{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Научная графика в Python\n", "\n", "Автор: Шабанов Павел Александрович\n", "\n", "E-mail: pa.shabanov@gmail.com\n", "\n", "URL: [Заметки по программированию в науках о Земле](http://progeoru.blogspot.ru/)\n", "\n", "Дата последнего обновления: 11.03.2017" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Преамбула\n", "%matplotlib inline\n", "\n", "import os\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "def save(name='', fmt='png'):\n", " pwd = os.getcwd()\n", " iPath = './pictures/{}'.format(fmt)\n", " if not os.path.exists(iPath):\n", " os.mkdir(iPath)\n", " os.chdir(iPath)\n", " plt.savefig('{}.{}'.format(name, fmt), fmt='png')\n", " os.chdir(pwd)\n", " #plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Глава 2 Основные графические команды\n", "\n", "### Содержание главы\n", "\n", "1. Графические команды;\n", "\n", "2. Диаграммы;\n", "\n", "3. Методы изолиний;\n", "\n", "4. Методы заливки;\n", "\n", "5. Векторные диаграммы.\n", "\n", "Графические команды - это функции, которые, принимая некоторые параметры, возвращают какой-то графический результат. Это может быть текст, линия, график, диаграмма и др. В этой главе будут рассмотрены графические команды, которые создают графику высокого уровня: графики или диаграммы. Подробнее о конкретных типах графиков смотри в электронных ресурсах.\n", "\n", "### Электронные ресурсы:\n", "\n", "+ [Галерея примеров различной графики в matplotlib](http://matplotlib.org/gallery.html);\n", "\n", "+ [Примеры создания геометрических фигур и форм](http://matplotlib.org/examples/shapes_and_collections/artist_reference.html).\n", "\n", "+ [Полный список команд для pyplot](http://matplotlib.org/api/pyplot_summary.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 Графические команды\n", "\n", "В Matplotlib заложены как простые графические команды, так и достаточно сложные. Доступ к ним через pyplot означает использование синтаксиса вида \"`plt.название_команды()`\".\n", "\n", "Наиболее распространённые команды для создания научной графики в matplotlib это:\n", "\n", "**I. Самые простые графические команды:**\n", "\n", "+ `plt.scatter()` - маркер или точечное рисование;\n", "\n", "+ `plt.plot()` - ломаная линия;\n", "\n", "+ `plt.text()` - нанесение текста;\n", "\n", "**II. Диаграммы:**\n", "\n", "+ `plt.bar()`, `plt.barh()`, `plt.barbs()`, `broken_barh()` - столбчатая диаграмма;\n", "\n", "+ `plt.hist()`, `plt.hist2d()`, `plt.hlines` - гистограмма;\n", "\n", "+ `plt.pie()` - круговая диаграмма;\n", "\n", "+ `plt.boxplot()` - \"ящик с усами\" (boxwhisker);\n", "\n", "+ `plt.errorbar()` - оценка погрешности, \"усы\".\n", "\n", "**III. Изображения в изолиниях:**\n", "\n", "+ `plt.contour()`\t- изолинии;\n", "\n", "+ `plt.contourf()` - изолинии с послойной окраской;\n", "\n", "**IV. Отображения:**\n", "\n", "+ `plt.pcolor()`, `plt.pcolormesh()` - псевдоцветное изображение матрицы (2D массива);\n", "\n", "+ `plt.imshow()` - вставка графики (пиксели + сглаживание);\n", "\n", "+ `plt.matshow()` - отображение данных в виде квадратов.\n", "\n", "**V. Заливка:**\n", "\n", "+ `plt.fill()` - заливка многоугольника;\n", "\n", "+ `plt.fill_between()`, `plt.fill_betweenx()` - заливка между двумя линиями;\n", "\n", "**VI. Векторные диаграммы:**\n", "\n", "+ `plt.streamplot()` - линии тока;\n", "\n", "+ `plt.quiver()` - векторное поле.\n", "\n", "[Полный список команд](http://matplotlib.org/api/pyplot_summary.html), доступный для pyplot, можно узнать на официальном сайте matplotlib. В списке нет команд для рисования различных геометрических фигур (круги, многоугольники и т.д.). Это связано с тем, что в matplotlib они вызываются через **matplotlib.patches**, который за них отвечает. Создание геометрически сложных фигур является достаточно специальной задачей, поэтому **matplotlib.patches** здесь не будут рассматриваться. \n", "\n", "Ознакомиться с примерами создания фигур с помощью matplotlib можно в электронных ресурсах к этой главе.\n", "\n", "Ниже показаны примеры графики, которую matplotlib создаёт \"по умолчанию\" при вызове той или иной графической команды. В дальнейшем будет показано как задать ту или иную конфигурацию конкретного графика и как настроить сопутствующие рисунку элементы (подписи, линии вспомогательной сетки, шрифты и т.д.)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('Scatter: ', )\n", "('Plot: ', 1, [])\n", "('Text: ', )\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Пример 2.1 \n", "\n", "import matplotlib.pyplot as plt\n", "\n", "fig = plt.figure()\n", "# Добавление на рисунок прямоугольной (по умолчанию) области рисования\n", "scatter1 = plt.scatter(0.0, 1.0)\n", "print('Scatter: ', type(scatter1))\n", "\n", "graph1 = plt.plot([-1.0, 1.0], [0.0, 1.0])\n", "print('Plot: ', len(graph1), graph1)\n", "\n", "text1 = plt.text(0.5, 0.5, 'Text on figure')\n", "print('Text: ', type(text1))\n", "\n", "grid1 = plt.grid(True) # линии вспомогательной сетки\n", "\n", "save(name='pic_2_1', fmt='pdf')\n", "save(name='pic_2_1', fmt='png')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Диаграммы" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Пример 2.2\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "s = ['one','two','three ','four' ,'five']\n", "x = [1, 2, 3, 4, 5]\n", "z = np.random.random(100)\n", "z1 = [10, 17, 24, 16, 22]\n", "z2 = [12, 14, 21, 13, 17]\n", "\n", "# bar()\n", "fig = plt.figure()\n", "plt.bar(x, z1)\n", "plt.title('Simple bar chart')\n", "plt.grid(True) # линии вспомогательной сетки\n", "\n", "# hist()\n", "fig = plt.figure()\n", "plt.hist(z)\n", "plt.title('Simple histogramm')\n", "plt.grid(True)\n", "\n", "# pie()\n", "fig = plt.figure()\n", "plt.pie(x, labels=s)\n", "plt.title('Simple pie chart')\n", "\n", "# boxplot()\n", "fig = plt.figure()\n", "plt.boxplot([z1, z2])\n", "plt.title('Simple box whisker chart')\n", "plt.grid(True)\n", "\n", "# errorbar()\n", "fig = plt.figure()\n", "plt.errorbar(x, z1, xerr=1, yerr=0.5)\n", "plt.title('Simple error bar chart')\n", "plt.grid(True)\n", "\n", "# смотри преамбулу\n", "save(name='pic_2_2', fmt='pdf')\n", "save(name='pic_2_2', fmt='png')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3 Методы изолиний" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Пример 2.3\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "dat = np.random.random(200).reshape(20,10) # создаём матрицу значений\n", "\n", "fig = plt.figure()\n", "pc = plt.pcolor(dat) # метод псевдографики pcolor\n", "plt.colorbar(pc)\n", "plt.title('Simple pcolor plot')\n", "\n", "fig = plt.figure()\n", "me = plt.imshow(dat) \n", "plt.colorbar(me)\n", "plt.title('Simple imshow plot')\n", "\n", "save(name='pic_2_3', fmt='pdf')\n", "save(name='pic_2_3', fmt='png')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.4 Методы отображений" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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IIWjv7ef1HZl8eMDiHrh2ejJ3zp+Cp/O5r3JolpI2XR+OKjuc1GOH+umNRgob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\nYwOn+1GQWkxTzXlMLIdXztbERI//vncbL/zjZ7Z8H83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xKUMTfKZbTLrfx1amJiRh2+OaA99XVR/L//42sG/FOla9ikRkFbAKYPGSvR1P\nyw5f6RYIK3SbwYr6HgyqiaZr4FPiQ3Tp9tmSpUiMufPQJHG70/khpqqqiKiH/awGVgPstu8K3XT4\not4rpkl0ZTpUatehSqsYeixo29EF62RkEv35Eveua7N+EM8dubx1XRe6TrBdZFaEXSTJuxuuAn9c\nRPZX1cdEZH9gQ8U6Jj2SGpnc3BgHzdnz/p0GkTjYDx8aIirvInOTfdZhI+2QdJ1cG8IJu60jUdu9\naLsPsdTH2Meb7wNXgV8F/AJwbv7/VyvWMemRVMn84oWv+xb50nu3jiIyiEHkVfu1rVhjEjeEmWzE\nF2PtBWpDEvfLmDQjvJzsgeUyEVkHfJhM3F8UkV8CvgW8I1/3ALLmgivreiSZnliVdIoVJ4YoYMgo\nvIjt7CyhWxiYROd9S3vXteu9pFHq5F31OceYEukz+nYJkpK8F2LSCuWMmkUnVaz7KLCy8NqqV1EV\nddIJHZWPJQovE9tM5qGaA/YVbU+wibpjFneX1idDBk1J3NUM39izgrnF8ztUgi2Hbq+8iZsOXxRM\ntCYF1kRQQzTZ2uOQp1tFUndNh2AyQUDbNd917fpo5F11/WKWdxtdvtBt74lNna0ro2O+1r6Iuit9\nVTRZ18oi5geeQxJbRF6mz2jbNo3SJV3iMrdlzDTdp8n98ZWmmpDE3U7UAp9QJ6GmPLnPLtUmnTZi\niWTrMMmT9yVy03vTd6RdpOqem+a5y+OBxzI+eNOXeJ9f3l2aXiZ5LyRKgb9i0fOVPcpcRA5xROV9\nPMw0pS0qDyXyGHPbZUyjbhNxtxGL2Nswib6Lr7tG4dPyQLgPohR4kSaRQ3V6xfcDz2mJwsv0IfLY\nou0mwbhG3VUirpqd3nS+zL7F3nR/beRdfN9F4jZR9+Qa3WF9lOkiSoG/au6ZHd6rG+Ohqkv2UC1X\n2ogpCi8SQuRjiLaLlOXtmi6pEnfTMptJkKvEbir1WMY+8dEM02X+0WklSoHXYRuB+BC57ZRuMbQL\nD4Xv1IpJlOZb8uVjNo1/4/KL6vObjmuUeHndLviQd9u9bKork2tZvEdV99RG2pDSJTZEKfAn5vfY\n4b2qwmoaVdiKvEuzRJvhRGMrqKaj1JkMMuVrLJs2yZsK3kYsE8r3suq+Vc1KPxHzmUtv7E3SVdTd\nS5cv4KZnSjYpKegu7msfPjxF4TlRCrxIXQF2+UnYJnKf2IxgGJvITTCJxvtIWbk+MHOZLNtV5CZ0\nzW/7Gmss1vk6AAAaHUlEQVTGhLYGAqbPEmCcZT8mohW4T3GX6bvdc1tUHtMQorZjRZuKPIaWQND9\n11XxHpqKvLysC7HN0uQ6qFfXcp6i8IwoBb556xL2Kb0X4iHMUCIvHrtMDFG5y4D/bWmVoR8gF8+h\nC1Vfxk0id8FHWR96Rp0UcfdDlAIvE/oJ+hA9EccUlZtik1bpiu0Xge80manI65gGSZfpW9qxtZcf\ngqgF3nfTpyFFXjx+mSGi8i7TbvUxp2IsA421iXwaRV0mRdsLMZ3MXUR+GPhX4HRV/VL+3kPAFmAe\n2KaqRzcdK0qBz78wN2i71ZCz2jQRW1TeVeIQv3x80SRym+270tcomkna1ZhO5p6v91Hg2ordnKiq\nG02OF6XAY2IImccalbsQywznfdH0JexT0ibLQ4g8ibsV08nc3wv8HfDDXQ42kwJvK2xtPRLBT2X0\nMQdn6KjcRxpgyGh8qGP3MfyAzX66yHzoWYZGRutk7iKyHHg7cCI7ClyB60VkHvh0PldwLVMvcJcC\nFnLkvqrKaVLRhozKfeVyhxwrpsvMQCHw2RqnqjNTuX28bVQ+S9Kee8GqHCwTkVsLr1e3SbaC84Df\nUdXtIlJedryqrheRfYDrROQeVb2hbkdRCnzuhW7b+yxgbfIyTRGYVthYo3LT+TfHRsgIPVSTSZPe\np3UDSnVNr0ybvB3Y2PJg0WQy96OBK3J5LwNWisg2Vf2Kqq4HUNUNInIlWUpmXAIvT2psg2sBO/mg\ne2ubJfmSuA2xTulWvr7TInSf9zB0W/e63qcTsTf1TjUtU3VBwlievQxI62TuqnrI5G8RuRj4mqp+\nRUR2B3ZS1S353ycDH2k6WJQCd6GLuIt/u0p8VplWoY8RH+IuE5PIx1C26iZzF5Gz8+UXNmy+L3Bl\nHpnvDFymqlc3Hc9Z4CJyOPCFwluvAf5AVc8rrHMC8FXgwfytL6tq4zeKCy6FqK4bbpPEm4ixtcUQ\nUVIfQnf9XG3n4uMexjJkwARfv+LqnsGMQap9UzWZe524VfWswt8PAK+zOZazwFX1XuAoeKlN43rg\nyopV/0lVT3U9ThM+xW16vFRg7ah7IDzUl0sfEo+BkOk3kxE3E/3gK4VyEnC/qn7L0/4aCS3ulEoJ\nQwx505ASHzr67vuZSRL58PgS+OnA5TXLjhOR28ki9N9W1TurVhKRVcAqgLmlS2sPZCsB14jbJZUS\nU/QWgyxjxaRFTUz3sokYHnSP4TpNK50FLiKLgJ8EPlix+DbgIFV9RkRWAl8BDqvaT96WcjXA4oNW\naHl5aHFXDb5fJ/GxR+Em12ZaBgqqm4oPhmld5IMYpJ2IAx8R+FuA21T18fICVd1c+HuNiHxSRJaZ\n9vOHfsRd/HssEg/9s7XtOg4peJdfVaHvY+j0iYm0y2Uixi+fhF98CPwMatInIrIf8LiqqogcA+wE\nPGG645Dyrpu30EbiVcQQtTVdN1+D4IcQfOgB+l0kPuT9dJF21bKQ5z903n/W6STwvLH5m4FfLbxX\nbO/4M8Cvicg24DmyYRN3SI+UmVs8byVvH+I2OUa58ttEbzHNStMHsc6WUpdSacqLt0nc533tKu22\n9X2O4ZMYnk4CV9VngVeV3ruw8PcFwAVdjtFEl3RJ23pdJ6ONkVilOgS20bhLJF7Xnb2ML2nbjOED\n5jI3EXZd937XOUsTZoy6J2bT/INVfH7TcUYSj0HeIR5UpXkEF9IkcdhRgm2TYpvO1l7cpg1bcVe9\n11XmJtPhJVEPQ5QCL0/o0JZOKVfCJkmV5VwWepW8qyp5VaVoi2hM0yhd5f3Mg3vVXjNfEu/yEDOm\nLxGXNv910bjJ/Q0Rbdus20XmbbPRJ/onSoGXKRe6kEJv2k/VuYBdXrGtkvuKvNskPiS2v5xC0yZx\n6BaN+8xrd23f71vmSeTDMgqBl+kidNc20F3FXaSvB5pNEo+BmETe1tLIVeRt+I62bfAh8/LnTELv\nl1EKvIyN0Jui87oK7FPeTYTIe8ck8bpziUnkbdiKvIohpW1yPF9plglJ6uGIUuBdJ3ToIvSm/YA/\ncZej8JC96/qWeFPTyqZhSIcWuU17f9v8eF8pEh/4npEqST0cUQocqguGa+9D25RLnxF3XxM3hJB4\nlx6MsYrcVuLQHI3HGG3b0CZz1zbmSep+iFbgVdQVEFux1wm9L3EX6XNcC1eJhxwyIEaR2w5k1iby\npm3GRNsgYFWfN0k9LKMSeB1do/W6Ajl0l/gQtEk8hKy7Tsg8hMhdRqM06Zk7RnGXMUmxTOg6Pktd\ngJPEnjEVAq+iS7Q+jeIuEjKibrt2bTKPSeSuEofhJ6/oCxuZg78Bt14S+zVOm08NUQp87nkNlhtu\nitanXdy+6Xq9miYEiEXkrlPsTbO066j6zLYROqR6aEOUAp9fIr3mhlOBsaevaxaLyBNuuMyRmobF\nNSdKgSfix0fk1OU5RVEMNj1v6+jaO7VOTLMYiTeRhO6XJPAZxDZvaUqdkMsVzsdkFLZCDyVok+36\nlHjTDEQx4kPos0yUAp9f7H6T0rdzM+UK00eLlD4qXNNDQxOZDdVUMhRjE/kEF6HPMlEKvAtdZDHt\n8rcVSN/NDX0R67mFFnlV6sjHr48hGaPQReQU4HxgDviMqp5bWn4a8EfAdmAb8D5V/WeTbctEKfC5\nxfODHLfv6bMmbVnHOEntWOXuQpcyUdfCJkXjbsT+TEFE5oBPkM1Utg64RUSuUtW7Cqv9A3BVPtXk\nDwJfBF5ruO0CohQ4DPfN24fEy50Q+uhO32fBj03uQ/6yqmsq6TsaN3lwO00ij5hjgPtU9QEAEbkC\nOA14ScKq+kxh/d0BNd22TLQCL+PSxtSVkBIfogdZTFFLW3dsX8SWDqsbF8WHyG1b3Yw9reKbSb8T\nQ5aJyK2F16tVdXXh9XLgkcLrdcCx5Z2IyNuBPwX2Ad5qs22RrpMaPwRsAeaBbap6dGm5kOVzVgLf\nBc5S1dva9vuKRc8bDfMaMkoPIfGmQhIqCo9J3kVsJoS2oeqeDdXtunw/2zoupbTKKNhY9pwLqnol\ncKWI/ChZPvwnXPbjIwI/UVU31ix7C3BY/u9Y4FO0fKNUUY4w+hK6L4mbCsS3xGOV9wRf0XhM0i6f\nQ9X99JlW6dqJaYwiL37mOwY8jxrWAysKrw/M36tEVW8QkdeIyDLbbSF8CuU04BJVVeAmEdlbRPZX\n1ceaNnrV3DONM8P3KfSuErcViS+J+5S3756O5fvlInIbaVfNmN7XJLxND6pDplVsiTGtMtIetrcA\nh4nIIWTyPR14Z3EFEfle4P78IeYbgMXAE8BTbduW6SpwBa4XkXng06VcEFTndJYDjQKfUJxwuGnu\nSpN0C4TrwFJFlwgw9EPNoStG02zwTfelq7RtljfhIv86kceWVhlS4kOXSx+o6jYROYdsmK054CJV\nvVNEzs6XXwj8J+DnReRF4DngZ/Mgt3LbpuN1FfjxqrpeRPYBrhORe1T1BpcdicgqYBXA/svngGZp\nFzEtdC7S7jpamovI2+TdtWNM3fXqqwLZTF0Hzfegbn7R545c3knSxf34oO6ett3LvqLx2KLvMaOq\na4A1pfcuLPz9UeCjpts20Un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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Пример 2.4\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "dat = np.random.random(200).reshape(20,10) # создаём матрицу значений\n", "\n", "fig = plt.figure()\n", "cr = plt.contour(dat) \n", "plt.colorbar(cr)\n", "plt.title('Simple contour plot')\n", "\n", "fig = plt.figure()\n", "cf = plt.contourf(dat) \n", "plt.colorbar(cf)\n", "plt.title('Simple contourf plot')\n", "\n", "fig = plt.figure()\n", "cf = plt.matshow(dat) \n", "plt.colorbar(cf, shrink=0.7)\n", "plt.title('Simple matshow plot')\n", "\n", "save(name='pic_2_4', fmt='pdf')\n", "save(name='pic_2_4', fmt='png')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.5 Методы заливки" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Cl/bQIUFrpiuK0uz87OMBxhi6RXTjkZRHWH/Letbfsp5HznqE/nH93e6zq/gA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\neApJ+fTVeXkOeN0HfWcg40RNHWOpixA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Пример 2.5\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "x = np.arange(0, 4*np.pi+0.1, 0.1)\n", "y = np.sin(x)\n", "z = np.sin(2*x)\n", "\n", "x2 = np.arange(20)\n", "y2 = -1.5*x2 + 2.33\n", "z2 = 0.7*x2 - 8.5 \n", "\n", "# fill()\n", "fig = plt.figure()\n", "plt.fill(x, y, 'r') # метод псевдографики pcolor\n", "plt.title('Simple fill')\n", "plt.grid(True)\n", "\n", "# fill_between()\n", "fig = plt.figure()\n", "plt.plot(x2, z2, color='pink', linewidth=4.0)\n", "plt.plot(x2, y2, color='g', linewidth=4.0)\n", "plt.fill_between(x2, y2, z2) \n", "plt.title('Simple fill_between')\n", "plt.grid(True)\n", "\n", "# fill_betweenx()\n", "fig = plt.figure()\n", "plt.plot(z, x, color='pink', linewidth=4.0)\n", "plt.plot(z, x-1.0, color='g', linewidth=4.0)\n", "plt.fill_betweenx(z, x, x-1.0, color='cyan')\n", "plt.title('Simple fill_betweenx')\n", "plt.grid(True)\n", "\n", "save(name='pic_2_5', fmt='pdf')\n", "save(name='pic_2_5', fmt='png')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.6 Векторные диаграммы" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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eb8K8XVh8y1A2Z1TwxroMFiw/SJibwBhYytQE08DPz82Rv46L4g4z+7wgDfvB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\nsqZC0jtLRzEjzEOndeHdZ4pYu+McoV72LIzxZf4on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WiEuPo+tvXYlNj1Utf4rGo7mVdAu/AD8ysjIY22Qs056dpqqeoQ2G8lPfn3Kl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\nspo+ISr5JyI5gml/TgOglKNxkvfDth+adWPVuZh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A/5w/SVlJ+DTxYXhjeZzWlWTZqWXo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\ngzAoeg0ytBkMWD+APdf30LhiY4v0qbGawK3VG0sl1phxR6ZE0mNNDy7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Пример 2.6\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "x = np.arange(-2*np.pi, 2*np.pi, 0.1)\n", "u = np.sin(x)*np.cos(x)\n", "v = np.cos(x)\n", "uu, vv = np.meshgrid(u,v)\n", "\n", "N = 100\n", "x1 = np.random.random(N).reshape((10, 10))\n", "y1 = np.random.random(N).reshape((10, 10))\n", "\n", "# streamplot()\n", "fig = plt.figure()\n", "plt.streamplot(x, x, uu, vv) \n", "plt.title('Simple stream plot')\n", "plt.grid(True)\n", "\n", "# quiver()\n", "fig = plt.figure()\n", "plt.quiver(x1, y1, color='green') \n", "plt.title('Simple quiver plot')\n", "plt.grid(True)\n", "\n", "save(name='pic_2_6', fmt='pdf')\n", "save(name='pic_2_6', fmt='png')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Автор: Шабанов Павел Александрович\n", "\n", "E-mail: pa.shabanov@gmail.com\n", "\n", "## Научная графика в Python\n", "\n", "### Оглавление\n", "\n", "+ [Глава 1 Библиотека matplotlib. Pyplot](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P1 Chapter 1 Pyplot.ipynb)\n", "\n", "> + [Глава 2 Основные графические команды](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P1 Chapter 2 Main graphical commands.ipynb)\n", "\n", "+ [Глава 3 Работа с текстом и шрифтами](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P1 Chapter 3 Text and Fonts.ipynb)\n", "\n", "+ [Глава 4 Цвет и цветовая палитра](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P1 Chapter 4 Color.ipynb)\n", "\n", "**Часть II Структура рисунка в matplotlib**\n", "\n", "+ [Глава 5 Рисунок](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P2 Chapter 5 Figure container.ipynb)\n", "\n", "+ [Глава 6 Область рисования](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P2 Chapter 6 Axes container.ipynb)\n", "\n", "+ [Глава 7 Мультиоконные рисунки](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P2 Chapter 7 Subplots.ipynb)\n", "\n", "+ [Глава 8 Координатные оси](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P2 Chapter 8 Axis container.ipynb)\n", "\n", "+ [Глава 9 Деления координатных осей](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P2 Chapter 9 Ticks container.ipynb)\n", "\n", "**Часть III Специальные элементы рисунка в matplotlib**\n", "\n", "+ [Глава 10 Особенности координатных осей](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P3 Chapter 10 Twinx and log scale.ipynb)\n", "\n", "+ [Глава 11 Графики в полярной системе координат](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P3 Chapter 11 Polar plots.ipynb) \n", "\n", "+ [Глава 12 Легенда](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P3 Chapter 12 Legends.ipynb)\n", "\n", "+ [Глава 13 Цветовая шкала](http://nbviewer.ipython.org/github/whitehorn/Scientific_graphics_in_python/blob/master/P3 Chapter 13 Colorbar.ipynb)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 0 }