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@lkluft
Last active March 3, 2017 09:01
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{
"cells": [
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-03-03T10:01:05.532250+01:00",
"end_time": "2017-03-03T09:01:05.552739"
},
"collapsed": false,
"trusted": true,
"editable": true,
"deletable": true
},
"cell_type": "code",
"source": "%matplotlib inline\nimport matplotlib.pyplot as plt\nfrom matplotlib.ticker import (FuncFormatter, StrMethodFormatter)\nimport numpy as np\n\nplt.rcParams['font.size'] = 18",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"editable": true,
"deletable": true
},
"cell_type": "markdown",
"source": "# Plus sign for positive values"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-03-03T10:01:05.557696+01:00",
"end_time": "2017-03-03T09:01:06.485322"
},
"collapsed": false,
"trusted": true,
"editable": true,
"deletable": true
},
"cell_type": "code",
"source": "@FuncFormatter\ndef pm_formatter(x, pos):\n if x == 0:\n return '${:.2f}$'.format(x)\n else:\n return '${:+.2f}$'.format(x)\n\nx = np.linspace(0, 2 * np.pi)\ny = np.sin(x)\n\nfig, ax = plt.subplots(figsize=(10, 6))\nax.plot(x, y)\nax.yaxis.set_major_formatter(pm_formatter)",
"execution_count": 2,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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7ujLXOdfx+cgrZjacQNjrKtStd84NigGPL79TSVFFE8OHxjLvG5lelyMSVsyM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\nujVzYgYFR6RQ29DG3c/qMaz0XGub444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31FNa0cCmCu92T23zP33PjNQQZx4/kKkTc3U0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\niIgkgP8HxnlfELOLZxAAAAAASUVORK5CYII=\n",
"text/plain": "<matplotlib.figure.Figure at 0x7fab55960be0>"
},
"metadata": {}
}
]
},
{
"metadata": {
"editable": true,
"deletable": true
},
"cell_type": "markdown",
"source": "# Completely user defined"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-03-03T10:01:06.490091+01:00",
"end_time": "2017-03-03T09:01:06.855249"
},
"collapsed": false,
"trusted": true,
"editable": true,
"deletable": true
},
"cell_type": "code",
"source": "@FuncFormatter\ndef millions(x, pos):\n return '${:1.1f}M'.format(x * 1e-6)\n\n\nx = np.arange(20)\ny = 10e6 + 1e6 * np.random.randn(x.size)\n\nfig, ax = plt.subplots(figsize=(10, 6))\nax.plot(x, y)\nax.yaxis.set_major_formatter(millions)",
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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VjHq9jS3s2JzwnC8ZwP5tpT2/Idnz8zprVfQa/CDwWMgUODmaJhzy3kqEQQo/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\nrkJggg==\n",
"text/plain": "<matplotlib.figure.Figure at 0x7fab58920278>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Use format string"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2017-03-03T10:01:06.858603+01:00",
"end_time": "2017-03-03T09:01:07.192579"
},
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "x = np.arange(20)\ny = x + 5 * np.random.randn(x.size)\n\nfig, ax = plt.subplots(figsize=(10, 6))\nax.plot(x, y)\nax.set_ylabel('Temperature')\nax.yaxis.set_major_formatter(StrMethodFormatter('{x:.0f}°C'))",
"execution_count": 4,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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TL0IaW3XOlTvnbgJygLHAIcBA59wNwSQx4szsaOBwvBHJrngKbzTw92aW1Mn1\nTjMzLQYREekHFn9QxbK11WSk+vhqMNmQ2DLx8GxOOdJLzi84JZ+RhalRjqjv6lKdQDPLxCvY/JRz\n7kHnnB+vLEuPBJOvttqCRUC2mV0WfD4XOB34El4Nwl14G1N+irfR4/6u3MM512BmVwAv4xWG/ive\nBpY84CK8QtODevpZREQktm0pbuCuOTsBuGlWEblZnxsXkBjx3ctH8u4ne5l2TPx0b4lHXUoCnXO1\nZnYG3uaQcCoAnuzwWtvz0XglaQqAP+CNPpYDrwC3OecO3F+mHefcEjM7AbgNr+h1IV7B67eAs51z\ne3vyIUREJHZ9vLWOJxaV7GtLdvSoDGZOjL8Wa/1JRmoCZxyv/0aRFkrHkDV4tfjCxjm3BW9t4YGc\nGaZ7bQBuDMe1REQktjnnWL6uhicWlfDhZq9oRHKiMfPEQXzxzMH4fFpjJhJKEng78KiZPeOcWxap\ngERERLrLH3C89WEVTywsZdPuBgAyUn3MPiWfCyfnkZOpKWCRNqEkgbOArcBSM3sLWA90bLfmnHPf\nCldwIiIiXdHcGuD19yt4alEpuyu8DqEDsxK5ZGoBs04aREaqysCIdBRKEvj1dt9PCz46coCSQBER\n6RX1TX7mvlvOs2+VUlHTCsCQ3GQum17AWcfnkqwCwyL7FUoSmBWxKEREREJQVdvKC2+XMWfpHmob\n/QCMGZLK5dMLmXZ0jvoAi3RBl5PA/bRjExER6TUllc08s7iUecvLaWrxegYcPSqDL5xWyMTDslRU\nWCQEoYwEioiIRMXWkkaeXFTCwtWV+APeayeNy+YL0ws4alRmdIMTiVNdTgLN7IUunOaccxf2IB4R\nEZF9Pt3m1fhb+rFX48/ng9OPG8jl0wsYPTgtytGJxLdQRgIn8/l+vYlAW1fnGqApHEGJiEj/5Zzj\n/fU1PLmolNWbvJb0SYnGjAm5XHpqAUNyU6IcoUjfEMqawLzOXjezgcD3gAvw2ryJiIiEzB9wvP3R\nXp5cVML6nV6Nv/QUH+dPyuOiKfkMVJs3kbDq8ZpA51wl8BMzOwT4X+C6HkclIiL9RnNrgAUrK3ny\nzVJ27vEmlHIyE7l4Sj7nTcpTjT+RCAnnxpAFeH15RUREuqS5JcC371jH5uJGAAoHJnPZqQWcPSGX\nFNX4E4mocCaBw4DUMF5PRET6uAWrK9lc3EjegCRumDmE6ccOVI0/kV4Syu7g3P0cygXOAr4NvB2O\noEREpO+1v8k0AAAgAElEQVRzzvHsW2UAXD9jCGccv79fMyISCaGMBO7h87uD2xheX2G1jBMRkS55\nf30NW0sayc1K5NRjc6Idjki/E0oS+H98Pgl0QAWwDpjjnGsJV2AiItK3tY0CXjA5n6RErf8T6W2h\nlIj5XiQDERGR/mNLcQMr1teQkuTj3JMGRTsckX6py396mdmfzGzCAY4fb2Z/Ck9YIiLSlz23xBsF\nPHtCLlnp6mAqEg2hjL9/HTj8AMcPA77Ws3BERKSvq6ptYf6qSszgwsmd9iEQkV4QzkUY6YDWBIqI\nyAG99E45La2Ok8dlMyxflcVEouWAY/BmNhgY2u6lUWZ2Qien5gJfBjaHMTYREeljmlsCzHlnDwAX\nTy2IcjQi/dvBFmJ8Ffg53i5gB9wefHTUVtnzlvCFJiIifc2CVZXsrWvlkKFpHDM6I9rhiPRrB0sC\n5+LVBzTgT8CDwHsdznFALfCuc25t2CMUEZE+wTnHM8GyMBdPzcdMnUFEoumASaBz7j2CSZ+ZjQQe\nds6t6o3ARESkb3l/fQ3bShsZlJ3EtGNUHFok2kKpE/j9SAYiIiJ92zP7ikPnqTi0SAwIuTiTmQ0A\njgMG0snuYufcM2GIS0RE+pAtxQ28HywOPUvFoUViQpeTQPMWb/w3Xr3A5AOcmtDToEREpG95Nlgc\nesbEXLLSVBxaJBaEMh7/TeC7eJtF/h/eZpFfAj8EtgPLgQvDHaCIiMS3ypoW5q/0ikNfNDk/2uGI\nSFAoSeBNwHzn3KXAU8HX3nLO/Q5vengwMCbM8YmISJx78Z09tPodk44YwNC8lGiHIyJBoSSBhwBz\ngt8Hgl8TAZxzVcC9qE6giIi009QS4MV3veLQl0zVKKBILAklCWwCGoPf1wW/tv9/9C5gVBhiEhGR\nPmL+ykqq6/wcWpTGUaNUHFokloSSBG4DxgI455qBTcBZ7Y5PA8rCF5qIiMSzQMDx7JJSAC6ZWqDi\n0CIxJpQkcCH/uvHjEeA6M3vBzF4EvgQ8G8bYREQkjq1YX8P20ibyBiQxVcWhRWJOKPv0/xd408xS\nnXONwK+AYcBVgB8vKfxJ+EMUEZF49Oxb3ijghZPzSUzQKKBIrAmlY8g2vCnhtufNwI1mdlPwuQt/\neCIiEo82725g5YZaUpN9nHNibrTDEZFOdGk62Mwyg9O+13Y85oLCH5qIiMSrtuLQMyfmkqni0CIx\nqUtJoHOuFjgDSIpsOCIiEu8qqltYsMorDn3hFJWFEYlVoWwMWQMcGs6bm9khZna3ma02M7+ZLezk\nHDOz28xsu5k1mNmbZnZch3N8ZvZXM6sxs6Vm9rmi1WY21szuDV6n2czKzOwpM5sUzs8kEm+aWwPc\n8fwOln26N9qhSB/RVhx68pEDGJKr4tAisSqUJPB24BYzOymM9z8KOBdYF3x05kfAvwP/BcwGaoHX\nzWxwu3O+CByPt3t5AXBX+wuY2RTgfWA88DO80ja34NU+XGJmA8L0eUTiztKP9zLnnT384Znt+P1a\n2SE909gc4KVgceiLVRxaJKaFslBjFrAVWGpmbwHrgfoO5zjn3LdCuOYc59zzAGb2FJDX/qCZpeIl\ngb91zv0l+NpSYAvwdeCnwVMnAb9xzs0H5pvZ1nbXSAMeB94Dzg1uaGnztJn9HWgJIWaRPmXVhloA\nKmtaeW9tNZOO1N9E0n3zV1ZQXe/n8GHpHDlSxaFFYlkoSeDX230/LfjoyAFdTgKdc4GDnDIZyAae\naPeeOjObg5eUtiWBm4Grzext4Eygst01LgeKgFkdEsC26y3oarwifdGqjTX7vp+3vFxJoHSbVxza\n2xBy8bR8FYcWiXGhJIFZEYti/8bh1SBc3+H1T4Ar2j2/G5gPlAN7gYvaHZsO7HLOfRDBOEXiUkll\nE8UVzaSl+GhuCbBsbTUV1S3kZmsPmIRu+bpqdpQ1UZCTxNSjVBxaJNZ1eU2gc66uK48wxzcQqHXO\n+Tu8Xgmkm1lyMLYa4GTgMKDIObew3blFtKtvKCKfaZsKPm5sFicfMYBAAF5/vyLKUUm8euYtbxTw\ngsn5JKg4tEjMC2VjCABmlmRmk8zsQjPLO/g7eqyzlerW8ZhzLuCcW7+fRDTk1e5mdrOZLTez5WVl\naoksfVPbVPBxYzOZOXEQ4E0Jq/SnhGrjrnpWb6wlLdnHOScOinY4ItIFISWBwWLRO4ElwDPAscHX\nC8ysorNi0j1UCWSZWUKH13OAeudcVzZ07ARGhHpj59zfnHMTnXMT8/O1w036HuccqzcGRwIPyWLC\nYVkMyk5iV3kzH2wO96C+9HXPBkcBZ544iIzUjj+yRSQWdTkJNLPzgfuBVcC3+Ww0DudcKfAWcFmY\n4/sUSAAO6fD6uOCxrlgIFJnZUWGMSyTubS1ppLK2ldysRIbnp5DgM2ZM8Np7zXuvPMrRSTwpr25h\n0ZoqfAYXTu6NCSIRCYdQRgJ/BCxxzs0AHunk+HsERwbD6G2gGm+HLwBmlo5XL/DlLl7jKbzRwN+b\n2edWu5vZacFrivQr+0YBx2bt28V59kQvCXzrwypqG1qjFpvElzlLg8WhjxrAYBWHFokboSSBx9Gu\nVEsndgGFodzczNLN7DIzuwxvA0d+23MzS3fONQL/CdxmZl8zszOBJ4Nx/7kr93DONeDtJJ6EVxj6\nOjObZmYXm9kDwOuoHZ70Q/vWAx6Sue+1IbkpHDc2k+ZWx8LVVdEKTeJIY7OfucHi0JdMLYhyNCIS\nilBKxBxspfhgoCHE+xfgJXXttT0fjVcU+j/xkr4fA4OA5cDZzrmSrt7EObfEzE4AbgN+jZesVuFN\nYZ/tnFO/LOlX/H7Hmk2fjQS2N3PiIFZtrGXee+WcP0lTe3Jgr79fSU2Dn3HD0zlCxaFF4kooSeCH\neIWYPzcCZ95c0iXAilBu7pzbQru1hfs5x+Elbr8O5dqdXGcDcGNPriHSV6zfWU99U4CiQSnk5yT/\ny7HJRw0gMy2BDbsa2LCrnkOGarWEdC4QcDwX3BByyTSNAorEm1Cmg+8ELjCzHwJtvxWcmRUBD+JN\nF/81zPGJSASsCq4HHN9uKrhNcpKPM44bCMCr76lmoOzfsrXV7Cz3ikNPVqcZkbgTSrHoB4E/Ab8F\nNgRffgmvEPMXgd85554Le4QiEnaf1QfsvBHQzGCdtwWrKmlqOVh3R+mv2srCXDRFxaFF4lFIdQKd\nc98GTsMrFbMYb33e/cDpzrkfhjk2EYmAppYAH2/16gAeO+bzI4EAY4akcWhRGrWNfpZ8qA0i8nkb\ndtazZlMtaSk+ZkxUcWiReBTKmkAAnHNvAm9GIBYR6QUfb62jpdUxZkgaAzL2/yNg5omDWL9zB68u\nr+CM43N7MUKJB22jgLNUHFokboXcNg7AzBLMbHjwof/3i8SR1Z2UhunMaeMHkpJkrN5Uy67ypt4I\nTeLEnr3NLFpTic+8PsEiEp9CbRs3xsyewCvgvCX4qDazJ8xsbPjDE5FwW7Wh89IwHWWkJjD16BwA\nXl2uDSLymTlL9+APwNSjcygcmHzwN4hITAqlbdyReF1BLgNWAvcC9wW/vwxYptZsIrGttqGV9Tvr\nSfDB0aMOXtOtbYPI6+9X4PcfrFRobGlpDVDX6I92GH1OQ5Ofue96bQUvnqpRQJF4FspI4P/iddY4\n1Tk31Tl3s3PuK865qcB0IBn4XSSCFJHw+GBzHQEH40ZkkJZy8JUcR4/KoGhQCuXVLSxfV90LEYZH\nIOD48b0b+eJvPmLlhppoh9OnvP5+BbWNfo4cmcG4ESoOLRLPQkkCpwF/dc691fGAc24xXo3AqeEK\nTETCb9WGttIwB14P2MbMmHGitylkXhxNCS9YVclHW+poaglw+z83s3Z7fbRD6hP8AcdzS7wNIRoF\nFIl/oSSBzcD2AxzfFjxHRGLU6v20ijuQs07IxeeDdz/dS0VNS6RCC5vmlgAPvrYbgJGFqTQ0B/jZ\n/RvZVtoY5cji37JPq9lV3szggcmcouLQInEvlCTwVWDWAY6fC7zWs3BEJFIqalrYWtJISpKPw4d3\nvRVcblYSJ4/LJhCAN96P/dHAOe/sobSqhVGDU/nT1w/jpMOzqa73c9u9Gymp1N+pPfHMW6UAXDgl\nnwSfikOLxLtQksBvA6PN7AEzOyJYJibBzI40sweAUcFzRCQGrQ62ijtmdAZJiaFVh5oZLAY8b3kF\nXjvv2FTT0MpjC0oAuGHmUJITffz46lEcNSqD8uoWfnLvRqpqY380Mxat21HPh5vrSE/xMWOi6kaK\n9AWh/CZYD4wGrgE+BBqDjw+ALwWPrTOz6naPveEOWES6p61V3PgQpoLbTDwsm9ysRHbuaeKjLXXh\nDi1snlhYSm2Dn2PHZHLi4d7nTE328YtrRzNmSCo7y5v46T82addwN+wrDn3SINK7sKlIRGJfKB1D\n5gGxOwQgIvvlnAt5U0h7CQnG2RNyeXxhKfOWl3P06NCvEWllVc08/7aXqNx4zlDMPpuuzExL5Fc3\njOV7d69n464GfvngJm6/YSwpSd2ql9/vlFU1s/iDSnw+FYcW6Uu6nAQ65y6LZCAiEjm7K5oprWoh\nKy2BMUPSunWNGRMG8fjCUhZ/UMUts4fFXKuwf75eTEur49Rjcjpd8zgwK4nf3DSW7961gQ821/Gf\nj27hp18cTUKC1rYdzAvB4tDTj82hIEfFoUX6Cv0ZLNIPtE0FHzs2E183F/QPzUvh2DGZNLU4Fq2u\nDGd4Pba5uIHX368gwQfXzRiy3/MKB6bw6xvHkJWWwDufVPP7p7cRCGiC40Aamvy8vGwPoLIwIn1N\nyEmgmfnMbISZHW9mJ3R8RCJIEemZ1V1sFXcwM4MbAl55r7zHMYXTP17ZjXNw7sl5DM1LOeC5IwvT\n+I/rx5Ca7OONlZXcM3dXTG92ibZXV1RQ1xjgyJEZHD5cxaFF+pJQ2salmtn/4fUN3gwsx2sj1/Eh\nIjEkEHCs2tT99YDtTTk6h4xUH+t3NrBpd0M4wuuxNZtqeG9tNWnJPq4+o7BL7xk3IoN//9JoEhOM\n55aU7dtRLP+qfXHoSzQKKNLnhLIx5K/ADXi1ABcDsTUfJCKd2lLSSHWdn7wBSRQdZJTsYFKSfJx+\nXC4vvrOHee+Vc+sFw8IUZfc457jvZa8w9GWnFpCTmdTl955waBY/uGIkv310Cw++VkxWeiLnT8qL\nUKTx6Z1P9lJc4RWHnqTi0CJ9TihJ4KXAP51z10UqGBEJv/a7gtvvmO2umSd6SeD8VZXcNGsoyVHc\nYfvWh3tZu6OegVmJXDIt9JGqacfkUNswnD89u507XthBZmoCpx03MAKRxqe2sjAXqTi0SJ8Uyk9v\nByyJVCAiEhmrNoZnPWCbQ4amM3ZoGrUNft7+KHqlQFv9jvvn7QLgS2cOJjW5e7uVZ500iBtmDsE5\n+N2TW3lvbXU4w4xba7fX89GWOjJSfZyt4tAifVIoI4GLAG38EIkjrX7Hh5uDSeAh4UkCAc6ZOIi/\nvrCDecvLozZy9vKyPewqb2ZYfsq+jibddfn0AqrrW3l6cRm/fngzv75xLEeNir1aiN3h9ztqGvzU\nNrRSU++nur6VmgY/Nfu+tv/eO6emoZW6xgAAs07KU3FokT4qlCTwu8CbZvaec+7eSAUkIuGzbkc9\nDc0BhuenMCi76+vlDua043K4Z+5OVm2spbiiicG5PVtrGKr6Jj8Pv+Ft5rh+5pAe1/ozM26aNZSa\nBj+vLq/gFw9s5r9vPoTR3aypGEnFFU1U1rSGnMyFygyG5qZw0RRtCBHpq0IpFr3RzL4FPGZmfwC2\nAR17Lznn3PhwBigi3ffZesDwjQKC14Fj6tE5zF9VyavLK7j2ALX5IuHpN0vZW9fKESPSmRymDQtm\nxjcvGr5vmvsn923kd7ccytBBvZvgdsY5x4p1NTy2sCTktn1mkJmaQFZ6Allpid7X9ESy0hI6fO99\nzU73zklPTdA6QJE+rstJoJldATyMtzawBKiPVFAiEh77+gUfEv6pzZkn5npJ4IoKvnjW4F5LGCpq\nWngmuGHhxllDw7LZpU1CgvHDK0byswc2sXpjLT+510sEwzmKGopAwLH04708vrCE9Tu9kjzpKT6G\n56d+PpnrkOApmRORgwllOviXwCfALOfcjgjFIyJh0tgc4JNt9ZjBsRHo9XvM6EyG5Cazu6KZFetq\nOGlcdtjv0ZmH3yimsTnApCOyOToC6/aSk3z87JrR/PjvG1m3o56f3reR//7qIWSlhfLjsmf8fsei\nNZU8vrCUbaWNAORkJnLJ1HzOPTkv5lr2iUh8CmV38EjgLiWAIvHhoy21tPodhwxNIys9/AmMmTHz\nRG9DxqvLe6eDyI6yRl55rxyfwfUzh0bsPukpCfzH9WMYXpDClpJGfn7/JhqbO65+Cb/m1gBz393D\nl//3E/7niW1sK20kf0ASt84u4v4fHMnl0wuVAIpI2ISSBG4AVC1UJE60lYYZH+b1gO2ddUIuPvOK\nClfWtETsPm3un7ebQABmTMxlZGFqRO81ICORX984loKcJD7ZVs+vHtpCS2v3NlkcTGOzn2cWl3Lj\n/3zCn5/bQXFlM0WDUvjOpcO593tHcMHkfFKiWI9RRPqmUH6q/Bdwi5lpq5hIHFi9MTyt4g5kUHYS\nJ47Lxh+AN1ZGtonQJ1vrWPLRXlKSjC+d1TsbUfIHJPPrG8cyICORFetr+N2T2/AHwtdnuLahlUfn\nF3Pdf33MPXN3UV7dwujBqfzoqpHc/W/jmDFxEEmJSv5EJDJCmSMqAIqBtWb2GF7/4M52B/8+XMGJ\nSPfU1LeyYVcDiQkW8Xp3MycO4t1Pqpm3vJxLp+WHdaNGG+cc977iFYa+aEpBr27UGJafyq9uGMMP\n7tnAm2uqyExL4OsXDuvR56yqbeHZt8qY884eGpq80cXDh6dz5emFnDwuOyL/hiIiHYWSBP6u3fe3\n7OccBygJFImyNZtqcQ6OGJFOanJkR5JOPDybgVmJ7Chr4uOtdRFJOt/9tJqPttSRnZ7A5dMLwn79\ngzmkKJ1fXDuGn/5jI3PfLSc7PZHrulEWp6yqmacXl/LKe+U0tXgjiuPHZnLl6YWMHxOetn4iIl0V\nShJ4TMSiEJGwCneruANJTDDOOiGXJxeVMm95RdiTQL/f8Y9XdgNw1RmDo7Yx4tgxmdx21Shuf3gz\njy0oITs9gYundi0h3bWniScWlfDGykpa/V7yd9K4bK48vZAjRmREMmwRkf0KpVj0R5EMRETCp60+\nYDhbxR3IjAleEvjmmiq+en5RWBO119+vYFtpI4MHJnPuyT1rD9dTk44cwHcuHcH/PrmNv720i8y0\nRM6esP++uluKG3h8YQlvrqki4LzCzacem8MVpxUyJga7kYhI/9KtuhFmNhgoBDY450IrXy8iEbVn\nbzM7yppIS/Zx2LD0XrnnsPxUjh6dwYeb63hzTRWzTgpPstbYHOCfrxcDcN2MISTHwCaJs07Ipaa+\nlb+9tIs/PLONzLQETunQtWTt9joeX1jC0o+rAUjwwdkn5PKF6QUMy4/srmYRka4K6SeqmZ1hZmuA\nncD7wMnB1wvMbJWZXRCBGEUkBG1TwceMziSxhz11QzFzopf4zXsvfDUDn3+7jPLqFg4tSuPUY3PC\ndt2eunhqAVedXkggAL99dAtrNtXgnGPNphpuu3cD375jPUs/riY50Zh9Sh73ff9I/u2yEUoARSSm\ndDkJNLPJwCvB9/wO2PfbxTlXClQAV4c7QDO73sxcJ49b2p1zopl9YmaVZvbjTq7hM7Mvm9nbZlZt\nZo1m9qGZfd/MIrt1UqSX7SsNE4FWcQcy9egc0lN8rN1Rz+bihh5fb29dK08sLAHghnOG4oux1mfX\nnD2Y8yfl0dLq+MWDm/nuXev54T0bWbmhlrRkH5dPL+D+HxzJ/7tgGAU5ydEOV0Tkc0KZDv4F8Ckw\nAa9o9Pc7HF8MfDE8YXXqDKD9b5ZN7b5/GPgzsB74k5m96ZxbAl4CCDwOzAb+CvwH0AwcD3wdGAp8\nJ4Jxi/Qa51yvbgppLzXZx2nHDWTuu+XMe6+cW2YP69H1HltQQn1TgAmHZnF8L61tDIWZcevsImrq\nW1m0popPttWTlZbAhVPyuWByXq+2mRMR6Y5QfkqdDPzSOddiZp1VS90ORLKC63vOudqOLwaLV1c7\n5/4cfP5n4BRgSfCUrwGXAjOcc6+3e+t8M/srMCWCMYv0qp17mtizt4XsjISId9TozDknDmLuu+XM\nX1nJjbOGdnsNX3FFEy++swczuHFW5NrD9ZTPZ3z38hEMzUshKy2BmScOIj1Fbd1EJD6E8hM6Cag/\nwPFcoLVn4XRLBVBkZtOCG1YuAza2O/4d4NkOCSAAzrlG59wbvRSnSMTtGwUckxWV6dNDhqYxZkgq\nNQ1+ln68t9vXeeDVYlr9jtPHD4z5XbRJiT6uPXsIF08tUAIoInEllCRwLTD5AMdnAR/0LJwD2mhm\nrWa21sy+2vaic84P/BB4A9gNlAPPA5jZcGA03lpGkT6vrTTM+F5eD9jGzJixb4NIRbeusWFnPQtX\nV5KYYFw7Y3A4wxMRkXZCSQIfAK40syvavebMLNHMfgOcCtwX1ug8u4F/B67BW9f3LnCXme1bx+ec\nexCvZM0Y59wlzrm2Lu9Fwa/bIhCXSEwJBBxrorQesL0zjhtIUqKxamMNJZVNIb//vmB7uAtOyaNw\nYEq4wxMRkaBQ1gT+CZgOPAqU4LWIuw/IB9KBJ5xzYU8CnXPzgHntXnrZzFKAn5rZH9sSPudcJbC/\nDvYhd3w3s5uBmwFGjBgR6ttFet2m3Q3UNPgpyEliSG70dqNmpScy5agBLFxdxavLK7jm7K4vFV6x\nrpqVG2rJSPVxxWmFEYxSRES6PBLonAs45y4GrgNWAzuABLyRuRucc1dGJsROPYW3BnHUQc7bGfwa\nchbnnPubc26ic25ifn5+qG8X6XX71gMekhX1HrQzT/SmhF9bUYE/0LW/wQIBx33B9nBfOK2Q7Azt\nrhURiaQDJoFmNsLM/mVVtnPun865c5xzI51zI5xzZzrnHohsmPt1wN8uzrnteKVkZvZOOCLRs2pD\nsD5gFKeC2xw7OpPBA5Mp29vCyvU1XXrPwtWVbNrdQN6AJC6crD+8REQi7WAjgZuBi3sjkBBdCuwB\ntnbh3D8Al5jZ6R0PmFmqmZ0R7uBEeltLa4APt3gdHMePjX79c5/PmHGi11N33vKDdxBpbg3w4Gte\ne7hrzhpMSlL028OJiPR1B5tviXqJfjN7GlgGrMGbfr4i+Phmuw0gB/JXvE0rc4N1AV/DKxY9Hq9Y\n9BxgfgRCF+k1n26vp6klwMjCVHKzkqIdDuD1yn3otWLe+aSaqtpWcjL3/+PmpXf2UFLZzKjCVM48\nIbcXoxQR6b/i4c/ttcCNwNPAk8CRwLVtxaEPJpgoXgF8A5gavM7LwE3AP/E6oYjEtc+mgqM/Ctgm\nb0AyEw7LptXvmL9y/+ViahtaeXR+W3u4ISTEWHs4EZG+KuZXXjvnbgNu6+E1AsDfgw+RPidareIO\nZuaJuby3tpp5yyu4eGp+pxtWnlxUSk2Dn2NGZ3Di4dlRiFJEpH/qShI4zcy6nCwGa/aJSC9paPKz\ndnsdPoNjxsTOSCDAyeMGkJOZyLbSRj7dVs8RIzP+5XjZ3maeW1IGwE2zhkZ9V7OISH/SleRuX728\ngzC83bpKAkV60Ydb6vAH4PBh6WSkxlbbssQE46wTcnnqzVLmLS//XBL40OvFNLc6ph2Tw+HDM/Zz\nFRERiYSuJIF/A96JdCAi0j1treKOi1KruIOZMcFLAhetqeLm84v29dfdWtLA6ysqSPDB9TO6XlBa\nRETCoytJ4GLn3CMRj0REumXVBm894PgYWw/YZnhBKkeOzODjrXUsXlO1r5D0fa/sJuBg9sl5DM1T\nezgRkd4WD7uDRWQ/9ta1sml3A0mJxpEjY3c69ZxgzcBX3vNqBn6wuZZln1aTluzj6jPVHk5EJBqU\nBIrEsTWbvFHAI0dmxHSB5WnH5JCW4uPT7fVsKW7g3pd3AXDptAJyMmOjrqGISH8Tu781ROSgYqlV\n3IGkJidw2viBAPz341tZu72egZmJXDJN7eFERKLlgEmgc86n9YAisWvfppAYKhK9PzMnelPCm4sb\nAbj6zMGkpcTWbmYRkf5EI4Eicaq0qpld5c2kp/g4tCg92uEc1GHD0hk1OBWAorwUzgluEBERkehQ\nEigSp9qmgo8dk0lCQuwXWTYzrj5jMNkZCdw6u4jEOIhZRKQvi/m2cSLSuVhtFXcg047JYdoxOdEO\nQ0RE0EigSFxyzsV8kWgREYltSgJF4tC20iYqa1oZmJnIiILUaIcjIiJxSEmgSBxaHRwFHD82EzOt\nrRMRkdApCRSJQ/G4HlBERGKLkkCROOMPOD4IdgrRekAREekuJYEicWbDzgZqG/0Mzk2mcGBKtMMR\nEZE4pSSwnwkEHDX1rdEOQ3pg9cb4aBUnIiKxTUlgP9Lqd/z7/Zu44lcf8o9XdtHSGoh2SNINKg0j\nIiLhoCSwH7nnpZ28v74G5+CJRaV85871bC1pjHZYEoLmlgAfbakDYPwYjQSKiEj3KQnsJ15dXs4L\nS/eQmGB87YJhDB6YzMZdDXzzL2t5fkkZgYCLdojSBZ9sq6O51TF6cCo5mWr4IyIi3acksB/4ZFsd\nf35uBwBfv3AY55+Sx1+/dTgzJubS3Oq468Wd/PQfm9iztznKkcrBqDSMiIiEi5LAPq68uoVfPbSZ\nVr9j9qQ8Zp44CID0lAS+c+kIfvqlUWSnJ7ByQw23/nEtb66pjHLEciCrNmg9oIiIhIeSwD6suSXA\n7Q9tpqKmlWNGZ3Dz+UWfO2fKUTnc+e1xTDwsi9oGP799dCv/8//bu/Mwqapz3+Pft+eBqaEZG5BB\nBodAYlDBCZwF48UBgsaQxJzE5JhEr8nJ5I3GmHNPrucmRm80yUFNTBw5oHFCnDCAA6IYFY0CyqDQ\nDMGkU4YAAB0YSURBVE1DN91Nz93v/WMXUjbVA1DVNf0+z1OP1q69Vr17sarq7bXXXnv+R+ytb4lD\nxNKRvfUtrCutJTMDjh2pJFBERA6PksAU5e7c/tgW1m6uZUCfbK770kiyMiPfXqxvz2xu+toovjNz\nKLnZxgtvVXDVbWtYHVqQWBLDOxtraG2FccMKKcjNjHc4IiKS5JQEpqjHV5Tz3Bu7yc02bpg7stOL\nCMyML0wu5vbvjWNMST5llU385K4PuXvxVhq1lExC2HcqeOIojQKKiMjhUxKYgt5aX828RaUAXDtr\nOKOHFHS57ND+edzyr2O57IyBGLBweRnX/n4dm7bXxSha6aq3das4ERGJIiWBKWb77gZ+9cAmWlvh\ni1MHMHVC0UHXkZVpfOXswfz622MY3DeHDdvqufqOdfztpTItJRMnlTVNbNpeT262MX54YbzDERGR\nFKAkMIXUN7Zw070bqaptYdLYnnzlnMGHVd9Rwwu54+pxnHd8X5qanXmLtnLdn9azs1JLyXS3fUvD\nHH1ED3Ky9LEVEZHDp1+TFOHu3LJwMxu311NSnMuPLz2CzIzIF4IcjPzcTK65eDg/nzuS3oVZvL2+\nhqtuW8vSt7SUTHd6W7eKExGRKFMSmCLmLy3jxXcqyc/N4Ia5I+mRH927SUw+ujd/uGYcJ4zvRU19\nCzfP/4ibH9pEdV1zVN9HInvrQy0SLSIi0aUkMAW8tmYPf31uG2bwozlHMHxAXkzep6hnNjd+ZSTf\nu2goudkZLH27kqtuW8tboVEqiY3tuxvYXtFIj7xMRg/Jj3c4IiKSIpQEJrnNZfXc/NBHuMPcswcx\n+ajeMX0/M2PGCcXccfU4xg0roHxPEz+9az13LiqlsUlLycTCvvmAE0b3iMopfhEREVASmNRq6pr5\nxb0bqW1o5ZRje3PptIHd9t4lxbn85ltj+PKZg8jIgEde2sk1d6xj4zYtJRNtn9wqbrTmA4qISPQo\nCUxSLa3Of87/mNLyBkYMyuP7s4Zj1r2jRJmZxuVnDeKWb4+hpF8um3YES8ksXK6lZKLF3fevD6j5\ngCIiEkVJkQSa2dFmtsTMas1sq5ndZGaZbfY53szeN7MKM/tphDoyzOwbZvaKmVWZWb2ZvWtmPzSz\npBtiufe5bby+toqe+Zn8fO5I8uN4G7Fxwwq5/eqxzDixH80tzt2Lt/LTu9ezo0JLyRyuTTvqqaxp\npl+vbIb2z413OCIikkISPgk0syLgecCBmcBNwA+AX7TZ9X7g98BlwBVmdnJYHRnAfOB2YAXwRWAG\n8GfgKuCXsT2K6Fq+uoL5S8vIyIDrLh/BoL7xTw7ycjL53oXD+MVXg1vUrd5Qw1W3reGldyvjHVpS\nCz8V3N0jvSIiktoSPgkEvg3kAxe7+3Pu/keCBPD7ZtYLwMz6A1Xu/jt3fxr4HTAlrI7vAJcAX3D3\nH7j70+7+grv/BjgKeLI7D+hwrN9ayy0LNwPwzRklCXeK8ITxvfnDNeOZcnQvahtaufmhj9hd1RTv\nsJLWvotCJmo+oIiIRFkyJIHTgWfcvSps20MEieHU0PPdQImZnWpmg4BZwPqw/a8F/ubuz7et3N3r\n3X1JbEKPrsqaZm66dyMNTa2cdVwRM08qjndIEfXpkcX1Xx7JlKN709ziPPrKzniHlJRaWpx3Nmo+\noIiIxEYyJIHjgTXhG9z9Y6A29Bru3gL8GFgCbAN2AY8BmNkwYCTwdPeFHH3NLc6vHtxEWWUT44YW\n8L0LhyX06UEzY860AQAserWcvfUtcY4o+awrraWuoZWSfrn075MT73BERCTFJEMSWAREmlhWEXoN\nAHf/KzAQGOXuF7v7vkXrSkL//TimUcbYnYtKWb2hhqKeWVw/dyQ52Yn/TzduWCETRvWgtqGVp1aW\nxzucpLNvEe6JulWciIjEQOJnEoFI641Y2+3uXuHuGw+ijnaZ2ZVmtsrMVu3cGd/Tmc+s2sXjK8rJ\nyjSuv3wk/XplxzWegzH7tGA08NGXd9LYrMWku2J3VRMr39/D8tXB3z46FSwiIrEQ3RvMxkYF0CfC\n9t5EHiFsqzT03+EH86buPg+YBzBp0qS4LXr3/sd7uf3RLQB8d+ZQjjqiMF6hHJLPj+3JqMF5bNhW\nzwtvVnDe8f3iHVJCqahu4oPSOj4oreXD0lo+KK1jV9iFNFmZxsRRGgkUEZHoS4YkcA2huX/7hOb5\nFdJmrmAk7r7ZzDYA5wJ3xSTCGNlV1cS/37eR5hbnginFnJuECZSZMeu0gfzn/I9YuLyMsz/fN21v\nfVZZ0xxK9Go/SfzK9xx45XR+bgZjSgo4siSfE8f3pldhMnxMRUQk2STDr8ti4Idm1tPdq0Pb5gB1\nwLIu1nErcKuZne7ufw9/wczygJPc/YWoRRwFjU2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"text/plain": "<matplotlib.figure.Figure at 0x7fab558e1e48>"
},
"metadata": {}
}
]
}
],
"metadata": {
"language_info": {
"version": "3.5.3",
"file_extension": ".py",
"mimetype": "text/x-python",
"nbconvert_exporter": "python",
"name": "python",
"codemirror_mode": {
"version": 3,
"name": "ipython"
},
"pygments_lexer": "ipython3"
},
"gist": {
"id": "ed98517a8fbc06b1aa23d3321436a51e",
"data": {
"description": "Change the way ticklabels are created.",
"public": true
}
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"toc": {
"toc_cell": false,
"toc_threshold": 6,
"toc_window_display": false,
"toc_number_sections": true
},
"_draft": {
"nbviewer_url": "https://gist.github.com/ed98517a8fbc06b1aa23d3321436a51e"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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