{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Графика в Matplotlib. Совсем простое начальное введение\n", "\n", "2019, Александр Дьяконов\n", "www.dyakonov.org/ag" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "# подгружаем все нужные пакеты\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# для встроенных картинок\n", "%pylab inline\n", "\n", "# чуть покрасивше картинки:\n", "############pd.set_option('display.mpl_style', 'default')\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "#plt.rcParams['figure.figsize'] = 10, 7.5\n", "#plt.rcParams['axes.grid'] = True\n", "pd.set_option('display.max_columns', None)\n", "\n", "plt.rcParams[\"font.family\"] = \"verdana\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Что такое график" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# переменные\n", "x = [1, 2, 3, 5, 8, 9]\n", "y = [3, 3, 2, 4, 1, 1]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plt.figure(figsize=(7, 3)) # можно не писать\n", "plt.plot(x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Построение графика" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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eHZ5ktaApT0y5p8ADc+aWFmbJq86DdehatSsAVyKupLqurVnyMpIUeS5o+aHl\nbPpvEwAVClbglRqvGByRuJ/B9QdTzLcYYGu3Dac2GByREOJun279lLM3zwLw1ENPyWpBLmzsY2PJ\n4ZEDgKnbpnLi2gmDIzI30xZ5SqmRSqkQpVSkUmqnUqplKvs3VUrFJfOV6duhjhQdG53kjtD4luPx\ncPMwMCKREh8vH8Y0H2PfHrJ6CHE6zsCIhBCJXQ6/zPhN4wHboKkJLScYHJFIScm8JRlUzzZRdVRs\nlNOfkFidKYs8pVQ/YADQF6gKrAJWKKVKpXKojt+/dKKvJ50VZ0bM3jmbI1eOANC4ZGMCKgQ45Trj\nx493ynmNZkRePR7twcOFHwZgx9kd/LD/B6dcR9rMXCQv1/Dhhg+5cfsGAL2q90pxol2z5ZZWZstr\neKPhFPYpDMAP+39g83+bk93PbHkZwZRFHtAHGK+1Xqm1Pqq1HgEcBXqk4djTWuuQRF/nnRppOty4\nfYPR60fbtz9p9YnTJukMDw93ynmNZkRe7m7uSYb/D/9zuH1UtCNJm5mL5GW8E9dO8PmOzwHI6ZGT\n0c1Gp7i/mXJLD7Pllcc7Dx80uzNjwZt/vJnsBMlmy8sIphtdq5TyBsKBx7XW6xK9PgMoobVO9taX\nUqopsA4IA6KBf4HPtdbfpHCtLB1dO3LdSD7caJu3qVOVTix+brHTrykcQ2vNEwueYM2/awCY+PhE\nhjTI2rVthRBJvbD0Bb7f+z0A7zR+55558YTriomL4dEvH2X/pf0ALH5uMZ2qdDI4KueT0bVQEFDA\njbtevwIUTuG4I8BTQCOgLbZHvLOVUt2cEWR6nblxhklbJgHg6eaZZOks4fqUUkx8fKJ9guSPNn7E\nlfArBkclRPa189xOe4FXMGdBhjYYanBEIj083Dz4pNUn9u2Rf40kJi7GwIjMyYxFXoJ0tbbW+pzW\n+net9R6t9Vat9UhgPvB6asc++eSTBAQEJPmqX78+y5cvT7Lf6tWrCQi490ZiYGAgc+bMSfLazp07\nCQgI4PJl20L37/31HhExEfAX1DlRh7L5y9r3DQkJISAg4J7ZvadNm8bQoUl/cYWHhxMQEEBQUFCS\n1xcuXEjPnj3via1z584OzSPBqFGj7ukvYfU8Nvy4gcq7bBNWh0aG8tHGj0yZh1XaQ/LI3nk83e1p\niL8PMrLJSPLmyGvKPKzSHhnJ44lyT9C0VFMAjhw/Qq3mtUyZR2KJ22PhwoX2mqJq1ar4+/szaNCg\ne66ZGWZaoEPoAAAgAElEQVR+XNtSa/1XotdnACW11u3Sca4RQDetdbI9cbPqce3+i/up9mU14nQc\neb3zcnzAcQrmKui06wFcvnwZPz8/p17DCEbndfrGacpPK09kTCTe7t4cG3CM4nmKO+TcRufmLJKX\nuZghr9XHV/PEAts0KWXyleFg4EG8PbxTPc4MuWWEmfPa8t8WGnzdAIDieYpzpN8RcnrmBMyd1/1k\n+8e1WuvbwAFsj10Tqw/8c7/jlFLJ5Vob2Oe46DLmvfXv2afdeLvR204v8ABefvllp1/DCEbnVTxP\ncfrV7gfA7djbjPl7TCpHpJ3RuTmL5GUurp5XnI5LMvHxRy0+SlOBB66fW0aZOa/6JerT7iHbvZvT\nN07bB9KAufPKMlpr030B/YHrQDvgIeBdIAIoF//z7tgGVzROdMw84COgFvAwMBaIAqqlcJ0agA4O\nDtbOsuPMDs1oNKPRRT8pqsOiwpx2rcScmZORXCGvS2GXdO6Pc2tGoz0+8NBHrxx1yHldITdnkLzM\nxdXzWrB7gf13as2ZNXVsXGyaj3X13DLK7HntOb9Hq9FKMxpdcHxBfT3yutba/HklJzg4WGOb7q2G\ndkC9ZLo7eQBa62nAJOBzYA/QAWintT4ev4vCdpcy8fwjfwItgT+A7UATbEXgnqyKOznvrnv3zveN\n3yWXZ64suW5Wr8WbVVwhL79cfgyuPxiwjRBLPC1OZrhCbs4geZmLK+cVHRvN6L9H27fHtRyHW7IP\ncZLnyrllhtnzqlqkapLlziZttg1SNHteWcGURR6A1voDrXUJrXUOrXV1rfWfiX42V2vtrrXekOi1\neVrrulrrglrrXFrrhlrrbcZEb7Px1Eb+OP4HAKXzlaZ3zd5GhiMcaFD9QRTMaXvs/v3e79l30fBe\nAUJY3rzd8zh29RgALcq0oGXZFBdCEibyfrP37as/Td46mUthlwyOyBxMW+SZndaad9a9Y98e1XQU\nXu5eBkYkHCmPdx7ebvQ2ABrNyL9GGhyRENZ2O+Y2H2y4M4Fu4uUGhfmVK1CO3jVsN0JuRd3i440f\nGxyROUiRZ5DVx1ezMWQjABUKVuDFai9m6fXvHgJuFa6UV9/afXkg9wMALD+0nO1ntmfqfK6UmyNJ\nXubiqnnN+WcOIddDAGjj34YGJRqk/xwumltmWSWvkU1GktPDNrL28/99zoRpsg5xaqTIM4DWmnf/\nutMX74PmH9hvQ2eVnTszPTLbJblSXjk9czKyyZ07eInv3GaEK+XmSJKXubhiXhHREXy44c5qFhm9\ni+eKuTmCVfIqlrsYb9R9A4Co2Ci++f2+C1aJeKabJy8rOWuevGUHl9H+h/YAPFLkEXa+ujNdnYOF\neUTFRlFpRiX+vfYvAOu6r6N5meYGRyWEtUzeMpnBq22DnZ6t+CxLOy81OCLhLNcirlH2s7KERobi\nrtw51O8Q/gX8jQ7LYbL9PHlmFxsXm6R/1octPpQCz8K83L14v9n79u131r2T7ELbQoiMuRV1i7FB\ntmUgFSrJvzdhPflz5ufNem8CEKtjk9zBFfeS6iKLLdq3yL7gcr3i9Whbvq3BEQlne/7h56lSqAoA\nW05vYfXx1QZHJIR1TNs2jcvhtuWkOj/cmapFqhockXC2N+q9Qf4c+QGYv2c+R68cNTgi1yVFXhaK\niYvh/b/vfMr8qMVHKKVSOEJYgbube5K7C6P/Hi1384RwgNDIUCZstnW+d1NujG462tiARJbI453H\nPhdpnI5jzAYZSX0/UuRloUX7FnH0qu0TR7PSzWhRpoVhsSS38LIVuGpez1Z6lqqFbXcYtp7emqG7\nea6aW2ZJXubiSnlN2TKF0MhQALo/0p0KfhUydT5Xys2RrJhX/7r98VzsCcB3e7/j8OXDBkfkmqTI\nyyKxcbFJPm2MajrKwGigX79+hl7fWVw1LzflxntN37NvZ+RunqvmllmSl7m4Sl5XI64yZesUADzc\nPHivyXupHJE6V8nN0ayYVx7vPLzYyzb1mNzNuz8ZXZsCR46u/W7Pd7y4zPaGbFqqKet7rM98gMJU\n4nQcj3z5iH31i1UvrOIJ/ycMjkoIcxr11yj75Md9avRhZruZBkckstrN2zcpM7UMVyKu4Kbc2N93\nPxX9KhodVqbI6FoTcrW7eMIYbsotSdtL3zwhMiY0MpSp26YCtrt4bzd+2+CIhBFye+dmaIOhgNzN\nux8p8rLA4v2LOXzF1l+gSakmNCvdzNiAhGHaV2rPw4UfBjLeN0+I7O6zbZ9x/fZ1AF565CVK5ytt\nbEDCMIF1AvHL5QfAwr0LOXjpoMERuRYp8pwsubt4rjCidvny5UaH4BSunldm7ua5em4ZJXmZi9F5\nXY+8bu+L567cGdF4hMPObXRuzmLlvHy9fO138zQ6yfrFQoo8p/th/w8cunwIgEYlG9G8tGusdrBw\n4UKjQ3AKM+R19928Nf+uSdNxZsgtIyQvczE6r+nbp9tH1HZ7pBtl85d12LmNzs1ZrJ5XYO1ACuUq\nBMDifYs5cOmAkWG5FBl4kYLMDryIjYul6hdVOXjZdvv4z25/8ljZxxwcpTCjH/f/SKclnQCoX7w+\nm17e5BJ3eIVwZTdv36T01NJcjbiKm3LjUOAhyhcsb3RYwgV8svkThq6x3dF7oeoLLGi/wOCIMkYG\nXpjIkgNL7AVewxINDZ0XT7iWDpU7yCoYQqTTjB0zuBpxFbD9Ry4Fnkjweq3X7/TN27dQVsGIJ0We\nk8TpuCR9A1ylL55wDXf3zRuzYYyMtBUiBbeibjFpyyTA9u/nncbvGByRcCU+Xj72NW3jdBzjgsYZ\nHJFrkCLPSZYeXGrvF9CgRANalm1pcETC1XSo3IHKhSoDsOm/TWw4tcHgiIRwXV/s+MK+Rm2Xh7tk\nenULYT2BdQLJlyMfAPP2zONk6EljA3IBUuQ5gdaajzZ+ZN8e2WSky93F69mzp9EhOIWZ8nJTboxo\ndGdk4IcbP0xxfzPllh6Sl7kYkVd4dDgTN08EQKGcdhdP2sxc7s4rj3ce3qj7BmBbK37CpglGhOVS\npMhzgt+O/sau87sAqFmsJk+Uc71VDVq1amV0CE5htrw6P9zZPjrwz3//ZNvpbffd12y5pZXkZS5G\n5DXzfzO5FH4JgI5VOtrvgDuatJm5JJfXgLoD8PXyBWDOP3M4c+NMVoflUmR0bQoyMrpWa03Drxuy\n5fQWAJZ1XsYzFZ9xYpTC7L7a+RW9f+kNQLuH2rHi+RUGRySE67gdc5uyn5Xl7M2zAOx5bQ9Vi1Q1\nOCrhyob/OZzxm8YDMLDuQKa0nmJwRGkno2td3PqT6+0FXpVCVQioEGBwRMLVdX+kO8XzFAfglyO/\n2O8CCyHg213f2gu8pys8LQWeSNWb9d8kp0dOAGYGz+Ri2EWDIzKOFHkOlrhf1YjGI3BT8lcsUubl\n7sVbDd+yb3+88WMDoxHCdcTExdjvyAAyolakSWGfwrxa81UAImIimLxlssERGUcqEAfaenor606s\nA8C/gD+dqnQyOKL7CwoKMjoEpzBrXr2q96KITxEgfn7FZNZfNGtuqZG8zCUr81q0bxEnQk8A8HjZ\nx6n9YG2nXk/azFxSymtow6F4uXsBtvkVr4RfyaqwXIoUeQ6UeETt8IbD8XDzMDCalE2YYM1RR2bN\nK6dnTgbXHwzY1l8cGzT2nn3MmltqJC9zyaq84nRckn8HWXEXT9rMXFLK64HcD9Crei/ANsfi1G1T\nsyoslyIDL1KQnoEXu87vovrM6gCUyFOCYwOO2T9FuKLw8HBy5cpldBgOZ+a8Ei/Z5K7cOdL/SJJ1\nOc2cW0okL3PJqryWHlxKhx86ALYVgzb23Oj0qaikzcwltbxOhZ7Cf5o/MXEx5MuRj1MDT5HHO08W\nRph+MvDCRSXuRzWs4TCXLvAAS/6DB3Pnlds7NwPrDgQgVscyPmh8kp+bObeUSF7mkhV5aa2T/E59\np/E7WTLXqLSZuaSWV6l8pehWrRsAoZGhzPzfzKwIy6VIkecABy8dZMmBJQAU8Sliv0UsRHr1r9vf\n/knzm13fcPrGaYMjEiLrrT6+muBzwQBUL1qd1v6tDY5ImNVbDd9CYfuAMGnLJCJjIg2OKGtJkecA\n4zeNR2N77D24/mByeuY0OCJhVvly5COwdiAA0XHR2XpUmMi+EvdvHtF4hMutGCTMo4JfBTpUtj32\nvxB2gW/++cbgiLKWFHmZdCr0FN/t/Q6A/Dny81qt1wyOKG2GDh1qdAhOYYW8BtYbSA6PHADMCp5l\nHxVmhdySI3mZi7Pz2nhqIxtDNgJQ0a8i7Su1d+r1EpM2M5e05vV2o7ft30/YPIGYuBhnheRypMjL\npE82f2J/w/Sv05/c3rkNjihtSpYsaXQITmGFvAr7FLY/8g+LDmPa9mmANXJLjuRlLs7O6+OgO33x\n3m70dpbONSptZi5pzatGsRr25UVPhp5k0b5FzgzLpcjo2hSkNrr2YthFSn1aisiYSHJ55iJkYAgF\ncxXM+kCF5ZwMPYn/Z/7E6ljy58hPyKAQ+3qMQljVP+f+ocYs2+/a0vlKc6TfETzdPQ2OSljBhlMb\naPptU8C2GtWe1/e45GIFMrrWhUzdOtXeibNPjT5S4AmHKZ2vNF2rdgXgWuQ1ZgXPMjgiIZxv3KZx\n9u+HNRgmBZ5wmMYlG9OgRAMA9l/azy+HfzE4oqwhRV4G3bh9gxk7ZgDg6ebJ4AaDDY5IWE3ipc4m\nbZnE7ZjbBkYjhHMdvXLUPktBYZ/C9Hi0h7EBCUtRSjGi0Qj79sdBH5MdnmRKkZdBX/7vS67fvg5A\nt2rd7AvMm8WhQ4eMDsEprJRXlcJVeLrC0wCcvXmWCT9bc9Z6K7VZYpJX+kzcPJE4HQfAoHqDDJml\nQNrMXNKb15Pln6RakWoAbD+znb9O/uWMsFyKFHkZEBkTyZStUwBQKIY1HGZwROk3bJj5Yk4Lq+WV\neFTY+NHjiY2LNTAa57BamyWQvNLu7M2zzN09F4A83nl4vdbrDr9GWkibmUt681JKJfmdmtzykVYj\nRV4GfLvrW87fOg9Ah8odqOBXweCI0m/69OlGh+AUVsurbvG6tCjTAoCwlmH8dPAngyNyPKu1WQLJ\nK+2mbJlCVGwUAH1r9SVvjrwOv0ZaSJuZS0by6li5I/4F/AH4898/2XFmh6PDcikZKvKUUn8qpeYr\npXoppfwdHZQri4mLYcKmO4/NEn8qMJPsPqTeTOzvsXy25fOs1o/Eim0GkldaXYu4xpfBXwLg7e7N\nG/XecOj500PazFwykpe7mzvDGty5Azh+0/gU9ja/jN7J6wn8BTQF1iqlTiulvlNKdVXKBcckO9AP\n+3/gROgJAFqVa0WNYvdOrSKEIz1W5jFqPVALgN0XdrPq2CqDIxLCcaZvn86tqFsAvFz9ZYr6FjU4\nImF13R/pTjHfYgAsPbiUw5cPGxyR82SoINNa/6e1/lpr3V1rXQp4AvAFegGblFL5HRmkq9BaMy7o\nzhD/4Q2HGxiNyC7u7kdi9U+eIvsIiwpj6rapALgpN4Y0GGJwRCI78PbwZlC9QQBoNBM3TzQ4IufJ\n6OPamkqp55RSOQG01vuBhVrrx4BhgCXXUPnt6G/svbgXgLoP1qVZ6WbGBpQJ48dbs1Cwal7PVHwG\nv51+APx96m+2/LfF4Igcx6ptJnmlbs4/c7gSYVu2r8vDXSibv6zDzp0R0mbmkpm8Xq31Knm9bX0/\n5+2ex5kbZxwVlkvJ6KPVfsBzwCml1I9KqbHAMwBa643AQQfF51IST9Q5vNFwUy+aHR4ebnQITmHV\nvNyUG/WL1LdvZ9XdvKzo/2fVNpO8UhYdG80nmz+xb7vCkxFpM3PJTF55vPMQWDsQgOi4aPuMGVaT\noWXNlFKBwCIgCngSeABYrrU+oZQ6B3yptX7foZEaIPGyZhF+ETT6phEAlfwqsa/vPpdcEkVY1+2Y\n25T7rBxnbto+ce7vu5/KhSo75Vpaa/uHmLNnz5I/f35y5sz6ecuEdc3dNZceP/cAoG35tqzsutLY\ngES2c+HWBUpPLU1kTCS+Xr6cGniKAjkLGBqTqyxr9gW2QRdKa71Yaz1Fa30i/mePxf/cUhLfORnW\ncJgUeCLLeXt482b9N+3bzuxHopQiPDyc5557Dn9/f8aOHcuyZcuArLm7J6wtTscxYfOdWQqGNzL+\nLp7Ifor4FuHlR18G4FbULT7f8bnBETleRgdexGmtl2qtbyTzswNa64uZD811HLt6jF+O2Na5K56n\nuH1NUSGyWu8avcmfwzauacGeBfx3/T+Hnj8iIoIzZ2x3CufNm8eyZcvYs2cPb7/9NsHBwURERJi6\nm4JwDSuPrOTApQMANCzRkEYlGxkckciuhjQYgrtyB2DqtqmER1vr0bbcjkqDebvn2b8fXH8wXu5e\nBkbjGJcvXzY6BKewal5gyy23d257P5KYuBgmb5nskHPHxMTw33//MXv2bObOncv58+eJjIzE29sb\nT09PcubMSfXq1fn5558Bx97Ns2qbSV7Ju2eWAhe6iydtZi6OyKtM/jJ0qtLJdr7wy3zzzzeZPqcr\nkSIvDRLmJcufIz+v1HjF4Ggc4+WXXzY6BKewal5wJ7cBdQeQ08PWP272ztlcCb+S6XNHRkYyefJk\nhg8fjr+/P0WLFsXHxwdvb2/WrVsHQIcOHdi8eTOHDx9O8W5eegtAq7aZ5JW8oJAgtpy2jQ5/uPDD\nPFn+SUeE5RDSZubiqLzeaviW/fuJmycSHRvtkPO6AtMWeUqpkUqpEKVUpFJqp1KqpTOOAezrhfav\n0x9fL99MRu4aRo8ebXQITmHVvOBOboV8CtGrei8AwqLDmLFjRqbP7evrS7169Rg3bhydOtk+1T7/\n/PPExMSwd69t2qCpU6fy1VdfsXv37iTHhoaGsnLlSn75xdalIb1FnlXbTPJKXpL+zQ1cq3+ztJm5\nOCqvR4o+Qhv/NgCcun6KH/b/4JDzugLX+deVDkqpfsAAoC9QFVgFrFBKlXLkMYnl9MhJ/7r9Mxu6\ny6hRw5ordVg1L0ia2+AGg+39SD7b9hlhUWEZPm9CUdauXTuuXbtmfwTi6+vLY489RnBwMNHR0YSG\nhrJz5046derErVu37MefO3eOZ555hj59+hAaGoqbW/p+rVi1zSSve+25sIdfj/4KQMm8JenycBdH\nheUQ0mbm4si8EncbGLdpnGUGmGWqyFNKFVNKNVdKFXJUQGnUBxivtV6ptT6qtR4BHAV6OPgYu1dq\nvIJfLr9Mhi2EY5TOV5rnqz4PwJWIK8z5Z06Gz6WUQmtNrly5qFu3LkuWLAHg/PnzHD58GE9PTzw9\nPRk1ahQVK1bk2rVrDB8+nGPHjgFQoUIFhgwZwoABA/Dw8Mh8csKyEq/7Pbj+YDzdPQ2MRog7Gpds\nTP3itrlI913cx29HfzM4IsfIcJGnlHoROAmsBU4opVo4KqhUrusNVAHunj8mCKjpqGMSc1NuDK4/\nOP3BCuFEiRfZnrRlUqb6kST0sWvdujUHDx5kxIgRDBkyhIIFCzJo0KAk++bPn581a9bw/vvvc/Xq\nVdzc3Bg7dixvv/02vr7W6M4gHO9k6EkW7VsEQMGcBe1dDoRwBUqpJH3zrLJ8ZGbu5L0PTARyAx8D\nn6S8u8MUBBRw9/QtV4DCDjzGrrV/a0rlS9NTXdOYMyfjd35cmVXzgntzq1qkKm3LtwUg5HqI/T/Q\njIqLiwPg7bff5rHHHqN169b079+fli3vdF399ddfefbZZzl79iwHDx68Z3RbwjnSw6ptJnklNWnz\nJGK1rX/zgLoD8PHycWRYDiFtZi6OzqtdhXZU8qsEwMaQjWz+b7NDz2+EzBR5RbCtVxsGzMZ2pywr\nxWTRMWybsI2AgIAkX/Xr12f58uVJ9lu9ejUBAQH3HB8YGHjPm3Hnzp0EBATc85/kqFGj7lmPLyQk\nhICAAA4dOpTk9WnTpjF0aNJlgsPDwwkICCAoKCjJ6wsXLqRnz55Jrg/QuXNnU+eRICGPhLzMnkdi\nCXkkzi0hj4dPP2zfHr9pPP8L/l+G80joS/fjjz+yatUqWrZsSefOnfH29mbr1q2UKlWKPn36cPDg\nQQIDA1m6dCnBwcH07NnTficw4RzpeV99+umnpmyPu939vtq5c6cl8kjIJSGPxO/DtOZxKewSMz+f\nCashl2cu+zRARuaRWEIeiXMzS3skl0diISEhfPjhh5bI4+722Llzp0PzcFNuDGsY/4TkGLR/pr1T\n81i4cKG9pqhatSr+/v73PDnJrAwtawaglIoAqmmtjyqlfIAbWmt3h0aX/HW9gXCgpdb6r0SvzwBK\naq3bOeKY+J/blzWzasdVYX4Nv25o/8T5y/O/8NRDT2X6nFevXuWtt95ixIgRLFq0iIULF3L9+nUa\nNWpEYGAgDRo0AGDx4sVUqFCBRx99lNjYWNzdnf4rQJjQe3+9x5gNYwAYWHcgU1pbc51QYX5RsVGU\n+6wcp2+cBmDf6/uoUjjr7mEZuqyZUmpywhfgAYyI/35cKoc6jNb6NnAAuHuK9PrAP446RgizSLyw\ne+JJZjNKa02BAgVwc3OjXLlyzJw5k0KFCjFhwgS+++47e4EHtvn1XnvtNQAp8ESybkXdYvr26QB4\nuHkkWZpPCFfj5e6VpA9+4uX3zCi9j2urJ/oKAkrHf/8wsMGhkaVsFjBEKdVOKfWQUupdoBIwF0Ap\n1V0pFa2UapzWY4Qwq7YPtaVyocoAbPpvE0EhQakckbKEu/uTJk0iR44cPPXUU6xdu5bOnTsn2S8o\nKIhvvvmGw4cP8/fff2fqmsK6ZgfP5lrkNQC6Vu1KibwlDI5IiJS9UuMV+/KR3+/9npDrIQZHlHHp\nKvK01s1T+nJWkMnEMQ2YBHwO7AE6AO201sfjd1HYclPpOEYIU3JTbg4dFebm5kZMTAy+vr5MmDCB\nwoWTjk06cuQIAwYMoGvXrmzfvp3WrVuTP3/+TF1TWFNUbBSTtkyybyd+nwrhqny9fOlfxzYvriOX\njzRCeh/XjlJK/ZXM678qpd5xXFip01p/oLUuobXOobWurrX+M9HP5mqt3bXWG9J6THaTXMdYK7Bq\nXpBybs8//Dwl8tjukKw8spJ9F/dl6loJ893169ePqlWrcvjwYQAmTJhAly5dWL58OdWqVePrr7/m\nqaee4sCBAyxaZBvdm95+vlZtM8kLvtvzHWdungHg6QpP2+84uyppM3NxZl796/Z3+PKRRkjv49rO\n2B573m0W0C3z4Yis0q9fP6NDcAqr5gUp5+bp7pm0H8kmx/UjyZcvH40bN6ZFixZMmzYNX19fxowZ\nw4oVK+jSpQsvvPACXbp0Ye/evZw9exalVLqmUrFqm2X3vOJ0XJL+TIlXFHBV2b3NzMaZefnl8rOv\nVR8eHW7vV2o26RpdGz+itqbW+sBdr1cAdmqtXW/io0yQ0bXCTMKiwij5aUmuRlzFXblzfMBxh83v\n2KZNG/744w+mTp1Kx44dKVq0KABRUVEAeHl5MXbsWKKiohg1apRDrinMbfmh5Ty7+FkAmpRqwt89\npN+mMJeToSfx/8yfWB1LwZwFOTXwlNPndzR0dC1wDqiWzOs1AfP2TBTCAny8fOz9SGJ1rEP6kcTG\n2iavnTZtGsWLF6d///4ULVqU6OhooqKi8PLywsvLi61btzJr1ixy586d6WsK89NaMzZorH078Qhw\nIczCkctHGiW9Rd5XwFSl1ItKqZLxX92AKcCPjg9PCJEe/er0I5dnLsDWj+Ry+OVUjkiZu7s7sbGx\n+Pv7M2vWLPbv3w+Ap6cnXl5e3Lhxgx49etCgQQMeeOABunRxrQXnhTH+PvU3289sB6BakWq09m9t\ncERCZEzi5SM/2fwJUbFRBkaTfukt8sYC04AvgRPY1q79GliCbZkzYRJ3z1JuFVbNC9KWm18uP3rX\n6A1AREwEn237LNPXTZj/rnXr1mzcuNE+q/vYsWMpUqQIK1euZMiQIXzxxRc88MAD6T6/VdssO+eV\neIT38IbD7SuiuLrs3GZmlBV5VS1S1T7B/H83/mPh3oVOv6YjpXcKFa21/hAogO2xbT3AT2sdqHX8\nooTCFBYuNNcbNa2smhekPbc367+Jh5ttdOz07dO5efumw2Lw8fGhbt26PPTQQ4wcOZJnn32WBQsW\nMGrUKKpVs/XkiIuLS9cIW6u2WXbNa9f5Xaw6tgqAMvnK0LFKx6wIyyGya5uZVVbl9Xajt+3fj980\nnjid/jW6jZLuZc2UUn5AP+6sVbsPmKG1ztxzIRckAy+EWfVY3oO5u23zfH/y+CcMbjA4lSPSrlat\nWpw8eZKvv/6aGjVqULx4ccBW3MXGxuLp6QnAjRs3iImJ4cKFC+zbt49SpUqhtaZs2bLky5fPvp+w\nlud/ep5F+2zT6cx4cgZ9a/c1OCIhMq/JN03YGLIRgGWdl/FMxWecch1HD7xI7+ja2sAa4D9gR/zL\ndYDiQCut9fbMBuRKpMgTZnXw0kEqf26bk+yB3A/w74B/8fbwztQ5Y2Ji8PDw4O+//6Zbt26EhNwZ\na5UwCCPh+6lTp7Jv3z4uX77M1q1b6dq1K+fOnaNcuXKcOXOG6tWr89JLL+Hn55epmIRrOX71OA9N\nf4g4HUehXIU4NfAUOT1zGh2WEJn229HfaPt9WwDqPFiHrb22OqUbgqOLPI907j8ZmK+17p/4RaXU\n9Pif3b02rBDCAJUKVeKZis+w/NByzt48y/w98+1zPmWUh4cHWmuaNm3Khx9+yLVr1/D19cXDw8Ne\n4H366aeMGzeO0qVL8/jjj9OkSRO+//578ubNS3R0tP3u3YkTJ8iTJ0+m8xSuZeLmifZHWW/UfUMK\nPGEZbfzbUK1INfZc2MP2M9tZf3I9zctk2UJfGZaRefLqaK333vV6NWCb1tpS/6LlTp4ws+1ntlP3\nq7oAlC9QnoOBB3F3c8/UObXWyX563bx5M3379uX06dMMHDiQgIAAypUrh4+PbU6p2NhY+0hdd3d3\n4pyuGEEAACAASURBVOLicHNL77gv4crO3TxH6amliYqNIrdXbkIGhZAvRz6jwxLCYRbuXUjXpV0B\naFWuFX+8+IfDr2H0PHmhQMlkXi8Z/zNhEj179jQ6BKewal6Q/tzqPFiHFmVaAHD06lGWHlya6Rju\nLvCioqKYOXMmgYGBVKlShT/++IPhw4dTrVo1e4GntbaP0E34M3GBZ9U2y255Td4y2T69RN/afU1Z\n4GW3NjO7rM6rY5WOlM1fFoDVx1cTfDY4S6+fEekt8hYAnyul2iulisd/PQfMiP+ZMIlWrVoZHYJT\nWDUvyFhuiSehHRs0Nt3ryqZm8+bN/Prrr3Tq1ImPPvqImjVr2te9TZBavxWrtll2yutaxDW+DP4S\nAG93bwbWG5jVYTlEdmozK8jqvDzcPBjaYKh9O/FUQa4qvY9rPbDNldcfSBgaFw1MB0Zorc01S2Aq\n5HGtMDutNbVn1yb4nO0T56oXVvGE/xOZOmfCo9Y1a9bQtWtXunfvzvvvv4+vr68jQhYmNObvMby3\n/j0AXq/1Op+3/dzgiIRwjsiYSEp/WpoLYRdQKA73O0z5guUddn5DH9dqrWO01kOB/MCj8V/5tdZD\nrFbgCWEFSqkkczwlXmoqoxIetf722298+OGHTJo0CV9f3/veJQwPD8/0NYXrCosKY+q2qQC4K/ck\ndzqEsJocHjnsd6o12uXv5mWo57PWOkJrvTf+K8LRQQkhHOeZis/wUMGHANtyU1v+25Lpc86ePZsd\nO3bw5JNPAraBFck9lt2xYwfvvvsuo0eP5q+//uLChQsADn9sLIwze+dsrkRcAeD5qs9TJn8ZgyMS\nwrler/U6ebxtswPM2z2P0zdOGxzR/cnwtmwqKCjI6BCcwqp5QcZzc3dz562Gb9m3x20al+lYDh06\nxPz58ylRooTtGvEDKsLCwpLsV6VKFSZNmkTbtm25ffs2X35p67eVuCC0aptlh7yiYqP4ZPMn9u3E\nfUDNKDu0mZUYlVfeHHnpV7sfANFx0Un+DbgaKfKyqQkTJhgdglNYNS/IXG4vVnuR4nlsK1OsOLyC\nvRf2pnLE/d28eZPIyEhKlixJTEyM/fW4uDiGDRvGc889x969tvN7e3ujlKJ27dq0bt2a0NBQfv/9\n9yTns2qbZYe85u+ez5mbZwB4usLTVClc5X6HmUJ2aDMrMTKvgfUGktPDNmvcrOBZXAq7ZFgsKZEi\nL5tatGiR0SE4hVXzgszl5uXuxZD6Q+zbHwd9nOFzXb58mfLly+Pu7p5kJO2+fftYu3YtXl5e9ulT\nEu7wXb16lX379iUpChNYtc2snldsXGyS/kiJ+36aldXbzGqMzKuQTyH61OwDQERMBJ9u/dSwWFKS\n7rVrsxMZXSusJDw6nNKfluZS+CXclBuHAg85dFQYwNixY6levTqtW7fm9OnTXLlyhe+//54DBw7w\nzz//cPHiRaZMmULbtm0pXbr0fSdXFq7vx/0/0mlJJwCal27OupfWGRyREFnr9I3TlJ1alui4aPJ4\n5yFkYAh5c+TN1DmNngxZCGFSuTxzMajeIADidBzjgjLXNy/xB8SE75s3b8758+dp27YtTZo0oWbN\nmixatIjo6GhefPFFVq9eTe3atZkxYwZXr15FKSWDMExIa53kbrAV7uIJkV7F8xTnpUdeAuDG7RvM\n2DHD4IjuJUWeENlI39p9yett+6Q5b888Qq6HZPhcie/AJXxfr149evToweXLlylZsiQrV67kzz//\nZNGiRYwbN45mzZpRvHhxDh06xF9//XXPeeLi4rhy5QrLli3LcFzC+X47+hu7zu8CoNYDtWhZtqXB\nEQlhjLcavYWbspVSU7ZOITzataaMkiIvmxo61JpzWVk1L3BMbnlz5KV/nf4AxMTFMHHTxEyf827X\nrl2jTJkyrF+/ntatW1O+fHny5bMtcXX16lXGjRvHr7/+ytGjR4mJiUmSl5ubG5cuXeLatWsOjyur\nWfW9OGTIEMZsGGPffrfxu5Z55G7VNpO8nMe/gD+dq3QG4HL4ZWYHzzY4oqSkyMumSpZMbgli87Nq\nXuC43N6o9wY+nraBEbN3zub8rfMOOS/YHuPlz5+fRo0aMXfuXPvrcXFxABQoUIDBgwezYsUKhg8f\njoeHxz15zZs3j4IFCzosJqNY9b0Y6RPJtjPbAKhauCrtKrQzOCLHsWqbSV7Olbi7wsTNE+1rOLsC\nGXiRAhl4IaxqyOohTNoyCYChDYYy4XHHTEWQMJAiKiqKsWPHUrRoUU6c+H97dx4fRX3/cfz1SUhI\ngAIlXIoCVRGRG4EKKiIKImhQKRVRa0EKylUvsApyI+IBAnJUxPqzcmiFoihXQZBDQWgwyBEEOUK5\nJEEQCIEc398fs6whJCHHbmb3u5/n45GH7GRn5/N2NslnZ+b7nb106tSJ+vXrX3Lrswu3SLvw3+XL\nlzN06FAWL15MuXJFu4BZ+ccd/3cHq/atAmBu57k8VO8hdwtSKgB0mtuJz3Z+BsC7973LE02eKNTr\n6MALpVSRPdfiOUqGlwRg2qZpHD973Ceve2EgRWRkJMOGDSM2NpbHH3+catWqUbJkyUuen7XBA1iy\nZAl9+/bVBi9ArU1c623wro+5nj/c+Ad3C1IqQAy+bbD336+ue5X0zEuni3KDNnlKhaArfnMFPRr3\nAOD0+dNM2jDJZ6+d9fqsqlWrUqdOHapXr05ERESOzw8LC+P48eN07tyZlStX0qpVK5/VonxrzJox\n3n+/dOtLhIeFu1iNUoGjebXm3gFIu4/v5uNtH7tckUObvBCVkJDgdgl+YWsu8H22QbcMIlycP9KT\nNkzi1LlTPn19IF8X5H/22WcMHjyYjIwMli1b5r1VWrCz7b248eBGluxeAsegZvmadKvfze2SfM62\nfXaB5ioeQ24b4v336NWjycjMcLEahzZ5IWrQoEFul+AXtuYC32erWb4mjzZ4FICfU38u9jmezp8/\nz6pVq+jTpw/79u3jqaeeIiYmhowM938x+oJt70XvUbz/OPeojQjP+chsMLNtn12guYrH7TVvp1UN\n50zEjqQdzNsxz+WKdOBFnmweeJGYmBgwI5N8ydZc4J9sO5N2cuPUG8k0mVQsVZG9f91Lmcgyl18x\nFxcGXmRmZnqP4okIGRkZ3lucpaSkkJiYyLx585g8eTI1a9Zk2rRpNG7c2CeZAoVN78UtR7fQcHpD\nAKqkV2H/sP2ULHHpNZbBzqZ9lpXmKj4r9qzgrn86p23rVqrLlqe2eOfRyw8deKF8ItB+MHzF1lzg\nn2y1K9ama72ugDPH07SN04r0eiLCuXPnCAsLQ0S8jV54eDinTp1i4cKFTJgwgS5duvDmm28yZMgQ\n1q9fb12DB3a9F19Z8+vdLV669yUrGzywa59lpbmKT5vftaHl1S0B2HZsG//e4e7E7nokLw82H8lT\n6oIdx3ZQd2pdDIZKpSqx9697KR1ZutCvN2XKFJKSkoiMjCQqKoqMjAwSExNZvHgx119/PefPn6dl\ny5YMHjyYyMhIgItG2KrAsjNpJ3Wm1MFgqFy6Mnv/updSEaXcLkupgLV091Laz2oPQIMqDdjce3O+\nj+bpkTyllE/VqVTHO9fZsZRjTN80vUiv16NHDzp37kzjxo3Zs2cP0dHRGGOYOnUqw4YNY86cOYwY\nMYLIyEjv9Xfa4AWuUatHYXAOBjx787Pa4Cl1Ge2ubUfzas0B51KHhTsXulaL/mYNUePGjXO7BL+w\nNRf4N9vLrV5GcE6tvvb1a0W6/2J0dDT16tWjffv2TJ48mb59+zJ58mTatm1L8+bNqVixIhfOIISH\nh1u7z2zIlZCUwJytcwCIiY6hb/O+VuTKja3ZNFfxEhGGthrqfTxy9UjcOmuqTV6ISkkJrJso+4qt\nucC/2W6sdCNd6nYB4KczP/H3TX/32WtfuKXZhf/CxVOr2LrPbMg1avUoMo2z3wa2HEiZyDJW5MqN\nrdk0V/HrUKsDTa5wLvOKOxzHol2LXKlDr8nLg16Tp0LJ90e/p8H0BgBULVOVPQP2EB0R7XJVyi0J\nSQncOOVGDMYnI6+VCjWfJnzK/R/dDziTJa9/Yv1l5w7Va/KUUn5Rv0p9OtfpDMCR00d457/vuFyR\nctPIr0Z6r8W7cBRPKZV/sbVjaVjFmXro24PfsuzHZcVegzZ5Simvobf/eh3JuHXjSE1PdbEa5ZYd\nx3Ywd+tcACqWqkifZn1crkip4CMivNzqZe/jYauGFfu1edrkhaikpCS3S/ALW3NB8WRrUKUBD9zw\nAACHTx/m3bh3/b5NW/dZMOcaufrXo3iDWg666CheMOe6HFuzaS73PFDnAepXrg/AhoMbiv3aPG3y\nQlSPHj3cLsEvbM0FxZct69G8sWvHcjbtrF+3Z+s+C9Zc249t56OtHwFQqVSlS47iBWuu/LA1m+Zy\nT5iEMaL1CO/joauGFuvRPG3yQtTw4cPdLsEvbM0FxZetUdVG3H+Dc7HwoVOHijxv3uXYus+CNVfW\nefEG3TLokomxgzVXftiaTXO56/4b7r9opO2ChAXFtm0dXZsHHV2rQtX3R7+n4fSG3rtg7PnrHr3w\nPgRs+2kb9afV997dYs+APUW6+4lSyvHFD19w75x7AahXuR7xT8bneBcMHV2rlPK7+lXqX3QXjEkb\nJrlckSoO2a/F0wZPKd/oUKsDv6/2ewC2/rSVj7d9XCzb1SZPKZWj4bcP937SfP3r1zmResLlipQ/\nbT682fuHp3LpyjzZ9EmXK1LKHiLCqDtGeR8PXzWc9Mx0v29Xm7wQNXPmTLdL8Atbc0HxZ6tdsTaP\nN3wcgBOpJxj/zXi/bMfWfRZsuYasHOL99+DbBud6FC/YchWErdk0V2C465q7uK36bQDsTN7J7O9n\n+32b2uSFqLi4Ip/qD0i25gJ3sg29fSgRYREATFg/gWNnjvl8G7bus2DKtTZxrXdqh+rlqtP7pt65\nPjeYchWUrdk0V2DIfjRvxFcjSMtI8+82deBF7nTghVLQ54s+TNs0DYDnWzzP6+1ed7ki5UvGGG5/\n/3bWJK4B4L3Y9+jeuLvLVSllr7s+uIsVe1cAMOO+GfRs0tP7PR14oZQqVkNaDSGqRBQAb298m0On\nDrlckfKlpT8u9TZ4tWNq81jDx1yuSCm7ZT2aN2r1KM6ln/PbtoKuyRORW0Vkg4icFZGDIvJKPtfb\nJyKZ2b4yRKSBv2tWKphd+Zsr6dPUmRA3NT2VV9bk60dOBYFMk8lLK17yPh51xyhKhJVwsSKl7Nfi\n6hbcc909ACSeTPSeKfGHoGryRKQKsAj4EmgIPAH0FpEX8rG6AUYANYCanq/fAdv9UatSNnnh1hco\nHeFciP/Of99h34l97hakfGLe9nlsPrIZgCZXNKHzjZ1drkip0DCmzRjvv0evHs3J1JN+2U5QNXnA\nI8ABY8yLxpgfjDFLgNFAfsf6/2yMOWCMSczy5f8xzAEoNjbW7RL8wtZc4G62yqUr8/TNTwOQlpnG\n0JVDL7NG/tm6zwI9V3pmOi+v/PXm6WPajMlxctbsAj1XUdiaTXMFnsZXNKZb/W4AJJ9N5vWv/XOt\nc7A1eTcB/822bC1QXUQq5GP9sSJyWkR2i8jkfK5jpX79+rldgl/Ymgvcz/Z8y+epEO38yHy45UO+\nO/KdT17X7Vz+Eui5Poj/gJ3JOwG4rfpt3H3t3flaL9BzFYWt2TRXYBp9x2jv7AXjvxnP4VOHfb6N\noBpdKyLLgB+MMf2yLLsG2AXUNcYk5LHuvcBR4DxQDxgJ7DXG3JXHOjq6VqksJnwzgWeXPQtAu2vb\nsfTRpS5XpArjXPo5ak2uxYFfDgCwpvsabq1+q8tVKRV6nl7yNBM3TASg90296XVlL/tG14rIsCwD\nIbIPjsgUkT1Znp7T6VW53DaMMZ8bYzYaY+KNMbOAHsAdInL95dbt0KEDsbGxF321aNGCBQsuvsnw\nsmXLcjx83Ldv30smbYyLiyM2NpakpKSLlg8bNoxx48ZdtCwxMZHY2FgSEi7uYSdPnszAgQMvWpaS\nkkJsbCxr1669aPmcOXPo3v3SaREeeughzaE58p2j4bmG1Cxf06nrx2W8+NaLQZnDlv1R2ByTv53M\ngbgDMNu53VLWBi+YcoAd+0NzhGaOOXPmkDA5gfC54TAV/v6nv9O7X+5zVBZGQBzJE5FSQF53P88w\nxiSLyCwg3RjzeJZ1mwHrgcrGmOQCbPNK4H9AC2PMhlyeo0fylMpm9vezeWT+IwA0rNKQuN5x+bqW\nSwWG5JRkrp10LSfPnUQQNvfeTMOqDd0uS6mQNXr1aO/1sW1KtuHLF78Em47kGWNSjDE/5fF1oXmL\nA27JtnpL4GBeDZ5Ijn+BmgNpwE6fhAgy2T+12MLWXBA42brW60qTK5wPPfFH45m1ZVaRXi9Qcvla\noOYa+dVITp5zRvL9udGfC9zgBWouX7A1m+YKbM/c/AxVSlcB4Mu9X/r0tQOiySuA2UBlEZkgIteL\nSHtgIPD3rE8SkXQRmZFl0b0i8rmIdPCs90dgCjDRGBOSd12fM2eO2yX4ha25IHCyhUkYr7f9dSTY\nkJVDSE1PLfTrBUouXwvEXLuSdzF101QASkWUumhS1vwKxFy+Yms2zRXYSkeWZnjr4X557YA4XVsQ\nInIb8CZQH/gZeB8YbLIEEZEM4H1jzBOex9cD44CmQCXgCPA28KbJ43+Anq5VKncdZnVg8e7FALze\n9nWeb/m8yxWpy3nwowf5d8K/ARjaaigj7hjhckVKKYC0jDTqTq3Lrq274B3AR6drg67JK07a5CmV\nuy1Ht9BoeiMMhvJR5flxwI/eKVZU4Fmzfw2t3m8FQNUyVdnVfxdlIvO6FFopVZw+2f4JXSZ28WmT\nF2yna5VSAaJBlQY83sgZA3Ui9QRjVo+5zBrKLZkmk+eWPed9POqOUdrgKRVgOtfpTN3KdX36mtrk\nKaUKbWTrkUSViAKcaTl2Je9yuSKVk4+2fsTGQxsBqF+5Pt0bXTqNhFLKXSLCK3f69t7g2uSFqJzm\nCrKBrbkgMLNdXe5qnmvhHCFKy0zjmaXPFPg1AjGXLwRKrtT0VF5c8aL38Rvt3iA8LLzQrxcoufzB\n1myaK3hcVfYqn76eNnkhql27dm6X4Be25oLAzfbirS9S7TfVAPhi1xcs2rWoQOsHaq6iCpRcE9dP\nZP/J/QDcfe3dtLu2aHUFSi5/sDWb5gpdOvAiDzrwQqn8mbt1Lg/PexiAWhVqsbXPViLDI12uSh38\n5SA3TLmB0+dPEyZhxD8ZT73K9dwuSymVi7i4OPtua6aUCm4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 10, 100)\n", "y = np.sin(x)\n", "\n", "plt.figure(figsize=(7, 3)) # подготовка зоны для рисования\n", "plt.plot(x, y, c='green', lw=2) # отрисовка\n", "plt.text(3.3, 0, r'$\\sin(x)$', fontsize=15, rotation=-60) # изображение текста\n", "plt.xlabel('ось $x$') # подпись оси x\n", "plt.ylabel('ось $y$') # подпись оси y\n", "plt.title('график', family=\"verdana\") # заглавие\n", "plt.xticks(np.linspace(0, 10, 11)); # сетка по x\n", "plt.yticks(np.linspace(-1, 1, 5)); # сетка по y\n", "plt.xlim([0, 10]) # лимиты по оси x\n", "plt.ylim([-1, 1]) # лимиты по оси y\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Сохранение" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Jp/hd8PlK2bRpHLW181AtFapJTY1/yXSQm/smKSmDgXNReyABBgLfEZ913BWvdwPl5ZMp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UNb525851Dhz43VjvDz5oj5WVDTEx19i3bwoGgx6NJp0CBSxJSNiKLCsBjr19Cfz9l6DTlVJ1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\nbFlra9RwYdSoojg6Pn9iI0EQBOHtYGNjQ4k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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 3))\n", "for t, i in enumerate(np.linspace(0, 1, 10)):\n", " plt.plot(x+3*i, y+i, c=(i, i, 1-i), lw=2, label='график '+str(t))\n", " \n", "plt.legend(loc=(1.01, 0), frameon=True, ncol=2,\n", " fancybox=True, framealpha=1, shadow=True, borderpad=1) \n", "\n", "plt.savefig('pic_subs.png', format='png', bbox_inches='tight')\n", "plt.savefig('pic_subs.pdf', format='pdf', bbox_inches='tight')\n", "plt.savefig('pic_subs.ps', format='ps', bbox_inches='tight')\n", "plt.savefig('pic_subs.eps', format='eps', bbox_inches='tight')\n", "plt.savefig('pic_subs.svg', format='svg', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Несколько графиков на одном рисунке" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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e8eFHSS99+3ozuCee0PZRyX4rreTb3b/4wp/7SUlypKIrMCWE0DeEMCGEMBq4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\nRjLz+cBJk6B/f7joorq9/wULYORIb03eurXaJIv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "\n", "# первый график\n", "plt.subplot(2, 1, 1) # (rows, columns, panel number)\n", "plt.plot(x, np.sin(x), '-', lw=1)\n", "\n", "# второй график\n", "plt.subplot(2, 1, 2)\n", "plt.plot(x, np.cos(x), '--', lw=2);" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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rr/f5f6m+ELyVuUZ4ROKnkQqRmP39794TpHHjuCPJXE2bQt++XpPi1luhbt3V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\nKwK+06dBg4rHli+Ha6/1TqbPPBNPXJI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w1Vf9CltWLQS/qurbF/r3r7xddNddoVWreGIT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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2)\n", "\n", "# первый график\n", "ax[0].plot(x, np.sin(x), '-.', lw=3)\n", "# второй график\n", "ax[1].plot(x, np.cos(x), ':', lw=4);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Что такое диаграмма рассеивания" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# переменные\n", "x = [1, 2, 3, 5, 8, 9]\n", "y = [3, 3, 2, 4, 1, 1]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(3, 3))\n", "plt.scatter(x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Диаграммы рассеивания" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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fxfnzl7DuInMycGuAxEqSU91ndl0NGQ1G+jpPMTR6n5G2Ec6fP1/x19nV1cHk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\niel3F2zYROS9gBP4WSyXoCeIs4zz58/T7epl8/5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tA9sE9zsYoczs+7lAO8ZIKR4iaYxV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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#rng = np.random.RandomState(0)\n", "n = 15\n", "x = rng.randn(n)\n", "y = rng.randn(n)\n", "colors = np.random.rand(n)\n", "sizes = 1000 * np.random.rand(n)\n", "\n", "plt.figure(figsize=(3, 3))\n", "plt.scatter(x, y, c=colors, s=sizes,\n", " alpha=0.3,\n", " cmap='viridis')\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Некоторые другие графики" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x = np.array([1, 2, 3, 4, 5, 6, 7])\n", "y = np.array([3, 1, 3, 2, 2, 4, 0])\n", "z = np.array([1, 2, 1, 1, 2, 2, 3])" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-4, 7)" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 3))\n", "plt.errorbar(x, y, yerr=z,\n", " fmt='o', color='black',\n", " ecolor='lightgray', elinewidth=5,\n", " capsize=10);\n", "plt.xlim([0, 8])\n", "plt.ylim([-4, 7])" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-4, 7)" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RPfss8JWvAC+95B8rLmYx+JveFPnNyOmns+D8Zz/ja/7SS1lUHi/Zvhkz+Bp64gmOv7zc\n9YiSk96ySUZTOVPr8GFeFFtaGDR1dTFIzc7mcxhvXYRHZy57e1kzFZ659Npn5OVpxedrCcLUbbzr\n7gZuuw34xS/4fAI8h73//cCnP31sy/q3bGF5Q20tgxGvqDxe3rMlJXxtPfUUg6gFCzSTEGsKoJKc\npnIiF55JaGri9CjA56u0NHEyCd5qr9xcXrwOHfIzl+npXOU5a5a/4lPBwKuLwNvaeJPiFYG7nrqN\nF9YCDz3EIu/mZv/40qUsEp+KHk6hEIvKP/xhBrhPP82i9C984dh/dqwUFvJ9+swzfO0tXKibmlhK\nkFO9TIXRUzk9PZrKAXgy97bHaGhg3UpvL0/AXtuIRD9pGcMMlNcNua+P2YFnnmHglJ/vZy4LCuLn\nLn4qxOvUbVAdPMi6pL//3T+WmQlccAFw1llTe4NSVMQg7bzzmE3+9a9ZVP6+903dY0Rbfj7PP9u3\n87W4ZIluZmJFAZSMKRTihbCgIDmncgYHX10EfvgwA4O8PGUSRmcuu7v9Joa5uQwavMxlVpa7cUZL\nok3dBsHAAPCTnwB33snn13PSSaxRmjUrOo+7YgWzWtdey89vvplF5evWRefxoiE3l+fg55/nuWvZ\nssTJhAeZnmI5qvGmcvbvZxF6okzl9Pf7y8kPHuRFcWCAgUJBgaYwx5OWxt/9tGk8eXd3M9D2Mpcl\nJQyovMxlvAaeyTJ168LTT7NIfOdO/9iMGcDFFwP/9m/Rf82cdhpvAKqr+Z6/7DIWlcdT9jA7m+N9\n8UWey1atUg1rtOktLxFJtKmcvj4/k9DQ4GcSvAu/TkCRSU31M5deJ+26OuCVV5iJCl/xGfTMZfjU\nbWOjXwSeTFO30dbVBXznO8CvfuUXiaekAGecwSm7WO799tnPsqj88cf5u770UmbDgn4OC5eZyfPv\nrl18PleuVEuMaFIAJcckHqdyvO0xwjMJXtG8MglTx3tOvYvgoUN+s0ivCL201M9cBuF5H2vqtq+P\nFyFN3U4da4E//hH45jcZrHiWL+d02sqVsR9TKAR89assKq+vZ+uEr30NuPrq+PqdZ2QwuN+1i9m0\n1auDc+5NNAE4ZUmiCOpUTngmwVsZFZ5JKCtTJiEWsrL8E/nhw/ydjJW5LCyM7V3/eFO3WVkM7NTt\neWrt388i8X/+0z+Wnc2M0xlnuA2kp01jUfl//Adfow88wBqpD3zA3ZgmIy2NmxDv28fX8tq1ybXw\nJ1YUQElUuJ7KGRz0L4oNDX4RuDIJwZCR4U8teM07X3yRn8cic6mp29jr7wfuuw/4/vdHFomfcgpr\nnUpLnQ1thOXLmXW66ip+/vWvA4sXA697ndtxRSoUYhDlbUJcUcFzn0wdBVASdbGayunv50WxtdVf\nTj4wwLtbFYEHV3jzzsFBBtu7dwMvv8zfXXGxn7nMzZ184KupW3eefJJF4rt2+cdmzmQn8VNOcTas\ncb31rVzR9pOf8DXpFZXHWzYyNZUZ9oMH/U2ICwtdjypx6JQRUENDnN5IRFM5leNlEpqbmUnwtsfI\nzmbPKmUS4ov3GsjP9zOX9fV+5jJ8D0ev/814xpu6TUtj0KSp2+jr6GCR+K9/7R9LSWE/p098ItjT\nSv/n/7Co/LHHeFN2ySXAXXfFX1F2SoofRHmbEBcXux5VYlAAFVB33cWagFNPBS6/nBeLRHS0qRyv\neWdBAYMi76IavqdYT4/faiEZtseorwe+9S2e3I87jnfwlZWJl0EZK3PpFXenp/M9Ed4+IxTS1G1Q\nWAv8/vcsEm9r84+vXMki8eXL3Y1tokIhZs3OOYfBx3PPsaj8mmvi7zVkDAvL6+v9ICqeWjQElbHe\n2tEAMMZUAqipqalBZWWl6+E409DARmgdHfy8qAi46CLgLW+JvzfuZHlTOeG71Hsd0tvbmUnwmlpm\nZydHJmFggJuffve7I3ejB/g8bN4MnHwyd6f32kwkqiNH+Nro7fWD5+JivjbCp25zczV1G2t79zLQ\neOwx/1hODvCpT3EPu3i7wXnpJeDcc/26rUsuAc480+2YjkVDA38HlZXxs3lyNNXW1mL9+vUAsN5a\nWxvJ9yqACqDBQW6geeWVfrM+ADjhBGaj5s51NzYXvKxTdzcDyLw8TuckSzAJ8O73y1/2s3OvJT0d\nOP54BlNveEPip+u9zGVvL4OlvDxN3bpw5Ahwzz3A3Xfz7543vpFF4vGc8fjDH/w98lJTgdtvB3jN\njU+vvMJ6qEWLXI/EPQVQCerRR9nc7dFH/WPp6Vxie845ukgkg+5u4I47gJ//nJk4gIHj+94HfPSj\n7FXz8MPA3/7m13+FMwZYs4bTfKecApSXx27skjxqazndtWePf6y0lMXXJ53kbFhT6j//k4XkAKeN\n7703OCsHI7VvH88LCqAUQCWsvXt5Ytq9G7jpJs5fexYsYIYq3pbWysRYC/z5z1xC3dTkH1+yhL/3\nNWtGfn1/P1BTA2zdyo/GxrF/7oIFDKROPpn1KMkw9SnR097OwOI3v/GPpaYCH/wgcP75idXAcXAQ\n+Mxn/BvaFStYqxqPU8QKoHwKoBKUF0DNncvpiTvv5F5Ng4P+17zrXVwtoqWpiaOujgHzI4/4xzIz\neUH64AePXixuLZdgP/wwP8KXjoebPp2B1CmncDpCGU2ZKGuB3/4WuPVWBlGe1asZ4C9d6m5s0dTR\nwez/gQP8/O1vB66/Pv7KCRRA+RRAJajwAMrz4otMlW/f7h8rLAS2bOGbOd7eyOIbGGCA/L3vsT2D\nZ/Nm7ss1e/bkfu7evX5m6qmn/D3HwuXkACeeyGBq06bY7kEm8WXPHm55UlPjH8vNBS68EHjPe+Kv\nSDxSO3dy+tx7j37+80BVldMhRUwBlE8BVIIaK4ACmIH65S9ZaB5eZH7ccSwynzcvtuOUY/fMMwyM\nd+zwj5WUcMXPG984dYFxSwszW1u3cioivNjXEwrxtXTyyfzQSh0BuArtRz/iR3+/f/zNb2YQUVLi\namSx96c/AVdcwb+npvJcvGGD2zFFQgGUTwFUghovgPI0NQHf+Abw4IP+sbQ0Lrn96EfjaxfxZNXd\nzZPvL37hZ4aM4d5bn/pUdDNBvb3Atm1+EXpn59hft3q1X4Q+f370xiPB9fjjDPD37vWPlZWxSHzT\nJnfjcuk732EwCXAW4N572ZcsHiiA8imASlBHC6A8f/sbN+esq/OPzZvHO6R4uitKJtYy8P3610fu\nRr90KWtIVq+O7XgGBthg7+GHmZ0KX7AQrrzcD6ZWr1YReqJra2Od029/6x9LTQU+/GHgvPPis4B6\nqgwOsnTiH//g58uWAT/4QXw8JwqgfAqgEtREAyiAjRXvusvfu8nzjncAn/ucisyD5MABBrzeiRfg\naqULLmCDPtcdxa1lrd3WrQyowqcVwxUXs8/UySdzyi/etriQ8VkLPPAAO957DX0BdrC+8kpurivM\n2p5zDrB/Pz9/29uAG24Ifi2qAiifAqgEFUkA5dmxg6n28H30CgrYT+r004P/xk5kAwPcjf6uu0bu\nRv+GN7BIPKg9ZQ4c8IOpJ5/0+1GFy87mVM4pp7AYXbu+x6/du1kkXht2KcnL42rfd79bWcfRdu5k\n2YS3O8DnPgd86ENux3Q0CqB8CqAS1GQCKIAXuF/9inP04c0VKyt596g6lth76ikGti+/7B+bMYOB\nUxB3ox9PezuL0B9+mPVT4YGgJzWVbRG8flPxtoN9surrA374Q+DHP2aw73nrWzlVlegd7Y/FQw+x\nHgxggPmd73A3gKBSAOVTAJWgJhtAeZqbuZnnH//oHwuFWGB+7rmacomFzk7g299+9W70Z57JKbsg\n70Z/NH19DKK2bgX++teRUz3hVq5klu2UU3jCVhY0eB59lPvX7dvnH5szh6t6N250N654ctttDEAB\nZv3vuYeF9kGkAMqnACpBHWsA5fnnP3ly9Jq/ASwGvvzyYN8lxTNruX/WN78JtLb6x1esYBZwxQp3\nY4uGgQFm2bypvoMHx/66OXP8IvQ1axK/Z1DQtbQAt9wC/P73/rFQiHU9H/tYfBREB8XgIDd9//vf\n+fnSpdwXMIjPoQIonwKoBDVVARTAbMEPfsC7ovAi87e9jen5oqJjfwyh/ftZQxK+h2F2NtsSfOAD\niR80WMu6EK8T+ngbIE+bxn3STjmFgXwQLzSJamgI+O//ZpF4V5d/fN06BvgLF7obWzzr6gI+8hG/\n3cOpp3IT8KBlXRVA+RRAJaipDKA8L7/MWpynnvKP5edzj6d3vlMFoseiv9/fjT68Nujf/o270Sdr\nLVBdnd8JvbZ2ZADvycwEXv961kxt3qxVo9G0cycDfJ0DomPXLpZJ9Pby889+lm0fgkQBlC+QAZQx\n5jQAWwCsBJAH4AUAN1hrf/Ma36MAKkw0AiiAd58PPMBNQEfffV5xhd5Uk/HEEwxMd+/2j5WWskj8\nDW9wN66g6ehg37KtW9nGIXzLGk9qKjfJ9orQ46U5YdD19QHf/z4bPoYHsW9/O1eOKQs9df7yF+4i\nADAg/da3glVLpgDKF9QA6joAgwAeAtAG4EMALgGwwVr79DjfowAqTLQCKE9LC5vk/e53/rHUVNY/\n/Md/aEplIjo6eHL87//2j6Wmcm+s88/n1J2Mra8P+Ne/OM3317+yaeNYli7166aWLAnedEg8+Mc/\n2HtsdB3kFVewh5dMve9+lwErwAzfPfewBjAIFED5AhlAjflgxuwC8C1r7a3j/LsCqDDRDqA8Y63A\nKStjkfnrXx/dx45X1gL/+78MQMMv/KtWsYZk2TJ3Y4tHg4PsXbZ1K+/evcaEo82e7e/Rt26d+6aj\nQdfczO2e/vQn/1haGqeYPvpRrcSNpqEh7hH4yCP8fPFirtLLynI7LkABVLi4CKCMMSEAjQC2WGt/\nPM7XKIAKE6sACmDNzg9/yL2dwnvAvOUtLDJPpo1Cj+aVVxhw/utf/rGcHODTnwbe977ELxKPNmtZ\nR+JtK/Pcc2N/XUGBX4S+caMypuHUCy4YurtZVP7KK/z8zW/mVL/rLKoCKF+8BFCXAbgYwCJr7Zjb\nliqAGimWAZRnrC7EubnAhRcC731vcheYHjnCJoN33z1yN/p//3feaU6f7m5siayhgVN8Dz/MTW3H\nKkLPyGDWL5lfn+Ha2vyLNsBgc8sW4LTT3F+8k82ePQyienr4+YUXMvvnkgIoX+ADKGPMmQB+AODd\n1toHX+PrFECF2bsXqKlhrUIsWQv85jcsMtc+WPT44wwswy9Ks2ax+/DmzbEfj7XsCm4MA9xkmcrq\n6mKfna1b+ae30knGd/rpXAmWzCsbu7uZWXf1HGzdypssgO/Zb33LbXmEAihfoAMoY8zHAHwTwFnW\n2t8f5WsrAdS84Q1vQEFBwYh/q6qqQlVVVfQGGkAtLbxwDw1x249Ya2tjEPU//+MfS00Fzj4b+PjH\ngzGXH23t7axzCtJzYC0bVebk8GTc3c3XSE4O9yxLS4v9mFw4csQvQn/kEdb7iG/pUjZ23LDB9Ujc\nGRgAGhv5nh0aYjG3q+7/d97JD4Dv03vuie3sQrhkDaCqq6tRXV094lhHRwf++te/AkELoIwxXwTw\nCQCnW2sfncDXKwM1SmMj8PTTrFGaOdNN+v3xxzlv7zWHA1jMe+mlbrIvsWAtg6Zbbx2ZhVuzhlm4\nJUvcjGtoiMFTYSFQUcGLQXs7g926OmZo+vu5+i83N3nqgqwde2ovmSVLVnI8bW18P8yezax5QwPw\nwgsMWlxM9Q4NsbXB1q38fOFC1py6WKmbrAHUWAKZgTLG3AvgzQA+CODl8H+z1r4yzvcogBpDSwub\n3nV382TgIog6coRv9h/+MPHrf/bsYcAYtDqwwUEGTyUlnE7Nz3/1v3d2MqCqq+OffX2sD8rL44la\n9S+S6Pr6eOOZl8cbnbIyBpN9fVxx3NvrJqMP8Bz+0Y/yHAMAb3oTF6TE+n2pAMp3LAFUNC8FmwFM\nB/AnALuGP3YP/ykRKC7m6pmCAvZxGRqK/RjS09nXqLp65JTAgw8C738/cP/98Z8BOHyYvVvOOmtk\n8HTqqcAvfsH/p6vgaWCAv/uZM9lkcnTwBHCaYto0YMEC1lds3szf1YwZwKFDbA1w8CDvyl28hkSi\naWiIgVOVmL5yAAAgAElEQVRLC98DGzcC8+b5mbjMTE5r9veP3cA1FnJzga9/3Z9GfOgh3phKfIra\n5cBau8BamzrqI8Vaq0Xek1BYyAtncTEvhK6ClfnzgTvuAK6/3i/I7OkBbrqJm4+Ot+9Z0D32GJtf\nfv/7fhuHsjLg299mNsplG4f+fgZPc+aw99FEajiMYZBVXs5GiZs388/ycv7/Dh7k66i9fWTbCpF4\n1N3NEoPsbL7OKyoYrIxWWspzWGMjp31dmD8f+NKX/KzT7bezO7/EHy36jSP5+QyiSkt5QXV14TOG\ny6F/8QvuneXZvp1dzG+9NX5WR7W2AldfzY1+vRqv1FTg3HOBn/3MfSPRw4cZ7Mybx2m7yRat5+Qw\nIKyoYO+kjRv9rt719Uzpt7RwqlYkXniZ2d5eYPVqvq5nzRp/SswYTlvl5/O978pJJwGf+AT/bi1w\n1VUja0wlPiiAijM5OcxClJXxxBFejxRrhYXANddwZcmCBTw2OAjcdx9wxhns3RNUQ0PA//2/nJYL\n38qmogL46U/ZFNN1AXZfH4ObhQsZPE1V1+iMDE4FrlzJE/mJJ7KDemYmLyp79wJNTe6mOUSOxloW\niR88yNfyCSewD9hE3iM5OZzKO3TI7Q3Dxz7GjcYBZtAuvtjvFSXxQQFUHMrK4oV+3jyeQFxnDSor\nGXR88pOslQJ44b/oIq46aWhwO77RXn6Z9Vxf+hKLrgEWnF51FXDXXcEorOzt5TTD0qW8s45Wa4K0\nNE5PLlnCab5NmxigFxTwudm7l7/Lnh53Ux4i4fr6/G2nKiuB9esj3wi5rIxT4i7PTSkpwHXX8QYJ\nYPf9665TfWI8UQAVpzIyuIpi4UKuuHKdLUhL4wbEP/sZcPzx/vG//AX4wAeA//ov90XmfX3AbbcB\nH/wg8OST/vG3vY3Tke9+dzA6WXd3czptxQp+xGo5ekqKX4S+caNfhD5zJu/W9+1j1rOzUyd5ib2h\nIQY8ra08740uEo9ESgpvGrKzWQfoSk4Oi8q9eq2//IU7HUh8CMDlQiYrPZ3ZiSVLmK0IQt3R3LkM\nUr70Jf+usLeXJ4lzz2UfFhe2bQPOPJNtGLxAzhvrF7/I4vwg8NoQrFrF7JOrffWMYVZu7lwGUSed\nxGmSefP8XlQqQpdY6e5mAJ+XxyLxtWvHLhKPRH4+z50dHW5fw+XlI4vKv/c9fwNiCTYFUHEuFGIt\ny/LlzFqEbxzqijHAW9/KrM573uMff+45Fpl/4xuxm+tvbga+8AX2cDpwgMdCIeC885gVO+GE2Ixj\nItrb+ftbs4aN/4KQDfNkZ7MHWUUFM1MbNzLAS0lhVkBF6BIN/f0M1Ht7eVNx/PFcRDNVfZPmzuV0\nnusyg82bWQIB+EXlXq8oCa4AnaJlslJTWUC5ahUvwp1jbtUce/n5DF6+/31/nn9oiL2kzjiDW3BE\ny9AQ8Mtfskj8D3/wj1dW8vEvuGDqirKnQksLpxgrKvhcBbnhpVeEvmKFX4S+ejVr87wi9MZGTvuJ\nTIa1fC3V1TFw37hx4kXikQiFmIVKS2N/NJfOPRd44xv5954eFpUH4YZYxqcAKkGkpDBrsWYN33Qu\n5/VHW7cO+MlPmAXyToANDTxBfP7zLFKeSjt3MsP01a/6J6CCAq4Y/N73/BWDQdHUxIBv3brYbxx9\nrEIhTn8uXsxA6sQT2Wpj2jS/N099Pf+uInSZCK9IPCWFBeKVlXw9RUtREReOtLa6rdM0hkXk3iKW\nPXuAa69VvWGQKYBKIMYwOKio4EmopcX1iHxpadzCYHRvpa1bWWR+333HXodw6BB3OT/7bO4f6HnH\nO/yeVUHL7NTXM4PotaaIZykpbG0xfz6nRk88kfVTpaXsZ7V/v1+E7npBgQTP4CDfDy0tDCI2buQN\nRSzqAOfPZ1a1qSn6j/VasrNZ4pCXx8+3bmUGX4JJAVSCMYYnnXXreOfi+oQw2pw5DHK+8hW/cPvQ\nITbfPOccNuOcjL//nUXi99zjX5zLy7k1y3XXRfcOdjKsZSF2ZqbfHDWRhBehr1/vF6EvWMDXZV0d\nA6q2NhWhC6fP9u9npviEE5hJn0jH/amSns6pPGvdL8aZMwf48pf9m7077/Q3IJZgUQCVoMrKGESl\npEz9FNmxMmbk/nLeieKll5iluummic/9NzUBl18OfPazDEgAZrvOP59F4uH79gXF0BAzMfn5nJ5w\nuU1MrGRlsUP0mjUMpl7/eta0pKWxXmrfPhb8Hz7seqQSS16ReF8fXxvHH89MkItM8fTpDPC9KXWX\nNm1iM1/PNdeoqDyIFEAlsNJSXqAzM3nHH7QalLw8Bj933827P4BjvP9+Tus9+OD4Yx4c5Ne9//38\nOs+GDSwSP/98v6lnkAwOMngqKmKAG7TMWCykp3OD4+XLOc23aZOfcWhrUxF6MrCWU3X19SwSP+EE\nngNcvmeN4QKO4uJglD985CPAm9/Mv/f0sDGxisqDRQFUgisp4RRRbi4v3K7vrMayZg1w773AZz7j\nb5/iZZa2bPEzS54XX+Q2CDfd5LdDKCzkVN0dd7CeIYi8fbtmzuTvpKDA9Yjc84rQFy1iILV5s180\n7BWh19Xx70F87UrkvKasqamxKRKPRFYWA7kjR9w3JzaGmafFi/n53r3ct1Pvg+BQAJUEiop4wS4q\n4gU8iAW8oRBroO6/nxdRz9/+xpYH99zDOomxaqXe+U5OB77jHcErEvcMDDAQ9HopHWsTwESUksKg\nct48ZiQ2b2bTxLIyXtAOHOBHR0cwX8Py2rwi8bY2BgUbN7JGzlWz2PHMmsX6ycZG91n7rCw2Ic7P\n5+ePPMLtpiQYjHX9CgljjKkEUFNTU4PKykrXw0k43d1cndbQwAt5rLYIiZS1wJ//DNx8M+tiPKHQ\nyILj+fOBK6/kHWyQHTnCLMq8ef6mvRKZQ4fYmqOlha9fbyojJ4fBaLT2CpSp0dnJwGnGDGZ4ZswI\n7s0OwMz2tm3M9kS6z140bNvGDL2Xfbr5Zn8j4snYt4+Z/yDs++labW0t1q9fDwDrrbW1kXyvMlBJ\nJDeXdTezZzMbEtTVT8YAb3oTs0pnnOGfaL3xpqezEeZPfxr84Kmvj8HTggU8YSl4mhyvCH31ahah\nb9rEGqq0NE737t3LYNv1tIuM5BWJHznC7VdcFolHIieHnfZ7evh/cG3jRvbR81x7LTcfFrcUQCWZ\n7GxOIZWXczokyFtv5OYCl17K/euWLeOxE05gL6nzzgtmkXi4Q4c4DbB4MS/8QR9vvEhP54qpZcs4\nzXfiif7eaB0dDKYaGrgcPUAJ9qQyVpH44sXx9R6YPZtTjK63efF8+MNcvQzwtX3xxe67pye7gE7i\nSDRlZjIbkpIC7N7NO8IgZ0ZWr2ajzfb24BSbHk1PDy8gy5bxI2h1HokiNZVTLEVFXEHlbcbc0MAp\no+ZmZqny8njzEKT9BROVd+NQUMAi8dmz4/P1n5rKoK+5mYG560UfXlH5nj1s+bJ3L/fM++Y34/P5\nTQQ6nSSp9HQGJosXx8eScWPiJ3jq6uLF29vkWSe32DDGL0I//nhmp44/no0JvSL0/fsZYAV1+jqe\neUXi7e2sc3r964NZJB6JggL+Xzo6gvGaycxk/ZMXzP3979yeStxQBiqJpaWxqDkUYmuA4uLYdv9N\nRO3tTK+vXh38TYETXU4OP8rKWBsVXoTe0MCC3JwcZqdUhH5svCLxmTMZcEyfnjivfW9FXmMjs2mu\nlZVxn88LL+Rr+O67meV+05tcjyz5KIBKcqmpfpbkhRf4hvT2YZLItLb6xbLl5YlzAUkEmZlsLFta\nyuLg9nZe8OvqOEXT388pvtzcYE9nB82RIwwsMjP913081TlNRCjEoLC1las/g9CC5PjjuSrv1lv5\n+XXXMfPq9YyS2FAAJUhJ4UUlFGJ/paEh9/P98aa5mc9bRQWnjCS40tKYIZk+ncu4vbqpujq/fioj\nw6+bUiD8al6ReF8fX++LFyf2OcNr9rp9O1eEBmFa8uyzOXPwu9+xBOPii9kvz+sZJdGnAEoA+NsY\nhELAM88wGIiXmiPXGhp4Ql23jkvtJX6kpvJ1Pm0a+4p1dflBVGsrP1JTGUzl5KgIHeAUdXMzu/+v\nWsVprWR4XubPZ8uMpqZgbP5tDPCFL7CdwYsvsr7vqquAW24JRoCXDJLgZS8TZQzTwOvWcUojvIml\nvJq1zFqkp7PTu4Kn+GYM797Ly9kB3euEXl7ud5JP5iL0wUG+3js6mLE+4QRmn5IheAKYlVyyhO/7\noCy6ycxkp/LCQn7+j39wOyuJjSR56Usk5sxhEAUEpwdK0FjLC2pODoOnGTNcj0immleAXlHB5p0b\nN/ICagxXm+3bx2msIPdSmyodHQwei4oYOK1cyenNZDNjBpviBmGbF8+sWcDXvuZnnX70o5EbrEv0\nKICSMc2axcAgPZ13nUE5WQTB0BCXxBcU8DkqLnY9Iom2jAyuMFu5ksHUiSf62/K0trInT1NT4nVC\nP3KEgVN/PwPJ445LrBV2kfJKHYqKGDwHxYYNwOc+539+3XXAjh3OhpM0FEDJuGbMYICQk8Nsi4Io\nTmMcOACUlHAbGS91LskjLY2//yVLOM23aRMztgUFLEjfu5cZqp6e+H3PWMsp/IYGZqQ3bmQRtdo9\nsIh86VIGy4cPux6N76yzgNNO49/7+lhU3tHhdkyJTgGUvKbiYgZRBQUMHLzNLJPRwADvxktLecFU\nuwdJSWEB+oIFDDI2b2Y2YOZM1sns28f3TWdn/Lx3ensZBGZkMOPkvf/FV1rKetEglTgYA1xxBbBi\nBT8/cIBF5oODbseVyBRAyVEVFjLbUlLCN2UyviH7+/l/nzuXUxlqOCqjGcOgeu5cBlEnncR6oXnz\nGDwFvQh9YIDT9Z2dbMx4wgmsAUuWIvFIpKSwdUNeHvuJBYXXqdxbQb1tG3DbbW7HlMj01pAJyctj\n1mXmTAYSQbwARMvhw7z4LVjAZoFZWa5HJPEgO5tL/CsqmJnauJFTPykpzFwEqQi9vZ3v6+JiNmlc\ntUqv86PJzeXvs6uLN1hBUVo6sqj8nnuAP/zB7ZgSlQIombCcHAZRc+bwZBukk0a09PWxnmXhQm7P\nkpHhekQSj7wi9BUr/CL01asZpHhF6C72pDx8mIHc4CDf2xs2sEhcJqasjOfDIE3lAdzEecsW//Mb\nbuAGxDK1oh5AGWOuNsbsNcb0GWNqjTH/Hu3HlOjJymIWZsECZmWCVEQ51Xp7ubJq2TJe7FRAK1Mh\nFGKmZ/FiBlInnsg6o2nTuFWIV4Te3R29InSvSLypiVOMGzfyJkGv8cikpnIxQWZm8Aq2zzwTOP10\n/v3wYRaVt7e7HVOiiWoAZYy5EMBnAHwKwBoAvwfwgDFmXjQfV6IrI8PfLLe+PvGWbgO8eLW2cp/A\n5ct50ROZaikprDGcP581RyeeyCxQaSkvevv3+0XoU1V72NPjF4lv2MApRm3/MXmFhQyGg1bbZgxw\n+eVsvQHwhvfKK4M1xngX7QzU+QButNb+j7V2h7X2SgA7AHw0yo8rUZaWxiBq2TJOPfT2uh7R1Ons\n5N3kqlWscdC2CBIL4UXo69f7RegLFrAIva6OAVVb2+Qugl439a4u3hSoSHzqlJezd15jo+uRjJSR\nwaLyoiJ+/thjwHe+43ZMiSRq99XGmAwAqwDUjvqnvwFYH63HldgJhXgiTk3lXkxDQ8HYqfxYtLcz\nGFy9mheuZG0YKO5lZfFj1iwWmre3Myva0MAL9eAg/z0v7+i1ee3tvDEoLeWUU0lJbP4PySItjc9r\nWxuz10E6D86cCdx4I3DBBXzN3Hcf69zWrHE9svgXzXuPYgAGQOeo4y0AtPFFgkhNZZZm1Sr/JB2v\nmps5bVJRwelJBU8SFOnpbGy7fDmn+TZt4gUwJ4cX7fGK0MOLxCsqOGWn4Ck6Skp43mhpCV7Pr9e9\njjVQnttuA7ZvdzeeRBGLyg7NuCa4lBR2KU5J4ZtyaCj+OnQ3NnL869Zx6blIUHlF6MXFzJJ2dfHm\npa6OfzY1MSOSksKVsvPm8f2pOqfoW7CAz39TEzM/QfL+9wPPPw888AAzmp/6FANxBdSTF80AqgWA\nBTBt1PFiAE2v9Y1btmxBwajWt1VVVaiqqprSAcrU8faICoWAZ57hXVi87BFXX887/LVrg3fSE3kt\nKSnsEl5QwDqcnh4/iOruZuBUWqo6p1jJyGBG/rHHmA0MUi8tY4DLLgN27QKefZbZy+7u5Aqgqqur\nUV1dPeJYxzEsnzQ2ips1GWOeAXC/tfaLYcdqAfyPtfaaMb6+EkBNTU0NKisrozYuia6DBxlEDQ1x\n2iGorOVde3Y2pzeS6UQiic9aTUO7YC0DlB07GNQG7XfQ2AjceiuLy9eudT0a92pra7F+/XoAWG+t\nHV2z/ZqifV9yJ4CLjTGnG2OWGmOuArACwI+j/Lji0OzZnAoLhZjdCaKhIS4Pz8/3t6kRSSRBu3An\nC2OY+Zs2jZn4oJkxA/jkJ7Ud1VSIagBlrf02gG8AuB3A0wDeB+B0a+3L0XxccW/mTBYuZmYyIxWk\nXekHB/1tK7wGhiIiUyU7m1N5fX2J3Ww42UV9Ztxae4O1dq61NtNa+zpr7YPRfkwJhpISZnfy8xmw\nBGFlysAAxzJzJrNkKqwVkWiYNYtTeEHb5kWmjkoLJaqmTWOWp7iYgctUdVOeDC948jZ4DVKvFhFJ\nLCkp7FCem8tWE5J4FEBJ1OXnM9szcyY7KbvYSuDIEQZP8+YxeMrOjv0YRCS55OVxKq+7W1uoJCIF\nUBITubkMXMrKGMjE8mTS18fVdgsXsvlgZmbsHltEktucOTzvBXVBjUyeAiiJGa9dwLx5zEQdORL9\nxzx0iMt2lyzh9izp6dF/TBERT2oqp/IyMuJ7pwZ5NQVQElOZmcwCLVrErFBfX/Qeq7ub27MsW8Yd\nyUOx6LsvIjLKtGkMotra3NaBytRSACUxl57ObNCSJVyhMnr/rqngbW+xYoW/4bGIiCvz5nFlXmOj\n65HIVFEAJU6EQswKLV/OLFFPz9T9bG9T49WrWcCpbSxExLW0NN40GjO15ztxR5cWcSY1lQHUihVM\nbXd1HfvPbG3ltGBFBYvG1Y1ZRIKipITnpebmYPTFk2OjAEqcSklhlmj1an/abbKam1lfsG4d0+UK\nnkQkaBYsYF+85mbXI5FjpQBKnDOGd2Vr1zJ71Noa+c+or+fPWbeOS4ZFRIIoM5MLWwYGoruIRqJP\nAZQEgjF+k8uBgYnfnVnLvfYyM9nxvLQ0uuMUETlWM2fyfNfYGKx9QiUyCqAkUObMYSBkzNEbz1nL\nppx5efye6dNjM0YRkWNhDNsa5OcDLS2uRyOTpQBKAqe0lAFRZiazS2PdoQ0NMXgqKuLXFhXFfpwi\nIpOVnc2pvL6+2DQVlqmnAEoCafp0BkZ5eQyUwoOogQF2Mi8pYc1TQYG7cYqITNbs2UB5OfvhSfxR\nACWB5WWXCgsZRA0NMXg6cIAN6bwAS0QkHqWkcFeG7OxjW4EsbiiAkkArKAAqK5lt2r+fwdPcucw8\nZWe7Hp2IyLHJz2crl87O2G6yLsdOAZQEnlckPmsWe6isXcv6KBGRRDBnDqfzNJUXX7S9qsSF7Gxg\nwwauXtG+diKSSEIhZqG8HRlUmhAflIGSuBEKKXgSkcQ0bRrroVpbuaOCBJ8CKBERkQCYN49tXJqa\nXI9EJkIBlIiISACkpwNLlvDvvb1uxyJHpwBKREQkIKZP52KZpia2bpHgUgAlIiISIAsXAsXFE98T\nVNxQACUiIhIgmZlcldffz61eJJgUQImIiARMaSmLyhsaxt4PVNxTACUiIhIwxgCLF3M3htZW16OR\nsSiAEhERCaCcHE7l9fYCR464Ho2MpgBKREQkoMrKuP9nY6PrkchoCqBEREQCKiWFU3lZWUB7u+vR\nSDgFUCIiIgFWUMAgqrMTGBhwPRrxKIASEREJuPJyYNYsTeUFSdQCKGPMTGPMPcaYF40xPcaYPcaY\nG40x6dF6TBERkUQUCrGgPBQCurtdj0YAIBTFnz0HQBqALQB2AVgG4HsADIBLo/i4IiIiCaeoiF3K\nt29nTVRqqusRJbeoBVDW2hoAVWGHXjDGVAB4LxRAiYiIRMzbJ6+pic02xZ1Y10DNANAW48cUERFJ\nCOnpnMqzlv2hxJ2YBVDGmMUAPgzgrlg9poiISKKZPt3PRGmbF3ciDqCMMdcaY4aMMYPDf47+2DXG\n98wG8FsAv7TW/nQqBi4iIpKMjGEtVFER0NzsejTJazI1UDcDuOM1/n0w/BNjzCIA/wvgrwDOn8gD\nbNmyBQUFBSOOVVVVoaqqapzvEBERSR5ZWZzK+9e/gL4+IDPT9YiCr7q6GtXV1SOOdXR0TPrnGRvF\n/J8xZhOAXwO401p79QS+vhJATU1NDSorK6M2LhERkXhnLfDUU8Du3dzuxZiJfd++fcCaNcCiRdEd\nXzyora3F+vXrAWC9tbY2ku+NZh+otwN4CMB3AXzfGDMv7CMnWo8rIiKSDIxhh/L8fKBNy7NiLppF\n5McBSAdwFdgHKvzjfVF8XBERkaSQmwssWQL09AD9/a5Hk1yiFkBZa6+31qaO83FPtB5XREQkmZSV\nAXPmAA0NrkeSXLQXnoiISBxLTWUWKjMTOIaaaImQAigREZE4V1DAeqj2dmBgwPVokoMCKBERkQRQ\nXg7MmsUGmxJ9CqBEREQSQFoae0OlpADd3a5Hk/gUQImIiCSI4mL2d2ppAYaGXI8msSmAEhERSSDz\n53O/vMZG1yNJbAqgREREEkhGBqfyhoaAQ4dcjyZxKYASERFJMDNmMBPV2MgtX2TqKYASERFJMN42\nL0VFrIeSqacASkREJAFlZbHBZl8fcPiw69EkHgVQIiIiCWrWLPaHUkH51FMAJSIikqBSUjiVl5sL\ntLW5Hk1iUQAlIiKSwPLyOJXX3Q3097seTeIIuR6AiIiIRNecOZzGO3jQ9UgShzJQIiIiCS41lVmo\nzEygt9f1aBKDAigREZEkUFjIeqi0NNcjSQyawhMREUkSWpE3dRRAiYiIJIm0NGDNGjbalGOjAEpE\nRCSJ5Oa6HkFiUA2UiIiISIQUQImIiIhESAGUiIiISIQUQImIiIhESAGUiIiISIQUQImIiIhESAGU\niIiISIQUQImIiIhESAGUiIiISIQUQImIiIhESAGUiIiISIQUQImIiIhESAFUwFVXV7seQmDouRhJ\nz8dIej5G0vMxkp4Pn56LqRGzAMoY80NjzJAxJj9Wj5kI9EL36bkYSc/HSHo+RtLzMZKeD5+ei6kR\nkwDKGHM9gNMA2Fg8noiIiEg0RT2AMsacC+AsAJ+M9mOJiIiIxEIomj/cGHMqgC8BOAnA3Gg+loiI\niEisRC2AMsZUAPgxgHdba3cZYyYSQGUCwPPPPx+tYcWdjo4O1NbWuh5GIOi5GEnPx0h6PkbS8zGS\nng+fngtfWLyRGen3GmsjK0syxlwL4FqwnsmM8SV7ACwHsAPAFmvtr4a/7xQADwEostZ2jPOzPwjg\nJxENSEREROTYnG2t/Wkk3zCZACobQO5rfMkggAEArQAOww+yUgCkAegD8G1r7WVj/OxiAG8Bg7C+\niAYmIiIiEplMAPMB/MFa2xLJN0YcQE3ohxpjACwZdfgEAD8CcByAvdba5il/YBEREZEYiEoNlGVU\n9lL4MWPMLDAbtdNa2xmNxxURERGJhVh3IlcfKBEREYl7UZnCExEREUlk2gtPREREJEKBCaCMMVcb\nY/YaY/qMMbXGmH93PSaXDL3OGNNkjHmn6/G4Yow5zRjzoDHmoDGmyxjzL2PM6a7H5Yox5kRjzB+N\nMQeMMb3GmOeMMZe6HlcQGGPmGGP2G2N+5XosrhhjTh7ec3T0R9I2/THGZBljrjLGPDv8nmk1xuS4\nHlesDb8OBsd4bexyPTZXhq+zlxljXhp+bbxkjHlVh4DxRLUT+UQZYy4E8BkA5wJ4cfjPB4wxK6y1\nrzgdnAPGmHIAu12PIyCOA7AVwDUA2gB8CMAvjTEbrLVPOx2ZG2sAPArgiwDqAWwG8F1jTL219h6n\nI3PIGJMH4Ldgq5RkZwGsBdAVduyIo7E4ZYzJAPBn8NxxEXheLUJytsmZP8axSwAcH+NxBMmVAD4F\n4AIw9lgP4A5jTL+19ptH++ZA1EAZY54GcI+19uthx54C8Ctr7fXuRuaGMSYEYOHwpy+A3dwfcDik\nQBm+Y/qWtfZW12MJguHswgPW2utcj8WF4ffL/wLYDqAQQIG19r1uR+WGMeZkMGAYt2FxMhlu/LzB\nWpu0WevxGGOmA9gJ4MPJen0xxjwCYJu19pKwY3cBmGGtfdfRvt/5FN7wHcIqAKNTzH8Do8GkY60d\nsNa+ZK196ehfnVyGL5aF4B1lUjPGpBljzgJQBuA+1+Nx6AcAOq21W1wPJED2GWNahqe8z3U9GIc+\nAqDNGPPP4efjZWPMDcYY59e+ALgGwPZkDZ6GbQNQNbxTCowxaeCsxx8m8s1BmMIrBvtDje4N1YIk\nDaDkNX0e7Hb/a9cDcWl4nv4r4PvkbGvtTsdDcsIYcwPYtPcUx0MJipcAvAPAAQDZAE4DcJcxZsBa\ne6/TkcWYMSYXnLbaBm4/VgdgA4BbwGvO1c4G55gxZhGA8wEkda0xgMsBlAN4yBjzAoAeAL+31t4+\nkW8OQgDlGXA9AAk2Y8yZ4Env3WrGijsB/A6sX/i5MeZj3r6TyWJ4MUEVgI3W2qSs8RnNWlsHBgqe\nbcaYOQA+CSCpAigABcN/3mStfXL4788Mb2z/cSRxAAXefD1orX3E9UAcOxfAPDCIWgUGlRcYY/5s\nrf3j0b45CAFUC1j0OG3U8WIATbEfjgSRMeZjAL4J4P3W2gddj8c1a20bOI35tDGmAnzjJ1UABdYJ\nlgPYz92jAAwXkRtjegEcb6191tHYgmQHgI2uB+GAd5NVNOr4DgAlMR5LYBhjjgPwXiT5DM9w+dAt\nAObT+6wAAAIgSURBVN5jrT0AZm3/aIy5FcB34dchj8v5PLC19jCA58DVROFeD+CJ2I9IgsYY80UA\nXwPwFmvt712PJ4DyEYD3sgM/AlclVoR9PAAWUVeAq2qSyji1PccBSLpA0lrbBQZLp476pzUYtdVY\nkrkZwP1Juoo5XDo4zT26pcUBvDroHlMQMlAApyO+ZIx5EjzpnQFgBYAPOB2VI8ObMeeD8/QAkGOM\nKQDQa63tdzey2DPG3AvgzQDOAlBvjJnn/VuStrj4GYB/gq0MOgF401hJt+pseJXZiJVmxpiO4X/b\n4WRQ7v3IGLMPrBHsA3A2WAe1wemo3LkRwO3GmIMAHgQzcRcCOM/pqBwxxpwGJieWux6La9baLmPM\nbwD8pzEmFVzFWwHgYgB3T+RnBKKNAQAYY64B56WnA3gewCXJOlUzHCTsxqv3Djw32Xr9GGN2g9M0\nIw6De1anOhiSU8aYzwD4IIBF4B3UcwC+ZK39rdOBBYQx5odI7jYG5wD4NIDFALLALP5F1tpHnQ7M\nIWPMh8F+R4sAvALgi9baarejir3hG/OnADxirf206/EEwfBCg2vBG9BSAHvAhM637ASCo8AEUCIi\nIiLxIhnrJkRERESOiQIoERERkQgpgBIRERGJkAIoERERkQgpgBIRERGJkAIoERERkQgpgBIRERGJ\nkAIoERERkQgpgBIRERGJkAIoERERkQgpgBIRERGJkAIoERERkQj9P23N02ApzD/FAAAAAElFTkSu\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 3))\n", "plt.plot(x, y, '-', lw=2, color='blue')\n", "plt.fill_between(x, y-z, y+z, color='blue', alpha=0.2)\n", "plt.xlim([0, 8])\n", "plt.ylim([-4, 7])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Гистограмма" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 3))\n", "plt.bar(x, y, color='blue', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Плотность" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8Ebv9FsJhP2YzRKNXrgsS6QJwsl4fq9WJqtoIBj2EQqHJkJVvKCo0WOYq1/eb\ntuClhD1uonJIyJqDilnUcTZxOp2Yxkyce+8ctvXXSgvUjtXicDo4ef4kXu+1b5yZhoSKOVnbaJXa\nq5lLD8DULw/D2jBXLl+BOCxavohGtTHjys90+z5xcd237wecGziJZVMj2CE82s3aLctocrizLsGR\nLDTa7Tpr177B5ct/xZUrEUymWlauXMa2bf8Bh2MJcE9WPR5T50Plej6vBYg3aGio59KlH6NpXuLx\nCEuWjDIy0nVdkEgXgHfuvPu6Xh9VdeFyORgZeY1A4GZsNlPBoaiQYJmPbN5vZvg0mcL09r6HzdbB\nkiXbJp9XitIWorwkZM0xc6FOU75cLhc3r7yZX/z4F1iaLcQt8clVb6tuWkU8Or20QDZDQsWarG2U\nSu/VzGUOzNQvD8GBIBfDF1EGFWyqDdd6V/KVnzlMRN69exf9/X/Hmf1nUZQGrGMm1q51smHDOhKR\nBN3Hu+nq6sp4r8aJ0OhwLCEYvILDsYSlSz9FIqHw1a9u5G//9gfUmG4iMHaZX3c+hRk7ix1bsFlj\nWfd4ZOodTGUiQBw+fApN62B4+Nc4nS5Wrlw6ubpw5r40NHwUk8nK2Fh8MgiPB8K7k/b6OBwJPvYx\nG4ryEt3dLxUcigoJlka9X7LwGQj8A21tT2Ey/YnhPW6ickjImmOKWdRxNvrdB36XF199kSvHrhC3\nxTHXmlm7ci0Lly4k8m6EoaGhab1ZkHneUaYgVk6V3quZ7RyYqV8eHE0O+rv6cW10QRD6T/WzYfsG\n2Dxj5WeOw5BWq5WHH/48J7vbia2KsXTd0snhrivnrtB7sZen/+lp4rXxlGHV5/MxPBwjGHyT/v7L\nRKNgNsPixUuw2WIsXbqUGlOI7tgRnDevoaFhGWG/n9Pv/hvLgg7DezxmBogJyT63vb29nDjxLqFQ\nlLExM2YzLF26mpaWHfT1je9rsl6fXbtWs3v3H6NpWlF/J/INlsV+v1S9r1u2PERn518TDH4Pv181\nvMetUlVqr7lRJGTNMcUs6jgb3XDDDXxhzxfYd3gf81bNY9GKRWgBjbaX2nBEHfzNd/8mr96eUl4A\nsv0jVqxeTSP/aGY7B2bql4dgKEg0EaXB3gAW8Cf8hAKh61d+5jER2eVyseODOzhw9ACBxgA17hr8\nHj9tL7VBGGxbbZPDwsnCqtPp5MqVDrq7dZzOB2hoWE44fJHTp7/PsmVnmT9/Ptj86FYN7Iz/hbaD\n3jQKIb2hWAXbAAAgAElEQVSoxzadbD6vR4604vHYsVo/jtO5hXD4Ih0dLzEy8iw33ji+r+l6faxW\n66y8yKbqfXW5biQYXM0jj9w76xe8JDNXS1hIyJpjqmmeULlMHeIb6Bug92IvhGH1J1fjWuqquN6e\nCbkO/RXaq1mqocZs5sBM/fLgaHJgrjUTHg1DEMy1ZqwO6/UrP/OciDzx+Tj060NcCl5CNak4og5W\nf3J1lmG1Hl1fA7iBesB99f8vMjQ0xKIbFmJbFqJ/8PTVVX2w/n2LsPeoFdPT7PV6aW/vZ8WKnfT3\n1xEOh7FY1qBpXs6d+1s+9anpJS1K3ctUTpl6X+fqgpe5WsJCQtYcVOnzhMpt6hBfV1cXT//T09i2\n2ip+DluuQ3+F9mqWaqgxmzkwM788LJ63mFPvnEIZVFi3Zh2BwcD1Kz8LWfo/ZoLAYhhqIFIbIqz0\nMK9p3rSnJAurPp+PRYtWUle3iN7eVwgGHahqA+vXr8Zufw+ARrUR1yIXGzY5CIVCWK1WAn0BEoOJ\niulpngipW7Z8mK6uXnp6JgJhkHnzGti+/Y5yN7FsSr3isRrM5RIWErLmoEqfJ1QpXC4XPp+PeG2c\nBnfDtJ9V2hy2fIb+CunVTPZ+Y4kxhpuGOfTGoazCZ67DjFODytT/nzD1y4M9ZGe5dzkkwKbZSJxK\nXL/yM88L4bVv5J+juXm8wObxt/4zbb86zl333jn5vGRh1Wq1cmXwXTyjp2F+LTVxC+4Fd9LctAlF\nMdHS0nL9OemrvJ7mid4aTetl8+ZbWLrUy/DwMPH4ZRyOlTQ3N5e7iWVV6hWPla7URWMriYSsOWwu\ndeHnq1rmsOU79Jdvr+bU94tFYpw8fJKe8z2EIiEivRH+8dl/nFacc6p8hhmz2SbZl4eJtiZd+ZnH\nhTDZN/Lly7ezqvt3OP+r51m+/AKLly9OGVYP/eIQAcclwgtqaVy8AUJw5sz38Xhe4Y8eGX+ukT3N\nxZo/NxFSf/jDg5w5c5ahIQvBoId4/DU+9jHb5IKAuarUKx4rXamLxlYSCVlCpFEtc9jyDYP59mpO\nfb++rj46zndgW2+jvqYe3amnLM4J+Q0z5rLNzC8PaVd+5nghTPWN/H2bH0Z74y1Cb4foPpM8GE30\n/m25930MhLz09JwjqkP9ylEcQzo7dtx1rV1TzskETdPynutmxKTj3bt38frr/5kTJ45SV7ccm03F\n6VzLlSsJ9u2b3fNssjX1szjXVtVNNZeHUCVkiVmrWH/UqmEOW6FhMNdezYn323d4H+f6zmHZagEb\nhD1h1m5cS5O9KekwZT7DmkbXdstl31N9I9e0K9xy82a+9rXPTj5v5mtO9v4tWcYS+xLWrNEIhULU\njNUwcGSAUCg07fmqqnLw4E+LEoyMmHSsaRqKspCPfOQz2O1NV6u5u/B4Tsz6eTa5mKur6maaq0Oo\nErLErFPsVW/VMoet1GFw96d309/fz5nTZ1BGFKxxK2ub17Jh/YbJ4pwzhynzGdbMdyjUiJ6DTN/I\n093IeWZvo6qqqKqKp8uTtLexWMHI6/Vy6NA71Nffi8NxIxaLWpRJx9d69TZhsVybszgX5tnkYq6u\nqptprg6hSsgSs45Rq97KMYctl6BQSBjMJ5BYrVYefuhhTl44SWzp9OKcvm5f0uCQz7BmrtsYXVoi\n32/kufQ2Fms1VigU4n//73+itbWT+voRzp49ytKl41XqCw1Dc3meTbbm8qq6VObaXGAJWWJWmS23\nDSokKOTyR6zQQJKqOGeqYcp8hjVz3cbo0hKFfCPPtrexWKux9u3bz5EjfszmZurr3SjKMjo6OoHT\nNDVRUBiay/NssjWXV9WJcRKyxKwyW24bVKoaVMV4n1yHKfMZ1sx2m1KG7Hy+kWfb21iMXqKJXpRl\nyz5NXd07dHS8is12DxaLm46OI8Ril9m9u7AwNFfn2WRLevuEhCwxq1RLyYV0ShUUivU+uQ5T5jOs\nme021RKyMwW0YvQSTe1FcTpXA/vp6dlPJBIlFjvBXXd9pOAwZNQ8m9myEk96+4SELDGrVEvJhXRK\nFRQyvU9XV1fOxUJzXaGY635k2mY2hOwJhfYSTe1FcbtvYfPmz7JmjZeenl9RVxfni1/8fNoh4VyC\nTrHm2VTbSrxsjlEpevtmSyidjSRkiVmnGkoupJNrUMj3D2yq9/H2eOnt6uXp554mXhPHbrazqWUT\n2+/cTnNzc0X/EZ8NIXtCob1EyXpRAoHLRCKnuPvuTSlfa2rQ8Xo1TKYQ27dv4KGHHjQ86FTLSrxc\nwqCRq+qqLZTORWUNWYqiXACWzXhYB96n6/qJ0rdIzAbVUnIhlWyDQjEmrSd7n7YftYEKti021EaV\nt196m5f/+WW+++J3uWXtLYbcBDoXmUJltYfsmZL1EmUbrPPpRdm3bz/7958nEKjH642iaTW8+eZP\nOX78Hb71rf83r/OeTXuraSVePmHQiFV11RJK57Jy92TpwH8HngGUKY/3lqc5Yjap5qXC2QQFIyat\nmxImHBYHq+9ZjbvFzfGXj9MX7EP9kEp4LEx0VdSQCfjZyDZUVnvITifXYJ1rL8pE0AkE6unrq8Fm\newC3ezk+Xxs///lzPPPMc3zlK1/Orb1Z9rRUy0q8SgmDldIOkV65QxbAkK7rPeVuhBCVJFNQMGrS\n+tDQEH/z3b/BtcSF5tfoOd+Dbb0Ni9uCv8uPY7EDq8ValnIYuYbKag7ZqeQbrLM9Fj6fj95eL729\nMSyW38VuH79oO5234fGc48iRd3nggewv3rn0tFTLSrxKCYOV0g6RXk25GwB8Q1GUUUVR3lMU5duK\nolTGb5IQFcDlcrF69fWrkCYmrTe4G6Y93uBuYDQ6Ou2ed7m8T0tLy+Q8rVAgRDQRxeKyEB4NY641\nY7Va076H1+uls7MTr9eb+86mMTNUWuwW3C1u3JvdtB5vLfr7FcqI42D0MQiFQrz8ysuc6nmVy+Ff\n0Bd8hv4rz5FIhAiH/dhsbuJxS9afrWs9Lffgdt+CxdKA230Lbvc9V+d7TW/vxBwyj+clPJ4ThMN+\nPJ4TeDwvcccdlbMSb2oYnKrUYbBS2iHSK3dP1lcBDxAFbgb+HFgHfKycjRKi0hm1im7qPK2GGxuo\nGavBd86HXquztnltytvAGF1lvZJLM0ydb6Sqal4TkbOZs2T0Mdj3g30cOn2I5o+68J7tIxr1MeDZ\nT+TyCJb697F4cRiXqz7tZ2vqfuTT01INdbcqpSxDpbRDpFf0kKUoyp8Bf8b4fCslyVMu6Lq+CkDX\n9YNTHm9XFOUS8KqiKGt0XT9b7LYJMVsYuYpu6jwt64iVkbdGWPGBFbQsb8HT5cFz3MOOdTsmezRc\nLpfhxVMrsTRDsmCpjypc6V9Kc3N2E5FzmbNk5DGY2ku2btk6tJqXOXeum5jeyMjIT1jisuNw9KXs\nUUq2H5s2LcZiiec0/Dcxh+z22zu5cOECK1asSHs/yHKplDBYKe0QqSm6rhf3BRVFBexpnpLQdT1p\nv7aiKM3AJeA2XdffTPGcLcCx7du309Awfahkz5497NmzJ7+GVzmpkzL3GN175PV66e3t5chrR2jv\namc0OoqlxkJtpJaEOUFYD0+WdzjWcYz6W+on54cBeLo8JE4l+MZ//UZRPpPPffe5ySA3M1SWehJ+\nsvb0X+zn8N43WVn/Wbbf+aeTz/N4TpBI7Ocb3/jqdcfhueeevzpn6Z4ZPRE3sHPn3df9Tht1DDo7\nO/mzb/0Zy35rGRa7hVgsxttvt3Ous5/gbzRuX7uDe+/9YMoeuVT74XJ14/UuS7p/hYbOSlApf3cr\npR2zwd69e9m7d++0x/x+P0eOHAHYqut6Wy6vV/SeLF3XNUDL9DxFUWp0XR+b8fA2IAZ0ZNr+qaee\nYsuWLfk1chYx+kIr0ivnHzejV9FNTJbeuHHj5H6+/MrLHDp9CPcmN4vci8Z7rH55gJGhET788Q9P\n277YQ3lGlWbI5xwmW3jgWOzAtNSGr+c9NM2Lqo6/VqrhsVSrw+LxMM8++1ccOvQO8bhlWtAw6hjM\n7CWrq6tj27ZbWWS7QEgP8Rdf/6OUPUrpVrlFIv/Kjh0NtLdn19NSbSUJKmVxRaW0YzZI1lnT1tbG\n1q1b83q9cs7J2qkoyu8Dfwe8B2wGngL+Vtf14TK2q6qU6h53YrpKCreZ/sAWIwhObNfe1X7disbw\naJjuf+2m/2I/KzasmNym2EN5M0PlBE3T8jrmhZzDZPOjrFYrNpeF4PkrhEK+yZCVangs1Zyl3t52\nurrsNDXdy/Llm64LGkYE61TDzyNnRrj/rvvTDtmln3tVxyc+sYMHHnDOqjpZQmSrnCHrDOO9Vv8A\nLAT6GQ9Z3yxjm6pKKW+GK6arhnBb7CCYauK1u8VNo72R3rd6sVqshldZV1WVgy8eLHi/CjmHyeZH\nqarKfLWe4eAgo6N92GyL0k5EdjqdmEwanZ0/Yf78G3E6WwA4d+4EdvudLF16KxaLmjRoGNFzkW8v\nWTalF7Jpr5QkELNR2ULW1YntnyzX+88Glbziqhpl2+NTLeG22EEw3cTr9TetZ+tNW2k/1W54lfVi\n7Feh5zBVz49j1MbHb78RRX+V7u5XUw6PhUIhfvTvP+Lo6YP0eP6F2kQjDaYVNLlbGBnpZfPmB1BV\ndfL5pQga2dRmS/Z4slVu/f1n6O19gfvvvyHr9o6HzjAXL7azdOmtk/svJQlENSt3CQdRgEpccVWN\ncu3xKWW4zXeoz4ggmGlF44O/92DR56jNfL1i7VcxzmGynp9P3fYpdn96N5qmTbYb4NKlS9OOyb4f\n7OPvf/wdwssduNasJegNM3S+F+2cj4ULamhutkx7r1IGjZm9TtlMRp9Y5Xb48D5++csehoe9NDZa\nOHZM57nnns84cT0UCnHw4E/p7n6Prq5nsNs7WbXqJpqbLXi9P5eSBKJqSciqYrPpZrjllGvPSCnC\nbaFDfUYFwVRDSjs+soPOzk6cTmfa+TvZhrBU+79l85ai7FcxzmG6nh+r1ZqyZtaOHXdx6NeHCNgT\n2J0baZjXDCvA33SZ6IlhXBYTvb0HMJnqKqL2UTaT0a1WKzt33k1XVxfnztm57bYv4nZfP58s03us\nXv1fsNnaOX/+OCdO/JRg0MwXvnCvlCQQVUtCVpWbbTfDLbV8ekYKCbfZhoxCh8SMCoIzg4XVauXA\njw/wx//tj4nXxHE1uJKGwVxDY6r9Hw2MFmW/ivkFJdV8o1Th5NKl73HizDtcUYPURSN4vZdpmGdl\n/sKF+NUgDY6FbN/eQFdXcWsf5b2KMsNk9IkweejQO7S2dmI2N9PY2ENz8/snt0k3cX3meyxZso0N\nG7z09PyKurrX2Lnz7pRfLKR0gah0ErKq3Gy+GW4p5Nvjk2u4zSVkFGNIzOheTpfLhaqq/NGjf8Qr\nx1+hzlmHqqoMMYTnVx5gehjMJTSm2//2U+1satnEoeOHCt4vI7+gpAsnL7745wx4E7DUTK3dhkID\ng14fYa8XNaKzYKWdhx/+PEBRfqcLXkWZYTL6wYM/5cCBS9TX30t9/Qj19W46Ol4F9rN582czzidL\n9h6q6mL58u10dx9Lul211dMSc5eErFlC6qTkJ98en1zDbS4ho1hDfUb3cj7z7DP8/MzPUT+k4lzl\nJOwN03eqD2zTw2CuoTHT/m+/czt2h73g/TLyC0qqcGI2L8TjGWPpwo/SPfw6GiewNGxAD4bwXniP\nBssKduzYNNmOYrSn4FWUaVYOApNh0uG4kbNnj6Ioy7DZ7qGnZz9r1ngJBC6nnU+Wz42hq62elpi7\nJGSJOa3QHp9swm2uIaNYQ31Ghgiv18uRtiOYVppwrnFiMpuwq+NXXV+7Dy/eyTCYa2jMtP/Nzc1s\n3Lhx2n7B9ZPLs1XIF5RUw1WpgsOVK51AlK1b/gMLL93MO13/wsj53zAWqcUa09n91W1FnX9UlFWU\nae6PB0yGSYtFZelSJx0dnVgsbiKRKD09vyISOZV2Plmu9+CTelqimkjIEnOe0T0+qUKG2Wrm3JVz\ndHV1Xb8kvohDfUb0cvp8PuI1cWzzbIRHw9id4wHL4rLg0TyY5pkmw0+uoTHb/Z8YsixHUdhMw1Wp\ngsPIyC+54QYLY2Mxtr7vYdat/SRDQ114vZ3Y7e18+ctfyvlG0unmJRVlFWWa++NpmjYtTG7YsA44\nTUfHEWKxE9TVxbn77k0Zg2Mu9+CTelqimkjIEnOe0fPaZoaMWCTGycMn6WjvIDoc5ennnmZHx45p\nwaDSFzQ4nU5cDhc+k49+Tz8w3kPiO+cj5ouxfef2aWEo19CY7f4XqxZYrhOosxmuShYcdu9eTTS6\nlJdeuha+TCYLcGnaMOFMyeZVbVu/DX2slt/85mLKeUlFW0X54GfZufP6Y2S1Wq8Lk01NEItd5q67\nPsIXv/j5rI5nuveYKZ/hRSHKRUKWEFcZNa9tZsjoPtXN6bOn0RfprL9zPbaFtuuCQaUsaEhbgHLz\nHfS/0Q8OGLo0hGfIQ/x8nI9v/jgPfeGhaa+Ta2jMZv+LsUAgnwnU2Q5XpQoOoVAIszm7XpsJycLk\n3//4O9C7im23/mnKoFeKVZSpwmQ+k9Cz+R3MdXhRiHKSkCVECUyEiUNvHOJM2xnqb65n7ca1bFi/\ngbq6OiB5MJi46Hi93sk6VLksv883oGWzIm1qcPKOejHVmti+ezsPfeGh6y6u+YbGdBfdYgyF5TOB\nOtfhqpn7kEuvDSQPk2M1Y2gNoPSN4XAswWJpSDkvyehe0Vz3pxhyGV4UopwkZAlRAhMhY93adQxp\nQ6z6rVXMXzh/8uepgkE+y++Lcc/CbIbh8glOxewtLHQoLN8J1MmGqzRtoq6TllOtrnyr04dCIRSL\nBeqVaTejThb08r1dTq5KucK5HMFOiHxIyBKihFpaWmhyNREdiY7fFv2qVMEgnzlHhc5TynUYLtXF\n1ehCkYUOheU7gXrqcFU8Hqa3v41znlcIRLq4cdl8Dr54sKgT75OFSavVih4Oo0R0rNZrn5l085Jm\nnqfZUGtKSteISichS8wqlV4BOpdgkM+co5nbaJqGqdHEvJvmZT1PqdBhuGx70opxrgoZCitkAvXE\ncNWzzz1Bl9aB/SYbm9Ytpdm5uKCbcCeT7DMT8ARQ/YBew8DASerq7MRio/j9b2Q9L0lqTQlhPAlZ\nYlYoxhBZqWQbDPIJOxPbNLmaON5+nB5PD9FElNpYLZazFnp7eyeflyrcFDoMl6knrZjnqpAFAlN7\npMYnoy8iGr3CyMgvMwaViXv1HTr6M5pWbWbpuqWoqgqAyWTK+ybcqST7zHzx7of4zVttvHHiUUKJ\nKNZaM3duuZX77vvStG1TlX2QWlPVpdK/QIrkJGSJWaFYS/lLIdtgkE/Ymdim7Y02+unH5rbRYG/A\nd9aH74qPJ7/5JBaXJW24KWQYLpvet4MvHiz6ucp32Oi+++7h9dcf47XXHicUMmO1RrnzzuXXBZVk\nJmqFLV+7HIt67fzkcxPuTBfQZJ+Zgy8exK/6+ODnN2J2mIkGonjPDPDCT164FmZTDAdKranqMRuG\ndecyCVmi6hVjKX85ZAoG+YQdl8vFppZNvLLvFay3WrFYLIQ9YfTLOjbVxmsXXuOu99/FsuXpw02+\nw3CZet+6uroq6ly98MJLeL3LuO22z0wOuXm9b/DCCy9lHDIrRg2qXHv1pq42nXkcATwWz7Uwe/We\ngsmGA3fuvLsktaak96VwMqxb3SRkiapXrHv9VaJ8ws72O7fz3X//LuELYfzdfsy1Zla6V9IT6cHU\nYMKx2IHFbkkbbqb2nHR1dQHjk/YzfXPOFDyAijlXyYbMADyexoxDZhPhodCbVefTA+v1emlra8Mb\n8LLavXraz6aF2bTDgXcbWmuqVMP3sz3EybBu9ZOQJapese71V4nymXPU3NzMmhvXEHQGmb9kPs5m\nJ0O9Q5w8cRLHDY5pF7l04SYUCnHwxYM5XSgz9b61tLRkda5KcfHMZ8hsZniw1FhwxVxE2iN067lN\nvM+1B3bqsJHXq3Gy+wIe2wAbP7gBh8OBqqrTw2yGfTOy1lS+4THbc55vEdlqC2QyrFv9JGSJqlfM\nqtaVKts5RxPBqPtSN++9/R72Rjv1Sj3BcJDBi4PEnDHOdp6dLIKaLojmO88tXe+b1WpNe65UVeW5\n7z5XkgUM+awuTHZMPMc97LhpB5/4+CdyuoDn2gM7ddhoxYpFnDpznraftNJ51kPTyoXMV+txjNr4\n1G2fGg+zV/dtbGwJoZAPq9VJIHB5ct+yqTWVTzApJDxmG5hyGUKr5jlNcguh6ichS8wKlX6vv1KZ\nCAGrf3s1tiEbbx99m6FzQ8xvnM+Nt96IP+in/Xg7sVCMZQuXpQyihcxzy9T7lu5clXIBQ663Z0l3\nTNpPtfPAZx7IKdBnM7Q6UeUfmDZsdPz484zFN9GotRA5eZwRj85wZIiP337jZCB9//uX853vfANN\nW4CiOND1AKo6yJe//ImMdc4KCSaFhMds5hzlOoRWzXOa5BZC1U9ClpgVKuVef+U0MwTM1+ZzyXcJ\n9QYVW5+Nj376o5x/+zxn28/ScbYD12YX938weRDN5UKZ7v6G2a6USzWZ2+hJ8bkMmRV77l+qHtjL\nxy7jTjTx5JPPTwacG290MDwcY9Wq5Very3ficOxi4cI1eL0/49Z1TZhMYRT9VTRNw2q1oigATmAz\n4AY8QNvVx9MrJJjkMnyfz5yjXIbQZsOcJrmFUHWTkCVmlblcAXpmCAiFQowpYyxoWUCwP0g8Emfz\nJzaz/OblnHvpHI88+Ajbtm1L+lrZXCgLndw881yVYwFDsiEzgEuXLl0XGo2Y+5esV8+daOJK/1Ka\nm39nMuAcPvzvBIMduFwXMZmsRKPjoSIc9qOqDTQ13UxNTYzu7lfx+XwAHDlymjVr7mbBgs2AitVq\nJRB4P0eP7ueTn0w/qb+QYJLL8H0+c45yGUKbDXOa5BZC1U1ClhAGK8WEW6/Xy9DQEKYx02QIsFqt\nmGvNjPSMYK21YnWMB59oKErToiZaWlpSvl42F8rnvvtcUYf2yrmAweVyoapq2tBoxNy/mb16AE8+\n+TzNzb9zXcA5fbqD7u4fsGjRx6ipieLztaHrdaxd60RVVTyeE9jt46/5j8/+I60nDlHvOIe17wWW\nOu9gw7rdWYWLYgSTbIfvpwamVHPHZsplCG02zWmay18gq5mELCEM4PV66e3t5chrR2jvajdsEvfM\n3qTe870ELgfYcs8WXEtczEvMo+9oH4vXLKamtgZPlyfrUJDuQmnE0F42IcbIwJrNfDCj5v5NXEA7\nOztTBhy3eyVbtjTQ1fUqVutZRkZ6WbFiJy0tN+HxnJgMGQd+fIAXj79I7YYE9a55KLFaOjoPwGlo\ncr8vY7goRjDJdvje5XKNzx37n3+BpiRQ6hX0iI6q1/Ll378n5TnOdghN5jSJcpOQJUQRTQ09JzpO\n0D/Yz6qbV/G+e96HNqwVfRL3zGBg67HR9qM2On/SSXB5kJU1K7lx/Y0kzAm6f5ZbKEh3obx06ZIh\nQ3upQsx9v30fzz33vGErxLINjRPH5PYP3s6FCxdYsWIFq1evTvfSOUkXcBoaTDz88OcBxgP8kVba\n29+lr+9d7Ha4557lDA0P8J1//Q6JtQli5hgB75s0Lb4dy8pGzra/QCzSxe7dazMP9+V5u6Fkr5Xp\nDgGegcskFnWCqxYsFgiHwQ9KTSLldrkMocmcJlFOErKEKKKJ0DPvpnmE9TDqTSp9l/uYd2wemz+x\nGSjeJO5kwWDJuiWYzCaCx4I88nuP0NLSUnAPULILpVFDe6mC3XPPPW/oCrFs54Ndv+qutahhL9ue\nF5fLxcaNG6ed14MvHuTfjrxIojGBa7OLaCxK33v9+HyvodYtIIqf7dtvyypcFHK7oWxMHMdDh9pp\nPXEI8y21rLx5McuXL8XhcBDoC3D01FE+6f1kxkCY6fMsc5pEOUnIEqJIpoYeU6OJRHcCZ4uTcEOY\nnlM9rPGvKeok7qnBQPNrhAIhrA7r+DBbrZ/58+dPuygX88JidG2yqe0txQqxbENjKcoB7NhxF/39\n/8rJk9/D71fT9rzMvM3OkluX4P21l/hInHlL51FTU0OsP0bL/EXY61bx8MOfzyoMFnK7oWxMHMf6\n+jupd5yjvnEe5893YzZ7cLvd1Lhrir7YoZLmNFVbYdRqa28lkZAlRJFMDT1jNWOYa82ER8NYXBb8\nCT+hQIh4JF60SdxOpxOLYuHovx/FH/QTTUQx15ppsDWwQl1h+KTeUtUmK8UKsWzngxkZ9mb2kplM\nNWze7OB3f/cz3HDDDWm3nfzstSxjqWcpHac6ADDNM+Ef8DM6MMr9H80u/BZyu6FsTH19h2MJZ/te\nQInVYrOvpqfnNGvWaAQ8gYq/W0M+waPaCqNWW3srkeEhS1EUF/APQI2u69d9FVMU5f8AHgdWA73A\nt3Vdf8rodglRbFN7Q9wtbpa6l9LR24GW0DCPmRn1juJ/z1+0KvQul4vaaC1nzp6hcVsj85bOY6Rn\nhL6jfbSsbzH8G2epapMlm6c0XivqV9TVaUW7EGcKjUaHvWS9ZL/+9Uu43Ydzqk214a4NAPSc6sHr\n91I7XMv9n8s+/Bq9n1Nf32JpYKnzDjo6D2BZ2UhEidNzuofIhUjevydG97oUEjyqrTBqtbW3Ehka\nshRF+TnwUUAHDiT5+SZgH/A14EVgK/Csoii9uq7/q5FtE6LYZvaGtCxvwd/r58JbF5hnnkddd11R\ne3q8Xi+J+gRrb1vLSO0Iwd4gVrMV921uEuEEXm92PQ6FXpSMHoaZOk8pHg/T29/GOc8rBCJd3Lhs\nPgdfPFiUFZuZQqOR5QCKXZvqpttvYr57Ppffusz9O+/nK3/4lazbMrGfHk87dnsTVqsTVXUVrezB\nzOO4Yd1uOA1n218gip+6ulXc/cG7c/49KVWvS77Bo9oKo1ZbeyuV0T1ZnwdU4H+k+PkXgVd0Xf/b\nqyXaUtIAABaOSURBVP/fqSjKbcCXAQlZoupM7Q3pi/ax2ryaT+/+NNvv3E5zc3NR/yj5fD7CY2E+\ncOcHGKsZIxQKYbVaqRmroftnmeezFFpMtJQmVog9+9wTdGkd2G+ysWndUpqdi4u+YjNVaDSyHIBR\ntak++4nPTj4+NUxPvGeyYK2qKrrSxy/e+s/U2VyoJjeu+htx2GHXrsLLHiQ7jk3u9xGLdLF9+208\n/PDn83qPUvS6FBI8qq0warW1t1IZGrJ0Xb8EoCiKH2hI8pStwKEZj70OfMHIdglhlFLe3mfm8KSq\nqgB4ujxZzWcp5X0CC2W1Wtm5824OHf0ZTas2s3Td0sn9NZlMht12Z6ZcygHk0kNoZG2qUCg0Wf5i\neDjGlSsdQD2LFq2ksdF0XW/Pvh/sw1Pbx8p7HAxpAYLeAUZ63uRjN25n9+4/zul4pZLsOO7evTbv\nXqdS9boUEjyqrTBqtbW3UpV74vtCYGTGY17ApiiKRdf1cBnaJETBSrGSqZAVfuW4T2ChfD4f8Zo4\ny9cux6JeWwFo5G13ZsqmHEA+w1bF7CWb+dmb2sMTDL5Jd7eOrq/BZluNy+WY1tszuUpx6xLcLW40\nTSMUChHoD6Cc0yfvi1ioVMfR6/UmvaVRpsBaql6XQoJHtRVGrbb2VqqcQ5aiKH8G/Bnj86yS3Wr0\ngq7rq3J4yXiubRAiW7N96XG+K/xKdZ/AZMc/33NSztvuzJQuROc7bGVE0cyZK/n6+y/jdD4AuOnv\nP82GDTcC90z29qT8XCxqYODMQNGD7MRxnNrbNjWY3nffPbzwwksZA2upel0KDR7lLIyaz++dFHIt\nXD49WU8Cf5/m56nL9F5vAJg/4zEXoGXqxXr00UdpaJg+Arlnzx727NmTw9uL2aqa5hsVIt/hSaMD\nS7Ljv239NnR0fnPqN3nfUNrI2lzFUMiwlRFFM6f28ASDVyZvLA31+P3j52lqb8/E58J72ctAyEtP\nj49oFOL+UdxD8wz73UkVTF9//TG83mUZA2spe10KCR7lKIxayIKAuVjIde/evezdu3faY36/P+/X\nyzlk6bquAVre7zhdG/ChGY/dDrydacOnnnqKLVu2FKkZYrappvlGxZDr8KTRgSXZ8f/7F/4eNNj2\nmW15n5NS1ebKVzGGrYo51Dy1h8fhWILZDKOjZ4hErOj6+EyNqb09E5+Lb/3g2/jqa2lcvAFTGILn\nLxIIuzh0KHM5iVylCqahUIjXXnuc2277TFaBtVS9LtkEj0y9RqUsjFqMBQGVVMjVaMk6a9ra2ti6\ndWter2d0CQcbUAeYgTpFURqAuK7rwatPeQZ4U1GUrwH/DmwGHgL+0Mh2idmtGucblYNRgSXZ8R+r\nGUNboKH0KTgWOLDYLXmdk1IuLMhHNsNWpRzCnl7+4iNEoxfp7PwL4vFbMZsX88Mf/hOLF3fxh3/4\n/sm27PjIDp599keE+kzEr4QxY+eWhf8XC13raG19sehL91MFU7N5EaGQmbo6+7THUwXWZOEHSDrH\nqxiSBY9KK94pZRjKz+iJ7weB7VP+3wccZrx2Frquv60oymeAv2C8IGkf8P/ouv68we0Ss1ip5htV\ns4kL/c57dxY9sCQ7/qFQCMWuQD2EAiHUhvGVgfmek0zfrMs1Fy/dsNU99yzn4IsHSz6EPVn+4tm/\n4tIlD2DBYunGZBomEOjHbPai6++ffH4oFKJ58WY2LXyQsbE4VqsTsDI87MHrjRT8+zPz3KQKptHo\nFazWKLHY6LTtM82zcrlcqKpalrBTacU7pQxD+RldwuEjWTznR8CPjGyHmFuKOd+o2Bfrck/EL8Vc\ntWTH32q1oo/qKBEFq+Pa+xR70nolzMVLNWwVi4c4cPSFlEPYRn02JspfvPjiUZxOFw7H72OzrSAW\n8xGNxolEfsVrr3Wwa5d3WuiJRgM4nes4efI0PT0+Rka6qK19h5dfPsQNN9yQ8/FMd26SBdORkV9y\n553L8XrfwONpzGmeVTnCTiX2Gs2mMgzl/tuZr3KXcBCi6Iox36jYF+tKuPhDaeaqJTv+AU8AdVCF\nGAQGA9TU1hgyab0S5uKlGrb6kyf+JOkQ9uG3DjM6EqK9vd+wXhefz4emjVFf78JuvxGTqYG6Ohdm\nc5hotIuhoZOTvRpTe+POnDnL5ct2TKZ6FKWP5uY7OHTIj92ee1hJd252795NsmB6331furq6MPt5\nVuUKO6XqNcolbMyGMgyVNgSbKwlZYlYqdL5Rpot1rt+qiv16+SjlXLVkx/8P7vuDydWFRkxar7S5\neFOHNDs7O1MOYf/yvSNcOu2ipeX3DOt1cTqdzJ9vRdcDhMMXsdvHQ0c47EfXPcyfb57Wq7F79y5G\nR5/j29/+J3S9Bat1PkuXrmbDhl34fJ20tu7n9ts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8/VyL7kbgWknfJ7v5W0J2s/SBXKNK\npHIzOJ1Xq+1TKp/pvog4lF9kaUj6JvDzZEsabB/5nY2IZ3MLLBFJK4H/IlvJYA+vjv+uuwJd2CQr\nInZKehfwZeABsrv9lWRrDJXRE2RVq78HTge2kyVZX84zqBwUqiupQRuBy4CvkQ0U3grcCfx5nkEl\ntJAs2fjTyt9IH6Gc64Pdy/FjRneTrTt0UT7htFdE3CDpVLKbwdOBTcClEfG/+UaWzADwNNnvUvDq\nrLOyXr/vJPtc/3XEYyJr+2tyiSith8lWMvgTst+qx4H3RcR36n2BrhuTZWZmZlYGhRnnYWZmZlYk\nTrLMzMzMEnCSZWZmZpaAkywzMzOzBJxkmZmZmSXgJMvMzMwsASdZZmZmZgk4yTIzMzNLwEmWmZmZ\nWQJOsszMzMwScJJlZmZmloCTLDMzM7ME/h839xPvmkO3VAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x1 = np.random.normal(0, 0.8, 100)\n", "x2 = np.random.normal(-2, 1, 100)\n", "\n", "#kwargs = dict(bins=20, histtype='stepfilled', alpha=0.5, normed=True)\n", "plt.figure(figsize=(7, 3))\n", "plt.hist(x1, bins=20, alpha=0.5, color='blue');\n", "plt.hist(x2, bins=20, alpha=0.5, color='green');\n", "plt.scatter(x1, 12*np.random.rand(100) - 13, c='blue', alpha=0.5)\n", "plt.scatter(x2, 12*np.random.rand(100) - 13, c='green', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Двумерная плотность" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+WhKLiy4BT16XuqLKSmfpiCZSXs6NLYWWCwsu4iOV10tLPC5NxyUrWFwmIbNk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\n33GjSPnajf+nrxtj/o2fa6atv8MY05ft/5u8Jxp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.random.randn(1000)\n", "y = x + np.random.randn(1000)\n", "\n", "plt.figure(figsize=(3, 3))\n", "plt.scatter(x, y, 20, 'blue', alpha=0.5, edgecolor='white', linewidth=0.1)" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(3, 3))\n", "plt.hist2d(x, y, bins=20, cmap='Blues');" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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z8K/nXsSxM44f8Hnl5Qfx1Zef47EnnkZbWxseXHIv/v7Ig32+V0dacNIJgCD0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\nQqWWXRSLstizFEWo8iAJT4kJAQJ5nrn7RyZpQEI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HaytGixcv1n333afx48e7dQgAAJLW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\nAAAhhBEAAEDI/wNTEHqcPFnYCgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "# sns.set(rc={'figure.figsize':(3, 3)})\n", "sns.jointplot(x, y, kind='kde');" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GX8FgyAt7fYIgYN++PQxGaYLBiGiMKykZj5tv/g0AoLLyJBw5chjr17+KRYsux7Fjx1Bb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "# sns.set(rc={'figure.figsize':(3, 3)})\n", "sns.jointplot(x, y, kind='scatter');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Пирог" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0tLRBKpWgu7u7p0up3W6H3W4f8DkBAUG44oq5WLt2EW65ZSLS08uhUh2GzfYD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\nHv7gD1ZG/b6jJWEDJjc3C5MnTwzZipk1qwzA0YQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fracs = [30, 15, 45, 10]\n", "colors = ['#000055', '#222288', '#4444BB', '#6666FF']\n", "\n", "fig, ax = plt.subplots(figsize=(5, 5)) \n", "pie = ax.pie(fracs, colors=colors, explode=(0.02, 0.02, 0.02, 0.15), shadow=True,\n", " labels=['A', 'B', 'C', 'D'])" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 2 }