJxkqve/qwekSK5qHHhGzRZPDf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\nBNvKQ3i3GgHuD2pxJaSF1cLMUBCkDU9GDQ1RdxkajJ2QFtdJ3CMkCqK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6z+b9/xzhWRnF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WTHorOuFgBvP6fXBHdhPf0Q8DPAGfC9IvLrgd+jqv/M817cihUrbmFR9A3eOs3B5N2PZaePyiq6\nFucEbSPsp2pN6xCXILXoo131fjCTQ6ojXa78RrcobzdKUY9rwb3ZI5ctXHamK3XWwmVrjW6AYlpR\nILiLiCDEr59TdjMlekLIkD3xvmd+O6HF4aSQJeA1M8zekpoCIQeCON6IG+b5QCADgRnwvkH1QCuB\nrevoXaBx0IgFic4rG1/woiBqRCZRok64pOj7M7r3SK5+K95VxpOJnmtRCyA5ITmvzeyn4I8Bvw34\nrwBU9X8Vkb/vua5qxYoVBlUbgV6CxIKLStl0tgkDTz/NVbWS0/Yk8S6Afv0B8u5D5FoA48i6N1r0\nerCGbS33SDS2ENTD631o6+Bej7y5hcvGLl+6tDPw6E+eJQ7I4K+aY4bhFPiBK+K334fgjI47ee69\noTTvTkxjYBQhKNBlHI7dHBhwRAQXBC1n7FRJIkxiCrTRNQRx9N7TOaERYROE81A4j0r0ll14McOk\nqBk3Ks4rzoN+J8E2Vs30atKVJjhPsN0iwaPzDNNk/aGP6gt9gXCn9r2qfvMxVcX8fJazYsWKD2Cx\nqnsc/o6SE4unyGN34c6qe2FOkGzzk4uN1eX3t3TCVaufttjPgmU0V+fmgLht7XLRo/fOLCg9DscT\ndf14v6ekmTIMuEOL7gfkSz3hnuP6VzIyeZgC2p0Td4V330rsZkfIQiOO/nrmenJcJ2xSPBQoAe+s\nF9F4R+eUB52ybQt9UPpY6EPm3qbQbQXfOFwsSBR8D+6qP6VSvgaK7cYyN7PIs6DdtK9VkIC7BYpv\nishvAlREIvCTwDr4tmLF5wVPo8yKIE2wie79AWkbONsiMZgy7TCDc8hkhqkags0VOIFND9veAkXw\nlu1stx9at/+w5q9sW+S8Qx8e4KzFvXGGS46uLeR3lRi34BrcdeJeFPK7BfDEKeOGTONBBuHglIAy\nlcWyveCdcq+BTYBNKLQxE70FjbYt+OhwrYPOIb3i3uhgszHubCkWnM+3pqPVGmlAvTfPFff6kT7v\nEih+L/BvY2qu38KG7n7ieS5qxYoVzxfHvbvvkDZC6Y4bpMQAfrCfixUPJHqTA4nBbG03vc1ltBHO\n+pr1fDzeqIgglxvk3R1StpSsSHKEM0fcAKFDJqE0Hm0dV35id1DGRxl8IQmEFnbJfC7GbP2I4M0b\n/DwK0UHnC30NFpsu4YLiguKD4rqGcN9XGZSuDllUHa1Na8KLi9e7DxAid2MOfLFwF9bT27yAKewV\nK1a8BIjAxTngIKttksGyCW72tmEKGNc0WCbRNLap9q0N+h0nlj8eF8hEYh3y5UvUXyO5IElw2dFd\neBg9zEJpMtI4JDrct2/w+4IGc8xrPHRVe6qRukwHjVfaoEQn9CHT+UIbsvVcouJDsWAR1bw8Nh30\nvQWKRWwxmucHS6AIAdXy2jGe4G6spx8A/n3gy6r6t4rI3wb8w6r6R5776lasWPGcIVZOuRIoGRWO\nXhdSkjVul+tinePwwZrjbc0o+tb6Fx93Em1pkp9XCmouyAQkh+8aNuLYv18oIaNeUKdc7gV9lNCQ\nmQskEaJXojj2YvMS3sFZKHhXcCK0rtDWrCIs2USUY2Yh5x2l79Ftb5HGCVIn3XFArBPwMRrD7A4z\nK1803KX09B8B/yLwxwFU9X8Tkf8MWAPFihWfdzixjbCJMCZr1gaPeLFy1KGWoIKDy3MLCn2Htg2y\nnIn7WrP/uPungDTBZDL6hjImZATnAu68QRBKN6NxhggdI3nvkQuFR5m5CAFFMC+LdwZHEOhDYRML\nIubE1welC5nzTSY0xTKKWHCN4u/3prS76e25BGOYaVvprylVtd5gEh4i62T2h2Cjqv/jY6ynx+c1\nV6xY8XmCYht8DCwlI71/jgSBwaMeRDPMvWkiXZzBeW91+02PnG0sowi3GFUfZ2RZ6hR0H4++TPLV\ne/ipEM7a011dFaTZ0bUFzZ40eJqdg3cSJVf2bXYUXwiY3HgfrZktogiFpilst4XYFEJUQpMJXUDu\nN7irDtkEo8VenBnrq4nH1+SojLgEidcUdwkUb4vI91HjqIj8GOYPsWLFis8rvLdN/hbEVyro+w9t\nMrlkcxza9GjXIn3tS5xv4PLiycDwcc60Q7Cm+S24Nj7BBHYXSuwd8/89k4eGNDT4Xcub31+YH82k\nQSlZyOLZ9q0FtSGZTAdK7JXQBbwkQgOhUZorIXz1vHp5GL1XLjuTN7lrMHjNxrPvEih+AvgPgV8n\nIt8C/gZrc3vFis83Powy653JbE8T6j3SVcmQhTYbo/U07nifH/rwT7nt06+zNbkHG8p7A9J5/FVn\nGchVD+9MlCT4iw0FQVJA3z8gORM68CnjO8G1Hc7NuI0ib3Y2M7JpbLCui3Cx/Xib/2sUJOAjAoWI\nOODvUNW/vxoYOVW9fjFLW7FixYvESdI8Wj0+NmipnqcLPbTvX4phj+si7n6PPBpwudaqcDTnHfPk\nkC5SpoLMAhvgZiQ2BdmbRLrbOiS2hDc87rw5ldHaaKq6TxsUXHHEMwNFdbX7l4A/raq7F7SmFStW\nvEwIVmYqBWsgiNXtm8ii3PTCFwTIRYv/0gbxDnFiftkIThxlhjIrMjtk8siFw93cINk0qlwLbhvR\ni876EecbK6NtmkWb5IU/q88T7lJ6+nkR+ReAPwUcg4WqvvvcVrVixYqXiCpXcba95ehm9FBeCj20\nKrcC/isXNu8hAsVaKf68Je8SebZJbUYrOQkekuJbRRrFdYK72EDnkbPeZkA6C4DLYOGKp+MugeJ3\n1H9vT2Mr8Gs/++WsWLHi5UNP1p85m3RHDEaJfYkaR25rcwzy9UuS3CAF2ERcHwipML83wQBuAj8m\n8A1lBB9BevBf3iIXnc2AnHcWKM56E/tbnveaWTwVd5nM/jUvYiErVqx4RRDCSfRu08NcbVPDi9c4\n0jrxLa3NWwD41qNjRoOv8xb1tjHAXogpI9cexFN2HlGTQ3eXLXoW4aKzwcGtWcMipnX7Mopqnxfc\nZTL7tz/l6ofAX1HV7372S1qxYsVLgYjJc9xGjFXq/FNQYT/VkgTZRuCD/g/uon1iriE86JDrAG9n\naJJJkbCxstn5Fi57CxJvXKD3L584/jWUcLoz7lJ6+nHghzjZn/4I8D8Dv0ZE/rCq/snntLYVK1a8\nCngqb/XFL+MDD/+0NTln1N22qT2Vqk0V/LEZT9tA/2SQsTt9/uv+vOIugSIAP6iqvwIgIl8G/mPg\n7wb+ErAGihUrVrx0CFhQO+vRmx3SddZfCSYPrt4j243JlKz4WLhLoPhVS5Co+G697l0RmZ/Tulas\nWLHik8E55OLM/q/FptC7FmmbasK01pg+Lu4SKH5BRP488Gfqzz9Wr9sC7z+3la1YsWLFJ0UTzZ0u\nl5OmVROtD7HGiY+Nu0p4/Hbg76k//yzwZ9XoCD/6vBa2YsWKFZ8YS68iZ+tdNNHUYZ2rg4QrPg7u\nQo9VEfmfgIeq+vMisgHOgFXKY8WKFa8emnjqQ1ycW2DYVNtWkzZ9mav7XOIu9NjfDfzTwH3g+zBL\n1P8A+C3Pd2krVqxY8TEgYoKGt9E2T48L62zdx8Jd2v8/Afww8AhAVf8a8KXnuagVK1as+NgQefLi\nnnKdyBokPibuEihGVZ2WH0QksLaDVqxYseK1wV0CxTdE5KeAXkR+K8Z++q+f77JWrFixYsWrgrsE\nin8ZeAv4K8DvAf4b4F95notasWLFihWvDu7Ceioi8ueAP6eqb72ANa1YsWLFilcIH5pRiOFfE5G3\ngb8K/FUReUtE/tUXt7wVK1asWPGy8azS0+/H2E5/p6reV9X7mL7TD4vI738hq1vx4lGKXdTMYigF\n5vmD1y3XP25gs1x/l+NzfgkGOCtWrPgkEP2QL6uI/C/Ab1XVtx+7/k3g51T1N76A9T0TIqIp/8WP\nvuGKu2HZ2JdpVjAJhHE0uengq7OYmiyCcx+kGS4BIJdbx2cYRhuCCqEeb0Y4iFtpiitWvAQE/6Oo\n6p2/fc/qUcTHgwSAqr4lIvFpB6z4nGORXq7BQkWQcaoZQQZtTlaY/imb/PH4bMer2vHTbAGjvXV8\n8HejUqxYseKl41mBYvqEv1vxBYCmjMwzpGyBInvIBY0RCR/FgRB0nu34OcE0HUtSGgMSm484fsWK\nFa8SnvWN//Ui8ugp1wvQPaf1rHglIJYcpGTZwDxDCUeDez4yUNTbLdnIeAoUomplrBUrVnxu8KHf\neFV98Qa5K14dFLUNfhwtYJQCRVEEafOzpXIUu/04Wn8iJbu/rFbOyh9x/IoVK14p3EVmfMXrBlUY\nBusrTDMyTRYkiiLRWzmpf9bxwOFgAWKckNkyCtWCNMGOX7FixecGaztxxREK1pMYDjBNyDRZn2G3\ng/0e0nwsRckwWiC5fbyqBYH9HsbRjp9GePgIdnu7r2my+z4MTxx/pM6uWLHilcKaUaw4Ydmk8zIL\nUSwruNnDnJEQUR/AB5DBbte1xnY6HqswJZgLpALDjL51A2cZXAQJKB6Kh6nAxozuFYUCdM1aklqx\n4hXDGihWnLDQW50DxUpN82ypxpIpLLMQuVTKbLHrSkEa8yRGnP1+TnAzwpThekDjDeBhUhiKXZ8L\n2kbLLrr2uIQVK1a8OlgDxYonIWIG9eNsTWgtoA4OE8SaSTR10jrZBk9YuA9V718dZTcjs1rmoAXe\n3aEEaLIFiwLMGbYtxIB0a9lpxYpXEWugWPF0OIcGjxS1YCEFXIHrPXTZykqlBoqc4Xz7xPEUYEro\nlC3QkNG3r5GzbKWpYj0NTQl5cPEynuWKFSvugDVQrHgKrOcgpZ7hH3WbFNKETDNs1doSy226xxrb\nRWFWylSQOQMOFQeHAR0SXNUblgIojAnOX9DTW7FixcfCGihWPAV6orCKqxkFoPlYjlKllp4S6sSC\nR86nxvZutKwjY8FCCzpOloEA4O0uU0aCh2FCc1kb2StWvIJYA8WLgiof6NQuLKHHu7fllqDehx37\nrPtUffL4Uk5ewc96/FKs/7Bs+kUBtYZzGi0zUBucY5hskz/fIm0D44geBtQ3sJ/QMUEqaIK8nxFJ\n1q9YHn5MkDLu/pn1OHYjejNQ+hbnP7h+LQV52mvy+Po/7DX9sNfvdcHTnv9dPxOfxed0xecea6B4\nESiVAeTc6Yx7GGGcoe/ACyA2Y5AybPqT6F7Rk2rrbWilobpbX/bZBtzYdKcvcVG7/zmZ4uty7GGw\n27TNB8UAlwb10ptIBb0ZT1lFLmgu6CGTrwvytYj4CVxDKiPzXPD7hOwL7Avp/YnDr4D3mehN2kNr\npcnvbmh8i2smpJ1IYSLogXDPKLMIlFTwcVm/O63/5mCvWVfXL9hzCuF03fKcPlJy5AuMRdEXPvia\njCM0zQc/E9x6nettdT/CYYSzHvGORceLOcF2ua4e7339LK/4ouE1/ga9YCzBwjv74t7sTQfpMNgZ\nNcD1Dg2hMoGqnFYucL55siQjAtiZ/TEo3NRp6JShb48bO31nj59qsFpmI7wzimuMRm91zgKPCya3\nkQvsp5oZFDthRCljpoxKyRn97h7nOwqJeTeRSmHcFcKjgr6fGb6dmMeAKjRNIjgYJ0cqgneO9J2J\n2BVKVMgTMKJzwZ+ZHpRm8FehihMme95TXb8qTNHWv4gXtvEkPri8Vq+zttRyYjLNRlAAG5asm712\nnb1OpaBtW6VbRiR4e//fv7ETmt2ALp/J6wNEZ0SFs/70OTvr19LhFxRroHhhEAsQ82yb+2GwL2+p\n2cVc2UOhbnqlGOuo+YhNTqsm05TsPhcWUlEIrvo+1NvOqWYTI+yHGrQK9MXW17W3ygcODjNMGU0F\nZkWzUooatXU2SY/ycCLHgXRoya0nlUy+mRh3SvnWyDx40hRQYJg9wRXmbGexPgamdwrtdkZzJk4j\n4rwForngvODPGo5PYJyNZrsfYXcAFPYHtGutR+LFfp8LUmpW8VGv32sBy1h1mpBS7PM3W3lRiqIh\nIEtmUTf9Ms3IfoSbAR1noH5u6meT4JG+eo800T5nK76wWN/dF41xgt3egsN0Eu2U8pMAACAASURB\nVNsj1806zDA3Ngm97e6w0Yl9eW92MMynjCJlK0E9fjZ9qJvsYbBSQa63PeuPdwfUbMNKT8yWUZBB\n54JOQKqBoijprT1pFykbRyqJfDORdzPj3lMmT5o8S+87qyUtAD56fAzMvzzTlAFJ4MRTxkIZC+HN\n7kmNmd1ga98fjkFNdgcrzwVXA0X1w+i79Qx3gagp9+4GCxJTlZDPxU5Gthu7XW1LMczoo73dfpzt\nd9d7+7x6b693Kqfsdw0UX2is7+6LRi62yS1ZQFVa1evh5AKXa/BwctrAnwVV2/ynGii0nGrGm/LB\n26Zsgn2H0X5fb6ttg/T6gbtEsfJDKhYYsqJTQWex0pQqipWo5vdvKG8Ecgnkw0zajexvHMyBPJ2E\niKdZEKc4Z4EiRI+Io/zSDShI8IRsj+V6D1ftB9c/TVZ22g/2s6vBwQF9U2m81IwqWLbxSd6nLxqW\nSD3WTHacocRjs1o3+sEbpwwPd+hhRGovTBXYH+wEJnjT9qrkCTnfvIxnteIFYQ0ULxK5wPXOUv/d\n3jZgVfT6YF9M8dZPyJV91MXT2dyHQYtlE9MMj3b1jLqeurfRzh4XqdelN3IY7fFDtOY0ld5abrFW\nhglNClozlqTopOhBTbkjCyXWkvbNTJoKabyhxI58mNm/MzGOQtIINVCkLIzJGqJNTITo8dEju0x2\nBccO5zw6F0JRykVDGRJQs6LJauV2OdQmtppYYXBI7mBT0FJAG2NjHem4rzvklMXe7JFcy5ulgHfI\nNKFdx5Ft8P4OHSb04b5+NsVOcEpB94P1I+pJhLTRPtOXa7D4omINFC8Aqmq14ZtdVU+dazPb6sUy\nTDaglrWWjiqbaZjs8jQqIthZ4n6wyzjZv0vpyYkFmdHq/5KLBZJpstve7K0slbNJf0+m7KoxWpNz\nsNKEZREZnZWyN7qrJshJ0JwZx4l0cORUmB/uyb0yPpzY7WAujlkdZbBAcZjCYmnEOAtdCMhQiKWg\nviDTAddHylyQ1pH2E/460nypQVKGRzdH9Vl9dGPN91R7E8GhaUYqnRfva4llAt28trRNBSs5zfXz\nMVnZSQ8DdAlkA22ulOhkJw7v7+xkYpjg0Q6dkwWYaToxzJYg4QStn+Hj677iC4eXFihE5KeB3w18\nt171U6r6F+rv/iDwTwEJ+ElV/bmXs8rPCFkpjw7IfoIhwTBT3t5T3rnBuXKUychTYf7OQPieK5xv\nkDihfiT5AdcG/La+XQLpesJd73GHHXIzwc1EfmcH7+1wX7lCfANhQH1E8x6ZBtxuMJG+m5Hyrfet\nIfnV+2ZN6huKDBRJyPUBGTM6FnQ/k94taFYkGwupzDDuYZgyJSkpeeZUuDkoDwfLUJJ65lIYM7wz\ntnUvl1oBUQ7Z0V4rV7HQ+ELjCjtN7PYPuf+Dl2gf0X6mdBOpG+jGG/zNiDya0IcD+f97n9g7XLQg\nIcFRpgbXGuVTckaPsyCvMRayQ2XZyWRkivKd99CLc0QiuAmVwDwPlJuR8GgPj0b00cj4S9eU9w40\nsSCVNfv/s/fmMJJtT3rfL845d8ms6url/ddZQICiDHpjyeU4sgnQoEdBhgABBD2ZMgiSAggIEOXJ\nkUMZBAiakikZpCVIoEGDoCNjCHDmP2/p111LZt57zxJBI05m1fvPG1Ik+3W/paJwu6pvVWXd3M53\nIuL7vlCD9rYw/G4jpgHGFdKIvDsRXuyQ8bExblVhSk53fo4fbHzqjOIfmNk/eHpCRP4y8NeBvwz8\nHvB/ich/bvYDHlQQBAsRq4JUsE1pD4W2OLsoBl+It4OgIZL/NDNMjRAbpRm6LYgIw+uBMETa1rCH\nTMiZUCrhVLG7TPtiJRSjfX4iDDuQipYCVwuyZUItyLFibxfsoSLRkHRC4oxJRrcFCwk7NeTY4FDR\nzxdqDrQqBFOsQd2ELUdyjU6CacJWAoecWDWQGxhG0cBdEY7NaBhzEIIImxqbKkl9x3ttsIqBBcoS\naH+cefOqUQ4Ne6fsQ2bdlH1V5F7Jf5xJD4IyMAyhL0IRud4j+xkbB2xIXlrbzz/ZbAJwC/cQgNBL\nkgrLhq2VVk6QJoSBViJZBtqpkhcjPij6deH0Dmwb2Ioyjt7v2nIkDk5tHvcFGRsalCEdYWvIqxkJ\nwftbUyL8hB//H0t8aqD4tlfQXwX+sZlV4F+LyP8H/BfA//NRr+xDRlfAWhxoxeCu0HJAN19kqwia\nAyWDdlFT/c1KiC+opwxbQoJQ3m8MLwfaXUYEYtlgLcRSsd+csNXLQmDoFwvI3ksMmyA507ZCWFbs\nqxXJ3hKxdxkZN6yOMAUHtKNnPvblgp6gFaFVIbcIDfISqFXINbDV4K2PbWDTQNbA2tskpyocKpya\nocDSlEGMkzqQDNJdPsytO0YRqEJ+MOw3mflqT7BCUxhyYSsw3GX0nTJvEUZBt4GUBJl2DPMM8+x2\n5zHC1e7bS3Y/xQjR+01bcTff6jbx7csjxkSVSE0r9dRoRyUeG9ufFOoWsc2ASC7aLb8CUWFIAf3N\nShivCG11nZ4aUhpy7SQEmT71EvMcHyI+9bP4t0TkbwD/HPjvzOwO+F3g/37yM3/Sz/3gwwTUErri\ngrXN9W6tBWoGVetAEbFbw2xBXkcokdA5peXtQhAjRufFs27UpcCDETbBWq8h3xZMj8gNsIEUryPr\noRCywWZY7KylL47YFpEr6xnFhp0yet8gC9qBojWhFPHrrUKpkVIDWwksTdg0sDYHiq3BQzGywlIN\nxY/qqr0LUBQR8gbXMTCLIVUYqlC+qlztNnY/F0yNIWfSVhjujGkV4iowBGwM2Dwy7nfYPGLz5Irj\nccRCeGY8XcIgOPVYijrNOSjWKuU3B9pOqDFQl0Y9ZpY7pa6R1oFCgG2LIBCCEUxoQ6Q+QPrThfln\nAYtOl5bckFIJr6/+vVf1HD+M+E6BQkT+T+CXT0/h1Yb/HvhfgL9rZiYi/wPwPwH/zX/o3/g7f+cf\nXr7+K3/lD/jDP/yD/5RL/m7DQBC0ejbRspvraRO21UVR2tXRkgLl643ICDURhuCbwlKJqtgohFKQ\nWpCtomsg5p5RiCBRaG9PBItIAWkVqQU7VaxAKDiNNICJol88wGcBQvUG+FZoWaAJWgLaxK2gaiDX\nQGuB0lxhXQ3WFigqbCpnNi1LM4p6BuEhrKogDhqTgAbxikgLkIRQBW0OeNu/WXidXIMxaWWsjXIQ\nQgvETZBZkCrQIjqOLhicfLbFZT7GD7hi+cHCnnyS8Eh5jgYoer9Sl4EyJNraaGuhLsqSByxnLOvF\nKaaUwDgqwQTGADVgX28MSdBkiCfEftzon3dFz/GR45/+03/BP/tn/+I/+ve/U6Aws//y/+eP/q/A\n/9G//hPg95987/f6uW+Nv/23/+v/qGv7JGFGva+uNdjwjEKFbRFKSTQzt0YIEa1CXRtye0/8/UhI\nATFDb08kMcbXA1ErkjP6/oQ0wyQQVLzhWBVbG/JwS/jVS0ItsG7Yw+oaBjWkZxTtkKEBOSC7CVsz\n7W6lLYYRsZ5R1CosW6Kql5tyDWwtcLsllhrITVhbICvcF+OhGrkZW18vqikH9dxiDEYNQjGhqTAK\nYIL2khYHCK1Ry4E3f/GKXDPptDAuBYZI1ICMgo7C+Is9SWa3LZknZ3PNs/sQPQPFpcArW+3CSXFL\nFm20rVHeG7ncU24846hL5vBVJbeA5QHZzEGiCqZCLsq0Ax0ilcBEpqwbYzQnK+RGMMOOG/L6mTL7\nfYg//MNvbqL/3t/93/6Dfv9Tsp5+ZWaf9//+NeBf9q//d+Aficj/jJec/hLw/36CS/yA4YtVO/hu\n3pqgxUtQJUNeYxe5BmQOGIHt1OiugKRxIU4RvV8JtaHB7RSGEddgLNXBQcz97wx0KZdhc6QTphW7\nX5xhFbz8EybQXNHNnLa6PCCv3ASw3lXUBDNBs5edljX1LCJQm1A0cNgia43kFlh7+elUjbsCaxPW\nZqzNnUofaqP1ItQajF0UjlWIJEoA1DOKdQM7NIYo5JMyXW+Umgl3G/ugkIx5CMgYsNc7UppoMtKG\nHXE3wzS6LcVzE/UxWnMrDvXFnF56yu832hJpm1LXI02F5W1mW4M7tZRE0oaqlx2DCDn7a0iHiK6F\nmBp5a8xvj0gQQlPYj9ip02r346e+98/xnxifskfxP4rIH+AFkH8N/LcAZvavROSfAP8KKMDf/CEx\nnqw2LzF1R1jDaPcb5e1Ge1DqarTVWO6MwxcB1EsvVX0nffd1ZIy1E3VcDbt9fssYjTkqUYwYjIMq\nKRhzMoL40dRowBw3N6rtAJU/zwxJ3b1VjBCMqoaI38Y5aoXyx1u3zeggocIpDzQVmjlIFA085Mih\nRrI5OGxNuM/C10XZlA4QsFR4m1ffaYqgKIqx2sIgkas4M4oyinCHcvvWeHFrjFEYg5DEOLzfeDMa\n14NRorKFhs6R17uZq2FP0IFgA0FH0rxHxoiE/vh39fBPFTRM1UWL95vrdoqiWVm+ruRTo22RskXK\nVnn3TllKRPHnuGrgPgubzswBYrD+2lDuj8ar+8LVWJGhYqkQ1oV9bgy//8pp2PsVDhl5ufvJPv4/\nlvhkQGFm/9W/43t/H/j7H/FyPlwo2CljyWmbVhr65YF6WyjHih4r+W7j4V3lVFMf8Ob1/tstcqqB\nIMauO4tvzYVrQYwXAwzBvTWqQQzCrjXGaAjG2oQQhFNV5qCEALkJJoJUYz80YvD+QFH/2SE4+Jh6\nn8FHlkISQ03YerZQVMAC1QJrDRxbYlNhU8gmrE14qHTqa6Uo5KYcWmFjodEQTZgYhcJmJwrieocw\n0ggEaaiMtDpyTSIrhNBoMiBZiBihmxHNVTjeFob7THo9UU6V6bRhXwvczDBEDEOKIq9+wuUPESwk\nmoxI7/20g5KPgSUHWo6UHDmeIndrZGmCYDTz5/LtBhVlDrCLgqBkE8YARiTg0wubBYYM4QBSBdNA\nIDLsxmeQ+BHEp2Y9/QjDui3HhqWAvV/Q24V2WyiHSj1WTp9v5BbZqrI1cWPOEnkogbWBIaxdXL00\nIYCn/Bq4TkpWSCESA5xq4Hqo3bVD+hiLQA5KECNrIPYSVNbAnCpZg2cWIiwE5mjkJqiJN9tNiGI+\ntqAlF+FacCqrCofqwJFV2JqR1biv4qUKNbIqmzVOqqy2Usg0qxgrWGC1I42KWuAgBeyaFHzZQRvV\nMoSZMUBQb14HCdxXZ9wYwtyEqQVOX6ykn03EJWG3DRvVyx0v9243MaafNPPpvEhbHGiasMXIJyHX\nSC7OWCs5cLsMrE1YmpDV1dy3VTg0RfHzxc7Gjq6JASGGBKI0EnNpBE3IwRibkMaJ4Sf96P944hko\nPnj0kkcz7P0BO2b0dsFuC3pX2G4Law5sLbI16Ydx2GBT35kDHDmbowqCm7mGJiy1G6Wql6BEYGkJ\nxBjEiJ1GeyIg+P+jmLNWNHBqASdWKWfy6No9nUTsAhRm4lkE0t0anOG0NqG0QO5AkVU4Nb+N3CCr\nUczYrHG0E5VGJdNoqFWKZZRGo/b8IHCwyiiJgQFMSZLQWpnDwBQHkjSiGndNiPUMms6wigWGLxd2\nN4LtIjbh1uilIS9mtyd5Dne5TyP5IJcsouTAlgP3S2RpoR9CVi8bHnp/SfENxNb89TiIPA5SzIEg\nkZue/cYaYRNYXYn/HD+OeH4XffCwy2Fbpd2t2N2KPRTs0LBS2SyytcDWXPuUW+DYhKL01N/hJjd3\nzhaBqPTMIJDUGKKQrANAL0XNsbOZxLOR2oQpev8iBghimEVCMGII/Xc5J0Gk6IDhNhtCboKY019b\nzyiKPoJE6TRYVciqFBNKB4qmhtIobBdw0DNomMOHEjASRkM1YkERM8waMFCbAYEkjaRGksChCnMI\n/e8L1YR8bNSvjl1HAbTuKDUluJ6+/Wn6CYYEoQ0zpR4oWagl0GqgNs9kl9Y3Agabwqkqm3kZKgJR\nhNaMOQoW++YlwH2OzMmz0qEFpAXCybDyTI/9scQzUHzw6BmFGvruhH11RO8W9Lai95XTF41cEpt6\nRuFUUuG+CKUZ2brnmjlrKAlMwQEjiANLDMJN8oU9iFtlNAvk6P2K0IeaFQ2MzRve0UDE2GpwR+6h\nXaat1iZezrHmeUhvrm8avCfQy1qll52aSf++LygPzRvYuSlZjWzG0gqbZSqZQgcKK6x2QK1iZqhE\njESmgQaUa9d0WCJbIcgEGomaSEpv2kfua+AqeSluaMK8FtbfZOxqxmbrE/kaYR7cDPE5AGibUkpg\nqxM5R3IOrFvgbkkcqnC6MNeM97lxVKWqYSJEpI9OiZcSVLjsMgK368B+rKTq2oo4TORTY/fD4aE8\nx78jnoHig4dhpujbA3Yq2GlD35/Qu8r6ZWU9RHIWlp5RnCq827wGfCpudQFwKrhwDtgnGPoMIRO3\nTzAzZvOZEJsGgghrhRdjV9H2xvamYDRSb2wrnkk0E8ZkzmZS8bHaTZijoQZLi1jPLgKKEjiU0Hfx\nbhmUVThW41QdwDZ1gd2mjQddyFQ2HCyUxmIPNMuYFUwNk0QVQwUCCVU3nmsaMQYGEZpFpjCS1BAC\nkUjCXK/RhDErjUxtlfyn98x7cQuJFNwq/ZThs0/2Yvh+hIA1Iz8YWgNNJkoO5BK5PSXWGtmqU5Wz\nCvcF7itsBlvT7tUklOYstK0ZYeyjQAgEhKO4Aj/VSIgTU4w0DWh+BuofQzwDxQcOzZX2xQP2fsEO\nK/qwkv/oHfdfKw/rwJYTazYOp8SXx8SpwbG6ivm4Ge+r+ltP5NKfeLtVp4qG2HsO8B5lCEKS5KUm\nfJf3dYZJ5FJaigK3W2AMDhznspZZ8EmpwWv+QazPo/ASg4HrMQw2DaiJZxLmdN5TgZMpWzO2Bqsa\nx1y5043VTmziGcXGxoO9p9qKUlEr3qvQBUEIISESCZIQIqttzOGaQWYGMZIYZommE5oGxBQx5d0W\nmJfKpJltLuRcWSyzn5X065fIbkQPG2G3oqURhh+A/fV5uNBTlpC6JxMxPp4388ly59rP+XSumAnh\niXtrLY38UFnfNUp2LUTOxrvDxP0JDi1yrIFjDXy5Gg9VWXqmuCk8lMKGMjESJRJRIsZShZ+PkZtJ\nLsrvr44D0gZiTJQmlCqcHhrDKRPn4XJNZ2W4jPHP3lcRXN795Nx5CNflcep/8LkH8tHiGSg+dJiA\nRB8c13Cl612l5kCtRqlCqXC3Rk4Ki6rv3BQerHEkI0CyhJj0uv5GUGFvM8kcAKpkoiVmSQwSAKPS\nCBYZRNjRR0j3HCU0mGPoIOA6ioCw6xNEA95bELz5Hfsb2Hso4rdihuLNzoMaWZuznAyyNo7WqFSa\nVFr/KJZpllHzZrbSaFYwy5gE0PPOFEyMRqVY9Wa7eRfDBEq/JyZ+DCnRhgCTIqPBaOx/uSO92iFD\nhDEiQ0Re738YIAF4ja/6l9Lrh+f5JTH2caPyOKEOg3n2BbMp9rDQMuj1DknB8eT9yvJeWR+UfFC2\nY+Ph88ztSTi0xtLg1OCuGG9LYbFM00BWZW2N9+0eRSlhx2QjUQLQaDYwtIGxJd+wNGWpA++/qky/\nbKRDIx6V8a6y2oHx1dDtxwV9WFwsetXJBoKny3OfFy/t8f4vq79ApvHxnJr//zk+WjwDxQcOEXEO\nf4xu+HdqEEIXr0FtxiEH1xmoUUzdD6kZixZKX0wjhSiRbCvQEBNaqMw2oFQEIaEUK+xkxERpGAnI\nBoqSRKg0EkKQQDFjCt5wdkBwINhHxXicZ23AKK7gXfuAuGbnDW/jWF0J6Y3rRjFj1UoTBwczQ80b\n15V8XuIBw1Qxq5eBOiYNtYBIQEzBFJWM2oSJ9vkH51a4387AeeMdaLsdMsL0JhJeR+TVhOwnZBqQ\nV3tk9wNaUM6761L74AeFLSO5+CS6ccQn1a0+irYpLAXGBIfFn8wi1LuM3EzosVKOSrkzttvCdqwc\n32YebtV7EQ0WbRyb8HVtrBRWzVStFBXudKXYybX0mkGuiCb+vOjEUZWHZgxJSCYsDaYCt79ZiJ+N\nxIfK/HajVEHvFoY3E1aUsC5wHX1A1vXuMTOYO5m21K79aT5LIwQHwnHwIUzPw5E+ejwDxXcUNg3U\nTd1Mr0mv93vzem1namnfsZtytEIV35E7W6j51DsUaIgIxTJF3Uk2mJBCQwgU8x1YIqCdyVQMBhHP\nPvDSklMcvaQVrLOo8M1cd0L3HbzBii/G1ndx5+mqzTyDqObXXUzJpqzUvpj7h6IU23j0jfXMxuHs\nzAzzM1jDLHRXWcXM+w6wQ7HLR7VGYLiU0Py3A3a9Y/gZyI0gLyfkanaAeDE//pkfWFgpSCmXiXTS\nQYPmQzysKdJ8jokhUBpWzS1iilC7V1fRQL4zym1lva/cf5m7UFJYNbC0ym3ZWLSxqgNFscqmlVXX\nzlgzGhG1SpJIkuQbEpS71pjbwCDjhe59PML0xca4i+TB2JqQgqIPK9EqMjr7jtKgVH+udvP5nruS\nvpTHCYUhgHrJ0WJ0D6/n+KjxDBTfUYgIcjWjeo9a8FKrCoFOIVU7OypQzVAv2lCofWFtFLLvsnE2\nUiBQTEhEYog0835GJSIWUEldJwsBZ6+M4uWmKH4uGySJRHwjdzb7NMypuE8EUlXpSmj3DFSDYm4V\nXg3PhsyzCu3wcAYKX74EM/3GcTY2eVzBHQytg52ZXu5/JTMwY2KYKCauzwC7TOT0MlzCXg7IK0Fe\nzsh+9KPqt088+QGEqHrmUKovmNqpRrlnG+3JbPRcfb55Najijq5FyIdAI1HvjHJXqfeVHCNba5dF\nPTfPOjfLbFbYzLPabJliC8UqhhGImFSqBSabiMBoRjG4rcIkI2vzEmpSePi6cLVfKYODlSXFkiJh\ngyuA4GWm1rxaewGKHq0D43n86rlXMT+DxKeIZ6D4jsJUsazYkFDt1EIVTkVo6mrmomfthJLxbKJ2\noFBrrHai75kJ/cOtMCIzEykMREIv5QRmcednAaQv6kUio/S+A05rjcAkgSShrzlPdBj9fajmOo6x\n7961nzs13+Mr3jeo5rXsKk+BQqkUzx7MOkicP7dv7PLt/K81UMGC+cW7SxbN2pOcontamV2a8iAM\nL0fqi2t42ZAbLz1xPbuO4odKj619RnXuQGGd9nZa+hAierKpcHvyGRMxQQ3QIvW2UW6hznvKvbsW\nr+8Kp3tjsTMNVlhVuK2FxTYWq6xWKNY46ZGsJ4o1DIgkqjk6m3XVPzDiZIeHqrxIDhSDQl4ad390\n5GqGUQM2GGaZYCeGzwJo6lOrGqTkc92BC7KX4v2J0vszfVywpISNP1j8/8HGM1B8R6FLwxQYBgxx\n9lDzwT6K9B6F0w8PWijmi+sZKFaOVDaaFaJBlIihNIEg0W0UvDZEQ/ob2bhi7splBYSMsQ+RdNmU\nBSKgIozhTK/t5arm/UQDtt5T3ZoxivhwNFWy2aV0VFA2bax2LjvVrrmubLai5ov0OUNQOw/BOANB\n71OgfQFqHSS9Z0KA1tvYhpHEGVoq3jARjDgHhjc7ZD9irxLyMnmP4mbyjOYjP+8fJLTBuvmOe1l8\nMVWD44LU5r2JmLyrf/A56D6IKGGa0AXy55W2JS8PlkS+q9x+XtlKHy7VHCTelcpRG4tWFt3YrLK2\nlZMeUMsUKwjBS0946a+a970KsCpEBh6sslTYNSFlY8iNZTSO/+bEpAMaGpYfSLtKzcoYZmjNew77\nGVkyvOr3v3SQbP44SAcSTx8r0irwLKT8mPEMFB841JR2rGh2Uz01qDGx5Mb9JuTmVgdbNR6KcrDM\nao2NxskaR05UyxTbUCs0y1RdiURMhCARkYjoxhxmvDORiDi9NKuXmBQvcwnCUmJnRkUCRsQ4mTEQ\nsE6F9fITpAbn4pCcC1Hmlue1O7/6pLpeKusN7GaVLJkNb4C2bt7RrKDaOi229dJS6+prfB4rTnvy\nCoPP8jax7jTbqFaJJGIXeJkpTRrxamT+9TXhxYRcT7SbGfn1jrAbLl15MXtCu3yyD/1tGurHjjPF\n88k1WK1emz8uUAqSi5dfDgekNO9XNPPeRGlYVjhlKIpkpS6NvCXWe6GukbImtuXE3WHg7iQcN6fB\nHmrgXTZua+a9bhy0ctTKbTly0hPZTjQtNM1s9dStYAYkBCIDohFQhBvMp2lByHy1FeKDwAJhMMJg\nvF9XxnvYT5kwFfLckKkytgPxly8hBOS0YrsRTisiCsvi9/38WASBq70DRimQB5jbc1P7I8YzUHzg\nEISLC9/Z8+nYLqfEO7Z4G/pxv+u6BV+IvdzytOJfaFSkL/SB7hZrgUEg9kJMwLOV8xqkgJhDSTNX\nZFsHkWiB0ssI576EYmRvjbpBX4ePZvVy7xwovFSmVJo1Wm/CnxXYJl5PNwyV5owm1/ZyVvIKEenj\n0ATnzgdJDGEgSCSKGwEOMnDdBVyp+wxNQXgzCJM1oigJI6Jc7SohL8hgXV8gvtCWAOPwuLCo4oM7\nPmGY+Y75DGBmnkW01rUTdtFQSEqw5ifnnAprm+sprCi6Ndp7Ja9KXiNlg7zAw13g9tQ4VPcJW5px\nn423tbBoZtPKpoVTy9zpnVOZ1TcoTTeqHkEMtYloYy//JTZbOdrAYBPJKoNWVjHeHxvDJG65oo1F\n4U6V8KISrpRQG6EW9GsgnYi7HbYrMBficQWtUDK2+ehe74yP3sMw7aDPM0h85HgGig8cIkKYomuG\nTGGthGSkKG6lkX0VH0JgiDC3yIY7xPq6LERJNMt9R9y/0fUPcK7re5NbrfWswktSAEGCm/whzlLB\nF10zzzZSF/QZXsLR3nhWecoxUjBBpfVmsnVdh3V+k13a10ZD5ZxvuJbbr9O/jpI6QJ5vO3bq6+Pc\nTJFEkAGR2JvtkYGBnexIFklEBoEhCDcxkkQZtSG3R+KvE7NBOFRkHHzB3c+Yme9Md2N3kh07JNo3\nBWyfKsygNqeCNp9WKE2xs4jODKYJM4HJQBdcRWc+0bAZWsGKoQto7ZMIvElioQAAIABJREFU+0zz\nNXuZabPAZspqjaVFbmsjWyVrJWth08KDHlEtKKULI5u/BqWz1awg6nM+TEGlkmVjk43JJioueBzN\neGiB2cTZcBbJGjisiTQ2wgCxBmqBcFfgJsO+IsdCvDv431P17Onh2Fle5pRZ7VngM0h89HgGiu8g\nBIj71GmN7WLcNwUjBSOIq6JTgJHApD5L+lws8uwgoXTGB+Fyy2rdUqEv2qEv6kHO44acHyXi+Uci\nEp+cE5OegfhPWy/nnBf5879qHRw49xhcEGdmHSbopaFz3lPhQoM1RLzhGiSi4vkJYaSpnu+J5xJn\ncAsj0rMKkUSSxCQ7BhkYSAx4lnEtgV3yuRxDUOKWCacj49bgkGCqEATbij90UXyiX2s++yIl36F/\nX0IVae2RCqrqm4Pzghgc9C+N69PmTCc1rIFV8fnrxcfIavX55lsVjjld7ODdbdd4V6oLPK2x9a7Y\nSReqbpg9KudVM0rp7DUARS1fXp9nZctiCzvdU1LrqhnhYIGrFpiS9DnqEJtwXCNpbLQgtAJWAvZ2\nIV5fEdMJdn1npBW2zXsVZ4ac+eNkz+NtP0l8j94xP6YQJAjpxUiVx+pCELgajGHzxmwSB4uZyFEj\n0oV00stIvtiWJ7cKXqM/k2B7vf8JHfXcVwi9UBW7P5J847vnz3a5zdpvQ8+NZnH3V//uOVPgCaDA\nN3lOj9mFz9nzEoUzZCJK12jIiJLxFrxcylKX3ov410G8rzIQ+5EY8AFOQ1DGEBiCMQZDble4b3Az\nOlBEQdatP7hDf6g6a8bs05edfjtaF5aV4l+7shGmqS+Kcrl+1tJpsXrhLGsTahFaNVoRP5r3w3L3\nxMpdbe0aCeslp8am7VE1/+Rwdpov0NYzXURpLUOUS59JtXIIB6KOjFIpCNkCtzUwx4F9cL1Q1EAs\nkWkJTBJo1YGCDPLlA3EAdlxAndqZXmcmtXWBYR+r+xwfN75n75gfS/jOW8wIkw8JkjNnFbuAxRCc\n+RQExhCRbuv9CBbxSZYBF8WDPZaHHvsB5536IxAkCRewuNxqnyXw9BbPBNJz4emcYVRqvzePFNMm\nrUOGcBbSOUCcv378EIkIqYOC31IQv1axyrns5F2WdMkwPLPw0pOXnFL3GRJ2IRClMYbwCBYU6pcL\n+mqPzePFatcrW/t+J72EYd1a93u11JTyuIPWJ3Teq72DA7gSuzSQ5CUYNdcqqqHFPLM4H00oxTU3\nazdvdIYdrNbIpmxWyVYp1tjahmntpacOFhQvnfbyJHIGDUM1oCE5S038dbLaxo5KMem+AsZ9HbiK\nctFWFBVOW2I/NGqF2MCawCGT3t1jO4Ngrh2qxadEnv8+vZXTtF/Xc3zMeAaK7yJEXIRgRtzFC1AI\nPrt5ijAnZxgNODMnSmAgcZbAnZPrKJFiZ07S40JOt1IwawQJfZLZeQnvojznChGlA4X1hVlA+071\nMVt4LD95hlEvCmvOA41QtNesvV9xpsR2RtOFE+XXESQgjJh5CUHFkGAEHWhSHnOnMLg5IF56CpKY\nZU+SdMkmRiIvgrCL1nsVyhCMSSpjzYSTou8U5p2Xm1DXUdCQ8MJBwpyHT60Y06cHC8P1Elt2hfK2\nPZZVdrP3KmYfJWrV3IkxBiQErKr3CjZoWXyuRDHvUWzCYYs+YMrCJZt4X5VVjdUqqzZWbRzaiWx9\nRogVfy7VvbjOJR/rJAzrRIRmmSSj9zG0EqRxsoW9FjLCakqykZMqpwovmpA0kKpSCSynxM0LhRKw\nRYlaaV9tpJuIpM7+CubeUJGeWZgzrPC+znN83HgGig8cqoptxd/4mIPE6AuX4ZYaQYw5+IJ3Hkka\nBIYoiHZaJ/C44/bwN+oZMBTVRpKRx/zcI0p42pnoRoLS7Tgef7Lx2LxWnHZaxXOJM0hoZzchDgyP\n1+LQctY5nKfWqTVALyM43QU3IRjhQgk1ggx4hjESQ/JGfHeRnWTPICNREkkGJiJXEnkRYBRlAsbQ\nmMXY1UraKjEqvD1h0+oWD2OAMkDJjr1XO2D2kkZJ3hcIH0nl+21UXNVHUVmtvoM+Hj0jnKfHn48R\nnSYXtoi42C4mWlXaAnURtAhajLoK6yLcr5GtBLbiDe1DgXdVObTGqSlLaxzqwskOLO1I0Y2iG7mt\nNNuw3m/yTLU6S8/O5AP35SptI8mEhIppwUgcODI1iIwkjGTKnShXJRJEGCywYSxE1qMyBSXVjFZF\n1dAv3hN2noEzJqwlGAIyG4R46e+jvQT1bOXx0eIZKD5wSAQRn6sgXWU8hMp+JywKGT/2o/EzhLIJ\nBaESaCq8jjse1MimvrhiiFyhphTypQQQiIznxZREIjIy8OZqRwyR0AKJwCiRX/7yivWhsizt4gSR\nxMilcmh6yTaCeAGoc2v63weR2A35HiNK6P5VtfcfvJEeZab0Jij4TnQKM8U2iq1dGxIZGD1LEbvY\njI9hz1XYMcvELCMzI3uZ+WyceTUo+0HZxcAuNd7Mjf0ASZQBYzB1zzwTb1yr+GISBGLwbEIE60D7\n0ZgzZx3HZXZoP7es3ryuTzydTgtId0ptzYV32nsW7QnCV4XNaNlLTdb8c14j65bINVD75LpjidzV\nxkOrbKpsppy08WAnsq6Us2WHFqqdoPeXzsQEs/qNbLXfAZRM1hWRBCSExMLKXeteUNJIVE514nYL\nTGKMYowYI8J6DASpBPMstaHIw+aZ3pggKAQfZ8s8PXo8xU51frYY/6jxDBQfOIIEbD8QBmhihFaJ\nszE1Y98qqwVGlKuqFBU+MweLaoYNkdUgyp771qidkrqIm/0FdXWsm/q5xmCQgSQDAyPXcWaKkeub\nAa2BaIHPXu148/OZemrcfrlRqjFOUO9LH3gUOanbhyORzQJRAwu5i/boUID7/ogR7HEn5y34jOG7\nRgEGBgrehB9x7v3EwIJQLSBMGK6vUHyCWpKRkR2jjIwyMEpkksSLODEEn78cBVJQrgdzS5IoyDwg\nkxCvA/JmRm5GCNb9gwZ4/cIX3pS8lBOTW3N/rDhnBq25Ayog3Z5Dcrn4HbFt3mjHsNMCw4CUCmw+\nsa9UrFR3kn04XbKU3m+mVXzWOdJnh7g9/KZnfplnkK01Ft388T/3lazSbKUbtfTql1+LyPlrdZru\nJcNtKCvNRqINfR76RrbE0gZmiVSJFPWphw/VLWJKtD7TJJCLks7JgV8gaMBShBiRccR2O2SeYEhY\nSjAMMIzPDe2PHM9A8R2EiBCuB8QaMTZshJiN/U45ts5Uj8ochRuMVem2ypElOhsqcMWiuKlbJ8Gm\nMFBs9TcmSiIxykiSyJXsmSQxSWQMkd3rgSkmPvvFzM2bkXZq7HfC3bvCgHE8ViT6AixNMPHpdeDz\nuKONVCud7OJAESVSrRE5ZxjWC1zWKbt6ef+6v6i4ohy3ExcLZHEGVgul9yQijcYkO0QiIyOTDIwh\n8UJmpiAMfcBSDMYuGnNSYjBiUGIakJ0Qf57gevQjubSQmz1MCZsGX2BSwqYRCZ+Ih1+rP5a1PM6Z\nOPcoqqvfAbfpWDcvM9Vu/rdtSK3Y/emxudslK5549N5WzwxVfQa22YVNi5mxWKHZI0vNs4PiTDU7\na1+8DCny2zTUpyVOT02rrt6vkNSptYVFF650oMpACVDVWPs0x32Cpt1zTCN5M+JsZ55H/9sBSQN2\ntUfmCZsnt1iP0V1mn0Hio8czUHxHISkQbxL6NT42cvS+3I1VHz+aAnMVGsqbCapF1My9cgSSjMQK\np5Z9/gL+Jh4YUfHuwXCu4cvIHHyK3RgCU4jsxshnv5q5eTNx82aknhq7fWS/Cxz+dKVFQSJUE2KI\nLObtatdJuHK7mlBNoTOdzCARe34RLlcVL1Rdvew3n06B6EoPknhj2j1yYweKs92he2INjAwMnlVE\nYYzebhiDi+1iNGIwQlBCMEIwZBrdBPBqgOuJi0hlHiBFmAYf+pOGS+/k04Qv+NQndNjOdJLf1gas\nm6/u8+zT4JYVy2d19iNtNFiXWZh8I6MQEVp3+fVfkd6QPqv+64Wtdrm2J4fI0//Lk5/plvAXzUyj\n9hJUkEzTkRYih7awY6bgM9SLGocmvGiBmtwxOZlRNVKLN+Z5cliIyG7yfs00eblpGL9xNc/x8eIZ\nKL7DiKMgE2gyQoKgxjAYL8ZG2SJTFCo+We71GNgU9sGFUSIQwkxRYbhwibzOrgaF3GVoidhLNaN0\nyqg4Nfblm5Gbnw+8/Gz0cZgRZjF4n9EIEoViEC0Q1EV8mDvC+hCkkdUK1llYvXBCMe3b2S6u63OT\n3a7jccc5kKh919rMy2ZJRqol3JrQF6+IA55iDDI6AFry8a9ijH3dT9LHtMo5o3CgiKNg+z1yFZGr\nyevXKcJu8rrM6NkEycsXovbnPGPfYRi+Yl9cYbN/Xap//kYfwKnVdlwe+xNr9uNsmHgmv3GWG8jF\nW8yHwPkuXfssEcVniZyJB66daN1/q/XezaNhI5wJWN9cluXJ834mViiZahvBhs6ASzRtnKjsxajd\nSr+pcarCzSBon9XeTFw60jrt2/qrLUZsmHwTMHnpibGPU30W3H30eAaK7yIEaE4blJcJHSGOEMwY\nmxJmY1uENUaXuVkgkCgJ1lqJ4hZ/mwWaDBR5BIrA4IppPe/QB67Djjm6IM3BIvLmzcRnv5h59bsT\nVzcjeRfJcyCbkt4MlK82CBD7IjOG6AuGqucK0ssYFjmRn+41icBq5bK4DZaIEmhSoYv0Eq598CZ8\nIeAagGAJi8bSjtAFd5PsCAhVSs8nEjdxYg6RMcLQs4pdMvaDEgJedgpKTEZ800sU15NnFUGc5RR7\nXWYIDhTjiMT46RaaMzBsGTkDxZZ7L6LHeR0uG1IV0+YMiXWD+yOyFbzE5D+rFVqTM8b7JEUTluqu\nYGd7+GawaO2Ovo+lp2oZpT7pRXjZ6ZsX9JhRPPYvHjU0IJieSDKhoQOFNFbLrOITHEszWjCKBY7V\ny1HRnBkFQjkbCysYAbnaux3LPMM8ugvzNHlG+AwUHz2egeIDh3X/HrHiDKhBCLMhmzJqoDUhNOFq\nrJzy434c4NUQeVcgqpd+RA2NxqHOtG7xbJcWpFtx7GVmF0YGccXrJJHrXeKXvzNzfZ24eTlw86uR\nbRdoyTieEvIqcdoLloXRoJkQVdAUqbWXMCz4EKQQqc0zDOllpyZGUt+dnr1rA8JgkSbVC0nSd3/i\nmosmjWSjL2hYd6VQRpldOS6QGBhM2MvIPiZGgUmEMcAUleuhdf2Ez+iIYgyvZ+J+JMwJud5j1wmZ\nR29g2+Ou10tP6dPUt82827xtj2CxrG6XveVLbd5NAn3s56UklQtIwO7XzpRSqIo2ozWjFsHUgaOa\n79JPJVAs0Ppdr2qstZBbpqpvBpoVqmaarV2N3Tq1+cx6+sYd+DPnjIaq+1RZdx4oslLbSJWRIo0k\nlVPLbHVgDlDM1eJLdUuRoP3114TWAto8UZXdDmJy3cQ4wTwjZ5B/jk8Sz0DxgUMGQUaDKfgxCMMv\nZq53Sn7XqINQkxDmkTGPvPvaONbIUCKJgf/s9cjbrzOHbJyikapiNrJVHzt63svt4swUA3MQphCZ\nQ2AvkV9fJX7xezvevBx4dZN4fZP4C39hYHsTuUWZl8q0VORXIy8nuH/QbvEg7M14meGhJJ+8p9CC\n8iLOrA1W9aFBzYzrFN2fTrtsToRRfNBR1sfFWIBhmMnmJQg1z45exh2Cj2w9K89HEa4HGKOw68dV\ngl/slKtJ2Q/edpiTcfWiMb6ZSTcTcZeIuwG5HuFnNw4KZ0BQ88zitwHiI+1KDRdUkosv/Nqw1ocR\n9XOP1yIOEJ0hRbOu2q4+vDwr3ZfDd971zEJysFBzllM16eUnBwmnxZbOMKN3KQqtzzM/zwv5NkC4\nXNefOa8o5dKdChhFTywkUpwJFCKFk27ctZFZI9kCmxmbwYmRKWUsKhoMDQo3V/DqCq732Dw52+nV\nDXKz/3Me2A/0JD3HvzeegeIDh4SAvdjD4eQ11WlAXr1A9kaIBblXZJeIMjNp5OalUt9BrRFeXGGL\nwBxoXxWseg0+f5lJRJZ2ttmAZt6LOB9JhH2CaEZ9e8J+JyFrYsoB3htRAykZSRSplaufjwz7QPhq\n47DAYILQ2O4bc1TuslDNdQq5CddJuCs+bdOFcs7uyn2mTsTYJxf2tT6UCYzZh0hwhXCsvhxdxrAG\nH+DUzGm2+9SV193LaZeMzyZnOY1JiUlJSbmaK2lQghYkr4jOiBREM7IsoJMzZM4ZRfoWOuxHyiwE\nXD8xTZCzU3RT8iZtDLCVR6C4lPP6tZ1LQGejMLiUpiRAGIDVwHWUBOj9nLM4zofoRgkM3cG3zw2k\nq17QsyyzN8C7FPpb7sVvZRTdLeCc2wK4mcdGtpWBiSaVQmFj46gjVxqpajQTqg2sacc8gI4CNwl5\nOSBXMwwRmQa43vnO4M99YJ/jY8UzUHwHISFgN9fwsHitvClSIE1Q40aIe1J2p8/dq8DVTlGZSMNA\newAbIyUE5FiJm3KKQsRdZ1d1v6Si6iARAkngOgljEAaB1Iz25crwOwNyp7R3FbPAHIWjNcZ9gDQR\n50iahPBlpgVoh0pKjTk68Gzdf20tXj4egnEsxpCkAwZcJVgr7KJ0cZ6X1It6pjCExyVmDL4xHqPv\negOwj+5BtE8QxZiiMUcHtFejsRu87DRHY0zKNDbGnblddQLZFmh7glQ3AlyTz2GeukXH98UA8AwW\nW/aMszUHDaT3KAxKX/2C4DZbvaYjgkTBupHseZEUgTQYefOudhBnK43R/ZKanR2F+5z03jOig7yE\nQLBEYzsjGo/PlvLbzgBPz7kljTu5nj3HpM9F3+zEzJ5mlUqmMnAyZdGRaxHUBqoJxQJ53LPfb4TP\nEtwEeDm7Lfw8IC/2357gPMdHj+/Ju+jHFzIk7OVVb2wrFGAWhvkKTgE2I9aAauTFS8GqK2rbBF7D\nEfSLFf2qMEVBzBk/SZxqaJ0BFEUYgjOjzqzQKCBLoX1xoI0TbV9RAtYC+71gn43EIj5GdAfDDMvb\nhbwqcWg0E6YobAWyBqL2cleAq+jlotLfwIJwFfpAOevrGrB7Mu7hYgIahTl6FTwZfYYGXEW/dgGm\n6McclatkzAHmoEyxMSZjHJXYp6fJ6J/DcoJ1gi3CkrxHVBWbx++Ppbjg6uJ5dmPC1pAQvP8gm/ci\nnkYUT7XOYb6wQ+VMRjKAwKOXmLiaXoAp+ZMkj1jDEEIfL9EXe87uvaH/lheSPPpMEeMJpfi3ewTn\nLKQ3wEU4d6QXjiRmIoVCoWIcFF7r5EynfmQi7WVCXgTkRUSuZ9hPzlh7ju9NfE/eRT/OkJ5N0BRZ\nDSlGGCNpH+GgxOJ2y7EJr65mHu6VOkITKM24eTlw+royBYHgFMPLNDqVrlbufk5BSBiDWKeRQn27\n0q4N3SUsJoxACpH9LyZYxBvt3a1zXJWHQyUMjdICRYQ5GPcZxIKXCxSmaBR1Wu2ZiglOXa32Tcb9\nFM49CC4UzTEITY2zrZsXO3yok5qrd8/aiTk2hiiM0Q0ABzGfNxS97BL612INHo7IiwS7xGUbmiI2\nfX+qFCLiJSdt3mw/M3h08H7F0zAcRZ8+UELvt2j30OqnEkTRTlL2zCKKZ4BPcwLn1o3Agly+E5CQ\nEDsbS8o3/uCfFd194x5dft4dgcUBw1xgubGQbEe1QjOoBE6tcRO7U3p/DZU0Y/sALxJcTa57GRPP\nLrHfn3gGiu8qBN8VTaO/GwaDCuFqdhXz2w3d3BI6XfUy0H1F3xqaBBvcMfT1y8LhS98+RsVHn4ZA\nK5B6b+IquTAtie/Mh2hMNNIxs/7RSpv3WEw0E9Kvrpl+NkCOnlFMEOcCFvm37Z17rGxXXcc/37X2\n2nvPnMc9ty1tBZRHwBQStFaUQEGq0YaIigImGMW3/MFDDKBAYsRookAihBjRIA+BiChoAEECqFC1\nhmdbHuUtz/IoLfZx7z1nHnuvn3+sNXOm955zbktve2au65NMZs6aOTO/WTOzf3v9fr/1/flberZ3\neqYu5m54jkbiFpQ3bhmNSw7h1k7zlUKbFT12+t1IQVA64HcxhaEi6ZgYXKqy2o67h5n1Ku2VmMZ0\nXXvYCJH1AE49rTcaHxnUHYNBnzYwVnlVUYHzHdrexk4E1FbJOceYyivjEh1spLRDfH2deZ8JKTUh\nqirE+NTHZ+aCkDkMtTsORPA+C1DmA3tnySn7hdVGT49zIlhgtqKYZYWVdIzZbZIFqQzXFs1gMV8x\ndzYCcl3crEdKb1PGtk2wAVNClo6EMYGdaHkzp+iDhyMDppsNbII2mhR6Wh/svv6dnffCnaY4iruK\nRQXQzTXY7lHbJOlkg6oO9DdHQvCEI02q4Dwa2WFK9EBvxJsruq2QEsLZSXQmFGHiHF7QOtE6EWTz\nHEWNUZ+YoNBD19PfCFYH3GZD5ZP0xdoFQ1wlaCIe0W87/FGHjqUOZJ4ks1ArptaaBrVLB5WYVwnT\nfOCv0rGO2hvjPuUe2lnoycNOl3Z71/kYFA2UCncYeBjkcJm5tMIZeONISAns4JLKaOt71gc9IRhV\nMFTnVUXocbPdyse20VqDxawsOs2lqMvCrBqr8jBpgDxx3qfNgFkra96DwshCggseOCUjUuhpFu5z\nhrKjcPkpZyuOMO+qmsogZhL0uyuKHIJyDvpZ6EkL4aZFR7s7nvZa5JzGXNG4xyzSW5d7kUwZsU1H\nm/aAK9BZz7Z1dJYWS+7cNayp6ZsWNj2sB9gc5jAbh1POXDiF4ijONN7DcHDbeMc9zyMdY3cHnSWZ\n8ds80MAfmXDjZ07gJxE73tEfq9harzh+rMttLdPPs3OpneqaT2WpQelA3nRT6ls7FDpU9VB1TL5w\nnPa+R6jOa6gU8YoML6w4cr6j+9KIGF3qZ7ADm6OOneNi2vu0abg3NrYaJqPIdJzE5mKEo0c9/TQl\nUmc7gnGGp2PSLTZbMs4dpMqpPvpZvx22XJ8CJZbE/rygdh3DIfgYqZ0RFAk+snG+I2hKqI2qMara\nqM+tcXVETJG5ZNTIsFscbG6iEJLkxbhK991dkuInM1ONrevbjm+sYzqRchXTKjkR7zHXnXoGXYdU\nEgu7BVHBpXAmuyuzKkTcuE8b1vIBPKindXBzH3cDRTLWNOAEKXc1q3wauDWi9XNBR8MIrsYTmNho\ntl87rT80ZGojZq1vATyOjik5+4ThwEZs2zZDW0td9VzqrLftKjbOXyOutcRBSz9s6L9ri2rd30Zm\npbiJ5aA4ijPNLHB8m6G9vu57/wRc5aiGPm9kcnQTYzKORMTsnLAzS82MLIUYdiVylEsPk0RC6mSX\n+0CMO5TDCC443HqdxOfWPdwkLIBXhzYdbAR0TLje4UODX1+jRux8e0LsRQwev1ETRxPG357Qdem1\nq6pD446uE12fyiyDjzgZQ4OdaSSaQy5mraYkZucsVTwN2yn1MKAqUPUdQTDcCoTzWny1hrptXGv4\nLYc7mjsH9tO0dTt4NMjJ1lzZA0oH4MNyErDvGbE5lxLtOS5kMXd2Czn50mW1WV/Ns9a2PQbXY95w\n4x2qNvWejn3qFlcFY9hGhjEyJtIgmujYjGKqhjidEpVyEp0NaF3gWHcTnSqINSh1IhzFnXnvkaFb\nQ4hRHDO1JB/faEBvRs2Aqe1kxYC0V0XOk1rbBpwClW+IiN3u16KyihjFeCe5mShwjSe0fnclUVgq\niqNYQlxwqHZ0k8hoJxI1S/4pbaDqLWv4iHFPFgPcdRTTqNy+IIvm5YxzHKUfutpZPNpwa4EYhKzH\ntWmTYAieWFdY53EbQxRacA632TC+tccfbVIvipGjHojt/53iG2AnQuxpA0wmSX00VEbMBTGhiow7\nR1WlHb3OgSM5lmGTEtZV3ePXPLKKtnbU59b4Iw1VLVyscWGMP7+BkCWx+w5Znzbb9f1uzN8shXgO\nSyn2NCQ/prSKwJKqrNJOB+rkQCworURyzxBiVuFVB5VQAN9CN025mioYVW9sWs+JKOqY9qLsdHAE\nzyhWRDyympEzeiq832KHY1QaMI1ThDHQkB3bZuAGeDkionVr7PTbCE/laiaxIyriYyDaFO9qpkxy\nyCn1FwluOG9t21lSjfVUIJdlr4zpKCIvqtYXZY4lpjiKZcSgah3TaZxXhsScTO4sVQz1BsqVI+Pe\naJ3mYZ1oMDHNY9JAWk2krdEL+UohJ/xmjQWDVukSRL1eYdUAq1pUt5gclUQ4P2LOpw3FO8KGIgzA\ntkf0fT9vU1mHvNM3r3wgFbM0KYCezFA62Vdj6cQfo2qEb3rcIFBvNvi1Gr/V4ILwYYBr+tTxLORO\nerFPgkeetJJILQRR32NagbNTn/ZSpLhQnis5rK1y7sJjfU58G3DriVQh4AU+aYhVDamndgW+SvIq\nm01kEnumU59LkiPnhkBPgJgq2iI9jTyteXrrUmMskmT8mg3xSquE2Xeq0SCtbM2QSx0Qg2+Z2oSo\nlMyWUpf2pCbr5z3gQYythyii2/2ejrdjKhcuLDUr8Es6e3nf+67Z9z5JhM2QVT8XyglJelIxK21a\njhJPos3F39KPWUyjy6qgacmPhI361KB+hgGV8JsBXyuJF4Z03Z5TUR2pCec0VFs11UagOX9AfbTm\n6m99gXC0pjoSqLcCzcBoQk9d99QhXYb1lLrqqKueUPVUvmfYdDRVTxsiTR2pQ7o0df7fOhKqmJLW\nWzV+MzkKv1mnHh9H1mA4SKJxwzb1J5j1KNjdTJDLfKbstWProHm/+8nhsZOd2qyUtmnTRr0m6Vdd\n8T/fSCXBPjl5XP7Mqh5fRbyPOB+p68haFWm80TjL5caw5VsaBYaqaRVoFNioNmj9gNYPaf2Q2rW0\nfo01v0HrBgzcgNa1tH7A0K0T1NJoSK2WoIbGreNV49XgqXGqc6vb3X0aLvdA/MrOV1N5dE5mR2B0\na4cdhqLvHWS5vjd3jDtre1lRHCJXXHENl1128Z739V1kMjLU+rmlGUehAAALSUlEQVST6CztYp79\n7eYOxOhwTOKuUuisFWlnSSJ81l/ADTzszGQjctTYerQe0NDDjsMqwbCiumBAVQ8Y0WCWuuyFrRqL\nxoff9XkeeclFxIFRrU2Rc4y2O6zvU/5WqWKp60TX+XkitA7p/nFXIZcqc5q6Sx0BO6hqh296wpao\nLmiJwwF+vcb73Ndjq0mx+36UIt99j2IH2wYnul1n4VNS1GJ/ytweNO93O2aojylMtujkmhqGg5Sj\nmDU1MnHFp6/jsvtdMF9R4FOpcD0wbGz4yuGjUUdjozFGk7SzvyPSm6FQ05lj1Kd9DTFGvK8ZuDWO\ndceYfSeGrqWSZ2w7qeDVDKwCC2wzYhyn9HR09ESl8lrjBMLl1rZ1XiAJ5eR2pcB1k6/zwOED53tw\nzAlfi8l2Pz+pWVaW6ntzB7mzthdHsYSYGTvH+ySLEHaloidZlG8WhpqHpGIKB8xyE9GSSFsKay9U\nkAyqlCw0sC53o4sR5w2CsCMVdhysdlT3WoPNAOs1vbVYFP5IwOfy3rARaM5p0DASbhE2dVTHjUnf\nIzNqnzumBRiNUhCsDt08r+ynRjSXVhRNKuWKAVRX+KFR37NBGx7batBamxoWbTWoSq/P2KcVg/Uw\nGs3bieZGHqmdpnTb3c1LRA4m5bwKueRVIEu2D1sIVZJPn0YwYV2fwlFrLdx0PO3K9hHlvWk+RPw0\nUpmoe4dVkc3Qc3zs02ZNn/qAbFUVN3eRDk9Qylv0lparPR21alqfDvSt1YzjJEvOD+gMggbc0h2n\noyNITNUDqQcFElKYa02ZpfyKx6UWugaTGNMJDVANPIajm1rJUSwxxVEsGRaN0Xaf9ozlUNM0i+zN\nHEGXO5c5y6WpWghNWVo9zFIDEXAVUHsUdhO7qXxy90CjANY4rHH4Cwdoq4b1gK0HmrqFuqLaCPOt\n2NV6RXuPmnB8B8xhE0d13KNbO2rXJ0mPyLxzmXORUO0eCbxL3QzatkdJySKF1eqe5p4N2qjQuodN\nj20N8OsB1+ZefwaMHUzGMJ0kZ9F3qYxUpH7TzmGzM/SZtsgSIbNUrrQYGnNZbG/Ypv4Lsx4MPm8g\nnISU06gDeCFv+MqwmC6+NtwkydlTRaxztFWk9Q7wuS2tI5oYuhqpRVbNV6XRQ7SeoR/ipPQZ0lOx\ng2eQCyWMKkZGSlpjvSJiAngmbppXrz6XShimpGDoNAuv5S58gG89qsRsbbtkH1FhAS37cu8gdLC+\nQKFQKBT2wcxut2teaUdRKBQKhbueUvVUKBQKhQMpjqJQKBQKB7KyjkLSYyR9WtJnJT33sO05HZK+\nJOmjkq6W9ME8dlTSuyV9RtK7JB05bDsBJL1K0vWSPrYwtq+tkp4v6XOSPiXp8sOxepd97H+BpOsk\nXZUvj1m4bynsl3RvSf8u6VpJH5f023l8JeZ+D/ufkcdXYe4bSR/Iv89rJf1JHl/6uT/A9jM37zbb\nuLVCF5KD+zxwHyAA1wAXHbZdp7H5C8DRk8ZeBPxevv1c4IWHbWe25ZHAxcDHTmcr8GDgalIF3X3z\n56IltP8FwLP2eOyDlsV+4ELg4nx7HfgMcNGqzP0B9i/93Gd7hvnaA+8HLl2hud/L9jM276u6ovhh\n4HNm9mUzmwJvBB53yDadDnHqCu5xwGvz7dcCP3u3WrQPZvZfwE0nDe9n688AbzSzzsy+BHyO9Pkc\nGvvYD3srMT6OJbHfzL5pZtfk28eBTwH3ZkXmfh/775XvXuq5BzCz7XyzIf1Wb2J15n4v2+EMzfuq\nOop7AV9d+Ps6dr+Qy4oB75H0IUm/mccuMLPrIf3IgPMPzbrTc/4+tp78WXyN5f0sni7pGkmvXAgh\nLKX9ku5LWhW9n/2/J0tpO9zG/g/koaWfe0lO0tXAN4H3mdknWZG538d2OEPzvqqOYhW51MwuAX4S\neJqkR3GqENEq1Sqvkq0ALwfub2YXk35Mf3bI9uyLpHXgzcAz85n5Sn1P9rB/JebezKKZ/QBpFfco\nSZexInN/ku0/IunRnMF5X1VH8TXgexb+vnceW1rM7Bv5+gbgLaSl3vWSLgCQdCHwrcOz8LTsZ+vX\ngO9eeNxSfhZmdoPlAC3w1+wutZfKfkkV6SD7ejN7ax5embnfy/5VmfsZZnYr8C/AQ1mhuYe57e8A\nHnom531VHcWHgAdIuo+kGngS8LZDtmlfJA3zWRaS1oDLgY+TbP7V/LBfAd665xMcDvOGaJn9bH0b\n8CRJtaT7AQ8APnh3GXkAt7E//8hnPB74RL69bPa/Gvikmb1sYWyV5v4U+1dh7iWdNwvNSBoAP0FK\n+C793O9j+zVndN4PK0t/BrL8jyFVVXwOeN5h23MaW+9Hqsy6muQgnpfHzwH+Nb+PdwNbh21rtusN\nwNeBMfAV4NeAo/vZCjyfVDnxKeDyJbX/dcDH8ufwFlLseansJ1Wq9Avflavy93zf78my2H4a+1dh\n7h+S7b0a+CjwnDy+9HN/gO1nbN6LhEehUCgUDmRVQ0+FQqFQuJsojqJQKBQKB1IcRaFQKBQOpDiK\nQqFQKBxIcRSFQqFQOJDiKAqFQqFwIMVRFJYaSX2WSP5EllF+lrTc3ZUlHbuLn/8Vki7Kt5//Hfz/\nfSR9/MxbVjhbKfsoCkuNpFvNbDPfPg/4O+BKM/vDM/DczszinX2ePZ53bvNdjaRjZrZxB//nPsA/\nm9n33UVmFc4yyoqisDKY2Y3AU4Cnw1wx88W5acs1kn4rj0vSyyV9MjebeYekx+f7vijphZI+DDxR\n0v0lvTOr+l4h6Xvz486T9Ob83B+Q9PA8/ui8srlK0keyJMtpyWfx/5btfI+ke+fx10h6maQrJX1+\nwc6D3sN7JV0i6U+BQbbl9SevFCQ9W9If5Ns/mF/7auBpC4/Zcw4LhUWKoyisFGb2RcBJugfwG8DN\nZvYwkuDZU/LZ8uOB7zGzBwO/DDz8pKe50cweamb/ALwCeLqZ/RDwu8Bf5se8DHhJfu4nAq/K488G\nnmpJCfhRwM7tNP3PgddYUvJ8Q/57xoVmdinw06RGOQBPOM17wMyeD2yb2SVm9uTZ8D6v/2rgaZYU\nRhfZbw4LhTnVYRtQKNwJLgceIunn89+bwANJHe7eBGBm10t670n/9/cwF2h8BPCmhbxHyNc/Djxo\nYXxd0hC4EnippL8F/snMbq9i6MOBn8u3X8+uQ4Ckw4OZfUrSrN/Bpad5D7ebLBh3xMyuXHj9WVvM\n/ebwy9/p6xXOPoqjKKwUku4P9GZ2Qz6IP8PM3nPSYx57mqc5ka8dcFNeHZzyUsDDLHVQXORFkt4O\nPBa4UtLlZvbZ22H6QcnA8Umve0dYfHxHaoU5o70dz7vnHBYKi5TQU2HZWZQKvwcpNDQL27wLeKpS\nDwQkPXDhrP+JOc5/AXDZXk9sZseAL0p64sJrzBK87waeuTD+/fn6/mZ2rZm9mCR3f9FBNi/w38Av\n5Nu/BPznad7vlcATTvcegMns/QPXA/eQdFRSA/xUfp+3ADdJesTC68/Yaw4H+7xW4f8pZUVRWHZa\nSVcBNTAFXmdmL833vZLUHP6qvLr4Fqmn8T8CPwZcS2r5+BHglvw/J5/Z/yLwV5J+n/R7eCNJmvmZ\nwF9I+ijpLP0/gKcCvyPpR0ly2tcC79zD5oGkr5AO+ga8BHgG8DeSngPcQJI+38ue2d+39z28AviY\npI+Y2ZMl/THJgV1HkpCe8evAqyVFkhOcsd8cFgpzSnls4axE0pqZnZB0Dqlv86VmtswdBE/hbHgP\nhbODsqIonK28XdIWKTn9Ryt6gD0b3kPhLKCsKAqFQqFwICWZXSgUCoUDKY6iUCgUCgdSHEWhUCgU\nDqQ4ikKhUCgcSHEUhUKhUDiQ4igKhUKhcCD/Bw+SZQwAlgstAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc17f2f0d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t=plt.pcolormesh(lons,lats,topo/9.8,shading='Gouraud',cmap='magma_r',vmin=np.amin(topo/9.8)*1.0,vmax=np.amax(topo/9.8)*1.0)#vmin=-0.1*np.amax(topo/9.8),vmax=np.amax(topo/9.8)*1.25)\n",
    "plt.xlabel('Degrees Longitude')\n",
    "plt.ylabel('Degrees Latitude')\n",
    "plt.ylim(np.amin(lts),np.amax(lts))\n",
    "plt.xlim(np.amin(lns),np.amax(lns))\n",
    "#plt.imshow(grid,cmap='gist_earth',vmin=-0.3,vmax=2.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "topo += 3000*antigrid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def writeSRA(name,kcode,field,NLAT,NLON):\n",
    "    label=name+'_surf_%04d.sra'%kcode\n",
    "    header=[kcode,0,20170927,0,NLON,NLAT,0,0]\n",
    "    fmap = field.reshape((NLAT*NLON/8,8))\n",
    "    sheader = ''\n",
    "    for h in header:\n",
    "        sheader+=\" %11d\"%h\n",
    "    \n",
    "    lines=[]\n",
    "    i=0\n",
    "    while i<NLAT*NLON/8:\n",
    "        l=''\n",
    "        for n in fmap[i,:]:\n",
    "            l+=' %9.3f'%n\n",
    "        lines.append(l)\n",
    "        i+=1\n",
    "\n",
    "    text=sheader+'\\n'+'\\n'.join(lines)+'\\n' \n",
    "\n",
    "    f=open(label,'w')\n",
    "    f.write(text)\n",
    "    f.close()\n",
    "    print label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mountains_surf_0129.sra\n",
      "Mountains_surf_0172.sra\n"
     ]
    }
   ],
   "source": [
    "writeSRA(name,129,topo,NLAT,NLON)\n",
    "writeSRA(name,172,grid,NLAT,NLON)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
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