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@hairymax
Last active August 11, 2022 07:39
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2.4.advanced_operations.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "b9hTMF9ozEum"
},
"source": [
"<a href=\"https://colab.research.google.com/github/hairymax/Python-for-science-lecture-notes/blob/main/02_NumPy/2.4.advanced_operations.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "iOuEK59OEK9P"
},
"source": [
"# Продвинутые операции\n",
"\n",
"Этот ноутбук является переводом раздела [Advanced operations](https://scipy-lectures.org/intro/numpy/advanced_operations.html) из онлайн-курса [scipy-lectures](https://scipy-lectures.org/)\n",
"\n",
"Данные из ноутбука могут быть скачаны из [репозитория GitHub](https://github.com/hairymax/Python-for-science-lecture-notes/tree/main/data) "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "wYUXX1pBFZz9"
},
"outputs": [],
"source": [
"import numpy as np\n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Z7-oBtTBES6g"
},
"source": [
"## Полиномы"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "KesQaU6pEgsF"
},
"source": [
"*NumPy* также содержит многочлены в разных базисах: \n",
"Например, \n",
"$$3x^2+2x-1$$"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "AJpBZFKvP6sb",
"outputId": "7f3b7d79-85f4-452d-e392-bca2946be5fd"
},
"outputs": [
{
"data": {
"text/plain": [
"-1"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p = np.poly1d([3, 2, -1])\n",
"p(0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "i6CR-tPHFiQO",
"outputId": "a0225946-d76a-42bb-f65d-4715addf0c78"
},
"outputs": [
{
"data": {
"text/plain": [
"array([-1. , 0.33333333])"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.roots # корни"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "2ZmW8SyjFoZe",
"outputId": "7562e2c5-5dc5-43e2-c3f0-1c9b81e0878a"
},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.order # порядок полинома"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"id": "Njh35Ba3FwCF",
"outputId": "335d1d64-f042-4ead-d317-6e3f53303c8d"
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = np.linspace(0, 1, 20)\n",
"y = np.cos(x) + 0.3*np.random.rand(20)\n",
"p = np.poly1d(np.polyfit(x, y, 3))\n",
"t = np.linspace(0, 1, 200) # используйте большее количество точек для более плавного графика\n",
"\n",
"plt.plot(x, y, 'o', t, p(t), '-');"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "mw6f1Omne0TH"
},
"source": [
"Более подробно в справке по [`poly1d`](http://numpy.org/doc/stable/reference/routines.polynomials.poly1d.html)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ShDeHN6YGwtl"
},
"source": [
"*NumPy* также имеет более сложный интерфейс, который поддерживает, например, полиномы Чебышева.\n",
"$$3x^2+2x-1$$"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "HDYhJYStG9EV",
"outputId": "e7a7b6f2-5ce8-48da-9e62-72fda3fad56a"
},
"outputs": [
{
"data": {
"text/plain": [
"-1.0"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p = np.polynomial.Polynomial([-1, 2, 3]) # коэффициенты в другом порядке!\n",
"p(0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "hbX5I57RHBvm",
"outputId": "771bb59b-7573-4db8-998e-6b42082ace61"
},
"outputs": [
{
"data": {
"text/plain": [
"array([-1. , 0.33333333])"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.roots()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_FRp_2FyHET-",
"outputId": "a9f4b24e-c304-4a09-d634-95fdbba991c4"
},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.degree() # В общем случае многочлены не всегда отображают `order`"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "OgOEoJKGHTvd"
},
"source": [
"Пример использования полиномов в базисе Чебышева, для многочленов в диапазоне `[-1, 1]`:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"id": "20a7s2gzHdBW",
"outputId": "1ff17b0d-a5f8-47ef-f6e3-41b7ce2f2f85"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = np.linspace(-1, 1, 2000)\n",
"y = np.cos(x) + 0.3*np.random.rand(2000)\n",
"p = np.polynomial.Chebyshev.fit(x, y, 90)\n",
"\n",
"plt.plot(x, y, 'r.') \n",
"plt.plot(x, p(x), 'k-', lw=3);"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "HwMpmgNXHkkl"
},
"source": [
"Полиномы Чебышева имеют некоторые преимущества при интерполяции."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "WCAFfxufHlzu"
},
"source": [
"## Загрузка файлов данных"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BEKRWxlUg_7C"
},
"source": [
"### Текстовые файлы"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dehf4tyZHqre"
},
"source": [
"Пример: [`populations.txt`](https://scipy-lectures.org/_downloads/populations.txt)\n",
"(Необходимо скачать по ссылке и разместить в папке с тетрадкой Jupyter)\n",
"\n",
"Первые строки это файла имеют следующее содержимое:\n",
"```\n",
"# year hare lynx carrot\n",
"1900 30e3 4e3 48300\n",
"1901 47.2e3 6.1e3 48200\n",
"1902 70.2e3 9.8e3 41500\n",
"1903 77.4e3 35.2e3 38200\n",
"```\n",
"\n",
"Загрузка данных из файла"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "XX6ijax3JHIf",
"outputId": "d3a0500f-d3bb-4e5d-da34-9ffd2075b892"
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1900., 30000., 4000., 48300.],\n",
" [ 1901., 47200., 6100., 48200.],\n",
" [ 1902., 70200., 9800., 41500.],\n",
" [ 1903., 77400., 35200., 38200.],\n",
" [ 1904., 36300., 59400., 40600.],\n",
" [ 1905., 20600., 41700., 39800.],\n",
" [ 1906., 18100., 19000., 38600.],\n",
" [ 1907., 21400., 13000., 42300.],\n",
" [ 1908., 22000., 8300., 44500.],\n",
" [ 1909., 25400., 9100., 42100.],\n",
" [ 1910., 27100., 7400., 46000.],\n",
" [ 1911., 40300., 8000., 46800.],\n",
" [ 1912., 57000., 12300., 43800.],\n",
" [ 1913., 76600., 19500., 40900.],\n",
" [ 1914., 52300., 45700., 39400.],\n",
" [ 1915., 19500., 51100., 39000.],\n",
" [ 1916., 11200., 29700., 36700.],\n",
" [ 1917., 7600., 15800., 41800.],\n",
" [ 1918., 14600., 9700., 43300.],\n",
" [ 1919., 16200., 10100., 41300.],\n",
" [ 1920., 24700., 8600., 47300.]])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = np.loadtxt('../data/populations.txt')\n",
"data "
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LAhh1JNfhM6E"
},
"source": [
"Запись данных в файл"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "BqFK5iSQhPV_",
"outputId": "62814148-ae9c-4737-846d-13320404924d"
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1900., 30000., 4000., 48300.],\n",
" [ 1901., 47200., 6100., 48200.],\n",
" [ 1902., 70200., 9800., 41500.],\n",
" [ 1903., 77400., 35200., 38200.],\n",
" [ 1904., 36300., 59400., 40600.],\n",
" [ 1905., 20600., 41700., 39800.],\n",
" [ 1906., 18100., 19000., 38600.],\n",
" [ 1907., 21400., 13000., 42300.],\n",
" [ 1908., 22000., 8300., 44500.],\n",
" [ 1909., 25400., 9100., 42100.],\n",
" [ 1910., 27100., 7400., 46000.],\n",
" [ 1911., 40300., 8000., 46800.],\n",
" [ 1912., 57000., 12300., 43800.],\n",
" [ 1913., 76600., 19500., 40900.],\n",
" [ 1914., 52300., 45700., 39400.],\n",
" [ 1915., 19500., 51100., 39000.],\n",
" [ 1916., 11200., 29700., 36700.],\n",
" [ 1917., 7600., 15800., 41800.],\n",
" [ 1918., 14600., 9700., 43300.],\n",
" [ 1919., 16200., 10100., 41300.],\n",
" [ 1920., 24700., 8600., 47300.]])"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.savetxt('pop2.txt', data)\n",
"data2 = np.loadtxt('pop2.txt')\n",
"data2"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4yA31pm9K2oo"
},
"source": [
"**Примечание**. Если текстовый файл имеет сложную структуру, можно использовать:\n",
"- `np.genfromtxt`\n",
"- функции ввода-вывода *Python* и, например, регулярные выражений парсинга строковых выражений (*Python* довольно хорошо подходит для этого)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "KOqgDjJfh4vh"
},
"source": [
"Напоминание: Навигация по файловой системе с помощью IPython\n",
"``` python\n",
"# текущая директория\n",
"pwd \n",
"\n",
"# содержимое директории\n",
"ls\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ztUukid_LIVu"
},
"source": [
"## Изображения"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "9VU2yZhBjT_a"
},
"source": [
"Загрузим изображение ТОГУ [pnu.jpg](https://drive.google.com/uc?export=download&id=1uEm7u52mpmol5nmGQUh_Scw_5yEUDIIy) (Необходимо скачать по ссылке и разместить в папке с тетрадкой Jupyter) \n",
"\n",
"С использованием Matplotlib"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ZO7pUVIxLfJe",
"outputId": "4aaa8361-a841-4a96-b84b-1fb1dcc9cc00"
},
"outputs": [
{
"data": {
"text/plain": [
"((412, 550, 3), dtype('uint8'))"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = plt.imread('../data/pnu.jpg')\n",
"img.shape, img.dtype"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"id": "jCLgdveXMUKm",
"outputId": "47f20842-868f-474a-b550-f7d17a8cce86"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img) \n",
"plt.savefig('../data/plot.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Kz3IqSsUj2U6"
},
"outputs": [],
"source": [
"plt.imsave('../data/red_pnu.png', img[:,:,0], cmap=plt.cm.gray)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "iiaFi99INNyP"
},
"source": [
"Эта команда сохранила изображение только с одним каналом (из RGB):"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"id": "OvAqU7yTNOvX",
"outputId": "a7c29720-b6cb-4155-d40a-d1ec8c157ec9"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(plt.imread('../data/red_pnu.png')); "
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dR4EThfON-y3"
},
"source": [
"Другие библиотеки:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 268
},
"id": "FbfqVc_9N_w3",
"outputId": "516b71b5-f3d6-4db2-e28a-75298652cff2"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import imageio\n",
"imageio.imsave('../data/tiny_pnu.png', img[::5,::5])\n",
"plt.imshow(plt.imread('../data/tiny_pnu.png'), interpolation='nearest');"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "XyZTwQKtTKHf"
},
"source": [
"### Собственный формат *NumPy*"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yzmuUjnNTQ9f"
},
"source": [
"*NumPy* имеет свой собственный двоичный формат, не `portable`, но с эффективным вводом-выводом:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "5culUDi1TNe4"
},
"outputs": [],
"source": [
"data = np.ones((3, 3))\n",
"np.save('pop.npy', data)\n",
"data3 = np.load('pop.npy')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bFSZBcZaTa1v"
},
"source": [
"Хорошо известные (и более малоизвестные) форматы файлов"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1JnDI-iVTpwX"
},
"source": [
"1. HDF5: [h5py](http://www.h5py.org/), [PyTables](http://www.pytables.org/)\n",
"\n",
"2. NetCDF: `scipy.io.netcdf_file`, [netcdf4-python](http://code.google.com/p/netcdf4-python/), …\n",
"\n",
"3. Matlab: `scipy.io.loadmat`, `scipy.io.savemat`\n",
"\n",
"4. MatrixMarket: `scipy.io.mmread`, `scipy.io.mmwrite`\n",
"\n",
"5. IDL: `scipy.io.readsav`\n",
"\n",
"На земетку, если существует некоторый широкоиспользуемый формат, то вероятно, для него также есть библиотека *Python*."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "a--PKa1vUNBv"
},
"source": [
"### **Упражнение: Текстовые файлы данных**\n",
"\n",
"Напишите скрипт Python, который загружает данные из файла `populations.txt`, отбрасывает последний столбец и первые 5 строк. Сохраните уменьшенный набор данных в файле `pop2.txt`."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "tChtGypWzEu1"
},
"source": [
""
]
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"name": "2.4.advanced_operations.ipynb",
"provenance": [],
"toc_visible": true,
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3.9.10 ('main')",
"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": "3.9.10"
},
"vscode": {
"interpreter": {
"hash": "58656f4d27507c1cf066d160953941131aeedc5e8ddd25f7cf3d9165a5f5fe3d"
}
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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