{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Grafy v Pythonu - matplotlib a spol." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pokud chceme v Pythonu vizualizovat data či vytvářet grafy vhodné do publikací, knihovna matplotlib představuje referenční standard. Ještě si ukážeme `plotly`, na konci dokumentu najdete odkazy na několik dalších knihoven.\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tento notebook byl z části převzat, přeložen (a následně překopán ;-)) z [J.R. Johansson: Lectures on scientific computing with Python](https://github.com/jrjohansson/scientific-python-lectures) - díky." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Tato řádka způsobí, že se grafy zobrazí přímo v notebooku,\n", "# místo aby se pouštěly v novém okně.\n", "%matplotlib inline\n", "\n", "# Můžete vyzkoušet i interaktivní mód notebook\n", "# %matplotlib notebook\n", "\n", "import IPython" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Poznámka:** Matplotlib nabízí 2 sady API: Jedno nabízí rozhraní s mnoha funkcemi a globálními proměnnými (modelované podle MATLABu), druhé je objektové a z hlediska dobrých programovacích návyků čistější. Budeme se tedy věnovat jen tomu druhému. Na internetu ovšem najdete příklady obojího." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Co matplotlib umí?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Vytvářet 2D a 3D grafy.\n", "* Umožňuje vytvářet popisky v $\\LaTeX$ \n", "* Kontrolovat nastavení všech grafických prvků v grafu. \n", "* Kvalitní grafický výstup, včetně formátů PNG, PDF, SVG, EPS.\n", "* GUI pro interaktivní práci s grafy (zoomování, posouvání, ...).\n", "\n", "Jedna z vlastností matplotlibu, která si zaslouží zdůraznění a která velice zjednodušuje vytváření vědeckých publikací, je možnost ovládat všechny aspekty a detaily grafu z kódu. Díky tomu můžete ihned zopakovat celý proces vytváření grafu s pozměněnými daty bez nutnosti jít znovu krok po kroku.\n", "\n", "Více informací na stránkách projektu: https://matplotlib.org/" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Importujeme základní vykreslovací modul\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "\n", "# A samozřejmě numpy\n", "import numpy as np\n", "\n", "# Občas se hodí i matematika\n", "import math" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jednoduché grafy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Objekty a třídy v matplolib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Každému prvku grafu připadá v objektovém rozhraní matplotlibu nějaký objekt:\n", "\n", "**Figure** - objekt reprezentující celý obrázek (může obsahovat více různých grafů). Standardně se vytváří voláním `plt.figure()`, což není konstruktor v pravém slova smyslu (funkce vrací nový objekt, ale dělá toho ještě mnohem více).\n", "\n", "**Axes** - objekt reprezentující nějakou soustavu souřadnic (jeden obdélník), do níž lze vykreslovat data. Obvykle se vytváří voláním metody `add_axes` na existujícím objektu `Figure`. Jiné způsoby si popíšeme dále.\n", "\n", "**Line2D, ...** - každý typ grafu má vlastní třídu. \n", "\n", "**Text** - objekt reprezentující popisky všeho druhu." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Nejjednodušší graf" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi8AAAGrCAYAAAAIHXcXAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAANXFJREFUeJzt3Qd4VGXaxvE7vRdCICEkQXqLBKSJWFAQRBfBxYIV664uYkE/FRdRbKi7uiq2XVdFVxGxAOoqiiBgoUgn9ABCKAmEkAqpM991XiQL0hKYcKb8f9d1nPdMhuTxkGRu3vO85/g5nU6nAAAAPIS/3QUAAADUBuEFAAB4FMILAADwKIQXAADgUQgvAADAoxBeAACARyG8AAAAjxIoN+NwOLR9+3ZFRUXJz8/P7nIAAMApYF12rqioSElJSfL39/es8GIFl5SUFLvLAAAANsjKylJycrJnhRdrxuVA8dHR0XaXAwAAToHCwkIzeXEgB3hUeDlwqsgKLoQXAAB8i18NWkZo2AUAAB6F8AIAADwK4QUAAHgUwgsAAPAohBcAAOBRCC8AAMCjEF4AAIBHIbwAAACPQngBAAAehfACAAA8CuEFAAB4b3gZO3asunbtam6a1LBhQw0aNEhr16495DW9evUy9yU4eLv99ttdXTcAAPBRtQovs2fP1rBhwzRv3jxNnz5dFRUV6tu3r0pKSg553W233aYdO3ZUb88995yr6wYAAD6qVneVnjZt2iH748ePNzMwixYt0rnnnlv9fHh4uBITE11XJQAAsN20jB2qHxmirqfFeW7PS0FBgXmMizv0f+KDDz5QfHy80tLSNHLkSO3du/eon6OsrEyFhYWHbAAAwL3sLi7Tg5+u0BVvzNWcdbs8Z+blYA6HQ/fcc4969uxpQsoB11xzjZo0aaKkpCQtX75cDz74oOmL+eyzz47aRzNmzJgTLQMAAJwCz05bo4J9FWrbKFpnNa8vO/k5nU7nifzBO+64Q19//bV+/PFHJScnH/V1M2fOVO/evZWZmanmzZsfcebF2g6wZl5SUlLMrE50dPSJlAYAAFxo0eY8DX59rhl/esdZ6tyknlzNev+PiYmp0fv/Cc283Hnnnfryyy81Z86cYwYXS/fu3c3j0cJLSEiI2QAAgPuprHJo1JSVZnxVl5Q6CS61VavwYk3SDB8+XJMnT9asWbPUtGnT4/6ZpUuXmsdGjRqdeJUAAMAW783drNU7ChUbHqQH+7eRO6hVeLGWSU+YMEFTp04113rJzs42z1vTPGFhYdqwYYP5+MUXX6z69eubnpd7773XrETq0KFDXf0/AACAOrCzsFQvTF9nxg9e1EZxEcHyuPDy+uuvV1+I7mDvvPOObrzxRgUHB+u7777Tiy++aK79YvWuDB48WKNGjXJt1QAAoM49+d/VKi6rVMeUWHPKyF3U+rTRsVhhxbqQHQAA8Gw/Z+bq82Xb5e8nPTkoTf7WwE1wbyMAAHCI8kqHHpmaYcbXn9lEaY1j5E4ILwAA4BD//nGjNuwqUXxkiEb0bS13Q3gBAADVtu7Zq5dnrDfjv17SRjFhQXI3hBcAAFDt8S9WqbTCoe5N4zSoY2O5I8ILAAAwZq7J0berchTo76cnBqXJz899mnQPRngBAAAqrajSo5/vv5LuLWc3VauEKLkrwgsAANBrszYoK2+fGsWE6q7eLeXOCC8AAPi4TbklemPWBjMe/Yd2igg5oVsfnjKEFwAAfJjT6TSni8qrHDq3VQNdlJYod0d4AQDAh32dka0563YpONBfj1/a3m2bdA9GeAEAwEeVlFWapdGW289rrtPiI+QJCC8AAPiol2esV3ZhqVLiwvSXXs3lKQgvAAD4oHU5RXrrx01m/PilaQoNCpCnILwAAOCDTbqjpmSo0uFU33YJOr9NQ3kSwgsAAD5m8pJtWrApT2FBARo9oJ08DeEFAAAfUrCvQk9/tdqMh/duoeR64fI0hBcAAHzI89+uVW5xuZo3iNCtZzeTJyK8AADgI1ZsLdD78zabsXXjRevaLp7IM6sGAAC14nA4NWpqhhxO6dL0JJ3VPF6eivACAIAPmPhLlpZl5SsyJFCjLmkrT0Z4AQDAy+0uLtOz09aY8YgLW6lhdKg8GeEFAAAv9+y0NWaVUdtG0bqhRxN5OsILAABebNHmPE1auNWMnxyUpsAAz3/r9/z/AwAAcESVVQ79dXKGGV/ZJVmdm9STNyC8AADgpd6bu1lrsosUGx6kh/p7dpPuwQgvAAB4oZzCUr0wfZ0ZP9CvjeIiguUtCC8AAHihp/67WsVllUpPidWQrinyJoQXAAC8zM+Zufp82Xb5+0lPDUqTvzXwIoQXAAC8SHmlQ49M3d+ke/2ZTZTWOEbehvACAIAX+fePG7VhV4niI0M0om9reSPCCwAAXmLrnr16ecZ6M3744jaKCQuSNyK8AADgJR7/YpVKKxzq1jROl3VqLG9FeAEAwAvMXJOjb1flKNDfz1xJ18/Pu5p0D0Z4AQDAw5VWVOnRz1ea8S1nN1WrhCh5M8ILAAAe7rVZG5SVt0+NYkJ1V++W8naEFwAAPNim3BK9MWuDGY/+QztFhATK2xFeAADwUE6n05wuKq9y6NxWDXRRWqJ8AeEFAAAP9XVGtuas26XgAH+NubS9VzfpHozwAgCAByouqzRLoy2392qupvER8hWEFwAAPNDLM9Yru7BUKXFh+kuv5vIlhBcAADzM2uwivf3jJjN+/NI0hQYFyJcQXgAA8LAm3UemZqjS4VTfdgk6v01D+RrCCwAAHmTykm1asClPoUH+Gj2gnXwR4QUAAA9RsK9CT3+12oyti9El1wuXLyK8AADgIZ7/dq1yi8vVvEGEbj27mXwV4QUAAA+wYmuB3p+32YyfGJim4EDffQv33f9zAAA8hMPh1KipGXI4pUvTk3RWi3j5MsILAABubuIvWVqWla/IkECNuqStfB3hBQAAN7a7uEzPTltjxiMubKWG0aHydYQXAADcmBVcrFVGbRtF64YeTewuxy0QXgAAcFOLNudp0sKtZvzkoPYKDOBt28JRAADADVVWOfTXyRlmfGWXZHVuEmd3SW6D8AIAgBt6b+5mrckuUmx4kB7qT5PuwQgvAAC4mZzCUr0wfZ0ZP9CvjeIigu0uya0QXgAAcDNP/Xe1issqlZ4SqyFdU+wux+0QXgAAcCM/Zebq82Xb5e8nPTkwTf7WAIcgvAAA4CbKKx16ZOr+Jt3rzmyi05Nj7C7JLRFeAABwE2/+sFEbd5UoPjJY9/VtbXc5bovwAgCAG9i6Z6/GzVxvxg9f3FYxYUF2l+Qd4WXs2LHq2rWroqKi1LBhQw0aNEhr16495DWlpaUaNmyY6tevr8jISA0ePFg5OTmurhsAAK/y+BerVFrhULemcbqsU2O7y/Ge8DJ79mwTTObNm6fp06eroqJCffv2VUlJSfVr7r33Xn3xxRf6+OOPzeu3b9+uP/7xj3VROwAAXmHmmhx9uypHgf5+enJQmvz8aNI9Fj+n0+nUCdq1a5eZgbFCyrnnnquCggI1aNBAEyZM0OWXX25es2bNGrVt21Zz587VmWeeedzPWVhYqJiYGPO5oqOjT7Q0AAA8QmlFlS78x2xl5e3Tn85tZk4Z+aLCWrz/n1TPi/UFLHFx+y9ZvGjRIjMb06dPn+rXtGnTRqmpqSa8HElZWZkp+OANAABf8dr3mSa4JEaH6u7eLe0uxyOccHhxOBy655571LNnT6WlpZnnsrOzFRwcrNjY2ENem5CQYD52tD4aK2kd2FJSuBgPAMA3bMot0RuzN5rx6AHtFBESaHdJ3h1erN6XjIwMTZw48aQKGDlypJnBObBlZWWd1OcDAMATWF0bo6dmqLzKoXNbNVD/tES7S/IYJxTx7rzzTn355ZeaM2eOkpOTq59PTExUeXm58vPzD5l9sVYbWR87kpCQELMBAOBLvs7I1g/rcxUc4K8xl7anSbeuZl6slGgFl8mTJ2vmzJlq2rTpIR/v3LmzgoKCNGPGjOrnrKXUW7ZsUY8ePWrzpQAA8FrWfYuspdGW23s1V9P4CLtL8t6ZF+tUkbWSaOrUqeZaLwf6WKxelbCwMPN4yy23aMSIEaaJ1+oWHj58uAkuNVlpBACAL3h5xnplF5YqJS5Mf+nV3O5yvDu8vP766+axV69ehzz/zjvv6MYbbzTjf/zjH/L39zcXp7NWEvXr10+vvfaaK2sGAMBjrc0u0ts/bjJj63RRaFCA3SX51nVe6gLXeQEAeCvrLfeqf83Tgk156tsuQf+6oYvdJfnedV4AAEDNTV6yzQSX0CB/szQaJ4bwAgDAKVCwr0JPf7XajO/q3VLJ9cLtLsljEV4AADgFnv92rXKLy9W8QYRuPbuZ3eV4NMILAAB1bMXWAr0/b7MZPzEwTcGBvP2eDI4eAAB1yOFwatTUDDmc0qXpSTqrRbzdJXk8wgsAAHVo4i9ZWpaVr8iQQI26xDfvGO1qhBcAAOrI7uIyPTttjRmPuLCVGkaH2l2SVyC8AABQR6zgYq0yatsoWjf0aGJ3OV6D8AIAQB1Y+GueJi3casZPDmqvwADecl2FIwkAgItVVjk0akqGGV/ZJVmdm8TZXZJXIbwAAOBi787drDXZRYoJC9KDF7WxuxyvQ3gBAMCFcgpL9Y/p68zYCi71I0PsLsnrEF4AAHChp/67WsVllUpPidWQril2l+OVCC8AALjIT5m5+nzZdvn7SU8OTJO/NYDLEV4AAHCB8kqHHpm6v0n3ujOb6PTkGLtL8lqEFwAAXODNHzZq464SxUcG676+re0ux6sRXgAAOElb9+zVuJnrzfjhi9uaVUaoO4QXAABO0pgvVqm0wqFuTeN0WafGdpfj9QgvAACchJlrcjR9VY4C/f30xMA0+fnRpFvXCC8AAJyg0ooqPfr5SjO++eymap0YZXdJPoHwAgDACXrt+0xl5e1TYnSo7u7d0u5yfAbhBQCAE7Apt0RvzN5oxqMHtFNESKDdJfkMwgsAALXkdDo1emqGyqscOqdlvPqnJdpdkk8hvAAAUEtfZ2Trh/W5Cg7w1+M06Z5yhBcAAGrBum/R41+sMuPbz2umpvERdpfkcwgvAADUwssz1iu7sFQpcWH6y/kt7C7HJxFeAACoobXZRXr7x01mPObS9goNCrC7JJ9EeAEAoIZNutaNFysdTvVtl6AL2iTYXZLPIrwAAFADk5ds04JNeQoN8jdLo2EfwgsAAMdRsK9CT3+12oyHX9BSyfXC7S7JpxFeAAA4jue/Xavc4nI1bxCh285pZnc5Po/wAgDAMSzLytd/5m02Y+vGi8GBvHXajb8BAACOoqi0QndNXCKnU7o0PUlntYi3uyQQXgAAOPrqopGfrdDm3XvVODZMjw9sb3dJ+A3hBQCAI/hg/hZ9uXyHAv39NO6aTooND7a7JPyG8AIAwO+s3F6gx7/cfwuABy5qrTNS69ldEg5CeAEA4Hf3LrpzwhKVVzrUu01D3Xo2q4vcDeEFAICD+lwe/myFNuWWKCkmVH+/Il3+/twx2t0QXgAA+M3EX7L0+bLtCvitz6VeBH0u7ojwAgCApNU7CvXY5yvN+P6+rdW5SZzdJeEoCC8AAJ9XUlapYRMWq6zSoV6tG+jP59Ln4s4ILwAA+Xqfy6gpGdq4q0SJ0aF64cqO9Lm4OcILAMCnfbxwq7ljtNXn8vLVnRRHn4vbI7wAAHzW2uwijf48w4xHXNhK3ZrS5+IJCC8AAJ+0t3x/n0tphUPntmqgO85rbndJqCHCCwDAJz0yZaUydxarYVSIXriS67l4EsILAMDnfLJoqz5dvFVWXrH6XOIjQ+wuCbVAeAEA+JT1OUV6ZMr+Ppd7+7TSmc3q210SaonwAgDwGfvKq0yfy76KKp3dIl5/Ob+F3SXhBBBeAAA+49HPM7Qup1gNokL0j6s6muXR8DyEFwCAT/hs8VZNWri/z+WlIR1NgIFnIrwAALyetarIuoqu5a7eLXVW83i7S8JJILwAALxaaUWV7pywWHvLq3RW8/oafkFLu0vCSSK8AAC82pgvVmpNdpFZDv3iEPpcvAHhBQDgtaYu3aYPF2TJ77c+l4ZRoXaXBBcgvAAAvNLGXcV6+LMVZjz8/Bbq2YI+F29BeAEAeGWfy7AJS1RSXqXuTeN0d59WdpcEFyK8AAC8zhNfrtLqHYWqHxFsLv9Pn4t3IbwAALzKF8u264P5W0yfi3UhuoRo+lzk6+Flzpw5GjBggJKSkuTn56cpU6Yc8vEbb7zRPH/wdtFFF7myZgAAjujX3BKN/K3P5S+9muvcVg3sLgnuEF5KSkqUnp6uV1999aivscLKjh07qrcPP/zwZOsEAKAGfS6LVVxWqW6nxZmbLsI7Bdb2D/Tv399sxxISEqLExMQafb6ysjKzHVBYWFjbkgAA0NNfrdbK7YWK+63PJTCAzghvVSd/s7NmzVLDhg3VunVr3XHHHdq9e/dRXzt27FjFxMRUbykpKXVREgDAi321Yofem7vZjF+4Ml2JMfS5eDOXhxfrlNF7772nGTNm6Nlnn9Xs2bPNTE1VVdURXz9y5EgVFBRUb1lZWa4uCQDgxTbvLtGDnyw349vPa65erRvaXRLc7bTR8QwZMqR6fPrpp6tDhw5q3ry5mY3p3bv3EU8xWRsAALVVVmndt2iJisoq1aVJPd3Xlz4XX1DnJwSbNWum+Ph4ZWZm1vWXAgD4mLFfrdGKbQWKDQ8yfS5B9Ln4hDr/W966davpeWnUqFFdfykAgA+ZlrFD43/+tbrPJSk2zO6S4K6njYqLiw+ZRdm0aZOWLl2quLg4s40ZM0aDBw82q402bNigBx54QC1atFC/fv1cXTsAwEdl5e3V//3W5/Lnc5vpgjYJdpcEdw4vCxcu1Pnnn1+9P2LECPM4dOhQvf7661q+fLneffdd5efnmwvZ9e3bV0888QR9LQAAlyivdOjOCYtVVFqpM1JjdX+/1naXBHcPL7169ZLT6Tzqx7/55puTrQkAgKN65us1Wra1QDFhQRp3zRn0ufgg/sYBAB7j25XZevunTWb8/BXpakyfi08ivAAAPKbP5f6Pl5nxrWc3VZ929Ln4KsILAMAj+lyGf7hEhaWVSk+J1QMXtbG7JNiI8AIAcHt/+2aNlmblKzo0UK9c3UnBgbx9+TL+9gEAbu27VTl684f9fS5/uyJdKXHhdpcEmxFeAABua1v+Pt33W5/LTT1PU7/2iXaXBDdAeAEAuKWKKoeGT1isgn0V6pAco5H929pdEtwE4QUA4Jb+/u1aLd6SryjT53IGfS6oxncCAMDtfL9mp/45e6MZ/+3yDkqtT58L/ofwAgBwKzsK9mnEpKVmPLRHE12Uxo19cSjCCwDAbVRWOXTXh0u0Z2+F0hpH6+FL6HPB4QgvAAC38cL0dfrl1z2KCgnUq9ecoZDAALtLghsivAAA3MKstTv12qwNZvzM4A5qUj/C7pLgpggvAADbZReUasSk/ddzue7MVF3SgT4XHB3hBQBgf5/LxCXKKylXu0bRGnVJO7tLgpsjvAAAbPXSjPVasClPEcEBevXaMxQaRJ8Ljo3wAgCwzQ/rd+mV7zPNeOzgDmoaT58Ljo/wAgCwxc7CUt0zcamcTunqbqm6ND3J7pLgIQgvAIBTrsrhNH0uu0vK1SYxSo8OoM8FNUd4AQDY0ucyb2OewulzwQkgvAAATqmfMnM1buZ6M376stPVvEGk3SXBwxBeAACnzM6iUt39W5/LkK4pGtSpsd0lwQMRXgAAp6zP5d6Pliq3uEytE6w+l/Z2lwQPRXgBAJwSr8zM1E+ZuxUWZPW5dFJYMH0uODGEFwBAnZu7YbdemrHOjJ8clKYWDaPsLgkejPACAKhTu4rKzLJoh1O6onOyBndOtrskeDjCCwCgzjgcTo2YtNQEmJYNIzVmIH0uOHmEFwBAnXltVqZ+WJ+r0CB/cz2X8OBAu0uCFyC8AADqxPyNu/XC9P19Lk8MTFOrBPpc4BqEFwCAy+0u/l+fyx/PaKwruqTYXRK8COEFAODyPpd7Jy1TTmGZmjeIMLMugCsRXgAALvXGnA2as26X6XN57drOigihzwWuRXgBALjML7/m6flv9/e5jLm0vVon0ucC1yO8AABcIq+kXMMnLDG3ARjUMUlX0ueCOkJ4AQC4pM/lvklLlV1YqmbxEXrystPl5+dnd1nwUoQXAMBJe/OHjfp+7S6FBO6/nkskfS6oQ4QXAMBJWbQ5T899s9aMrTtFt20UbXdJ8HKEFwDACdtzUJ/LgPQkXd2NPhfUPcILAOCEOJ1O/d8ny7S9oFRN4yP09GVp9LnglCC8AABOyFs/btJ3q3cqONBfr1zTSVGhQXaXBB9BeAEA1NriLXv0zNdrzPiRP7RT+6QYu0uCDyG8AABqpWBvhelzqXQ4dcnpjXRd91S7S4KPIbwAAGrV53L/J8u0LX+fmtQP19jBXM8Fpx7hBQBQY2//9Kumr8pRcIC/Xr3mDEXT5wIbEF4AADWyLCtfz3y92oz/eklbpTWmzwX2ILwAAI6rYF+Fhk1YrIoqp/qnJeqGHk3sLgk+jPACADhun8uDnyzX1j37lBIXpmcv70CfC2xFeAEAHNO7P/+qaSuzFRTgR58L3ALhBQBwVCu2Fujpr/Zfz+Xhi9uqQ3Ks3SUBhBcAwJEVlu7vcymvcqhf+wTdeNZpdpcEGIQXAMBhrBst/t/Hy7Qlb6+S64XpucHp9LnAbRBeAACHcDicevDT5fpmZY7pcxl3dSfFhNPnAvdBeAEAHLKyaNTUDH2yaKsC/P300pBO6pRaz+6ygEMQXgAA1cFlzBerNGH+FllniF64Ml0Xn97I7rKAwxBeAAAmuFh3iR7/869m/7nBHTSwY2O7ywKOiPACANAL09fpn3M2mvFTl6Xpii4pdpcEHBXhBQB83LgZ6zVuZqYZPzagna7tzqX/4d4ILwDgw/41Z4Oen77OjB++uI1u7NnU7pKA4yK8AICPeuenTdVXz73vwlb607nN7S4JqJvwMmfOHA0YMEBJSUnmgkVTpkw5rOlr9OjRatSokcLCwtSnTx+tX7++tl8GAFCHPpi/2awssgy/oIWG925pd0lA3YWXkpISpaen69VXXz3ix5977jm9/PLLeuONNzR//nxFRESoX79+Ki0tre2XAgDUgY8XZumvkzPM+M/nNtOIC1vZXRJQK4G1e7nUv39/sx2JNevy4osvatSoURo4cKB57r333lNCQoKZoRkyZMhhf6asrMxsBxQWFta2JABADU1duk0PfLrcjK17FT3Uvw2X/Ydv97xs2rRJ2dnZ5lTRATExMerevbvmzp17xD8zduxY85oDW0oKy/MAoC58tWKHRkxaJqdTuqZ7qh4d0I7gAo/k0vBiBReLNdNyMGv/wMd+b+TIkSooKKjesrKyXFkSAEDS9FU5uuvDJeaGi1d0TtaTA9MILvCd00auFhISYjYAQN2YtXanhn2wWJUOpwZ2TNIzgzvI35/gAs/l0pmXxMRE85iTk3PI89b+gY8BAE6dnzJz9af/LFJ5lUMXn56o569INzdcBDyZS8NL06ZNTUiZMWPGIQ241qqjHj16uPJLAQCOY/7G3brl3V9UXulQn7YJ5g7RgQFc3gs+eNqouLhYmZn7LyN9oEl36dKliouLU2pqqu655x49+eSTatmypQkzjzzyiLkmzKBBg1xdOwDgKBZt3qObx/+i0gqHzmvVQK9e20lBBBf4anhZuHChzj///Or9ESNGmMehQ4dq/PjxeuCBB8y1YP70pz8pPz9fZ599tqZNm6bQ0FDXVg4AOKLlW/N149sLVFJepZ4t6uuf13dWSGCA3WUBLuPntC7O4kas00zWkmlr5VF0dLTd5QCAR1m1vVBXvzlPBfsq1O20OI2/uavCg21fmwG49P2fOUQA8BLrcop03VvzTXDplBqrt28iuMA7EV4AwAts2FWsa96cr7yScp3eOEbjb+qmyBCCC7wT4QUAPNzm3SW65s15yi0uU9tG0frPLd0UExZkd1lAnSG8AIAH27pnr5lxySksU6uESL1/SzfFhgfbXRZQpwgvAOChdhTsM8FlW/4+NYuP0Pu3dlf9SK5YDu9HeAEAD7SzqFTXvjlfW/L2KjUuXBNuO1MNo7gkBXwD4QUAPMzu4jITXDbmlqhxbJgm3NZdiTEEF/gOwgsAeJD8veW67q0FWr+zWInRoSa4JNcLt7ss4JQivACAhygsrdD1by3Q6h2Fio8M0Qe3dVeT+hF2lwWccoQXAPAAxWWVGvr2Aq3YVqC4iGAz49K8QaTdZQG2ILwAgJvbW16pm9/5RUu25Jvrt7x/S3e1SoiyuyzANoQXAHBjpRVVuvXdhVrwa56iQgLNBejaJXHfN/g2wgsAuKmyyir9+T+L9POG3YoIDtC7t3RTh+RYu8sCbEd4AQA3VF7p0LAPlmj2ul0KCwrQOzd10xmp9ewuC3ALhBcAcDOVVQ7d89ESfbc6RyGB/vr30C7q1jTO7rIAt0F4AQA3UuVw6r6Pl+mrFdkKDvDXP6/vrJ4t4u0uC3ArhBcAcBMOh1MPfrpcU5duV6C/n1679gz1at3Q7rIAt0N4AQA34HQ6NWpqhj5ZtFUB/n4ad3Un9WmXYHdZgFsivACAGwSXMV+s0oT5W+TnJ71wZbr6n97I7rIAt0V4AQCbg8szX6/R+J9/NfvPDe6ggR0b210W4NYILwBgoxemr9M/52w046cvO11XdEmxuyTA7RFeAMAm42as17iZmWb82IB2uqZ7qt0lAR6B8AIANvjXnA16fvo6M3744ja6sWdTu0sCPAbhBQBOsXd+2qSnv1pjxvf3baU/ndvc7pIAj0J4AYBT6IP5m83KIsvwC1rozgta2l0S4HEILwBwiny8MEt/nZxhxn8+t5lGXNjK7pIAj0R4AYBTYOrSbXrg0+VmfFPP0/RQ/zbysy7qAqDWCC8AUMe+WrFDIyYtk9MpXds9VaP/0I7gApwEwgsA1KHpq3J014dLzA0Xr+icrCcGphFcgJNEeAGAOjJr7U4N+2CxKh1ODeqYpGcGd5C/P8EFOFmEFwCoAz9l5urP/1mk8iqHLj49UX+/It3ccBHAySO8AICLLdiUp1vfXaiySof6tE3QS0M6KTCAX7eAq/DTBAAutGjzHt30zgLtq6hSr9YN9Oq1nRREcAFcip8oAHCR5VvzdePbC1RSXqWeLerrjes6KyQwwO6yAK9DeAEAF1i1vVDXv7VARWWV6nZanN68oYtCgwguQF0gvADASVqXU6Tr3pqvgn0VOiM1Vm/f1FXhwYF2lwV4LcILAJyEDbuKdc2b85VXUq4OyTEaf3M3RYYQXIC6RHgBgBO0eXeJrnlznnKLy9S2UbTeu7mbokOD7C4L8HqEFwA4AVv37DUzLjmFZWqVEKn3b+mm2PBgu8sCfALhBQBqaUfBPhNctuXvU7P4CL1/a3fVjwyxuyzAZxBeAKAWdhaV6to352tL3l6lxoVrwm1nqmFUqN1lAT6F8AIANbS7uMwEl425JWocG6YJt3VXYgzBBTjVCC8AUAP5e8t13VsLtH5nsRKjQ/XhbWcquV643WUBPonwAgDHUVhaYS5At3pHoeIjQ8yMS2p9ggtgF8ILABxDcVmlhr69QCu2FSguItgEl2YNIu0uC/BphBcAOIq95ZW6+Z1ftGRLvmLCgvT+Ld3VKiHK7rIAn0d4AYAjKK2o0q3vLtSCX/MUFRJogku7pGi7ywJAeAGAw5VVVunP/1mknzfsVkRwgN69pZtOT46xuywAvyG8AMBByisdGvbBEs1et0thQQF656ZuOiO1nt1lATgIdw8DgN9syi3R3ROXaPnWAoUE+uutoV3UrWmc3WUB+B3CCwCf53Q69enibRo9NUN7y6tMc+4r13TSWS3i7S4NwBEQXgD4tIJ9FRo1JUNfLNtu9rs3jdOLQzqqUUyY3aUBOArCCwCftWhznu76cKm5wWKAv59GXNhKt5/X3IwBuC/CCwCfU+Vw6pWZmXp55nozTokL08tDOqkTjbmARyC8APAp1izLvROXmuu3WAZ1TNITg9IUFRpkd2kAaojwAsBnfLVihx76dLkKSyvN9VuevCxNl3VKtrssALVEeAHgE5f5H/P5Kn20MMvsp6fE6uUhHdWkfoTdpQE4AYQXAF4tY1uB7vpwiTbmlsjPT/pLr+a6p08rBQVwjU7AU7n8p/exxx6Tn5/fIVubNm1c/WUA4JgcDqf+/cNGXfbaTya4JEaH6oNbu+v/+rUhuAAerk5mXtq3b6/vvvvuf18kkAkeAKfOzqJS3TdpmX5Yn2v2+7ZL0LODO6heRLDdpQFwgTpJFVZYSUxMrItPDQDH9P2anbr/42XaXVKu0CB/PfKHdrqmW6qZBQbgHeokvKxfv15JSUkKDQ1Vjx49NHbsWKWmph7xtWVlZWY7oLCwsC5KAuDlSiuq9Oy0NXrnp1/NfpvEKI27upNaJkTZXRoAF3P5id/u3btr/PjxmjZtml5//XVt2rRJ55xzjoqKio74eivYxMTEVG8pKSmuLgmAl1ufU6TLXvu5OrjceNZpmjKsJ8EF8FJ+TuuOZHUoPz9fTZo00QsvvKBbbrmlRjMvVoApKChQdHR0XZYGwMNZv74mLNiiJ75cpdIKh+pHBOtvV3TQBW0S7C4NQC1Z7//WJEZN3v/rvJM2NjZWrVq1UmZm5hE/HhISYjYAqI09JeV66LPl+mZljtk/p2W8nr8iXQ2jQ+0uDUAdq/P1gsXFxdqwYYMaNWpU118KgI/4eUOu+r/0gwkuQQF+GnVJW717UzeCC+AjXD7zcv/992vAgAHmVNH27dv16KOPKiAgQFdffbWrvxQAH1NR5dCL363Ta7M2yDrh3Sw+Qi9f3UlpjWPsLg2AJ4eXrVu3mqCye/duNWjQQGeffbbmzZtnxgBworbs3qu7Ji7R0qx8s39VlxSNHtBOESFcRwrwNS7/qZ84caKrPyUAHzd5yVY9MmWlissqFR0aqLF/7KBLOnAqGvBV/JMFgNsqKq3Q6KkrNXnJNrPf9bR6enFIJzWODbO7NAA2IrwAcEuLt+zR3ROXKCtvn/z9pLt7t9Kw85srkPsSAT6P8ALArVQ5nHpj9ga9MH2dGVuzLC8N6agup8XZXRoAN0F4AeA2dhTs070fLdW8jXlmf0B6kp4clKaYsCC7SwPgRggvANzCtIxsc9G5/L0VCg8O0JhL2+vyzsncUBHAYQgvAGy1r7xKT/x3lSbM32L2T28cY67d0jQ+wu7SALgpwgsA26zaXmiu3ZK5s9js//m8ZrrvwtYKDqQpF8DREV4A2HJDResO0M98vUblVQ41jArRC1d21Nkt4+0uDYAHILwAOKVyi8t0/8fLNGvtLrPfp21DPTu4g+pHcoNWADVDeAFwysxet0v3TVpmAox1asi6oeL1ZzahKRdArRBeANS5ssoq/W3aWv37x01mv1VCpGnKbZMYbXdpADwQ4QVAndqwq1h3fbhEK7cXmv0bejTRwxe3VWhQgN2lAfBQhBcAddaU+9EvWRrzxSrtq6hSvfAgPXd5ui5sl2B3aQA8HOEFgMsV7K3QyMnL9dWKbLN/VvP6ZjVRYkyo3aUB8AKEFwAutWBTnu6ZuETbC0oV6O+n+/u11p/OaSZ/6+6KAOAChBcALlFZ5dDLMzP1ysz1cjil0+qH66UhnZSeEmt3aQC8DOEFwEnLyturuycu0eIt+WZ/8BnJGjOwvSJD+BUDwPX4zQLgpHy+bLv++tkKFZVVKiokUE9elqaBHRvbXRYAL0Z4AXBCissq9djnK/XJoq1m/4zUWHOaKCUu3O7SAHg5wguAWluWlW9OE/26e6+sPtw7z2+hu3q3VGAAN1QEUPcILwBqzOFw6l8/bNTfv1mrSodTSTGh+sdVHdW9WX27SwPgQwgvAGokp7BUIyYt1U+Zu81+/7REPfPHDooJD7K7NAA+hvAC4Limr8rRA58s0569FQoLCtCjA9rpqq4p3FARgC0ILwCOqrSiSk/9d7X+M2+z2W/XKNrcULFFw0i7SwPgwwgvAI5obXaRuaHi2pwis3/r2U31fxe1VkggN1QEYC/CC4DDbqhozbQ8+d/VKq90KD4yRM9fma7zWjWwuzQAMAgvAKrllZSb3pbvVu80+71aN9Dfr0g3AQYA3AXhBYBZAv3d6hyNmpKhnUVlCg7w10P92+imnqfRlAvA7RBeAB+faZm0MEsT5m/Rlry95rnmDSI07uoz1C4p2u7yAOCICC+AD/a0LN6yR+/P26L/rthh+los0aGBurpbqu7p00phwTTlAnBfhBfAR5SUVWrK0m0mtKzeUVj9/OmNY3T9mU00ID2J0ALAIxBeAC+3LqdI78/brM8WbzM3U7SEBPrr0vQkXXdmE6WnxNpdIgDUCuEF8ELWqaBpK7NNaFmwKa/6+abxEbq2e6ou75ys2PBgW2sEgBNFeAG8yNY9e/Xhgi366Jcs5RaXm+cC/P10YdsEM8tyVvP68rduAw0AHozwAnjBMuc563eZWZaZa3bK4dz/fMOoENOAa22JMaF2lwkALkN4AbxombOlZ4v6uq57E/Vpl6CgAH9bawSAukB4AbxkmfPlnVN07Zmpat6AmyYC8G6EF8ADsMwZAP6H8AK4MZY5A8DhCC+Am2GZMwAcG+EFcBMscwaAmiG8ADYvc569fpc+YJkzANQY4QWwAcucAeDEEV6AU4RlzgDgGoQXoI6xzBkAXIvwAtQRljkDQN0gvAAuxDJnAKh7PhVeKqoc8vfzM8tPAVdimTMAnDo+FV5mrN6p+yYtVfvGMUpPjlGH5FilJ8cqJS5Mfn68saB2WOYMAPbwqfCycnuBSsqrzHT+wVP6seFBpnnSCjKnJ+9/5E0HR8MyZwCwl5/TWr/pRgoLCxUTE6OCggJFR0e79HNXVjm0YVeJlm3N13KzFZjVHxVVhx8C61/PHX6bnTnwGBdBr4KvOmSZ8/IdKq9imTMA2PX+71Ph5UjKKqu0NrtIy7YWaMVvgcZaJXLgFMDBkuuFmVkZK8xYMzTWbE1UaFCd1wj7sMwZAE4NwstJ2lteqVXbC02gOTBDsym35LDXWW0yzeIjDpmdaZ8UrdAg3sw8HcucAeDUIrzUgYJ9FcrYVmBOOa0woaZA2/L3HfY6a4VJq4So6oZgK9S0ToyiB8IDsMwZAOxDeDlFcovLTJDZ30Ozf5bmwDLZgwUH+qtdo+jq2Rkr2DRrEMmSbTdgfftv3bNPE39hmTMA2InwYhPrUO4oKDUhZn8Pzf5AU1i6/7TDwSKCAw5Zsm0Fm9S4cJZsu1BpRZV2FpYpu7BUOYds+5/b+dt4X0VV9Z9hmTMA2IPw4kasw/vr7r3VvTPWY8a2wkPeMH+/ZPt/MzQs2T7aqjFrhsQKIgeHkAMh5UBgsU711ZQ1u2I14LLMGQDsQXhxc79fsm3N0KzeUVS9/NZXl2xb34r5eyt+N1NSdtjYOl13pNVgR2I12VoBMCEqVAnmMUQJ0b8bR4eyYggAbEZ48UAHlmwfmJ2pyZJta7l2Bw9Zsm0tOf7fTEnZUcdHCnBHYvWkNIgMOSSEWCHFCnsmrFihJCpU0WGBnIoDAA/gFuHl1Vdf1d/+9jdlZ2crPT1d48aNU7du3Y7753w1vNRkybY1Q7PRzZZsWyt0dhYdeYbk4P0Dy41rwppZqg4h1oxJ9IGQ8lsoiQlR/YgQGp4BwIvYHl4++ugj3XDDDXrjjTfUvXt3vfjii/r444+1du1aNWzY8Jh/lvDiHku2rfv27C4pP0qTqzVTUmbG1mtqympSPhBCzCyJFUp+G1sBpWHU/udCAjmFAwC+ptDu8GIFlq5du+qVV14x+w6HQykpKRo+fLgeeuihY/5ZwsupW7JtBYYjzZJYj7uKylRZw8aSoAA/EzwODiEHxtW9JtGhigzxqVtpAQBqoTbv/y5/NykvL9eiRYs0cuTI6uf8/f3Vp08fzZ0797DXl5WVme3g4lE78ZEhOr9NQ7Mdb8n20qx8s0mbj/t5rdNR1ue2QkhitDUrcmDWJOSgcajqhQfRVwIAOGVcHl5yc3NVVVWlhISEQ5639tesWXPY68eOHasxY8a4ugyfZgWJpNgws12U1uioS7atU1DWjMj+mZL/rbzZv4WYhthAlg0DANyM7fP41gzNiBEjDpl5sU4xwfWBxrrMvbUN7NjY7nIAAHCf8BIfH6+AgADl5OQc8ry1n5iYeNjrQ0JCzAYAAFATLj8nEBwcrM6dO2vGjBnVz1kNu9Z+jx49XP3lAACAj6mT00bWaaChQ4eqS5cu5tou1lLpkpIS3XTTTXXx5QAAgA+pk/By1VVXadeuXRo9erS5SF3Hjh01bdq0w5p4AQAAaovbAwAAAI96/2cdLAAA8CiEFwAA4FEILwAAwKMQXgAAgEchvAAAAI9CeAEAAB6F8AIAADwK4QUAAHgUwgsAAPAodXJ7gJNx4IK/1pX2AACAbyj87X2/Jhf+d7vwUlRUZB5TUlLsLgUAANiQA6zbBHjUvY0cDoe2b9+uqKgo+fn51Umys4JRVlYW906qIY7ZieG41R7H7MRw3GqPY+Z+x82KI1ZwSUpKkr+/v2fNvFgFJycn1/nXsQ4637C1wzE7MRy32uOYnRiOW+1xzNzruB1vxuUAGnYBAIBHIbwAAACP4nPhJSQkRI8++qh5RM1wzE4Mx632OGYnhuNWexwzzz5ubtewCwAAcCw+N/MCAAA8G+EFAAB4FMILAADwKIQXAADgUQgvAADAo/h0eHnqqad01llnKTw8XLGxsXaX47ZeffVVnXbaaQoNDVX37t21YMECu0tya3PmzNGAAQPMJa6tW1xMmTLF7pLc3tixY9W1a1dzW5CGDRtq0KBBWrt2rd1lub3XX39dHTp0qL7aaY8ePfT111/bXZZHeeaZZ8zP6T333GN3KW7tscceM8fp4K1Nmza21ePT4aW8vFxXXHGF7rjjDrtLcVsfffSRRowYYdb1L168WOnp6erXr5927txpd2luq6SkxBwnK/ShZmbPnq1hw4Zp3rx5mj59uioqKtS3b19zLHF01q1UrDffRYsWaeHChbrgggs0cOBArVy50u7SPMIvv/yif/7znyYA4vjat2+vHTt2VG8//vijbGNd58XXvfPOO86YmBi7y3BL3bp1cw4bNqx6v6qqypmUlOQcO3asrXV5CutHbPLkyXaX4XF27txpjt3s2bPtLsXj1KtXz/nvf//b7jLcXlFRkbNly5bO6dOnO8877zzn3XffbXdJbu3RRx91pqenO92FT8+84PgzU9a/6Pr06XPIjTOt/blz59paG7xbQUGBeYyLi7O7FI9RVVWliRMnmtkq6/QRjs2a6bvkkksO+f2GY1u/fr05Hd6sWTNde+212rJli+zidneVhvvIzc01vxATEhIOed7aX7NmjW11wbs5HA7Tf9CzZ0+lpaXZXY7bW7FihQkrpaWlioyM1OTJk9WuXTu7y3JrVsizToNbp41QM1a/4/jx49W6dWtzymjMmDE655xzlJGRYXrVTjWvm3l56KGHDmsq+v3GGy/g3v8itn4hWm8wOD7rzWTp0qWaP3++6d8bOnSoVq1aZXdZbisrK0t33323PvjgA7MIATXTv39/0yNq9QdZfY9fffWV8vPzNWnSJNnB62Ze7rvvPt14443HfI015YXji4+PV0BAgHJycg553tpPTEy0rS54rzvvvFNffvmlWbFlNaPi+IKDg9WiRQsz7ty5s5lNeOmll0wjKg5nnQq3FhycccYZ1c9ZM8zW99wrr7yisrIy83sPx2at0G3VqpUyMzNlB68LLw0aNDAbXPNL0fplOGPGDLN09cCUvrVvvckArmL1Ng8fPtyc8pg1a5aaNm1qd0key/oZtd6AcWS9e/c2p9oOdtNNN5llvw8++CDBpYaKi4u1YcMGXX/99bKD14WX2rCajfLy8syjlbytqVeL9a8Y69wxZJZJW9PQXbp0Ubdu3fTiiy+ahkDrhx1H/6E++F8jmzZtMt9bVvNpamqqrbW586miCRMmaOrUqeb8eXZ2tnk+JiZGYWFhdpfntkaOHGmm863vq6KiInMMrfD3zTff2F2a27K+v37fSxUREaH69evTY3UM999/v7l+VZMmTbR9+3Zz+Qwr6F199dWyhdOHDR061CzH/P32/fff212aWxk3bpwzNTXVGRwcbJZOz5s3z+6S3Jr1/XOk7yvr+w1HdqTjZW3WZQxwdDfffLOzSZMm5mezQYMGzt69ezu//fZbu8vyOCyVPr6rrrrK2ahRI/O91rhxY7OfmZnptIuf9R97YhMAAEDted1qIwAA4N0ILwAAwKMQXgAAgEchvAAAAI9CeAEAAB6F8AIAADwK4QUAAHgUwgsAAPAohBcAAOBRCC8AAMCjEF4AAIA8yf8DnXWQzxguDysAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vytvoříme jednoduchá data\n", "# (50 bodů rovnoměrně rozmístěných na úseku -1,5)\n", "x = np.linspace(-1, 5, 8)\n", "y = x ** 2\n", "\n", "fig = plt.figure()\n", "\n", "# U add_axes musíme zadat, jakou část obrázku zabere čtverec se souřadnicemi\n", "# zleva, odspodu, šířka, výška (v relativních hodnotách 0 až 1)\n", "axes = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n", "\n", "# Nyní vykreslíme data\n", "# Středník na konci zajistí, že notebook ukazuje z návratové hodnoty jen grafický výstup\n", "axes.plot(x, y);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Další datovou sadu do jednoho grafu přidáme opětovným zavoláním metody `plot` pro stejný objekt `Axes`:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAioAAAGdCAYAAAA8F1jjAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAARTtJREFUeJzt3Qd4VVX69uEnvRdCAiEQei+i0kFUlAEZRbEwjiiCIvpXdERwRhgLYpnYxk8HGbtgQdRRwYqAqKDSQbognVBCT0IS0vNda28SkggYIMk+5Xdf156cfRKYxTHkPKz1rnf5FBUVFQkAAMAF+To9AAAAgJMhqAAAAJdFUAEAAC6LoAIAAFwWQQUAALgsggoAAHBZBBUAAOCyCCoAAMBl+cvNFRYWavfu3YqIiJCPj4/TwwEAABVg+s0eOXJECQkJ8vX19dygYkJKYmKi08MAAABnIDk5WfXq1fPcoGJmUor/oJGRkU4PBwAAVEB6ero10VD8Pu6xQaV4uceEFIIKAADu5Y/KNiimBQAALougAgAAXBZBBQAAuCyCCgAAcFkEFQAA4LIIKgAAwGURVAAAgMsiqAAAAJdFUAEAAN4ZVJKSktSpUyerPW6tWrU0YMAAbdiwoczXZGdna8SIEapZs6bCw8N17bXXau/evVU5LAAA4CaqNKjMnTvXCiELFy7U7NmzlZeXpz59+igzM7Pka+677z598cUX+t///md9vTlk8JprrqnKYQEAADfhU2TOWa4m+/fvt2ZWTCC58MILlZaWpri4OL3//vu67rrrrK9Zv369WrVqpQULFqhr164VOtQoKirK+r046wcAAPdQ0ffvaq1RMYMxYmJirI/Lli2zZll69+5d8jUtW7ZU/fr1raByIjk5OdYfrvQFAAAq38a9R3TDawu1/0iOnFJtQaWwsFAjR45Ujx491LZtW+u5lJQUBQYGKjo6uszX1q5d2/rcyepeTAIrvswR0QAAoHJt2pehG15fpAVbDurxL9fJ44OKqVVZs2aNPvjgg7P6fcaOHWvNzBRfycnJlTZGAAAgbT2QqUGvL9SBjBy1qhOpx65q49hY/Kvj/+Tuu+/Wl19+qXnz5qlevXolz8fHxys3N1epqallZlXMrh/zuRMJCgqyLgAAUPl2HMyyQsq+IzlqUTtCU27roujQQHnkjIqp0zUhZdq0afruu+/UqFGjMp/v0KGDAgICNGfOnJLnzPblHTt2qFu3blU5NAAAUM7Ow1m64fWF2pOWraa1wjVleBfFhDkXUqp8RsUs95gdPZ999pnVS6W47sTUloSEhFgfhw0bplGjRlkFtqbq95577rFCSkV2/AAAgMqxJ+2oBr2+SLtSj6pxbJjev62LYsODPHt7so+PzwmfnzRpkoYOHVrS8G306NGaOnWqtaOnb9+++u9//3vSpZ/y2J4MAMDZ2Zuerb++ttCqTWlQM1Qf3t5N8VHBqkoVff+u1j4qVYGgAgDAmTNbj//62gJt3p+pejVC9OEd3VQ3OkRe2UcFAAC4joMZObrxjYVWSEmICtbU4V2rJaScDoIKAABe6HBmrm58Y5F+25uh2pFBen94VyXGhMrVEFQAAPAyaVl5uunNRVqfckRxEXZIaRgbJldEUAEAwIukZ+fp5rcWae3udNUMC7R29zSJC5erIqgAAOAlMnLyNfStxVq5M001QgOsPinNakfIlRFUAADwAlm5+bp10hIt35GqqJAAvXdbF7WMd/3dsgQVAAA83NHcAg2bvFSLtx1SRLC/3hvWRW0SouQOCCoAAHiw7LwC3f7uUusU5PAgf71za2e1q+ceIcUgqAAA4KFy8gv0f+8t048bDyg00E+Tb+mk8+rXkDshqAAA4IFy8ws1Yspy/bBhv4IDfPXW0E7q2DBG7oagAgCAh8krKNQ9U5fr21/3KcjfV28O6aSujWvKHRFUAADwIPkFhRr54QrNXLtXgX6+eu3mjurRNFbuiqACAICHKCgs0v3/W6mvVu1RgJ+PXhl8vi5qHid3RlABAMADFBYW6YFPVmn6it3y9/XRxEHn65KWteXuCCoAAHhASPnntNX6eNlO+fn6aMIN56lPm3h5AoIKAABurKioSI98vkYfLEmWr4/0/64/V/3a1ZGnIKgAAODGIeWxL9fpvYU75OMjPTewva5snyBPQlABAMBNQ0rSjPWa9PM26/7pa87RNefXk6chqAAA4IYh5blZG/TavC3W/b+ubqe/dEqUJyKoAADgZl6cs1ETv99sPX7sqjYa1KW+PBVBBQAANzLx+0164duN1uOHLm+lm7s1lCcjqAAA4CZenbtZz87cYD0e06+lbuvZWJ6OoAIAgBt486etVvGscX+f5vq/i5rIGxBUAABwce8s2KbHv1xnPf7bpc109yXN5C0IKgAAuLD3F+3QI5+ttR7fdXET3dfbe0KKQVABAMBFfbQ02WqNbwzv2Uh/79tCPqazmxchqAAA4IKm/bLTOmTQGNq9of7551ZeF1IMggoAAC7mi5W7NfqjlSoqkm7qWl/j+rf2ypBiEFQAAHAhM1bv0cgPV6iwSPprp0Q9dmVbrw0pBkEFAAAXMXvdXt0z9RcVFBbp2vPrWa3xfc2RyF6MoAIAgAv4fv0+3TVlmfILi3TVuQl65rpzvD6kVHlQmTdvnvr376+EhARr2mr69OllPj906FDr+dLXZZddVpVDAgDA5cz7bb/ueG+Z8gqKdPk5dfTvge3lR0ip+qCSmZmp9u3ba+LEiSf9GhNM9uzZU3JNnTq1KocEAIBLmb/pgIa/s1S5+YXq26a2Xrj+XPn7seBRzF9VqF+/ftZ1KkFBQYqPj6/KYQAA4JIWbTmoYW8vVU5+oXq3qqUJN5yvAEJKGY6/Gj/88INq1aqlFi1a6M4779TBgwdP+fU5OTlKT08vcwEA4G6WbT+kWyYv0dG8Al3UPE4Tbzxfgf6Ovy27HEdfEbPs884772jOnDl6+umnNXfuXGsGpqCg4KS/JikpSVFRUSVXYmJitY4ZAICztSI5VUPeWqKs3AJd0DRWrw7uoCB/P6eH5ZJ8iopMO5lq+D/y8dG0adM0YMCAk37Nli1b1KRJE3377be69NJLTzqjYq5iZkbFhJW0tDRFRkZWydgBAKgsq3emadAbC3UkO19dG8do0tDOCgn0vpCSnp5uTTj80fu3S80xNW7cWLGxsdq0adMpa1rMH6j0BQCAO1i3O103vbnICimdGtbQm0M6eWVIOR0uFVR27txp1ajUqVPH6aEAAFCpNqQcsUJK2tE8nV8/WpNu6aywoCrd0+IRqvQVysjIKDM7snXrVq1YsUIxMTHWNX78eF177bXWrp/NmzfrH//4h5o2baq+fftW5bAAAKhWm/Yd0Y1vLNShzFy1rxelybd2VjghpUKq9FVaunSpevXqVXI/atQo6+OQIUP08ssva9WqVXr77beVmppqNYXr06ePHn/8cWt5BwAAT7Blf4ZueH2RDmTkqk1CpN65tYsigwOcHpbbqLZiWqeLcQAAqG7bD2bq+lcXKiU9Wy3jIzR1eFfVCAt0elguwS2LaQEA8BTJh7I06PVFVkhpVitcU27rQkg5AwQVAAAq2e7Uo7rh9YXalXpUjePCNGV4F9UMp6zhTBBUAACoRClp2VZI2Xn4qBrWDLWWe2pFBDs9LLdFUAEAoJLsO5KtQa8v1PaDWUqMCdH7w7uqdiQh5WwQVAAAqAQHMnKsmpQtBzJVNzrEmklJiA5xelhuj6ACAMBZMv1RbnpjkTbty1CdqGArpNSrEer0sDwCQQUAgLOQmmWHlPUpR1QrIsha7qlfk5BSWQgqAACcIdMOf/Cbi7VuT7piw+2Q0ig2zOlheRSCCgAAZ+BIdp6GvLVYq3elKSYsUO8P76KmtcKdHpbHIagAAHCaMnPydcukJVqRnKro0AC9N6yLmteOcHpYHomgAgDAacjKzdetk5do6fbDigz2t0JK6wSOcKkqBBUAACooO69Aw99ZqkVbDykiyF/vDuuitnWjnB6WRyOoAABQwZBy+7vL9POmgwoL9NPkWzurfWK008PyeAQVAAD+QG5+oe6aslzzftuvkAA/Tbqlszo0qOH0sLwCQQUAgFPIKyjU3e8v13fr9yk4wFdvDe2kzo1inB6W1yCoAABwEvkFhbr3g180a91eBfr76o2bO6lbk5pOD8urEFQAADiBnPwCjfxwhb5enaJAP1+9NriDLmgW6/SwvI6/0wMAAMDV7D+SozveXarlO1IV4Oej/954vi5uUcvpYXklggoAAKWs251ubUHelXpUEcH+Vkjp2SzO6WF5LYIKAADHzFybovs+XKGs3ALrzJ43hnRUkzja4juJoAIA8HpFRUX67w+b9ezMDdb9BU1jNXHQ+YoKDXB6aF6PoAIAkLc3cnvgk1X6bMVu635ItwZ6+IrW8vdjv4krIKgAALzWvvRsDX93mVYmp8rP10fjr2yjm7o2cHpYKIWgAgDwSmt2pVlFs3vSshUVEqCXbzxf3Zuy/djVEFQAAF7n69V7NOqjFcrOK1STuDC9OaSTGsaGOT0snABBBQDgVUWz/5mzSf/v29+s+4uax2nCoPMUGUzRrKsiqAAAvMLR3ALd//FKfbVqj3U/7IJGGtuvJUWzLo6gAgDweClp2VY9yupdaVan2ScGtNX1neo7PSxUAEEFAODRzI4eE1L2HclRjdAAvXJTB3VpzMGC7oKgAgDwWJ+t2KV/fLxKOfmFal473CqaTYwJdXpYOA0EFQCAxyksLLIKZid8t8m6v7RlLb3w13MVQdGs26nSCqJ58+apf//+SkhIkI+Pj6ZPn/676utHHnlEderUUUhIiHr37q2NGzdW5ZAAAB4uKzdfd01ZXhJS7riwsV67uSMhxU1VaVDJzMxU+/btNXHixBN+/plnntF//vMfvfLKK1q0aJHCwsLUt29fZWdnV+WwAAAeypx4fN3LC/TN2hQF+vnq2evO0dg/t7K6zsI9VenST79+/azrRMxsygsvvKCHHnpIV111lfXcO++8o9q1a1szL3/961+rcmgAAA+zbPth3fHuMh3IyFFseKBVNNuxYYzTw8JZcmzz+NatW5WSkmIt9xSLiopSly5dtGDBgpP+upycHKWnp5e5AADe7dPlO3XDawutkNIyPkLTR/QgpHgIx4KKCSmGmUEpzdwXf+5EkpKSrEBTfCUmJlb5WAEArls0+9SM9Rr10UrlFhSqT+va+uTO7qpXg509nsLt2vGNHTtWaWlpJVdycrLTQwIAOCAjJ1+3v7tUr8zdbN2P6NXEWu4JC2JDqydx7L9mfHy89XHv3r3Wrp9i5v7cc8896a8LCgqyLgCA90o+lGU1cVufckSB/r565tpzNOC8uk4PC540o9KoUSMrrMyZM6fkOVNvYnb/dOvWzalhAQBc3JJthzRg4s9WSImLCNKHt3clpHiwKp1RycjI0KZN9j724gLaFStWKCYmRvXr19fIkSP1xBNPqFmzZlZwefjhh62eKwMGDKjKYQEA3NRHS5P14LTVyisoUpuESL1+c0clRIc4PSy4a1BZunSpevXqVXI/atQo6+OQIUM0efJk/eMf/7B6rdx+++1KTU3VBRdcoG+++UbBwcFVOSwAgJspKCxS0te/6o2ftlr3f24Xr+cGtldoIPUons6nyDQ0cWNmucjs/jGFtZGRkU4PBwBQyY5k5+lvU3/R9xv2W/d/u7SZRl7aTL40cZM3vH8TRQEALmv7wUzd9vZSbdyXoSB/X2sWpX/7BKeHhWpEUAEAuKQFmw/qzinLlJqVp9qRQVY9yjn1op0eFqoZQQUA4HKmLt6hh6evUX5hkdrXi7IOFawdSf2iNyKoAABcRn5BoZ746ldNnr/NujfLPOZgweAAP6eHBocQVAAALiHtaJ7ufn+5ftx4wLof/afmuvuSpvLxoWjWmxFUAACO23ogU8PeXqIt+zMVEuCn5//SXv3aHe9aDu9FUAEAOOqnjQc04v3l1oxKQlSwVY/Stm6U08OCiyCoAAAc8+6CbXr0i3VWQ7fz6kfr1cEdVCuColkcR1ABAFS7vIJCjf9ird5buMO6v/q8ukq6ph1Fs/gdggoAoFqlZuXqrinLNX/zQZk62b/3baE7L2pC0SxOiKACAKg2m/Zl6La3l2jbwSyFBvrphevPVZ828U4PCy6MoAIAqBZzf9tvbT8+kp2vutEhemNIR7WqwxltODWCCgCgSpmzbyf9vE1PfLVOhUVSxwY19MrgDooND3J6aHADBBUAQJXJzS/UuM/XaOriZOt+YId6euLqtgryp2gWFUNQAQBUiUOZubrzvWVatPWQVTT7z36tdFvPRhTN4rQQVAAAle63vUd029tLteNQlsKD/DXhhvPUq2Utp4cFN0RQAQBUqu/W79Xfpq5QRk6+6seEWkWzzWtHOD0suCmCCgCg0opmX/9xi5JmrFdRkdSlUYxevqmDYsICnR4a3BhBBQBw1nLyC/TQtDX637Kd1v0NnRM1/sq2CvT3dXpocHMEFQDAWTmQkaP/e3eZlm4/LF8f6eErWmto94YUzaJSEFQAAGfs1z3pVtHsrtSjigj218RB5+vC5nFODwsehKACADgjs9amaOSHK5SVW6CGNU3RbCc1rRXu9LDgYQgqAIDTLpp9ee5mPTtzg1U026NpTWsmJTqUollUPoIKAKDCsvMKNPbT1Zr2yy7rfnDXBnqkf2sF+FE0i6pBUAEAVMi+I9m6491l+mVHqvx8ffRo/9Ya3K2h08OChyOoAAD+0JpdaRr+zlLtSctWVEiA/nvj+erRNNbpYcELEFQAAKc0Y/UejfpopY7mFahxXJjeHNJJjWLDnB4WvARBBQBw0qLZCd9t0vOzf7PuezaL1UuDzrdmVIDqQlABAPzO1gOZGvvpKi3ccsi6Nw3cHrq8lfwpmkU1I6gAAErkFRRa5/W88O1G5eYXKjjAV+P6t9ENnes7PTR4KYIKAMCyMjlVYz5dbXWbLV7qeXJAO9WvGer00ODFHJ/De/TRR63zIEpfLVu2dHpYAOA1snLz9fiX63T1f3+2Qkp0aID+PbC93rm1MyEFjnOJGZU2bdro22+/Lbn393eJYQGAx5v72349OG21dh4+at1fdW6CdahgbHiQ00MDLC6RCEwwiY+Pd3oYAOA1DmbkWLMo01fstu7rRofoiavbqleLWk4PDXC9oLJx40YlJCQoODhY3bp1U1JSkurXP3HhVk5OjnUVS0+311IBABXbcmza35uQcjgrTz4+0i3dG2l0n+YKC3KJtwSgDJ8i813roBkzZigjI0MtWrTQnj17NH78eO3atUtr1qxRRETECWtazNeUl5aWpsjIyGoaNQC4n+RDWfrntNX6ceMB675lfISeuvYcnZsY7fTQ4IXS09MVFRX1h+/fjgeV8lJTU9WgQQM9//zzGjZsWIVmVBITEwkqAHAS+QWFmjx/m/496zeru2ygv6/uvbSZbr+wMYcJwuWDisvN80VHR6t58+batGnTCT8fFBRkXQCAP7Zud7rGfLpKq3amWfddGsUo6Zp2ahwX7vTQgApxuaBiloE2b96swYMHOz0UAHBb2XkFenHORr02b4sKCosUEeyvB//cSn/pmChfXx+nhwe4T1C5//771b9/f2u5Z/fu3Ro3bpz8/Px0ww03OD00AHBL8zcdsGpRth3Msu77tY3X+CvbqFZksNNDA9wvqOzcudMKJQcPHlRcXJwuuOACLVy40HoMAKi4tKw8Pfn1On20dKd1XzsySI9f1VZ92tD+Ae7L8aDywQcfOD0EAHBrZk/EV6v36NHP1+lAhr3Z4Kau9fWPy1oqMpiTjuHeHA8qAIAztzv1qB75bI2+/XWfdd8kLszactypYYzTQwMqBUEFANxQYWGR3lu0XU/PWK/M3AIF+Pnoroub6q5eTRTk7+f08IBKQ1ABADfz294jGvPJKi3fkWrdn18/2ppFaV77900yAXdHUAEAN5GTX6CJ32/Wyz9sUl5BkcIC/fRAv5a6qUsDthzDYxFUAMANLN12SA98skqb92da971b1dJjV7VVQnSI00MDqhRBBQBcWHp2np75Zr3eW7jDuo8ND7J6ovy5Xbx8zImCgIcjqACAi5q1NkUPf7ZGe9PtLcfXd0zUP//cSlGhbDmG9yCoAICL2ZeerXGfr9WMNSnWfcOaofrXNe3UvUms00MDqh1BBQBcaMvxh0uT9a+vf9WR7Hz5+fpYJxybk46DA9hyDO9EUAEAF7Blf4bGfrpai7Yesu7PqRdlnXLcJiHK6aEBjiKoAICD8goKrROOzUnHufmFCgnw0+g+zTW0e0P5+/k6PTzAcQQVAHDIiuRUq3Hb+pQj1v2FzeP05IC2SowJdXpogMsgqABANcvMyddzszZo8vxtKiqSaoQG6JH+rTXg3LpsOQbKIagAQDX6fsM+PTRtjXalHrXurz6vrh66vJVqhgc5PTTAJRFUAKAaHMzI0WNfrtNnK3Zb93WjQ6wtxxc1j3N6aIBLI6gAQBUqKirSp8t36Ymv1ulwVp7MkTy39GikUX9qrrAgfgQDf4S/JQBQRXYczNKD01frx40HrPtWdSL11DXt1D4x2umhAW6DoAIAlSy/oFBv/bxVz8/+Tdl5hQry99W9vZtpeM/GCmDLMXBaCCoAUInW7ErTmE9Xac2udOu+a+MYJV1zjhrFhjk9NMAtEVQAoBIczS3QC3N+0xs/blVBYZEig/314OWt9JeOiWw5Bs4CQQUAztLPmw5Y7e93HMqy7i9vV0fjrmytWhHBTg8NcHsEFQA4Q6lZuXryq1/1v2U7rfs6UcF6/Kq26t26ttNDAzwGQQUAzmDL8Rer9uixL9bqQEauzMrO4K4N9Pe+LRQRHOD08ACPQlABgNNgOso+PH2Nvlu/z7pvVitcT13bTh0axDg9NMAjEVQAoAJMgey7C7bp2ZkblJlboAA/H93dq5n+7+LGCvL3c3p4gMciqADAH9iQckQPfLLKOu3Y6NCghtW4rVntCKeHBng8ggoAnER2XoH++/0mvTx3s/IKihQe5K8H+rXUjZ3ry9f0wgdQ5QgqAFBO2tE8fbB4hybP36Y9adnWc39qXVuPXdVGdaJCnB4e4FUIKgBwTPKhLL3501Z9tDRZWbkF1nO1IoI0/so2uqxtPI3bAAcQVAB4vWXbD+uNH7do5toUFRbZz7WoHaFhPRvpyvYJCg6gWBZwCkEFgNceHDhr3V69/uMW/bLDLpI1ejaLtQ4PNB+ZQQGc5xJBZeLEiXr22WeVkpKi9u3ba8KECercubPTwwLggTJy8vXRkmTrdOOdh49azwX6+WrAeQkadkFjtYhnJw/gShwPKh9++KFGjRqlV155RV26dNELL7ygvn37asOGDapVq5bTw4O3KCyUMjOljAz7OnLE/lhQIDVsKNWvL/kx/e/OdqcetYpjpy7aoSM5+dZzNUIDrI6yN3VrwLk8gIvyKTK9oB1kwkmnTp300ksvWfeFhYVKTEzUPffcozFjxvzhr09PT1dUVJTS0tIUGRlZDSOG48y3bFbW8TBRPlycyb0JKacSGCg1biw1bSo1a1b2qlePEOPCVu9Ms5Z3vlq9x2raZjSODbPqT645r55CAvlvBzihou/fjs6o5ObmatmyZRo7dmzJc76+vurdu7cWLFhwwl+Tk5NjXaX/oHDxUHH06MkDwpmECxMqqipf+/pK4eH2FRFh//9s22a+WaX16+2rvKAgO8SUDi/FgcaEGPN7oloVFhZpzvp9VkBZvPVQyfPdGtfUbT0bqVeLWvRBAdyEo0HlwIEDKigoUO3aZU8aNffrT/SGICkpKUnjx4+vphF6uR07pF27zj5cmGWVqlIcKIrDRfn7U33uRPchIbJOmCvNLP8kJ0sbN0qbNtkfi68tW0x6ln791b7KCw6WmjQpG16Kr4QEQkwlO5pboI+X79RbP23V1gP2LJm/r4+uOKeObuvZWG3rRjk9RADuVqNyuszsi6lpKT2jYpaKcJbMzIF5o/3xR2nePPujeXOuTGFhlRMoih+bUFEdb/RmWcfUqZjrT38q+7n8/OMhpvRlAo0JMdnZ0tq19lWeGX9xiCk/E2NCDDtOKmxferbeWbBd7y3artSsPOu5yGB/DerSQEO6N6BJG+DGHA0qsbGx8vPz0969e8s8b+7j4+NP+GuCgoKsC2fJvMH+8osdSIqvgwd//wZtikjPNlCYKzTUM+s4/P2lRo3sq0+f37/G27eXDS/Fj7dutZfE1qyxr/LM61UcWsrPxJi/G4QYy6970vXGj1v1+cpdVot7IzEmRMN6NNLAjokKC3K7f4sBKMfRv8WBgYHq0KGD5syZowEDBpQU05r7u+++28mheR7zprh48fHZElMDZJZlyi9TdOsm9expX1272iEDZx5izIyJuS67rOzn8vLs2pfyS0nmMs+bYuFVq+zrRDNTJyrqNc+ZZVQPDzGm/n/ub/utgPLTpgMlz5uDAof3bKQ/tY6XH/UngMdw/J8bZhlnyJAh6tixo9U7xWxPzszM1C233OL00NxbWpr088/Hl3KWLLHfHEuLjpZ69JAuvNAOJh062LtbUPUCAo4HjH79yn7OFO6asFJ+Kcl8NDM0pph45Ur7Ks/MYpUOMaUfx8W5dYgxBwR+tmKXFVA27rNDtskj/drWsXbwnF+/htNDBOCJQeX666/X/v379cgjj1gN384991x98803vyuwxR9ISTm+hGOCifmXePmdMXXqHJ8tMeGkbVuKOV2RCYvNm9tXeaZw1ywbnaiw1xQ/m0Jms6RnrvLM9r+TzcTExrpsiDmYkaP3Fu7Quwu36UBGrvVcWKCfru9UX7f0aKjEmFCnhwjAk/uonC2v7KNi/pOZN6viZRxzmTeq8swbUHEwMZdZgnDRNyNUAhNiTAHviWZiTMHvqf6qR0WduKjXXDVrygmb9h3Rmz9t06fLdyon3945lhAVrFt6NNL1nRMVGRzgyLgAVO/7N0HFHZjtvWbXSOkdObt3l/0aE0DatTu+jGMuM4MCGGb30ebNJ56J2bnz1L+2VSvpL3+xr9atq3SY5sfRgs0Hrf4n32/YX/L8OfWirO3F/drGK8CPWUDAExBU3JmpJVm27PhsyU8/SYcP/77GoWPH48s43btLNVijxxkwhbvlZ2KKA43po1NamzbHQ0vLlpU2hNz8Qn25ardVf7JuT3pJ9u7dqrZ1QGCnhjU4IBDwMAQVd3ujWLjw+GyJeWyeK7/To/SOnC5d7C2sQFVKTZW++EL66CNp5syyBdlmBm/gQDu0tGhxZr99Vq7eX7xDb8/fpr3pdsfp4ABfDeyQqFsvaKRGsWGV9ScB4GIIKq7s0CF7R05xMDGzJ6bnRmkxMWXrS847z55FAZwMLZ99ZoeWWbPKfs+ec44dWExwOVERcDnbDmRq0s9b9dHSnTqaV2A9FxcRpKHdG2pQ5/qqEcbuM8DTpRNUXIiZPi+9I+dEDb7MmTDFyzjmo6kLYEcOXJVZipw+Xfrf/6TZs8uGlnPPPT7TYopyjzE/apZuP6w3ftyiWev2ltT2toyPsOpP+revoyB/D2wKCOCECCpOMS+nWdsvvSPHrP+XZ6bKS28VbtCAHTlwT2aG0IQWM9Py7bf22UjFzjtPBdcN1A/nXKT/bCvUyp1pJZ+6uEWcbrugsXo0rUn9CeCF0gkq1cT8UF69uuyOnHJHAlgzI+3bH58tueACu4Mo4GkOHCgJLUXffSefUqFlVXxTzWzVU0XXXaerr+2pZrUjHB0qAGcRVKqyV8XSpcdnS0ytiekCW75hV+fOx4OJ2ZHjCrM9QDXYeThLk3/epm/mrtEFq3/U5et/Uvcdq+RXVOoUbbNjrbimxRz2CMDrpBNUKonp9GnOxSkOJosW2T0pyrctN2GkeBmnUyf73BzAi6xITrXqT2asSVFBof1jpUlcmFV/cnXdAAV/+bm9PPTDD3ZvoGIm1JvQct119hIoAK+QTlA5S6++Kr3xht2KvPSau2HOTCm9I8cs65gD6AAvYwLJ7HV79eZPW7Rk2/FeP6buxNSfXNQ8Tr7lDwjct0/69FM7tMydWza0mG33xaHFnNwNwGMRVM7WuHHSY4/Zj82/8krvyDGFsBT/wYtl5uTr42U79dbPW7X9oN3zJ8DPR/3bJ2jYBY3UJiGq4mdUFYcWU+NV+seR6RtUHFrMrjgAHoWgcrbWrbNnU0ww4V92gCUlLVtvL9im9xftUNpRu/lbVEiAbuxSX0O6N1TtyLNY8tyz53hoMcuspX80maXV4tBSt24l/EkAOI2gAqDSrN2dpjd/3KrPV+5W/rH6kwY1Q63Zk+s61FNoYCUvfZqzrD75xA4tpmC99I8ps2vOhJZrr5USEir3/xdAtSGoADgrWbn5+mnjAU2ev03zNx8seb5zwxgN69nIOofHr3z9SVU1TCwdWoqZ5Vcz42l2DpnQwiGcgFshqAA4Ldl5BVq+47B1erG5zC6e4tkTE0j+3K6ONYNybmK0c4M0Jz1//LEdWsxuvNKhxdSQmZmWa66R4uOdGyOACiGoAPjDE4tX7ky1Qsn8zQe0fEeq9VxpdaND1K9tvIb2aKh6NVzsEMzk5OOhxRzkWbrB4kUX2TMtJrTQXBFwSQQVAGXkFxRqze50K5SYcLJ02+GSAwGLmYMBuzepqW6Na6p7k1glxoS4R3v77duPh5bFi8uGlosvPj7TYloLAHAJBBXAyxUWFunXlPSSpZzFWw/pSE7ZU7pjwgLVtXGMujWJtcKJadDmFsHkVLZtsw9LNNeSJWVDyyWXHJ9piY11cpSA10snqADexfxV3rgvo2QpZ9HWQ0rNsrcQF4sI9lfXxvaMSbcmNdWidsTvG7J5kq1b7cBiZlqWLTv+vJ+fHVrMTMvVV0s1azo5SsArpRNUAM9m/upuO5hVEkwWbjmkAxk5Zb4mLNBPnRrFlCzltE6IrJ6dOq5o8+bjMy3Ll5cNLb172zMtJrTExDg5SsBrpBNUAM888M9sFV5ohZODSkkve+5UkL+vOjasYYUSM3NyTr0oBfj5OjZel7Vp0/GZlhUrjj9vjsIwocXMtAwYINWo4eQoAY9GUAE8wN707JIZkwVbDir50NEynzdt68+rX+PYjElNnVs/WkH+fo6N1y399tvxmZaVK48/HxAg/elP0qBB0vXXc54XUMkIKoAbMks3C7fYxa8mmGzZn1nm82bZxsyS2DtzYtWhQQ2FBBJMKs2GDcdnWlavPv588+bS44/bLfxNUS6As0ZQAdxAWlaeFm49Fkw2H9SGvUfKfN5swGmbEGUVvppZE1NvEh7Ev+yrxa+/Sh9+KE2cKB04YD933nnSv/4l9e3LwaTAWSKoAC4oIydfS7YeKlnKWbs7vcwxNkbL+AirvsTMmnRpVFNRoQFODRfGkSPS889L//63/dgwXXCTkuzDEgGcEYLKWcrJL1CAr69nb91ElTuaW6Cl2w8dqzM5qNW70lRwrC19MdO7xJ4xMQWwMaoZHuTYeHEKZlbFhBMzw5JzbHfVFVdITzwhtW/v9OgAt0NQOUuvzN2s52f/pnrRIapbI0SJMaFKrBFqdeo0rcQTa4RYzbLcvjkWKpUJuL/ssNvSm+uX5MPKKyj7V6x+TKhd/Nq0pjVzUjsy2LHx4gzPG3rsMemtt6SCAnsJ6K9/tZ9r2tTp0QFug6Bylh6avlrvLdxxyq8JDfRTPRNirAATaj22QkyMHWwig5my93R5BYVatTNNC44t5Zi29DnlzsupExVcUmNiPrrcmTk4891Cjzxi17EYZlfQsGHSww9Ldes6PTrA5RFUKuFclD1p2Uo+nKWdh47aHw8fVfKhLOvx3vSyjbVOJDLYv2Qmxgo0McdCTI1Qa5YmNJCiSHdjlm3W7k4r2ZVj6k0yc8uelxMbHmQFkuIzcxrUDGXmzZP98ov04IPSjBn2fXCwdM890gMP0PEWOAWCShXLzivQ7lQTYI5aTbhMfws71NiB5mBm7h/+HrHhgda/rktCTKnHCdHB9MNwkfNyzE6c4hqTRVsP6kh22fNyokMD1LWRvZRjgknTWuEEE2/044/S2LHSzz/b9+bn0f33S/fdJ4WHOz06wOUQVByWmZNvBRY7xGT9LtCUf7Mrz7zPxUcGlywt1Tu2tFRcJ2M+50/H0dMOl+lH85Senae0o/klj83HNOtxfqnH5nnz3zBLh8uflxPkry6NY47tzIm1dulQdA2L+XH69df2DEtx8zhzYrO5/7//k4IolAbcKqg0bNhQ283x7KUkJSVpzJgxbh9U/oh5MzQBpji8WB+PLS2ZgHM0r+xyQnn+vj6qEx1sB5dyS0tmliYuPMjj3jzNcpwJeHbQsIPE8cdlA8bxx8dCSXaecsvVjlSUqUXq2DCmZCmnTUIkIRGnVlhoN40z9SqmXb9Rv7706KPS4MF0uQXkRkFl2LBhGj58eMlzERERCgsL8/igcirmP4lZOioOLcmlwoy533X4qHILTv2mG+jve7y49wRLSzVCA6p9ecL8uUw9R5lgcWwm4/jjsiEkvdTXmB4kZ8tkt8iQAKvQOcp8DPEv9dg871/qcYBqhgeqZXyk9XoCpy0vT5o0SRo/Xtq9236uZUt7S/M119A0Dl4tvYLv347HehNM4uPjnR6GSzEBwhRkmsuc43Kiuom9R7KPF/eWzMjYj/ekHbVmD0z79fIt2Eufqlu8Q8n+WHZpKeIkO5as5ZNyMxXpFQgcxc+XayFyRszYTZCwAkXwsbBRJnz8PnCYpmnmubBAf4+baYILM+cF3X67PYti+q+YPizr19ut+Dt2tLvcmkMQCSyA686oZGdnKy8vT/Xr19egQYN03333yf8U06I5OTnWVTqRJSYmetSMSmVsmU0xO5aO7VA6vlvJDjQV2bFk3uRNYAn08y1Tv1F+6+2ZML9nZAVmM4pnPI4HEvtrWHaB20pLszvcmk63mcf+EXHxxXaA6drV6dEB1cotln6ef/55nX/++YqJidH8+fM1duxY3XLLLdbzJ/Poo49qvJlGLYegUnFmVmSX2bFUamlpZ6k6mUN/sGPJ/OOvZCajOFCUX0qxZjB+HzTM4yB/X3bFwLvt22fPprz8spR77O/blVdKTz4ptW3r9OgAzw4qphD26aefPuXX/Prrr2pp1mnLeeutt3THHXcoIyNDQSepjmdGpeqZWhBTB2OCTH5hUdmZjZAAhbN8AlQOs5nAdLSdPNkuwDUB/sYb7ZqWxo2dHh3gmUFl//79Onjw4Cm/pnHjxgoMDPzd82vXrlXbtm21fv16tWjRwmuLaQF4GVO3YnYIffyxfW+Wv01ty0MPSXXqOD06wLOKaePi4qzrTKxYsUK+vr6qVatWZQ8LAFyXmWH+3/+kZcukf/5TmjVL+u9/7R1Df/ub3eW2xu8L6wFv4FhV4oIFC/TCCy9o5cqV2rJli6ZMmWIV0t50002qwV9IAN6oQwdp5kzp++/t4tqjRyWzlN6okV3TUlyAC3gRx4KKqUH54IMPdNFFF6lNmzZ68sknraDy2muvOTUkAHANZifQ/PnSZ5/ZxbVmt5DpbtukifTSS8cLcAEvQAt9AHBlBQXS1Kn2Sc1bt9rPNWxoF9yawls/zgSDZ79/05ACAFyZCSI33WQX3Jq6FdMgc9s2acgQqX17afp0+4whwEMRVADAHZidknfeKW3eLD31lF1cu3atdPXVdj3LnDlOjxCoEgQVAHAnoaH2LqAtW+wdQuZ+8WK7Fb+5zGPAgxBUAMAdRUfbnWzNDMvdd9vnCplZlS5d7AMP161zeoRApSCoAIA7MzUrEyZIGzZIN99sd7edNk1q104aOtSuZwHcGEEFADyB6bXy9tvS6tV23YppyW/umze3m8bt3ev0CIEzQlABAE/Spo306afSokXSpZdKeXn2jIs5O8j0YklNdXqEwGkhqACAJ+rcWfr2W/syj7Oy7O62JrCYbrfmHnADBBUA8GRmVmXhQnuWpXVr6fBhc8y91LSp9PLLdLmFyyOoAICnMwW2pm5l1Spp8mSpQQNpzx7prrukVq2k996zO+ACLoigAgDe1OXWdLQ1O4RM3Urt2nY/lsGDpXPPlT7/nC63cDkEFQDwNkFBdu8V04PF9GKJipLWrJGuukrq0UP64QenRwiUIKgAgLcKC7O725pZFdPtNiREWrBA6tVL6ttXWrbM6RECBBUA8HoxMfb5QWaGxZwn5O8vzZoldewoDRx4/NRmwAEEFQCArU4d+4Rmc1LzjTfaRbgff2zXr7z/vtOjg5ciqAAAymrSxN4JtHKl1L27lJ5uBxfTot88BqoRQQUAcGLmvKC5c6VHH5V8faV335XOO8/uegtUE4IKAODkTL3KuHHSvHl2/xVTeGt2Bpkut/ReQTUgqAAA/pgJJytWSNdfbwcUc26Q6XqbnOz0yODhCCoAgIqJjpamTrW725qtzWZZqH17uz0/UEUIKgCAijM7gUx3219+sbcvm7ODrr1Wuv12KTPT6dHBAxFUAACnr1kz6eef7QMOTXh5/XWpQwc7wACViKACADgzgYFSUpL07bdSQoJ9hlCXLtLzz0uFhU6PDh6CoAIAODuXXGKfzDxggJSXJ40eLfXrJ6WkOD0yeACCCgDg7NWsaRfVvvqqfWaQacF/zjnSV185PTK4OYIKAKBymFoVU1RrDjM0u4H275euuEK65x4pO9vp0cFNEVQAAJWrVSu7e+1999n3L70kdeokrVnj9MjghggqAIDKFxRkF9XOmCHVqmWHFBNWzKGHRUVOjw5uhKACAKg6l11mF9qa4lqz/DNihHTVVfayEFABBBUAQNWqXdsuqn3xRXtL8xdf2IW2s2c7PTK4AYIKAKB6Cm3/9jdp8WKpdWt763KfPtLf/y7l5jo9OnhjUHnyySfVvXt3hYaGKtqcD3ECO3bs0OWXX259Ta1atfT3v/9d+fn5VTUkAIDTzG6gJUukO++07597TurWzW4WB1RnUMnNzdXAgQN1Z/E3YzkFBQVWSDFfN3/+fL399tuaPHmyHnnkkaoaEgDAFYSG2kW106dLMTHS8uXS+edLb75JoS1+x6eoqGq/K0z4GDlypFJTU8s8P2PGDF1xxRXavXu3apv1S0mvvPKKHnjgAe3fv1+BZh2zAtLT0xUVFaW0tDRFRkZWyZ8BAFBFdu2Sbr5Z+u47+/6666TXXpNq1HB6ZKhiFX3/dqxGZcGCBWrXrl1JSDH69u1rDXzt2rUn/XU5OTnW15S+AABuqm5du6j2mWckf3/p44/t5aF585weGVyEY0ElJSWlTEgxiu/N504mKSnJSmDFV2JiYpWPFQBQhXx97aLaBQukpk2l5GSpVy/p4Yfts4Pg1U4rqIwZM0Y+Pj6nvNavX191o5U0duxYa5qo+Eo239AAAPfXsaP0yy/SLbfYpy8/8YR04YXSli1OjwwO8j+dLx49erSGDh16yq9p3LhxhX6v+Ph4LTbb1ErZu3dvyedOJigoyLoAAB4oPFx66y27UZw5N2jhQuncc6WXX5ZuvNHp0cHVg0pcXJx1VYZu3bpZW5j37dtnbU02Zs+ebRXUtDZ77AEA3usvf5G6dJFuukn66Sf74zffSBMnSmyc8CpVVqNieqSsWLHC+mi2IpvH5srIyLA+36dPHyuQDB48WCtXrtTMmTP10EMPacSIEcyYAACkBg2k77+XHntM8vOT3nvPnl0xsyzwGlW2PdksEZneKOV9//33uvjii63H27dvt/qs/PDDDwoLC9OQIUP01FNPyd9UflcQ25MBwAvMn28v/WzbZoeWRx81RYv2Y7ilir5/V3kflapGUAEAL5GWZne0nTrVvjeFtmaWhd2fbsnl+6gAAHBaoqKkKVOkd96xi25NrxVzuKHpvQKPRVABALjX4YaDB0srVkidO0um6/nAgdJtt0mZmU6PDlWAoAIAcD9Nmti7gf75Tzu8mHOCzHlB5twgeBSCCgDAPQUESE8+aZ8TZFrx//ab1LWrfSKzaRgHj0BQAQC4N7OTdNUq6Zpr7Jb7ph2/aRi3Z4/TI0MlIKgAANxfTIxdVGtOXg4NtQ86NIW2X3zh9MhwlggqAADPYGpVhg+Xli2zG8MdOCBdeaV0993S0aNOjw5niKACAPAsLVva3WtHj7bvTdv9Tp2k1audHhnOAEEFAOB5zFEspqjWnA9Uu7a0dq0dVl56SXLvPqdeh6ACAPBcffvahbaXXy7l5Ej33CP17y/t3+/0yFBBBBUAgGerVcsuqp0wwZ5p+eoru9B21iynR4YKIKgAALyj0NYU1S5ZIrVpI6Wk2LMt999vz7TAZRFUAADeo107O6yMGGHf//vfUrdu0vr1To8MJ0FQAQB4l5AQu6j288+lmjWlX36ROnSQ3niDQlsXRFABAHgnU1RrCm1795aysuweLOaAw0OHnB4ZSiGoAAC8V0KCNHOm9Oyz9tlBn3witW8v/fCD0yPDMQQVAIB38/W1i2oXLJCaN5d27pQuuUR68EH77CA4iqACAIBh6lRM+/1hw+xalX/9S7rgAmnzZqdH5tUIKgAAFAsPt4tqP/pIio6WFi+2A8y8eU6PzGsRVAAAKM8U1a5caW9dTkuT+vSRPvvM6VF5JYIKAAAnUr++NGeOfQKzaQp3zTXSm286PSqvQ1ABAOBUPVfMTqBbb5UKC6XbbpOSkui3Uo0IKgAAnIq/v123Mnasff/Pf0ojR9rBBVWOoAIAQEXOCjK7gF54wb7/z3+km26ScnOdHpnHI6gAAFBR994rTZliz7JMnWp3t83IcHpUHo2gAgDA6Rg0SPrySyksTJo1y24Ot3+/06PyWAQVAABOV9++0nff2YcamtOYTWO47dudHpVHIqgAAHAmOneWfvrJ3sb8229S9+7SmjVOj8rjEFQAADhTLVtKP/8stWkj7d4t9exp36PSEFQAADgb9erZLfbNjEpqqtS7t/TFF06PymMQVAAAOFsxMdLs2dIVV0jZ2dLVV0uTJjk9Ko9QZUHlySefVPfu3RUaGqpoc7DTCfj4+Pzu+uCDD6pqSAAAVJ3QUOnTT6UhQ6SCArub7TPP0MXWVYNKbm6uBg4cqDvvvPOUXzdp0iTt2bOn5BowYEBVDQkAgKoVEGDPpPzjH/b9Aw9I999PF9uz4K8qMn78eOvj5MmTT/l1ZrYlPj6+qoYBAED1d7F9+mmpdm1p9Gjp+eelffukt96ygwzcq0ZlxIgRio2NVefOnfXWW2+p6A+myHJycpSenl7mAgDA5YwaJb3zjt3F9r337FOYMzOdHpXbcTSoPPbYY/roo480e/ZsXXvttbrrrrs0YcKEU/6apKQkRUVFlVyJiYnVNl4AAE7L4MHS55/bpzB/84106aXSwYNOj8qt+BT90RRGKWPGjNHTZjrrFH799Ve1NPvKjzFLPyNHjlSq2bL1Bx555BGrZiU5OfmUMyrmKmZmVExYSUtLU2RkZEX/KAAAVJ+FC6XLL5cOHbJ7r8ycaTeK82Lp6enWhMMfvX+fVo3K6NGjNXTo0FN+TePGjXWmunTposcff9wKIkFBQSf8GvP8yT4HAIBL6trV7mLbp4+0fr3Uo4cdVlq3dnpkLu+0gkpcXJx1VZUVK1aoRo0aBBEAgOdp1UqaP98+J+jXX+3zgb76SurWzemReeeunx07dujQoUPWx4KCAiuEGE2bNlV4eLi++OIL7d27V127dlVwcLBVp/Kvf/1L95ttXAAAeCJTV/njj3ZjOLMcZGpWPv5Y+vOfnR6ZZ9SonA6zRPT222//7vnvv/9eF198sb755huNHTtWmzZtsnb6mABjeq4MHz5cvr6+lb7GBQCAyzC7fwYOlGbMkPz87K3LN98sb5JewffvKgsq1YWgAgBwS3l50rBh0rvv2vfPPms3h/MS6RV8/3a8jwoAAF7JNH8zTVFNUzjj73+3O9q69/xBpSOoAADgFFPq8Nxz9plAxbMqt9xiz7bAQlABAMBpZjbFnBFk6lVMfac5fTkry+lRuQSCCgAArsD0KZs+3e5ia7Yt9+5tN4jzcgQVAABchdm2/O235sReacECqWdPaedOeTOCCgAArqR7d7uLbd260rp19r3pZuulCCoAALiaNm3sLrYtWkjm/DvTxXbRInkjggoAAK7IHFr4009S5872icuXXGKfwOxlCCoAALiq2Fhpzhz7fCCzC6h/f2nKFHkTggoAAK4sPFz6/HNp0CApP1+66SbphRfkLQgqAAC4usBAu9X+yJH2/X33SWPGeEUXW4IKAADu0sX2+eelpCT7/umnpdtus2dZPBhBBQAAd+HjY8+kvPGGHVzMqcvXXisdPSpPRVABAMDdDBsmTZsmBQfb9St9+kiHD8sTEVQAAHBHV14pzZolRUXZ25gvvFDatUuehqACAIC76tlT+vFHqU4dac0aqUcPacMGeRKCCgAA7qxdO7uLbbNm0vbtdhfbJUvkKQgqAAC4u4YNpZ9/ljp2lA4ckHr1kmbPlicgqAAA4Ani4qTvvpN695YyM6XLL5emTpW7I6gAAOApIiKkr76Srr9eysuzu9n+5z9yZwQVAAA8rYvt++9L99xj3997r/TQQ27bxZagAgCAp/H1lV58UXriCfv+ySel2293yy62BBUAADy1i+2DD0qvvWYHF9PNduBAt+tiS1ABAMCTDR8uffyxFBQkTZ8uXXaZlJoqd0FQAQDA0119tTRzphQZKc2bJ110kbRnj9wBQQUAAG9w0UV2SImPl1atsrvYbtwoV0dQAQDAW7RvbzeGa9pU2rrVDivLlsmVEVQAAPAmjRvbhxied560f7908cXSnDlyVQQVAAC8Te3a0g8/SJdcImVkSH/+s/TRR3JFBBUAALxRZKT09df2luXcXOmvf5UmTpSrIagAAOCtgoLs84DuusvuXHv33dK4cS7VxbbKgsq2bds0bNgwNWrUSCEhIWrSpInGjRunXJPaSlm1apV69uyp4OBgJSYm6plnnqmqIQEAgPL8/KSXXpIefdS+f+wx6c47pYICuQL/qvqN169fr8LCQr366qtq2rSp1qxZo+HDhyszM1PPPfec9TXp6enq06ePevfurVdeeUWrV6/WrbfequjoaN1uWv0CAIDq6WJrZlJM7YqZXXn1VbvQdsoUKTjY2aEVFVXf/M6zzz6rl19+WVu2bLHuzeMHH3xQKSkpCjSHKEkaM2aMpk+fbgWdijBhJyoqSmlpaYo0620AAODMffKJfeqyWQExO4JMN9uoKFW2ir5/V2uNihlMTExMyf2CBQt04YUXloQUo2/fvtqwYYMOHz58wt8jJyfH+sOVvgAAQCW59lrpm2+kiAh7Z5AJKykpckq1BZVNmzZpwoQJuuOOO0qeMzMptc00UynF9+ZzJ5KUlGQlsOLL1LUAAIBK1KuXNHeuvRS0YoU0apTcJqiYpRkfH59TXuWXbXbt2qXLLrtMAwcOtOpUzsbYsWOtmZniKzk5+ax+PwAAcAKmIZzpYnvFFdKECXKbYtrRo0dr6NChp/yaxqbr3TG7d+9Wr1691L17d71mjpouJT4+Xnv37i3zXPG9+dyJBAUFWRcAAKhiTZpIX3whJ512UImLi7OuijAzKSakdOjQQZMmTZKvb9kJnG7dulnFtHl5eQoICLCemz17tlq0aKEaNWqc7tAAAICHqbIaFRNSLr74YtWvX9/ajrx//36r7qR07cmgQYOsQlrTb2Xt2rX68MMP9eKLL2qUg2thAADAdVRZHxUzM2IKaM1Vr169Mp8r3hFtimFnzZqlESNGWLMusbGxeuSRR+ihAgAAqr+PSlWgjwoAAO7HJfuoAAAAnA6CCgAAcFkEFQAA4LIIKgAAwGURVAAAgMsiqAAAAJdFUAEAAC6LoAIAAFwWQQUAAHhfC/3qUtxY13S4AwAA7qH4ffuPGuS7fVA5cuSI9TExMdHpoQAAgDN4Hzet9D32rJ/CwkLt3r1bERER8vHxqfS0ZwJQcnIy5wj9AV6riuO1qjheq4rjtao4XivXeK1M/DAhJSEhQb6+vp47o2L+cOVPZ65s5j8O38wVw2tVcbxWFcdrVXG8VhXHa+X8a3WqmZRiFNMCAACXRVABAAAui6ByCkFBQRo3bpz1EafGa1VxvFYVx2tVcbxWFcdr5V6vldsX0wIAAM/FjAoAAHBZBBUAAOCyCCoAAMBlEVQAAIDLIqhU0JNPPqnu3bsrNDRU0dHRTg/HpUycOFENGzZUcHCwunTposWLFzs9JJc0b9489e/f3+rCaLooT58+3ekhuaykpCR16tTJ6jhdq1YtDRgwQBs2bHB6WC7p5Zdf1jnnnFPSkKtbt26aMWOG08NyC0899ZT1d3HkyJFOD8XlPProo9ZrU/pq2bKlI2MhqFRQbm6uBg4cqDvvvNPpobiUDz/8UKNGjbK2ry1fvlzt27dX3759tW/fPqeH5nIyMzOt18cEO5za3LlzNWLECC1cuFCzZ89WXl6e+vTpY72GKMt05jZvuMuWLdPSpUt1ySWX6KqrrtLatWudHppLW7JkiV599VUr5OHE2rRpoz179pRcP/30kxxhtiej4iZNmlQUFRXl9DBcRufOnYtGjBhRcl9QUFCUkJBQlJSU5Oi4XJ35qzdt2jSnh+E29u3bZ71mc+fOdXoobqFGjRpFb7zxhtPDcFlHjhwpatasWdHs2bOLLrrooqJ7773X6SG5nHHjxhW1b9++yBUwo4KzmmUy/4rr3bt3mbOXzP2CBQscHRs8S1pamvUxJibG6aG4tIKCAn3wwQfWzJNZAsKJmdm6yy+/vMzPLvzexo0braXqxo0b68Ybb9SOHTvkBLc/lBDOOXDggPWDsXbt2mWeN/fr1693bFzwLOaEdFND0KNHD7Vt29bp4bik1atXW8EkOztb4eHhmjZtmlq3bu30sFySCXJmmdos/eDkTL3h5MmT1aJFC2vZZ/z48erZs6fWrFlj1Y5VJ6+eURkzZszvioXKX7zhAs7/69f8cDRvMDgx82ayYsUKLVq0yKqjGzJkiNatW+f0sFxOcnKy7r33Xk2ZMsUq/sfJ9evXz6rLNDU8pu7w66+/Vmpqqj766CNVN6+eURk9erSGDh16yq8xU144sdjYWPn5+Wnv3r1lnjf38fHxjo0LnuPuu+/Wl19+ae2YMkWjOLHAwEA1bdrUetyhQwdrtuDFF1+0ikVxnFmqNoX+559/fslzZlbYfH+99NJLysnJsX6m4ffMbtfmzZtr06ZNqm5eHVTi4uKsC2f+w9H8UJwzZ461fbR4mt7cmzcY4EyZeuN77rnHWsL44Ycf1KhRI6eH5FbM30PzpouyLr30UmuZrLRbbrnF2nb7wAMPEFJOISMjQ5s3b9bgwYNV3bw6qJwOU0R06NAh66NJ4Gaa1TD/ijFrwt7KbE0208wdO3ZU586d9cILL1iFfOYvP37/F730v0a2bt1qfR+ZAtH69es7OjZXXO55//339dlnn1nr4SkpKdbzUVFRCgkJcXp4LmXs2LHWNL35Hjpy5Ij1uplwN3PmTKeH5nLM91L5OqewsDDVrFmT+qdy7r//fqvvU4MGDbR7926rBYUJcjfccEP5L616Tm87chdDhgyxtkeWv77//vsibzdhwoSi+vXrFwUGBlrblRcuXOj0kFyS+V450feQ+d5CWSd6ncxl2gOgrFtvvbWoQYMG1t+/uLi4oksvvbRo1qxZTg/LbbA9+cSuv/76ojp16ljfV3Xr1rXuN23aVOQEH/M/1R+PAAAA/phX7/oBAACujaACAABcFkEFAAC4LIIKAABwWQQVAADgsggqAADAZRFUAACAyyKoAAAAl0VQAQAALougAgAAXBZBBQAAuCyCCgAAkKv6/3rMV7t5ForcAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Kratší získání Figure a Axes\n", "# (pomocí rozdělení obrázku na 1x1 podgraf :-))\n", "fig, axes = plt.subplots()\n", "\n", "# Jen voláme vícekrát plot\n", "axes.plot(x, y - 5)\n", "axes.plot(x, x - y, color='red'); # druhá datová řada, jiná barva (r = červená)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podobně můžeme vložit několik dvojic datových sad za sebou:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots()\n", "\n", "# Dvě datové řady najednou\n", "axes.plot(x, y + 5, x, y * 2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Popisky os (základ)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pro přidání popisků os a nastavování dalších parametrů voláme metody objektu `Axes` (obvykle začínají na `set_`)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Druha mocnina')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots()\n", "\n", "axes.plot(x, x ** 2, color='red', linewidth=2) # Zopakujeme kreslení čárového grafu (+ přidáme styl)\n", "axes.set_xlabel('x') # Nastavení popisku osy x\n", "axes.set_ylabel('y') # Nastavení popisku osy y\n", "axes.set_title('Druha mocnina') # Nastavení popisku celého grafu (soustavy souřadnic) ;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Všechny popisky jsou typu **Text** a dá se s nimi pomocí metod tohoto objektu všemožně manipulovat." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ukládání do souboru" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "K tomuto účelu slouží metoda **savefig**:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Základní uložení (typ souboru podle jména)\n", "fig.savefig(\"filename.png\")\n", "\n", "# Parametry\n", "fig.savefig(\"filename.png\", dpi=200)\n", "\n", "# Vektorová grafika\n", "fig.savefig(\"filename.svg\")\n", "fig.savefig(\"filename.pdf\")\n", "\n", "# Další možnosti pro PDF výstup (\"profi\")\n", "# fig.savefig(\"filename.pdf\", bbox_inches='tight') -- Bez bílých okrajů\n", "# matplotlib.rcParams['text.usetex'] = True -- a další možnosti (TeX použitý pro písmo)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib nabízí výstup do mnoha formátů včetně PNG, JPEG, EPS, SVG, PDF. Do vědeckých publikací se nejvíce hodí PDF (zkompilujte dokumenty $\\LaTeX$u pomocí příkazu `pdflatex`, který umožňuje PDF přímo vkládat `includegraphics`). " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Jednoduchý způsob, jak v Jupyter Notebooku zobrazit obrázek ze souboru\n", "IPython.core.display.Image(filename=\"filename.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Více grafů v jednom obrázku" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Přesné umístění" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Na vytvoření více grafů v jednom obrázku není nic magického. Prostě jen zavoláme několikrát metodu `add_axes` objektu `Figure`." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "\n", "axes1 = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # Hlavní\n", "axes2 = fig.add_axes([0.2, 0.5, 0.4, 0.3]) # Menší, vlevo nahoře\n", "\n", "# Hlavní graf\n", "axes1.plot(x, y, 'r')\n", "axes1.set_xlabel('x')\n", "axes1.set_ylabel('y')\n", "axes1.set_title('hlavni')\n", "\n", "# Vnořený graf\n", "axes2.plot(y, x, 'g')\n", "axes2.set_xlabel('y')\n", "axes2.set_ylabel('x')\n", "axes2.set_title('detail');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rozložení navržené matplotlibem" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib nabízí různé \"správce rozložení\", které se starají o rozložení více grafů do jednoho obrázku. Nejjednodušší z nich je `subplots`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vytvoříme 1x3 podgrafy v širokém grafu.\n", "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(12,3))\n", "\n", "for i, ax in enumerate(axes):\n", " # V numpy vytvoříme pravidelně rozmístěné hodnoty osy x\n", " x = np.linspace(0, 5, 20)\n", "\n", " # Umocníme na\n", " power = (2. ** (2*i - 1))\n", "\n", " # Vypočítáme hodnoty y\n", " y = x ** power\n", "\n", " ax.plot(x, y)\n", " ax.set_xlabel('x')\n", " ax.set_ylabel('y')\n", "\n", " # Použijeme LaTeXovou syntax pro správné vysázení titulku grafu.\n", " ax.set_title('$x^{%.1f}$' % power)\n", "\n", "# Opravíme rozložení, aby nám grafy nelezly přes sebe.\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Komplikovanější rozložení" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pro vytvoření ještě komplikovanějších rozložení slouží metody `gridspec` a `subplot2grid`, viz http://matplotlib.org/users/gridspec.html." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Inspirující (a zároveň odstrašující) ukázka\n", "fig = plt.figure()\n", "ax1 = plt.subplot2grid((3,3), (0,0), colspan=3)\n", "ax2 = plt.subplot2grid((3,3), (1,0), colspan=2)\n", "ax3 = plt.subplot2grid((3,3), (1,2), rowspan=2)\n", "ax4 = plt.subplot2grid((3,3), (2,0))\n", "ax5 = plt.subplot2grid((3,3), (2,1))\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dvě různé osy v jednom grafu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pokud chceme v jednom grafu mít pro dvě různé datové sady dvě různé osy *x* nebo dvě různé osy *y*, můžeme použít metody `twinx` a `twiny` třídy `Axes`, které vytvoří novou soustavu souřadnic se sdílenou osou *x*, potažmo *y*." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots()\n", "\n", "ax1.plot(x, x**2, linewidth=2, color=\"blue\")\n", "ax1.set_ylabel(r\"area $(m^2)$\", fontsize=15, color=\"blue\")\n", "\n", "ax2 = ax1.twinx() # Kopie soustavy souřadnic, sdílející osu x\n", "ax2.plot(x, x**3, linewidth=2, color=\"red\")\n", "ax2.set_ylabel(r\"volume $(m^3)$\", fontsize=15, color=\"red\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Formátování a úpravy grafů" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rozsah grafu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rozsahy se nastavují pro každou osu souřadnic (objekt třídy `Axes` pomocí metod `set_xlim` a `set_ylim`." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", "\n", "axes[0].plot(x, x**2, x, x**3)\n", "axes[0].set_title(\"výchozí rozsah\")\n", "\n", "axes[1].plot(x, x**2, x, x**3)\n", "axes[1].axis('tight')\n", "axes[1].set_title(\"těsný rozsah\")\n", "\n", "axes[2].plot(x, x**2, x, x**3)\n", "axes[2].set_ylim([0, 60])\n", "axes[2].set_xlim([2, 5])\n", "axes[2].set_title(\"vlastní rozsah\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Logaritmická škála" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "K nastavení logaritmické škály slouží metody `set_xscale` a `set_yscale`." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "\n", "ax.plot(x, x**2 - 1, x, x**3 + 1)\n", "ax.set_yscale(\"log\")\n", "# ax.set_xscale(\"log\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Velikost obrázku, rozlišení" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ve chvíli, kdy vytváříme graf, můžeme mu nastavit velikost a rozlišení. Jupyter Notebook si s tím zachází lehce po svém (a ručí vlastně akorát poměrem stran), ale exportujete-li obrázky do vektorových či bitmapových formátů, můžete specifikovat přesnou velikost v palcích (`figsize`) a rozlišení v dpi neboli bodech na palec (`dpi`). Oba argumenty se při vytváření obrázku předávají funkci `figure` jako \"keyword\" argumenty:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Obrázek o velikost 4x1 palce s rozlišením 100 dpi\n", "fig = plt.figure(figsize=(4, 1), dpi=100)\n", "axes = fig.add_axes([0,0,1,1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Argumenty lze předat i správcům rozložením, jako je např. fuknce `subplots`." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Dva grafy pod sebou, které dohromady zaujímají obdélník 4x7 palců\n", "fig, axes = plt.subplots(2, 1, figsize=(4, 7), dpi=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Formátování textu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Každý textový objekt (popisek osy, legenda, titulek grafu, poznámky, ..., zkrátka instance třídy `Text`) má spoustu parametrů, které lze specifikovat. Celý výčet vlastností najdete v dokumentaci: http://matplotlib.org/api/artist_api.html#matplotlib.text.Text\n", "\n", "Pro nás budou (kromě barev) podstatné parametry `fontsize` (velikost v bodech) a `family` (název nebo druh fontu). `family` akceptuje jméno existujícího fontu nebo název kategorie:\n", "\n", "* `serif` - patkové písmo\n", "* `sans-serif` - bezpatkové písmo (výchozí)\n", "* `monospace` - písmo s pevnou šířkou\n", "* ... a další, neužitečné ;-)\n", "\n", "Pomocí `style=\"italic\"` můžeme nastavit kurzívu, pomocí `weight=\"bold\"` tučné písmo (tlouštěk je hned několik, viz dokumentace).\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(x, np.sin(x))\n", "ax.set_xlabel('monospace (+ bold)', family=\"monospace\", fontsize=24, weight=\"bold\")\n", "ax.set_ylabel('sans-serif', family=\"sans-serif\", fontsize=24)\n", "ax.set_title('serif (+ italic)', family=\"serif\", fontsize=24, style=\"italic\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Podpora $LaTeX$u" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib nabízí výbornou podporu $LaTeX$u. Jakýkoliv text můžeme (ostatně, totéž nabízí i Jupyter Notebook!) obklopit dvěma znaky dolaru a matplotlibu tak řekneme, že jej má interpretovat jako Latexový zdroják. Například napíšeme `\"$y=x^3$\"` a dostaneme $y=x^3$. To můžeme použít v `set_xlabel`, `set_ylabel`, `set_title` i kdekoliv jinde.\n", "\n", "Pokud ale chceme vkládat příkazy LaTeXu, které začínají na zpětné lomítko `\\`, musíme si dát pozor, abychom ho správně vložili. Python totiž standardně zpětné lomítko slouží pro escape sekvence. Musíme tedy buď všechna lomítka zdvojit, nebo použít tzv. raw stringy (\"syrové řetězce\"), které se píší s `r` před uvozovkami a escape sekvence ignorují: `r\"\\alpha\"` nám vyprodukuje $\\alpha$." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(x, math.pi * x**2, label=r\"$y = \\pi r^2$\")\n", "ax.plot(x, 1.0 / 3 * math.pi * x**3, label=r\"$y = \\frac{4}{3}\\pi r^3$\")\n", "ax.set_xlabel(r'$r$', fontsize=18)\n", "ax.set_ylabel(r'$y$', fontsize=18)\n", "ax.set_title('Obsah kruhu a objem koule', family=\"serif\")\n", "ax.legend(loc=2); # Použití legendy viz dále" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Je též možné některé parametry nastavit jako výchozí pro celý matplotlib (typicky se hodí umístit na vrch skriptu / notebooku). Může to být užitečné, v tomto notebooku se tomu raději vyhneme." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Nastavení výchozích hodnot pro Matplotlib\n", "matplotlib.rcParams.update({'font.size': 18, 'font.family': 'serif'})\n", "\n", "# A hned zase zpátky, abychom si nerozhodili zbytek notebooku\n", "matplotlib.rcParams.update({'font.size': 12, 'font.family': 'sans'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Barvy a styly" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Barvy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "V matplotlibu se barvy čar, textu apod. dají specifikovat dvěma způsoby (preferujeme druhý):\n", "\n", "* pomocí jednopísmenných zkratek přímo v argumentu pro styl metody `plot` jako v MATLABu: `b` znamená modrou, `r` červenou, `g` zelenou a tak dále." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(x, x**2, 'b.-') # Modrá čára s tečkami\n", "ax.plot(x, x**3, 'g--'); # Zelená přerušovaná čára" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* pomocí keyword argumentů `color` a (případně) `alpha`. Do prvního (`color`) můžeme zadat anglický název barvy nebo její hexadecimální vyjádření (viz třeba http://www.colorcodehex.com/html-color-picker.html), druhý nepovinný argument (`alpha`) vyjadřuje míru průhlednosti (0 = zcela průhledná, 1 = zcela neprůhledná)." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(x, x+1, color=\"red\", alpha=0.5) # Poloprůhledná červená\n", "ax.plot(x, x+2, color=\"#1155dd\") # Jakási namodralá barva\n", "ax.plot(x, x+3, color=\"#15cc55\"); # Jakási nazelenalá barva" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Styly čar a značek" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pro nastavení vlastností čáry grafu slouží keyword argumenty metody `plot`:\n", "\n", "* `linewidth` nebo `lw` - tloušťka čáry v bodech\n", "* `linestyle` nebo `ls`- styl čáry\n", "* `color` - barva\n", "\n", "Podobně nastavení značek bodů se přidává argumenty začínajícími na `marker` v téže metodě:\n", "\n", "* `marker` - druh značky \n", "* `markersize` - velikost značky\n", "* `markerfacecolor` - barva vnitřku značky\n", "* `markeredgewidth` - tloušťka okraje\n", "* `markeredgecolor` - barva okraje\n", "\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,6))\n", "\n", "# Tloušťka čáry\n", "ax.plot(x, x+1, color=\"blue\", linewidth=0.25)\n", "ax.plot(x, x+2, color=\"blue\", linewidth=0.50)\n", "ax.plot(x, x+3, color=\"blue\", linewidth=1.00)\n", "ax.plot(x, x+4, color=\"blue\", linewidth=2.00)\n", "\n", "# Základní styly přerušované čáry ‘-‘, ‘–’, ‘-.’, ‘:’, ‘steps’\n", "ax.plot(x, x+5, color=\"red\", lw=2, linestyle='-')\n", "ax.plot(x, x+6, color=\"red\", lw=2, ls='-.')\n", "ax.plot(x, x+7, color=\"red\", lw=2, ls=':')\n", "\n", "# Vlastní styl přerušované čáry\n", "line, = ax.plot(x, x+8, color=\"black\", lw=1.50)\n", "line.set_dashes([5, 10, 15, 10]) # formát: délka čáry, délka mezery, ...\n", "\n", "# Výběr typu značek: marker = '+', 'o', '*', 's', ',', '.', '1', '2', '3', '4', ...\n", "ax.plot(x, x+ 9, color=\"green\", lw=2, ls='', marker='+')\n", "ax.plot(x, x+10, color=\"green\", lw=2, ls='', marker='o')\n", "ax.plot(x, x+11, color=\"green\", lw=2, ls='', marker='s')\n", "ax.plot(x, x+12, color=\"green\", lw=2, ls='', marker='1')\n", "\n", "# Velikost značek a jejich barvy (vnitřní a vnější)\n", "ax.plot(x, x+13, color=\"purple\", lw=1, ls='-', marker='o', markersize=2)\n", "ax.plot(x, x+14, color=\"purple\", lw=1, ls='-', marker='o', markersize=4)\n", "ax.plot(x, x+15, color=\"purple\", lw=1, ls='-', marker='o', markersize=8, markerfacecolor=\"red\")\n", "ax.plot(x, x+16, color=\"purple\", lw=1, ls='-', marker='s', markersize=8,\n", " markerfacecolor=\"yellow\", markeredgewidth=2, markeredgecolor=\"blue\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Vzhled osy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Umístění značek a jejich popisků" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "K umístění značek slouží metody `set_xticks` a `set_yticks`, jimž jako argument předáme seznam všech hodnot, kde má být značka umístěna. Pomocí `set_xticklabels` a `set_yticklabels` pak můžeme pro každou značku specifikovat vlastní popisek (pokud nám výchozí nedostačuje)." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", "ax.plot(x, x**2, x, x**3, lw=2)\n", "\n", "ax.set_xticks([1, 2, 3, 4, 5])\n", "ax.set_xticklabels([r'$\\alpha$', r'$\\beta$', r'$\\gamma$', r'$\\delta$', r'$\\epsilon$'], fontsize=18)\n", "\n", "yticks = [0, 50, 100, 150]\n", "ax.set_yticks(yticks)\n", "ax.set_yticklabels([\"$%.1f$\" % y for y in yticks], fontsize=18) ;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Více detailů můžete nalézt zde: http://matplotlib.org/api/ticker_api.html." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Další prvky grafu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Legenda" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pokud chceme do grafu přidat legendu, měli bychom každé datové sadě přiřadit název pomocí keyword argumentu `label`. \n", "Potom ještě musíme metodou `legend` legendu pro danou souřadnicovou soustavu zobrazit. (*Poznámka: Existuje i jiný způsob, bližší volání v MATLABu, ale ten zde úmyslně nezmiňujeme.*)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.plot(x, x**2, label=\"krivka1\")\n", "ax.plot(x, x**3, label=\"krivka2\")\n", "ax.legend()\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Metoda `legend` přijímá keyword argument `loc`, který vyjadřuje, kam má legenda přijít. Hodnoty parametru jsou číselné a vybírají se z několika předdefinovaných hodnot. Uvádíme některé nejčastější. Více viz http://matplotlib.org/users/legend_guide.html#legend-location ." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Hodnoty argumentu loc\n", "ax.legend(loc=0) # Nechť matplotlib vybere, co považuje za nejvhodnější\n", "ax.legend(loc=1) # Pravý horní roh\n", "ax.legend(loc=2) # Levý horní roh\n", "ax.legend(loc=3) # Levý dolní roh\n", "ax.legend(loc=4) # Pravý dolní roh\n", "# ... a mnoho dalších možností\n", "\n", "\n", "# Praktická ukázka\n", "fig, ax = plt.subplots()\n", "ax.plot(x, x**2, label=\"y = x**2\")\n", "ax.plot(x, x**3, label=\"y = x**3\")\n", "ax.legend(loc=2) # levý horní roh ;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mřížka" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zobrazení mřížky se nastavuje metodou `grid`. Její nejjednodušší varianta přijímá jeden booleovský argument a matplotlib se postará o rozumné výchozí vlasnosti. Nicméně můžeme pomocí keyword argumentů vzhled mřížky specifikovat detailněji:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10,3))\n", "\n", "# Nastavení výchozí mřížky\n", "axes[0].plot(x, x**2, x, x**3, lw=2)\n", "axes[0].grid(True)\n", "\n", "# Nastavení výchozí mřížky s vlastnostmi\n", "# (alpha vyjadřuje průhlednost - 0=zcela průhledná, 1=zcela neprůhledná)\n", "axes[1].plot(x, x**2, x, x**3, lw=2)\n", "axes[1].grid(color='b', alpha=0.5, linestyle='dashed', linewidth=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Libovolné textové poznámky" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pomocí metody `text` lze do grafů (třídy `Axes`) vkládat další poznámky nezávisle na osách. Pozice se udává v souřadnicích samotného grafu, nikoliv v relativních souřadnicích grafu. Opět můžeme použít $\\LaTeX$ovou syntaxi." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "xx = np.linspace(-.5, 1.1, 20)\n", "ax.plot(xx, xx**2, xx, xx**3)\n", "\n", "ax.text(0.15, 0.2, r\"$y=x^2$\", fontsize=20, color=\"blue\")\n", "ax.text(0.65, 0.1, r\"$y=x^3$\", fontsize=20, color=\"green\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Další typy 2D grafů" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zatím jsme pracovali pouze s metodou `plot` a kreslili jsme čárové grafy. Kromě čárových pak existuje ještě mnoho dalších typů grafu. Jejich kompletní výčet najdete v galerii http://matplotlib.org/gallery.html. Uvádíme některé z nich pro ukázku:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy.random as random\n", "\n", "n = np.array([0,1,2,3,4,5])\n", "xx = np.linspace(0, 1, 100) + random.randn(100)\n", "\n", "fig, axes = plt.subplots(1, 4, figsize=(12,3))\n", "\n", "# Bodový graf\n", "axes[0].scatter(xx, xx + random.randn(len(xx)))\n", "\n", "# Schodový graf\n", "axes[1].step(n, n**2, lw=2)\n", "\n", "# Sloupcový graf\n", "axes[2].bar(n, n**2, align=\"center\", width=0.5, alpha=0.5)\n", "\n", "# Výplň mezi křivkami\n", "axes[3].fill_between(x, x**2, x**3, color=\"green\", alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histogram" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([1.000e+00, 3.000e+00, 8.000e+00, 2.600e+01, 1.230e+02, 2.420e+02,\n", " 4.730e+02, 8.110e+02, 1.158e+03, 1.423e+03, 1.503e+03, 1.444e+03,\n", " 1.194e+03, 7.870e+02, 4.290e+02, 2.230e+02, 9.800e+01, 3.600e+01,\n", " 1.200e+01, 6.000e+00]),\n", " array([-4.10439301, -3.71224018, -3.32008735, -2.92793452, -2.53578169,\n", " -2.14362886, -1.75147603, -1.3593232 , -0.96717036, -0.57501753,\n", " -0.1828647 , 0.20928813, 0.60144096, 0.99359379, 1.38574662,\n", " 1.77789945, 2.17005228, 2.56220511, 2.95435795, 3.34651078,\n", " 3.73866361]),\n", " )" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAGhCAYAAACd/5VtAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAALLJJREFUeJzt3Q2czWX+//HPGBk3mYkIkxGFktvEFA9ryBQZpUJ3rAizSW5TzOhmKYzcdGfdtFmUtnKTFNWGKGJHajzWtoptGw0zJXczbmbGzZz/43P9Ht/v/5y5qRkcM+c6r+fjcTrnXN/rfJ0rZs77XHffEI/H4xEAAABLlCvtNwAAAHAhEW4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYpL0EoLy9P0tPTpWrVqhISElLabwcAABSD7jt87NgxiYyMlHLliu6fCcpwo8EmKiqqtN8GAAA4B2lpaVK3bt0ijwdluNEeG+d/Tnh4eGm/HQAAUAxZWVmmc8L5HC9KUIYbZyhKgw3hBgCAwPJ7U0qYUAwAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABglfKl/QYA4EKrP36N386dmhTnt3MDuDDouQEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFa4KDgBl4IrjXG0cuHDouQEAAFYh3AAAAKsQbgAAgFUINwAAILgnFB8/flymT58uycnJsm3bNjly5IgsXLhQBgwYUORrTp8+LS1btpRdu3aZ144dO9bneF5ensyYMUPmzp0rGRkZ0rhxY0lISJAHHnigwLn0HKNHj5bNmzdLhQoVJC4uTmbNmiU1a9YsaVMAWDgxFwBK3HNz8OBBmTRpkgkZGliK49VXX5WffvqpyOMTJkyQcePGya233mrq1qtXTx588EF55513fOrt27dPOnbsKP/9739lypQpJiStWbPGvO7UqVMlbQoAALBQiXtu6tSpY3pXateuLdu3b5e2bdv+Zv0DBw6YMKTh5ZlnnilwfP/+/TJz5kwZNmyYzJ4925QNHjxYYmJi5IknnpA+ffpIaGioKddAc+LECfn6669NAFLR0dEm3CxatEji4+NL2hwAABDsPTdhYWEm2BTX+PHj5dprr5V+/foVenzVqlVm2OrRRx91y0JCQmTo0KGmp2br1q1u+YoVK6RHjx5usFGxsbFmGGvp0qUlbQoAALCQXzfx0zk5ixcvNvNjNLAUJiUlRapUqSJNmjTxKdceGed4hw4dTA+P9gK1adOmwDm07kcffVTk+8jNzTU3R1ZW1nm0CgAABOVqKY/HI8OHD5f77rtP2rVrV2Q9HeKqVatWgfCjw18qPT3dreddnr/u4cOHfQKMt6lTp0pERIR7i4qKOq+2AQCAIAw3Ogdm586dMm3atN+sl52dbYa68qtYsaJ73Pu+OHXz05VXmZmZ7i0tLe0cWgQAAIJ2WEqHfTRQ6ITg3+slqVSpUqE9Ljk5Oe5x7/vi1M1PA1FhoQgAANjHLz03umeNLs3WIanU1FRz08nBSvfF0efO0m0dUvr555/NMJY3ZxgqMjLSreddnr9u9erVCTAAAMA/4Ub3tNEQ07RpU2nQoIG5/eEPf3CXc+vz//znP+Z5q1at5OTJk2bfHG+6SaBzXF155ZVmoz5dfl7YxGWnHgAACG5+CTcjRoyQlStX+tzmz59vjulOxvpcA47q2bOnXHLJJTJnzhz39dqLM2/ePBNo2rdv75b36tVLVq9e7TNnZv369bJ7926zHw4AAMA5zbnRzfaOHj3qrmT68MMP3WEnXSHVunVrc/OmQ1FKe3Puuusut7xu3boyatQoc1kG3e9GNwV8//33ZdOmTfLWW2+5G/ipxMREWbZsmXTu3FlGjhzpXgqiefPmMnDgwHP7PwAAAKxS/lzn1Ozdu9d9/t5775mb0s36dLl1SSQlJUm1atVM746usmrUqJEsWbLEXILBm05O/vzzz2XMmDFmc0Dn2lK6wzHzbQAAgArx5J/JGwR0NZcGMF0WHh4eXtpvBwhKXDjTV2pSXGm/BcCaz2+/7XMDAABQGgg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAEBwh5vjx4/Ls88+K926dZPq1atLSEiILFq0yKdOXl6eKbvzzjslKipKqlSpIs2aNZPnn39ecnJyCj3vggULpEmTJlKxYkVp1KiRvPrqq4XW279/v9x7771y2WWXSXh4uPTs2VP+97//lbQZAADAUiUONwcPHpRJkybJrl27pGXLloXWOXnypAwcOFB+/fVXeeSRR+Sll16S6OhoE4puv/128Xg8PvXnz58vgwcPlqZNm5pQ065dOxkxYoRMmzatQLDq3LmzfP7555KYmCgTJ06UlJQUiYmJkUOHDpW0KQAAwELlS/qCOnXqSEZGhtSuXVu2b98ubdu2LVCnQoUK8uWXX0r79u3dsiFDhkj9+vVNwFm/fr3Exsaa8uzsbJkwYYLExcXJ8uXL3bra+/Pcc89JfHy8VKtWzZTPmTNH9uzZI9u2bXP/XA1L2is0c+ZMmTJlyrn/nwAAAMHZcxMWFmaCzW/RcOMdbBx33323uddeH8eGDRtMr8ujjz7qU3fYsGFy4sQJWbNmjVum4UdDjXeguu6666RLly6ydOnSkjYFAABY6KJOKP7555/NfY0aNdwyHVZSbdq08al74403Srly5dzj2pPzr3/9q0A9pUNeP/zwgxw7dqzQPzc3N1eysrJ8bgAAwE4XNdy88MILZhKwDiU5dIgrNDRUrrjiigK9P5dffrmkp6eb54cPHzYhRYfF8nPKnLr5TZ06VSIiItybTnIGAAB2umjhRufDrFu3TpKSksxKJ4fOudEgUxhdOaXHnXrOsFhh9bzr5JeQkCCZmZnuLS0t7YK0CQAAWDCh+Fy8++678tRTT8mgQYNk6NChPscqVaokp06dKvR1umxcjzv1lPbeFFbPu05+GogKC0UAUFbUH///5xdeaKlJcX47N1AW+b3nZu3atdK/f3+zGmrevHmFDimdPXtWDhw44FOugUcnGkdGRprnuqeOBhQdxsrPKXPqAgCA4OXXcJOcnGxWSOkkYF3NVL58wY6iVq1amXtdVu5Nn+skYue4Ti5u3rx5gXrOn3P11VdL1apV/dYWAAAQ5OFGl3trb43ubbN69eoih4xuueUW0yszd+5cn3J9XrlyZXMOR+/eveWrr77yCTjff/+9fPbZZ9KnTx9/NQUAANg+52b27Nly9OhRd3XShx9+KPv27TOPhw8fbnpZunbtKkeOHJEnnnjCZ68adc0115hdiJWGHt2sT/e10YCir9u0aZMsWbJEJk+ebIKPQ/fC+etf/2oCz9ixY+WSSy6RWbNmSa1ateTxxx8/n/8PAADAEiGe/NdCKAbtjdm7d2+hx3788Udz36BBgyJf/9BDDxW4HpWGFt1lWF+vS7Ufe+wxGTlypLl2lTcNUaNHj5ZPP/3UDFt16tRJXnzxRWnYsGGx37/uc6NLwnXllC5NB2DXBFr4YkIxbFHcz+9zCjeBjnADlD7CzcVDuEGwfX5f1E38AAAArNjnBkDgoocFQKCh5wYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAILjDzfHjx+XZZ5+Vbt26SfXq1SUkJEQWLVpUaN1du3aZepdeeqmp+8c//lF+/fXXAvXy8vLkhRdekAYNGkjFihWlRYsW8vbbb5/XOQEAQHAqX9IXHDx4UCZNmiT16tWTli1bysaNGwutt2/fPunYsaNERETIlClTTCiaMWOG7Ny5U7Zt2yYVKlRw606YMEGSkpJkyJAh0rZtW1m1apU8+OCDJjjdf//953ROAAAQnEocburUqSMZGRlSu3Zt2b59uwkjhdHwceLECfn6669NEFLR0dFy6623mp6e+Ph4U7Z//36ZOXOmDBs2TGbPnm3KBg8eLDExMfLEE09Inz59JDQ0tETnBAAAwavEw1JhYWEm2PyeFStWSI8ePdwQomJjY6Vx48aydOlSt0x7aU6fPi2PPvqoW6Y9NkOHDjU9NVu3bi3xOQEAQPDyy4Ri7Y05cOCAtGnTpsAx7WlJSUlxn+vjKlWqSJMmTQrUc46X9JwAACB4lXhYqjh02MoZwspPyw4fPiy5ubmmF0jr1qpVy/TW5K+n0tPTS3zO/LRcb46srKzzbiMAAAiinpvs7GxzX1jQ0NVQ3nX0vrj1invO/KZOnWomITu3qKioc24bAAAIwnBTqVIlc+/dW+LIycnxqaP3xa1X3HPml5CQIJmZme4tLS3tnNsGAACCcFjKGTpyhpK8aZnuT+P0wGjdDRs2iMfj8Rmacl4bGRlZ4nPmp+VFHQMAAHbxS8/NlVdeKTVr1jRLxfPT/WhatWrlPtfHJ0+eNJvzeUtOTnaPl/ScAAAgePnt8gu9evWS1atX+wwBrV+/Xnbv3m32rnH07NlTLrnkEpkzZ45bpr048+bNM4Gmffv2JT4nAAAIXuc0LKWb7R09etRdyfThhx+aPWnU8OHDzaTdxMREWbZsmXTu3FlGjhxpdhOePn26NG/eXAYOHOieq27dujJq1ChzTPe70U0B33//fdm0aZO89dZb7gZ+qrjnBAAAwSvEo90kJVS/fn3Zu3dvocd+/PFHc1x9++23MmbMGNm8ebO5NEJcXJzZjViXfue/ttS0adNk/vz5Zv5Mo0aNzCTgvn37Fjh/cc/5W3QpuAYwnVwcHh5e0uYDQaX++DWl/RZwnlKT4kr7LQAXRHE/v88p3AQ6wg1QfISbwEe4QbB9fvttzg0AAEBpINwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFbxa7jZs2eP3H///VK3bl2pXLmyXHfddTJp0iQ5efKkT70tW7ZIhw4dTJ3atWvLiBEj5Pjx4wXOl5ubK+PGjZPIyEipVKmS3HTTTbJ27Vp/NgEAAASY8v46cVpamkRHR0tERIQ89thjUr16ddm6das8++yz8vXXX8uqVatMvR07dkiXLl2kSZMmMmvWLNm3b5/MmDHDBKOPP/7Y55wDBgyQ5cuXy6hRo6RRo0ayaNEi6d69u2zYsMGEIwAAAL+FmzfffFOOHj0qmzdvlqZNm5qy+Ph4ycvLkzfeeEOOHDki1apVk8TERHO/ceNGCQ8PN/Xq168vQ4YMkU8//VRuu+02U7Zt2zZ55513ZPr06TJ27FhT1r9/f2nWrJk8+eSTpvcHAADAb+EmKyvL3NeqVcunvE6dOlKuXDmpUKGCqaPDSqNHj3aDjRNatGzp0qVuuNEem9DQUBOQHBUrVpRBgwaZgKQ9RVFRUf5qDlCm1R+/prTfAgDYP+emU6dO5l7Dhw49afh49913Ze7cuWZOTZUqVWTnzp1y5swZadOmjc9rNfi0atVKUlJS3DJ93LhxY58QpHToS+mfAQAA4Leem27duslzzz0nU6ZMkQ8++MAtnzBhgjz//PPmcUZGhtubk5+Wbdq0yX2udYuqp9LT04t8LzoRWW/5e5UAAIB9/BZunLkzHTt2lF69esnll18ua9asMWFHV0TpJOPs7GxTLywsrMBrdcjJOa70cVH1nONFmTp1qkycOPECtQoAAARluNHJvzo/Zvfu3WYpuLrnnnvMhGJdzv3AAw+Y5dzKu1fFkZOT4x5X+rioes7xoiQkJMiYMWN8em6YnwMAgJ38Nudmzpw5csMNN7jBxnHnnXeafW50Do0zpOQMT3nTMt3PxqF1i6qnvOvmpz0+OlfH+wYAAOzkt56bX375xSzxzu/06dPmXicS6zLu8uXLy/bt2+Xee+9165w6dcpMEPYu0wnGup+N9rp4h5Pk5GT3OADg4q2mS02K88t5gTLbc6Mrm7R3RoelvL399ttmKXiLFi3MBn+xsbGyZMkSOXbsmM8eObpDcZ8+fdyy3r17y9mzZ+W1115zy3SYauHChWanYoaZAACAX3tunnjiCbPD8B/+8AczeVgnFK9evdqUDR482B1Gmjx5srRv315iYmLMHB3doXjmzJlmfxtdceXQAKNhR+fPHDhwQBo2bCiLFy+W1NRUWbBgAX+bAADACPF4PB7xE91V+M9//rPpwTl06JA0aNBAHnroIbOjsA5HOXQXY51k/M0330jVqlXNcJSucNLH+ScPP/3006anR3c41t4fXW7etWvXEr0vHdrSXqPMzEzm38AKbOKH0sCwFC624n5++zXclFWEG9iGcIPSQLhBWf389utVwQEAAC42wg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBW/h5tvvvlG7rzzTqlevbpUrlxZmjVrJq+88opPnS1btkiHDh3M8dq1a8uIESPk+PHjBc6Vm5sr48aNk8jISKlUqZLcdNNNsnbtWn83AQAABJDy/jz5p59+KnfccYfccMMN8vTTT8ull14qP/zwg+zbt8+ts2PHDunSpYs0adJEZs2aZY7NmDFD9uzZIx9//LHP+QYMGCDLly+XUaNGSaNGjWTRokXSvXt32bBhgwlHAAAAfgs3WVlZ0r9/f4mLizOBpFy5wjuJEhMTpVq1arJx40YJDw83ZfXr15chQ4aYcHTbbbeZsm3btsk777wj06dPl7Fjx5oyPb/2BD355JOm9wcAAMBvw1J///vf5ZdffpHJkyebYHPixAnJy8srEIB0WKlfv35usHFCi/byLF261C3TgBQaGirx8fFuWcWKFWXQoEGydetWSUtL81dTAABAAPFbuFm3bp0JLPv375drr73WhBV9PnToUMnJyTF1du7cKWfOnJE2bdr4vLZChQrSqlUrSUlJccv0cePGjX1CkIqOjnaHtwAAAPwWbnTOjAaXnj17SteuXWXFihXy8MMPy7x582TgwIGmTkZGhrmvU6dOgddrWXp6uvtc6xZVT3nXLWwisvYSed8AAICd/DbnRlc7nTx5Uh555BF3ddQ999wjp06dkvnz58ukSZMkOzvblIeFhRV4vQ45OceVPi6qnnO8KFOnTpWJEydekHYBAIAg7bnRpdrqgQce8Cl/8MEHzb3Ok3HqaM9Kfjp05Rx3zldUPe8/rzAJCQmSmZnp3pifAwCAvfwWbnQvGlWrVi2f8iuuuMLcHzlyxB1ScoanvGmZcw6ldYuq5/3nFUZ7fHSujvcNAADYyW/h5sYbbzT3OqHYmzM3pmbNmmYZd/ny5WX79u0+dXToSicI66Rihz7evXt3gfkyycnJ7nEAAAC/hZt7773X3C9YsMCn/PXXXzeBplOnThIRESGxsbGyZMkSOXbsmFvnzTffNHN2+vTp45b17t1bzp49K6+99ppbpsNUCxcuNDsVR0VF+aspAAAggPhtQrHuSqyro/72t7+ZVVMxMTFmo75ly5aZOTDOMJLug9O+fXtzXPew0R2KZ86caTbv69atm3s+DTAadvS1Bw4ckIYNG8rixYslNTW1QIACAADBy6+XX9Bl3/Xq1TO9KytXrpSrrrpKXnzxRXP5BEfr1q3Nnjh6zajRo0dL1apVzcZ8usIpvzfeeMNcxkF7dnTOTosWLWT16tXSsWNHfzYDAAAEkBCPx+ORIKPzdnRITFdOMbkYNqg/fk1pvwUEodSkuNJ+CwgyWcX8/Pb7VcEBAAAuJsINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAq5Qv7TcABJP649eU9lsAAOvRcwMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArMIOxQCAMrfjdmpSnN/ODftd1J6byZMnS0hIiDRr1qzAsS1btkiHDh2kcuXKUrt2bRkxYoQcP368QL3c3FwZN26cREZGSqVKleSmm26StWvXXqQWAACAsu6ihZt9+/bJlClTpEqVKgWO7dixQ7p06SInT56UWbNmyeDBg+W1116TPn36FKg7YMAAU6dv377y8ssvS2hoqHTv3l02b958kVoCAADKsos2LDV27Fi5+eab5ezZs3Lw4EGfY4mJiVKtWjXZuHGjhIeHm7L69evLkCFD5NNPP5XbbrvNlG3btk3eeecdmT59ujmf6t+/v+kJevLJJ03vDwAACG4Xpefmiy++kOXLl8tLL71U4FhWVpYZVurXr58bbJzQcumll8rSpUvdMj2H9tTEx8e7ZRUrVpRBgwbJ1q1bJS0t7SK0BgAABHW40Z6a4cOHm6Gm5s2bFzi+c+dOOXPmjLRp08anvEKFCtKqVStJSUlxy/Rx48aNfUKQio6Odoe3AABAcPP7sNS8efNk7969sm7dukKPZ2RkmPs6deoUOKZlmzZt8qlbVD2Vnp5e6J+hk5D15t1bBAAA7OTXnptDhw7JM888I08//bTUrFmz0DrZ2dnmPiwsrMAxHXJyjjt1i6rnfa78pk6dKhEREe4tKirqnNsEAACCONw89dRTUr16dTMsVRRdzq28e1YcOTk57nGnblH1vM+VX0JCgmRmZro35uYAAGAvvw1L7dmzxyzn1knE3sNFGkROnz4tqampZu6MM6TkDE950zLdz8ahdffv319oPeVd15v29hTW4wMAAOzjt54bDSF5eXlmM74GDRq4t+TkZNm9e7d5PGnSJLOMu3z58rJ9+3af1586dcpMENZJxQ59rK/NP2dGz+kcBwAAwc1v4UZDy8qVKwvcmjZtKvXq1TOPdQm3zoGJjY2VJUuWyLFjx9zXv/nmm2aHYu+N/Hr37m1WX2mPkEOHqRYuXGh2KmYuDQAA8NuwVI0aNeSuu+4qUO7sdeN9TC/L0L59e4mJiTF72OhuxjNnzjSb93Xr1s2tpwFGw47OoTlw4IA0bNhQFi9ebIa4FixY4K+mAACAAFImrgreunVrs1RcJwSPHj3a9Mxor45u2pffG2+8IaNGjTI9OzrkpfN3Vq9eLR07diyV9w4AAMqWEI/H45Ego3N2dDhMV07l3xAQCNSrKAM24argOJ/P7zLRcwMAAHChEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALBK+dJ+A0BZU3/8mtJ+CwCA80DPDQAAsArhBgAAWIVwAwAArOK3OTdfffWVLF68WDZs2CCpqaly+eWXy8033yzPP/+8NG7c2Kfurl27ZPTo0bJ582apUKGCxMXFyaxZs6RmzZo+9fLy8mTGjBkyd+5cycjIMOdJSEiQBx54wF/NAABYNPctNSnOL+dFkISbadOmyZdffil9+vSRFi1ayM8//yyzZ8+W1q1byz//+U9p1qyZqbdv3z7p2LGjREREyJQpU+T48eMmwOzcuVO2bdtmwo5jwoQJkpSUJEOGDJG2bdvKqlWr5MEHH5SQkBC5//77/dUUAAAQQEI8Ho/HHyfesmWLtGnTxiec7NmzR5o3by69e/eWJUuWmLJHH31UFi1aJN99953Uq1fPlK1bt05uvfVWmT9/vsTHx5uy/fv3S4MGDcxzDUlK33pMTIz8+OOPpncoNDS0WO8tKyvLhKnMzEwJDw/3Q+sRyFgtBdiLnpvAVtzPb7/NuWnfvr1PsFGNGjWSpk2bmmEox4oVK6RHjx5usFGxsbFmyGnp0qVumfbSnD592oQhh/bYDB061PT+bN261V9NAQAAAeSiTijWnpZffvlFatSo4fbGHDhwwPTw5BcdHS0pKSnuc31cpUoVadKkSYF6zvGi5ObmmrTnfQMAAHa6qOHmrbfeMoHmvvvuM891UrCqU6dOgbpadvjwYRNMnLq1atUyvTX566n09PQi/9ypU6eabiznFhUVdUHbBQAAgjDc6JyaYcOGSbt27eShhx4yZdnZ2eY+LCysQP2KFSv61NH74tQrjK6o0vE555aWlnaBWgUAAILy8gu6UkqXd2uvyfLly92Jv5UqVTL3Tu+Mt5ycHJ86el+ceoXRUFRYMAIAAPbxe8+N9pTcfvvtcvToUfnkk08kMjKywJCSMzzlTcuqV6/uhhKtqyEp/+Iu57Xe5wUAAMHLr+FGe1XuuOMO2b17t6xevVquv/56n+NXXnml2ahv+/btBV6re9y0atXKfa6PT5486bPSSiUnJ7vHAQAA/BZuzp49ayYO6xLtZcuWmbk2henVq5cJPt7zYNavX28CkW4A6OjZs6dccsklMmfOHLdMe3HmzZtnQpIuPQcAAPDbnJvHH39cPvjgA9Nzo6uenE37HP369TP3iYmJJvx07txZRo4caXYonj59utnsb+DAgW79unXryqhRo8wx3e9Gdyh+//33ZdOmTWYVVnE38AMAAHbz2w7FnTp1ks8//7zI495/7LfffitjxozxubbUzJkzzdLv/NeW0ss66M7FOtdGNwXUlVB9+/Yt0Xtjh2L8FnYoBuzFDsWBrbif334LN2UZ4Qa/hXAD2ItwE9hK/fILAAAApYFwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwCuEGAABYxW/XlgL8jZ2EAQCFoecGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVWC0FAAga/lxlmZoU57dzo2TouQEAAFYh3AAAAKsQbgAAgFUINwAAwCqEGwAAYBXCDQAAsArhBgAAWIVwAwAArEK4AQAAViHcAAAAqxBuAACAVQg3AADAKoQbAABgFcINAACwSvnSfgMAANig/vg1fjlvalKcX85rM3puAACAVei5QUB+kwEAwJqem9zcXBk3bpxERkZKpUqV5KabbpK1a9eW9tsCAABlRMCFmwEDBsisWbOkb9++8vLLL0toaKh0795dNm/eXNpvDQAAlAEhHo/HIwFi27Ztpqdm+vTpMnbsWFOWk5MjzZo1kyuuuEK2bNlSrPNkZWVJRESEZGZmSnh4uJ/fdXBjWAoAyq7UAJusXNzP74Cac7N8+XLTUxMfH++WVaxYUQYNGiSJiYmSlpYmUVFRpfoeAxUhBABgi4AKNykpKdK4ceMCaS06Otrc79ixo9Bwo/N09ObQxOckQPyfvNyTpf0WAAAXWb3Ry/xy3n9P7OqX8zqf27836BRQ4SYjI0Pq1KlToNwpS09PL/R1U6dOlYkTJxYop5cHAIALL+Il8atjx46Z4Skrwk12draEhYUVKNehKed4YRISEmTMmDHu87y8PDl8+LBcfvnlEhISIheDpk0NUzp0Zus8n2BoY7C0kzbaIxjaGQxtDJZ2Zv1OG7XHRoONrpj+LQEVbnTpt/fwkkMnFTvHC6OBKH8ouuyyy6Q06F+Wrf8og6mNwdJO2miPYGhnMLQxWNoZ/htt/K0em4BcCq7DTzo0lZ9T9ntJDgAA2C+gwk2rVq1k9+7dBSYCJycnu8cBAEBwC6hw07t3bzl79qy89tprbpkOUy1cuNDsf1OWJwjrsNizzz5b6JwhWwRDG4OlnbTRHsHQzmBoY7C0M+wCtTGgNvFT9957r6xcuVJGjx4tDRs2lMWLF5vN/davXy8dO3Ys7bcHAABKWcCFG508/PTTT8uSJUvkyJEj0qJFC3nuueeka1f/rKkHAACBJeDCDQAAgDVzbgAAAH4P4QYAAFiFcFMGDBkyxOyU3KNHD7HJF198IXfeeadZxaa7SNeuXVu6desmX375pdhCJ7I//PDD5ppnlStXlquvvloGDx5c6H5MgUrbMn78eOncubNUrVrV/FvduHGjBCpdYTlu3DizL5Zu/KkrLdeuXSu2OX78uFl1oj9z1atXN39vixYtElt89dVX8thjj0nTpk2lSpUqUq9ePbPgRLcLscm3334rffr0Mb9b9HdMjRo1zOKZDz/8UGw2efJk82+2WbNm5/R6wk0p2759u/mF41xCwib6S6ZcuXLyyCOPyF/+8hcZO3as/Pzzz+YH85NPPhEb6IekftDffffd8sorr8j9998vS5culRtuuMG01Qbff/+9TJs2Tfbv3y/NmzeXQDdgwACZNWuW9O3bV15++WUJDQ2V7t27y+bNm8UmBw8elEmTJsmuXbukZcuWYhv9N7lixQrp0qWL+XuMj483X6hat24t//73v8UWe/fuNZcbeOihh0w7dUGN0i+O3tui2GTfvn0yZcoUE1rPmU4oRunIy8vztGvXzvPwww97rrrqKk9cXJzHdidOnPDUqlXL07VrV48NPv/8c8/Zs2cLlOmP1oQJEzw2yMrK8hw6dMg8XrZsmWnbhg0bPIEoOTnZvP/p06e7ZdnZ2Z5rrrnG/CzaJCcnx5ORkWEef/XVV6bdCxcu9Njiyy+/9OTm5vqU7d692xMWFubp27evx2ZnzpzxtGzZ0nPttdd6bHTfffd5brnlFk9MTIynadOm53QOem5K0Ztvvmm+YWj3W7DQbtWaNWvK0aNHxQbaC6W9U/nLdBhAvzHbQIeitD02WL58uemp0W/5Du01HTRokGzdutVcrM8WugmaDgXbqn379lKhQgWfskaNGplhKlt+9oqi/4Z1uN+W36PetPdNf05feun8LiseUBfOtIl2M+qQRmJiotW/gJReLuPUqVOmm/yNN94wgU7bbSud66A3HRtH2ZKSkmLmR+W/IF90dLS537FjR5ne6Ry/TXc2+eWXX0zAsc2JEyckOztbMjMz5YMPPpCPP/5Y7rvvPrHJ2bNnZfjw4Wbe4vkOgRNuSomOhetkRt1p2XY6ye8f//iHeazftP70pz+548Y20m8cGuZs+8Vjy+RovQBvfk5Zenp6KbwrXChvvfWWmRumv19t8/jjj8v8+fPNY+0tvueee2T27Nlik3nz5pk5RuvWrTvvcxFuzlNeXp75ICtuN7HO/taJtjox7O233w6Ya4ScSzsdSUlJ5gdTu/z1chl6njNnzohNbfTuUp04caIJdLfccovY2MZApt98C/uZcyb063EEpu+++06GDRsm7dq1M5NvbTNq1ChzfUUN4LpoQXs5ivuzHAgOHTokzzzzjPniq1MXzhdzbs6TfphpD0xxbrrqRI0cOdKMF/fq1UtsbqdDr9Z+6623miXTuuRWrwWmK1ZsaqPzy1VXTenSxddff13KovNtY6DTdulS8MIu6+IcR+DRlYlxcXESERHhzquyzXXXXSexsbHSv39/Wb16tRn6vuOOO8xQnA2eeuopM7dPh6UuBHpuLsA/OL0qeXFo1/dnn31mlkG/9957kpqa6h7Tngz91qhl+hecf05AoLWzKDospUsYtTdH21uWPkzOp43aK3XbbbeZX64fffSRmYRbFl2ov8dApW3SYYv8nH2JdO8bBBadg3L77bebybWbNm0Kmr9D7cXRIX4dCbj22mslkO3Zs8csa9chfe+hYf3Scfr0afO5qJ+JJVnYQLg5TzoZuCS9ED/99JO51/HS/PSXboMGDeTFF180XZCB3M7foqFGv23opOqyFG7OtY3anarBRnsEdFO/shwKLuTfYyDSXsQNGzaYSe7eXyCSk5Pd4wgc+uGnvRf6Aa/zNK6//noJFs4Qqoa7QLd//34zZD5ixAhzy08/F3XEoyQrqAg3F5nOw1i5cmWBcl2aetVVV8mECROs2ChNHThwQK644gqfMv12pRtv6YqU/McCdQWDbgCnP5z6oalLUVG2v+3OmDHDfEvUTSWVhlLtzdKdilkpFTh0zolO2tcl/KtWrTJzbWxU2O9R7c3Qlaf65dCGQNesWbNCPxd1qEq/BOsc1WuuuaZE5yTcXGS6Rbje8tOemlq1asldd90lttCu4rp165oPDf3h1F4r/RDRbsd3331XbKC73OocIp1PpHtreO+vcemll1rz9/n888+7W8E7ezQ5O/rqL6BAof8WdSv7hIQE86HRsGFDM8ldu70XLFggttHVNPqFwunq1y37dfdXpXMbdBg1UOkiBV0SrT03hw8fliVLlvgc79evn9hAh560p1H3z7ryyivN/CJdFaZz/GbOnGl+zwS6GjVqFPq70umpOaffoxd8a0GcExt3KJ49e7anQ4cOnho1anjKly/vqVmzpueOO+7wfPHFFx6b/t70x6iwmx6zRVFtDMRfIboj8dixYz21a9c2u9m2bdvW88knn3hs9Fv/Pn/88UdPINPda236d1mUt99+2xMbG2t2dtffo9WqVTPPV61a5bFdzHnsUByi/7kQyQsAAKAsYCk4AACwCuEGAABYhXADAACsQrgBAABWIdwAAACrEG4AAIBVCDcAAMAqhBsAAGAVwg0AALAK4QYAAFiFcAMAAKxCuAEAAFYh3AAAALHJ/wOd2VFix9jkiAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = np.random.randn(10000) # Spousta náhodných čísel (norm.rozdělení)\n", "plt.hist(n, 20) # Histogram o 20 \"binech\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Polární grafy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Můžeme samozřejmě vytvářet i polární grafy, stačí jen správně zadat argumenty metody `add_axes`:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,5))\n", "\n", "# Polární souřadnice\n", "ax = fig.add_axes([0.0, 0.0, .6, .6], polar=True)\n", "t = np.linspace(0, 2 * math.pi, 100)\n", "\n", "# Jednoduchá spirála\n", "ax.plot(t, t, color='blue', lw=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dvourozměrná vizualizace dvoudimenzionálních dat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pokud máme vizualizovat hodnoty závislé na hodnotách dvou parametrů, $z = f(x, y)$, můžeme buď hodnoty kódovat barevně, nebo pomocí obrysového grafu. Ukážeme si obojí." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# Náhodně zhůvěřilá funkce\n", "x = np.linspace(0, 6, 100)\n", "y = np.linspace(0, 6, 100)\n", "X, Y = np.meshgrid(x, y)\n", "Z = ((np.sin((X + Y) ** 1.5) + 1.01) / 2) ** (np.cos(Y*3) + 1) + np.sin((X + Y) / 20)\n", "Z = Z.T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### pcolor a pcolormesh (barevné kódování hodnoty)\n", "\n", "Funkce `pcolor` a `pcolormesh` jsou jsi vzájemně velmi podobné. Nimcméně funkce `pcolormesh` je ve většině případů daleko rychlejší a preferovanější.\n", "\n", "Pro detailní diskuzi rozdílů doporučujeme nahlédnout do [dokumentace](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.pcolormesh.html#differences-pcolor-pcolormesh)." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "p = ax.pcolormesh(X, Y, Z, shading='auto', cmap=matplotlib.cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max())\n", "# cb = fig.colorbar(p, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### imshow (obrazová data)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "im = plt.imshow(Z, cmap=matplotlib.cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0, 1, 0, 1])\n", "im.set_interpolation('bilinear')\n", "\n", "cb = fig.colorbar(im, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### contour (obrysový graf)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "cnt = plt.contour(X, Y, Z, extent=[0, 1, 0, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3D grafy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pro kreslení trojrozměrných grafů musíme nejdřív vytvořit trojrozměrnou soustavu souřadnici jako instanci třídý `Axes3D`. 3D grafy můžeme do obrázku vkládat stejně jako dvourozměrné, nejjednodušší je ale použít keyword argument `projection='3d'` u klasických metod `add_axes` a `add_subplot`." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "from mpl_toolkits.mplot3d import Axes3D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Povrchové grafy" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14,6))\n", "\n", "# `ax` je trojrozměrná osa (díky keyword argumentu projection)\n", "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", "\n", "p = ax.plot_surface(X, Y, Z, rstride=4, cstride=4, linewidth=0)\n", "\n", "# Povrchový graf s doprovodnou barevnou informací\n", "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", "p = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=matplotlib.cm.coolwarm, linewidth=0, antialiased=False)\n", "cb = fig.colorbar(p, shrink=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Drátěný (wire-frame) graf" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "ax = fig.add_subplot(1, 1, 1, projection='3d')\n", "p = ax.plot_wireframe(X, Y, Z, rstride=4, cstride=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Více informací o trojrozměrných grafech najdete zde: http://matplotlib.org/mpl_toolkits/mplot3d/tutorial.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Backendy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib nabízí spoustu tzv. \"backendů\", které se starají o vytváření grafů v různých formátech (SVG, PNG, PDF, ...) a jejich zobrazování pomocí různých technologií (Qt, GTK, přímo v Jupyter Notebooku atp.). Některé jsou interaktivní, jiné ne, nebudeme si je ale ukazovat jeden po druhém.\n", "\n", "Seznam všech podporovaných backendů v aktuální instalaci matplotlibu:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['gtk3agg', 'gtk3cairo', 'gtk4agg', 'gtk4cairo', 'macosx', 'nbagg', 'notebook', 'qtagg', 'qtcairo', 'qt5agg', 'qt5cairo', 'tkagg', 'tkcairo', 'webagg', 'wx', 'wxagg', 'wxcairo', 'agg', 'cairo', 'pdf', 'pgf', 'ps', 'svg', 'template']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/dm/gbbql3p121z0tr22r2z98vy00000gn/T/ipykernel_90025/3109055192.py:1: MatplotlibDeprecationWarning: The all_backends attribute was deprecated in Matplotlib 3.9 and will be removed in 3.11. Use ``matplotlib.backends.backend_registry.list_builtin()`` instead.\n", " print(matplotlib.rcsetup.all_backends)\n" ] } ], "source": [ "print(matplotlib.rcsetup.all_backends)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pro nás je podstatné, jakým způsobem nastavit zobrazování přímo v Jupyter Notebooku. Někde na začátku souboru (před grafy) uveďte:\n", "\n", "`%matplotlib inline`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ne vždy se hodí inline backend. Především pokud chceme s grafem interaktivně pracovat (zoom, posun apod.) použijeme např. Qt4 backend pomocí\n", "```\n", "%matplotlib qt4\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Odkazy\n", "\n", "* https://www.matplotlib.org - Hlavní stránka projektu\n", "* https://matplotlib.org/stable/gallery/ - Galerie se spoustou příkladů toho, co se v matplotlib dá udělat.\n", "* https://github.com/rougier/matplotlib-tutorial - Dobrý tutoriál (v angličtině)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jak vylepšit (nebo také ne) vzhled grafů z Matplotlib\n", "\n", "* https://matplotlib.org/stable/users/explain/customizing.html\n", "* https://seaborn.pydata.org/tutorial/aesthetics.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Další knihovny pro práci s grafy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* **Plotly** - JavaScript knihovna s Python API a také online prostředím pro kreslení grafů: https://plot.ly/\n", "* **Bokeh** - interaktivní grafy pomocí HTML + JS od Continuum Analytics, http://bokeh.pydata.org/\n", "* **Holoviews** - vizualizace dat propojená s práci s daty samotnými: https://holoviews.org\n", "* a další, přehled najdete např. na https://pyviz.org/" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 4 }