{ "metadata": { "name": "9932_04_04" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Chapter 4, example 4\n", "====================\n", "\n", "In this example, we show a few plotting customization options." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can easily specify the color and line style of each plot." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\n", "For more information, type 'help(pylab)'.\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "x = linspace(-10, 10, 1000)\n", "plot(x, sin(x), '-r')\n", "plot(x, cos(x), '--g')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 2, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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UlMs1l2Ftbk3fkJDzivsjQEFhViKjuposkmq5td9oCPB3ZK40x4FHD7DZ9WrA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\nhJBFX0ZGRsaEkEVfRkZGxoT4/8uGjPtKhM0kAAAAAElFTkSuQmCC\n" } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here are a few other customization options:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plot(x, sin(x), '-r', label='sine')\n", "plot(x, cos(x), '--g', label='cosine')\n", "xticks([-10, 0, 10])\n", "yticks([-1, 0, 1])\n", "ylim(-2, 2)\n", "legend()\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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RdVWFmbQhIWatm0fER0idhFJZM1d4FItGo8HYwLEIv6TC+9vMs0HP3DqjzrWn\n3bvFipF16yrW5IxuM+DZQIXt5kJCxMz3khKpYcy3uaEZSy3HUo7B80+eaO3eWm4gIxfWqo1q9b6Q\nEDHJywxrnF/Pvo7UvFT08e4jN5BCIyQe9HKvlzHSf6SibVapf3/g2jUgNVV+rAeU68rxxNoncKfg\njvxg1jRs9EGenmJNppgYqWHMl8yHDBFbc2VkqB46JTcF07tOlx/IyIW1ahPaPhS7L++Wv8Z5QIAY\n3XH6tNw4VYiIj8Bo/9FwdJA3Aig4OFixERIPCmgcgN4teyvaZpWcnMT1DTNcrD584zB8XH3QylWZ\n8lS1iovF1pOjRsmNI9OYMdLPcs2XzOvVExcFzbD626TOk/BG3zfkBzJhnY+a+Lr5ImyiCltgAeLo\n3AyJIiJBpfXlFRwhYTYqJIqqqPYaRUeLi71NmsiPJUtoqHiNJF4UN18yByxiVIs0Ji6sVZuBfgOl\nHrVWMkMyJyJ4N/LG0LZDpcaJjY21rpm51Rk+HDh0SEx8UomqC2vZwmvUvr0YBCHxLNe8ybxi9TcL\nXOPcZCYurGUx+vYFbtxQbUoyIC4grhqzSv6w0aws4MIFMXTMmjVqJF4nFZeXjsuIQ6m2FN2ad5Mb\nSKcTBxMS6+WTwiaps7y05DMok5N5ZGQkAgMD4e/vjwULFhj25MaNRa3SglZ/U4y1LKxVm4qarAVu\nhmCq4OxsxUdIVEX6tQ1AvNdUPMvV6rT4cOCH8hfWOnUKcHUF/P2lhfBz81NnQIHk18ikZK7VajFn\nzhxERkbi4sWL2LBhA+Li4gxrxFbHyUossajOTHVz6VQYIRF2MQwzw2dKjQFA/B579qi2vHSQZxBm\n95gtP5AKr1FoQKg6U/v79BGjjq5fl9K8Scn8xIkTaNeuHfz8/ODs7IzJkycj3NBvHhVXf4u8EokD\n11Q4C0hMBG7dUmVhrbwSFeqkFTXZfBWWPlBLURFi9+2TPkKij3cf7ErYJX9yirc34OsrFguzJSok\n88e8H0NaXhqSspOkxqlceEvSgZFJK+Okpqai1T2z5ry9vXH8+PGHHjdjxgz4+fkBANzc3NCtW7fK\nqdSxN24ADRog+Ngx4PHHKydyVN6v4M9fn/gaPUt6wumGk5T2K3/euhXBvy+sJfP3KdeVw/uv3lg9\nbjXGjRgn7/cBEPzoo8D+/Yh1d5f2+6j6c0EB4O+P2HPnpMa7fPoymt1phkM3DmFQ60Fyf78xYxD7\n7bcAkfn2iDKWAAAdYUlEQVT/vkr8nJSE2OvXgZISiHvlxRsdMBoR8RHoUtRF7u/Xpg2wejWC58x5\n6P7Y2FisXr0aACrzpUHIBGFhYfT8889X/rxu3TqaM2fOfY/RK8Tf/040d64pXalVbnEuNfysIWUX\nZUuNQ0REgwYRhYfLj0NEEzZPoJWnV8oP9NVXRDNnSg2h0+loVvgsyi3OlRqHiIhefJFo4UL5cYjo\nk9hP6LW9r8kP9OuvRG3bEul08mOpYelSohkzVAm1PW47Td06VX6gvDyiBg2IsmvPQ4amZ5PKLC1b\ntkTyPaMckpOT4e3tbXhDKgxR3Hd1Hx7zfgyuLq5S4yi9sFZtQgNCEZGgQr2vYjaoxHLYb+m/ISYx\nRv4oFhVGSNxrTOAYRMRHqLPwVlkZYOh1K0sVEaHY4me1CW0finXj1skP1KABMGAAEBmpeNMmJfNe\nvXrh8uXLSEpKQmlpKTZt2oRQYz4gPXsCBQXApUumdKdG4fHhGBs4Vlr7lRReWKs2owNGIzoxGkVl\nkod3tm4tpiWfOCEtRER8BMYEjpE/QuLkScDNDbEqTYEPahaElo1a4naB5M0+NBrpIyYir0Ri3k/z\npLVfKScHOH5cLCGrAgeNg3obckt6jUxK5k5OTvjmm28wfPhwdOzYEZMmTUKHDh0Mb0jym7BMW4Y9\nl/fY5AQHj3oe6N68O35MVGGNc8kLb0UkRCA0QIXXSMUjPkCMm/955s/qLOpUMdNQki0Xt8g/cwLE\nQdGAAeJI1taEhIgj8zKFL4obWfnRm94hIiOJ+vSR0odybTkdTT4qpe37FBcTuboSpafLj3WP709/\nT2vOrJEf6OhRok6dpDSdkpNCHgs8qLS8VEr79wkKIjp8WH4ccygpIXJzI0pLU7zpcm05NfuyGV27\ne03xth8yZQrR8uXy45jLI48QHThQ40MMTc/mnQF6r+Bgscj+rVuKN+3o4IjHvFXYf1PSwlq1mdV9\nFp7r+pz8QL17i3Wlr11TvOldCbswst1IODs6K972fSr2Y330UblxzKVOHTGUVMIkr+Opx9VZbbSs\nTBy5KrzaqEWRcAZlOcm8bl3xJrTmySm2NFGoKg4O0sbJzug2A4uGLVK83Yfcsx9rxbAwmyNpQEF4\nvEprsfz8M9CundiwWmVpeWnq7BVQMbVfwYvilpPMAeteeEvywloWQ1JNtq5TXXVqyta8Lra+Ro4E\nDh4UgwoUFHU1yio3dDFEZlEmXtz5ovyRR507i//+Ps9BCZaVzEeNAn76yTpnGtrKwlq1GTYM+OUX\nsUiVtcnKEn0fKlZjrJjIoaavj38tf8s/NzdREtu/X9FmD886jJ4teira5kMqDorM9IXbqWknODo4\n4txt5ZJslSoGfSh4YGRZydzNTdQyFVz9LbMwU7G2amQrC2vVpn59MfRy925z98Rwe/eKazMqDRut\nSkRChDqn8RLOoOo714eDRnLKOH9e/LfiyFVlGo0Goe1D1dnyT+FVFC0rmQOKllpu5NxAh287QEcq\nbHtmAWsuRydGY3vcdvmBzLzvpNEe+MI1R818TPsx6kzyCg2VPslLCgvYLES1iXj9+4tN7W/eVKQ5\ny0vmoaHiqE+B1d8i4iMwot0I+UcTV68Ct2+LVdHMqKC0AEtPLJUf6MknxSm8AuvQ38y7qc7ZU2kp\nsG+fquPLqxISEIJdCbvkL4vr5wd4eQHHjsmNozQLOCjq59MP17KuITVX8qQyZ2dgxAjFBhRYXjL3\n8RH/FFj9bful7RgXOE6BTtVixw7xBnQw759zSJshOHXzFO4W3ZUbqGlToFs3sS+jiT4/9DmWn1qu\nQKdqcfAg0KGDmMX6O3PUzH3dfOHdyBtHU47KD2ZtAwpu3hRHqv37m7Ubzo7OWBGyAk4OJq1DqB8F\nSy2Wl8wBRd6EmYWZ+CX1FwxvN1yhTtVg+3ZRejCz+s71Mbj1YOy5vEd+sLFjTX6N6Petx2x9hMSD\nQturtH62QnXzn67/JH+5CECUhUaMEEesZja+w3h1RleNGKHYoA/LTeY7dpg0BnNXwi480eYJ1HeW\nfLErPV1ctBk8WG4cPamWKCqOKEyoyf5661fUdaqLjk07KtixKlQzQsJc48xnd5+NZ4KekR+oZ0+x\nL2h8vNFN5Jfm48kfnkSptlTBjlXDHob2PsjVVex7oMCgD8tM5l27ipXtKq5sG6FUW6rOrMidO8W3\nq+Stx/Q12n80oq5GoaS8RG6gNm2A5s1NqsmGx4ujcukLHJ09K2ZGGrNukAQ+rj7y984EFBn+FnU1\nSp3VRgsKxBHqiBFy41gihUotlpnMKzY/NeE0/oWeL6izSqKFlFgqeDbwRPT0aPXqfSaMatlxaYc6\nJZbt20VfH/jSMEfNXHUmfo5Ue4327hVHqK6SvzQsUUiIIoM+LDOZA9Zx8SYvT0w9HjnS3D25Tw+v\nHnB0cJQfaOxYkSiNKIeVacsw0Hcg+rbqK6FjDwgLAyZMkB/HEg0aJM5w79wx+KnlunLsvrxbnSn8\nW7da7GskfTaor6/Y9u+oaRfFLTeZ9+8vFnRSac1po+zdCzz+uH0eTQBA9+5iyN/FiwY/1dnRGUtH\nLpX/pRMXB2RnV7mwls2uzXKvunXFjFcjFt76+frPaO3WGq1cW9X+YFMUF4vPkgWd4VZ4avNTOHTj\nkPxAClysttxk7uwsjnglrs1ssh07LPINqBqNxvInEG3dCjz1lNmHjVZH+rUNwOhE4ebihg8GfiCh\nQw+IihJDXVVebVQfnZt1Rni8ChWCiv0cTDgLsMx3eAVLLrWUlIijCXuYwl+TsWNFwrRUNZy+m7tm\nvuPSDkwKmyQ/0KhRQHS0wZO8unt1t/sSy7jAcdgWt01+qaVHD/H6mLDln2Un8xEjgCNHgNxcvZ+y\n5NgS/JL6i8RO/S4qCggKErPsLFRaXpr8N+GAAaIUduWK3DjGuHIFSEsTpTALNNB3IGKSYpBXkic3\nUOPGoiSm4JpHiiktFSPCxqkwuc8IXT27wsnBCafSTskNpNEA48eL6ztGsuxk3rCh+CDquflpua4c\n8w/Nh3s9d8kdA7BpEzBJhaMqIxER+nzfBxfuXJAbyMlJHFVt3iw3jjG2bhVJwrHqury5a+bu9dzR\n36c/diaosIb/xImW+RpFR4shoy1bmrsnVdJoNHi609PYdGGT/GCTJom8YiTLTuaAQTXZg0kH4d3I\nG+082sntU1GRuKD01FNy45hAo9FgQscJ6rwJn35a7zdhWl4antqs0t+tol5uwVRLFBMmiOFvCqyn\noygreI0mdZqESxnyNpuv9NhjogpxwbgDMMtP5gZsfrrxwkZM7jxZfp/27RM1rubN5ccywaROk7Dp\n/Cb5pZZ+/cTQt0u1v+G3xm2VPysXAK5fF6OhBg6s9iHmrpkDYhXFmMQYZBdnyw3k6Qn06gXsUWGp\nB32Vl4sDtfHjzd2TGgV5BmHnFBXOnhwcDDoweujpCndHeS1aiA0fDhyo8WGl2lJsi9uGpzs9Lb9P\nmzaJP7qF69WiF8p15TibflZuIEdHvU/jt1zcgokdJ8rtDyBqj2PGWMQ6HzVxdXHFjG4zkJiVKD+Y\nnqfxb0a9iY3nN8rvT2ysWN3Rz09+LGvx9NPic2TEAZjlJ3MAeOYZYP36Gh8SkxiDDk06wMfVR25f\nCgvFKBYLP5oAVK736XFEkZaXht/Sf8OwtsPk9+eHH8T7pgbmrplXWDpyKbp7dZcfaPx4cVZZw6JO\nWp0WG85vQPfmKvRn/fpaXyO707u3GHdvxHZy1pHMJ00SNeoa9jQc2nYotk3aJr8ve/cCjzxikWNi\nqzI1aCrc6rrJD9SnT631vk0XNiG0fShcnFzk9uXSJTGKxQLKKBalcWMxoKCG9bMPXj+IZn9qhvZN\nJG9/WFQkSiyTVSiLWhONxuhSi3Uk82bNRLKoYcy5g8YBzf6kQoLduNEqSiwVgjyD8Ha/t+UHcnAQ\npZYa3oR7r+zFtC7T5Pdl/XqRJKoZxVLBEmrmqqul1LLut3XqvEa7d4tVHS14aK/ZGFs3J8kUC7Fu\nHdGoUcq0ZazMTCJXV6KsLPP2w1KdOEHUti2RTlfl3WXaMtLqtHL7oNMRtWlDdPKk3DjWKjubqFEj\n8V5+QEFpAbnNd6ObuTfl92PsWKKVK+XHUZBWp6UPYz6k0vJSuYF0OqKAAINzp3UcmQNiiOLhw0Yt\nGKSYzZuB4cPFxtPsYb16iaVmq9klysnBSf4WfsePi4uePXrU+lBLqZmrytVVLJNRxZHf+dvnMbTN\nUHg1lHy0nJUlxpdbwXWnezloHLD/2n5EXtFv3ovRNBrxPjaQ9STzBg3EtGRzTnxYswaYPt188S2d\nRgPMmAGsXm2+PqxfD0ydatYNgY0VdTUKy0+qsIVeNa9R75a9sXmiCp+vrVvF4l9WuEDdjK4zsObs\nGvmBjDhgtJ5kDogP6f/+d99Nx1OOIy0vTX7s+HggMREYpsJIDGv27LPiw1pYqH7skhJxTWPqVL0e\nbmk1c496HvjiyBfy5wUMHQqkpBi12qUiVq0CpqlQl5fg6U5P48C1A+psQm4g60rmw4eLySC/j5gg\nIjy/83nEZxq/LZbe1q0TScJJhU0fJCAiPLH2CWQUZsgN1KKFmMm2fbvcOFUJDwe6dBG7IFmhnl49\n4eLkIn/JVUdHkUzXqHCE+aC4ODGZa9Qo9WMrwNXFFaP8R2HD+Q3m7spDrCuZOzkBs2YBK1YAAE6l\nnUJBaQEG+A6QG1erFcncikssGo0GzRs0xw/nfpAf7J7T+JziHHVKBwDw3/8Czz+v98MtrWau0Wgw\nvet0dU7jp08X72kTd7cx2Pffi/eHhU/mqolqr5GBrCuZA8Ds2aLUUlSE1WdWY0a3GfIvqu3bJ4ZH\ndukiN45ks7rPworTK+Sfxo8ZA5w+DSQlYf259fgx8Ue58QAgKUnEtNDV9/Q1rcs0bIvbhtwS/VcK\nNUqHDoCPj3hvq6W0VHyBzJqlXkwJnmjzBDZNUGEinoGsL5m3bg306oX8Leux8fxGzOg2Q37Mf/8b\n+POf5ceRbJDfIJRpy3A4uerRJopxcQGeew607DssP7UcL/Z8UW48QNRhn3lGxNaTpdXMAcCroReG\ntBmCXQmG7wxksJdeAv79byw4tABxd4xfR1tvO3eKLxF/f/mxJHJ0cEQbd8sr5WlI8mGaRqNR/khw\n2zYs2/I2osYGyZ/1mZQkhtzduAHUV2GBKMmWHl+KYynH8MNTksstly/j+LjemPqCBxL+elnu2VNp\nqfiS37vX6s+eAKCwrFCdxciKinDX3xttXinDlf+7hib1m8iNN2SIOCrX8wK1vTM0d1rfkTkAhIQg\n+Ew2/tlKhRr2f/4jLhbZQCIHgOe6PoeEzASUaWtfhdIk/v74bmB9vODQS34ZLCxMLMZmYCK3tJp5\nBVUSOQDUq4dVzwVhdGFL+Yn83Dlx8XOiCous2SnrTObOzgic8io6rZS8LGVxsbhg8/LLcuOoyM3F\nDSdfPAlnR7kXoNLz0xHhlYsXNl+VGgdEwJIlwGuvyY1jg8q0ZfjKPQF/25Ymfyjp0qWiVFmnjtw4\ndsw6kzkAvPKKGM9865a8GOvWiRJLe8mLDtmgZn9qhhMvnYRHSiZw9Ki8QMeOAZmZwJNPGvxUS6yZ\nqynsYhhaN/VHr7b9xXtdlowMcfb00kvyYpjJ+dvncfLmSXN3A4A1J/MmTYApU4BvvpHTvlYLLFwI\nvPWWnPZtnEajQbum7YG5c4HPP5cXaPFi4NVXa11Uiz1sw/kNeKPPG8DbbwNffCFvmOLy5WKUkZWs\nNGqIc+nn8Ld9fzN3NwSFl4h5iNQQCQlETZoQ5ecr3/bWrUS9e1e7aBTTU2EhUfPmRGfPKt92XJx4\n/XNyjHp6TEyMsv2R4IOYD+hW3i0pbZeWl/6x8Fn//kTr1ysfJC+PqFkzoosXlW/bApRpy6jtV23p\np6SfFG/b0NxpVUfmqbmpOH/7/B83+PsDgwYB336rbCCdDpg3D3jnHatc48Oi1KsH/O1vwPz5yrf9\n6afA//0f0KiR8m1biMzCTCw5vkRK286Ozn9cnH7/feCzz8R7X0nffSc+ox06KNuuhXBycMJbj7+F\nzw9JPPvUl+JfJw9QMsTs8Nn07oF377/x4kWipk3F0p5K2bKFqGdPmz8qv5l7k55Y+wSVacvkBsrJ\nEUfQcXHKtRkfb9JRubVIzEokjwUelJ6fLjeQTife82FhyrWZn0/k6Ul07pxybVqg4rJiarmoJR1L\nPqZou4bmTqs5Mj9/+zwi4iPw1uMP1LA7dBBLev7rX8oEKi8H/v53cWRu40flzRs0h1anxcpfVyrS\nXn5pPj6O/fjhsbGNGom6rJLXH95/Xxzx2/BROQD4uflhWpdp+Pjgx3IDaTTiyPzdd8W4fSUsWiR2\ne+rcWZn2LFRdp7r4OPhj+a9RbRT9KqkCAEU2JBj5v5G05OiSqu+8do2ocWOi5GST49CyZUQDB9r8\nUXmFX1J/Ia+FXpRfYvp1h3cOvENTt06t+s7iYqLWrYmio02OQ7GxRL6+oh5vAmuomRMRZRRkUOMF\njenSnUsmt6Wr7X09YgTRV1+ZHIeSk4k8PIgSE01vywqUa8vpdv5tRds0ND2rksxX/7rapDZ2J+ym\ntl+1pZLykuof9MEHRBMmmBSH0tNFyUbGxToLNnXrVJobNdekNuLuxFHjBY1r3qVm40airl2JSk3Y\nqaW8nKhbN6JNm4xv43fWksyJiL449AUtPrrYpDZyinPosf8+RjnFNZSmzp0Tn4HbJiamZ58leu89\n09qwcxaZzJsvbE4ZBRlGPV+n01Hnf3em/Vf31/zAwkKxXdjevUbFISLxBnzzTeOfb6XS89Op2ZfN\n6JfUX4x6vlanpcFrBteebHQ6ouHDif75T6PiEBHRl18SBQfbzZlThVqPqPXwf5H/RzN3zKz9gXPn\nEk2caHygyEgiHx+i3Fzj27BTiVmJla+1RSbz1/e9TuM3jTf6DXm38K5+D4yKIvL2Jrpzx/AgW7cS\n+fmJoVR2KPxSOB1POW7UcxcfXUy9V/TW70LqjRviwqUxF8UuXBDltKtXDX+undt/dT+1WNSC7hTo\n8dkoLCRq355o82bDA2VlEbVqRbS/loMv9pCrd69Sky+aUGJWIhFZaDIvLiumrt91pS0XtsgOJ46s\nR48Wp+P6unZNnFoeU/ZqtD3Q6XT00s6X6ErmFf2ftHq1SBaGjEDKySEKDCT6738N72Q1rKnMYoqb\nuTep5aKWtZ/d3uvYMfGZiI/X/zlarfjs/fWvhnfSxpRpyyirSP+N34vKiujRFY/SoiOLKm+zyGRO\nRJSSk1JzzVspJSXiNHzOHP1Oxe/cEYnl66/l94394S9/ESWX4uLaH1tSQjRqFNHLLyvaBXtI5lqd\nlh75zyP06cFPDX/yf/4jPhv61M91OqI33iAaMMC0ayI24vvT39Pj3z+u18ACrU5LT295miZtmXTf\nYBHVkvnmzZupY8eO5ODgQKdOnao+gPwBMw/Lzibq0oXotddqPkJPSREX0955R72+MaG0lOipp0SS\nrmkGb0EBUUgI0ZgxIqkzIiJKyEigN6PepNLy2hPn6Zunja+5//3vRB07EqWmVv8YrVacEXfrRpRh\n3LUxW6PVaWlW+CwasGpAjUfoJeUlNCVsCg1cNZCKyoruu8/Q3Gn0OPOgoCBs374dAwYot2VbUVkR\nPjn4CZYeX2paQ66uQGwscPas2Df08uX77ycS+0U++igwebIYX8sesun8JnmbZTs7Axs2AJ6eYjGz\nY8cefsyJE+I+d3dgyxZece8eXg29cCnjEgasHoALty/U+NjuXt2hMXbOxD//CTz3HNCzJ7Btm/js\n3OvaNbHJ+YkTwIEDQOPGxsWxMQ4aB6wIWYHuzbujx/IeiEmMqfJxOcU5aFy/MfZO3QsXJ/03VqmK\nyZtTDBo0CIsWLUKPHj2qDlDDAutpeWl4c/+b8HH1QWpuKvZe2YsBvgOwePhi+Lj6mNItoawM+Ppr\nMe37kUeArl3FUp/R0YCDg1iWc/Bg0+PYICLCuz++i+WnlmOA7wAENglEdnE2zqWfQ+yMWNRxVDCx\n/vCDWDqhRQugTx8xgeXYMSA5WSzS9eyzysW6R2xsrFWvnKgjHb458Q3m/TwPnZp2Qg+vHpjbdy48\nG3gqH+znn4E5c8SEosGDxfr+584BJ08Cr78uJoRZ6Wbnsu24tANvRL2Btx9/26BdtwzdnEKVZD59\n+nT4+fkBANzc3NCtWzcEBwcjozADX67/EplFmXis32MY3Howbpy9AeCP5UkrNhAw6efiYgQXFgIJ\nCYhNSQE6dEDwK68AGo0y7dvwzxH7InDy5knUa1cPDes2hEuKC9q6t8WgQYOUjde3L3DwIGK3iZ2j\ngseOBQYNQuyRI9J+v3s3p7CUv7cxP5eUl6C0VSniMuLQNqctGtdvLCeeTofYZcuAuDgEt2wJBAQg\n1sUFqF/fov4elvhzvwH9UFJegl+O/FLt42NjY7H6943Q/fz88PHHVcymrkGNyXzo0KG4VcV64Z99\n9hlCQkIAmHZkzhhjrGqG5s4az4v2799vcocYY4zJp8hCW3zkzazRvWUWxqyd0cl8+/btaNWqFY4d\nO4bRo0dj5MiRSvaLMcaYAUy+AFprAK6ZM8aYwQzNnVaznjljjLHqcTJndotr5syWcDJnjDEbwDVz\nxhizQFwzZ4wxO8TJnNktrpkzW8LJnDHGbADXzBljzAJxzZwxxuwQJ3Nmt7hmzmwJJ3PGGLMBXDNn\njDELxDVzxhizQ5zMmd3imjmzJZzMGWPMBnDNnDHGLBDXzBljzA5xMmd2i2vmzJZwMmeMMRvANXPG\nGLNAXDNnjDE7xMmc2S2umTNbwsmcMcZsANfMGWPMAnHNnDHG7BAnc2a3uGbObAknc8YYswFcM2eM\nMQvENXPGGLNDnMyZ3eKaObMlnMwZY8wGcM2cMcYsENfMGWPMDnEyZ3aLa+bMlnAyZ4wxG8A1c8YY\ns0BcM2eMMTvEyZzZLa6ZM1vCyZwxxmwA18wZY8wCcc2cMcbsECdzZre4Zs5sCSdzxhizAVwzZ4wx\nC8Q1c8YYs0OczJnd4po5syWczJndOnPmjLm7wJhiOJkzu5WdnW3uLjCmGE7mjDFmAziZM7uVlJRk\n7i4wphhVhiYyxhgznCHp2UliPwAY1hnGGGPG4TILY4zZAE7mjDFmA6Qk8y1btqBTp05wdHTE6dOn\n77vv888/h7+/PwIDAxEVFSUjPGO1ioyMRGBgIPz9/bFgwQJzd4fZsVmzZsHT0xNBQUGVt929exdD\nhw5FQEAAhg0bptcwWinJPCgoCNu3b8eAAQPuu/3ixYvYtGkTLl68iMjISLzyyivQ6XQyusBYtbRa\nLebMmYPIyEhcvHgRGzZsQFxcnLm7xezUzJkzERkZed9t8+fPx9ChQ5GQkIAhQ4Zg/vz5tbYjJZkH\nBgYiICDgodvDw8MxZcoUODs7w8/PD+3atcOJEydkdIGxap04cQLt2rWDn58fnJ2dMXnyZISHh5u7\nW8xO9e/fH+7u7vfdFhERgenTpwMApk+fjh07dtTajqo185s3b8Lb27vyZ29vb6SmpqrZBcaQmpqK\nVq1aVf7M70NmadLT0+Hp6QkA8PT0RHp6eq3PMXpo4tChQ3Hr1q2Hbv/ss88QEhKidzs8Dp2pjd9z\nzJpoNBq93rNGJ/P9+/cb/JyWLVsiOTm58ueUlBS0bNnS2C4wZpQH34fJycn3nTEyZm6enp64desW\nmjdvjrS0NDRr1qzW50gvs9w7aSg0NBQbN25EaWkpEhMTcfnyZfTu3Vt2Fxi7T69evXD58mUkJSWh\ntLQUmzZtQmhoqLm7xVil0NBQrFmzBgCwZs0ajB07tvYnkQTbtm0jb29vcnFxIU9PTxoxYkTlffPm\nzaO2bdtS+/btKTIyUkZ4xmq1Z88eCggIoLZt29Jnn31m7u4wOzZ58mTy8vIiZ2dn8vb2ppUrV1Jm\nZiYNGTKE/P39aejQoZSVlVVrO9LXZmGMMSYfzwBljDEbwMmcMcZsACdzxhizAZzMGWPMBnAyZ4wx\nG8DJnDHGbMD/A9+1FmEEAYRaAAAAAElFTkSuQmCC\n" } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot Cartesian and polar plots side by side." ] }, { "cell_type": "code", "collapsed": false, "input": [ "x = linspace(0, 2 * pi, 1000)\n", "y = 1 + 2 * cos(5 * x)\n", "subplot(121)\n", "plot(x, y)\n", "subplot(122, polar=True)\n", "polar(x, y)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 4, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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sW7ZMa5POzZvUf8Dme5aZmSn3AzChi4r42JUrV6JNmzaYNm2aQRbFM0iFIBJx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