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@akaron
Last active August 29, 2015 14:14
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reverse cubehelix colormap
{
"metadata": {
"name": "",
"signature": "sha256:e0c232c15fa3e1f52b7519442a1e1f6f42fe81a3902983b5fd630d303452caa8"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib._cm import cubehelix\n",
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cx_dict = cubehelix(gamma=1., s=0.5, r=1.0, h=1.2)\n",
"cx = mpl.colors.LinearSegmentedColormap('cbx', cx_dict, 256)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = np.random.randn(10000)\n",
"y = np.random.randn(10000)\n",
"plt.hexbin(x, y, gridsize=50, cmap=cx)\n",
"plt.colorbar()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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2c1guQ3SFY33n4FgvTWM15vG/m6j/72X8gbDwFrdiGo1tWdtqnkLLhQXAGNNsWdt5Z1Ve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E8APwo8AD5Jrtu/v+i+W6ECqhq8VXWszYfQPF891vwN7Te19564ufeV93gCK00o9Yr1eK/lRERb\nL1jXGzrv872HqnpF54pZ4bovrBTazKaOFead6jytYla35FtVlbiYEa9pM53Hz8y8U82POYxoXQeb\n3zj/gq7MlKr3OTlcgRbXGWTeKQL5brCpn3eqAJqkWAFx7oxDVAVLsTihSox6iOocnoonOiloiUa9\nEQlohvMQWZVjHjeLa3ZoSd80nrVXbNykbxwn02IUV7k2Uw/SiAPsHVEzspb3851za7EntAi83aiX\n5aRRtV4Ieb2q1Wtt003ely+Vdhtr1stQGyzrZej8RbTBlqpmwzrWDU9e/c/Ac8B7gZeBv73M4KGP\nx/qmwra0mStAhC5mjq4zve5LzzixXbyi9NN3r8gW0r9M65V/FfRXNz98XOdlQVz42dx5OeXOK21O\nfxFU9dX5fUX+AbB0Of9WRqzLNHCd/A/10ewi+xC6NHTOB+JOEog7WcqpbP3zLvTGhbPRbIm5XrGq\nF+xY3eUAn9XzJaXmtrl/fUklVJBlxaqp6qSJGDCNY0i+uKlV70qpTyNGaabhyZFiJDa/NirlUHUd\nrMs8ra7BCb7xDAQDDoxW8y+4YXvUjLa1nVLIoaqxZ0UEora2U7Wob9WyGoPPlHrs2pxiaT7qyFq0\n2JKnhDGGLFAvTOWzupqWqs71pKW986HYsbT0rdLRBhbFY23Wyy77EJptsMs+hFW15BuD1+DfU09F\n/L7vGs//+kBEblf++SHykKkLsfURa0gDF+JqVtHQdXE9oU8egJlmZM4zNHE+YWWELGvwSwgWy6BY\np9+sclUOKjIWq7km0gs5rYBw3YzYlziXWlbzWvntC97vKJ1xnE15crTPuAj3/CCZcD+ZciUacjMe\nYkSIjDAaGDKvnPo8+IeIMJkpn/q85Z1vhVvX837zzl3hxZfhysBx+6oQmVyrLwhZAtGwXMIqJEeC\nvx8xfAKi/bwz0QT868AYzDUBqzCwZHuACNEp6CwDK6S3hmTPxcQvpJjnHThIZpbTQ0M8UvZvekxU\nPNdMc7bqIL+nKvg3gG8k6NtjeNagFhgOmPyBPexdx+jzJ3CUIghuBjqDeL+IrqKQnArJScTgijK4\nQf6pPrXoBOLI47zFZUqq8MJxwknmeef1AbdGuWZYVZnci4jGnuFVAVFmU0t6bLgeC6ceZsWLbyDw\njtEBhz7jfjLNg5yIxegZj6ua5yFp8pYIsZr8mpLKQUnVM3UJBsPI5hNSXuAwzSdNrw325qEFT9ws\nDz5EvvElKCp5oKEydmyTI62iS0vetw32tV/UBpttaNOTV+fVqIrILwB/BLhVrCz9CeCPish7yZvV\n14H/Yul9tjF5BWHCujh/qTrW0AfdyA5zDqbyRk18hjfaKsNQBi0d643BmFhNTUaTOEdm2lzSiWtv\n/zywEanLascPbMSzB1cwDV+9Om2rLeI452VdJcbo3kD53bcFa+r2WVKMYCvDumjkGIzr2k4dKPod\nFuL6KCM7GOMHUhtpZV9M8b/pcWl1Ishz4x1pa0DmphFuWk/LvXOA+7eu4auvfVWG/+S1QklV0ed6\nS5bW7RHFRqaWPsCnXk6ZND4Rv/3mgCfrERZJMuVoZkkakqvjIpxi9VkfpimnjRGlV2WqaSv85J4d\n5lK0Wr1yZOJr9UJVSTTFNWpGXNSLJkL61BDWbYNd1226DW9i8upP/+kbva79uZ97Y+30QnjTc6yh\n6mCgk9trXSvtD2UbVLz2T/9s79LKdV0Vt5xpryCnBdqXhe5Qfv3VbqHQjPEKEib72uJaVGqxVM7s\nKYZxtQzQzpgv06+cEME7aYVZnc8wVg95wWftV+YswLt5bbtQVUgD8VhLJUfrWAAhX4euVdXA06bV\nqQKtZcCbwmUPbi4Ej3rYwKUJiOiyN915NXCL7PtUlmZaAgztAFGZc2OqSqaOrOju5mkWOlj07D6q\nihMl8SmxWG5EY/YkZqaOY5/gVBkWcTE9SiZK6rKzfCA8NRrxRDzAobwynfBGmhPtZX5ujUbcigY5\nVeA8R0lKZCwx+cKGqwPD1bikEjxHaemXXLL1lmuGp6/mn88vHxpeO1T2BsLTB8rBQIlHEI/avGIp\n+ZInLP5pBQPR66BvOBhbZs8OcVcts9/xTH7DoQnEEVhR4rHn4LbHDjMMBj8rRphSyMU0D9itqWIG\nYPcBo6TvPGD67B6z+577H084+dqMK2Ph1tWU8UDzzRCMggrJJBf1p5kwTSzew2gIg8gxdcoLx8rd\nk6z2rPeiiANrsUa4MfZcHeWa4XunliRT4sgQqcep8sB5DpOUgbXsG4NFeCObcic5QYF9M8h3sxAp\nKJ58d9ZSh1qma8UQi8GokOFJ1c3109VPaecdGGGaJbV6V5NIVXSsHmVW7CN2njZ0EVryPm0wZL+J\nEesP/+D1Xtf+41+8/+iOWJfxN9VPoxCHGtrzfNlDq57r0tBVeSCDMDQxVmzeKAr7qSaFXvIs/8aT\n62D1LC2nPo+bKTmxn6rjnjvliIjIWFxxv0yUWbGNSFluVWVoDN+2fyWfGCk62bfvHTA5esBMz/af\nfz1JuD9LGJqYcjO7MgDyOw/iuT3AzVFE4hISPdPB3j2CVx/ko2wpgsScJsoLh/Ded3niyMxHu1Wd\nqPoiFMrrHnPfI4NiEkWBU8fwixNe/toAsJQ7WDtv2H96ysET7myeSBQG5EtLJecyESU+yLlWIwbF\ng4fhNyfc+8SEV1+LcvIaOJ5C6g3f9rYMExU6WFGGB8KDlw3O2fmzSlLDtw5TXp1l85Fm/gKDJwbD\nuY7UeXhjGnH3xM9fQHn+4TDJOHLZfAIxcY6Zy7iXHmNs/oIEmEiG0Xxdf8mlGoSBiecdHuSjznLk\nmU/ilL4W1J3VfUEQFQYSMdN0Xt/LTnBIVOQ//wqIrcV5T4YL8prL2lCoPW2jDV7YwO5iBve9sRVV\nwDINXHXWsunoZozUi9DQ5R2ryXWkDa5LG/d0zhE39o0qP+esrXNdpXbRNexDesGhacdzRZWZ93Vf\neT9Pv6pvjY3kDbVm70k17KtmuSJTjlqq2k7f+vQtpt7bOsxU0Uzwad3X4yt1UYKq5rFfm3mllHZV\ndbiOyWmEurqvBlF9cUFZ1iyVWiwF7z0zJJ8QrhzPNcP19Mt4qU3NcMlUVI+7QseaVXWszjFo6KPz\njtB3ql5q9dLVZ97n9kW9atZLkUZZXX8da1cbKutlSLx/0W1w4zrWTHv9XRTe9BxrFdtTJj6cWE39\n0tNbi2Q4vfK07lO5KElPIF/dot+tYKdjreCSG/LWdawhDdwiLqdLx1rXMHb85myLjKp9S1coeSSg\npr611As27dNA3ExT6ACrSgBTfCrX9H7G1EY6JVJVvHP1eKImjx/QLH9oZjjTfIQpjWsjoRYlq8y3\nNHyV+WIE1NDBqp/H1i8P5ttFN0azxhqQhjbTGmYnAR0rgstc47gUk0h1HW0cpa3oXWmW62CbOlQb\nKcbWyxoFNoFUwr4K1Qsb8JUttnSp1gtrLWkzTq/Ul6dWj5f7slXTD43khHA8VtV2G+rSoTZ1rCEt\n+CL7VbXkoS/CPm1wo+jQsbb+Lghbj25VPryujjTUcdaWOVY+c+adROABGRFisYw422hwkb3DM/Up\nWolbWXKhtU9msUSNuJmRseybITejg3xCi7xBWG0s00XxeKZ+xtSf7eMcGYuq4ZunU44zl+tmVXl5\nckqidYnXvo15ejjmRjxgGOUfHFbyeLAvnmQcJX7O21njefaq4S1jiEw+nrk6Er79FnzbLbgyOit/\nmsGnvmr41r2cW/Qe7t43fOFrEd982ZIWSoM0sdx9ecCd5wfMTqIzjlA8t5+bceVGipicN92/6hjG\nPg+Uorn9bGJ58Xdinv/qgOPj3F4VslNI7wvZaaEBVVAHt2863nk7ZW9UlsngU+GbL8QcH9t5+uo9\nb3k65eBqipj8HokKkURcjwcM7VmM0UyVu8mMU5fN6Z6Z85w6X9uefGCF23sRzx0MOYjP7AXhiegK\nI84oIauGxDsmLimECkqG58hNmPikVa8mPiHxaVD9Ma/DxmDFMJJBbRm2956pJswKe0XJ1M83CAx1\nfFV06VBLhNpgM4+L7EPtskllNMu6+Y61598F4bHUsY7MIJ8TqekFU7Kengzl1SKMomEjHiqMzQDb\nqBRTzVqj2kwdXiBrRPl6wh7kkq3KtU4806ze6EZieWp80OJujtKsNaJ6+sByrRUN0GNiiBtt7fN3\ntLpNFABDCwNr8JVwekaUJ/YEdfWy3n4uwcb1G+SDWYNIlcNUvvn1IVlSz8AzT3lik1EdvYrxxKNm\nZCX46tcHrbI+c9sxHtV9engsfOu1AWmDQ7sza8UiZGzjVoTFgYG37EWt418+nNCk5WYuJdH6iNKr\nkpK1d0kI1KsIw7CIsrYMXfFYdzrWOkREf+RPXO117c9+9PBCVAFrjVhF5G+JyBdF5LMi8k9F5Nqm\nMrYO1vXSKpUklFZn+oETzU4V8ridTXG5iLQ68PKWfd/2AclpK5gHgPdS61TLlLxr38C5jpiwgZyG\nYpx6JzTrtargGumLhMvqfPiLLnQsVNnLmfZ2bgPXEq4boU/fkOY0pG7uipG6Sh3sukdfbHy0+DDg\nUR6xisj7gf9HVb2I/E0AVf3xxjXn0rEuk4Iss7fGEKlBVPCiJJrVbTiLx1rVCy6TkpRxK6XgPr33\nxDYiKjqHKSkn2QwRIcZiMcTGMjS5PGsmGUfpFCvCtXgfq2f38eqZkHGSTRGECEMklrGNuRoNMQhx\nZIkKquBUPdMsy2OEIkQI10cRV+P8sz+2YMRzksFrUyXJlJv7lrfsOTJVfucw5eXjhNhYDkzMUCzX\nhparcd4FTDxMUiUycDAw2Ip/nCpTb5ikjuFQuP10ypUDz53XDS+8ZPAKzzwFb30yI50Jd18bMj09\nUwPky4QNifPEFp685rg6Vh6cCq8dWpxXbt0QnryWkGTCnddjjk4gsoZy0+yJh9PUEVl425OeJ68p\nhyeGV+5GpFl9hCbG4J3Di/AgSYoVT8rM5ctkD2zMnonzJcMFbTCODSPxzNTxjekpdyYTYmPZkwEx\nFifKrPIFoqqFPtnlkc3K+iGGZ8ZXuSIxGcpL0yMO3axWr2I50zc78WTeEdsI6wUQvFGSQEDwZluo\ntoFa+ZeMKpdpyddtw8vyvWkd6498oOeI9V9czIh1Y1SAiHwI+PdV9Ycbx3WVWI6hh7FMQ7cs1qNt\nxFO1XoiksZGbz5hpFrSvHrPWnulYa/autf+7MYYbZo/IRq24m8053Ewdb2QnmEY816ejKwxtDJWy\nTrOUROs+GBjhXQfDmo7VGMNLJwmpVuO5CidpwpGbQaVcsTH8vqtXiKMz+7wzqi8WEBFmmecwZR4P\nNr8vHKcOaw1ZwS1EkWEssBcbygFc7ivP1DWfWy5pyv1X+toUGzRSGxV7VSau3vCjyBADsS0CgtNd\nr1LveWF6VDyLs+f6VDRiHJ35Wozw+uyUl2ZHNV8ZEYYSE9no7Flbw2k6y7nUyrPal4h3jK5hiwkb\nyFdVfen4Lhip1asyTm9Z1GVtZFm9r2JZx7msDW6yDc/L2jF42kjH+v09O9Z/+RBSAQ38OeCfh04s\n07FWZx0vQsfajKcaNfYiKkcaXZVzJR1rI6953NJ6/iIbtT4KXTHL3IznOhBb61W892fxWCvHo4A2\n03tP6pvazHyiwzfKFZF3urUYp97PFyFUy5ppvVMFyFwu8M8qhG2WeQaRpfpVrKp4bccYzX/KvFOF\nXFtaFdHPrw3YZ5kvZtCX16tMffGyrT/Xoa37Wr0yU9fylRb8fe1Zu1zb2qyXQxPNZ8Grx6Fdr4wx\ntY/6qg41NPnTrPfVmfcq2r5up1+1X9SpVu262mDTvumrZqcaslkb2vPvgrBUxyoiHwOeDpz6K6r6\nkeKaDwOJqv78hvO3ww4PKd7squeHHBfIn/bB0o5VVd+/6LyI/FngB4Dv65Pgss+Y5pusfJP2/YwI\nvQmbaWXeEZmznVRFBKNC6sP3bdqnLq1RAVDqDbN2uVAiU18SmwXiqVoxZJlrpxfuN5sAACAASURB\nVKUuXw9e+Twlq2/tApBqZdRR+ZSPBFLqZSq1ttWy+lJvaZtUQK4Xncv5RbCi8y1h5qMqY5BihOkq\n+U9SxyiqT9sYyZeGNldflenTqBfNLkwkj1Gar74q85qHYLTG1J5r5lw+8SVn4v2ooGOatM3MuToV\nIMKAwHbsko/mqyNBYwxk2qo/ic+Kkb+p+apavubvJsrR7DIqYJmOdRkV0NyapUQXbdCXCliHgz03\nHvaOdRFE5APAXwT+iKq2tSwFQmuDuypRVVAdurZ8+NVrQp1hg7OZ26vmE1mZ83ncSy1n3C0jzHyS\noCt91Tx2plNfC8KChxGDfKKMs0+te/6YsR9wYPNto1PvmLoEodg0Lv+uJHGOsQzyIC7F5IxVw710\nwthnXIuGuY213IwMmSpvOMdpmqECh+mUz9yf8szemKcGMSAcTjMSD3khS8ojnwwZmzhPy2UMjOWG\nHfLGVNkfeIYFQXQ08zyYOUbWc3NkiYoOamiFSJSJGqapKzTDymhgmHo48Xm9TrznME0Zp4Zb4yEx\npa88Y6s4ySNOeeBeMuHIpVyNBjwxGBWTizCM80//iTfMUkcqymuzUxLvuTIYMSo2wHt9dsKRm3It\nGnF7eIBFOPQJL00OsWJ42/gqIyyYnIN9Mt7nVDOOi0i5MYYHacrMe67EA4wqE3UcO8dIYpzRuYRO\nVZmQMPARtuh4E5+H6anGQx3amIiYe2nC1cGQWJUM5eXZUX6tr9fLZhvo6myXtaFQx1lFiAqoYlkb\nqrblUOfYpw027ZdxxCvjkj8m1lUF/DZ5SI3Xi0O/rqr/VeMahe3qWPtCgLEZto7nsTQDcplAGcZm\n2Bp9hvSGFsNePGqNKkIflOXooSqD6YrH+ltHD1rSrBtxvrts9ahTZYZv5f/mYEBEXfKVek/q6yKe\nSOCZ/TY3PHXtnRfuJxkPvK+VVYBn90Ytac83pqccJvU97G8OYn7XlYNWWT/5+oNWOD1nPLOsPVse\nG0vaeAbPjW62ln3O1JM0NMdOPSm+9Qwnvh07NwQBbkYH2MYW2Id+wjQws9+3DXS1ob6d0rr2j5KO\n9c/84X6TV//rv76Yyau1Rqyq+u5NZeQyoNRXf5zrHuvaB45JQNvadW2oQod4+XKCrQkrbXWl17Ay\n0qu2tLQhbWmpOW3myakSNa5dZVWhD+TKFF1l80wonqlXbQUlJ/BvVZ2vYmpet04Hkl1QPNUdAgho\nrreJrcUK6Hojlp8B1WuhXtm7Oq7y+Cr2zd8TTUjF4TXXVmaS60lDaTZHZiLCVBMSHG5u71ojnbEZ\ncDPeZ4RlHJ2NcJtLDwUY2wEjLPt2SFxIwiIxgOX541Puphmp95y6jK9PT+exPEv7q/GIYUVKpqqk\n3pPga762ItwcjmodY05z6Hx1UXncCgwjyxszOMqEzOcz+5ma2mg5Tytf9nvTRlwdDGq++uZkxitJ\nytR5Mu+5l2bghX07LMoI16IB16Ixr088J05wqpxkjm+cpuzZAfulnleEdx3s893XrvO9TzzJ28Z7\n5F4yjM2QIRFjm/s6EsMTgytMvGOKz1UR3pOitVFtnn9HUoTea9arocTs2eH887+zjopwLzvmUKd5\nLF91HOlsHt6xiebLuated7WhqvqhareufTNPXS+VVdvwsrJuAur7/TUhIj8tIndE5HOVYzdF5GMi\n8hUR+RURWRrsdWvxWEss439CnEyVWA9NXnXxN9X0qyR70z7zjrTkaP1ZJxPif0LpZj6jlIlXN8ML\n6VhjMWRiSdXVuC5T8J62ErpwHA0YOIexZ5Nfx1nG3WlKqmcbz6kqVgxPROP6XvXWcJzkMQl8Jc8j\nY7gaD2rBvAFOG6HrRPL9naKKDClxinP5slepbvMicJpRyLNy3+0ZS2KyWujD0zTjNM3m/ilMGUdD\nnrARNormk1czB6+epkzV4bVQ/irciIe862CIKSa6DMK7D65ykiopJQcoiBiu2D2GJpqPa5338/3H\nas/KGo6TactX1XpVpj80Mad+tpTbn7mUqSa1sq5Sr5ZxoOflUPtysF1taN02uIyD3QjOf7ufAf4u\n8LOVYz8OfExVf0pE/lLx7x8PGZfYyog1pENt6uL66lirk1clFunhROqxIBdp6Jp6w1AFb77dqwjp\nBUM6VmntL5J3GjZq24s0Y4wqWNNaXmmg6IAr9i7f9aA5qoxM/vlfm5AoKnoz/aip7aw2jma+Gr5S\n73O1QQ9fqfe5WqGRvjfSogsGRuadaiVjJN637jmICl44UK98y1e0fBX6XX7RBJ9Vh6/66FD71qsu\n+03pWJto+mrdNrjIVxuDl35/Dajqx4E3Gof/FPCPit//CPj3liW/i8f6OOEi5gAveXZ1hx3Ogw33\n00+p6p3i9x3gqWUGW4/HGuJfmp9EVfThf0LnSzT5H2tti9Mqz3eNGpr2odVdEI576dD5th7lMa3o\nBef5RHFZ3V5M8VZv5FWcb00aOfLwglKzN3O9azWvafFpXue62r4SY0h9fRpIROYrkUJcWTPGqdH6\nRFZ5XebaZXWqtUgxYszZNsaVtBKfx66l+qxEGBnT8n9aKAaa9cr59rNq+rT53M6SMr3qVZW7Xlav\nQp/lXfWqi4PdVDzWddtgaDKwGbu2y1cbgw//3XmQ8pvfmsz/VoXmQ+ul3fZWRqyb1MAts2/ep2oD\nYFWIiVEgMz4XiovNl44ieMknerrsq7+XCZ2997zujxm5mINohCic+hlHbooAoygPAiNGOM1mnPgZ\nBzJipBEqcJxMmGrKUCKuRuOKjnWfTD33XcpxOsv5TTfjeTfjRjzmqhmBwHE64dSl2Ope9cDr6ZTD\nbMat0R5jDF6EwzQl8Z6BWmLJI1Y9SE+4n56ybwc8M7rKACEBDpMZAjwxGrIn+eKC48Qx80psPLEp\ntZ2eSAxiIAVSn2/pnccsVUZn8numWcLz6ZQrNuaJwRgBjtMZ99K88o+jAYVIlDfSGZ++P+Ote2Pe\nMojxwJ3TBEtErJ5Ucvpjz0aMiQApNLMpSJ6WQxkSUwrIJlnS0qEKUlNSlJv6heL0LtNXL6uXzTmF\nrnolkgf3MQjOe7TIY8g+pB+vprsKh7tuG+6i8xb5ah10KajecjDgLQdnk6qfe2UWvK6BOyLytKq+\nIiK3gVeXGTyW8VhDsBgGEtVHiRUOrIpVdKwhdF3XjAXQmdfAdQc25p17NzANV33++LWWDGloBthA\niLqQr6/YYev1e+JmnDY0mwbhVnyldc8rUTiWaIvDVOXV9KR1XZdPImuDOy00cRCPWpoto7AXD1rf\ng3eS46BmuG+9nGrS0gyvgnV1oGM7BF8f6aU+wxutxT3owptJx/pD77nR69pf+NwbrfRE5FngI6r6\nnuLfPwXcU9X/QUR+HLiujSh+TWx9B4GHDaHqsPHPkjKtnpUvdJ0qvRt1daZ/2X1d4FrVsI7V9bTP\nd0CoN9SLenk69cF7hzSvoRx0+SpUA7YxANgUVqnBj1K5+kK99PprQkR+Afg14DtE5AUR+VHgbwLv\nF5GvAH+8+PdCbIUK6KNjXbSOuOt36P5d9k49E00YSIzx4CXfOsOrJzYRxku+xYkxDHwEJiLxKa5C\nCzQ/r0KfTH30gsvWbDftI7EohudPD7kyGHLdxDhV3nAJIzOA4jPXkd8rKbZbHshZ7NguX536JF+S\nqvnn5ZSMUz3bnltVsRiGNmbik3ns2dJXp8Xy31gFi3CkM95IJ4ByNd7jqgxwKCeNPe9LiZWogo1I\nfEaqjn07YN/GiEJilftJodUtomnNn4Uq3ij3kiOEXAs7ImKmGSd+hs+UK/GI6zJCgZNGPF5VxVVi\nnJa+ymPn5rQJRpikCZk6nNG5ZnhZvexbL6p5WVavrLVM3KyI02uxRZzhFAe+UpcqcYZFhKlLFkZu\ng35tsEsa1td+FV9tAud9V6jqD3Wc+v5V7rN1VUD56deHvymx7EGEZBtV3qZKzDs8CY5yo0GA1GVY\nTLFJ3NnWeSM74MRNgxMDfbiydfWG1lpib4hsNL/mJEs58rP6aiPNA3BPfH1pqCsYuEhMzS/NvHpV\nZuI4ddPaJIOIMMASmajmK49hbOv3TAReS+5jrJ3zksd+lnfGFXvvfb7NjY2phHZhHA24QWULcIGR\nsYxMxNRnc2mXah7icarJXIeqKBNNOfbTXAdc3PXEJUx9ysCcLe/NR+PKRBNsZfMVh7JvIgY2LvIq\niOZenmpa0zeXaE74LJob6KoXfevVvK6jOBwpihVbG4bHYvPgQHqm+R2YiKmvL6M9r441lP9lbfA8\nvtoILnkQvhUqIETyNzujLg1fi6sLdEZdFbh8ePUYp20dK+QVsaljLdNoxVhtXFeinO1s5uW8esNS\ncxvSOzZT94EOPJ+YC2tzm7994ZdmWa2xrbIakTPFQiWtMs/V/Ec2avtaBNs4Xo5im/FgCZbVt31V\npu/r+Y+iKOgr29RHe1ds6lj3j6/8bpah6atFOtbQ8fPWq5ISapa1GSd4XtYN6FiXadG76hWs5qtN\n4bxUwKaw07FWcNlM00VwXfnY6wKwblYvmdcL8q1ckK922DoumzZ+6HSszZFr8026ro41NCrItZke\n75frBVfRsYbyVJ0Fn2s/i/+H9ILliqjasYDmV5Cgr7y6Wm/R5SsT0mYa24p7ICJFXIV6XvNgLjKP\nNVqWNW1Ec8rttaUjLfWxTc2u8WejvvL/BunWZjbsQzrWLl+lvu2rUl1xnnpVnu/6Itt0vUoaZV3m\nq2a9WqRjveg22PXFel6o9vu7KGylY+3iUKsC6lbGKo7u2ppl0ex99dwiHWp5rUeZ+nyiQov4pSU3\n1ce+WdY+6Tc71po9QqQm5yE7fFXt+I0IYxlgfD3dmWZMXbJwKFbeZywDbHX9vHIWcMTkekmPcuyn\n3EuPmfhkru0EeCI6YEw8D83nvSdVx9SfpV/6+sTlG/qVMbdOs4TX0hPupxN8cTTxDhHD2MT5ZzqK\nijIrJqKqvo7UMCImwmKKgC4Rdh6QXETmzzXR/Lk269UDd8r99IQyV6l6PMpIBjmf2fO5LuokVq2X\nJfrUqww3fyblf01fVe361KsSF90GNw3vpNffReFNo2NdBevq/da1D+kVob+vUs1n2Gu2CGMz6LCo\nI9iIVZmRttK/FV9tvZ1PshkTSVtlDcWuDelYIzHsB2LXvpoetvIa8lU5Qmrm9dS3xeBBlQnCOBrW\nYiFA/3isXVhXB3rZ9fJR0rF+6Llbva79P79+d+30QthxrAE8bB09FHkKPH5fqBguSntbTX/d/etD\n8VBDvi7lVM1jITSX7M6vXyOviuK9ttxtRIJa3kcdD2N9XxcX0FeuhK3HY212ACH+pXndonXIzfOh\nT4tl9+rDwUKbA+2y7+LKuuyb+Zu4GRNNyHDF53TGVBNO3YxUHM7n8V9n5MdnZGRFGMJM/Hy0Wt43\nj1E6WOor1VzbO9EkT1/yaFGZOhKph/qLMNwcXKl1Pl6VU59worNgWWeakIibi/q7fOVQjtJJHufW\ne2Y+5b6f1H1GMVrVMztVXeirkK9Do3MlH52WcXrLa4cyYM+E47Eu40AX1atmGzhPvWrK5EL5W7cN\nhny1yD6U167zO451TYQqzTId63nsq9eGOuO+OtRmWhdh31VWJ8qUFC9ns9iZd8zImGk6l9t4LbhM\nUrIKBZB3BjGj6Gz7mS5fITLvzOfp4/N7iq+VdSgRN+J9ciXqmf297IgJi7cecd7laTQ+H+fPqhL4\nJNOc9zz0U1J/xhUaMYzMoJo6InnQ8WW+6vL1fPKr8qwy7+b+rPpqUMiamtrO5rFt1quQeL9LzhQq\n6yptsK99Na+r+GoTOG+g601h6zrWLg3cpnSsVZTketO+ixNqjirW1Rt22Tevq9qHNL+uEeU+pDfU\nwOoa5wodaw9flTrWZTpayBUETR+EdKydvtI8FkBQ8+samt2Ar0QJ6mCVfr6Cdr1aRV+tvh2PNRTn\nd57fDetYQ/ZlWfvYd5V1XV+FEGqDi3y1KXiVXn8XhXN3rCLy10TksyLyaRH5ZcmjvuywBvpWtFUq\n5IVV3TVv3LusnQlt3lePOt5MZV2GR5kK+ClV/S5VfR/wS8Bf7bpwFf6nye+EtJ2L7r+Ohq6ZVuie\nIa6qqjcMvfWX6QVX4cpae9mz2Fd9dazlEt8+vir53GU61pCvTCF7Cq30qUq3yrKqq/N6pVzLFVvW\nVH0ljd1mV/VV9Xx5LA/Np+f2FfTTsW6iXvW172qDZb08r69Cv0Pl34aO1fl+fxeFc5dGVY8q/zyA\nwLaWBZqfLOX/Qxq6EqvoQJfpYFfR0J1Hh9rFdTXv2fzdl5er+qpLstZKf66DNZQxRkMotZ0z7afZ\nBUjVcTc75jSgY92XwVykH/LVyA64Hu2zbwZExaeYFprhiU9yzW2BSIUb0R43o31GNp98i4xlKPke\nVupLtSZMixivVV9ZzbW9IxkQ9dShNrWZDl/om/25fNXEw1qvztMGl+lYz9sGNwFV6fV3UVhLxyoi\nfx34M8AD4I+q6r3ANQqPlo51EQe7Db3gur4aSIwlvIV2E12xZ/uir45VyDveUrxf4oGfzgNHlxhK\nxPXBQY0bBjjKpq0yZeLnEaqqae3ZUctXfXWsXcfXraurpBXCTsfaDyKi739q6e4pAHzszp210wth\n4etC8i1fPxf4+5MAqvphVX0H8HPAX1h0r03P+u2wGrp0qLrm1KgrtorulQf68YCqim98AJX5b9p3\ncbCh4xISAi/IQ59jjwPWLdfD6JfL5lg3svJKRN4BfFSLiNuNc9rkf0L8SpULa81CX/L5ap6ba/3L\nz6HyfKis657vyusy+4GNMS6XbWWab4sSGTtfturEt2IBnMdXZTzUIZapOE6yae28xRQxTsEak8u0\nFDKThyFU8g468VmtLONoyEgtDuVUEzLvMGKIMIgK3jKPRRDyVWwjrBeMmNr5mT+LXXveeinA0Bbx\nZAEVYepmve0Xnd9WvbqoerluG9zEiPWPP9lvxPqrr13MiPXcK69E5N2q+tvFPz8IfLHr2upDKEny\nhiPn55tcU+hzrLxPSHq1zL6aj7721fusohcM2Vc53GX2y3zV5MqaZc3U4fFFgJXiWKkjhdrE+jq+\n0qLjO/Z5mMFq/gYS1eKxOu9xxWi0jHEqQCwRCVltEmXqEiZN/6snLSKuGq1PiJSTNKV95h2qhkEj\ndOLARkwa9EOZRp96YYxhqBFWzJxGsZLHdcDIuerlKvWimtfmVtRd9lVU69Wiray76tUqvjpPvdoE\n1hkvisg3gEPAAamqfveq91hnSevfEJHvIJ+0+gbwX3ZdWHXsIr1g07mh4yH7RelKh461D9fU7EwX\n5RXa695DlUZVO/d5ah5fpDds2ofytUqlXddX5e+mjjSKotaa+1BZ5/YBbWarrAH7uea3YR9HUWta\n1fsiHut5feUVsYHyd/iq2blsql718VXIvstXD0O92hQCVW4VKPmc0evnvcG5O1ZV/Q/Oa7tiOttI\nZiPYFlf1MPikdx46rlu3rGv7ei1rLpagOyceR670vHAbYDjXMd5arIASXRq6Kv9SPV++MUP3Ch1b\nRUPXlLV4H46ivkwvuKp9U8fapaNd1Vdd9lUs0iOu4qtyhLOsrImrr9Evl6y6Rl4RWjrUZb7u46sk\nS3PaoFLWMh5rrayFWqHqsS5flSKv6vJbY3LeeB1fdZX1vDrWqv2jUq82Ba/9/jqgwL8UkU+KyH92\nnvS3Et1qkYZOtWOXzACv2fwdsg+R7avwP8s41PPal/9e134VX4V4uZCvVvF1n7xWz3vyTnRk8+2o\nFZgW4fcGefRUQJj5NJ/JV4K+qr6QVvFVHmd3xlDyiSY1bR1qvkGfwUqER8nE43xY7VDee+ITrD+b\nlPPeMzQxXvNAOJn2y+u6vl7kq2oHuM16tcy+Lwe7Dro6zQdpwmGWhE+e4XtV9WUReRL4mIh8SVU/\nvkr6u3isAXTl6VHRsW4T6/rKGlvjZVe1X9dXQxNjtD5SdupJyHrZR1gGpj4+8Zpvdtg3T33zutOx\n9oOI6Pdc66cK+MSDxaoAEfkJ4FhV//Yqedh6dKsdlmMVveU2cRH5WjfG6/rpB46p9iZhlf6xYx9W\nPI7crO/514SI7InIleL3PvDvAJ9bNf2tcaxN/qeLf+nL33SdP499k2taxMH2se8q6zJeUBD27JAB\nEWMzYFjEUL0oX/U9H4llbIaMzYA9O8yXyXK5vlpm39dXiU/nsWedz8MvJmStuAVd9g7PtGXf3mer\n6qvqsVBel/mqeX5bvqrSbIvyum4b3ATW4FifAj4uIp8BPgH8kqr+yqrpb4VjDXEyq/A3IXRxqMvs\nQxzsKlxXiJdcZh+6tnnMiJmvgafYLzQ2hpkPc1XNvJ3HV324rqHEeYi/shZqvnVKor43V7ZpX5Xo\nW6+6fFU9VtX8lqPVZWlVEdIMd5W1S1rY11el/WX5KlSOVXzVZb9JSuG8citV/Trw3nXT38qINVRB\nmhUr9BYr36Sb1NCFjnXloavjDo0+gNbM7SIda9NeFKJAjNGmfZlOqMO/CL2hNaalQ21Ge+pKqxxJ\nbdpXpf26vupjH0KXr7rqVXM0t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"text": [
"<matplotlib.figure.Figure at 0x10f413f10>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# reverese\n",
"# cubehelix return dictionary of (r,g,b) conversion functions, to reverse it, \n",
"# also use a (lambda) function\n",
"def reverse(cx_dict):\n",
" return {'red': lambda x: 1-cx_dict['red'](x),\n",
" 'green': lambda x: 1-cx_dict['green'](x),\n",
" 'blue': lambda x: 1-cx_dict['blue'](x)}"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cx_r = mpl.colors.LinearSegmentedColormap('cbx', reverse(cx_dict), 256)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = np.random.randn(10000)\n",
"y = np.random.randn(10000)\n",
"plt.hexbin(x, y, gridsize=50, cmap=cx_r)\n",
"plt.colorbar()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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r+IPVB1/uYAS39+fnF2Pl503k16WsRdAt0bsEEAkUt7KerFPfyDdWPCPlP3sN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\nFTNbvmnON319kPHaoaPQSDUCPoNkPyZ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Fgafwjs/vnuXsuOBYT0gk+EBXbJ8/cmKZJ3cn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\nD4MNECt+ErlEAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10f5ceb50>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mpl.__version__"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"'1.4.2'"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
}
],
"metadata": {}
}
]
}
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