octave_kernel.ipynb

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    "Jupyter Octave Kernel\n",
    "============\n",
    "\n",
    "Interact with Octave in Notebook. All commands are interpreted by Octave.  Since this is a [MetaKernel](https://github.com/Calysto/metakernel), a standard set of magics are available.  Help on commands is available using the `%help` magic or using `?` with a command."
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   "source": [
    "t = linspace(0,6*pi,100);\n",
    "plot(sin(t))\n",
    "grid on\n",
    "hold on\n",
    "plot(cos(t), 'r')"
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  {
   "cell_type": "code",
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0j1PYJJOHm0TIUXQSSxhRQhkIsW6LiZAGKTaICb7RGZLlGqPQjZC4SvrK2aCb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o4XeeRpTuTxrIO847zvJOcgr/0B5XvEtkjdcC5g4nBcy3l9GW1ikTpiG8eC32AbiaU/UvoFD0lM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\n3E6czbQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%plot --format png\n",
    "tx = ty = linspace (-8, 8, 41)';\n",
    "[xx, yy] = meshgrid (tx, ty);\n",
    "r = sqrt (xx .^ 2 + yy .^ 2) + eps;\n",
    "tz = sin (r) ./ r;\n",
    "mesh (tx, ty, tz);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "a =\n",
      "\n",
      "   1   2   3\n",
      "\n"
     ]
    }
   ],
   "source": [
    "a = [1,2,3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "b = a + 3;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   4   5   6\r\n"
     ]
    }
   ],
   "source": [
    "disp(b)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The width or the height can be specified to constrain the image while maintaining the original aspect ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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v5g1gOSOOrLpWq5Uxpqqq5XK5Wq2+9rWvHR0dHR8fF0Vxfn6+boeNwY9JoV9E\nMICDVrmWD0Lhnif4Sz88POSPHS4CweYNAgiwlSQW3YbJlWXpOk3e1ch1u7xYZZ7nbdu69Xm7ruMz\nROQOXCm2YRXHLMsG3eVqteJssVgs6HLfAH5Ce6ksSy4iNyfCwaDroM38nP4zc2sHa3K6Xev89nBF\ny0WPO++2O+cn6Ve9gwp4s9Vq9dprr3GruA2r1Ypbss7gxyTvF8Ff9QPYNE3/UVmW8aNWq1Xwedzb\nwL1onudZlnEoeDl4P1sHAzgyGgAMiRBi6G/P5ro/Iuq6buTaxDxKxh3rVvMvuq6r65rToVJKKeV6\nbTb+YlI/f/v8Z+by1JWPIx+1mQuX+2xx5er+7qW5eHrvvfeWy2Vd12VZujFeuky3VzZgq19E/5eb\nZRm/Daqq4tp0zPP0dz4KvlW2DSCAD4kQbhdfvDHGLBaL1157jS4/2rthsaIouHPkfaA42fBwn1KK\nywKuObiw40FILoN4iJVfhesM/8zh4SF/JxGtVqssy+q65ozI35PnudtOiKf2+KmFX3e5XLo+12+z\n/8xZlrlBzv7nABcTa63/KPclusw6WuumaXgfKFd+uaxw5ScJ9w38gUAp9fDhw8PDw+985zt8Xmv9\nhS984b333vMf6/+YSqnBLyIYQB5D7j/V4eEhB5bb4z+P/0vP87w/4Mk1/eBX7AdwczQAAs4BpnB2\ndnZ2drbtox49enRTrz54qkePHl2jPWOemS0Wi/5rjXzU5u9ZrVZj2nx8fHx8fHzlt23Fb+0ggEdH\nR8FH+WHf/EL9uG0wCM5t/Miww7ANE8Ct4wq4KIqb2rqPL4b1L85tNn4IelauHTehPy9MBYkQAACS\nhtsnAAAgaUiEAACQNCRCAABIGhIhAAAkDYkQAACShkQIAABJQyIEAICkIRECAEDSkAgBACBpSIQA\nAJA0JEIAAEgaEiEAACQNiRAAAJKGRAgAAElDIgQAgKQhEQIAQNKQCAEAIGlIhAAAkDQkQgAASBoS\nIQAAJA2JEAAAkoZECAAASUMiBACApCERAgBA0pAIAQAgaUiEAACQNCRCAABIGhIhAAAkDYkQAACS\nhkQIAABJ26lE2HXd1E0AAABhfm3qBtyYpmmstUoprXWe51M3BwAAZNiditBau1gsyrI0xkzdFgAA\nEGN3KkKlFB9kWRb8htdeO7p79xO///s/J/rR3bt3X3311dPTUyLa29tL+eD999//7Gc/O3kz5naA\nsPgHzkzaM5MDhMUdPH78+KOPPjo7OyOiDz/88M//7WZmugAAGrZJREFU/M9JiN1JhFe6d++//umf\nftcYMoaePiVrSSnKMtJ66pZN6vT09MGDB1O3YnYQFt8bb7yBmPgQlqBvfvObUzdhC7uTCN1MGWPM\numuESlGek/uitWQMNQ113UVSzDK6LCwBACAJu5MItdZVVSml1g2N3rlzx3vIc+WgtdS2ZC0RUdc9\nlzJ32N7e3tRNmCOExYeYBCEsQX5/O2e7kwiLouCiUK2p6XjkeoNBXjSG6pqIiEvNPKc1GVa2wXUO\nYAiLDzEJQliCruxvZ2V3EiGtT4Hsi1/84lbPxiOlTttSVZFSF+Ooeb4jFxe/8pWvTN2EOUJYfIhJ\nEMIStG1/O62Xzs/Pp25DJG3b3tT9hV1HPOmGaU15jouLAAAXbrC/jWCnKsLNbnAEw5904y4uElGW\nSbq4aK3Vu1Hb3iiExYeYBCEsQbJGjBNKhLfHv7hYVRfHbjIqAADME4ZGI7wutS0pdfEf7lwEgJ2H\nodGZmqpUD965yOYwiIqBnSCExYeYBCEsQRgahbU2D6LuzExUAABBMDQ6F24mKpa5AQDpZt7fDiRU\nEc68VB/MRHVrv9EtF4sY2AlCWHyISRDCEjTz/nYgoUQoS3+uaddR2z67srira9wAAEwCQ6PytO2z\ne/kxggoAMySrv02oIpRVqm8wmIbqRlC1vs69GRjYCUJYfIhJEMISJKu/TSgR7iStqSwvjvsjqLiR\nHwBgJAyN7qbBaqi4rAgAMcnqbxOqCGWV6i9oMAeVt85gg7v4MbAThLD4EJMghCVIVn+bUCJM2eDG\njH5SxJ8wACQuoUSIjaRZ/9qhMdQ02p2XM5Jx6/AZ34eYBCEsQbL624QSoaxSPY4sI6UuBnb6lSKu\nKWK8y4eYBCEsQbL624QSIWw2qBTr+uKuDCRFANhtmDUKV3D372NZcAAYSVZ/m1BFKKtUj+bKgR03\n0aZ/n6LWlOe7vKINxrt8iEkQwhIkq79NKBHCC1KKiuLiuL+iDWbZAIBoGBqFF2UMtS0pRV1HRYGx\nUwAQ1t8mVBHKKtWjefGBnf4sm6Z5NnbqykeJMN7lQ0yCEJYgWf1tQokQIuiPnVYVykQAEABDo3C7\neIqNMaSU+DIRAEaS1d8mVBHKKtWjue2BHZ5iw/nP3bPPJ+c86RTjXT7EJAhhCZLV3yaUCGFy7mpi\n11HTkLUXt2GgGwGACWFoFCbGGZFwGwbADpHV30aqCK21dV33z+R5HjlMskr1aCYf2HFXDd3A6Rzu\n1p88LDOEmAQhLEGy+ttIidAYs1qt+mfatu26Tt1ob3fjTwgxuYFTa6muLxLhzC8lAsAOkDo0ulwu\n+cBVlk3TWGuVUlrrYK0pq1QH6l1K5Mk1+NgNIIWs/lbwZJlBiWmtXSwWRFRVVfAXIKtUj2bOAztK\nUVkSTTG5Zs5hmQpiEoSwBMnqb6MmwsPDw9VqVVWVUoqT1rUppeq65rHQsiz5DH8pW7Np0LvvvktE\ne3t7p6en+/v7BwcH1loi0lqnfHBycjKHZlx5UJYXB8bohw9/8elP/78/+ZO7RKmHJeYBEc2hGXM7\nQFjcwcnJydOnTzkFfvDBByRHvKFRY0zXddbaoijats2yTI/7GGWfn2hTlmX/gVVVcU6t65oz4rqS\nXFapDldyo6a4AQNgbmT1t/Eqwo63KuiVbiNprQejoJuf3xiDodHxrNiBHTfdtGkuJtfc4HVEuWG5\nPYhJEMISJKu/jZcI8zxfLpdZlnGFd3x8/CLPxk/VdZ17C2qtedB13dAo7Cq3cg0v+Y0aEQC2InXW\nKBFZa5VS/fqSi8J1FaesUh2urT+zBndfAExCVn8be9boDQ4j+M+zedBVVqkeze4N7AzmmrJtM+Lu\nheXFISZBCEuQrP42aiKsqsoYc3R0tFwux1z2A3gRLiNaSzzdCttfAIDv49/+9rfjvJIxRinVdZ2r\nlyOvAvP48WN8cPOlsBaPUvTVr9JXv0ovv/zc1sEbH7L7YdkWYhKEsATJ6m8/Fu2V3KxOmmgtNFml\nejTuXqgUaE1lSasVKUVVRVVF6376pMIyEmIShLAEyepvY88aJSJrLRYFhWm5dU351gtMqwFIWdRZ\no13X8QDpJHc4yJrFBDF1HS4iAtwkWf1t1MkyvCL2VAPHskr1aDDnjYiUIl7yz20F9Yd/+JODg89P\n26q5wVslCGEJktXfxrtGSERVVfHoqNs7AmBWsowWC1os6Ic//HW+iNi7tA0AuyleRWiM4bVgiCjP\n8/gfo/b29mK+nBT4MBv09a9/ji7vROw6yjKSM8xzW/BWCUJYgmT1t5g1mjrMeQvisPCdiIsFKUXL\n5aZZpinAWyUIYQmS1d9i1ijA1dws07qmrsOcGoCdglmjAFvjpWpudr8LgF0iq7+NOlnGWpvn+VS7\nQ8gq1aPBwE7Q5rBoTasVLRYXs0x722XuMrxVghCWIFn9bbxEaIxx75i2baO9LsDtKQpaLCjPqapo\nuSRjpm4QAGwvXiLUWrv5MpMkQlmzmKLBnLegrcKiNS0WtFqRtbtcIOKtEoSwBMnqb6PuUN+2LReF\nZopPzrJK9WhwO3DQ9cLCM2g4HfI/dym0eKsEISxBsvrbqImwLEu+fIob6mGHcYFIdLHThdsNCgDm\naZod6ie5fULWLCbYGdZe3JVfljtVIAJsIKu/jXeN0FrrJstMchOhrFI9Gsx5C7rBsLgriG1LVXWx\nG6JEeKsEISxBsvrbqItu15ezCLIsm/ZWCoD4eIB0V68gAsgVNRFmWVYUBRFVVbVYLOq6jpkIZc1i\nigbX+YNuLyzuCmJdk7WU52JWMcVbJQhhCZLV30YdGnUjonwQ+Q0kq1SPBgM7QRHCUpa0Wl2sYsor\nt80c3ipBCEuQrP426lqjVVVlWWaM4RsKMS4KwKuY8jYX1lJREP4sACLDWqMAM9K2ZAzuuADxZPW3\nUdca5R3qsdborGBgJ2iqsOT5szXb5rbrE94qQQhLkKz+FjvUA8wOT6jhRb2XS8F3XACI8PFvf/vb\ncV6JB0W7rnP1cuS7CR8/foz5XT5sDBk0k7B88YuU5/Tyy1TX9A//QL/92zRhu2YSk7lBWIJk9bfY\noT51GNgJmlVYXIHYtrRc0lR7t8wqJvOBsATJ6m/jJcI8z3nTCexQD3A94u64ABBB8KxRP5tuzq+y\nZjEBbIY7LmDOZPW3UVeWUUpxaOq6LreZHt40jTEmz3MX2aZp+A59rTWf9M8MyCrVo8EmMkHzD4u7\nxYKXMFWKiuJ2ryDOPyaTQFiCZPW3kRLhvXv3+FZ6rgWNMVslwqIoBqWetXaxWBBRVVWc9vwzACng\nRdq67mKwFHtcAGwrUiI8OjricVFea7Rpmhe8TOge60ZZ/TMDsta+iwYfZoPEhUWpW98EUVxM4kBY\ngmT1t5ESoVKKrw66M+sSobXWbVJBRGVZ3tT77K//+q9PT0/39vZOT0/39/cPDg54upfWOuWDt99+\ne39/f/JmzO1AbliKQltrT05+rao+f3b2iz/6ow8PDj5/I8/szOQnnckBwuIOTk5Onj59yoOiH3zw\ngaSRufOIFovFo0ePHj16tFqttn3s8fHx8fGx+6d7hg0HA9///ve3fdEUPHr0aOomzNHOhOXo6Hy1\nOn/48AaeamdicrMQliBZ/W3sHer5DoptPynUdW2MIaIsy/ji4jUmy8iaxQRwg6ylur6YUIORPIhA\nVn8bOxHeIL5DfzDcSusXenjjjTcePHgQp22CWMx5C9nVsPCEGq2pKLZ+7K7G5AUhLEGy+ttI1wib\npime/8tr2zbLshuZL7PhDAD08Qwaa6mqiAgFIgBRtESYZZlbaJunyeR5HjlvyZrFFA0+zAbtdlh4\nzTYicvPSxkwx3e2YXBvCEiSrv42UCLXWq9UqzmutI+sGz2gwsBOUSFi2KhATicm2EJYgWf1t1JVl\nAGCGXIHYNFTXF1cQcZ0B0iF4ssy2ZM1iApgKVjGFFyerv426Me+0ZJXq0QxuCgaWclh4VZrVirru\nuW0uUo7JBghLkKz+FkOjABDmVjHlAnF//5Wvf33qNgHcgoQSoaxZTNHgOn8QwuK4ZUut/RzPqclz\nDJk+g7dKkKz+FkOjqcPAThDCEmIXC1osng2ZIkiEt8oasvrbhCpCALgR/SFTduM7XQDEhFmjAPBC\nrKW2JWsvEiQASetvYw+NTjiMIKtUjwYDO0EIi29dTLS+mGWqFC2XtFymNWSKt0qQrP426tBoVVXG\nmKOjo+VyOflCMwBws7LsYhKN2xw4z7GWKQgQLxEaY7Is4w0i8jyPvy6RrFlM0WDOWxDC4hsfE7fA\nPi9Vw/NOd3WpGrxVgmT1t/ESIadAdxx/pwhZpXo0WCkxCGHxXSMmRUFF8dy0mt1bvA1vlSBZ/W28\nRJjnOW9AYa2dJBECwCTcnYhd92xDREw0hfmIOmu06zpjjFIqm+J2XFmzmAB2GE80vfYWwTB/svrb\nqJNleBvCmK/YJ6tUjwYDO0EIi+8GY+IqQmsvakSlpI6a4q0SJKu/jZoIDw8PV6tVVVVKqQXv+wIA\nCfMzIjaBgvjiDY0aY7qus9YWRdG2bZZlkT9GySrVAdLEo6YMGVEuWf3tBLNGp5omI6tUjwYDO0EI\niy9OTFyNKGWuKd4qQbL629izRrMss9bWdX18fBztpQFAnP5cU94HSmvcoQ+3AmuNAoAYTUPGXKxZ\ng62g5kxWfzvNNkyTrM4nq1SPBislBiEsvjnEpChotSKeabdcUlVR01BvrY4JzCEsMySrv406a7Su\na6WUUqptW6w1CgDX5tY15emmfAURA6dwPVHXGlVKdV1XFIUxJtrrOrLWvosG1/mDEBbfPGOi9UWB\nyJcSuTqMOXA6z7BMTlZ/G3XWKCdCIuIpM5HfQLJK9Wgw5y0IYfHNPCZucg0RtS0tl6RUjPv0Zx6W\nqcjqb6POGm2aRmtd17W1FkOjAHBL3BbB1j6bcepGUwEGJpg1ymOk8T9DyZrFBAA3q22Jr8nwbRiz\nvTFxN8jqb6NOlmFZlk1yjVBWqR4NBnaCEBaf9JgMykRe4PTFy0TpYbklsvrb2DvU8zVCY8xt3FCP\n3Z0A4Er9TaDalqrq4rgoMOk0UfGGRtu2JSIulrf9DNU0jTEmz3NXa/PWhvyEfLJpGmstD7oGS3JZ\npToARMZXE4kEb4UxH7L623gVodb62iOiRVH4pd5guo21lne0qKoq+AuQVapHg4GdIITFt/MxcTsj\n9u/EuPKC4s6H5Xpk9beREuHh4SHfO8G58MWHRpVSdV3zWGhZltRby3vdrr/vvvsuEe3t7Z2enu7v\n7x8cHPCSEFrrlA9OTk7m0Iy5HSAs/gFdrqIyk/bc6kGeXxy8/fZP/uIvXv74x++enf3iy1/+Pw8e\n/FbKYdl8cHJy8vTpU06BH3zwAckRaWh0UCZvqJqttXVdu3+WZam1pudHVvuqquJCsK5rzojrnlxW\nqQ4Ac2PMsy2isozQnWwgq7+NVBEOIrIhQFrr691i6LZ54quJ/jfIKtWjsRjYCUFYfIhJf4qpMRez\nbM7OfnHv3m/K6fMjkdXfRkqErs4rimLd0OUGdV3zmKq1lss+3tGp6zr3l6m1rqpKKXWN5wcA2Epv\nsdP/1XW/6aaeolKUKNLQqBu35JHMG/loaa3lJbzdGS4K191BIatUBwCJMHzKZPW3kSpCl/Y4V9V1\n/eJLrPmpdPNNhLJK9Wgw3hWEsPgQk6BBWILDp7zqaVLL2cjqb+MNjfKdf13XLZfLSVaWAQCIqZ8U\nrd3ilgyILN5kmf6HptaNHUQka1uQaPAZPwhh8SEmQSPD0l/Oxlpq22c37+/kNoqy+tvYQ6NskrFj\nWaV6NBjvCkJYfIhJ0DXCovWzzNd1ZAw1zcWxWxBVOln97QSLbgMAAOOK0CU/vqyoFHUd8dZR+OwR\nwQTbME1F1iwmAEictWQMWXuRF/Nc0n6KsvrbhCpCWaV6NBjvCkJYfIhJ0O2FpT+CSkRtS8vlxQRU\n3kBqzr8NWf1tQokQAECu/ggqF4ttezENNeUbFm9EQolQ1iymaPAZPwhh8SEmQZOEZVAs9m9YJJrF\nNFRZ/W1CiVBWqR4NxruCEBYfYhI0h7D0b1h001C77mIENcsmuGdRVn+bUCIEANh5g2mo/Rv5CYOo\na2DWKABAKtxSqFwj9kvJmyWrv02oIpRVqkczh4GdGUJYfIhJkKyw+IOobt+Mm71tUVZ/m1AiBAAA\nxx9EHcxEneTi4iQSSoSyZjFFI+jDbEwIiw8xCdqZsPgzUXnhNyLquq0vLsrqbxNKhLJK9WhkDexE\ng7D4EJOgXQ3L4PJh216s/Rb8qk9Wf5tQIgQAgOsZrAbulrmhndhAA7NGAQDg+njSjdtklifdWCup\nv02oIpRVqkezqwM7Lwhh8SEmQQhLcNLNX/3VHTl5MKVECAAAt40n3fz7v/8z0X+aui1jfWzqBsQj\naxZTNIl/mF0HYfEhJkEIS5Cs/jahRIih0SBr7dRNmCOExYeYBCEsQbL624QSIQAAgC+hRCirVI8G\nAztBCIsPMQlCWIJk9bcJJUJZpXo0GNgJQlh8iEkQwhIkq79NKBECAAD4EkqEskr1aDCwE4Sw+BCT\nIIQlSFZ/m1AilFWqR4OBnSCExYeYBCEsQbL624QSIQAAgC+hRPizn/1s6ibMET7PBiEsPsQkCGEJ\nktXfikmEHW8WueWZvrOzsxtu006QNYIRDcLiQ0yCEJYgWf2tjLVGq6rSWnddp5QqioKImqax1iql\ntNa8xrl/BgAA4EoyKsIsy4qiKMvSXG71Ya1dLBabzwzcuXMnUnNFkTW5KxqExYeYBCEsQbL6WxkV\nIVd4xhhX6qnLnZKzy22S/TMDb7/99tnZ2Z07d87Ozu7evfvqq6/ymMbe3l7KB3/3d393eno6eTPm\ndoCw+AePHz+eQzPmdoCwuIPHjx9/9NFHPCgq69Lp7BKhtbaua/fPsiz5Nh1jjLWWx0Wv52/+5m9u\noH07B8PIQQgLQDpmlwi11qvVanDSz4JuXowrE/0zAAAAV3rp/Px86jZcwRizXC55wLPruocPHxIm\nywAAwA0RkAjX4RLQXRoMngEAANhMcCIEAAB4cTJunwAAALglqSTCzYvOJGJMEBIMVII/8hjjwyJr\novwLGvlHhDeVLLObNXobMI+GxgXBX8Fn5418b3Rdd3h4WJZlIu+fkWHhO5342yK2bjJjwtI0DWfB\nxHsbnr0vJgLnCVitVoODBI0JwvHxMR8sFosYbZqBke+N1Wp1fHzs4rPzRr5b0gkIGxMW97eTzh9R\nkKy3RxIV4ZWLzqRgTBD8FXx23piwGGNSe+eMCQvXRk3TaK0Tic+YsGRZ1jQNYU0GUVK5Rggj8doF\n+Bvua9sWAfFZa7XWRVG0bTt1W2aEw8KXGKZuC4yVRCLsLzozbUsmFAzC4Kr+i69jJ86YsGRZ1rYt\nByd2+yYyJiyuEEznzt3xYUmkRN4ZSQyNaq2rqlJKpfzuDAbh9ddf11rzYj1uBR9jjFvBZ+ddGRYi\nyvPcWts0TTo9/piwFEXBs6smauMExoSFenOIJmjiPNR1zZ8VrLVlWU7dnKulckM9Fp0hrMWzBsIS\nNDIsqV1AHRMWvH/ESSURAgAABCVxjRAAAGAdJEIAAEgaEiEAACQNiRAAAJKGRAgAAElDIgQAgKQh\nEcKusdZidav5wAJsMH9IhHC7jDG80Ia1tq7rm12lrGmaw8PDQVfbtu31XqXrunv37gW/xI1v27Zt\nW96L5zrNnQgvi0PP76V3G58V/ADexs58wV+6/z2yfkcwLSRCuF28GH/btlprXo+Yzxtj+gs28kqe\nXdfxSf4nL/bW/zZe89P9syiKwcqobsnj/jNzAtvwPHym67p1i6Rw43l/NaUUd7KDNm94Zvfj8P+5\nnesexU9orR309fyDcF7pus591Z1cp65rjlJVVfyhpOu65XL5ve9976Wedall/I/pB9C99Obg9F+o\n/0t3Z/pt83/p/jMXRcE/KcAYSIRw63jR6v6Z5XLJtUJVVXyGu2b+IM8dH6dPXrSQ+zgua7g4W/da\n3If2+0R+lDvJL8QH7tX5zOCBQXVdu+1GB232n9kdWGsPDw/77em6zh347amqilvSP8PZzn0zbwDL\nGXFk1bVarYwxVVUtl8vVavW1r33t6Ojo+Pi4KIrz8/N1O2wMfkwK/SKCARy0yrV8EAr3PMFf+uHh\nIX/scBEINm8QQICtJLHoNkyuLEvXafKuRq7b5cUq8zxv29atz9t1HZ8hInfgSrENqzhmWTboLler\nFWeLxWJBl/sG8BPaS2VZchG5OREOBl0Hbebn9J+ZWztYk9PtWue3hytaLnrcebfdOT9Jv+odVMCb\nrVar1157jVvFbVitVtySdQY/Jnm/CP6qH8CmafqPyrKMH7VarYLP494G7kXzPM+yjEPBy8H72ToY\nwJHRAGBIhBBDf3s21/0RUdd1I9cm5lEy7li3mn/RdV1d15wOlVJKKddrs/EXk/r52+c/M5enrnwc\n+ajNXLjcZ4srV/d3L83F03vvvbdcLuu6LsvSjfHSZbq9sgFb/SL6v9wsy/htUFUV16Zjnqe/81Hw\nrbJtAAF8SIRwu/jijTFmsVi89tprdPnR3g2LFUXBnSPvA8XJhof7lFJcFnDNwYUdD0JyGcRDrPwq\nXGf4Zw4PD/k7iWi1WmVZVtc1Z0T+njzP3XZCPLXHTy38usvl0vW5fpv9Z86yzA1y9j8HuJhYa/1H\nuS/RZdbRWjdNw/tAufLLZYUrP0m4b+APBEqphw8fHh4efuc73+HzWusvfOEL7733nv9Y/8dUSg1+\nEcEA8hhy/6kODw85sNwe/3n8X3qe5/0BT67pB79iP4CbowEQcA4whbOzs7Ozs20f9ejRo5t69cFT\nPXr06BrtGfPMbLFY9F9r5KM2f89qtRrT5uPj4+Pj4yu/bSt+awcBPDo6Cj7KD/vmF+rHbYNBcG7j\nR4Ydhm2YAG4dV8BFUdzU1n18Max/cW6z8UPQs3LtuAn9eWEqSIQAAJA03D4BAABJQyIEAICkIREC\nAEDSkAgBACBpSIQAAJA0JEIAAEgaEiEAACQNiRAAAJKGRAgAAElDIgQAgKQhEQIAQNKQCAEAIGlI\nhAAAkDQkQgAASBoSIQAAJA2JEAAAkoZECAAASUMiBACApP1/FTbvS+MbvEsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%plot -f png -w 600\n",
    "\n",
    "% butterworth filter, order 2, cutoff pi/2 radians\n",
    "b = [0.292893218813452  0.585786437626905  0.292893218813452];\n",
    "a = [1  0  0.171572875253810];\n",
    "freqz(b, a, 32);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Multiple figures can be drawn.  Note that when using imshow the image will be created as a PNG with the raw\n",
    "image dimensions unless the image has a title or labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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9x2b8Z+gk06uqbHrdghJxHfxXzksrWoQp9BNaixme5/M1Tmx19TYuubaKMvqw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\nnf+DYErCj4zoKk2a/j8NF8ZQWtGvJAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "% small image\n",
    "imshow(randn(100,100))\n",
    "\n",
    "% let's change the data range\n",
    "figure\n",
    "imshow(randn(100,100), [-10 10])\n",
    "\n",
    "% let's try automatic range and different size\n",
    "figure\n",
    "imshow(randn(100,200), [])\n",
    "colormap('autumn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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tsgTm14FROeHwDsgQCTSVYVtH6DgB+p6AxfEhdWrYnhjaloLBs6BeS1jcHw63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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "% Create an RGB image with no title or labels\n",
    "close all hidden\n",
    "image = zeros(300,400,3);\n",
    "image(1:100,:,1) = 0.9;  % Red\n",
    "image(101:200,:,2) = rand(100,400);  % Green\n",
    "image(201:300,:,3) = 0.9;  % Blue\n",
    "imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"420px\" viewBox=\"0 0 560 420\" width=\"560px\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "\n",
       "<title>Gnuplot</title>\n",
       "<desc>Produced by GNUPLOT 5.1 patchlevel 0 </desc>\n",
       "\n",
       "<g id=\"gnuplot_canvas\">\n",
       "\n",
       "<rect fill=\"none\" height=\"420\" width=\"560\" x=\"0\" y=\"0\"/>\n",
       "<defs>\n",
       "\n",
       "\t<circle id=\"gpDot\" r=\"0.5\" stroke-width=\"0.5\"/>\n",
       "\t<path d=\"M-1,0 h2 M0,-1 v2\" id=\"gpPt0\" stroke=\"currentColor\" stroke-width=\"0.333\"/>\n",
       "\t<path d=\"M-1,-1 L1,1 M1,-1 L-1,1\" id=\"gpPt1\" stroke=\"currentColor\" stroke-width=\"0.333\"/>\n",
       "\t<path d=\"M-1,0 L1,0 M0,-1 L0,1 M-1,-1 L1,1 M-1,1 L1,-1\" id=\"gpPt2\" stroke=\"currentColor\" stroke-width=\"0.333\"/>\n",
       "\t<rect height=\"2\" id=\"gpPt3\" stroke=\"currentColor\" stroke-width=\"0.333\" width=\"2\" x=\"-1\" y=\"-1\"/>\n",
       "\t<rect fill=\"currentColor\" height=\"2\" id=\"gpPt4\" stroke=\"currentColor\" stroke-width=\"0.333\" width=\"2\" x=\"-1\" y=\"-1\"/>\n",
       "\t<circle cx=\"0\" cy=\"0\" id=\"gpPt5\" r=\"1\" stroke=\"currentColor\" stroke-width=\"0.333\"/>\n",
       "\t<use fill=\"currentColor\" id=\"gpPt6\" stroke=\"none\" xlink:href=\"#gpPt5\"/>\n",
       "\t<path d=\"M0,-1.33 L-1.33,0.67 L1.33,0.67 z\" id=\"gpPt7\" stroke=\"currentColor\" stroke-width=\"0.333\"/>\n",
       "\t<use fill=\"currentColor\" id=\"gpPt8\" stroke=\"none\" xlink:href=\"#gpPt7\"/>\n",
       "\t<use id=\"gpPt9\" stroke=\"currentColor\" transform=\"rotate(180)\" xlink:href=\"#gpPt7\"/>\n",
       "\t<use fill=\"currentColor\" id=\"gpPt10\" stroke=\"none\" xlink:href=\"#gpPt9\"/>\n",
       "\t<use id=\"gpPt11\" stroke=\"currentColor\" transform=\"rotate(45)\" xlink:href=\"#gpPt3\"/>\n",
       "\t<use fill=\"currentColor\" id=\"gpPt12\" stroke=\"none\" xlink:href=\"#gpPt11\"/>\n",
       "\t<path d=\"M0,1.330 L1.265,0.411 L0.782,-1.067 L-0.782,-1.076 L-1.265,0.411 z\" id=\"gpPt13\" stroke=\"currentColor\" stroke-width=\"0.333\"/>\n",
       "\t<use fill=\"currentColor\" id=\"gpPt14\" stroke=\"none\" xlink:href=\"#gpPt13\"/>\n",
       "\t<filter filterUnits=\"objectBoundingBox\" height=\"1\" id=\"textbox\" width=\"1\" x=\"0\" y=\"0\">\n",
       "\t  <feFlood flood-color=\"white\" flood-opacity=\"1\" result=\"bgnd\"/>\n",
       "\t  <feComposite in=\"SourceGraphic\" in2=\"bgnd\" operator=\"atop\"/>\n",
       "\t</filter>\n",
       "\t<filter filterUnits=\"objectBoundingBox\" height=\"1\" id=\"greybox\" width=\"1\" x=\"0\" y=\"0\">\n",
       "\t  <feFlood flood-color=\"lightgrey\" flood-opacity=\"1\" result=\"grey\"/>\n",
       "\t  <feComposite in=\"SourceGraphic\" in2=\"grey\" operator=\"atop\"/>\n",
       "\t</filter>\n",
       "</defs>\n",
       "<g color=\"white\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
       "</g>\n",
       "<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
       "</g>\n",
       "\t<g id=\"gnuplot_plot_1a\"><title>gnuplot_plot_1a</title>\n",
       "<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
       "<image height=\"342.2\" preserveAspectRatio=\"none\" width=\"342.2\" x=\"118.6\" xlink:href=\"gp_image_01.png\" y=\"31.6\"/>\n",
       "</g>\n",
       "\t</g>\n",
       "<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
       "</g>\n",
       "<g color=\"black\" fill=\"none\" stroke=\"black\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"2.00\">\n",
       "</g>\n",
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    "% image that is too small to display raw (<100 pixels)\n",
    "imshow(rand(50,50))"
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       "<IPython.core.display.SVG object>"
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     },
     "metadata": {},
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    }
   ],
   "source": [
    "% let's add a title - this produces full figure\n",
    "imshow(rand(100,100))\n",
    "title('Hello')\n",
    "\n",
    "% let's create an image next to a plot\n",
    "figure\n",
    "subplot(121)\n",
    "plot([1,2,3])\n",
    "subplot(122)\n",
    "imshow(randn(100,100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available line magics:\n",
      "%activity  %cd  %connect_info  %conversation  %dot  %download  %edit  %get  %help  %html  %include  %install  %install_magic  %javascript  %jigsaw  %kernel  %kx  %latex  %load  %ls  %lsmagic  %macro  %magic  %matplotlib  %parallel  %plot  %pmap  %px  %python  %reload_magics  %restart  %run  %scheme  %set  %shell\n",
      "\n",
      "Available cell magics:\n",
      "%%activity  %%brain  %%conversation  %%debug  %%dot  %%file  %%help  %%html  %%javascript  %%kx  %%latex  %%macro  %%pipe  %%processing  %%px  %%python  %%scheme  %%shell  %%show  %%time  %%tutor\n"
     ]
    }
   ],
   "source": [
    "%lsmagic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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   "file_extension": ".m",
   "help_links": [
    {
     "text": "MetaKernel Magics",
     "url": "https://github.com/calysto/metakernel/blob/master/metakernel/magics/README.md"
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   ],
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