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@jgalazm
Last active August 3, 2016 21:34
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Read shapefile with tectonic plates boundaries coordinates"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here I show an example of shapefiles that could be used to restrict the user interaction to the plates boundaries.\n",
"\n",
"Data from https://www.arcgis.com/home/item.html?id=f155b76c13c84f62864446847f1ae652\n",
"\n",
"Tutorial of the package \"shapefile\" from https://pypi.python.org/pypi/pyshp#reading-shapefiles"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt \n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import shapefile"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sf = shapefile.Reader(\"data/plat_lin_proj/plat_lin_proj\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"33"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"shapes = sf.shapes()\n",
"len(shapes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Tell me the attributes of a shape"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bbox\n",
"parts\n",
"points\n",
"shapeType\n"
]
}
],
"source": [
"for name in dir(shapes[3]):\n",
" if not name.startswith('__'):\n",
" print name"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Draw each shape"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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AC4v0hEkpswGklFlAqIX6cihh48I4Nf+U3mHYpZUr4ZZb9I7Cek5XVjLt6FFGJSfTy8+P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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9a68fa9c90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for shp in shapes:\n",
" p = np.array(shp.points)\n",
"# print p.shape\n",
" plt.plot(p[:,0],p[:,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I want to draw them in 3D"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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BIZNhw6INDDltCJ5hHiU2lpxYbekaKGQ7SL7o0KELGTp0IQCZTA+5nI9Mxm0R\n0drauaxYMRuPp3hRRXtvhfx+CsdXlVovJan7eZ2ln4BY63qQSe6Pji58kiEg+bbpdLqoR4FTFZf4\nTq2lxtDXV+hYJmJfVVWlzkuQlSnS6TTjxo2jsbGRtWvX0tzcrCrYpG+wfhwZlPQewPo+JVNFx+fz\nWbJFEol5eL29NDVdRXv7lXxv02vc8rMT+Uz8Xf7d8G9mzZpVdL2GymHcC7s4emtCPUsBrFNoVc6r\nzVzEYpWod/yDOFsf28qQ/x0CFJbQkYwEsZTtVqj+oFuDR9VFgptIrKC19RtUVR1Kbe0sZbVJxoVT\nNyx7NRpAui1NcJJVnOU8JPtAgmYy/dfzf4PBoBJwvd+DPTAFxQE1QPm1dUaPjrF+fVg1xgkEAsqF\n45T7K9kJqVSKuro6urq6VA9evSmQlAPL4CZZIvkc6UI2hd6tzX4s+7bR6Bfo7Z1HY+NPmDDLy40z\nf8AvfjaXp59eS2dnZ9E9MFQOI7q7OJJmpAus7tMFiny6YG0+DnkR6Xy4k/oT6/E3+i0iJ8Evp6m7\nTGmllFZcDvoqD/lS5KWsX/91Vq48Ep9vL0aO/CGQF7SqqirlI5a0L91yL/LRpnOQBm+geCLm1Du2\nVM6u0+tOVVr2kl5BGtNEIhFisRjDhydYsaLe0kNC34e4fwR9wJR9CbrwykBir0gT37rsV0RXgph6\n+07ZVq4jX+hxDNlsDTU1j+M7p5nvB6/g5kUH8OijSxz94IbKYER3F0YPtkh0WxdS2UYXXL2rli6g\nbrebnud7qD24tkjk9GVt7FN1PQUMCqlRed9iis2bf8cHHxzEhg3fIhCYytixLzJs2Ldxu60LKCYS\nCZW6JWlfmUxG9ZTVI/Rbf7wV/2f8uNz9F0AITtYr4Cik+mDltJ94PE48Hrf0oAiFQrzzTiN//vNg\njjqqQzUwt6NnPkSjUeW79vl8tLS0MHHixKJzET91NpstKsaAQq6wvXeGuC/0Sj4oWLz5a3TR1XUm\nNTXP4g5vZM7ctXyl51ZuvH4fXn75NQwfD8anu4uil37a2xHq2C1c+aw9CJPoShB9PUpodshSOmz3\n4cpy5TLlte8HIB7fTE/PvWzZ8kv8/kk0NFxMdfU8JQJOFqYejYeCmOjHyOVydD/WTfcD3Qx6YBCx\nWExVwDktiCmUa7VJzwg97U72Lxa7/XrzAcQsF1wwmeuu+4Bx4/LWqnRg078b3crU/dbt7e3kcjka\nGhos+9ajoKnpAAAgAElEQVRnEWKtivVrddkk1AzD3kRHKtj08wgEAqogJJNppKfnRIYOfYjathDX\ncCVLOw/kqqsG88AD7QwdOrSse2fYcRhLdxfFbnHaXQySXWBPtBfh0Kfv6XSa3hd7qd67mqrGKlWk\nIBVsdj+rPRUKIJFYS2vr93n//SNpaZlJIvEWY8fez4QJjzJkyJHKyhNh04nFYkXBMyi2otPr0my5\ncgtD7xxK3bg6ldsrnb0koCi+z3g8TiwWU7135Y+0ctRLmiWYJv5SaSEp+9dLcnXyIpgklXIxY0af\nel3WU5M+xrKKr1jy+r6effZZ9ttvP6qrq5WFnEgkSCaTyuq3n2OhpWZcDaz270WfBem/F3s2RiRy\nIG53J//438/iJscPJl/DO++M5Lrr3jduho8BI7q7IPYcTr0VoPxf77cgr+klo/L/TCZDuivNukvX\nMfQreatGVt4VC8qONLqR6W5r609paTmIbDZOQ8P5TJv2FmPG/JJweKblM1K+K9ZaPB53nOILdqt4\n621bqTutDsY7b6/3oZXqNGnV6BRIkyCVvtoulPYBl1rkMRAIMHp0nNWrQ+o8RDylOY7u59VdPMlk\nkkceeYSTTjoJyM8k+vr6VLWeIK4dfRYiK3HoFYa68IrFrmdK6PdVrh88dHd/jlD9X3nuvPMYuXU1\nZ531F+66ay/++Md/lPh2DDsLI7q7INLQRR42mUaKmMprgLLQRHAF6aOQSWdYvXA1gw4dROPxjep9\nEXK7VapWDd62/61bf0pX192MH/8c9fWXUF9/CB5PreUzcnxdHKSwQII/YoXaVxMWcpkckT9HqJ1f\nu90LLZay1voTUSfsMwehuztAW5uf+votSuj8fr8aYJyOHw6HSSQSvPDCC4wfP57m5ma1wGZ1dbXj\nZ3SfsFjRdvTCFbu7xh7M0wsn4vF9CYVeZ+PMadRv3Mi0Ias48MB3uPLKJpWNYagMRnR3McQylNQw\np65edqvNKetARLjt5jbSm9OMWTRGvScNwmWqLce0L9bY1fUEmzffx+TJTxIIjFZWll2YnFo4yv5k\nuixBNBE2sYJFZCLPRPAM9eAe7Xb028o1bQ+lRFeP/Ou4XC7lmohEIkSjUZLJJK2tfkaNSjJsmM9S\nAAF5C9UpqAb5Gctzzz3HPvvso1bikO9TL9DQ8fv9qhub3uDGjgis/fztvnOA2vZ2qt/fSio1kkDt\n+6ybNYupL7zAkUe+QXt7LYsWve14/oadgxHdXQh77b3T+3aknt/epCadThN9JUrH7R0039WM25//\nqu3BGBFFKYEtNCZPsWHDlYwadSMez1Al9tKCMZlMqih/qWbZsoqCjlhkkhUQDAaJvRSj/bvt1F5S\nS19fn/LV2gV+e8W41PbSjlI6lYnAyuAlg0QhBzhHIuEu8nML4XDYcv/b2tq48cYbWbBgAeFwmM9/\n/vNF51LIACkgjYyk2AKK/evSaEjcE/YVJiSHV399tyee4AvXXEPd0jBVVa+weu+92fePf6S2u4OT\nTvob99wzkfXrNzhem2HHY7IXdiGkdFWa1egWmWQY6BaaHuWWRHvYVhbq8rLyvJVMuH0CVc2Fiimn\nbAd5UKUgIBAIsGXLI/j9I6itPdgxECb/l8IHsE7b9eWD7MR6Y6T/lab7uW4iz0TIxXKM+OUIQnNC\n9Pb2qo5g+r7E3yllyXJM8Vvbq8r07AS9D7D4hPW1y3TyPWqtvu6RIxO0t/vp6wvg5Jlwu92qL+9v\nf/tb/vjHP3LkkUfym9/8hqFDh5acvofDYbWKhj0VUAZSSdGTQJ0EUPVrlH/rg6b+bxfw5jHHMPH+\nf/DOvh2Eo/ksCnciwfTpa3jkkb25+ebV3HRToeOcYedhRHcXQawTCcLoy3PrD5o+NdUfUr0zmN/v\np+1XbQTGBqg/tF69L24FO1JuKkn3+QyA9YRCe5ZMG4PCSgiCNK6RaLpTw/LNP9tM50878Y/zU/W5\nKobdOozAjMKU3cmfK64W/VjW6Hyk5Dnal/ERSg0I4q6xLjyZY7/9evjb35o4+OB1RcsEJZNJli5d\nyk9/+lNmzJjBHXfcQVNTk9pGApdO+dESHLRftwwsEkDVlzXS8fv9KrVOv07JJfZ6vbgTCXomT+bd\nQy9j2rPXkp32DH/94gKio0aRS6VYsGAJd945jy9/eQWzZk1wvC+GHYcR3V0Ee1Nyex2/HlSzrykm\nqFLdSIb1161n6sNTAWs9v/hf9UwI2a+Qj/xDJmNdAlzHqduXz+fD4/XyQTxOXzrNsGiUavJC6sNH\n60WtxN+OM+rJUQSbi61MvfWh03ulhFJf5aKc8wSrJWnHyQKeN6+L//u/ej772TUqICZCt3TpUm65\n5RYuvfRS9t1336LPSrWZ7FdfmFOsXadrk3xbKc0WP679nGXJIPu9E0EetH49LfPmkayp4Y2Z1zKq\n9iI6R1RDLP+dTZy4kd12W8eFF7p59lnH22jYgRjR3QXQe+HqD1WpBjZOD6guLht+uoHa/Wup3qsa\nsObD6j5C3Z3gcFZks/nVCqLxOOvSaTZks8ypribsdhONRgmFQnRnMvwrGuUf0Sj/jEb5RyxGtctF\nlcfDumSSRcOHMz8RYM3Za3BVu2i8rxFXtcvS5EaQ9Csn+vN1l0oB6w9xIziJvFj7UiCSy+XYd992\nFi0aw//7f7uzerWfcDjLtGl9zJ37AosWLeLGG29k2rRpjotLAlRXV9PT00M2m1X9FwR783PBaZVi\ncSnpv5FEIqGsaft9CUciVHd00Dl+Wx6eJ0BH+msMaryDlr8fypo1Q5g9eyXHH7+Ua689ifvvX8sp\np4zBsPMworsLYF8PS1+OW/y68pCKb1cWQpTPiQsitSVF28/amPbsNKDgOtARK8/uHtDJ5YK4XG28\nHotx5qpVZIHBHg+bUin2CodZl0yyLpUinssxMxRin3CY0xoauDkYpIG8cL0Vj3PSW8v5xQkXce2x\nV/GZm+cQiUUsCzNKUYBkNThF33cWevqa+H2ln24qlVI9IwCCQfj2t9fh8eSYP38z2WyQp58exHnn\n/Yg997ycyZN3w+VyHgB0a9WpSxhYZzBQaMcplW/i8ggGgyq7wd4YXQYJ+a3E43EmLl9O+9SpZD0e\nXOR/K319E8hkmrn11v3p6BjK5s1BjjjibU488WUuuujTnHgimIWEdx5GdHcx9ECavmQ4WHNbZbFD\nKb2V1zf8YAONX2gkNCmkgmdOD7n4fsXC0oU5m83SkW3glc4/89OuFXxv5EgWbCth/Vskwqq+PkZ5\nvYz2+xm+LQ1KiEajeLcJ1YxgkDf33oObv76A83/7P/xhxR8YN26cuk6ZMuvHlbxjve+tysbYVtoq\nA5He3cteqaUXjUiQTQ86Sc6zDGgiXHI+TitbHHtsvjtXfqDo4Z13bmfGDBdu91ncdluM889fo1w4\n4nu3B+x6e3sd3Rf6+YjlKoifX1w9ElgTq1nQrV+ZSYz6+99p2313FYTN5017ePrpS9m6dRDf+96j\nXHfd0cye/T777LOOJUu28oMfeLn88nDRORp2DJ6rrrqqv/f7fdPw0dGrsvSetrpbQY/E2329un83\n2ZpkxbkrmHLfFHx1haVonNwRItgSyRcLz+1209n5HD2bvk2o9hh+MPkEdteyCYa6XOwWDjM6FKJ2\nm+BLrq09CAjgdrnYf/9ZVFVV8c1vfpPBgwczZcoUx2WE5Dylx4KIst7qUM5Z3pPiBJmyS1BK/sga\nZH6/3/JHei2UsqrlWpz8wW63m5UrV3Lddddx4403cPjhWX7+87F0drqYPLmNbDajApNO3cj0TBNB\nCiJSqZSji0UvwhCfsJNfXx+0Ri1bxsS//IW/nXMO2W0zCdl+7Ng4b7wxhrq6PhoaIvz1r1OYM2cN\nI0a0ctNN0/nyl73U1TneGkN5XF3qDZOn+zFSKr/UvoyLpD05CYCeNtT5YCcNRzfgH+FXzcKd2hba\nVyWQ8lK3201r6+9Yv/4rNI/9NQePuwyP7aG2l+5K68ZgMEgsFiOXy6nVeHVOPfVUfvzjH3Pvvfdy\n1FFHOVbClcLJ/1vuZ/sjEAj0W83m5GcF6O7u5rrrruOUU06hoaEBt7uLH/3oXyxbVs/ll+9LJjOo\nZE6vXlUIKDdPNptVBSSljisdyeT7crpuafQeSibZ7847ee2cc0hvs6xlBgXgcsHxx/+bxx7bh6OP\n/idbtlTzl79MYvjwbvbf/20uucS54MPw0TGi+zHiFBySKbYuBuLHtQuEXhiRy+XY/MhmGo9vtPj5\n9GbY9o5iOplMH2vXfov29u8zceJD+P1zih7+0kG3PLlcTjWSEUtRKrzi8TgHHHAAixcvZuXKlbS1\ntQ14L4T++jcMRH9Btv6EFYoHxWw2y9tvv81pp53GtGnTOO6441S/ieHD4ZZb3mLcuCiXXDKVfi5H\nlQhHIhGVWicDqu7Tt5+L7m4B51acMqDu+dvfsnGPPdg0Y4ZlH/o13XLLwcTjfiDJOec8z+LF+9LW\nVs+8eW+weLGLTZtKX4Phw2NE92NEHgC7BatbQzKNtC/5rQfI/H4/8XVxYstj1H62tmRakV5coNPV\n9RRvvbUvqVSE6dNfobp6L7Ugo4gm9C+M9rxc8dlK8xnp+5pIJDj99NP5yle+ovySTvdAZyBLtj9h\nHSizoZS1KDnPvb29RCIREokETz75JN/85jf5n//5Hy644AKHqT184xuriEY9LFs2wtHaTSQSqlhC\nmvXYCYfDlvOS5kHSd0Hfr93tEAgEaHrjDUYsW8bftzXZEXy+fBmzCPWYMVs455wX8Pm8NDVt5Qtf\n+Dt33vk5vN4Ys2at4Je/7GfkMHxojOh+TOhpYiq/1rZWGRRKO0HaDKYcq726/9TNoCMGkcwWZysI\n6XSaqqoqFaQC6Ol5gdWrz2fs2FsZO/ZWPJ6CI0+CNqFQiFgsZlkJwY6IQinE1xoKhbj00kvp6enh\n3XffVc1wZJodiURUq0QpA+5P7Aei1FLsyWRSuUHkmFLaLAGq6upq5Ru++eabufPOO7n11ls55JBD\nAFQGgfV48MUvbuSBB0aq70GOEY1G8Xq9VFVVKWu3FJI+KAFDPWAWDoct/npZEgnAG4uxz69+xT++\n+lU89fVqsNNF3Ofz8f77jWzYMIixYztVfvinP/0WjY29PPnkp/j0p9/kttuSmM6POx4juh8zuijo\n/xZfrL2TlPj17GKy+Y+bafhCg2PnMCi4LQAVmIrH42zYsIgxY27A75/db6qWx+NR1q8sNS4CLOuw\nlcJeCedyuVi4cCGXX365EoRAIEBVVRXV1dVUV1db+txK9kIqlVLBJr1/br6LVtzxj1jXUjkmIiZW\nuM/nU75UsQTl3ra1tXHXXXdx4okn0tnZyW9+8xsmTChUbDmtowZw8MGdrFkT4r33Aspilj4Tdn94\nKZ+y3GOn7BP5HYiPVh+UJj35JB1Tp7Jp5kx1nXY//JtvjuHnP5/HCSe8Rk1NQl1LLpfllFNe5LXX\nppDJZInHM3zwQcmv1fAhMSljHwO6b01/GPR/l6oE0yvX9PdTm1N4R3gty5jrFq+9MY00nEmlWoEx\nJa1jwJLwL1Nc3V0hjW1KBbucyldPPfVUnnzySebNm6c6d/X09BCLxRg9ejTNzc2MHz+eSZMmMWHC\nBJVqJujnO5Do2wOTOvaG78lkkhdffJHFixfzzjvvMG/ePBYtWsTUqVNL5tcKMii4XC6OP34jjz02\nnu98Z1nJY0tHMf1axGINhUKqMY/TYCh9eeX7yGQy7PWrXzH2lVf4y/e+p7bLW8EBkkkf1dVJOjur\nePHFCRx11LsccMB7gLVIw+OJc/zxS/nDHz7PuHEbeeKJYXzzmzUl7qzhw2BE92OgEEEu5FVKAEV3\nL0j6j14Eoa8ea0kZcoHXk/869TQwaQ/oJKrR6DJyuTShUD7YYm+aLZSyxvQouvgK9WmvPffV/tk7\n77yTlpYWlb5WU1NDKBRi7dq1rFq1ilWrVvH73/+ef//734wfP557773XMZBXjt+2lPDJzGHVqlUs\nXryYp556igkTJnDsscdy4403qtaNTseQ3Nm+vj6V2iYCeeyxm/jiF/fmK1+ppra2r+SAJAFScaPo\n16ev/GxHyopVnnU2y9glS3jmhhvoGzZMbdPbO4jvfvdwXK4c++23lr/9bQwTJ3Ywa1aLytOWDBhx\nb82e3cLSpRPZuLGRP/2py4juDsaI7seAbuXq1WR6QEQaneiCoefA6sURuVwOl8cFmutTX2VAb5ij\ns3nzQ9TXH2/pESur/IqAlGqSI+jpZ+L/FESE5Rzs1nA4HGbGjBlFVvuwYcPYb7/91P/j8Tjf/e53\nOfDAAzn88MM55phjmDVrluUz2WyWP/3pT3R2dqpBR78eSbuDfElubW0tNTU1dHZ28vDDD9Pe3s7R\nRx/NXXfdxZgx1jJYmZ6Le0K+G3GJSMmwTm1tmtmzt7JkyWAOPniLY+6tWLLpdJpQKOQ4MITDYUtf\nBelFLPuT30fD8uX0jhzJ1sZGfNu+F5/Px+OPT+WAA1Yxfnwn69bVcf31fyIY7No2EBbun1xXPpcX\njjlmCT/84ckkk6VnQIYPhxHdCqNbuRIskQdWLBtdhMRSFT+ejkSys9ksuCGXLbaKxHoSq7cgrlE2\nb/4Do0ffaREvj8dDVVWVyrctZf3ar8cJWXiyurpavSadyPQ12nQL0Y4UTdx4442sXr2axx9/nIsv\nvphEIsGZZ57JGWecQV9fH9/5zneIRqPMmjXLEoASIdF9tevWraOnp4fe3l5CoRBnnHEGc+fOtTRY\n1yvAxEcubhU7pazR1tYgxxyzSQXc5B5KG0h9dY3+rHGZKcgsQhfwUChENBpl9JIlbJo5E5/PZ3EH\nTZnSwTPPTOL00/9FIpHYdj+04pVtmTLy25K/x47dwpQpa1m+fAwrV65kvPRuMHxkjOhWGHuamO5v\nlAozu39S3AlOfkuVXubCYulCobJNrF6JZPv9PlasOIeqqk9RV1fcFQsKwRrxEYsl5LT8e384VWTp\n7oaenh5LFZX0YhD0pYtGjBjB1772Nc4991zee+89vva1r7FlyxZeeuklZsyYwWWXXVZ0Prlcju7u\nbtWhS3Ka7XnQes9du7iKn7YUUhhid6N0dvppaoqrbl9ybPs98Hq9JRfvlGvo716PWraMpn//m2d/\n+EO1kGUy6eGll8Zx1117I6cuTX70Y4tbyymGcNhh/2T58jG89tpbRnR3IEZ0K4y9078dveRXEPeA\nU5tCsRRdLhfpZP/FDPKwr1p1OclkK83Nj/SbHyt+Zd1toE+x7T0C7GyPKLvdblWiq2MPNAnTpk3j\nnnvu4bbbbuPTn/405513njqm7E/EWvZdilJL4ghOAS/7NTgVnVRXp1i9Ok1dXUSJbSlkBWGnwJxY\nykXCmM0y/vHHmfzQQ7z0jW+QCIcJbrsHf/vbCP74x2lcccXzjBmzVQl3qfPX9y19fidN2siCBS/S\n3W2qJHYkRnQ/BvQft/6QyYOrB75EDPQSUPm8XiDh8rjwuD2q/Fe6WgnZbJKtWx+nvf03xOMfMHHi\n07jdgZIWdCnB1IVRlrwBVB8EHTmX/hhIlEsFAV0uF83Nzdxwww0DWqIDra2ml1KXor/BCQqd2yTP\n1+v1cvDBnSxZMpY5c/J5V049bwWfz0dfX5+qHpTm8TKo+f1+S7OcYEcHe/3kJ3iSSZ679lp6hg7F\ntU04vV4vkyZtIB7fl6amPsLhNLFYXGVq2NfUEzeX3utD/j137jukUmk6OzsZPHhwv/fAUB4mT7eC\n6AUReq9cezaDXgqq5+qKIDuupeYGFy61omwsFlMPTiKxhn//eyptbbcxePDJzJz5T9zuBoLBoMo6\nkHxSQTpllUKCP/qCk9L8RgJnAwmVUyrZ9lKqEbnOQO+XWqhSx+l9KbKIx+MAyioNh8P4/X4OPrid\nF14YogoMyinykJadToE1SdMb+eKLHHTBBXTsvjtPX3YZsZEjLf56gIYGF5Ajm7UGO/Xfm6T8QWHQ\n0F0ZesvLZcuWDXjuhvIwlm4F0TuF6RkF9iXUZakW3eIQJHhmz011uV3kMvmnWzpcSfBs1apvMmzY\nQkaO/C7ANiuqYD2K20F8vtLFqz/sFqi9akoebAkaud3uIl9mf0sB6fvtj3KEbKB9ACUzPATxu0oW\nhnQ2s1+PzrBhCeJxN4mEm2Awa1mSXj9/aU0ZDofp7e0teR5ViQSTf/ITGtau5aWLL2ZzczMBW+51\nKpXin/8cxV13zWLPPdcTDm8puseSBqe7RMTa1WMMeqe1NWvWDHgPDeVhRLfCiADYMwbs4iFRaKfp\nuVghlu5bnkL2QiKRIBgM4vV6aWv7HfH4GiZP/r36vCzdY0dEsa+vT1k89iXH7ddRCn1VBv2hl8IN\n/W9Zm63U+mj9MZBboJxzdTo3+T4keCgFCP25S5wGqqqqDJGIh2AwnyEQiUTUbCSVSqnMDXEjWPaR\nyxHatIlB773HoJYWhr3yChvmzOGJc87BV1uL36FSLZVK8dxz4zn22Hc54IC3cLmK84Nl4Lffb1ke\nSBddmZ3ZF/40fHiM6H4MiEUh2KPp8prdvyuIhahXnrnc+Txd3QJOp7tYv/4yJk++j2Qyi9+fVelT\n/SHZDlAQIrFkXS6XipD3h72EWZCet3IfdBETq0+/P/oU2D5gyX0r1ZVLkKwQp3ssAqRnLpSiVIc2\nIRgMEolEbL50VPaAvpKxbvWH165l6JIlDHrnHUJtbbgjEXyxGJ5YjGR9PV2TJ7N1yhReueACotOm\n4bWV9eqEQiGmT9/AsmVD+fzng8r1Yb8OJz+2pLHpK2roK1CvX7+eUaNGlbx+Q3kY0a0QegNpsFpf\nTtVn+lpYelDLnlPpcuWXmMENZCES2UQg4MftbmDt2stpaDiS2tpPq8+K9VyqQkoePEEXSSl2EHdB\nf1boQBYqUBRUsu9TrOD+LNVy/MLlZFEM5NOV8xsIfXWPXC7HtPTtJP7YBvOm4R89WpXvBiMRml54\ngRHPPEOwo4NNBx7IxkMOITpqFD0uF67aWjLhMNlt69FJvww5g1Jl4slkkk996n0eeGAvcjmUiOrB\nWz1gq98X+wCmxw6SySQffPCBEd0dgBHdCqJbamJpyOoFThFkKBRMiCvBnm0gy8Gkxv2VNb7HiL2z\nFMgRDE4hmdzInnv+S22by+UIb1sFQvJK7WIkrgknpMWknKPknnq9Xksgp79VfQV9jbdSlGrcrlNK\nfHT6a4AuSB7vQNsMhMvlUlPxaDTKu8lLCPxlPHMevZVMMEj3zJnkenoY/OabdO63HytOP50ts2aR\n07MJthWmJLdVutm/j0AgoDIdhFwup9ZO6+urYfDgyDYL26XcGBL401uCyj3WBy99JqOXInd3dw94\n/YaBMaJbISRAoQdsZCotD4FYH/ZlZMTna7eW8/tNs2rVxcSP+gND4hcyYe87CAZr6Ol5Ba+3Ea93\nkNpWz9sNh8Oq6kwvghhILPXkej1HV0paxR0RCoUGtFAHcnOUI97l+HRLdV6zbzOQyAcCAWKxmGXW\nIZa/+KSl7WI2m+Waa67hiPnHUL9wIX/N5QivXUvd66+Tdrt598ILyWiVeoJkgNjXVrOj/z70jAeA\nnp4q6uqilvOWVDF94NB7NFuWWNo2u5DBSn537e3t/d5DQ3kY0a0QpYJR9odcItB2xBdop6Pj9/T0\nvEL1b35H3ZcnUVU1mHg8TnX1QZYHyakHr8vlUpZvPB7v18rV9+OELhI9PT3qfEXIZNotD305WQfl\nbFOO6MoKEf0NAhKEKjUQSIaBnoerr7mmE4/Hue2220ilUpx11llyAKJjxxIdOxaAaG8vciQZ/HK5\nnEo5k9TAUuect2j7lI9e327SpC2sWdNIKuXC58spH7mTi0UGev23Ucrqj0ajAy6dZBgYI7oVQP8B\n29s3lluVJttLD1cRh9bWXzB69KVs6KvB480/DFIcEY/HlS9wIL+mfEYau0jPBrvvuZwHTtwlToIk\n4pVOp4lEImrgkSwB+/EGopzzsfe4KIWUIMuyOIAl1U3u0UD+4Yceeojly5dzyy239OuSkBQzEVsd\nn89Hb29vyV4Pkr7mNEhWVaUYPryPDz6oZ8KENksXO/tvyqkaz76d/E49Hg8tLS1Mmzat3+s39I8R\n3QoiLgYRVPv/oRAht7duFNGUzIJ4PE4q9R6JxHoaGo5gddsb+IZZp46hUEg1cBlIdHRfsTzoUjQh\nUX173b4T4j8shfTxdbK8JE1N0uHS6bRa2sbuDxdhcGroLvuS+ytTdrvgiNjLn/4a7+jn3x/Lly/n\n0Ucf5fbbb1ezCB0pHpHj9Gd9Ox1L3EHBYFB1mnM65z322MSrr45i8uQO9Zr9uxEXjz2/2L54pt4I\nfcOGDUZ0PyJGdCuAnv4kU2154EU4JOFeHjR5oPSWfvpDGAwGaW19jIaG40ilsqTaUvhHFIudWJDp\ndFq1aSzVG9YulnrurGQuOLVo1CnHRSG9G+xI7qgcM5VKOQqXjj1Fywmp5CrHhzyQ6DqtxKDzwAMP\ncOqpp9LY2AgUMkbEX64XVJSyZAVZJkkKM+RaBMlvtpPNZjn44De59NJjOeywtxk2rNDjWNDFWgZ5\n+6ok4suVAG8ikTDBtB2AKQOuEHrPBLBO4UQU7aWzYoU4WYXJ5CY6Ou5myJDjSfQlyHRn8A1xFh+J\nWEvDcVny235+/SEFAvnVBTzKvykZDEI5aVUD9UrYnn2V49Mtd7tyXBUS6Xdi69atvPrqq8ybN49M\nJqN8rqFQiOrq6qJBrZx7IJVjpdpKgvXapOiiqQkOOGANL744Rb0nbUIlO0GfPehlwPr24guXmZnM\nPAwfHiO6FcSeBqa/LhaFHRFeq48ty7vvnkhT02nU1Hwa91Y3viYfmazz2mi6mEiEHfKBEXkIB7IW\nddeCy+VSAhwOh1WusCzuONCS6eXkxELlRbeclDCw+prT6TTRaJTly5dz3nnncfTRRzN48GD8fr9a\niq1ZedYAACAASURBVL4UsiSPHRHsVCpFTU1Nv/dBb1kp1qtcx0EHrWbJkolFvzXJ/7YfU2Zf+mvy\nf5mFORVbGLYP416oIHoFlB1xOzgF0MQFIXmy7e33kctlGDPmShKJZN61MNJvybcsNLtx9sO63W6V\nNhaNRpV7odQDXsolIPuSfr26P1iPwItQ2/2F/VGO5bmjRddpiXr5vMw6xNcsS/QEg0FuuukmDj/8\ncL70pS+pc7dnBdiRsmBp3SgLaUoGg1Cq05qgu6iEbBZ+9au9mTq1U91zaW7udP9lpqXPqOxpdtLU\nqJzcaENpjOhWCP2hFwvCqQLN/vDoAbT8IoMrWL36CqZN+z0u17ZCCo+LXCqn+sZK4MhpiXCn85JV\nd2VpG9mPPYI9EHpWhVMvBRGubDarCggkH1QGCjnmjk5NKmdfYi3qlVjiZxaBlXOTa9u0aRN33303\nmUyGk08+2TJlTyaT/fYblmOKgJdyH5QapORcJcda5+9/H0k26+L885cCblU4IZ/TXR0yMOvHEWHV\nB1v5bXZ1dVFfX9/vdRlKY0R3J2PvAaA3o3ZKJZNadz2Alfet9bJp012sXXsdI0deQm3tnIJAj4f4\nysK0T1Kc1FI+/aBH0iWzQI4ra3/1Jwg6AxUgiO9Q/MJ29NUjxEq2T43lb/ExOrky7H0tREzt29rT\n1eScBgreydpzAFdddRXNzc1cffXVRRZyKWtQMhiCwSBVVVUD5hBLFopsI8fWB2e7Vf3220OZPXs9\n2WyhqbvglBsubgf9OHojJt26bW1tNaL7ETCiu5MRAdBbOuo/arEk9AdGL/dNpdazZs0NdHY+TF3d\ngcyc+RfC4WkqDSwQCOBt9EIOUltS+BqsVnIoFFLia7deZRunCLjX61Vrm/X29qrr6C+tqhxrsr8p\nt5QYi9U1kJUo+xsoWwJQAa2BKLfYIpfL8fTTT5PNZrnwwgsdXRK6ZSzVemIx64IZjUb7HdT07IV0\nOk0wGCz6Hu3uhwkTtrBkyQiOOqow2Onfoe760buKSfaCvCcuBbnubDZLR0cHhg+PCaRVCP0h0R9Q\nfUUIfVufz0dr66O8+eYcfL6h7L33W+y22yOEw/kcSREaCbIFxwct1q6O+B3FetWt33KaiEvPBgkM\nJRIJotGoJXNBRH0gBgqyCQNZzdvLjvZBtre38+tf/5pzzz23SHDFT55MJlWbTLFqne5Rf0Kv+9x9\nPl/J8mop3ID8PV6xopoJE7qKOrJBwfXh1LRI30b+1r8Lk8Hw0TGiu5PRc3Ttr0Gh+sz+4LlcLmqY\nwb4PnUDzmKvx+4dZ3hf/qd/vzye5jwsQX1EQXac+CjK1l/aM0Wi0LNG1NyuXVWz1ffX09BCLxYpW\noLBTrujuyACZnHc5lGOtZzIZFi1axOc//3lmzpxJMpkkEonQ29tLNBoll8sRCoWoqakhGAyWtdSP\n0zFkNWYR7IGuNZ85kuVnP/sML700if33X63e0y1WyWgpdU/sx9HPXwTb8OExolshSokulF4uJnzL\nr/FtiZPcthy4jm59+P1+guOD9LX0qe3i8XjJh0qq1aRU2J5rq6N3pXJCKuQkG0IKEeLxOJFIhEgk\noooDnK69v/2WQ7lpXuVu15/oZrNZOjs7WbhwIR6Ph1NOOUX51cPhMNXV1UWWaDkCJbMQKe+NRCKW\nACcMPCOJxWLbBNHD3/8+iptueoLhw4stUunx4OTOkLJxHb1SUVwO0t/Y8OEwPt2PAfHl6j107cuv\nZ1tacN9xB9nXX1c+OD2P0v4QhiaG6FnSo/oHlJPjqjftFstKLFk9aFOOz9QeMHT6jKQlRaNR5UvU\ng1nb23cBBk6nEspZs02KUMQHLn/0SrmNGzfS1dXFfffdV9bAUI7LRQY+v9/fr2/XqTOb9LGQ+x2N\nRhkzpovVq+vZc89WtZ1ci72iTe+Xqwu8/juS71ayNozofjSM6FYIPTgBBbeCnn4krgK/3w8XXEDu\n29+GESOAQhK8TBHtFpmn1kN6S1pFoKVvQqmH2F726/F4VNReTx0rl3LcFFLVVkqIxNoTIent7VXv\n2TMXRAzkOnV0d42+2KKT60MCd3J+Ijilrmfo0KGqfLcc90wwGFT9EnQkg0GEVn4P/aF/l1K2K5kX\nQjab5cgjl/P449OU6MrvJhwOW3rlSqqYDOhyjxOJhMUw0O+VzI4MHx4jujsZPdXGvuqDk0vB7/eT\nevJJvG+/Te6BByzviUUsS3nrovjotx5l8N6DmcY09bDoVpu950Kppdfl3KqqqoD8dDQazfdmtS8s\nKeirJfTHQB269F4AknkxEE5TYiecGt6Uoj+r+B//+AczZsxQ2w0kulK4IMsOydTe3oGtnPaTfr+f\n7u5utQ+nbT0eD83NW2hpmU0mA4lE1JItYW9kIwE1fV9Ogqunj+3oIOd/G8anWwH0iLBuzXi93mLr\nJp3Gd9FFpBYtIlfCSvV4POohlv1PiU7htxt+Czj4e7dVi/Xnu3VCppySuSAPaSQSURF1oN8GMNZL\nG3glCKHc7cr1EW+P1V7qHj366KP85Cc/4aSTTup3O3kvGo3S09OjrjscDlNVVVUyRa9UkDGXy6l7\nDjimjP3rX8OYP/8EnnpqJpdcchgLFvyDXC5dFMjThb6/nr32+yrWrZ5iZvhwGEu3gujtBqFg+Vmq\nr158kVwwiPeEE0hp1WiCWFdSyZVIJIj9PUb1iGre7H6TJUuWsM8++xQdWw+GSDBlIJx8iHYLTRrf\nyLTf7/eXDEaV62uG8rIIoHwx1VdJGAine9Pd3c2PfvQj7r33XpqbmwHrApnSc0IvedbT+j7McaWz\nm2SdgLPQJ5NufvazvfH70/z2t7tz8cVPMX36ZlWxqCNWrMxOnO6JU39duc+lmqEbysfcvQqgW7jy\n8Mt0TQJI6of9f/9H9rDDVK6uTDntpZhCIBBg7d1raTylke/Uf4frr7+exYsXlzwXCVrpFWulWjWW\nI8x+v594PK5EQSxw8c9K+0HxSZcjkuU2S5dty6Gc6bvgdN01NTW4XC4aGhqIRCKq2bksGlnK9QLF\nM5xSyG9CrEpduAWphiuUj7v4xS/2YsqUzXzpS68Si9UwcmQHTkuvy7XpGSn69yGuMN31pVdQ2mMQ\nhg+HuXs7GXvJr/xbD/aIEGdffRX3XXeRefpp9cWIJSwWT1HqWCzDlsVbmLVsFl8Mf5Fvf/vbA4qb\nNKZxsn4DgYDF71wO+nZi5dktZBEpfVUGuXZ7RZ7TWnAfFbnvA12TfDd6cM7lcrFx40aCwaBqkSnn\nWU7HNJ/P12/fX0kVkzXz+ssWsftff/ObmfT2ejjvvJepqfEAvaRSDm4r8t+75G/L+7q1q/uy7cU6\nejVluS4dgzNGdHcy9mwFcA6ieTwectdfT+7738e9++5F77ndbuLxeHF9v9eFp9ZDsi1J7Z61BAIB\nurq6qK6udmzh54S+qKH4Isu1NvWFNQc6hlRmldqP+Bil94LlOrc9+PJHFpuUxSHtyGAn2wAWH7h9\nv2KRSw8Ge3Du3nvv5bjjjrOcv7h3yi2osHYBy1q6isl+y6n2khUgtm718vLLo7jllqe3CW4en89X\nlDEhqz/b++ZKqqL9/CQIK783+wonhg+PEd0KYbcQ9Giw2mb1alJ77onTz1rcDalUyuJicPvcDD93\nOBtv2cjEOyfS2NhId3c3DQ0NKtfSbkn2Nz2UgE8kElGiIsEWp4i5pC6Vew/6O65Yx7LCxUD4fD6i\n0Wi/om8XunIyHezX895777F06VJ+//vfF207UPtGQab18hkn1wEM7KPO5fLr5HV3J/jhD+dy6KEr\nGTSoOG9WXFgygOn3U3dniY/WflxJD9NFV/+34cNjRLcC6BaC3lNXOmC53W7I5WDVKnLNzbAtr9Qu\njvqyPpJj6Xa7aTq7iX9N/RexdTGGDBnC2rVrGTdunGWpcBEnaUY9ELrQCtK4BVB+2u1pwViuL3Bn\nTV/L3a/9em655Ra++tWvqjS6cvepL3EEhevv7z6UGpgkz1h8x++9NxSXCxYseKvkfsS6tQ9gej8F\n8evr5yQDhN57V1wPZjXgj44R3Z2MbuHKj10q0WSK7HK5cG3ZAkC2uhr/NivYHjTT9xMIBJQV46/z\n4xnkIbE5wfz587njjjuYO3eu+py9YXl/eZ79oRdQQGFlX0mu7y9zYXse1u0R3XLLe6F8H7XMKIT3\n33/fcj915B7qncQki0Ma1Mj75fh/ZYkcQdprut1uJv/tbwS3bGHr5MlElzSy+3hwMjql2Xp/swXx\nrUtBjv3zdl8voBb5dBp8DOVj5gkVQm+jp/vUZAqYGzQIxo/H8+STQGHRQX2JbLtISoVXvDVOemua\nwOQAZ5xxBs8//zwtLS1F5yDTSulIFYvFSqYzlWOVitsiHA6rfNBUKkUkEqGvr4++vj7ltyy30Q1s\nn+huz37L3dZeHqsjvti+vj56enpUr17xi1dXV1NVVVU0GDi5k0odO5FI0NfXpyoKvV4vzc8+y5T7\n7ye4eTPT7r6bm149l9GtNxVdn7QKlR68TkjesJPlrQ/0Mkjpq3+4XC4GDRo04HUYSmMs3Z2MPT/U\n3ioPConxvmuvxXvZZeSOOQa0xtJ6yacTvnD+IUm0JQiPCnPZZZdx1lln8fzzzxf5MPXMBLHCZIqp\nW9DlugLs5+S0YgQULD1pPG4PXukDyscZHZeS4Xg8Ti6XY+nSpYwZM4ZAIKD8t3p2Rn+Nhez0l1Ui\nvnpxOVVVVeFOJql9/30GtbQw+cEHWXLddUS2lYW/++67/OaGG9g7eZISalkOSbB/N5IlIVkYejBN\nZk32wUKfoYjoNjQ0lHW9BmeMpbuTcRITJ6vH5/OROvRQXDU1uGzlv7IcS6npqXeQl8YTGum5vwev\n18uZZ57J0KFDueaaayzblSrXlao1WQRTrKyBxG97cjal10MgEFDWYCgUUucjC2RKpVtvby+9vb3K\nYpaKrFgsRjweJ5VKqWm0CJb9j4indO6Stc36+vrU/sVqjUajKmgogaVwOExTUxMdHR0888wzRYMD\nFJZ3Lwe7pS0WbTQaVU2C9NLnPX7xC/b60Y8Y8sYbLL3ySiW4AJMmTWLixIk8sO23EgqFigRdt9Il\nXUyCd/bFUfWGN6XOt78OZYbyMZZuBdBzdXXrw275uNxuktdei/+rXyV34omgWakSebd3GxOGLBxC\ny1EtjLxwJMFgkNtvv505c+ZwwAEHcMghh6geAAOJpBQ7BAIB5bMV35/TQ7kjynXFotcFWFatGAj5\nbCnsU2enfg5OIiLnO336dK6//nouv/xyDjvssKJ7UG7+r2wr6Xher7doBQkhGAwS2LyZ4UuX8tyt\nt5K0Tedl6aEzzjiDK664gmAwyPz584v2I8IqQTB77q0MmnpwV0cvEZbv2SnTwbB9mLtXQexFEmCt\nqMrlcngOOojslCnw3e/mMxpsyENqt0T9k/2Edg/R+dtOAIYMGcIdd9zBwoULeeONN4jFYmUvfS6I\nCyIcDqu8zUgkQjweV6WkO4PtcS/srEi6fg7Tp0/H5XLR2trazyeKkWBoJBJRfl9Z6be/1LWq9ev5\nzMUX0zJ/vhJcyViRLJRwOExNTQ2LFi3ihRde4J133nHcl1NDG/38xI1in5HpKWJ6VZrb7aapqWm7\n7oPBihHdCmGvTANrdZpsA5C7+25cL79M7qKLlPDau0CJ71WmkC6Xi1GXj2LDog1k4/ljHHTQQdxw\nww3Mnz+ftrY25fsbqBdAKUvG7/dTVVVFMBhUIhyNRpUQ9yfC25MpsT0ZCdvTwGd7zsG+7ZAhQ+js\n7Oz3PGKxmHJbyFRcBi49k6E/6pYvZ//LL2f5SSex4vjjlZtEXEP23N66ujq+/OUvc9ddd1kaEMnq\nv6UGJdmniL++X3FFyGcl31us5rq6ugGvw1AaI7oVolQ1mqSNWay7hgayf/4znueeI3vJJeRKCItU\nGIkvsmZ2Df6RfnqXFPrQLliwgIsuuojDDz+cN998U01pRTDt1m+5FWaQFybpnCXZC8lkklgspvyw\ncm7bY5HuCha0/R5UVVWptorii+3p6fn/7Z13mFxl2f8/02d2d7YnW9IbpJIAISSUFCCBUJOQANIC\nSAQCiCDFwKv4oj9QQKQpRF4EiQqiFI0gGoSAEKQkiCEkQICUTd06s9PLmd8fu/fZZ2ZndmcpQ9Dn\nc117EXZnTps533M/d6W9vd08R5fLRXFxMcXFxVlT8iRglYmzpYXSDz/E4fMx6eabefeSS9g0bZrp\n6802y0y2B3DooYfidDpZv349oVDIFPpsQVvAPAb1M5HfSS4wdBkF4lKRwgzNZ0P7dAtArsIIIavw\nVlV19GCYM4d4VRWWK67IuX0p941Go9ir7CSD6TfaN77xDSorK1m0aBHLli3jwgsvNH2oMlpHFdtP\n235R8lMzkeWp5AjLzby+dT2rdqzigH4HMGvgLMpcZX3a/xeFrCDEUm1tbeXf//4311xzjWlxquLj\n9/vzPubM4KMlFuPQa6/FsNlwNzbiHziQPYcdhi0Q6DVgpYrhoEGD2LRpE5MmTcr5evms5YGgZjDI\nd1L9/FS3gqBzdD87WnQLiFh8ks+q+tpkKnBacK26muQTT+CYNg1j7lxiI0bkHGIoxQnWIisRX6Rb\n+s8pp5zC+PHjWbx4MatXr+bWW29lwIAB3arOAoGAKQzZRrabr4sFeLvpbbxuL16nl/5F/fHYsy+f\n1fJbI2Ww8pOV3L/+foLxICcOO5E/ffwnlq1ZxviK8RxeeziV9kqqPFUUW4spdZRS4arA6/Ris9rS\neiVIelW2/FsRC0lTk6WxzB+Tay6dx8SalI5r0oMB4LXXXmPy5Mk5fZl9iear7pBYLEbN3/9OqLqa\nN2++uaP8W2n92Rs2m4329nbcbjennnoq3/ve97Db7WlBNWluIy6lzN4Rahpf5mpE7b0gaYRerzfv\nc9VkR4tuARArQq15F0FQhVFSydJKdYcNI3799TgvvhjL3/+eNWdXtZ5sxTZsiY6/qy0CE4kEI0aM\n4Pnnn+e2227jiCOO4Fvf+hZLly7ttmSUqjOx+MSClX1sat7Euc+ei9vmJpVK0R5vZ29oL0WOIuqK\n6qgrqaO/pz8xI0YoHiIYCxJMBAknwjRHmqkvrue6g69j+oDpWDt7voYTYV7Z+Qprdq3hA98H+GI+\nWqOt+GI+2qJthBIhvE4vFc4Kyl3llDnLOKLuCE7sf2Je0yjkfPIVSPX6/vnPf+b888/P+dp8G8FI\n851AIGC6huo+/JCmKVO63q88hHMh2QvSKMdisVBdXc3NN9/M0qVLWbBggSmWNpvNHCuUK5gmDXTU\n1pdSlaY+tKxWqy6M+BzQolsAcjXQzjaPS4RXtVRjF16I/cknsd13H1x2mdlZS9J3VOvJWmTFCKX3\nTZCcVomef/e73+XMM8/kqquu4q9//SuPPPII1dXVQLrf0263kyBBwkjQFGlic8tm3t7zNnf/626+\nO+W7nDHmDPO1qVSK5kgzu4O72RXcxd7QXhw2B0X2IuyGHa/Li8fuwevwMtg7uJsAeOweZg+ezVED\njsrq90wYCfwxvynELdEW/u+9/2PV1lXccugt9Pf07/VzyKfZjXkdO69rQ0MDe/bsYcqUKTlfK+KU\nibiMRLikukw9jvbhw6l76SW2zJ/fbZvqZyGFDYBZ3ADpAb/S0lKKiopobm6mX79+xGKxHqc5S8my\nOspH+jtnPtTl/wcPHpzzOmjyQ4tuAVAt3UwBFleD2oZRLGHzhrFaSSxfjmPGDJJz52IdMcIMyojv\n0dyep0N0VSRwBpiW6/Dhw3nyySf54Q9/yKxZs3j00UcZP3582k28vnE95//lfHYGdlLiLGFo2VCG\nlQ3jyXlPMrJkZNr+rVYr5Y5yqqurGV89Pm3/gUAgb8HLFUSzW+1UuiupdHdVQ82sn8mda+9k4fML\nufGgGzl6wNE9blssunyQ7Iw9e/YwePDgHq1pm81mpuTJ8YvfNzOnOq2YIpUi6XBQvmkTGEZaI4XM\nqcS52mKmdZyzWhk2bBjvvvsuU6dONR+62TI8xCUjZcPyfrF21biDWkgxfPjwvK6fJjdadAtEZmK6\nGsBQfYvqa9KWdyNHkrzmGhxLlxJ/7jmwdI0FD4VCZlcoa5EVI9z9JhPBF9GRBi3Lli1j3LhxnHLK\nKdx1110cddRRAPzmvd9w05qbuGX6LcwbNc90AwjhcDhrya+kOIn7ROa55UtfXmu32lmy3xKOHHAk\n17x+DTtDOzln1Dl5v78nRGhCoVBakx/JXhCXjjwYe2s+Lqif/aRbbqFo927W3XBDmuDG43EzD1v1\nLWdDvV7t7e188MEHfOtb3zIFV22qJK9X3Vdq+qAYBOr3UPo0qBNANJ8NLboFRG0cokaGRRCz9TwQ\nF0QsFsN5+eVYH38c64oVGOeea75GAkCxWIyUM4Xhzy66KmrHsJNPPpn6+nrOPfdc7n/wfp4MP8mb\nu99k5YKV7Fe5X9ZzydWfIdvYmra2NjP3M9PKtygPD7lGfc1eOLD6QFbMWsGSl5fgj/lZOnZpVv9l\nvn5XsVgjkQjNzc04nU4zFSuzVaI8xDLHwOfCbrcTiUQo37yZ8vff56UHHyTV2XtDCihcLhdFRUWm\nO6EnJE0vkUiwZ88eamtr0/KB1Yo5tedFJmb2S4arS+2hW1FRkdc5anpGi26BEF+tmrOqBsDkZhDL\nKdPqtdvtRGMxjLvvxr1gAbG5c6FfP6ArxcrpdOLwOghs6eidoGYf9GQtOZ1ODjvsMG68/RYW+t5l\nTjLMypNXUlH8+dxkYrH1tEQXsVMr7cT1Iueg/ld9UEUiESqsFfxi2i+49J+X4rK4OHv42WZ2g2xP\nhE1Qg5piyYmwSntHwzDwer29Fjbk24NCcmcHP/ssH82ZQ3tn60YRWpXM5uOZSGWgw+EwfcXZMjkk\nBpArGyXbd06d3Cyfg/bnfj5o0S0QYmlAl49NfqdahnKzZxu143Q6MQ48kNhpp2G/5hoSDz2EkZFi\nZPVYsUS7uoXJEj8f63HhsSfy8JsvYqs7gZLiCqQRtjwo1IT/vvbi7Q1xfYg4CL0t2dXrV+eq457D\n7+HMF89kSs0UJlSmjz2SbI58SaVSDB8+nF/+8pc4nU62bdvGxx9/zLx58zjvnHOo/dOfqPjnP/Fs\n3YqjuZl4WRnRfv2I9O/f8VNTw55jjiHZKdhSDRiNRomVlOAJh7sJbT7HFI1GzUCpuA8A9u7d202k\nZUhoLvGWRkSA6SZR/bzy4Eomk4wfPz7rNjR9w9KLD01PoPsckTaAalBNvtQygFLETCwNGZmTZkkF\ngziOOQZj8GDiP/sZKK32mp9opvXpVkauGGn+Tm52dSRONoLBIEm7nUu3b2dnPM7DQ4ZQmzHuRpbe\n0Wi0xzJTlba2trxKYIFus716w+fzdRPm53c8z+3/vp3Hj36cUmdp2rb78rCQ4163bh0bN25k2LBh\nrF+/HqO5mXuamrDGYuyaP5/QqFE02Wx4YzFce/bgbmzEtXcvFW+8QWDAADZedhmpTmsUOoopKpqb\nOezqq3nh4YcxcgT3xKUBmM3iMxsPqSL84x//mCOOOILDDz/c7LTmdruzDsUUIVWbIKlBWfHjytgm\nm83Gt771rbyvnSbr1C1AlwEXFDVKrAbSZPmmot4I3SguJr56NZbBg3FPnUrqpZe69lFs61aRBh0W\no1iSYv1kYhgGHquVBwcPZnZpKXM++oh1oZD5d7FGpZeAdC6TpuW5+i/0Rej60pQ8F8cMOIaD+x3M\nox89+qmPA7r8tQcddBBnnXUWkyZN4umnn+YHmzeTLC7m3TvvpPnoowkOHEi8uJimsjIaRo1i64wZ\nfHTGGbx7440UtbZyxCWXUPvGG2YfDafTScpqxZJKYemhd4QUdEhprjQeyjwn+S6Fw2Ha2trSWkVC\n9+INCXZmdgyTIhv5nep+0T10Pz+0e6GAiA9SvtSS/ygZDJmuBrkBwuFw9/p7l4vEbbdhzJiB5/zz\niZ17LrHvfKcjZSwje0ENTsn2pSRUSj8zx6h/u39/xrhcnLV1K88MH87wjBs3WxBMtivRffHlih8z\n3wGOnwfT+k/jxZ0vpv0us/y6N2KxWJqFLkG08JAhlPj9tHdmcMgyP1PcYhUV/Ovmm6l88032W76c\nwU89xd4jjyTV0kLN22+z7bjjSGZY6dI4R1AzTnIhfuuLLrqIG2+8kenTp6c9YES05bORVDY5p2y9\nmmWb4j8fOXIkms8HbekWEBFYtYJJbfWYzeKV90mpZibx2bOJvPoqjrVrKT7+eFJNW7pZutnyNMUn\nKBVNkmeq7uP4sjKu7d+fs7dupV2xYHsSUKlek5aQTqfTfGBI0CsYDJrWsbQrFKHuE6kUjqYmyHJd\nRpaO5CP/R92OLRcSbJIm6e3t7R1WfEsLZStXUrp6NR6/n18MHoz3+ef5Zmf2iVy/nh4oLYccwuvL\nl7Nn5kxKPv4YazjMjlmz2HzaaUDH9ZRubdBREZjNqs2GGnzs379/2kNdkAwYKdDItG7lM1dbOYor\nSX5/4IEH9nosmvzQlm6BybS2MtPIZHRPZtmmCFe2MuBUbS2Rp5/Gfs891FxxEoGibxGJjDQFsLdl\ntcViMeemSe6p3LyLKyp4NxLh4u3bWTFkCNYcnat6Qi1J7c3alcbpYmllZiB0XjQG33wz5S+8gCUe\np33SJD684460XNc6Rx3bg9tp8bVgt3RZ2+qQRfW62iwWvA0NFG/YgKOtDUssRrytjboXXyQ8aBBY\nLHh/9CPGDBnCm488wu4HH+SOO+7g6KOPZtKkSb0KZMpmY8cJJwCdvvNO69IWiZgPqUwyO9KpqAEy\ncRO0tLR0mz6hzubL9j1Qu4qpBoB8TvF4nJqamrx98pre0aJbYNQmI1LJJf41ERaxTCTrQL1Z1M5g\nadVNViuJK64gPHwKA885H/uVHxC78860YYW9ZTDIttRcW8Mw+F5FBWfu3Mm3t23j1oED+5RLbfxk\nrAAAIABJREFUK37CfMmVgO954w1qr7uOvd/9Lo7t2ynavp2tzzxDm83GmIsuYtBvfkPjkiXm6924\nqfPUEmz6kIHDDoFO0Y2Hwzja2nA0NeHatYui99+naONGSjZsIOH1Ehw/nnh1NYbDgeFy8f6NN9I+\noTMLwjDAYsFlsbBo0SIeffRRnnzySX784x+zaNEi5s+fn/XY1YYzYlU6nc5e3QZqbm3H7g0z5c3l\ncnUbINne3k5paVfgMNIp6NkmhoirQbVuxUcv30V5II0dO7bH49T0DS26BUYsWbVnQraKNBnTLg2k\n08b6WLpSwjLnnqUOOZh3Kn7JgRPXg8OBo7OcGDpuQimkyGb1ZLNCrVYrpR4Pvx06lMXbtvH17du5\nvbwcR+dN2VuVUl+ajEPuMuDqn/wE/7x51HRWb+3+8Y9J9utHyu9n609+woizzwaLhXhdHSmbDWsg\nwIqVYaZuuJhUdX/ap0/H+fHHFK9dS7KsjHhVFdHaWkL77Ufj/Pl88r3vkaiqStunmj3QeTHMfx5w\nwAEccMABAGzZsoXbb7+dlpYWLr74YtNalweOy+UyBVaCmfn6ltX+Ddn8xtC9dWjmCPbMfcn2ZDST\n/E5WWoKsqnSq2OeLFt0vAdXFIIKqWsBqDwaxSMQfrCICLqLqdDqxeqzEo24SF13UbZ9qAxzZT2b/\n1FyU2mw8NmQIV+7Ywfzdu7m9tpaDOoNA6nQDCa6JW6OvopsN+86dODdvZud99+E77TSKXnuNkNKA\nJlFTw9Z77qF6xQrcH34IhoHh8bBr/Aiu/uYYLi09Ee8//kFo5Eje/+lPSeVZytpb8E/87P369WPZ\nsmVceumlHHzwwUyePDlrfnFDQwOvvfYac+bMySv/WP4rgbpcqN3qsrmmsgXVsk1xziwJtlg6xq33\npVGQpne06H4JiFhmlgMD3VwBImLi28tmVZrdyGIxcGA2vDEMePxxG3PmpM24TNuG+G/zGTjoslr5\n2cCBPLpnD1/fuZOTvF6ura6mJEu1mVhT6valyCJrm0HDwPnuu1T9858UtbZib2jAtWULtqYm7I2N\nGEVFDF64EMPtJuV2U/qHPxCZOJHY3Lmk9t+fyOjRNPy//5e2yQ+3/omNu18iOmoU0VGjOq51nuW6\nKhJsknFHUrUmqwZJ51q4cCH/+Mc/mDx5svlen8/HSy+9xKpVq9i7dy/9+/dnx44dnHHGGRQVFaVZ\nrhJoFOtY7QDWE1JaDF3VeiqSepbZ8Ed1b2XuR85TV6F9/ujiiC8JNS1IxEiCHvJfsUakOEKETBXI\nzMKJaCLKgNsGsGz6Ms4cfRGXLqlm9Wobw4cb1NUZVFSksFrh8MMTnHtuDDF4DMNgy5YYTz3lZuNG\nJ9//fpja2uwfv9/vJ+Rw8IPGRtaEQvxu4ECG9pDgnynIptskEKBozRq8q1dT8uKLWOj4wtmCQUil\niA0eTHTcOILTpxM58EAshoElEsESiWANBil+5RW8Tz5JvL4e/4wZBKZNIzx2LNhsBOIBzll9DmeN\nPIuFw7qaeos4SXGAlGZLsE51/0gKX77FGuvXr+eKK66gqKjIFL54PM6hhx7K0UcfzcEHH0woFOK6\n666jsbERh8PBAw88YPpWswU9u7k4FOShJi6mF154nk8+eYPrrrPT0nIJqZQDp3MjweCEtIbkgvSX\nkLQxOV673W5axBdffLEOon06ckavteh+SciIHOjq7qTeFBK1dzgc3YRVxEKa3GSKWvVPq5kzbA6v\n7niVs8aexXmjLySwaxjbtll5/30rAwYYPPKIi3gczjorxltv2di+3cK779qZOzdKSUmKv/7Vya9/\nvYdBg5Km31YEQW3V+MvWVn7r8/Gzujr2z+JvzFYNZYlEKLvvPkofeojo6NHYm5ux7d1LcO5c9s6a\nRWrSJJIVFdC5ElAzGdQfq9VKoLWV8nXrKHvjDcpffx3Xrl1EBgyg2b+DVUeNZOJFd5MqLjYtwJ6m\n42Y79nx7KkDHw0hcLfLZejyebkMfZT7d5Zdfzs0330xdXV3Obba3t6dZpzLBV039CgTa8XrX88or\nj/DBB3GuvLKaaHR/HI5NOJ272bPnVAKBmWnblZWWHKe4FmSbkUiEAQMGcPbZZ+d9/po0cn7BtHvh\nS0LEVB0dIz5R+bHZbFmDLpJ6JQ1ZMnHZXfz8uJ/TGmnl5+t+zlFPTOfYIcdyycGXcMIJE7FYLCxa\nFOdPf3Lwl784GDUqyfHHxxg9OsGgQR3bq683uOCCGp55pg2PJ9Uth1dcIueXlxMwDM7asYMyq5WT\nvF5OKClhZKfVlnbsiQTFK1dScfPNRA85hB3PPYfn5Zcp/stf2PnMM6TcbgIZZb295cDaPR5is2bR\nOGsWjYA1EMC1bRvB3y1n4bYYJSedRHj//QmNH0/T175GvKws78q0TzOrLXOGmEyKgK5BouJqGTNm\nDJs2bepRdAVx07hcrjTL02pto67uDmy2MP36zeZ3v3uJlpbjKS1dRTA4g+bmsdTU3EwyWUM4PAbo\n8uuqoqsGZCXF7KCDDurz+Wt6R4vul4QIiVqtJSKr+jxlqZctqCMNSsQSlr/brXbiRpxh5cO47ajb\nuPLAK1mxcQWnrTyN88efz2UTL8PtdDN/Psyf3xWwUbnkkjB79lg59thyHnignQkTukqT/X6/eayG\nYXChx8M3Skp4J5lkZSDAmTt20P5QDfMb3uIe2wospaVgseD5+99JVlZib2oiOGgQqaIiyu+6i8Z7\n7iHVKbSftSLNKCkhPHYs1v+9iy2AzefDs2ED3tdfZ7/TT2f3woXsOeMMkkpqVS76KrrJZJJwOJw2\ns85ms+Uc5jh06FC2b9+ec3vSsEiqBjNXDHb7ZsrK7sDnO5xgcAFlZX58vj8RCh1MNNoVaPT5JuPx\nfEAoNDqtoZB8x9TVknzPiouLdarYF4QW3S8R6SgmS2hZ9qrlwdB9kkS2Zudq3qXD5iBhdCXVV7gr\nuOqQq/jamK+xdNVSXt7xMsvnLKeuqM7cV7Y5X9//fpCJExOcdloZV18d5IILIshL1Np+YbJhMNFq\n5TqPl2lPDWTsuQ0Eh87BEQ5jiUTwX3gh9u3bqbrhBlxr1zLgmGMInnwyUSXw9Hl3L0uWlRE47DAC\nhx1G0+mn0+/uu5k4bx7h4cMJ7bcfwbFj8U2dSrxzXJFKrtlnMk5JfL5qV7i+zGDzeDw0NTWlH68y\nFVqyWrJlDzgc71FWdgd+/0W0to7GMGL4/X5KS0u7PZy93g1s397Rf1ndVjgcTiv1VVPPhgwZktd5\naPqOFt0vEdXFIMIrSzu1+YiIrkySyBwBE4qHKHIUmeJrt9gJR8NQ0vF3uYnrSup4Yt4T3LvuXo75\n3THcO/teZg+dDXT4LyWgpwr7/PlRJk5MsGSJl1WrXJxySoSZMy1ky3iSqPtvf1vMuHEpzrp6P9ra\na83jtjU0MOyaa2j4wQ8IT5lC5RNP0H7mmdhyiNvnTby+no9uvBFHKETRhx9S9P77lK1Zw+A77yQy\ncCC7zjmH1lmzSCgduERQ1UpA8XGL5Sn/zafpuGAYBhMnTmTFihW8+uqrZrHEzJkzOeOMM0ilUnzy\nySesXr2aTZs24ff7ufPOOzu/Bx2C29JyGaHQaFKpDuu1rq4On8+XNu2iw/cdwmJJz0FWu9upBRjC\njBkzPsul1vSAFt0vGUkHE/+aWjIrEXa1X4NkMcTjcXYFd7HkL0t4Z+87/PX0vzKuelzHTWlzkLQk\n03zGgtVi5ZsHf5ND6w/lgmcv4PwJ53PVIVelWUASCEqlUjgcDoYPh2efbePxx9386U8uli8fwK9/\n3UL//t39ya2tFu6808tjjzWlWcVOp5PijRuJDx+OMWcOLiD49a9jpSubATAnTMj7egp6yXWRJbj8\nTpCHmUoymSTucBAcMwZj//0xTjwRazJJv7ffZvCDD1Lz+ON8/L3vEa2vNz8f9b89ke8oGwmG1dfX\n89BDD5mdxLZs2cLdd99NQ0MDW7ZsMTMfzjz1VKzrbsXjvA9PyXZstt00Nl6GYUzA6bSY3x1J8dqy\nZQtjxozp3FeSZLIYu72ZRKKrKb3aM1ce/vLAraiooKSkJK9z0fQdLbpfMi6XywyIqVVqIjhq9F71\nA9vtdp7+8GmqPdXcNus2zvjjGTx8wsNsbt2ML+qj3FVuioDU+qvpT4fWHcrzpz/Pec+exzt73+Gu\nWXfhdXqBdIGREtZEIs7ChWG+9jUnt97qZN68flx0UYCZMyMMGdIhkh99ZOeiiypZuDDEmDEJ8/1C\naOZM+l13HUSjoCzD1XxUtbw1HzKt/t7INZwyMGMG7x1xBLWPPca4884jcMABtE6aRMvEiQRHjEir\nRutp29ncC+J3TyaTZgMg8cGLRer1eqmsrGTJkiWkUilOOukkxtfUMOCPf2S/n/+ct891saPZRTh2\nJqnUSMBlPtTUa1xSUoLP5zNTC4uL3yCVshOJDDOvl1i2alqbuLMSiQRz5szJ+3pq+o4W3S8ZEVC1\n05NYbmrbR0npUQVmQ+MGjhp6FAtHLSQUDbH4z4sZVz2OB49/kCpPVdo+RGgk+OV0OqkrqWPlqStZ\n9vIy5j4xl4eOe4hRFaO6HZ+6lE6lUlx6aQsHHBBj5coifvrTaqZOjXHBBUGWLKnkmmv8nHVWiGyk\niouJDx2Ka9MmohMnZn/N59Ta8VNhs7H7rLNomjuX0rVr8a5dS+0f/4glkWDHwoXsmjsXI49JD9L5\nS9w9ucp3M7FarRx55JEA1Lz1FpNuuYWtEyfy9+uvp33QoA6RzHJ5JLc2Fouxfft2Fi5c2BmMDVFV\n9Tg7d34Dw7AAhplqJ1kx6vBTm81GVVUV/fv3Ps5e8+nRorsPoFq7qgWiDn8UMVKDaf9u/DcXTroQ\ni8XCBZMuYPGExaY1pZLZMAe6+rZaLBZum3Ebj7z7CKc8fQo/POKHnDj8RJy27MUOsq3ZsxPMnu0n\nFvNzyin9OfPMKu69dyfTp4eJRq2mVZ2ZARA94ABc77yTU3T7mjHQV19wPqKeqKykZfZsGo86ing8\nTumGDQz83e8YvGIF7914I77ONofSDlJESy1c+bQFBdZIhFGPPMKg11/ntauuYs+ojodgT2cp7qBt\n27YRi8Wora0FDKqrf0koNJH29sFYreljnWTlo+Y8x2Ixjj665zH2ms+O7qe7DyDLTSBtZI90fZJ/\nqyXBu/272dK2hXHV48ztSKRbLC1xVWQTGsk+kE5li0Ys4sFjHuSBfz/A+IfHs+RvS3j8/cdpCjd1\ne6+K0wnHHhvG5Urx5z9XkkoVmYn74qeV/rnhcJhYeTn4fJ/9ohUA8ZU2jRrF2mXLWHfttYz5/vcp\n+8c/zHNzuVwUFxdTUlKSVxvNbBiGQSQQoHblSo5eupQSn4/Vd9xB2/jxOSdpSKc5SRcMh8Pce++9\nLF68GKvVitf7Alarn4aGeVlLvCVjRa3Gq6mpyStnWPPZ0JbuPoLb7aa9vd280WW5J64F1a3QFmvj\nayu/xrHDjsVlcxFNRNP+ro4zl5S0npAeAocOOJQ/z/szu9p38cL2F3j242e5/pXr2b9if2YPmc3s\nobMZW9k9d7OoKMW8eSGCQSunn96PRx5ppKIiZQYDzeGL8Tilzz9P83e+Y1pnavWWpMWJz1HEIls/\ngU+L+M3VMmDxc6opYur1FPdKZNo03r35Zib8z/+w+dJL2fsZrELDMDD27KHm/ffpv3EjdevWEezf\nnzeuu47WUaN6fB90PJzlgWkYBm+++SajR4/moIMO6uww9i98vmOA9BWLOhU4MzVt7ty5n/p8NPmj\nRXcfQdKtIp0juSVlTMRHBMJut/PM5meo9lRz/3H3my6JbDmlmRMbempqLmlqFouF+tJ6zh53NmeP\nO5tgNMiaHWt4oeEFzvvLeSRTSWYNmMXsIbOZVjcNj92DxQJ2O9xxRyvf+U45t9xSxq23tnXbh/fp\np0nU1BCaORNbp686W9AsMzAmDyERS+jKTJA2irnOJbPCT1LAMscfZTuObGNs2seO5Z2f/IQDrr0W\nIE14e3KNJBIJaGqiasMGat57j6p338XT1ETLmDE0jhvH61dfjW/4cMj4bNQCBhFa+U7IMQKsWbOG\nk046qTOzJUJR0cc0N3/DzHaRB5y4piRAKg+h2tpaqjJaW2q+GLTo7kO43e60PqxqxzER4kQiwYet\nHzK5bjIOW5dQiF8xW69cqWhSX5fZwSqXcBe7ipk9fDazh88mlUqxqXkTf/noL9z7r3u59MVLmVo7\nlZTzFIqLj8Zi8XL99T5mzqzlvfeCjB2bvjT2/vGP+M45p5uwqGSrvBPRzCZq4XC4T9kOfbGYc702\nOGwY//7Rj5j47W/jHzOGSGd6WSwWw2Ox4Nm1C3dDA+7t2ynZtavjZ/du7MEgrePG0TJhAutmzMA3\nfDipXlo2iq9VDWZmvubDDz8kEAgwevRoABwOO4bhweXaQiSyf1ofD+hK0ZPr6fF4OP744/O+LprP\nhhbdfQyPx0MwGDRveNXVIMJT4apgV3CX+R5VjMQyU0uJ1b+rgiZ+X0fnePBcFViCxWJhTPUYBrkH\ncdmBl9EWbWN1w2pucYRw1L9OKHQYbreNyy7zcdddXpYvbzHf69ywAccnnxCaOfOzXaAC0pNbJjhi\nBNvOPptDzjsPrFaipaUdM9N8PsL9+xOqrydUX09wxAiapk8nWF9PuF8/pK1bIBDAnkVwJYdXzTjp\n6aFitVpZsWIFPp+Pq6++mnvuuQewkkiUYxitpmDL5y7fJ3U46qGHHpqzVFnz+aNFdx9DbhBZNooF\nKrmU9627jzvfupMR5SPMG0rShdScVbGKpf4/m4CoN7PM3Mq3hytAuauceSPm8aB7BzdUVpplwZMn\nR/n974vN7IhoNErxyy/TPmcOSYfjKxO9lWsmlqIEteTz+eikk9g2fz72aBSHz0fA7yc5YECP1qug\nPtzU4hgpD1Z/n+24JIBmtVqZOHEizzzzTGfWAhQXv0UqZdDScmDaZym9HMStE4vFqKys5OCDD/70\nF0nTZ7To7oMUFxfj9/vTlvySuG632JnQbwJLJi0xfb2QPmYduqrAVLHoqapK8jUlZ1iWn+q4bkHt\nbLY9HqchHjenSACUlxu0tXXkpkajUdxuN45UCjoDauJCUUfEyP7MgY1ZJmV8HqQN9Oz0Cas9deU6\nq30IRNzUXNu0VpseD0mPh1BREc48x8xLi0d1xHq2freZ/y/NaeRYwuEwCxYs4NVXX+WSSy4hlUrh\n8awjEJiBxWJLe6/aGD8cDuN0OnW575eAFt19EBE7KYk1J9babAz2DsaChZNHnmy+Frpu5EwrVcQi\nFouZQw2zCSl0ialdmQQhARexwjLF8KlAgBNKSnAqv6usNGhp6brBAUgkSHX6m7P5J0V4VJ+uTO9V\nGwKpDWHkNZnBLrHi1NQ7EfZIJGKKqJxProq2XK0z+4rk8Krnlk+xhDqOSfzy2cb8JJNJgsEgJSUl\npFJJioo20tJyqlnRKPuVz1CatNfU1DBs2LDPfH6avqFFdx+luLiY1tbWbjeO1+0lnAh3swbF3ytW\nbaaoqUUT4jeUUtTe/Lhpgy87j0VcBy+FQlxRUZH2nqKiFA4HNDZaOxrjpFIUrVlD27nn9nreqshl\nZhhkIxQK5ejClX2skQhPPqhl2fmgZhTIg0o6j6kPsny2KX14c3UZk/2Iv3/QoEFs27aNCRM8JJNF\nJBJVQCytfFxIpVIUFRVx0kkn5X1ums8PLbr7MF6vF7/fnzbLym61E0vGTKsPMMVTFRSx9ER8Ml0P\nYmlJN61cft9MJMAj+6m129kTixHt3P+GeJxb/H5K732HNY9u59ivz6LqRz/CEosRnD271+1/qWXA\nGeSaTKwincgkQCVpWT0Nnsy0zNXfS28IeeDkcgnF43GzSY3Q4Q/eQCg0plsDIBFo2ebUqVP1GJ4v\nCS26+zDiu4tEIuYNM6JsBJvbNpM0ktisXQKbKbpys0oOay4xU5fXkUik1zHtmdsa7XTyRizGwrIy\n/IbBFY2NXFZeTlkiwqw3n2Lg3+4Hu53WE08kmkxiI7+OXfnyRZQBq9sWy178vGqVoAQ95foFAoG8\ngpDqMYh/Wx5mmVMzMpEiDslOkdcEAgFcLhcu17u0tx9tHqMaE5CCkNraWiZNmpT3ddB8vmjR3ccp\nLi42l6qpVIpydzk1RTW81/geE2omAKQlwGe2QlTFN3PCRCZq4YRYwGItZ6t4Azjb62Xujh28Eg7z\n12CQGR4PZ3i9cJQXZj1A+wMPUHPzzdiCQdoXLwYw/ZtqsYNsV7W886lEy5wt1xuqD1yumbhu1FaY\nal/jzCKOXNcvn+OQHFkJiOXKvwXS/Opmg3rlteIuaWhoIBgMUlNTg9PZRizWtYqR41IbrZ988sm9\nHqfmi0OL7leA0tJSWltbTaEY32887zW/x+jK0WbxhFRcqUMrs4kvdLkeMkehq//OjNbLMloCUrK9\ncpuNW/v145rGRrxWKzepVU0WCy1nn01w9mxszc1p284lUJICJ0gwTS0VVoNpUjasWo82my3NMlV7\nFss5qFVqIqJFGR3EwuFwn9pGZntAyLHKfkXIe3I/QNe0YrG2MwNv4spoa2vj/vvv59RTT8XhcODz\nHUVFxSrC4VHdKvKSySTHH398r/vWfLFo0f0KIDOrgsEgqVSK/Sv25/3W980bSTpGyTw1tWxYxFdu\ndlXUZNksFlSuKQJyDKoAybIY4BCbjSPcbt6Lx3nA52Nq2uBEK4n6ehKdVVu90a3pei/BNHWgokpm\n8EkNYuVrGffFdSHLeLHixULOlm7Wk4tDnVahpnhl7isSidDY2Mjdd9/NQQcdZLaEDAaHU17+jBnE\nE/F2Op0MHTqUkSNH5n1Omi+Gr0qe+n89Ho/HFJLJtZNZtWUViWTCFCVxQQgSMJGpBNki5pIjKpag\nmp7UE6qQuFwutqVS/D4YZGs8zt/DYZ5vbTUHNPbV55pP8Oqz0Jfj6SnLQDJApINaKBQyBV0CaT35\nxVXkuovLwePx5OwuFo1Gicfj7N27l9tvv53p06ezYMECs1mQ1/sybW3TTEtYHpYlJSW6oc0+ghbd\nrxAydHB6/XRsVhvPbXnOFEgJpImfUhAREEssl6ipfstkMkkkEukm5CqqMA/rtCKP7Vyev2MYZmMW\nEQP5CYfDaRH/fRUJoEmWgFTsRSIR82HicrkoKiqiqKioT20dxQ0UDodz+nbVa6M2rHE6nUQiEe66\n6y5OOOEEZs+ebT4oi4t3UFa2lra26WZQ1ej8LE477bTP/RppPh3avfAVo7y8nObmZq495Fpueu0m\nZg+ejd3alW8r864yfbZqtzJZAucqklCrpMQfmVmhpmZK2CwWKqxWvl1ezhC7nTeiUYxUCmunW0M9\njsycXzkW1VoXF4ea5qQutXuam5aJGjATIZUHj6TJqe4A9VpB90yLngopesr2kGso1q/FYunRtyoP\nq0yffSKR4K677uKggw7isMMOMz/HkpLX6dfvMRoaziAeL8Nmw2wLumjRorynFGu+eLSl+xXDarVS\nUVHBMYOPYUDJAO751z2mQKnBJrFy1CCTFFqIeMrsLvU1mSIj25LZZeJPFCtQ9mlEDG7Z08LFZWUE\nDYNftreb+8xl0cq2xcUhgSwRGofDYf5NHVKpWqEimNJXIPPf6n7U7crDQ/Yv7hun02kKY19S2zIt\nU3EZiJvF4XDg8Xh6bSqUSqUIhUJmx7jMh+Ljjz+Oy+ViwYIFZiZKScnrVFU9zccfX0oweJB5zvF4\nnBNPPJHy8vK8z0PzxaNF9yuI3W6nrKyM22bcxu/f/z03rrkRg67m1iK4qviqIiSIAIkFFQ6HTYsw\nF2pxhFiw0Xic/3nASs19YRLRKHdUVvJ/fj+rO0eS98WNkK8FK+emlkirbTCzjQrqa+FFZp/ebEg6\nl1w/sc7FZeB2u9Os42yFEfF43HQ1QFf+r4phGLz22mu88cYbLF68WOkNkaSyciU7d55FPD44rV/H\nlClTdJnvPogW3a8obreb/Wv259kFz7KxZSMXPHcBiWR6o5bMnFP5d7YbX6xZl8tl5pGqUx0ySet/\n8EqcQ9dYuO6agbhcLgY7ndxVUcHVTU2sDwRMv6g6Kj0XfemNC32bqdZX0VWFTwKS4XDY9HerrTFt\nNhtut7tX14c81NQG7Ha73Qy8AWlBNLHo161bx29+8xsuu+wySjvbSFosFsrKnieZLKO9fYS5krFY\nLAwbNowpU6b06Xw1hUGL7leYkpISBlQO4NfH/ZpgPMgP/vkD08JVO3ap4it+TAlsZRNVWdqK6EgA\nKZsbItmUpGVZC1W3VWEt7fo6TSkq4rsVFSxta8PXGaQTV4NYdqFQiFAoRCwWM4Usn/FCKn3Jdsj1\nAJEBk5FIhEQiYWYkyINCAmcOhwOXy2W6PNTshN7yeeWcZeUBXSuNTNTgo9Vq5YMPPuChhx7iqquu\nor6+Xqlg20Jl5V/Zvfs8HA6nud2BAwdy7LHH5n1dNIVFB9K+4ni9XgzD4P5j7ueEp05gTOUYFu23\nKC3Yla1gQm1qLTe3/F0VkMwCAtVPbBgGbcvaKJpXhHtq96DQycXFfBKP802fj19VVeHOUpCQid1u\nTwt6qX0nIH0Uj/hOoWvZrnYYE7eJvE8sd7kGqp9YFT/xLffFis6c3Cx+ZTkn+QmHwzm3K1kdqhi3\ntbWxfPlyLr74YgYMGGBu32KJUFPzC/buPYNwuIxUqmP/NTU1uuJsH0eL7n8AZWVlGIbBw8c+zAlP\nn8Axg4+h3FWettxUG6NnzmCTG1y16jIDPkbYIPS3EO2/byf6ThRbtY2UJ4UlZaHsp2VmUEv19QJ8\ns6yMzdEo1/l83FpWhiuPsl55vypOuYJaInbq39VGLtlGEuVLtlaZuY5BzUkWn27mMasjcoTMEl/V\ntbB3715uuukmRowYwZgxY8xtAJSVPUcsNohQaAqGEcHhcFBVVcUpp5yS9/lpvhy06P6tT6ktAAAQ\nqElEQVSHUFFRwUQmsmi/RXxj1TdYMXcFbrvbvEnVFo6ZifOCmpoV2B0gvi5OfF2c6FtRYhtjuA9y\n4/2al/539ifZnCS0N4R7nBtrkdXcB5Dm1rDb7fxvcTHXBwIsbmnh7vJy+vewFJcMiXzpa5luX7ad\nram4FECopdTQvQIuG6ovXZ14rKZzqb0vnnvuOfx+P2+//bb5Htm/291AMDjBdFmUlZUxf/78Phej\naAqPpZcv4b7TZ0+TF41NjZz753NxWB3cO+tebNauXNTMcT7JZBLfAz6sVVYIQeSVCPFtcRK7E6Qi\nKZyTnLgnu3FNceGY5CDlTKW5IUKhUF5pVdI8/RfBII+Gw9zg8TCzs3hCLESxbnNVYuWivb09L8ED\nsmZwCGpwS45JAl1y3XK5BXpyGQBpqwBxH2RDrUpLpVK0trayefNmfvazn3HDDTcwYMCAzqDbR9TV\n3cdHH/0vqZSbqqoqFixY0KcHkOYLJ+fTT4vufyC7m3Yz/4n5jKkcw/cP/X5agYQ6iSIajbJtxDYA\nik8qxn2UG+dIJ84BTigj59dG6vnVbfVkYalZEK9Eo9weCOCwWLiouJijnE6synslb1j1Rauj06Vx\njdrwRm1dKL5s8f1KPwmHw0G4M4VNroXsQ/6d5k7p9HXnQzAYTPPnZo5IEjGUh08mar5xpnDu2rWL\n73znOxx88MFcdNFFWK1hBg26iaam0/H7JzB48GDmzp2rLdx9Dy26/23saN7BkY8cyeIxizl/7PlA\n1yjz6IYo24/bjuswF87hTtp/3Y5jfwcDnx2IxW5JqxTL7ESmIvm/QJo7AegmYtKnF8BIpXghFuP+\nYBALcL3Xy4HKePC+WLu9WZkqMmU3H9Q2j7lQy3OlFFcKOTLJtLLVwaHQ/bzler711ls89thjXHnl\nlQwaVEVNzZ3E40PYsWMBY8aMYdasWXmdj6bg5Pyi6ZSx/1AGVA3gj6f/kZdfeZm1B68lvDls5nza\nh9mxVdtIfJSAcnAf4Sb+fpxEQ4eASnBNREVSyzJTrsSqlNerEw/U1DDpt2CO/7ZYOMbl4vcVFSwu\nKuIqn49lfj+NnZbzFzU9oi/WoCqc4nqQCjM5HzWzQj3/bMh1kvxntdQauvzFshqx2+2sWbOGRx99\nlMsvv5z6+lJqa39KPF7Hzp3zmTx5shbcryja0v0Pp721ndemvIZzi5PKZZV4z/NisVpIhVPsPns3\nnmkeyr5dZhZNqP5V1b8JXZadLO8lBSqfCH8wGDSFXH7ESo7Z7fw8FOLVeJw/VFSQ6vSj5kO+0xog\n96BJOZbMBj2qDzyXYGcbjKluU/KiI5FIVp+rpL2pjdsB/vCHP/D666+zdOlShg41qKu7n0BgAq2t\np3PkkTPYb7/98jpnzZeGdi/8N5OMJ1l3/DpCr4dwjHRQdWMV7kluEk0Jdp2+C8/xHqqu6mo+ntkk\nJpcAirBIJL6n/FvVvZBrW5f7/Ux1OpnXaempAp9UrGDDMMzmPTJgU16nPjhk6e9wONImC6sTISC7\noObyv2ai9s9V86HVc810LagPHJnqoD7YVq9ezbPPPsuyZcuorf03/fr9nj17TgOO5phjjqF///55\nHZvmS0WL7n87RsLgXwv/RXhTmGRLEvc0NxXXVBB9LUrTtU3UvFSDo97RzRerzvDK5d+VPFNI9/PK\ne2QJ3pvb4KlIhLficW7oQbwz6YufNp9ewUIoFMp5DOI6kXPtye8NXaIrLopcDeFtNhvvvvsuy5cv\n54YbljFy5CpKSjawZ89SSksncvzxx/e5TFrzpaFFVwNG3GD9GesJfhTEdaCL4NNBik4sIrkjSbI5\nSfUvq7GUWroFhGRpLBYndHUCk9SxnsRA7TOgzihTl+8Aa2IxfhkOc29nOlk+9CSOmeRrvQJpTdjF\nR53ZZrK3bYpFK1N7c02AkEKUVatWsXLlSr7+9fOZNestnM5GGhuvZMyYQzjkkEPyPnbNPoEWXU0H\nKSPFlh9toeGnDZReU0r8vTjBp4PYh9pJtaeourcK535O0yJU20V221anmIobQH5ykW3mmJofuyGR\n4JZolF93DuNUe0Wo287MiuhNoNX0Mjkf2ae0uFSLSKT4oTfU4Z1yjLIt2U6mKIsQS/WZCPs999zD\n2rVr+dGPfsC4cU9gs8Xx+69m9uyTqays7PVYNPscOntB04HFamHY9cM4YOUBBH4eIBXsEFrHUAfJ\nPUn2nroX3y99aeXDIkKZgShxHzidTlN81ZzTzDaR2YJYYkk6HA5KnU4idJXRZvpcMwsYxOqWzIpc\nP4Iq3mp/A8kkkJaVvTXRUf3dQFpmhmRyiDUsfmix9MUfrTYhevPNN1m7di2zZ8/igAN+A9hxOG7j\ntNMWa8H9D0Rbuv/FJPwJNl+/md0/2w2AtdIKNjAaDWxDbFQ+Uomj1mEKkVhlqsD0VkmmBsHEr5vL\nKn49HuenoRC/Li7Ou3tYvgUM8tp8fLqS+ysin1k+LS6GXBV5asMbdcKG+nfJA17+6F1se7eBpUtP\n4/DDf0U4fBhjxy5n2LAReZ+XZp9Euxc0uQmsD/DWAW8BYKu3Yd+vQ0hib8ewllspXlyM5wxPTgEB\nzLzVnsplJb1KREy1RC0WC9eHw0yy2znd6UyL6PfkPuiL6MpSP/M7r6axqV3Xetq32uFMdbOIu0Ky\nEszJGp1VfFJV1xZv47Gmx1jTtIafjYOxQzq2e9hh0bzLmjX7NFp0Nb0Tj8fZtWsX0Wi0y0XwnoH/\nf/1Y+1sp/W4pyar00l9VlNSWj5KWldm3oKd+DSf6/fysuJghNluar1b9jmZ2P5OsgMzXQFeDm8wH\nQ28+4J6GZqquApminK0MWi0okYeRvOa1ttd4pPkRphZP5Wv1dQypeRiAKVM2UVS0f4/HpvnKoEVX\nkz/t7e3s3r27S9BiKQK/CBD+bRjvFV5ci1xp+bNqG8ZsY9fV75hsE0gT7UQqxWE+H6+WleGwWPLO\nNMi36bmka32W16nuhmxTNcStoLpfVD4If8AzLc+wLbqNJf2WML5sPBMnTqS+3k9pqZ7y8B+GFl1N\n32lqaqK5udkU0vjmOL5v+3BMduC50oO9KD0/VU36B7L6bdUBmvIegKBhcFwwyD+8XqCrkY0qXtks\n1HzdC5JpoB6bun/VIpZ997StzPNUt6X6v8NGmBfbXuRF34skUgmmF0/n2Mpj2X/4/kybNq1PjdI1\nXym06Go+HYZhsHfvXlpbWzuEJgCBGwPEN8TxXO7BeZwTu8NuuhTUqrBsrgbxdWaKTSCV4vj2dl4u\nLQWyi2mmQKrTIDJfox5/vsUZkL39Y6b7oqdtWSyWjgGfKYNVvlU81fIU4z3jmVU6i/El46mvr2fq\n1Kk9jl/X/EegRVfz2TAMg927d+Pz+TpGt78ZJfiTIBjgucyD4wCHOSNNDUxlsxjVsTkimP5Uivnh\nMKu93rS+D72Rb0WamoubDbkPZLy85AeLuJtukAyRVxubS17u1uhWftX0KyxYuKj2ImrsNdTW1jJ1\n6lRzFJDmPx4tuprPh1QqRWNjI42NjRhJg8hfIkR+FSG5NYlthA3HNAfOI5wkR3cJlzoOXizgWEZT\nmxcSCR6Ox/mV2522TJeov+S2SlAKugY4qgKudilTsyTU4Jf4otUeuLn8tJmIlZtp/Ropg43tG/lb\n2994L/Qep1afynH9jmPQwEEceOCBOiPhvw8tuprPn7a2Nvbs2dMxRTecwHjHIPHPBPGX4mAB56lO\n7LPsWGvS2ySKwIkbIgacFotxk8vFQUpKWq7OXCr5CCXk13dXxFkeFFLIoLZllHMwDIOUJcWm8CZe\na3uNNwNvUmwt5oiyI5hXN48Dxx2oO4H9d6NFV/PFEY/H2blzJ36/v6td4z9jJJ5JEP9HHOt4K47T\nHDgPd2KkuqbxivvghWSSJxMJ7smwBtWAlVioEpzLFrTK/C5nTpgQkZdJFNA1uNIwjLTGPYK6T6m2\nWx9Yzyv+V3ix7UUA9nPvx9IBS5k0aBITJkzQVWQa0KKrKRR+v589e/YQDAY7lvGhJPG/xon/Lk4q\nlsJxugPbRBuWoRYSqY6l+t+Blw2DHyoj4qHL8uyJfFLGxJ3RW6FDZiaGGriT7mC3bL2Fte1r095/\nybhLuHfBvToTQaOSU3T1NGDN50ppaSmlnRkIbW1t7N27l/CpYaInRkm8niD552SHAO9OYR1uxbK/\nhQkj4ekhDcTGDcLh6nAniIWppnlJE3RVHCUzQg3KZU6fUK1imZmWWbCg+mnVLAybzUYikaAp0cR6\n/3pTcCdUTeDyaZdz6thTqfRoy1aTP9rS1RQEcUH4fL6OpX57AuNDA+N9g10f7eLsCedwy9D/Y9rY\njp4DaqZBT9/R3rIS1P1nklmSnEwm8SV87IrvYntkOzuiO9ge3s6WyBYsFgszBs/g9ImnM3fUXEpd\npX29BJr/LrR7QbNv0d7eTktLC+3t7Wxt28oFr1xAnaeO2bWzmVwxmVp3LXabPS2olavUV1wQ6t/V\n32e6DgwM9kT3sD3cIaxbg1tpiDbQEGkAYEjxEEaWj2Ri/UQmD53MpNpJDCwd2KcZa5r/erToavZt\n4sk4v337tzy18Sle3/U6/pif+qJ6at211LhqqHZWU+WsosxRhtfuxWlxYrPasGLFggUMSJGiJdaC\nP+GnPdFOIB4gkAjgj/vxJXz4Ej5a463siuyi3FnOkKIhDPMOY3T1aCYOmMhhow6jpqRGi6vm80CL\nruarRVukjU9aP2FL2xY+afuEra1bafA10BRsoi3SRigeIplKkjSSZkAOoMpVRaWrkjJXGaXOUsrd\n5VR4KqgrrWNgxUAGVw5mVNUoip3FX/IZav7D0aKr0Wg0BURPjtBoNJp9AS26Go1GU0C06Go0Gk0B\n0aKr0Wg0BUSLrkaj0RQQLboajUZTQLToajQaTQHRoqvRaDQFRIuuRqPRFBAtuhqNRlNAtOhqNBpN\nAdGiq9FoNAVEi65Go9EUEC26Go1GU0C06Go0Gk0B0aKr0Wg0BUSLrkaj0RQQLboajUZTQLToajQa\nTQHRoqvRaDQFRIuuRqPRFBAtuhqNRlNAtOhqNBpNAdGiq9FoNAVEi65Go9EUEC26Go1GU0C06Go0\nGk0B0aKr0Wg0BUSLrkaj0RQQLboajUZTQLToajQaTQHRoqvRaDQFRIuuRqPRFBAtuhqNRlNAtOhq\nNBpNAdGiq9FoNAVEi65Go9EUEC26Go1GU0C06Go0Gk0B0aKr0Wg0BUSLrkaj0RQQLboajUZTQLTo\najQaTQHRoqvRaDQFRIuuRqPRFBAtuhqNRlNAtOhqNBpNAdGiq9FoNAVEi65Go9EUEC26Go1GU0C0\n6Go0Gk0B0aKr0Wg0BUSLrkaj0RQQLboajUZTQLToajQaTQHRoqvRaDQFRIuuRqPRFBAtuhqNRlNA\ntOhqNBpNAdGiq9FoNAVEi65Go9EUEC26Go1GU0C06Go0Gk0B0aKr0Wg0BUSLrkaj0RQQLboajUZT\nQLToajQaTQHRoqvRaDQFRIuuRqPRFBAtuhqNRlNAtOhqNBpNAdGiq9FoNAVEi65Go9EUEC26Go1G\nU0C06Go0Gk0B0aKr0Wg0BUSLrkaj0RQQLboajUZTQLToajQaTQHRoqvRaDQFxN7L3y0FOQqNRqP5\nL0FbuhqNRlNAtOhqNBpNAdGiq9FoNAVEi65Go9EUEC26Go1GU0C06Go0Gk0B+f/byhb9vl7DswAA\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9a66d65bd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"fig = plt.figure(figsize=(9*1.5,4*1.5))\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"\n",
"#sphere\n",
"u = np.linspace(0, 2 * np.pi, 100)\n",
"v = np.linspace(0, np.pi, 100)\n",
"xs = 10 * np.outer(np.cos(u), np.sin(v))\n",
"ys = 10 * np.outer(np.sin(u), np.sin(v))\n",
"zs = 10 * np.outer(np.ones(np.size(u)), np.cos(v))\n",
"ax.plot_surface(xs, ys, zs, rstride=2, cstride=2, color='w', lw=0)\n",
"\n",
"\n",
"#points\n",
"deg2rad=np.pi/180.\n",
"for shp in shapes:\n",
" p = np.array(shp.points) \n",
" xp = 10.*np.cos(p[:,1]*deg2rad)*np.cos(p[:,0]*deg2rad)\n",
" yp = 10.*np.cos(p[:,1]*deg2rad)*np.sin(p[:,0]*deg2rad)\n",
" zp = 10.*np.sin(p[:,1]*deg2rad)\n",
"\n",
" ax.plot3D(xp,yp,zp)\n",
"\n",
"ax.set_aspect(1)\n",
"ax.set_axis_off()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some lines are not hidden by the surface, but that's because the 3D render is too simple, so it's ok :)."
]
}
],
"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": "2.7.11"
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},
"nbformat": 4,
"nbformat_minor": 0
}
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