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Last active August 29, 2015 14:16
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Examples of iterations of complex-valued functions in Julia
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Examples of iterations of complex-valued functions, from the field of [Complex Dynamics](http://en.wikipedia.org/wiki/Complex_dynamics)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"using Winston"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# define grid resolution and length\n",
"n = 300\n",
"len = pi\n",
"\n",
"# create complex-valued grid\n",
"ax = linspace(-len, len, n)\n",
"const grid = repmat(transpose(1.5 * ax), n, 1) + im * repmat(-ax, 1, n);\n",
"\n",
"# plot magnitude grid points\n",
"imagesc(abs(grid))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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",
"prompt_number": 3,
"text": [
"Winston.FramedPlot(...)"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# plot phase of grid points\n",
"imagesc(angle(grid))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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",
"prompt_number": 4,
"text": [
"Winston.FramedPlot(...)"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# define mapper iteration function\n",
"\n",
"function iterate(mapper::Function, grid::Matrix{Complex{Float64}}, iters::Int)\n",
" for i in 1:iters\n",
" grid = mapper(grid)\n",
" end\n",
" return grid\n",
"end"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
"iterate (generic function with 1 method)"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# map the grid to the exponential function, iterate 12 times\n",
"\n",
"Z = iterate(exp, grid, 12)\n",
"imagesc(abs(Z))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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",
"prompt_number": 6,
"text": [
"Winston.FramedPlot(...)"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# the sine function\n",
"\n",
"Z = iterate(sin, 2*grid, 100)\n",
"imagesc(angle(Z))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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",
"prompt_number": 7,
"text": [
"Winston.FramedPlot(...)"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dendrite(x) = x.^2 + 1im\n",
"\n",
"Z = iterate(dendrite, grid/3, 20)\n",
"imagesc(angle(Z))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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mRgkwKRhhohN6CpWwkElmkrdT+ILhc5nK081uy+iR13J52Q1FKt5npO4m2QljeZbFzqZ9wvz6CpcfFLirvU/WOqbXNJJrLtJPg+RfnyFBkGcwbty4U6dOWaEhu+6NkslkNpvd3q2o8muavt42sCe5FNM+4swiPTbYBds49tKR2IkzPBVXWtx6jg7xEDdfbKJClQxUf75CyIe+vphDMSP9pK/SJKTyawS//PblFaNBn0WQT+AECSz/MCJSh5uladqNzezJ48VVnDJzWi0QOKhbv/q3jki3AJSzi39l5M6LHi5nUfX3F/QqSnPOihcMnHctcxdeW2JfGQoARI3FfEDjLK7/XL8u5EVpXnCgljHmxiQUo4g1MBgM6zRk1zFKIpGYTGZ7t2IhzLkFeFEp6GmxQJGBSQ50ocBP7Oda7KqpvVm1osWJWdl9SRi2o7JQcXz7kPGC730C3O7NWR2ctkF2sTw4rBG4TDIjeO6ChkteY7Pifa5fcpDri0yXrmqNAGAC4mnvDycIS7lJdEXt2nBuJ5Q/csJ8sxDLFLvsLQ0dFfBHc8+eaZ7NTkIQhxff83Rs/o0Nck3bfS5tAqMFesrf7fOdhsq+JhzCcVW/a0q6ERL74F8gBGknVCrVOg3ZdYxaDWEGXA9AefGF1VUY1BRe5g/7IRIcjU0fVkGJX05u04y3dQCty6VvTweAO+YBPdNX+epJ3ziE6A35+shNDh/mqr8/eWySpaFKlb5OqX7GNelNFVL80Gcm3WOnhZNWEevi7wU73dtnjJVXbBX6uoWOK6m6Hbc8aGt+YWAy/gdYnrHptscOC+8+fVPAKh9GZX6B+PPv5nL9m19/5wtbl4UgbQzF6AM0u4ruxgeHY+vXbtYWJx/YybtxymJ6eSyAGr7+31v7NaXSzNT45hc/f+vc9gPTW3Du2CkHT16LGRF5UtIjRreWC4+4BPVU5CaQqP9pHw1INAAggfPLml0HqmJmzpu8T+oRWl0yD2pzQGcXMUpmMSg0hodWEWnKg3KoH+TyFranpbzi65WlkFdi6+oQpE1Z2tnMmTMfbK6goKB1O47j8+bN4/F4jo6Oy5cvJwji769NTEyMjIy05qfBX5Pkc7iox8YtLCZgrVMtM1nAZD1iVxIGZBZr4DrMuSdGZbGiwrHNV1nvlV14ZcRAlzaZpPmpeIkdXv7+7V6v3vls8NqFi3YJu4Vbrekn8Izt5n/u59EZR7cmvOM7t2D0oTMeKyo5noNYNFtXhnQls2bNau98a2WN3mh8fPzSpUtbH/91yWjlypVZWVkymUytVo8YMcLd3T0uLs4KxTyZ780iktQ1My+Y+GtYjvYxg8UtBFhwPHUzEHqwEHi2VPjdh8FhU0osTs0GDoCVBnBW5SuP/UfGn+h1XTRwo2JlnkGaYp2GH4kmFPKCgw2yiW/6HRBG3NJ7VPkEcmtaerveLiuprpI3oambkE7JGjFKo9E4HM6DW8xm8/79+xMTE11dXQEgLi5u165d9hCjo1dfBPa99JmlT/uCv+7IIYgIuLXO7danF/vkNFuvN2omLIGUzG+6z/JrKN4uWSxt0QPkWK31h4SHwA+bINgEQv3Vnnfi6upcCusDzr00AqNqoPhDeNQ4CATpBKyxTv22bdu8vLxiY2MPHvzzFpaysjKlUhkVFdX6Y3R0tFQqJf425tFkMlljpWkSBhQWkDA6Cwuh5AdpJFDyLCNyzDqysYaKkYeQMac2r/EJWAJc48NMyFuyB5snp1tpRdlHEuJNPe/fZaSpVWz29YpBvzZOrgjxmHHh44ovD9QXoQxFrE2hsNKXwnbvjc6bN2/ZsmV8Pj8lJeXNN9/EMGz27NlqtRoAHBwcWvfh8/kEQWi12oc6rRaLRatt75tehOC5gD5hHE++f16cstzQWCCpe7YD5fOFX0WHcmY18termh45Wql9KDCHq+zIs0yRPK8BlLZcxV7J4e13HXHkVvc8xaQh792HHPP++WPojgp9iZxQoJWREWvT6620Fk27x+ioUaNaHwQFBeXl5f3444+zZ89ujUuFQsHn8wGgpaUFw7C/DxGlUqleXl7tOm2zkO4c7BR937XYNdL9fjWWselWY3bNsx2qXia/vEVCotw0aaw6+VJ1oyi1sJ9PdxNrQrasPhyXk+GWbca3G0pJTZdFulGxgQo56C10J1OfAaUSTjQoTj3+PlgEaS/Ozs7WaciqA55oNJrJZAIAb29vHo+XmZnp7e0NABkZGWKxGMOsd0qxVc9Yupin8K7anroxQ4qZZSSzUWOwPHJBy6dgJsxm3AaTv9HrlWEnros5LcKRuk0xS6VZ9eYpE6xfBgA0UBwumXoVpfnuHb6EwjfJjez7bL7k4lCoR/fRI51Z+54bNRgMBw4cqKioaG5uPnHixPbt26dNmwYAZDJ57ty569evr62tLSoqSkhImD9/frtW8gjLVlN2HClYsDY+W2nB1SYVblDqnjlDbYgcSCdtccFXsq6WDtYRIn73YO5Lq5kcKsZis2gY9nSrB4R1I63/KCL6o0/J3mHPXgqPbYnxtfTlsMrxkII8872W81cF6yM/Dnew2VUvBLGC9u2NWiyWAwcOxMXFabVaX1/fzz//fNGiRa1Pbdq0afHixUFBQRQKZcGCBe+++267VvIIKVfw8WFAMgDY3cRI/0pDXmPSwiQfKLUsjOa5KyOMpdPn3701YtDVwqGTZb8evZohlf/zvfY0D17IoqAxJkrNRaK27FnKwDCSB7k5tlDS0OBkqSfdi+6h6O249NsMS4WRVW6B9p1eBkFsqX1jlE6nX758+ZFPMZnMvXv37t27t10LeAI2RZP/RgMh7/An7SzypoaTNxsAJr2RPdp024loqHTylebFfontudV9XNM9d5BL/3dh54cJqdCN75FV0H3G6SMpRYJacAT41+ejvfp59vn1vSuqPkP4V2/d9c2v700YWTyu36VDwVUVFwA6xipSCPIMrDHgyT5xh/YiUXeamjfZupA2E3Ej65amz1nyWEZeU6T0LMtD/hp/f//YEI8xr0D32Ce80JkufMWt22DRlSqqcxN5I8TOFw6IncCDWA4In/LvrFNsJW1Gcu7gVzg/LlTtLrtGm3Em8bWz+xuLfD36cJmO6J5jpDOz99/v1ktS7aE2fk87HdkWMADqpqMfiSNFGFtVlm/+9Kt9eeQ+WzZMLPL3F44hPHmcW1OygQAw40ACMp1BoxktQMLAZBm1plbce42Pv9fe8jFOp1kutIlrB/aIYPcvYO3I6l524BKk5zxiNmsWCyMBW4+H+JIm9yGFepLvaygXDjX2irl79Or0CURylLColO0nECn8ixVV2lfqSEfAkvvYCVcQpB2YzVa61GHXMWoymerr0XjDp+ELpDEvLCq+d92Hb1QvnvBDYyHnXHPsRdkQxjgTI0QHjSOxWB96kUZfsxV4ZL/JrwyZfFVnYYSQ8nA/JUV4F0x3b3D7BwaVfMb/xPl0PXEfy3q7ewCPmidb0lL+H50853+uvVFZtDUrw+iWVUkbOC/TnXsJurFkDkbK77QpX1OWsrzxI2tCfcnZ3FBVY09RUeFErbEbJvcH4guAAgK30lA+BOk8w++fB4VCcXd3b2hosHUh9k5IZwTznMdV7yi/EJdXZn71ME6YMb3lNiVGJA7km03U1A09xXXKKZMuJJV9RjZY5ve5nj5q5iTF7+AQoksrcC2tiagrxZLlX/ktNc5lfXzmc/e7Rfj0pvT3XqItFJ0cy1q7Ijgl1xGAJ3RsCfYvkPkffO/FZCe35qODE119akO50orLNc2NbBeRtBx81pSvN/c2O7qYZEZhdkrE21E7OM3q7y0vkFZ8YZRnpo/72NafFtJVCAQC6zRk1zGKPCVnQjpUt2Hfbn2eliAIUBmhdcE8dv8bc7oVG42uqd2jS6rd96pfEw8otLiQv+vzVlRlZpZzpDtetfP4ML6ueVH3X7fdm8DyddLcc/5j4gsQ2OP4jHCfMn1ttOWmv3eL5zAhySMWrwoeVjpxOr7yW0OM5KaTh+KwdFZFs1ekc+bNwL7lZEf6oargaH1xs9/eu/OnED/wqS3dfMt3TH27qdlx+JQL9XK8IsPaQ4MRxAqwTz75xNY1PFZWVlZqampd3TPendl1NJstd4zGKoOF+N+FtQxp6X178Jlk54ZKNzzciTteH098HF1za1/WJBFoexjTp7Uck4f4s8Lo5hbS3fpI/8a6pn05ZHpWi5nOMIaPKz1EppZWaog8l1FOIvrbHj96fKBRhrqoLyhCtWUstRqz1OMmZ9fkGh+stI/o3sLhxzWh3IOUV7O03Q3kCr6o6o2BvyX3HtBo4I8682tampu83BxJOlPR/tMkIAgAhIeHtw5Ub2+oN9oZEAD4o1YmtOBakbK0H1HhLUyZl/5Z7e9RMBGYFty811I+yO3X74ZdKvbo82kBR5F/di0Zot83GwrMyqY/PgS6kMsdXZsZ95mHa7P/zcPUexY6nyjq53n2yLDJ065OXpvb4OF7uWLktc8jl/J//pryzq1t/YdYrh+eMKtkqm9js+jD1zaV/uzebOhTN1BP4xr7+aaWv+TdGDYA2HTGpTp45XOrf0II0o5QjHZy3+5tOcQCP3rzh+/8UsQponsb5DiVWlZfdL57kb8LXD+b9tEdAFN1lQ6qCv/q9uvlKv3pk1DKV+pH+k8VTvj4NlVIIxm4n/66JayuaFPLan9+IVdnLMuN2I2/UC0yYGNwE0bByk3BWdnc1Niz1P6yyxZzNbVEFOD8Rm2dk9uo8Cvp2S04wQ7iF19mssCgh0cvYto6Q/Zj5nhFELuEYrSTy5EoAaAonM8kyEotZQfnLSfH+jjtmfhTOmjcAPLz1UWPGYTUIocb3wD8cKF+U/ywHJofY3P6it/6TR0nPj2QeV2eRcG1DO+teQ51N16CvcekM1JzffzPbjDtTtUb3yEOVILBRAvyzxQs6f9DxfvjfmBsNgRH3xdqFNMTS75/fTec3QYFtx5usXusu/cKUDRWX3+9nT8VBGlLKEa7hGqp4ve3s4N8gvp8pmlWCBIYywBSQad+TJfwLwSA1sBuOXebzq9VBGAHHQJC67gu57JHNP2u0tdqaqvvkTMOXwBCb8omTJjSaAGLEcAIJgIADPm5ugNf0Fa+cLspqj7Pwc2p0ImhusnoDbkccO0bSyuUlchNTEr3WI6yyaGswDt08uSgeU2NubLq69b5VBCkbdh1jJpMpoqKin/eD/knZsLiCznLvQq+vp0kFYij3z94Y9m+p71BU7r20hIAAEGP8JivP6utEJVc9TFXKKDmulGy5v93etRdEgTRkFaauDoPJqy64rVh8433z/gEB78npSRE0rAI9w19ytbf8C0v+YLftATfSBUG0n7bc7ufuEGDruYjbcMak74DgJ3HKIVCae/5RrsIEoYVGbv/J2fCTMVRpT9va0APgDv/9iDNRTV3950PfLEnuRe5MWmPRfZ0ncZ6KVyKxx0rV5K23muO/tbwRviQogkpZ+ku2H2BD7uJrCEbWqiukYtySG6O1Yd+bpGiu++RtiESWWkxiK57T32XQuvXI+LGuskb66ZMSopm3Kv8yPNZjqKQN99KScusntD/gI/LUYDbT/WqFjlkSBLC51Qu9XSc1eR0vyB3j267bnqytP+bi0r6rOBvcFuzblo8DuRr8ccVP/0Ed2wz5zSCPDO77o0ibYMtZAX2onljqZ4DmWe1xlpqrL9EkvEsRzJL88zxX7IpfErTv1tbqc+thIPjfgCGcOjtlBLfidHvlK7P2LCKtSHZMNBfX6TqxXT6rZRa12jogPO9IgiK0U6OxVgJ3QYzhkbR1Mm5FT7HPuWyC+8GezzrtCwEATi+7cN/PSAp/hYO9x27RXsJFrk6KlU9wzIcPZqCLbLGIpGyjKeOFI2NvJt/tV6KZlBAOiAUo53cR/OugS9ps7l3YVZL2Y+XdIXHdEq5RGmLUg7Gt5yl5kVQtcsGHqFNxj34dwt6WdxI/V6T3FNHTKScZprRcFGkQ7aY5q8AACAASURBVEIx2skFjymAKHft9ZKKDxO0sipQ2iRBAQDgnkQJkJXOpxe8r7cwksa8WU+PDBHlDfU9teGDefJe08tbMgDQciNIx4NitDOLiaWcFMwzVIZ7779UILHios+PZ5K3mE5eBoDZ3a7W6tY1OQSWWMITWesum4ZKieDYXhUACsldW1eJIP+GXccoGjf6nAYMjX274he1w4W1C4YWXLR1Nf8rYS+e5PNpUIBL9uCIojEBZ78ZTXUixsYJtI25kgXoYj3SBtC4UQA0bvS5bY3X3XRXQ6ivpP94gP/Yupz/geuAmIxjAaqqLPeTTRM40/RrRx7/Gl+Ydb0JYJytq0M6A6uNG7XrGEWe221JNWCaZlbtPTu8fBN/Dvr3Uyx87bIwXc7uh/96a1LFkQOQ37EXakW6IBSjnV8QJWcKZ028rcv4O0kGlND88sZvLs716ydK1e5uIF+9APpiW9eFIP8Ououp88tvNiek2ekKSDoNo7revYHtVHTbf3h0vrtLh1/vGumCUIx2foQZcKOti3gci4ViMjGcdZZhpM+dP5aC2NYFIci/hr7UIzZEZ7NMI/nn2Xc0t6L7pqW4m+rRCsxIx4N6o4jtkGa4kQb11Ujq7/AmnUzyjZCDs7X+rjNYwGBZqS2ks7Pr3qjJZKqurrZ1FUh76TE4QthTfI5eIAqu3hmwyFGtF5Ja/t2UJ88q5tsVQiooln4qw0Fut2c8kOfT3NxsnYbsOkYpFIqzszNap76z6jPgVs+BUgvJ9Fnze94hzRPhdB2nwToxOso3WcyC+3xoNqIY7bQcHBys05BdxygAUCj2XiHyzDzTK7s1s6st7gaSo0Gh/6LxI/niqVB6Db5c3U4tinnkKR7U35tfTPhEbSEqNGXt1A5iF8hkK520RCGF2EzvkHvRPXhKL/50za+BjOLzXmOuVQ7WVD9z55AMQAUwAjx20tJGk3uypp9o2fCKAwmK+7nP2hCC/I82S+udO3fGxMQwGIwhQ4Y8uF2r1c6fP9/BwUEoFK5YscJsNj95O9J1bHAYtI7ZS0ncNzPou8+8cfGXF/BqOhg4AOHPcjhWd/DeiL3wOkno+LhdjN5c1ZzAicp7Hgor3W2NdAVt1ht1cXFZtWpVcnJyenr6g9tXrlyZlZUlk8nUavWIESPc3d3j4uKesB3pOlI2XU+lQJGYiJ+/l6tSES5kV0mZrsaY0zMuWrCM2YhTmUZQglwBksp/PprQzRg8SuU+vt/11Vfr5Y+Yh0HIhAEGnPxjxTbd+5XABscb0ITmQEHaQJvF6KRJkwBAJpM9uNFsNu/fvz8xMdHV1RUA4uLidu3aFRcX97jtbVUM0iEYcYMR4B4Werrn+FeJxJcjf9p5bKKxmfJF76vURWGnyONfPvPTz7dnXa0iQ+UnAMQTvq0DAKXJzLqlXxe85YOR02+IQyATtxSnWLBkrbYKo4OYQt4SQXZdwDp0sdt1M4sYtDqcemPWxfGHJZYcNIkY8nza99xoWVmZUqmMiopq/TE6OloqlRIEUV5e/sjtGIYW1+1ymloEt1Nj+uekXJUNuRQ2KsRV1vvU5vxjgdqJVKMrJikKklS4AnM4GDKAqH3cQUgY2YWniuXdxqNYix3uzffOo03SGDPqcB9z/NdjvCczRGzhHye8Bh/57nrRdTmWBTXAFSuCRrO4xXqoeNTq0Ajy1No3RtVqNTww7IDP5xMEodVqH7edw+E8+HKj0YjmG+30AisLJtz4PXnowEJxwOKziViDacuA9wdgZyp2G3VsM2iZ0C0Yxr0K53WQ2QDEI25zImMkt57uEZ9NbOS76mv+wENZVIvxhYqr9OEGYx31J/KE4jviEio5pcWcAmpZUxLIkyEPZDnkzVlYUTE6Kd9p1ddbaW2v9o3R1lhUKBR8Ph8AWlpaMAxjMpmP2/7Qy0kk0t83Ip1ME+FwXDUmR9XTN7BiU0P/0NLcNZUr32hZW+kY1UOhxLq3OJPLLFh06EdxuQd9G/44Afh/h5bSY3v2Li92EQt9E+dEVhYomfBp1LrXa3YpbzGG7f1+64q5wXTi8FvLpzDeJ2PmZdk7x/3HC4g//2s1yc1NEpShnRmdTrdOQ+0bo97e3jweLzMz09vbGwAyMjLEYjGGYY/b/nBxFIpIJKqqqmrXIhEbIgkdxcNF74l3bhCsupnZj8jDXPW1ykhn9yqz/Jol/u2PxOQ7ETmykOuZA6j5h6fMqhGV4NLiQpmnQw+ToplPe2X52sy1IMDmMN78scmi09H795Vg98zKVPLd3KJlm2DKQPDsR9R+u5nSZMoIdgZTCEAtgHXG+CM21vGG3xMEYTQaTSaT2WzW6XRkMplGo5HJ5Llz565fvz4mJkaj0SQkJCxZsgQAHrcd6VowVpiYM2Nt5MbkmeWl3SwJqo8+3BAtzFBfBEG/miG9Gnp0L7iR38OZW7+ad6CO7c6+raKwPuWPMQ/bVI+JmRmy6KaPCgqX+ZBjeGYVwWCbAiILKuocl+YytZV3CeKXW/fh1n2A71WtrWUXlQLst+X7RTqpNovRzZs3r1q1qvUxk8kcPHjw1atXAWDTpk2LFy8OCgqiUCgLFix49913W/d53HakC/H7UBvkla2sb7xYMyfgWBJl5pWdN7LMEm0pq7KgjATm12bJk/sMui7v80bFKzAofFTorUxBv2JRoJtnDZVsEPo2LvP/QePIl1Z4q47KdLMiLbnO8p3btWdOgxL1NxHrIVksFlvX8FgHDx786quvMjMzbV0I0j6wabTwKM4MgeLjZXSKUU8wCEIP8N+LSCw66EdeIcz+wvwTwWNFflON+Fc0Jdkhf1ZgxXpHchBj0dp9uq25imIeeWq4MTr9TvzF6ovZYEaz7SEAALNmzTp06JAVGkI3gyK2Q5ww5NxpLgi3mPW4AQAeXi8K1wOkSISU4gWss1NuSj+qXN+//irNhZxTv8aRZgxuzr2WGvKN34Fe1Ky8W+7LNMGG6jqUoYj1oRhFbMgARJkFf+IEIc2rxQ7YFO/wJMW0zB4B/cXXunNzEkPmnl0cU3eiJeWzcb99Ne36sLHX9xM3Vn9mrbIR5H/YdYxaLBatVmvrKhAbk+J+y0gfyaaEyAsay14M8nImehSmyUZH5wcK5yWdvFo1Xk3j+o/aA3tsXShiZ4xGK82BaNcxajabNRqNratAbExulEuK98FlChTUi+dQMIXTwaOj+nPTaoOnpqq7lTc60j2oFJ7B1mUidken01mnIbuOUQzD0LhRBKAJ5Odax3p+PgsCxfThbxi/vLaNfI0zfAr+lvu6wkyXVdOjbF0kYne4XK51GrLrGEWQh+A45GTo89+vZPWRBa2APFqYpMhfXsNne4KXiFch0yrQXPaI1aEl7ZAOhiBAqypzNGzvA0fXW1YzzmvLS3xIK8IjHN/5xDMkjIF+pRFrQ71RpCNS1FbWnk0aV1Y1aPz02zGUkm1/zG2c07sFI5vWNcL9GluXh3QtKEaRDklVAbJfLFvX79l26OOcCu/YkNP6w+4786PqChwBUIwiVoViFOmQhM6G4JjmyvwwYVhLr2H6yTG32ecuJkh1NQaFrUtDuhx7P5Fkz/eqIjYkFuWtHrjxIPuViYOOvxT1056MRXSeBqOqHryXFEGsw657oyaTqbLyKVbhQboeaYs4Pv0lWZXznluxZAbV4IeVdnfW0GoA0JV65E9yuZVmqLHrGKVQKF5eXk1Nj1ieDOniWgT8jN5RFKk2dux9xwjDJY3qh13yqlI0CB/5L6FQaJ2G7DpGEeRxIvVZC+tXDJ1uWqHZYlJRJ/nFvSVBf24R20AxinRIOiajxt3trIeXPJhHYNiNo2EAebYuCumi7P0SE4L8HRkju1SrYn+41Wv3HXM2ubFK1Gx0YrAwDCPZujSkK0IxinQ8ArEre8t7O177hjaS+YlX/JvmvZgl5tXVXt5ilq1LQ7oi9KUe6XiaiYAUxQeimsaNlUq2iOnI0L3DPISxcBkjqpiUBxa0gghiVag3inQ85hojI70yoMf9VZsTXy5Ncjrf8EXTR4UVE4I9p4pGTwZrXZ9FkFZ23Rs1mUwVFRW2rgKxPy05tT+/ce4cV7V3oWZaX1dNzWjZ6S+zV4W+mbNkYPOh974kyRsXz/6m5mZ90kmTVGYGFotCApoWx9G69F1JY2OjdRqy6xhF40aRx1CBVgJVQNeEv5pzh5Srld4VvB727bHjL9BFylFvqaoxvzOWTYqtpxvxOyRmLenDVcF0YvI3H8ejqWu7EpFIZJ2G0Jd6pAMr2nL4qCH8VsjAkd53o8TZwsGGX3dP1tOoLmF1mnpRhi6O+9aH3Pe+Y9FfUjdEX1Haulykk7Lr3iiCPFmZpMpjorbJ32db6KcWD1KcJsFhQEt1jocpjSKUNjZETpnKLqBHk5x2bNQUFR9zBVDZumKkM0IxinRsQ+vjezjwcP4Lp2B8wc1ASw9S1u3u5S3sFC5Jn3H/q3PuH/K+31WTb+ERo3uCpMDW5SKdEYpRpGOL34p7DXYbfXqQNE98rc/gWEYyqD5WZhXgEjMA4ADrWmcfVUIamuUGaR/o3CjS4bkYa2PLJSSp5a2m78oPmX8/zLopQZfkEetBvVGkY4sNhSEszYiTf1TPcKkuFimxQDLQ0ZyjiDXZdYyicaPIP3r7LUGEWHi3PszhvLzyPocbfoWaUm9E9zEhVhw3atdf6lvHjdq6CsSuJYeNOjxg/kn3CYwSC+MVduXRPbi02NZFIXYBjRtFkKcSo7rdvSDLkEIbTz459rdTznIVCUO/1YhVoV84pGNzvVPrIatiDNU1hXNvpQX5zJ8hELvauiika2mzGN25c2dMTAyDwRgyZMiD22fNmkV6QGFhYet2rVY7f/58BwcHoVC4YsUKsxldWkWexSuDfpzZ7xdFo4MbXT42JtU8YZh20EwIjbV1XUgX0maXmFxcXFatWpWcnJyenv7QU/Hx8UuXLm19zGazWx+sXLkyKytLJpOp1eoRI0a4u7vHxcW1VTFIFxEbCN2q0wwsi4VEOqabljWne7Gff5+XwODGknwssXV1SFfRZjE6adIkAJDJZH9/ikajcTicB7eYzeb9+/cnJia6uroCQFxc3K5du1CMIk8JIwHdLVwf8RKA53vp/2m5eXdd7qfNvarSzhQWKM8KFLfBWktCIghYZ8DTtm3btm3b5uXl9dZbb82ZMwcAysrKlEplVFRU6w7R0dFSqZQgCAzDrFAP0qFhGEQ5Ukb7d0tyHXizb/TH15xD8IL1YWsopy6eqQGTClAvFLGydo/RefPmLVu2jM/np6SkvPnmmxiGzZ49W61WA4CDg0PrPnw+nyAIrVb7UKfVYDAUF6PBK8h/xXaDkAFOYRunnD08qemwm/m4IubjG86xylPcfs55Fxtb0OQjyH9VVlrp/t92j9FRo0a1PggKCsrLy/vxxx9nz57dGpcKhYLP5wNAS0sLhmFMJvOh11KpVBcXF5UK/c9A/rQ6GFwCRAdqw/o0SKrFzDpDz1vNA0NkqbyGhPgU0KO7l5AHODk5Wachq97FRKPRTCYTAHh7e/N4vMzMTG9vbwDIyMgQi8V//0ZPIpH+uiSFdFkYGehMTE+iW8gkko5susvTp9F5XmoeSUt5QY+f+Dy9PEWitnWViP2h0+nWaajNYpQgCKPRaDKZzGazTqcjk8k0Gs1gMBw6dGjYsGEcDic5OXn79u2bNm0CADKZPHfu3PXr18fExGg0moSEhCVLlrRVJUgnE9QNm/JOz19dXsR57B8sbLzSy3iauor0aST3RtxtZ0mpFHBbl4h0cZY2smHDhgcPO3jwYIvFotPphg4dKhAIGAyGWCz+5ptv/tofx/F58+ZxuVyBQLB8+XKCIP5+zMTExMjISFt9MoidwHzEjvtPepZkLE3bJt0Zkrx3QJT0ntuFI4IX+qH7lZAnmDVrVlvl25O1WYy2BxSjCAAAGeONGii+vnPLy2/XXRBKCvuFnskdmPiZKCbM1pUhds1qMYr+miN2z0xQqoq4yadvl7vJG/g0taEvlroyf2OIKs/WlSEIALqnHukQmnKqb6/+vXmmDs/lG49QTa7UK4OHNjg527ouBAGw8/lGzWazQqGwdRWI7ZEwjESn9vG5fSD/1QpjN4KPeTYYyCQ0DwPyJDhupYuPdh2jCNKKGdRdNGXB6fP+705NnM/aJ0gsSCzVkctRjCJPQiKRrNOQXX+pJ5PJf93phHRl2nxaZYJgVM+bN1yHJummVBRoNv5I5JVZbF0XYtf+fkdPO0G9UcTeYRgIehh4ExrvUmKkhZGOzk2aV+7iiSdsXReC/AnFKGJHWHQAAL0B6CRMb6ESGBWopMAQ0polLWzTsY2GzcOCLrs7V1ffdWUxQW8AAt39idgBFKOIHYkbDUIK5N/n9R40+I486KhhQfCgMhdMfj1X49y/fn/Wa0uKvrlfFvZh1hfdNsQm7ZdJM9CEeIjtoRhF7EjCORDzhTMmvnThvQEDOddurDPNVpyKisjQ9mWoLrLzBgb7QTFXrtonWHi92ay3bABIsXXJCIJiFLEnUTSgeIg/93+ffPDG3cCg2kz90Zcm3hzUl1OorCNEtzO77xG9E9Sc91vVC6aoyOaBbGklE5drbV010tXZdYxaLBaDwWDrKhCrMjVJNSdmWySpSoDVywPcfHuUyYKlKeGj51zWVmGbf/zAV1PUI/a6U6iruf8HlGwNJKeDmQDQ27pwxO60zidnBXYdo2azubm52dZVINYjUQGo5FCa2vrjleRCTl6lXCksZI8vD+i50OHyj6PnXmWOUHiIahrdRgnONw19KatgrLnuPhA/2bZyxA5pNBrrNGTXMYphmIuLS21tra0LQWxDcgsAdABVgO3OunZwJWN50sy3BY7Y7pqFU8S/0CtblFHDa9+cU5sjgyMoRpGHWW3UuV3HKIL8iSAAx3HtFt1YBt9LFHEt+1T3UZDUeL1iCnWexcO9ruqIrStEujAUo0jHYcFXb6C6hvPdJvf00NdOCTz+RvOZ+D3anMZGW1eGdGkoRpGO5L5EUVGk8HQUXozqf1fisFW5RXunpKoB3VyP2BKKUaSD8Q5smLfkjz9k5KkLbxWzIxrfUUFDva2LQro0FKNIB0OmWBz1im6/FhvKTER/IGnQBCWIjdn1DE8I8hBxrKODOOyWtIcLP2NP8cgFzB15jGBbF4V0dXYdoyaTqaKiwtZVIHbk8/HkpX1dkq8MoFIo+qH+H2q3iXGprYtC7FSjta492nWMUigULy8vW1eB2BG9G83kS3GI0Lr2IQQaomdABt+hxdZFIXZKJBJZpyF0bhTpOCixxeec/UKJCM61X36bsbpffML+OanSJoA7tq4M6dJQjCIdhuegufv8h+qrjXC2bOyIwlKTa1ULENa6bxpBHseuv9QjyINW0+KDyq8ZKXrd6ggIICxNpFkrc7zC9AAMW5eGdGkoRpEO4+CVcrHv76MjLzfdY2Rnmth9612HNFC5cwDm2bo0pEtDX+qRDkOih/SvzgCpyTNqQK/vLedrXiqQBNW5EYIBaf5m2l0JmlMRsQ0Uo0hHosPNDKEisHtGn4qbWr0pTbouqm9zwDCyv6o3zXJDlg9ytKoIYnV2HaNo3Cjyd85i3OM9+tp9q4NyrmhWUuZoLoiyKqXFfSesMqs26eWECArIIJejy/cIGjcKgMaNIo+iVDrUVHiGR5bSHLrRNtytFLIY00gfDPwJ9D1h2ucs/282+fjH+9i6SsQOoHGjCPIIVBbNV1G34rfNFb7cH8pGzdJdke0Zczy4e5Gvs2SToJ6mWa3eMIt6JoerAhILLPgTjgQAAEYr1Y10aihGkY5k3NHXwkVC/YY0E9MYtUWdmLSx+qQIyyfkkwVjHX7HejNZLQ4zjs/N1ogh2AXyxj3uOPTY9wA4ekkiQB2A2ppvAel82uZLPUEQS5YsCQoKYjKZgYGBX3/99V9PabXa+fPnOzg4CIXCFStWmM3mJ29HkMcKjK0X9bzGHvo6e+UlQ2jfsuSg8AKsr4bSQ10d6Z4UMb330HsHZ7961ykCd2IIZ7BixSDkPfByslDoGBsbKBRyQr1WR3l9OgwcXwOaj63eDdJptE1vlCAIgiASExODgoIkEsnMmTPd3NymT58OACtXrszKypLJZGq1esSIEe7u7nFxcU/YjiAPIWFkLCSKPODFXq9HFij6KmtoUW9d7kPU30hwrpjMjv06l0XR1KU71atEkm8i5vf9wZN3t9zH6+7bk1+e3eNKmXtRI3/w3msiUmP2oB7fH/4B+pezQwTvuX9LlBe9CzqAGlu/P6TDa5sYpdFoO3bsaH08fvz4kSNHpqamTp8+3Ww279+/PzEx0dXVFQDi4uJ27doVFxf3uO1tUgzSYTFYNCMAoSeAxSKB2YLrgCBYvKBu0Vumsv08Kz27sepwGtko4LJ8j9X+ypqXXxIYUHOR3tSCHWiaMaaokXDWu7Ei6uXcCsr27z2LZ2xT13PMKfKol130LnClcrLcxUOi8o6v/7jA5Jtt4EHTV7Z+y0hn0PbnRvV6fXp6+tSpUwGgrKxMqVRGRUW1PhUdHS2VSgmCKC8vf+R2DMPavB6k45h19PWrJKEyXi4+MjWLodVuOmra8/ueIDV9deGO37xe1N6WeykrCCeMQy4rOloMw+5Sj2y48FUemC0WPeRcCjCHTgsYppsl/bKK7CIObNKeZ1TccYqOlo6rO1NX7LXabb3bPnlznQCOGi/P2J5Th9buRtpGG8eoxWJ5/fXXfX19X3rpJQBQq9XwwDKnfD6fIAitVvu47RwO58GjabXavLy8tq0QsV9u5Rl4ANnFXxcwo+Tg2mB/2bpFjaBOa6Y75U8NMleTXwi72Mt4V9lk3HvS/Om1AkPq10adAQii9dV4SS6Ub9rS6z18Rn9TPi/owxOroz7d4LPElNZ82yPSwuWNZ5+ycEj3a8NTUmLqy3+zEFW2fbtIeysuLrZOQ20ZoxaLZfHixfn5+RcuXGjtV7bGokKh4PP5ANDS0oJhGJPJfNz2hw7IZDKDg4OzsrLasEjEfvSOpQLAHcmfo45ivfv9kDpWe4fBd9d9XjNvuWjfMLx53azt1Zj7vcoeC2p2X9UPOaAKrL5XfGP9RYORAKP2fw5nJsCMKzb9B94NB0tfYPAc/Ws9FNmLAn9NMY1tahIO0V9L8es/zHCpu09maa6iTmn9d4xYla+vr3UaarMYtVgsb731VkZGxvnz53m8P6+Pent783i8zMxMb29vAMjIyBCLxRiGPW773w9LIpHaqkLE3qyeABAYPnniJ1iaiV5p2DTpM925K3fqGLvUZberzStvKFyvvEqOigVnZkhtoXtwheob7sVTZ+rUT5zuHsdhw4cYqx8rYhrmwmTNdWcXUt7ft1Wi7LGu53tf5H8TVnj/jYU7i4pz4DZaCK+Ts1p6tE2Mtn6XT09PP3v2LJ1O1+l0GIZRqVQymTx37tz169fHxMRoNJqEhIQlS5YAwOO2I13Kl3uM0I0NfkODCvKnkE944PLv66UpBVBiAgBIkwDAHSioBTalJaxlaGRVP3HqkdSmun8e5VkRxMWX9K4UCYtnpO3W9jKtjP1MW89Y1ONQbaSru7F6OXlzoSUvu73fHtJ1WNpCTc3Do0ZmzpzZ+hSO4/PmzeNyuQKBYPny5QRBPHn7gxITEyMjI23ysSBWQsKEgpgRg473Hvuzk1sI9phxzLTQYMG6FfzltzHXmKc5KkYGHgN4LOAxgM3BMOZbmHsiZ3Yj/XUdZ6JqV+LCt9/mD5nAc4/1YQrZbfl2EHsya9asNsm3f9Q2MdpOUIx2Bd1DHXcdemXuTxv54pDH7oRhJBYLmPOB7PNMjTAgchT1vN5/T+HgT64uyNt9Rj34Wl103J4Xgnq5PGPdiN2zWoyim0ERWyJhmEztvfeAeJT6hltV5WNXpyMIC44D7H3WdnQAGiC0mIBghOoyvw+ayOT48YpeKJbdadLnP+tBEaSVXc/whHRuLAxE4d3c3xicf3n/BemVel173tteITXv/wJTEi6CunqpW4Z39CmPsVtvLMlvDGzHRpGuwa5jlCAIq80YiFhfnCd8Fa6bGlkgNxRI5Gp5u85e3yQPyjrwksOhMp2PPy3d0b2O0wMPmlbC9dS0Z6uILalUKus0ZNdf6slkMpuNrgB0WgmVgN3lmxyjAU5bobl8PHB3+kJfWclE0rX8+rD8Mr/rXysNmjIANDV458RgWGmtQ7uOURKJ9Pcx+UingRMAhflQttU6zREAfHLVWOqJigr30ZSz0Uz9eYUXWGqt0zpifVQq1ToN2XWMIp0fQQDxhMmV2xJJYSms8v9Pv/fE4wvuqgfK67LB8o51mkY6N7s+N4ogbYjtox8+/dZS444aVzf/0KKYbrdtXRHSSaDeKNJVdCspGvrtb/fE/Ws1rjco/aHWCJBo66IeIdYDAECCJk7pOFCMIl2FzOR7lDdyxvjLnOt6n76ljXU5m21d0iMN9QoCAEkVGs/aYaAYRboGcbj/F0te7p6sdnDUH6cOTE92dszlvwmH/oCcIlvX9r/i/eMxErDSZuFGGoABgLB1Rcg/sOtzo2azuXVmUgR5ThiXz4yOKld4ntg9nhOF7y+de/jqO7FKENnf2qC0nryoUby1A/yZrLcxzN/W5XRgOp3OOg3ZdYxaLBaj0f5+zZEOKEiROnHnnF2TBY1n1RNIJybFnvAPLsoviQ3yFgr5ti7uf43W/DbG8XrwJ85vxe3zDyq1dTkdGEFYqSNv11/qMQwTCATl5eW2LgTp8PILia8SpA5hO4LmjC4/xs18rX9eSHf5KIdx3knOX+2Rt8htXeB/nbs8MIMIuTeEuJxww6C32LqcDsxqN+/YdYwiSFshCMC1BMtgbmnibvJ6fVXgvjDHgmWFW5uYLvV99WzfbJDLNZJMW5cJglixZkGgRwj+WvXu0zjK0I4BxSjShbg7Vk/sfbJwX5Ya7AAAIABJREFUhfOOLz4gdNhLiw6NYP+R+2Loz2XfUhpqo0t2/nwnAs4cgoIca1aFkYFOxbQePbDhk3zW9Cm5HJCfqEu4shBgozXLQJ6ZXZ8bRZC2hZuYFbj7SOKCrp6RKwtVJvG8Nle8kvmjQ8K1ugRjgWEZ1asvmyvE/s3aExgGTBbpeda0DfLAlk/r7un3Tt+JodPcrjpjpXJ1mST76rMfEbEu1BtFupDiXM8fPp3ma5GQyWY2X8N3bMkmRSQVjruf5uejKZ83Yl9FP3cvis83DTnSiqc9WxrSTzBjS8yRJMr9PTdB/iznWPNr+90qX3Nh/Xt3+L2/NS0p+3EFXJUAWOkeWeT5od4o0lXQhZxus/18ltOJDGYM9/Zkz8NBqpTrvfpQj6p43OziQbTfhZOmX01q0Hg3UZyf/rC1Js+rXsuxD9cwxT7PVhjBoujZdMejTZ4/VLJ++QOqy8CAMrQjsfcYNZlMti4B6QxI4jDGxzvYdYOw4y4bDi1++er+2acTvjwcVaMmUygmoIc4OQhdOHXH7k2dcitJPPsV8A9/qsNiIS2azXd+76O9LOTM+hjzE//70pgisYa3RvkxfF6gD2xcuVWfU/DvD4I8gtlstk5Ddh2jJpOpvh6tgou0Ab4TZfxQ/WRVGtyGF6f+YnpbXzya5FyfOPTy3sLu3nU9vVVCp6yC0Fv14kqWE0Xdm0FxprL+aZo1Cosb6hj0isj7rmwW/ae1ky8G+BloPAaVzQSMBaSnO12KxWlq1mSejyyJ8vUOKOMzHruQCvJvKRQK6zRk1+dGKRSKu7t7Q0ODrQtBOjysmajIE/7azV1fEFeyJeswxUyYLEadecNXoKeMg97fR9BhB3fzrqUvH/l52DsTt4SOjs6Q9r597A+dJP3/jxEOJBHwuPzgFl9+qYbOVkdvYGGufniq61ZmPcvt55tzHL6cOUFQ6FZZ+u0iP6jaDsqnmESq+wsscsTA1HMus+sSzsepYzCO+pJarm/PD6OrEAgE1mnIrmMUQdpKU54l9c1co3YLGPUP3tyCmwGMOESVWVwo5XXdsvA+i4d/y+aaC0+41ij8WEP76u5vAW8O1NNi3QOEdGc5O6r2VWEM6UQdyamG4ugtLH0t9CRRRHdzrmZWaM+4jG1mG0YKzgeIsNoGXzXkAzyxdxkdCyQnZ0VljPBseuCIQO/CGfMdto5l309BMdqRYJ988omta3isrKys1NTUuro6WxeCdHgWc5NZlwomHCyPGtOedYtGlBKfz82HYM/YmlOWCYzBLC8/LXFAYGAMjH49HHdYsOb1394c+Ku4ovR70ps5N/ycfq4qvBmlVXG9h1TezerdnZLldU0mjGpxFLWUl3nQWJgcJqqdmOBIhrqHFinhMIVi52g3E+5rGrUexNHNNJauuXnJqF8qqzwgt4GWle/GJRi+nPoKFKbPJTw8fNq0aVZoCPVGkS6CeNIQIi1Oq28Q1paVwYTEb4aSSzF8hWdPUdbR+W/85jChyq9bCWVAeve+PI5OWCZn/WommYQzlt/98Q+dxsh2xuuCSbmnXMf9MmaC73fZxgJLJZm/eNmu6KG1R/a8pNRMF724I+/L44QeW/Uu+XTk+6QK1qcZSQ6fkfFcTHv9y72zVPfru+k2UFrqHJJzB8rMY7avVvak5t67opgmseLHgzwHFKMIAgBQXyK/+tE5b6eIFw3XjgUvdOfW+eNF8tu0M5W++bQR6p6ccEtOoCWf0Q//zvNteqbuKH3GxL5nxNo82nbqsZrYcI+KdY5bzDpdLjUgK2DSpUNuzUCdf2u7nuryi9+8Ieu4WUn+1zI9a4q8XN3qKt+Ikig8p3kkGRcZNTKeqsbZrb8rM1vrFVSRd2H45tK1Ym9pkM8eEuuORW+AB05BYAD0/2vvzuOiqvoGgP9m7izMsMzAsCqrywACCpIimGuilpZmIWqluWD6EBqmmZrZk6KZpWKWWq+a5qOmRbil4pIpDqmIIMuw7ztzZwFmY+bOff+YHl9fRDQYmTt4vn/xOXPm3t8c4Dd3O79DAy2JaudRCzqpRxAAAHUbtHo4++ydmj/Qz0XUwrHXFUp9b4rGb7ROxBTMLep13+Kx29KX3vrLzfCis32kIsMxNLX5ZUlfH48R9cdEM4W6U4c+H3To+guiSm4g8fuHcWUZIW9eIadVaHhh5cdGvG/XsnBkZViQb0raGOm1iZ5//n4vqHpwf7oPUzpQ4DCghdVGO5gVzcw2NB4lip0GtXlb+49WZDDfNTRWGyR/18EX8GBWoGCWVUiFUiUh1OYdLouATuoRpKfp5M01J4oakryXed1w7qut6OvV6Onsfb04svQYO6StdZyNFY/xqiJvSvmFSvCcaX9C7cFRsblJtmPEslubv5Noq3cTBAZAyiW6vMIhhgGtEz+56t+YO37nTcY+sJ8hT5FEDhsvHmRb5T5Mtjz6jJptY40r03gR9k1S729SKxr6jIyobvBeIsFZJRX9dxcta/mthGSPjRhTYm8jwxUCHTEkPMb+0H/mFlYlAFCoJBVCIzu84k4NBw8eXLlypVQqNXcgyPODD+AN/E/WLU+3DTeUufT79yer82vd9rivGTdfpLTlpuROPOT8ts7asONIS9E1Pc4SiDx9Ie2Rq5hMAVj7vvLLtMEjyPBmUcm5/rkpAQum7193f3MxZ0DYu6KKc02czKPS+gYMCLWSU5RnD/X5AAPB3Snsp+kMN7/c/QF2tc3+b+d/GP7VucSA9IZQsfcrNtdSJffOqOpOAvTQE5EWbcKECZcuXeqBHVH6aJTBYHh4eKA0ivQgOUAmyD+/eWquv5g9ZdK5hvc8SQP/rTsnhzLu5dQJtxxfHOOxBOqTRPdkeCsA4FDT0Z0gHQ5y0Yi92hGnmVoP9k7/GAnet2K7k+PiBgZDd32JQ1NhIjQUgLLdQeUtqIaq4mkCa2zK+FNh7Ayer9xVU10UPk+N9ZmGnf75gLO2Nb/X5FAahtHYTFKrI59NfWVHR8dnsdlHUTqNIoiZ3GdMKZCEDvmF/eaw85duK50nf5C/xmtLmcHHwzHlzGs7gNDCU5zFfZF0l0EDPR1TMedB22vxEacYwQ64GnKLUhNKH/vYQG3c8nrMHes77r3pecLUwvnFcbNe/lngb0hxn7hm9f6fv8vPuWPKj2o2NAF70GT+NHf5ryc04jJzR9MtKI0iSAeab6m8rAqHfETeCJo6tfx0avOU5jQ7b91devbee/qnrRuiMk7pJgjQZQDkSp2d/9K9e7dRfb88pbO3aVQGKK4jOL/ZzwtoyXWOcdX3FzCZtUJ24V7P6CruAQBJdz8eBbCd+tm5TlYc+UFbZfHLW5hmTj1BEHFxcUKhkMPhDBw4cNeuXQ9emjVrFu0hxcXFxna1Wr1gwQIejycQCFatWtVjRQQQ5Gl8NPrMbIcrWWuUCXXrX889La4epLxmXb+n6fC6/C5tjwBQrRvx8QRVUlxFgurJp7AGfU3Wrf9JWH1KnLNxQ9Jxzy/uLfuyebWgvM+SpR5hyWsdEj7sUhjUgWH9OVbbfGnbPiT7C80dTHeZ5miUIAiCIA4fPiwUCkUiUXR0tJubW1RUlPHVhISEZcuWGX9+sDrKxx9/fP/+/YKCgtbW1sjIyD59+sTHx5skGATpvu2HIzCsn86Dh8c4ONji0AChI++A853L57u+zcrvD2+zLYCWpyo+gmtAVIIDiPBcgNLL2FhtSLzLzIIrOSMmvxNyv8mQ+++uB2J+GM1zIGPUaHzX+VRVscTiyw+ZJo2yWKzvvvvO+PPUqVMnTpyYlpb2II2yWCwbG5uH+xsMhh9//PHw4cOurq4AEB8f/8MPP6A0ilCHiJzj34f3ycydir48BY1HXMbSf3Emy1y6tdFCURfnJRWLDM50NXuGbbAiIufmjd9cxdXeADe6FUyPo2F0jM2gMeh6PUNorX+Hdu3Y+nS8QAdSiz8TNf21Ua1Wm5GR8cYbbzxoSUxMTExM9PDwWLp06TvvvAMAFRUVzc3NwcHBxg4hISFisZggCKw7SzEgiAlFcArZw9Ze2iecXFF2z1vGU+4KOKOjZVw1U+4ib6WJQ1a857UNG8V8aW0Br/Qu/NFze+cIrO19nawFVjWiShXelZLStgJWxMJBA2YMrpTZXi9ZVJjP+3TvfpX+pslDNQsTp1GSJGNiYnx8fGbPnm1smT9//ooVK/h8fmpq6pIlSzAMmzNnTmtrKwDweDxjHz6fTxCEWq1ud9CqVqvz87t2KQpBuiUiPRn4kjK/Ce7SKtfwOuWqTNpEdXMoHw5VPfnNzwJBGLR0tcQDkspHv30JuDlne3DnHGcPj3GvzxgpPViZlN+lNNrPn70ollVaUXj+s5Jmujupp6v0O0weZzslJSXPehdGpkyjJEnGxsYWFhampKQ8OK6cNGmS8QehUJifn3/kyJE5c+YY06VCoeDz+QAgl8sxDONwOO02yOFw/Pz8srLMv+wt8lxZt5TbMCwIVIx/ZX7mktQQJMx2WdSgwrjX7pszKoxJvuBVM8P5zCRlek5jj96sl4oltxJSv3hTfB6XdOW4hsXVcx3ySjkn/p1XeqsJYI3JI+xQ//79e2ZHJkujJEkuXbo0MzPz4sWLdnZ2HfZhsVjGRUG8vLzs7OyysrK8vLwAIDMz09/fH53RI+ZHw4DGvhW5siRwJlFGl9Q6+oXlO2ik1pebNtLiU+sAIMFcofkT4m02q7xGVXx7NzY1Rw+wrsd2jdFs2Fh/rQ+uvy+DLtRFGbOW9qITXfUTTU/dOZPdYZo0ajyXz8jIOH/+PJvN1mg0GIYxmcy2trZjx46NHz/exsbmxo0b33777datWwGATqfPmzdv06ZNw4cPVyqVO3bsiIuLM0kkCNItduHgsSYMS69dq1CS1rzPFSebx2dJlfkXqirFOwjzJgFnKBQKf7vx+lHPOWrHEv8Ie7FI1jN7DneqWhNwfEdJctqAq8BPhdsisBIA3xfkBaB58ux+B51PU27419cFyqKve8dDr+2YJo02NDTs378fAIx33gEgOjr6+PHjJEkeOnQoPj5erVb7+Phs3Lhx8eLFxg5bt26NjY0VCoUMBmPhwoXLly83SSQI0mUCGxgcpm8Y0pqlGerrUiaQVvc7lnKZ65OafFmZhxsIM99QFuv892sXRgt+nmGTJHW0owmmikU/9cyuW7k2xd5e3oPLeVbv0qShvuzCfPn0geODiq5nS7N/A/0jmdReAP19IV0EABHB8ELCH8192pIP8qGWBr2xXptp0qirq2uHJU7YbPbVq1c7fAuHwzlw4MCBAwdMEgCCdAubGxBIXzqvb97F0YuYx15u/JPlpP1TFzrlP/OgbJG5g/sb0ajSphezI5uwGu/aqj53B26ClwIhL4krTdfqiM6TPJcOWhK6fDQtVnonlL7jb+u1cvAe2kCyzDlhY90xl1euN3D6LG+YniPBoS35oe5MgGCM/o1D6AHemzavRtWI96qk8jsv9B2YTZ/UQKsG0uKnLbWDJoMiCMBr8TZjrJxGZpw/P6e0uMpjLH7q0Ni0DFuQUelrnijmKrZ6NlYlC2arCJuV2oM7w+aC1eB4/idnb2aK6wjV49cciffkJjVpxcouVQChY/0wfIbu17OCMaHyAoOcPCd4mdtfvP/A4JnO9/mzF2MlwD57Rksy2SwdxjAAGU5ohnlV1619/y/DJLujt9698dtRmjzdaUhtq2EOsF1Bg9IogvQ+2X/Q+eyg6fWJi9cDDs7KRpFmbJpeC/KPzB3Zw5rFktyEVIh6cyfoAnIy/PfGrcMYRPrI6PkBhro7BQm/dfQoEoYBk30rcqX08kkoE//TXWJ0sO4j1ISuulutHDE4zYVeVpMrFe9L+JDWUlBYcMu1pWAOT+iKRckHnZWNipqQ4ji0haeoKyoq236i+XiySH+NebuqWVUtBi2uvC4BdiMXK9HSwdwXSEyM0mlUr9fX1taaOwrkOZAvusPwn//7wnXnroAMWx6emEn3BNunWB65Z+FKEJVBifUrApbXoExxquOLnKUa4aEb1xqXidkGgK8B8tq/xzscItfEN+/6PbA21c06S6R8wj5oArCOAD4Ajg8NKQrwY7w9VSBkf25zuZl9qi3quvpGHaFSG6djVYpwgM+jWgcJL2yb/67Xbads7Y7zMTNuF4AkH69961yNAUALkPr3lvU46EXxMRHX1aS4FJeICk09PO3JZD10C47Si4jk5ORkZWU1Nlr8lFuE+gy4TJ/WUM1eccR9bktI6+CgShdeYVVqD04VegoMAc86RGil6xfcUrrNbgeZnO1Iqr89+rLdAtJtrI7R6DTEN91vIOmHkbhHhHpAMLh520md+/Hc50qujovVCMdb55caGqraOtmFg5PP4Jc3qIVvh2DYrC0M3qyIH8gPDBx64yDX4j7Op69L6ur+//olhI5oaqIV1xqsA47tLc+7kFLUb2YGz1de2XG95Lu6uTYTvbhutKYbz3xmTWho6IMp6c8UpY9GAQA9TIr0EILwt8s88nZMAc/3veS1Wo4Vs5lyC8f5O2BvDeO6xIprm/C331cV3C/1vVkq+GiwqHiRwWD12run3/Ebflr52lBDZm3pipZqP/bV2uGC9GXTfxx4pmjn5vAszyD/mV6vcj5OytaKGzv+dEF9xbsXr0iG6a+0/v7VuVWSS/zxw099dPkNaEyCK1WA6zt4D0FU3645mZ0OainoVG98fBVo2NevcoHo4CKDKjshq6eulNDppqlg90RUT6MI0jMwOrDVGKdYHTbhlidZrJrUn2hj0S5xSBWFFo+rpbucZk5gbrmMF4hz7gEAiAhwuXzs3aVl/TystVXMz+PXZBtCAufl+vnn9/WuetP6qFdxg7+d+Nd5M9wONWnLGvZWv17F3dBolQRYOjxScx6jg5WWjmcIClp98yf5jcq+oCkq+uVOIRTfgMZHa/U/RIeD7u+6KxcT7oCNP3jHQ4nZpir0MJRGEQQAIDwI4mPDxh/8Ykb26T1rtn0fuiQbCxgzYENbzMcFtYC3mDs+AADAiwtFu3eATvtwBmwQldi0lEndXvyl7/a3GEe8ausuYJOjRCehCU5zR3qOOF6mIxI3OxR5jidfcOHovQTcxoi3PhAdv4y3NIIa4J4GE+BMXxtfQUU4VzYr2DdO+A2jWj9r67EDt87nKRpVpfCPnpnPETUDLR3o2ab//FSF0iiCgGOEkBkgKNX7OQ2ovusa8irz3NiyPwfpxZhMmR0YKFNW4S3UWP6IIDo8U96SZ4ACqdZN5RgxOd5xB6mgZU0bAjW45782fFWiwYBQq/YS9xlAFwaFT/9sx681d11ok+dqQll6GaNhH8uvz+/cV1zfsPnDUSar1vSLHvCzwof/P4f8SxUCguzSnQmy4zh7K5RGkecdnbvxk7H5GN1+36WFc34+LlE51rS4r72aABr40nvFpUH9NWIpxVeRUxEARM5A6+jRkW//Jp92ceDL2NerifTU8szW/3ZRAwEAd4t1qu+YCwMMWSBnJzh8oRcy3hd+M0rJnPj70cOpc6/bjsamEodr5xbU+p6VZhJkb5xy9AygNIo8x+gYYGzP9d7n7MI8ayrX+WyuLXdOvRM5THuFLpSDDtPe5uQVhDW3lAJYwIN3MpwsKsD7j2j5zDZ1a+of4oymR/vIxfUXVx4tVJdVuM/Cz/JILVHY4nQmfrx+CnkxbJK4wb9Pbd3aqZs1rmyZyyZ6SZPZp8BaBEqnUYIg0OrKiAlhGLBZoG0DggDAMMwzmB0wZfR0yY2WkdnMIHmSbc36uqKC4ztVd4o9PwPC52TL8AkDr6q5uAyjGcxcmOTJ2E5YwFjlSJv0s4d98IqOH3EhcFn1eVk1wCfrt59M8cXBLmzq/tJE8e0ZnsIX0kPx68GV+RfrI/N+9hbOeV0vq5fk1PXwpzAhY13jHkDpNEqn01kslrmjQCxexCCwEbAVNN4YTeOMabDy6OAmXqvjkD7h0ZGvWqV8ab/mJecrDvaFOVW3/kpIB1IrIgkoFAHcOuvk9/boKSu2WqWdvH5B4om3QLMox9yf5rHU9oIk9r8SEwVhQ75lOmug09JLPzADFA1kW/597K9Lei1RuZtBZ9DopGvai6/OTxRNE5zb5bBcyrgMYMFplMlk9syOKJ1GaTRau3r4CNIF44aAm7+r0mHM+2WH2XbA6B+3OO6av0eVpKy4pK+wtc2m3+WitvQ7l78XgeHh5yIJB4f8SYFlAbje1UtX+uJQcTV10yhXwPUa2pcpkWjp0rO70nTSJ1zMbfziB1ILQOgNKh0A6FXGZ/KrKloyDpI/tHpb10ncDOoeeu7yGWGz2T2zI0qnUQQxiYRjAODuMnxd1u5JZD0tb2r4qluHBPnyhOEbC4q8WQI1zovW2AnbVLcB/t/j5eICYvZylW9fKKgBvOWwmcJ/KoF2sIGWm/D5G4Yq0D7F/bDHPA9rYOib/Xl3/CaV988r/9JK/I8n4T+XUBpFej8ml4VhBndO3jjbCzLMNu2n5IQ7YtcQB5shfzJ+PdBcXRk/RK/H3dbABwCb270XbwGRJawHxmrVQoak+8fKmqLyvC+T8cnji274SevvAzQDUGgCAjWhNIr0Pp5cAcfRV1kpqgaACD8I/n6Ws8DZ/nDSyQ9a8guv1VRWlxMkrUqGXdxEaPUkYdhwGQAwgB46BzQ5q4ihmc7+US1DAU4AFAF0/casBm/lpl2eE57j6BfYNOkjJ1mDnXqjqEgITQWgenKh++cTSqNIrxLhBQJNP/uhbjYfMb+bLwMJjBusd+xjW1TreTolYtIrb1VWthEECQAkYfjvBUFQEQBAAFjqE+PccWFAZ0i/OAMQC7AboFu1qWpbWGcKBE12C1nRNkPZlR65TqJT40AtQ2n0cVAaRXqfawKS+a6nV2R8IP22QeXFPaEcL5bo8u99nnGvd56fShP2AAAAD+BLgO4uAV2bIz39ya3oq+dE+1b8+acG6sVmXMjPIlA6jZIkqVb3zr975BkRVQAACO7o9Ltqli7SOYU0f8X/aHLVxRcyc9ZBprmje9YUJpxtNUZ6pRL3bmxueXxNfapra+usJKAJUTqNGgwGpfJJVWYR5BE4DoeP6EpYfI/XXvnzxCs7XVa6k70+h5oODQMa+8jXQ4OjxB5h1Scs9khUq+2hrwBKp1EMwxwdHWtqaswdCGJ5FLj+dqK8Zb/yxyOzL7hFpd4cjs5Mn5ZzOAStEbVa3d0SD8pcc0fTdba2tj2zI0qnUQTpDieyajTxc3WOr29ljl29QhUMInRI+hQEfLlvcGbBudO4JBdIytWupiDLnqWAIJ0o7O+7Y8nKEtUATTihec8P5q4zd0QWAKODXb3a7kQVp0lBp1O9jABFoKNRpJeiY36gimpNi36xZNe+htQy3u3q/uaOyQIInWF9hAyryUh7fdCxw3hDXgdlopB2UBpFeiEBC4a8MFS6aPt9dsVLm/Xl6VsJnRgAVc98ssJGWF9KD5jGnHJP6ljThobsaaCTeqQX8ufAnqC6UR7p4hu+ZeIjhO6Zr+XbaxAGKMuWnt92+8OUaQ5e3hH+5g7IElD9aJQk0dUZ5B8raoWTudXrXv3iNcegZVbZYkD3Sf4BA2EwqAy2n3piI78ialtoZzGSmwOXjkEpRatbPU6PZQ9KH43q9Xr0tBPSBU42MCaQXi9wTVW/iLcJzB2ORYrL+qZxe+WtSwLrxSO4QcEYj2/uiP6xHiv6TumjUQaD4e7ujuNoJi/SOQxo1kDqAbQABJcFfb3p7m+4Xek3FHtTy76k7kaljufXpYqRDQXJBmjw0ThOt1Gc0RXdt4QlAB4mEPTQNyil02hubi6aDIp0hikMCNMD5ptbcpDvftfHbmeZTPOfyXmYhjdz/axXZ8uTj7vb89wUgupmXGfuWC2M6PYOILRAEnlHQeFtFTjeQUpwK8WWNKswP7+HShxSOo0qFAqCQFe1kMfD3GNXsUFn+NfyiwNm4O9F0vfV/Duz4YJtU03L8AFbvV5rG6aM9tMrvq1uxivNHaul0f9d74owQFW5tu6nekJvSYeiAKBQ9NB6ria7Nrpq1SpPT082m+3i4jJv3jy5XG5sV6vVCxYs4PF4AoFg1apVBoOh83YE+Qc0V49sOH9k00WomVeydeXe2Gsc64ytp5vXHqolirYpE7/UV9R62Cg4DMstr0EJpIHUaQ2WdUbfo0gTSUtLKy8vb25uzs3NDQkJiYuLM7YvW7YsNDS0rq6uqKjI29t7+/btnbc/7PXXX/fw8DD3CCGWxDFCyBb8dyY1TQBY2OD1b7lOGIqxuVxLLcqMdJGjo6Op8lvnTJZGH1AqlZGRkZ9++ilJkgRB2NnZJScnG19KTEwMDAzspL2dl156qU+fPub+XSCWLXKmfehvf0b8eP7696wIJxCgZPrcsLW1NXl+65ApH3jauXOni4sLn893dXXdsGEDAFRUVDQ3NwcHBxs7hISEiMVigiAe127CYBDEqKHWIFPJpYyWcjV7nCs4W5k7IKTXMeUtppiYmKioqPv37y9evHjPnj2xsbGtra0AwOPxjB34fD5BEGq1+nHt7ZZTjoyMvHnzprHR0dHR2BgUFGRl9X//Ckql0mAwdF4RS6vVqlQqe3v7Tvro9Xq5XP5gLx0iSbKxsdHFxaWTPgCQl5c3aNCgzvvU19e7urpSp09hYWG/fv0YjM7+HqRSqY2NDYvF6qSPQqFgsVgcDqeTPsbffudLZ6vV6ra2tgd/IY/bTlNTk4+PTyd9DAYDjuO+yT8DwBmYDH4Q6AeBj3TryaE21Z9HQ0ODs7MzjUbrpI9EIuHz+Z3/WmUyGZfL7Xwt4rq6OiaT2fl/h0qlIgjCjP+JOTk5xgd7FAqFTqcDAE9Pz042YkKmTKPW1tbW1tZ9+/Zdu3bt7t27Y2Njjf8qCoWCz+cDgFwuxzCMw+E8rr3dBlevXr169WoTRoggCGJyz2QWE41GYzKZAODDC8u0AAADzklEQVTl5WVnZ5eVlWVsz8zM9Pf3xzDsce3PIhgEQZBnyjRpVKlUfv3118XFxXK5/OrVq1u2bImKigIAOp0+b968TZs21dfXl5SU7NixY8GCBZ20IwiCWB6T3KhSq9VTpkxxcnKysrISCoWbN2/W6/XGl1Qq1fz5821tbe3t7VeuXEkQROftCIIgloVGohJKCIIg3UDpCk8IgiDUh9IogiBIt6A0iiAI0i0ojSIIgnQLRdOopdR/mjVrFu0hxcXFxnYKxv/9998PHz7cyspq7NixD7dTuQTX42Km8rATBBEXFycUCjkczsCBA3ft2vXgJcoOdScxU3moKVRVztyPCnTsaeo/UUF0dHRCQkLLfxkMBmM7BeNPTk5OSkqKj48fM2bMw+3dKcFlrpipPOxarXbp0qVpaWk4jp85c4bL5Z44caLz8MwedicxU3mon0VVua6hYhp9yvpPVBAdHb1t27Z2jVSOf8uWLQ+npG6W4OoZ7WImLWrYp0+fHh8fT1rIUBs9iJm0kKE2YVW5rqHiSb1l1X9KTEz08PCIiIj46aefjC0WFL/lluCyiGHXarUZGRlDhw7tJDyqhf1wzEZUHmqKVJWjYhp9XP0nswbVsfnz5//6669XrlxZtGjRkiVLjh49ChYV/z8twWWuONuxiGEnSTImJsbHx2f27NmdhEepsNvFDJQf6piYmIyMjFOnTv3xxx979uzpJLZnGjMV12J6yvpPVDBp0iTjD0KhMD8//8iRI3PmzLGg+LtZgstcqD/sJEnGxsYWFhampKQYa+5Qf6gfjRkoP9QmryrXNVQ8GrXQ+k8sFkuv14NFxd8LSnBRcNhJkly6dGlGRsbFixft7OyMjRQf6g5jboeCQ/2AmavKmeoiq2nFxcUNGzasrq6uuLjYx8eHCne6H6XVan/88cfKykqpVHrq1Ck+n79v3z7jSxSMX6/Xq9XqjRs3jho1Sq1Wa7VaY/vjQqXCR+gwZooPu8FgWLhwYUhISH19vVqtNtaf7jw8s4f9uJipPNStra1fffVVUVGRTCa7cuWKp6fnpk2bOo/t2cVM0TRqEfWfNBrNuHHj7O3trays/P39v/nmmwcvUTD+LVu2PPz1+eDeN5VLcHUYM8WHva6urt2RSnR0dOfhmT3sx8VM5aGmVFU5VOEJQRCkW6h4bRRBEMSCoDSKIAjSLSiNIgiCdAtKowiCIN2C0iiCIEi3oDSKIAjSLSiNIgiCdAtKowiCIN2C0iiCIEi3oDSKIAjSLSiNIgiCdAtKowiCIN2C0iiCIEi3oDSKIAjSLf8LnrjQC+zw1q0AAAAASUVORK5CYII=",
"prompt_number": 8,
"text": [
"Winston.FramedPlot(...)"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# a parabolic domain\n",
"\n",
"ang = exp(2im * pi /3)\n",
"parabolic(x) = ang * x + x.^2\n",
"\n",
"Z = iterate(parabolic, grid/2, 100)\n",
"imagesc(angle(Z))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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",
"prompt_number": 9,
"text": [
"Winston.FramedPlot(...)"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# a Seigel Disc\n",
"\n",
"a = complex(rand(), rand())\n",
"siegel(x) = a * (exp(x/a) .* (x + 1 - a) + a - 1)\n",
"\n",
"Z = iterate(siegel, grid, 100)\n",
"imagesc(angle(Z))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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",
"prompt_number": 10,
"text": [
"Winston.FramedPlot(...)"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# a Herman Ring\n",
"\n",
"c = 4 - im\n",
"t = exp(2pi * im * rand())\n",
"herman(x) = t * x.^2 .* (x - c) ./ (1 - conj(c)*x)\n",
"\n",
"Z = iterate(herman, grid, 100)\n",
"imagesc(angle(Z))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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",
"prompt_number": 11,
"text": [
"Winston.FramedPlot(...)"
]
}
],
"prompt_number": 11
}
],
"metadata": {}
}
]
}
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