{ "metadata": { "name": "", "signature": "sha256:6bed17517eb50944959203c5b0b18cbc2d90692e2e486a2cae77741dd7f5e0a7" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "from pylab import *" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.html.widgets import interact" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "def f(z, n=100):\n", " f = 0\n", " for i in range(n):\n", " f = f**2 + z\n", " return f" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "def g(n=1):\n", " print(f(0.34 + 1j * 0.0, n))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "interact(g,\n", " n=(0, 100))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(0.34+0j)\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "num = 200\n", "grid_x = linspace(-1.7, 0.6, num=num)\n", "grid_y = linspace(-1.4, 1.4, num=num)\n", "X, Y = meshgrid(grid_x, grid_y)\n", "Z = X + 1j * Y" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "data = f(Z)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "-c:4: RuntimeWarning: overflow encountered in square\n", "-c:4: RuntimeWarning: invalid value encountered in square\n" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "extent = (min(grid_x), max(grid_x), min(grid_y), max(grid_y))\n", "imshow(abs(data)**2 < 1000, cmap='gray', extent=extent)\n", "xlabel('real part')\n", "ylabel('imaginary part')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "-c:2: RuntimeWarning: invalid value encountered in absolute\n", "-c:2: RuntimeWarning: overflow encountered in square\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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8XuTeezt4/akwo9jAQYbSdWYPWYBV1pIz/MCbNKArMcjahhw2lJOO1JcB+YSg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\ngKGwpuQ6nC2NBNpbSCy+1v2+gJ3gHP1JJi68mVB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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "def perfract(x, t, m, M):\n", " x=x/t\n", " return m+(M-m)*(x-np.floor(x))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "def domaincol_co(w,s):\n", " H=Hcomplex(w) \n", " m=0.7 # brightness is restricted to [0.7,1]; interval suggested by E Wegert\n", " M=1\n", " n=15 # n=number of isochromatic lines per cycle \n", " isol=perfract(H, 1.0/n, m, M) # isochromatic lines\n", " modul=np.absolute(w)\n", " Logm=np.log(modul)\n", " Logm=np.nan_to_num(Logm) \n", " modc=perfract(Logm, 2*np.pi/n, m, M)# lines of constant log-modulus\n", " \n", " V=modc*isol \n", " S = 0.9*np.ones_like(H, float) \n", " HSV = np.dstack((H,S,V))\n", " RGB = hsv_to_rgb(HSV)\n", " \n", " return RGB" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_domain(color_func, f, re=[-1,1], im= [-1,1], Title='',\n", " s=0.9, N=200, daxis=None):\n", " w=func_vals(f, re, im, N)\n", " domc=color_func(w, s)\n", " plt.xlabel(\"$\\Re(z)$\")\n", " plt.ylabel(\"$\\Im(z)$\")\n", " plt.title(Title)\n", " if(daxis):\n", " plt.imshow(domc, origin=\"lower\", extent=[re[0], re[1], im[0], im[1]])\n", " \n", " else:\n", " plt.imshow(domc, origin=\"lower\")\n", " plt.axis('off')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "def func_vals(f, re, im, N): #evaluates the complex function at the nodes of the grid\n", " #re and im are tuples, re=(a,b) and im=(c,d), defining the rectangular region\n", " #N is the number of nodes per unit interval \n", " \n", " l=re[1]-re[0]\n", " h=im[1]-im[0]\n", " resL=N*l #horizontal resolution\n", " resH=N*h#vertical resolution\n", " x=np.linspace(re[0], re[1],resL)\n", " y=np.linspace(im[0], im[1], resH)\n", " x,y=np.meshgrid(x,y)\n", " z=x+1j*y\n", " w=f(z)\n", " return w " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "def Hcomplex(z):# computes the hue corresponding to the complex number z\n", " H=np.angle(z)/(2*np.pi)+1\n", " return np.mod(H,1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "from matplotlib.colors import hsv_to_rgb\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.rcParams['figure.figsize'] = 8, 5\n", "\n", "ab=(-np.pi, np.pi)\n", "cd=(-2,2)\n", "f=lambda z: 1.0/np.tan(z)\n", "plot_domain(domaincol_co, f, re=ab, im=cd, Title='$f(z)=ctan(z)$', N=300, daxis=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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DGuc6yZxTqOkZzG0UyZS5uJk2nltO6Gn/pbiW99Bb8T5ntfsm/oyN9bquJRqqtednaxG3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3TPcW9znwLQulpQqiQ0U0x2QSmRf+o+453hA5yq8Ze733Jn/Z0EJJ6CyJXE433BB9tP7b2BcIBE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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_domain2(values, color_func, x, y, Title='',\n", " s=0.9, daxis=None):\n", " re=[x.min(),x.max()]\n", " im= [y.min(),y.max()]\n", " w=values.copy()\n", " w[abs(w) > 100] = 0\n", " domc=color_func(w, s)\n", " plt.xlabel(\"$\\Re(z)$\")\n", " plt.ylabel(\"$\\Im(z)$\")\n", " plt.title(Title)\n", " if(daxis):\n", " plt.imshow(domc, origin=\"lower\", extent=[re[0], re[1], im[0], im[1]])\n", " \n", " else:\n", " plt.imshow(domc, origin=\"lower\")\n", " plt.axis('off')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_domain2(data, domaincol_co, grid_x, grid_y)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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jjxsVX9N7fEJ4YiecPgu3b+tb8fwTxDNwTXA/8M+A/wXfHD/g//2+v8d/fsPr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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.html.widgets import interact" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "interact(lambda param: plot_domain2(data, domaincol_co, grid_x, grid_y, s=param),\n", " param=(0.1, 2, 0.1))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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rHwnn+ONGxdf0XpoWXt4D53fD+IQotxa3rqwHAhUefxy+7dvgiScm7///zv/3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