{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Default Values for Matplotlib's \"inline\" backend\n", "\n", "[back to overview page](index.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Make sure to use at least version 0.1.6 of the `matplotlib-inline` package\n", "(which is an automatic dependency of the `ipython` package).\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, the plots created with the \"inline\" backend have the wrong size.\n", "More specifically, PNG plots (the default) will be slightly larger than SVG plots\n", "(see below for an example)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This can be fixed easily by creating a file named `matplotlibrc`\n", "(in the directory where your Jupyter notebooks live)\n", "and adding the following line:\n", "\n", " figure.dpi: 96\n", "\n", "If you are using Git to manage your files,\n", "don't forget to commit this local configuration file to your repository.\n", "Different directories can have different local configurations.\n", "If a given configuration should apply to multiple directories,\n", "symbolic links can be created in each directory.\n", "\n", "For more details about `matplotlibrc` files, have a look at the\n", "[Matplotlib docs](https://matplotlib.org/stable/tutorials/introductory/customizing.html#the-matplotlibrc-file)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to use SVG plots by default (or if you want to use PDF plots for nicer PDF exports), read the section [Changing the Default Format](#Changing-the-Default-Format) below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are using `nbsphinx` to publish your notebooks, have a look at https://nbsphinx.readthedocs.io/code-cells.html#Plots for how to use SVG and PDF plots." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is all you really need to know, but if you want to read about a few more details, just keep reading.\n", "\n", "You might also be interested in [Getting Started with Matplotlib](matplotlib.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Details\n", "\n", "The settings of Matplotlib, IPython and Jupyter notebook tend to change from time to time.\n", "Therefore, the information in this notebook might be outdated.\n", "This is the date when it was last executed:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2022-09-18\n" ] } ], "source": [ "!date +%F" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If that's more than a few months in the past, you should probably not read the rest of this notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before version 0.1.6 of the `matplotlib-inline` package\n", "(which is an automatic dependency of the `ipython` package),\n", "the \"inline\" PNG plots are much too small.\n", "That's because the plot resolution was overwritten to be 72 DPI (= \"dots per inch\").\n", "This is appropriate for the [Qt Console](https://qtconsole.readthedocs.io/),\n", "but it's too small for the Jupyter notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since version 0.1.6 of the `matplotlib-inline` package,\n", "this override has been removed\n", "(see https://github.com/ipython/matplotlib-inline/pull/14),\n", "which means that now Matplotlib's original default value of 100 DPI is used.\n", "Sadly, that's now a bit too large!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The correct value for PNG plots is 96 DPI,\n", "which makes them the same size as SVG plots in the browser.\n", "And they are the same size as PDF plots when used in LaTeX.\n", "Also, when properly converted to LaTeX/PDF and printed on paper,\n", "the figure size in inch should correspond to the actual size of the plot.\n", "\n", "The resolution can be changed with the `'figure.dpi'` setting as shown above.\n", "\n", "Note that the actual *size* of the plots (in inches) can still be influenced with the `figsize` option." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data = 4, 9, 7, 20, 6, 33, 13, 23, 16, 62, 8" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgkAAAGMCAYAAABQ9zEOAAAATXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMC5kZXYzMjA4K2c0YTVkMDljYmE1LCBodHRwczovL21hdHBsb3RsaWIub3JnL6IDbIEAAAAJcEhZcwAADsQAAA7EAZUrDhsAAE2RSURBVHic7d13eJP3uT/+9yPJsiVbsmx5M7yYCbgYYhJmRmkImQ0h+7SHH0lzcjLaQ9K0SUgLKSUdSU/pt2SdcHLSjGa0IQvSktCwEsiAmD1sYzDbtrxtSbbG8/tDemQbZGMbyc/Q+3Vduq5GkqUPgtq3n899vz+CKIoiiIiIiM6gk3sBREREpEwsEoiIiCgsFglEREQUFosEIiIiCotFAhEREYXFIoGIiIjCYpFAREREYRnkXkBXfr8fjY2NSEhIgCAIci+HiIhIk0RRhNvths1mg07X8/UCRRUJjY2NsNvtci+DiIgoJtTV1SE1NbXHxxVVJCQkJAAILNpkMsm8GiIiIm1yuVyw2+2hn7s9UVSRIG0xmEwmFglERERRdq6tfTYuEhERUVgsEoiIiCgsFglEREQUFosEIiIiCotFAhEREYXFIoGIiIjCYpFAREREYbFIICIiorBYJBAREVFYLBKIiIgoLBYJREREFBaLBCIiIgqLRQIREcWUfSeb8dyGCvj8otxLUTxFnQJJREQUbb9esw9bDtVhVIYFsy7IlHs5isYrCUREFDNEUcT+U80AgIraVplXo3wsEoiIKGY4WjvQ4PQAAI442mRejfKxSCAiophRXt0S+t9H6lgknAuLBCIiihkHuxYJDqeMK1EHFglERBQzyqo7+xBON7vh6vDJuBrlY5FAREQxo+t2A8Ath3NhkUBERDFBFMXQdsP4IckA2Lx4LgMqErZu3YorrrgCFosFNpsNU6dOhd/vBwDs2rULM2fORGJiInJycrBkyRKIIgMriIhIXtXN7Whxe2Ezx6EkLxUAcJhXEnrV7yJh69atmDNnDubPn4/q6mo4HA788Y9/hCAIaGlpwezZszFt2jQ4HA6sXbsWK1euxPLly6OwdCIior4rC15FGJVhQX6aGQCvJJxLv4uEn/3sZ7jrrrvwwx/+EGazGQaDARdffDEEQcCqVavg8/mwdOlSmEwmjB8/Ho888ghWrFgRjbUTERH1WahIyEpCXloiAE44nEu/igSn04ktW7ZAr9dj8uTJsNvtmDRpEt59910AwI4dO1BcXAyDoTPtuaSkBJWVlWhubj7r9TweD1wuV7cbERFRNISKhEwL8uyBIoHbDb3rV5FQX18Pv9+Pv/zlL3j22WdRXV2NRYsW4fbbb8fWrVvR3NwMm83W7WtSUlIAIGyRsGzZMpjN5tDNbrcP/E9CRETUC2n8cWSGBTk2E4x6HWpb2tHa7pV5ZcrVryLBYrEAAObPn4+SkhIYDAbMnTsXl19+Od5//31YrVY0NjZ2+5qGhgYAgNVqPev1Fi1aBKfTGbrV1dUN8I9BRETUM1EUQ+OPozKToNcJGG4P9CVU8WpCj/pVJCQnJ6OwsBCCIIR9fMKECSgtLYXX21mVbdu2DQUFBWGLhLi4OJhMpm43IiKiSDvR6EJbhw9pSUbYk+IBILTlwL6EnvW7cfHBBx/EK6+8gh07dsDv9+PDDz/Exo0bMXfuXMydOxd6vR6LFy+Gy+XCnj178Mwzz+D++++PxtqJiIj6pLzLVoMkNOHAKwk9Mpz7Kd395Cc/gdPpxHXXXYfGxkaMHDkSb7/9Ni6++GIAwNq1a3H//ffDbrfDarXi3nvvxcKFCyO+cCIior6SmhZHZ3UWCdKEw2GOQfao30UCADz22GN47LHHwj5WVFSEzZs3n9eiiIiIIklKWhyZmRS6r3O7gUVCTxjLTEREmidtN4zKPPtKArcbesYigYiINM3vF1Fe05m2KMm2JiDeoIOjtQMtbo9cy1M0FglERKRpxxqccHv8yLTGI9kcF7pfpxOQa5fimTnhEA6LBCIi0rSyMFsNEiYv9o5FAhERaVrXOOYz5aexebE3LBKIiEjTyrokLZ6JzYu9Y5FARESaFjqzoZftBl5JCI9FAhERaZbX58ehWilt8ewrCaHthjo2LobDIoGIiDSrqt6JDq8fQ2wmWBLizno80xqPhDgd6ts60OTiGOSZWCQQEZFmlYdJWuxKEARuOfSCRQIREWlWb+OPklCRwObFs7BIICIizTrYy/ijhAc99YxFAhERaVZ5L+OPktCR0SwSzsIigYiINKnD60dlbeAH/4gwkw2SztRFTjiciUUCERFp0pG6Nnj9IoanmmE2Gnp8HlMXe8YigYiINKm3pMWu0i3xSDTq0eTyoNHZMRhLUw0WCUREpEm9JS12JQgCcu1sXgyHRQIREWmS1LQ4+hxFAtA1eZFFQlcsEoiISJMOniNIqau84ITDYQebF7tikUBERJrT7vWhqs4JnQAUpp+7SMhl6mJYLBKIiEhzKmvb4POLyLMnIiFOf87nc7shPBYJRESkOWX92GoAumQlONogimLU1qU2LBKIiEhzyvoQx9xVWpIRSfEGtLi9qG/jGKSERQIREWlOXw526koQhFDzIrccOrFIICIizenvlQSg65YDJxwkLBKIiEhTXB0+HK13wqATQg2JfSE9t4pXEkJYJBARkaYcqm2FKAZ+6BsNff8xl8fUxbOwSCAiIk05eLr/Ww0AkMcxyLOwSCAiIk0pq+nf+KOk8zRIJ8cgg1gkEBGRppT3c7JBkmKOgyXBgNZ2LxytHIMEWCQQEZHGDHS7QRAEJi+egUUCERFpRlu7FycaXTDqdcizm/v99Wxe7I5FAhERaUZ5TWCroSA9EQZ9/3/EhZoXWSQAYJFAREQaUjbArQZJPlMXu2GRQEREmtGZtNi/yQYJUxe7Y5FARESaURbcbhg54CsJnamLHINkkUBERBoibTeMHmCRYDMbYTPHwdnhQ21LeySXpkosEoiISBOaXB6cbnYj3qDDsNT+TzZIOOHQiUUCERFpQkUwaXFERhL0OmHAr8OshE4sEoiISBPKgkmLA91qkOQG8xXYvMgigYiINEJKWhxo06Ikn1kJISwSiIhIE8przm/8USL1JHC7gUUCERFpRNkAD3Y6U9cjo/3+2B6DZJFARESq19DWgdqWdpiNegyxmc7rtZJNcUhNNMLt8aO6xR2hFaoTiwQiIlI9KWlxZEYSdOcx2SDJCzUvxvaWQ7+KhCVLlkCv1yMpKSl0u/3220OP79q1CzNnzkRiYiJycnKwZMkSJlYREVHUSUmL57vVIMkLJS/G9oSDob9fMGXKFHz++edn3d/S0oLZs2dj/vz5WLt2LSoqKjBnzhwkJydj4cKFEVksERFROOd7sNOZ8u2ccAAiuN2watUq+Hw+LF26FCaTCePHj8cjjzyCFStWROotiIiIwgptN5znZINEupLA7YZ+Ki0tRXp6OnJzc3HHHXfg8OHDAIAdO3aguLgYBkPnxYmSkhJUVlaiubk57Gt5PB64XK5uNyIiov4QRTFUJIzOitCVBKYuAuhnkTBv3jzs27cPNTU12LJlCwRBwKxZs9Da2orm5mbYbLZuz09JSQGAHouEZcuWwWw2h252u31gfwoiIopZjtYONDg9sMQbkGVNiMhrSqmLVXXOmB6D7FeRMG7cOOTm5kIQBAwZMgQvv/wyTpw4gS1btsBqtaKxsbHb8xsaGgAAVqs17OstWrQITqczdKurqxvYn4KIiGJWeZetBkE4/8kGALAkxCEtyYh2rx+nmmN3DPK8ehIEQYAgCBBFERMmTEBpaSm8Xm/o8W3btqGgoKDHIiEuLg4mk6nbjYiIqD+krYZINS1K8ti82L8i4Z133oHD4QAAVFdX4+6770ZmZiamTp2KuXPnQq/XY/HixXC5XNizZw+eeeYZ3H///VFZOBEREQAcjFDS4pnYvNjPIuH111/H2LFjYTabMXHiRHg8Hqxbtw4WiwUWiwVr167Fpk2bYLfbMWvWLCxYsIDjj0REFFXlUbqSwIOe+pmT8OGHH/b6eFFRETZv3nxeCyIiIuqrrpMN53uw05l40BNjmYmISMWqm9vR7PbCZo5DuiU+oq+dlxaYcDgSw6mLLBKIiEi1QlcRMiwRm2yQSFcSjtY54YvRMUgWCUREpFqRTlrsKjHegAxLPDp8fpxsjM2wPxYJRESkWuXByYZIJS2eKS/GkxdZJBARkWodDB0RHaUiIZi8GKsTDiwSiIhIlURRREXoiOjIbzcAXbMSYrN5kUUCERGp0skmN1rbvUhLMsKeFNnJBkl+jI9BskggIiJVKjsd3a0GoEtPArcbiIiI1CNaIUpdhcYg653w+vxRex+lYpFARESqVCad2RClyQYAMBn1yLImwOsXcSIGxyBZJBARkSpF6/THM8Vy8iKLBCIiUh2/v8tkQxR7EoDYPuiJRQIREanO8QYXXB4fMq3xSDbHRfW9pL6EWDwymkUCERGpzsFB2moAYjt1kUUCERGpTlmUkxa7Ch0ZzSsJREREylceLBJGZ0Vv/FGSG4xmPtbggifGxiBZJBARkeocDI4/jhyE7YaEOD1ykhPg84s43hBbY5AsEoiISFV8fhGHaoNFQkb0ryQAsZu8yCKBiIhUpaquDR1eP3KSE2BJiO5kg6TzoCcWCURERIoVClGKYtLimWL1oCcWCUREpCqhOOZB6EeQdI5BxlbqIosEIiJSlc7xx8HpRwCAfCmamdsNREREylUWGn8cvCsJw1LN0AnA8QYnOryxMwbJIoGIiFTD4/OHmgdHDOKVhHiDHjk2E/wicKwhdrYcWCQQEZFqHHG0weMTMSzVBLPRMKjvHYvJiywSiIhINaSmxdGD2LQokY6MjqUxSBYJRESkGtLBToORtHimvBgcg2SRQEREqlEeOv1x8PoRJPmh1EX2JBARESlO2SAeEX2mWExdZJFARESq0O714UidEzoBKEwf/CsJw1ICY5Anm1xwe3yD/v5yYJFARESqUFnbBp9fRK49EQlx+kF/f6NBh6EpZohiIC8hFrBIICIiVSiTsR9B0rnlwCKBiIhIMeTsR5Dk22MrnplFAhERqYKUkSDH+KMkdCUhRsYgWSQQEZEqSOOPcgQpSWItdZFFAhERKZ6rw4eqeicMOiGUVyCH0JHRLBKIiIiU4VBtK0Qx8EPaaJDvR9fQFBP0OgEnm9wxMQbJIoGIiBRPCZMNABCn12FYigkAUFWn/QkHFglERKR4BxUw2SCJpeRFFglERKR45cHJBkUUCcHmxaoYmHBgkUBERIqnlO0GoMtBTywSiIiI5NXW7sXxBheMeh1y7fJNNki43UBERKQQ5TWBrYaC9ETE6eX/sZVvj50jo+X/tImIiHohbTXImbTYVY4tAXF6Aaeb3XB1aHsMkkUCEREpWtlpKWlR/n4EADDodRiWEjzDQeN9CSwSiIhI0cpq5D+z4Uyxkrw44CLhxhtvhCAIWLduXei+DRs2YOLEiTCbzcjPz8fzzz8fkUUSEVHsKldQRoJEGoPU+kFPAyoSXn31VTid3Rs2qqqqcM011+Cuu+5CY2MjXnnlFTz66KN47733IrJQIiKKPc1uD041uRFv0GF4qlnu5YTkp8XGkdH9LhKOHz+OJ554Ai+99FK3+1955RWMGjUK999/P4xGIy699FIsWLAAK1asiNhiiYgotkhXEUZkJEGvE2ReTafO7QZtTzj0q0gQRRELFizAE088geHDh3d7bMeOHZg8eXK3+0pKSlBaWtrj63k8Hrhcrm43IiIiSZmCkha7Ch0Zze2GTs8//zxEUcQ999xz1mPNzc2w2Wzd7ktJSUFzc3OPr7ds2TKYzebQzW6392c5RESkcWUK7EcAgBybCUa9DjUt7Whr98q9nKjpc5Fw6NAhLF26FCtXrgz7uNVqRWNjY7f7GhoaYLVae3zNRYsWwel0hm51dXV9XQ4REcUAJcUxd6XXCRhu1/4YpKGvT9y8eTPq6uowadKkbvffdNNNuPXWWzFhwgR88MEH3R7btm0biouLe3zNuLg4xMXF9XPJREQUK5S63QAEthwqalpxxOHEhTnJci8nKvpcJNxyyy2YNWtWt/uGDRuGF198EVdeeSVaWlrwu9/9Ds8//zzuuusufPXVV3j55Zfx8ssvR3zRRESkfQ1tHahtaYfZqMcQm0nu5ZwlNOHAKwkI9Q2cKS0tDampqUhNTcXHH3+MhQsX4qGHHkJmZiaeeuopzJ07N6ILJiKi2BCKY85Igk5Bkw0S6bApLR/01OciIRxRFLv992WXXdbrNAMREVFfKTFpsav8GEhdZCwzEREpkpSRMFqhRUIoK0HD2w0sEoiISJEOnpZOf1TWZIMk25qAeIMOjtYOtLg9ci8nKlgkEBGRIpXXKHeyAQB0OgG50hikRpMXWSQQEZHiOFrbUd/WAUu8AdnJCXIvp0daT15kkUBERIpT1mWrQRCUN9kg0XrzIosEIiJSHKXGMZ9Jal7U6pHRLBKIiEhxlD7+KAltN/BKAhER0eCQthuUOv4oCW031LFxkYiIKOpEUVTswU5nyrDEIyFOh/q2DjS5tDcGySKBiIgUpaalHc1uL5JNcUi3xMu9nF7pdIKmtxxYJBARkaKUdUlaVPJkg0TLY5AsEoiISFGUnrR4ptCEA68kEBERRVd5tbKTFs8UOjKaRQIREVF0ldWoIyNB0rndoL0JBxYJRESkGKIodrmSoI7thnwNnwbJIoGIiBTjZJMbre1e2BONsCcpe7JBkm6JR6JRj0anB43ODrmXE1EsEoiISDHUEsfclSAIyLVrs3mRRQIRESmGlLSolq0GiVa3HFgkEBGRYpRVq+PMhjPl2gMTDocd2mpeZJFARESKUR6cbBidpa4iIU+jR0azSCAiIkXw+7tMNmSoq0jgdgMREVEUHW9wweXxIcMSj2RznNzL6Ze8Lo2LoijKvJrIYZFARESKEDqzQWVbDQCQlmREUrwBLW4v6tu0MwbJIoGIiBThYLBIGKmyrQYgMAaZJ8Uzayh5kUUCEREpQnm1OscfJVo8MppFAhERKYJaxx8lWmxeZJFARESy8/lFVNSq68yGM+VpMHWRRQIREcmuqq4NHV4/cpITYElQ12SDJI9XEoiIiCJP7VsNAJAXTF084nBqZgySRQIREclOzeOPktREIywJBrS2e+Fo1cYYJIsEIiKSXVlo/FGd/QhAYAxSa82LLBKI6LxUN7txMHhyH9FAheKYVbzdAGiveZFFAhENmCiK+PeXv8a1f96MymBnOlF/eXx+VDqkngT1XkkAtHfQE4sEIhqww442HDjdAo9PxNvfHJN7OaRSRxxt8PhEDEs1wWw0yL2c85IfTF2s0kjqIosEIhqw9QdrQ//73W+Pw+Pzy7gaUqsylZ78GA63G4iIgjYcrAEA6HUCHK0d+Nf+GplXRGokNS2OUvFkg6Rr46IWxiBZJBDRgDg7vPiqsh6CANx7aQEA4J1t3HKg/itT+ZkNXdnMRtjMcXB2+FDb0i73cs4biwQiGpAtFXXo8PnxnaE23DW9AHF6ARsO1uBUk0vupZHKlKn49MdwtLTlwCKBiAZkfXCr4bLR6UhNNOLKC7PgF4G/bzsu88pITdq9Phypc0InACNUnJHQVSh5UQNZCSwSiKjfRFHEhmDT4uWjMwAAt140DADwzvZj8PvVvxdLg6Oytg0+v4hceyIS4vRyLycipDHIww71TziwSCCifiuvacWJRhfsiUaMH5IMAJg+Ig1DbCYcq3dha2WdzCsktdBC0uKZ8jWUlcAigYj6TZpquHR0OnQ6AQCg0wm4+aKhAIC3mJlAfSQlLar5zIYzST0J3G4gopi0/kD3rQbJzRcNgyAAa/ecRkObNg64oeg6KF1JUHkcc1ddj4xW+9YbiwQi6pcWtwffHKmHTgBmjEzr9tgQmwkzR6ajw+fH+ztOyLRCUpNyDY0/SpJNcUhNNMLt8aNG5WOQLBKIqF++qHDA6xcxcXgKbGbjWY/fWhJoYHz7m2OaCJOh6HF7fKiqd8KgE1CQpp0iAeiccFD7GCSLBCLql9BWw5iMsI/PGpuJ1EQjDpxuwa7jTYO5NFKZippWiGLg8rzRoK0fR3kaOTK6X38rTz75JAoLC5GcnIy0tDTMnj0bO3bs6PacXbt2YebMmUhMTEROTg6WLFnC3yaINEIURWwo68xHCMdo0GFu8RAAbGCk3mkpafFM+XZtTDj0q0i47bbbsG3bNjQ1NeHkyZO48sorMXv2bPh8PgBAS0sLZs+ejWnTpsHhcGDt2rVYuXIlli9fHo21E9Eg23+qBdXN7ciwxOOCbGuPz5O2HD7aeRLODu9gLY9URjrYSStJi111ZiXEUJEwevRopKSkAAj8RqHX61FTU4P6+noAwKpVq+Dz+bB06VKYTCaMHz8ejzzyCFasWBH29TweD1wuV7cbESlX15RFQRB6fN7ITAsm5aagtd2LNbtODdbySGWkKwlaGn+UaGUMst+bQGvWrIHNZkNCQgIeeughLFy4EOnpgcuOO3bsQHFxMQyGzvPAS0pKUFlZiebm5rNea9myZTCbzaGb3W4/jz8KEUWblI9w5uhjOFIC49vccqAeaHm7IS8t0LhYVedU9Rhkv4uEa665Bo2Njairq8Mf/vAHTJkyJfRYc3MzbDZbt+dLVx7CFQmLFi2C0+kM3erqmNJGpFRNTg+2VzXAoBMw7YzRx3CuKcpGolGPbVUNqKhpHYQVkpq0tXtxvMGFOL2A3OBv3VpiSYhDWpIR7V4/TjW75V7OgA24nTQ1NRU/+clPcPfdd2Pnzp0AAKvVisbGxm7Pa2hoCD12pri4OJhMpm43IlKmzRW18IvARXkpsCbEnfP5ifEGXD8hBwCPkKazlQcLx8L0JMTptTXZIMnTQPPief3N+P1+eDwelJeXAwAmTJiA0tJSeL2djUrbtm1DQUFB2CKBiNSjp5TF3twS3HJ4d/txdHj9UVkXqVOZBpMWz6SF5sV+FQl/+tOfUF1dDQCora3FfffdB6PRiGnTpgEA5s6dC71ej8WLF8PlcmHPnj145plncP/990d+5UQ0aPx+ERtDo499LxImDLNhdKYFdW0d+OxAdbSWRyoUSlrU0MFOZ5IOeqpScfNiv4qETz/9FEVFRUhMTERRURFOnz6NdevWITs7GwBgsViwdu1abNq0CXa7HbNmzcKCBQuwcOHCqCyeiAbHnpNNcLR2ICc5oV9NZoIg4JbgOCQzE6grafxxlAYnGyTSdoOaj4w2nPspnVavXn3O5xQVFWHz5s0DXhARKY+01XDZmIxeRx/DubF4CH73jwPYVFaLk40u5NjYe0RdJxs0XCQEJxzUPAapzW4RIoooKWWxP/0IktREI668MBN+Efj79uORXhqpULPbg1NNbsQbdBieapZ7OVEjXUk4WueET6VjkCwSiKhX9W0d2HGsEUa9DlMLB5ZlIiUwvrPtmKpnxikyyoNbDSMykqDX9e/KlJokxhuQYYlHh8+Pk43qDAtkkUBEvdpUVgtRBCbnpyIxvl87lCHTCtMwxGbC8QYXthxiHkqsi4WtBonakxdZJBBRr7pGMQ+UTieEria89c3RiKyL1Ktz/FG7kw2SUF+CSscgWSQQUY98fhEby3o/Grqv5k0aCkEAPtlbjYa2jkgsj1RK2m4YHQtXEtLUPeHAIoGIerTzeCManR4MTzWjIO38onNzbCZcOiodHT4/3is9EaEVkhodjKHthnxuNxCRVm04IE019H7qY191PfRJFNnAGIsanR2obWmHKU6PITEwDitdSeB2AxFpzvqDwXyEAYw+hvPdsZmwJxpxsLoFO483ReQ1SV1CIUqZSdBpeLJBIjUuHmtwwutTXzQ5iwQiCqumxY3dJ5oQb9DhkoLIHONuNOhw06ShAIC32cAYkw7GwJkNXZmMemRZE+DxiTjZqL7TIFkkEFFYG4NXEaYU2mEy6iP2utKhTx/uOIm2du85nk1aEzqzIQYmGyTShMNhFfYlsEggorA2lPX/1Me+GJGRhItyU9DW4cOa3aci+tqkfLGUkSDJV3FfAosEIjqL1+fHpigVCUBnAuPbPPQp5nT2JMROkdB50BOLBCLSgG+PNqLF7UVBWiKG2yOfrX9NUTaS4g3YXtWAipqWiL8+KZOjtR31bR2wxBuQnZwg93IGTa6KxyBZJBDRWTpTFiN/FQEAzEYDrvtODgBeTYgl0lbDiMykiIzUqgW3G4hIU9ZL+QhjBh7FfC7SlsO7355Ah1d9o2HUf2WnA0VCLCQtdpUbvBp3rMEFj8rGIFkkEFE3p5vcOHC6BaY4PSbnp0btfb4zNBljsiyob+vAv/ZXR+19SDnKagL9CLEy/ihJiNMjJzkBPr+I4w3qOg2SRQIRdbMhuNUwbUQa4g2RG308kyB0PfSJWw6xIBbHHyVqTV5kkUBE3UTi1Me++v6EITDqddhUXosTjer6DYv6RxTF0GRDrG03AF2KBJU1L7JIIKKQDq8fn5c7AAxOkZCSaMTscVkQReDv245H/f1IPjUt7WhyeZBsikO6JV7u5Qy60EFPvJJARGq17Ug92jp8GJWZhKEpkR99DEc69Omdbcfg8/PQJ60q67LVEEuTDZLQkdF16joymkUCEYVEK2WxN1ML7RiaYsKJRhe+qHAM2vvS4IrFEKWu8oPRzLySQESqJY0+RisfIRydTug8QnobGxi1Shp/jNUiYViqGYIAHG9wqmrkl0UCEQEAjtU7UV7TiqR4Ay7KSxnU95530VDoBOCTvadR39YxqO9Ng6OsRjr9MfYmGwAg3qBHTrIJfjFwbLRasEggIgCdWw3TR6QhTj+43xqyk024dFQ6PD4Rq75lA6PWiKKI8hiebJCoMXmRRQIRAQA2DELKYm9uLRkOINDAKIpsYNSSk01utLZ7YU80wp4Ue5MNktCR0SwSiEhN3B4fthyqAzC4/QhdfXdsBtKSjCirbkXpsUZZ1kDRIU02xOpWgyRPhQc9sUggInx9uB4ujw8XZFuRaZXndL44vQ43TRwKAHiHCYyaIiUtxvJWA9B1u4E9CUSkIoOZstibm4NTDh/uPInWdq+sa6HIOXg6Ns9sOJMaUxdZJBARNhwM5iOMkWerQTIiIwkleSlwdviwZtdJWddCkVNeE9vjj5JhKWboBOBkowvtXp/cy+kTFglEMe6Iow2HHW2wJhhQPMwm93JCDYxvc8tBE/z+zsmGWDzYqSujQYehKebAGGS9OrYcWCQQxTjp1MeZo9JhGOTRx3CuHp+FpHgDvj3aGGp4I/U63uCCy+NDhiUeNrNR7uXILhTPrJK+BPm/IxCRrNYfHPwo5t6YjQZcPyEHQGxfTWho68Dj7+3Gml2n5F7Keek8syG2txok+XZ1xTOzSCCKYa4OH7ZWBkYfZ46St2mxq9tKAg2M75WeUM3ebST5/CJ+/FYp/vrVUdz/12/x3IYK1WZHlLEfoZtcu3TQE4sEIlK4rZUOdHj9KBqarKjje8cPScaYLAvq2zqwbl+N3MsZdMvXlWFzuQNJ8QYIAvD7fx7Ekx/tg1+Fp2R2ntkQ2/0IErWlLrJIIIph6w8EthrkClDqiSAIoasJsXbo07p91fjzZxXQCcCLP5iEP99eDKNeh1e2HMGDb5Wq7sqKdPpjrI8/SvJYJBCRGoiiGMpHuFzmfIRwvl88BEaDDpvLa3FcRQfinI+qujYsfGcHAOCns0dj2og0XFuUg1cWlCAp3oA1u07h31/+Gs1uj7wL7SOfX0RFrVQk8EoCAAxNMUGvE3CyyQ23R/kFH4sEohh1qLYNxxtcSE00omioTe7lnMVmNuKqC7MgisDftmn/0CdXhw/3vv4tWtxefO+CTPznpYWhx6YWpuHt/7gE6ZZ4fFlZj1te2IrqZreMq+2bqro2dHj9yElOgDUhTu7lKEKcXodhKSYAQFWd8otfFglEMSo0+jgyDXqdIPNqwpO2HP6+/Th8KtyP7ytRFLHo/d3Yf6oZeXYz/nDLdyAI3f9OLsxJxqr/nIqCtEQcON2Cuc9twaHgb+lKxa2G8NSUvMgigShGhbYaZE5Z7M0lBXYMSzXhRKMLn1c45F5O1Lzx1VGs+vYEEuJ0eOEHk3r8rXtYqhl//8+p+M4wG040ujDv+S0oPdowyKvtu/JqNi2GEzroSQV9CSwSiGJQa7sXXx+uhyAAM0cqrx9BotMJuDV4nsPb3xyVeTXRseNYI3710T4AwG/nFmFMlrXX56cmGvHmjy7G5aPT0eD04I6XvsJnB6oHY6n9VlYjJS3ySkJX+bySQERK9kWFAx6fiOJhNqQkKjsFb96kYdAJwKf7qlHX2i73ciKqvq0D972+HR0+P344JRffLx7Sp68zGw34nx9ehHmThsLl8eFHr27HOwqcAukcf2SR0FVn6iKLBCJSoA0KS1nsTVZyAi4bnQGPT8R7pSfkXk7E+PwifvxmKU42uVE83IYnrrmgX18fp9fh6XlFuP/yQvj8In729114dr1yQpc8Pj8qHYErCSMyuN3QVb5dPUdGs0ggijGiKIaaFpWWj9CTW6XMhG+OKeaH4Pn6708P4vMKB+yJRjx350QYDf3/diwIAh6ZPQZPXn8hBAF4eu1BLPlwryKaPKvq2uDxiRiWakJivEHu5ShKji0BBp2A081uuDqUPQbJIoEoxhysbsGpJjfSkuJxYU7v+99KccWYDKQlxaO8phXfHm2Ueznn7dN91Xh2/SHoBODPtxcjO9l0Xq/371Pz8OwdE2HU6/CXrVV48M1vZZ/BP3g62I+Qwa2GMxn0OgxPDZ7hoPC+BBYJRDGmM2UxHTqFjj6eKU6vw02TAvv1am9gPOJow0PBwKRHZo/B1BFpEXndq8dn4y8LJsMSb8DHu0/LHrokHezE8cfw1JK82K8i4dFHH8X48eNhtVqRnZ2N22+/HceOdW+WOXr0KK699lpYLBakpaXhgQceQEdHR0QXTUQD15myqI6tBok05bB61ym0tntlXs3ABAKTtqPF7cXsCzNx76UFEX39KYV2vHPvFGRY4vHVYXlDl8qDBzuNzmI/Qjh5KjnoqV9FgiAIeOWVV+BwOLB//34IgoDrrrsu9Ljf78e1116L1NRUnDhxAtu3b8emTZvwyCOPRHzhRNR/zW4Ptlc1QK8TMH1kZH6DHSwF6UmYnJcKZ4cPq3eelHs5/SaKIha9txsHTrcgPy0RT998dmBSJIzNtmLVfVNRkN4ZulRRM/ihSweDkw0jud0QVn6aOo6M7leR8Jvf/AaTJk2C0WiEzWbDz372M+zcuRMNDYEwj82bN2P//v347//+b1itVuTm5mLp0qVYuXIl3G7lR4gSad3n5Q74/CImDU9Bskl9MblSA+Nb3yhv3O9cXv/qKFaVnoApTo8X/q3nwKRIGJpixrv3TkXx8GDo0gtb8O0ghi61e304UueETuBkQ086UxeVPeFwXj0Jn3zyCXJzc5GSkgIA2LFjBwoKCpCW1vkbSklJCZxOJ8rKys76eo/HA5fL1e1GFA2fHajGmF/8A29+re797PO1/kBwqmGMcgOUenP1+GxY4g3Ycawx9JuqGpQebcCvPtoLAPjtTeMxOiv6v12nJBrxxt0X44oxGWh0enDHS1/iX/sHJ3TpsKMNPr+IXHsiEuL0g/KeaqOW1MUBFwnr1q3Dk08+iRdeeCF0X3NzM2w2W7fnSQVEc3PzWa+xbNkymM3m0M1utw90OUQ9amv3YtF7e+D2+PHUx/vR0BabPTJ+v4gNZerJRwjHZNTj+gk5AALjkGpQ19qO+974Fh6fiPlT83DDhL4FJkWC2WjA//xgEm65aCjcHj/ueW073hmEz61zq4FXEXqSYzPBqNehpqUdbQrusRlQkbB69WrMmzcPr7/+Oq666qrQ/VarFY2Njd2eK21FWK1nj1otWrQITqczdKurqxvIcoh6tWJ9BU41Bba7Wtxe/Olf5TKvSB77TjWjtqUdWdYEjBmE32Sj5baS4QCAVaXH0e5V9oy5zy/ix2+V4lSTGxOH2/D41WMHfQ0GvQ6/u6kID14xIhC69O4urPisPKp5E+XVjGM+F71OwHC78scg+10kvPHGG7jzzjvx9ttv48Ybb+z22IQJE3D48OFuP+y3bdsGs9mMUaNGnfVacXFxMJlM3W5EkXSothUrN1cCAH47dzwEAXj9yypVxKFG2obQgU7pUWmYGyzjhlgxNtuKRqcHn+5T5pkFkj98chBfVNQhLcmI5+6cNKDApEgQBAEPXzkaS28IhC4980kZfvlB9EKXpPHHUSouRgdDngqSF/v1L3bFihV44IEHsHr1asyePfusx2fMmIExY8bg4YcfRktLC44ePYpf/vKXuOuuu5CQkBCxRRP1hSiKWPLhXnh8Im4rGYbbJg/HzZOGwusX8bt/HJB7eYNufTCK+dJR6txqkAiCEDpCWslbDp/sPY3nNhyCXifgz7dPRFay/N8DfzAlD8/dEUh3fO3LKjzw1+iELpXx9Mc+ydPalYQHH3wQra2tmDNnDpKSkkK3zZs3B15Mp8NHH32E2tpaZGdno7i4GNOnT8fTTz8dlcUT9eafe05jc7kDyaY4/OyqMQCAh68cDVOcHv/cexpfH66XeYWDp6GtA6VHGxCnFzBthPp7f74/YQiMBh0+r3DgWL3yfgs77GjDw+/sBAD8bPZoTClUzmc+Z3w2Xl0wGZYEA/6x5zR++PLXaHJFLnTJ7fGhqt4JvU4InXZI4anhoKd+FQmiKMLj8aC1tbXbbcaMGaHn5ObmYs2aNWhtbUVdXR1WrFiB+Pj4iC+cqDfODi+Wrg4cv/vT2aORGjzpMNOagHtmBgJslq3ZB78CMu4Hw6byWvhFoCQvFZYojt4NlmRzHOaMy4IoAn/bflzu5XTj7PDiP1/fjpZ2L666MCv0701JLimw42/3TkGmNR5fB0OXTjdFZky9oqYVohg4DjnewMmG3uSrIHWRscykSSs+q8DJJjfGDbHijsnDuz12z8wCpFvisfN4E1bvPiXTCgeXmk597CspM+Fv244p4kAjQApM2oMDp1tQkJaIp28uUmz/x5gsK1bdNw2F6Yk4WN2Cuc99gYqa8x8r5VZD33VmJbBIIBo0lbWteCnYrPirG8ZBf8b5BInxBjz8vUAj7e/+cUD2g3Cize8XsVEafVRpPkI4l+TbMTzVjFNNbmwur5V7OQACTbHvSYFJP5ik+Ks2Q2wm/P3eqZg43IaTTW7Me2ErtledX+hSWXCygUmL55ZtTUC8QQdHawdaZDxnozcsEkhTRFHE4mCz4i0XDcXE4Slhn3fzRcMwOtOCE40u/GXLkcFd5CDbdaIJ9W0dGGIzoTBdO7/d6XRCtyOk5fbt0Qb8KrjF9bt5RaoZ/wuELl2CWWMDoUt3rvwS685jaqQ8dCVBHX9+Oel0AnKDzYtVCk1eZJFAmrJ2b6BZ0ZpgwM+DzYrh6HUCHr8mMLO+Yn0F6jUcsCSlLKp99DGceZOGQicEjl52tLbLtg5Hazvue70zMOn67+TItpaBMBkDUdG3lQwLhi5tw1sDTCc9WM2DnfojdNCTQvsSWCSQZrg6fFi6ej8A4JHZo2FP6r1h9tJR6ZgxMg0tbi/+n4YDljao9NTHvsi0JuDy0Rnw+kW89+0JWdbg9fnx4zdLcbrZjUm5KbIEJkWCQa/Db+aOx4+vGAG/CDy6ajf+/K/+hS61tXtxvMGFOL2AXDsnG/pC6c2LLBJIM55dX4ETjS5cmGPFHRfn9ulrFl0zFrpgwFJl7eCflBdtjtZ27DzeBKNBp6gxvEjqPPTpaFRTBHvyh0/LsOVQHdKS4vHcnRNlC0yKBEEQ8NCVo7H0++MgCIE/2y8+2NPnxlDptMmCtCTE6dX7OQym0BikQpsX+bdImnDY0Yb/2dRzs2JPxmRZcfOkYYGApX9qL2BpU7Bh8ZICO8xGg8yriY7Lx2QgLSkeh2rbBvWkQyCwvfV8MDBpxR3FyLTKH5gUCT+4JBfPBwue1788ivvf6FvoEpMW+0/pBz2xSCDVk5IVO3x+zJs0FJNywzcr9uShK0fBFKfH2r3V+KpSW+eHSCmLl43SzlTDmeL0OsybNBQA8NbXg9fAeNjRhp8GA5N+ftVoXFKgrSs1V43Lxut3XQxrggH/3HsaP/zfr9Hk7L0DP1Qk8GCnPstLk1IX2bhIFBWf7KvGxrJaWBIMeHROz82KPcm0JuA/Lg0E3jz18X7NBCx5ff7QlYTLx2ivH6Eracth9a5TgzJK5uzw4t7XAoFJc8Zl4UczlBeYFAmT81Pxt3unIsuagK+P1OOWF7fiVJOrx+eHxh852dBnmZYEJMTpUN/WEdHky0hhkUCq5urw4VcfBZMVrxyNtHM0K/bknpkFyAgGLH2062QklyibHcca0eTyIM9u1nw8bn5aIibnp8Ll8WH1rugGZImiiMdW7cbB6hYUpCfi9/OUG5gUCaOzLHj3vqkYkZGEg9UtuOm5LaExxzOVhyYbWCT0lU4nKHrLgUUCqdpzGwLNimOzrbjz4uHn/oIemI0GPHxlIGDp9/88qImApfXBqYbLNDjVEM5toQbG6G45vLq1Ch/sOAmzUY8X/035gUmREAhdmoJJuSmh0KVtR7qffdLs9uBkkxvxBh2Gp5plWqk6hYoEBTYvskgg1TriaMOLGwPNiktvuBCG8+ymnjdpGMZkBQKWXtFAwFIoilnjWw2SOeOyYUkwYOexRhw43RyV99he1YBfrwkGJt1UFFOX1W1mI964+2LMGpuJJpcHd678qttR3eXBrYbC9KQ+Nw5TgJIPemKRQKokiiKe/CjQrHjTxKG4KC/1vF9TrxNCM+7PfqbugKXqZjf2nmxGQpwOF+ef/2ejBiajHjdMCIQYRSOB0dHajvvfCAQmLZiWj+tUFpgUCQlxerzwbxNx++RhaPf68R+vbcObwdAlbjUMXH6aclMXWSSQKq3bX4P1BwferNiTmaPSMXNUOlravfjTurKIve5g2xi8ijC1MA0JcbFzEt9tJYEtp/dKT6DdG7ktI6/Pjwf/GghMKslLwWNXR+7fnNoY9Do8deN4/OS7I+EXgcdW7caf1pWHkhZH8mCnflNy6iKLBFIdt8eHJz/aCwB46HujkG6J7FHki64OBCy98dVRHFJpwNL6UMqidkcfwxk3JBkXZFvR6PTgk70DP3/gTE9/chBbKwOBSc/eMTHmg4IEQcDC743CshvHQScAf1xXhr9+FbiiMIoHO/VbvoJPg4ztf+mkSs9tOITjDS6MybLgB5f0LVmxP0ZnWXDLRcGApX+oL2DJ4/Pj83IHgNhpWuzqtsmRPfTpn3tO48WNldDrBDx7RzEyNBKYFAl3XpyL5/9tEowGHdq9fgDcbhiIdEs8Eo16NDo9aHQqa5uTRQKpSlVdG17YeAgAsPT74867WbEnD31vFMxGPT7ZV40vVRawtL2qAS3tXozISMKwGOwyv+E7QxBv0OHzCgeO1Z/fHm9lbSt++rdAYNJjc8bgYo0FJkXC7Auz8MbdFyPZFIchNhOG2ExyL0l1BKHzrAulbTmwSCBVefKjfejw+jG3eAhKItCs2JMMawL+Y2YhAPUFLIVGHzWcstibZHMc5ozLAgD8bdvAryY4O7y49/XtaG334urxWbhren6klqg5JXmp2Pzzy/HP/5oBHScbBqQzeZFFAtGArNtXjc8O1MASb8Cjg9A49qOZ+ciwxGOXygKWNhyIrdHHcG4NNjC+s+14nw8n6koURTz67m6UVbeiMD0Rv5/3HU0HJkWCNSEuJjIjoqWzeVFZEw4sEkgV3B4fnlwdaFZc+L1RyLBEf1/YbDTgp1eOBqCegKUTjS4crG5BolGPi/L6d4aFllxSkIo8uxmnm92haOr++MuWI/hwZzAw6QeTkBSvzcOxSDnyFHpkNIsEUoUXNh7CsfpAs+IPp0S+WbEnN00aGgpY+r8vjgza+w7UhuBWw7QRaYg3xM7o45kEQcDNFw2sgXF7VT1+vWY/AOD384owgt36NAiUOuHAIoEU72idE89tCDQrPnn9+Scr9odeJ2DRNYGApefWV6CutX3Q3nsgYi1lsTfzJg2FXidg3f5q1Lb07e+ttqUd973xLbx+EXdNz8e1RbEXmETy6JqVIIrK6YFikUCK96vVe9Hh9ePG4iGydJfPGJmOS4MBS//vX+WD/v591e714YsKafQxNpsWu8q0JuDy0enw+kWs+vb4OZ/v9fnx4Jvforq5HSV5KREN6SI6l7QkI5LiDWhxe9FwjiO5BxOLBFK0zw5UY93+GiTFG/CYjN+0H1dBwNI3hxvg7PBhTJYF2ckcQwM6Gxjf3nbsnL+dPb32IL6srEe6hYFJNPgEQQhNOChpDJL/LyDFcnt8WPJh4DCd/5o1UtYQm9FZFtxaEghY+q1CA5Zi7dTHvrh8dDoyLPGorG3DtqqGHp/3zz2n8OImKTBpIgOTSBZKPDKaRQIp1osbK3G03olRmUn496l5ci8HC4MBS58qNGApVqOYe2PQ63DTpKEAem5gPFTbip/+bReAQGDS5Bg5EIuUR4nNiywSSJGO1Tvx3IYKAMCvbhiniEu/GZYE3HtpIGBp2RplBSwdrXOisrYNlgQDJubG7uhjOLcEpxzW7DqFZnf3vd62di/ufS0QmHRNUTYDk0hWSjzoSf7vvERh/Gr1PrR7/bhhQg4uUVAU7t0z8pFpjcfuE034cKdyApY2lAWuIswYmaaIgkpJ8tMScXF+KlweHz7q8ncmiiIeXbUb5TWtGJGRhN/dVMTAJJKVElMX+d2EFGf9gRp8uq8aiUY9Hr96rNzL6cZsNODhYMDS02uVE7C0/gD7EXojHfr0Tpcth1e2HMFHO08i0ajHC//GwCSSX2dPglMxY5AsEkhR3B4flnzUmayYqcAGspsmDsXYbCtONLrw8heH5V4O3B4fthwK9EjE6nkN5zJnXDYsCQbsPN6EfSebse1IPZYFA5Oevvk7GJGRJPMKiYDURCMsCQa0tnvhaFXGaZAsEkhRXtpUiao65TQrhqPXCVh0tRSwdEj2gKWtlXVo9/oxboiVXfk9SIjT4/sThgAAnt94KBSYdPf0fFw9Plvm1REFCIKguOZFFgmkGMfqnXg22Kz45PXKaFbsyfSRabhsdDpa2734k8wBSxullEVuNfTq1pLAlsNHO0+ipqUdk/NT8XMGJpHCKK15UbnfhSnmLF29D26PH9d9JwdTCpXTrNiTrgFLFTXyBCyJoojPQv0I3GrozbghyRg3xAoAyLDEY8UdxYouRCk2SQc9VfFKAlGnDQdr8EmwWXGRwpoVezIq04JbS4bDJ2PA0mFHG47WO2Ezx2HCMI4+nsvDV45G0dBkvPCDSYNykihRf+VLEw4KOTKaRQLJrt3rw5IPA82KP5k1ElnJ6vnmvfB7I2E26rFufzW2Hhr8gKX1wa2GmSPToddxfO9cLh+dgQ8fmI6Jw1lQkTJxu4HoDC9tqsSROidGZCTh/5umrjCbbgFLH+8b9IAl6Wjoy8dwq4FIC7o2LiphDJJFAsnqeIMTK9YHkxWvv1CVe8Q/mlGATGs89pxoxgc7Twza+zo7vPiqsh6CELiSQETqZzMbYTPHwdnh6/MR59Gkvu/IpCm/Xr0fbo8f1xZlY+qINLmXMyAmox4/lQKW/jl4AUtbKurQ4fOjaKgN9qT4QXlPIoq+XAVtObBIINlsLKvFP/eehtmox6Jr1NGs2JO5wYClk01u/O/ngxOwxAOdiLQp366ceGYWCSSLrs2KP/7uSGQnm2Re0fnR6wQ8ESx0nt9wCI4oByyJoogNzEcg0iRpDPKwAiYcWCSQLFZuPozDjjYUpidigcqaFXsybUQaLpcCltZFN2CpvKYVJxpdsCcaMX5IclTfi4gGV6h5kdsNFItONLqw4rPOY6CNBu38M3wsGLD016+PoqKmJWrvI001XDo6HTqOPhJpSuigJ243UCz69ep9cHl8uGZ8NqaptFmxJ6MyLbhtcvQDltYfCGw18NRHIu3JU9AYJIsEGlSby2vxjz2nYYpTf7NiT/5r1kgkGvVYt78GWw45Iv76LW4PvjlSD50AzByprSKLiIBkUxxSE41we/yobpZ3DJJFAg2aDq8fi7s0K+bY1N2s2JOuAUtPfbw/4gFLX1Q44PWLmDg8BTazMaKvTUTKkBeccJB7DJJFAg2a//38MCpr21CQnoi7pmujWbEnd88oQJY1AXtONOP9HZENWJK2Gi4fw60GIq3KU8iR0f0qEt566y3MmDEDVqsVgiDA6/V2e3zXrl2YOXMmEhMTkZOTgyVLlsi+n0LKcLLRhf8XPFL5yesv1FSzYjgmox4/nR0MWFobuYAlURSxoYynPhJpXb5dGRMO/fpOnZKSgvvuuw/Lly8/67GWlhbMnj0b06ZNg8PhwNq1a7Fy5cqwz6XYs2zNfrg8Plw9PgszYiRCeG7xEFyQbcWpCAYs7T/VgurmdmRY4nFBtjUir0lEypObpozUxX4VCbNnz8btt9+OgoKCsx5btWoVfD4fli5dCpPJhPHjx+ORRx7BihUrIrZYUqfPyx1Ys/sUTHF6PHHNBXIvZ9DoohCwJKUsXjY6HYLA0UcircpXyBhkxK757tixA8XFxTAYDKH7SkpKUFlZiebm5rBf4/F44HK5ut1IWwLNinsAAA9cMUKzzYo9mToiDVeMyUBruxfL15Wd9+uFTn3k6CORpuWlBRoXq+qcg366bFcRKxKam5ths9m63ZeSkhJ6LJxly5bBbDaHbna7PVLLIYV4+YvDOFTbhvy0RNw9Q9vNij15bM4Y6HUC3vz62HkFLDU5Pdhe1QCDTsA0jj4SaZolIQ5pSUa0e/041eyWbR0RKxKsVisaGxu73dfQ0BB6LJxFixbB6XSGbnV1dZFaDinAqabOZsUl11+IeINe5hXJY2SmBbeVDIPPL+I3Hw88YGlzRS38InBRXgqsCXERXCERKVGeApoXI1YkTJgwAaWlpd0mHrZt24aCgoIei4S4uDiYTKZuN9KOZWv2w9nhw1UXZuHSUbHRrNiT/5o1ColGPf51oAZbKgYWsMSURaLYooQxyH4VCT6fD263Gx0dHQCA9vZ2uN1u+P1+zJ07F3q9HosXL4bL5cKePXvwzDPP4P7774/KwknZvqhwYPWuU0iI0+EX18VOs2JP0i3x+M/LAgFLywYQsOT3i9hYxn4EoliihIOe+lUkvPbaazCZTJg9ezYAICkpCSaTCZs2bYLFYsHatWuxadMm2O12zJo1CwsWLMDChQujsnAtOuJow3++vh23vLAVf/jkILZUOCI2Xz+YuiYrPnD5CAyJsWbFntw1vQDZyQnYe7IZ75X2L2Bpz8kmOFo7kJOcgFGZSVFaIREpibTdIOeR0YZzP6XT/PnzMX/+/B4fLyoqwubNm893TTHH6/Pjpc2HsXxdGdq9fgDA10fq8efPKmA06DBpeAqmFtoxdYQdRUNtiNMrO4jolS2HUVHTijy7GT+aefa4bKwyGfX46ZWj8fDfduKZTw7i6vHZMBn71qcR2moYk8HRR6IYIU04yLnd0K8igSJvz4km/PzdXdh7MjABMrd4CK4al4WvD9dja2Ud9p1qxtbKOmytrMMfPgXMRj1K8lIDRUNhGi7IsUKvoKOCTze58ad1bFbsyY3FQ/DyF4ex92QzXv7iMO6/fESfvm4DtxqIYo50JeFonRM+vyjL93oWCTJxdfiw/F9lWLn5MHx+EUNsJjw1d3yowe/KC7MAAA1tHfjqcB22HArcKmpasbGsFhvLAr9ZWhMMuLjAHioaRmUmyfqb5rKP96Otw4crL8hkg10YOp2ARVePxR0rv8Jz6ytwy0XDkG6J7/Vr6ts6sONYI4x6HaYWckyYKFYkxhuQbolHbUs7Tja6MCzVPOhrYJEggy2HHHhs1W5U1TkhCMCCafl4+MpRSIw/+68jJdGIq8Zl46px2QCAmmZ34MpCsGg4Wu/Ep/uq8em+agCAPdGISwo7i4Y8u3nQioYthxz4aOfJQLPitWxW7MnUEWn47pgM/OtADZavK8OyG8f3+vxNZbUQRWByfmrYfyNEpF359kTUtrTjSF0biwSta3J68NTH+/H2tmMAgNGZFvz2pvEoHp7S59fIsCbghglDcMOEIQCA4w1ObD3UWTScbnZjza5TWLPrFAAgOzkBUwrtmFJgx9QRaVFrIvT4/Fj8QaBZ8f7LRsjyj1lNHrt6DDaU1eKtb45h/tQ8jMy09PjcrlHMRBRb8tLM+PpIPY442mQ594ZFwiD5x+5T+OWHe1Hb0g6jXocHrhiBey8tPO/TEIemmHHzRWbcfNEwiKKIw442bK0MFAxbD9XhVJMbq749gVXfBrrpc+1mTC2045ICO6YU2pFhSYjEHw+vfHEE5TWtyGWzYp+MyLDg9snD8PqXR/GbfxzAy/NLwj7P5xdDW0s8Gpoo9uSlyTvhwCIhyqqb3fjlB3uwdm9gO+Ci3BT89qbxGJHR82+OAyUIAgrSk1CQnoQ7L86F3y+irKYFWyoCjY9fVtahqs6Jqjon3vw6cDVjZEYSphYGCoZLCuywmY39ft/qZnfoXIIl112IhDg2K/bFf80ahfdLT+KzAzX4osKBaSPOjlreebwRjU4PhqeaURD8ZkFEsWP8kGRcNjodIzLkGX1mkRAlfr+It7cdw1Mf70eL24tEox6PzhmDOy/OhW6QOlR1OgFjsqwYk2XFgun58PlF7D3ZFGqC/OZwPcprWlFe04q/bK2CIAAXZFtD/Qwl+alI6sMe+FPBZsXvXZDJ33b7IS0pELD09NqDWLZmP1Y/OP2sfxsbDvDUR6JYNmNkuizbDBIWCVFw2NGGR9/dha8O1wMAvjsmA0u/P072ExD1OgFFQ20oGmrDvZcWosPrx67jjcGiwYFvqxqx92Qz9p5sxkubDwefnxwqGiblppx1leDLyjp8sOMk4g06/JLNiv121/R8vP5lFfadasaq0hOYN2lot8fXHwxuNXBShIhkIIiiKN8ZlGdwuVwwm81wOp2qPMfB4/Pjpc2VWL6uHB1eP+yJRiy5/kJcW5Stit8C3R4fvq1qCBUNO483wdclPtio16F4uA1TC9MwdYQd43KSccOzn6OsuhULZ43CT2aNlHH16rXq2+N46J2dyLImYP1PLwsFLNW0uDF52b8Qb9Bhxy+v7HPwEhHRufT15y2vJETI7uOBUKR9pwKhSDdNHIonrhmLlMT+7/HLJSFOj6kj0jB1RBqA0Wht9+KbYKjTlkMO7D3ZjK8O1+Orw/X44zrAoBPg9YsYnmrGf1zKZsWB+v6EQMDSnhPN+N/PK/HAFYFia2PwKsKUQjsLBCKSBYuE8+Tq8OGP68qwcnMl/CIwNMWEp24cj5kaOPUwKd6Ay8dkhPoMGp0d+LKyHl8Gi4ay6lYIAvDk9WxWPB86nYDHrx6LO176Cs9vOIRbSoYhw5KADWXcaiAiebFIOA9fVARCkY7WO6ETgLun5+OhK0fBbNTmx2ozG3HVuCxcNS6QBlnT4kaL24vCdB44dL6mFqZh1tgMrNtfg+XryvGr6y/EpjLpaGj1F5xEpE7a/GkWZU1OD369Zh/+tv04AGBMlgW/vakIE4bZ5F3YIMuwJCAKk5wx69E5Y7H+YC3e+vooLsyxosXtRUFaInLtHH0kInmwSOgHURTx8e7TWPzhXjhaA6FIP/7uCNwz8/xDkYhGZCThjsnD8dqXVaH0Sp5/QURyYpHQR6eb3PjFB3tCZySU5KXgN3OLZAu4IG36yayReK/0BFrbvQCAy8dwq4GI5MMi4Rz8fhFvfnMUv/34AFravUiKN+DROWNwx+ThgxaKRLGja8CSKU6Pyfmpci+JiGIYi4ReHKptxWOrduPrYCjSrLGBUKTsZPVlOJB63DU9HxU1rSgamox4A6dGiEg+DFMKw+Pz4382VeJP/wqEIqUlBUKRrhmvjlAkIiKi3jBMaYB2HW/Ez/6+CwdOtwAA5k0KhCIN5OAjIiIiNWOREOTs8OKPn5bhfz8/DL8IDEs14Tc3FmH6yLNP5iMiIooFLBIAfF7uwGPv7cKxehd0AvCjGflY+D3thiIRERH1RUz/FGx0duDXa/bj711CkX4/rwhFQ23yLoyIiEgBYrJIEEURa3afwpIP98LR2gGjQYeffHck7plZgDg9Q5GIiIiAGCwSTjW58Iv392Dd/hoAwOT8VPxm7nieP0BERHSGmCkS/H4Rb3x9FL/7xwG0tnthiTfg0avH4PYShiIRERGFExNFQkVNKx5btQvfHGkAAHzvgkwsvWEcspITZF4ZERGRcmm+SHi/9AR+9vdd6PD5kZYUj1/dcCHmjMtiKBIREdE5aL5IGDckGRCAWy4aisevZigSERFRX8VELPPJRhdybDxvgYiICOj7z9uYmPdjgUBERNR/MVEkEBERUf+xSCAiIqKwWCQQERFRWCwSiIiIKCwWCURERBQWiwQiIiIKi0UCERERhcUigYiIiMJikUBERERhsUggIiKisFgkEBERUVgsEoiIiCgsRR0VLR1I6XK5ZF4JERGRdkk/Z891ELSiigS32w0AsNvtMq+EiIhI+9xuN8xmc4+PC+K5yohB5Pf70djYiISEBAiCELHXdblcsNvtqKur6/XcbOoffq7Rw882Ovi5Rg8/2+iJxmcriiLcbjdsNht0up47DxR1JUGn0yE1NTVqr28ymfiPNwr4uUYPP9vo4OcaPfxsoyfSn21vVxAkbFwkIiKisFgkEBERUVgxUSQYDAYsXrwYBoOidldUj59r9PCzjQ5+rtHDzzZ65PxsFdW4SERERMoRE1cSiIiIqP9YJBAREVFYLBKIiIgoLBYJREREFJamiwRRFLF48WLk5OQgMTERM2fOxJ49e+Reluo9+uijGD9+PKxWK7Kzs3H77bfj2LFjci9Lc2688UYIgoB169bJvRTN2Lp1K6644gpYLBbYbDZMnToVfr9f7mWpXnV1Ne644w5kZmbCZrNhypQp2Lhxo9zLUp233noLM2bMgNVqhSAI8Hq93R7ftWsXZs6cicTEROTk5GDJkiXnPHvhfGm6SHjmmWfw8ssvY+3atXA4HJg2bRpmz56N1tZWuZemaoIg4JVXXoHD4cD+/fshCAKuu+46uZelKa+++iqcTqfcy9CUrVu3Ys6cOZg/fz6qq6vhcDjwxz/+MaIR8LHqvvvuw7Fjx7Bnzx7U1dVh3rx5uPbaa1FfXy/30lQlJSUF9913H5YvX37WYy0tLZg9ezamTZsGh8OBtWvXYuXKlWGfG1GihuXl5YnLly8P/bfH4xHT0tLEV199VcZVaU9paakIQKyvr5d7KZpw7NgxcdiwYWJVVZUIQPz000/lXpImTJ8+XXzooYfkXoYmFRUVdfte29LSIgIQv/zySxlXpV7r168XAYgejyd03yuvvCKmp6d3u2/58uViQUFBVNei2SsJTU1NOHLkCCZPnhy6z2AwoLi4GKWlpTKuTHs++eQT5ObmIiUlRe6lqJ4oiliwYAGeeOIJDB8+XO7laIbT6cSWLVug1+sxefJk2O12TJo0Ce+++67cS9OEn//853j//fdx6tQpeDwePPvssygsLERRUZHcS9OMHTt2oLi4uFugUklJCSorK9Hc3By199VsNJb0odlstm73p6SkRPUDjTXr1q3Dk08+yW+2EfL8889DFEXcc889ci9FU+rr6+H3+/GXv/wFq1evRnFxMT788EPcdttt2LhxI6ZMmSL3ElVt2rRpeO2115CTkwO9Xo/U1FS89957POgpgpqbm8P+PJMes1qtUXlfzV5JkD6wxsbGbvc3NDRE7cOMNatXr8a8efPw+uuv46qrrpJ7Oap36NAhLF26FCtXrpR7KZpjsVgAAPPnz0dJSQkMBgPmzp2Lyy+/HO+//768i1M5v9+PK664AllZWairq4Pb7cZLL72Eq6++Gjt27JB7eZphtVrD/jyTHosWzRYJycnJyMvLwzfffBO6z+v1hi7Z0Pl54403cOedd+Ltt9/GjTfeKPdyNGHz5s2oq6vDpEmTkJaWhrS0NADATTfdxCsL5yk5ORmFhYVsUoyChoYGVFZW4sc//jFSU1NhMBhwww03oLCwEGvXrpV7eZoxYcIElJaWdpt42LZtGwoKCqL7i29UOx5k9vvf/14cNmyYuHv3btHpdIqPP/64mJOTI7a0tMi9NFX785//LNpsNnHTpk1yL0VT2traxGPHjnW7ARDffPNNsa6uTu7lqd7y5cvFzMxMsbS0VPT5fOIHH3wgxsfHs7kuAsaOHSveddddYlNTk+jz+cSPPvpINBqNbLrtJ6/XK7pcLnHt2rUiALG1tVV0uVyiz+cTm5ubxaysLPHxxx8XnU6nuHv3bnHYsGHiH/7wh6iuSdNFgt/vF3/xi1+ImZmZoslkEmfMmCHu2rVL7mWpHgDRYDCIiYmJ3W4sGiIPnG6IqKeeekocOnSomJSUJBYXF4vvv/++3EvShLKyMvGGG24Q09PTRYvFIl5wwQXiiy++KPeyVOf//u//RABn3davXy+Koiju3LlTnD59umgymcTMzExx8eLFot/vj+qaeAokERERhaXZngQiIiI6PywSiIiIKCwWCURERBQWiwQiIiIKi0UCERERhcUigYiIiMJikUBERERhsUggIiKisFgkEBERUVgsEoiIiCgsFglEREQU1v8PkMhKcnmoewcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above plot should use the PNG format (which is the default):" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'png'}" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%config InlineBackend.figure_formats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And it should use the correct DPI setting,\n", "because the current directory contains\n", "a [matplotlibrc](matplotlibrc) file containing the line ...\n", "\n", " figure.dpi: 96\n", "\n", "... which should lead to the correct default value:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "96.0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.rcParams['figure.dpi']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib's original default value would be:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "100.0" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.rcParamsDefault['figure.dpi']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's temporarily change the default value:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.dpi'] = plt.rcParamsDefault['figure.dpi']" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For direct comparison, the correct DPI setting again:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.dpi'] = plt.rcParamsOrig['figure.dpi']" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Admittedly, the difference isn't huge, but it's clearly visible." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a separate DPI setting for saving a plot to a file.\n", "By default, this should be the same as `'figure.dpi'`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'figure'" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.rcParams['savefig.dpi']" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(data)\n", "fig.savefig('myfigure01.png')\n", "plt.close(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [saved figure](myfigure01.png) can be used in a Markdown cell like this:\n", "\n", " ![an example plot](myfigure01.png)\n", "\n", "And it should be shown here:\n", "\n", "![an example plot](myfigure01.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You might notice that the saved image has a larger white margin around the figure than what is visible in the previous plots.\n", "This is because by default, IPython uses the `'tight'` setting for `bbox_inches`.\n", "\n", "If you prefer the additional white margin, you can set this to `None`:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.print_figure_kwargs = {'bbox_inches': None}" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That wastes too much space, so let's reset it:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.print_figure_kwargs = {}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So far we have used the default figure size:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[6.4, 4.8]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.rcParams['figure.figsize']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change the default figure size for the rest of this notebook\n", "like this:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = 6, 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we could also set this in our `matplotlibrc` file,\n", "which would make it the default for all notebooks in the same directory:\n", "\n", " figure.figsize: 6, 3" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use a different size for an individual figure\n", "by using the `figsize` argument when creating the figure." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=[4, 4])\n", "ax.plot(data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above plots all use the default figure format PNG.\n", "\n", "We can force a different format using the `%config` magic like this:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.figure_formats = ['png2x']" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 263, "width": 491 } }, "output_type": "display_data" } ], "source": [ "plt.plot(data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Please note the use of `['png2x']` instead of `{'png2x'}`, which would cause a very non-obvious error,\n", "see https://github.com/ipython/ipython/issues/10920." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is still using the PNG format, but with doubled resolution,\n", "which might look better on a HiDPI display." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The marketing term `'retina'` is just an alias for `'png2x'`:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.figure_formats = ['retina']" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 263, "width": 491 } }, "output_type": "display_data" } ], "source": [ "plt.plot(data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can specify more than one format, and the Jupyter client should display the most appropriate one.\n", "\n", "In the following example we are using SVG (which should be shown in the browser) and PDF (which should be used when exporting to LaTeX/PDF)." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.figure_formats = {'svg', 'pdf'}" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "application/pdf": "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\n", "image/svg+xml": [ "\n", "\n", "\n", " \n", " \n", " \n", " \n", " 2022-09-18T12:27:22.885102\n", " image/svg+xml\n", " \n", " \n", " Matplotlib v3.6.0.dev3208+g4a5d09cba5, https://matplotlib.org/\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n" ], "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For historical reference,\n", "there are several old issues regarding plot sizes, resolutions and formats:\n", "\n", "* Different DPI settings in Matplotlib vs. Jupyter notebook: https://github.com/matplotlib/matplotlib/issues/9217\n", "\n", "* `%matplotlib inline` overwrites previous settings: https://github.com/ipython/ipython/issues/10383\n", "\n", "* Matplotlib 2.0 changed `figsize` and DPI: https://github.com/ipython/ipython/issues/10128\n", "\n", "* Different size than \"notebook\" backend: https://github.com/matplotlib/matplotlib/issues/4853\n", "\n", "* IPython should use Matplotlib \"theme\":\n", " * https://github.com/ipython/ipython/issues/9710\n", " * https://github.com/ipython/ipykernel/issues/267\n", "\n", "* `nbconvert` error with SVG when exporting to PDF/LaTeX:\n", " https://github.com/jupyter/nbconvert/issues/904,\n", " https://github.com/jupyter/nbconvert/issues/981\n", " * solved in https://github.com/jupyter/nbconvert/pull/985 (`nbconvert` version 5.5),\n", " see also https://github.com/jupyter/nbconvert/pull/910\n", "\n", "* Wrong display priority on JupyterLab: https://github.com/jupyterlab/jupyterlab/issues/3038, https://github.com/jupyterlab/jupyterlab/issues/6222\n", " * solved in https://github.com/jupyterlab/jupyterlab/pull/6255 (JupyterLab version 1.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Changing the Default Format" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The default plotting format cannot be chosen via `matplotlibrc`,\n", "but via your IPython configuration file.\n", "Typically, this file is located at `~/.ipython/profile_default/ipython_kernel_config.py`.\n", "In case of doubt, you can find your profile directory with this command:\n", "\n", " python3 -m IPython profile locate\n", "\n", "In most cases, plots look best when using the SVG format.\n", "To enable SVG plots, use this in your IPython configuration:\n", "\n", "```python\n", "c.InlineBackend.figure_formats = {'svg'}\n", "```\n", "\n", "If you also want to be able to export your notebooks to LaTeX/PDF,\n", "you should enable PDF plots on top of that:\n", "\n", "```python\n", "c.InlineBackend.figure_formats = {'svg', 'pdf'}\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are planning to save your SVG plots as part of your notebooks,\n", "you should be aware that an SVG file typically contains a few auto-generated\n", "(random-looking) IDs for cross-references between elements.\n", "Whenever you re-execute your notebooks, the SVG plots will be re-generated\n", "with new, seemingly random IDs.\n", "This can be very annoying because the SVG content changes even if the plot itself doesn't change.\n", "Luckily, since\n", "[Matplotlib 2.0.0](https://matplotlib.org/users/prev_whats_new/whats_new_2.0.0.html#added-svg-hashsalt-key-to-rcparams)\n", "there is a configuration parameter to control the generation of those IDs:\n", "`svg.hashsalt`.\n", "Just set it to whatever string you fancy, and all new IDs will be generated\n", "deterministically based on this value.\n", "\n", "```python\n", "c.InlineBackend.figure_formats = {'svg'}\n", "c.InlineBackend.rc = {'svg.hashsalt': 'python-audio'}\n", "```\n", "\n", "
\n", "\n", "The downside of this setting is that if more than one file is generated using deterministic identifiers and they end up as parts of one larger document, the identifiers can collide and cause the different parts to affect each other.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "PDF plots have a similar non-determinism problem.\n", "By default, a creation time-stamp is stored in the PDF plot,\n", "which of course changes with each re-execution,\n", "even if the plot itself didn't change at all.\n", "To avoid this, you can disable the creation time-stamp\n", "by setting `print_figure_kwargs`:\n", "\n", "```python\n", "c.InlineBackend.figure_formats = {'pdf'}\n", "c.InlineBackend.print_figure_kwargs = {'metadata': {'CreationDate': None}}\n", "```" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.7" } }, "nbformat": 4, "nbformat_minor": 4 }