{"id":5736,"date":"2023-03-15T12:36:29","date_gmt":"2023-03-15T03:36:29","guid":{"rendered":"https:\/\/home.hirosaki-u.ac.jp\/relativity\/?p=5736"},"modified":"2023-03-17T17:23:27","modified_gmt":"2023-03-17T08:23:27","slug":"sympy-plotting-backends-%e3%81%a7%e3%82%b0%e3%83%a9%e3%83%95%e3%82%92%e6%8f%8f%e3%81%84%e3%81%a6-matplotlib-%e6%b5%81%e3%81%ab%e3%82%aa%e3%83%97%e3%82%b7%e3%83%a7%e3%83%b3%e8%a8%ad%e5%ae%9a%e3%81%99","status":"publish","type":"post","link":"https:\/\/home.hirosaki-u.ac.jp\/relativity\/5736\/","title":{"rendered":"SymPy Plotting Backends \u3067\u30b0\u30e9\u30d5\u3092\u63cf\u3044\u3066 Matplotlib \u6d41\u306b\u30aa\u30d7\u30b7\u30e7\u30f3\u8a2d\u5b9a\u3059\u308b"},"content":{"rendered":"<p>\u4e00\u65e6 SymPy Plotting Backends \u3067 <code>p = plot()<\/code> \u306a\u3069\u3068\u3057\u3066\u30d7\u30ed\u30c3\u30c8\u3057\u305f\u3089\uff0c\u3042\u3068\u306f <code>ax = p.ax<\/code> \u3068\u3057\u3066 <code>ax<\/code> \u306b\u5bfe\u3057\u3066\u901a\u5e38\u3069\u304a\u308a\u306e Matplotlib \u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u8a2d\u5b9a\u3092\u3057\u3066\u3044\u3051\u3070\u3088\u3044\u3068\u3044\u3046\u8a71\u3002<\/p>\n<p>SymPy \u306f\u95a2\u6570\u3092 symbolic expression \u306e\u307e\u307e\u3067\u30b0\u30e9\u30d5\u306b\u3067\u304d\u308b\u306e\u3067\uff0cNumPy \u306b\u305f\u3088\u3089\u306a\u3044\u3068\u3044\u3046\u65b9\u91dd\u3067\u3084\u3063\u3066\u307f\u308b\u3002<!--more--><\/p>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"prompt input_prompt\"><\/div>\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\"><\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"prompt input_prompt\"><\/div>\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3 id=\"SymPy-Plotting-Backends-(SPB)-\u3067\u306e\u63cf\u753b\u4f8b\">SymPy Plotting Backends (SPB) \u3067\u306e\u63cf\u753b\u4f8b<\/h3>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In\u00a0[1]:<\/div>\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"c1\"># \u5ff5\u306e\u305f\u3081\uff0c\u3042\u3089\u305f\u3081\u3066\u5fc5\u8981\u306a\u3082\u306e\u3092 import<\/span>\r\n\r\n<span class=\"kn\">from<\/span> <span class=\"nn\">sympy<\/span> <span class=\"kn\">import<\/span> <span class=\"o\">*<\/span>\r\n<span class=\"c1\"># 1\u6587\u5b57\u5909\u6570\u306e Symbol \u306e\u5b9a\u7fa9\u304c\u7701\u7565\u3067\u304d\u308b<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"nn\">sympy.abc<\/span> <span class=\"kn\">import<\/span> <span class=\"o\">*<\/span>\r\n\r\n<span class=\"c1\"># \u03c0<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"nn\">sympy<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">pi<\/span>\r\n<span class=\"n\">Pi<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">float<\/span><span class=\"p\">(<\/span><span class=\"n\">pi<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># SymPy Plotting Backends (SPB)<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"nn\">spb<\/span> <span class=\"kn\">import<\/span> <span class=\"o\">*<\/span>\r\n\r\n<span class=\"c1\"># ticks \u306e\u8a2d\u5b9a\u7528<\/span>\r\n<span class=\"kn\">import<\/span> <span class=\"nn\">matplotlib.ticker<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">tck<\/span>\r\n\r\n<span class=\"c1\"># NumPy \u306f import \u3057\u306a\u3044<\/span>\r\n<span class=\"c1\"># import numpy as np<\/span>\r\n\r\n<span class=\"c1\"># \u30b0\u30e9\u30d5\u3092 SVG \u3067 Notebook \u306b\u30a4\u30f3\u30e9\u30a4\u30f3\u8868\u793a<\/span>\r\n<span class=\"o\">%<\/span><span class=\"k\">config<\/span> InlineBackend.figure_formats = ['svg']\r\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"prompt input_prompt\"><\/div>\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>SymPy Plotting Backends (SPB) \u3092 import \u3059\u308b\u3068\uff0c\u5916\u67a0\u3068\u30b0\u30ea\u30c3\u30c9\u304c\u81ea\u52d5\u3067\u63cf\u304b\u308c\u308b\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In\u00a0[2]:<\/div>\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">sin<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">),<\/span> <span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"o\">-<\/span><span class=\"n\">pi<\/span><span class=\"p\">,<\/span> <span class=\"n\">pi<\/span><span class=\"p\">),<\/span> <span class=\"n\">ylabel<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"sin x\"<\/span><span class=\"p\">)<\/span><span class=\"p\">;<\/span>\r\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_svg output_subarea \">\n<p><!--?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?--><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-5782\" src=\"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-content\/uploads\/sites\/76\/spbax01-2.svg\" alt=\"\" width=\"640\" height=\"427\" \/><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"prompt input_prompt\"><\/div>\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3 id=\"xticks,-yticks-\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\">xticks, yticks \u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/h3>\n<p>$x$ \u8ef8\uff0c$y$ \u8ef8\u306e\u76ee\u76db\u306e\u523b\u307f\u5e45\u3068\u30e9\u30d9\u30eb\u306e\u8a2d\u5b9a\u4f8b\uff08NumPy \u306b\u305f\u3088\u3089\u305a\u306b\uff09\u3002<code>np.linspace()<\/code> \u3084 <code>np.arange()<\/code> \u3092\u4f7f\u308f\u305a\u306b xticks, yticks \u3092\u8a2d\u5b9a\u3059\u308b\u306e\u306b\uff0cPython \u306e\u6a19\u6e96\u7684\u306a\u30ea\u30b9\u30c8\u4f5c\u6210\u6a5f\u80fd\u3092\u4f7f\u3046\u3002\u305f\u3068\u3048\u3070&#8230;<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In\u00a0[3]:<\/div>\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"p\">[<\/span><span class=\"mf\">0.5<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)]<\/span>\r\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt output_prompt\">Out[3]:<\/div>\n<div class=\"output_text output_subarea output_execute_result\">\n<pre>[-1.0, -0.5, 0.0, 0.5, 1.0]<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In\u00a0[4]:<\/div>\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"c1\"># \u3044\u3063\u305f\u3093 SymPy \u3067\u30d7\u30ed\u30c3\u30c8\u3059\u308b\uff08\u975e\u8868\u793a\uff09<\/span>\r\n<span class=\"n\">p<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">sin<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">),<\/span> <span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"o\">-<\/span><span class=\"n\">pi<\/span><span class=\"p\">,<\/span> <span class=\"n\">pi<\/span><span class=\"p\">),<\/span> <span class=\"n\">ylabel<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"sin x\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">show<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">p<\/span><span class=\"o\">.<\/span><span class=\"n\">ax<\/span>\r\n\r\n<span class=\"c1\"># x \u8ef8\u306e\u76ee\u76db\u306f 0.5\u03c0 \u3054\u3068\u306b<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.5<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span><span class=\"o\">*<\/span><span class=\"n\">Pi<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)])<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xticklabels<\/span><span class=\"p\">([(<\/span><span class=\"s1\">'<\/span><span class=\"si\">%g<\/span><span class=\"s1\">'<\/span> <span class=\"o\">%<\/span> <span class=\"p\">(<\/span><span class=\"mf\">0.5<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span><span class=\"p\">))<\/span><span class=\"o\">+<\/span><span class=\"s2\">\" $\\pi$\"<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span><span class=\"mi\">3<\/span><span class=\"p\">)])<\/span>\r\n\r\n<span class=\"c1\"># y \u306e\u76ee\u76db\u3092 0.5 \u3054\u3068\u306b<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_yticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.5<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)]);<\/span>\r\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_svg output_subarea \">\n<p><!--?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?--><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-5785\" src=\"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-content\/uploads\/sites\/76\/spbax02-4.svg\" alt=\"\" width=\"640\" height=\"427\" \/><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"prompt input_prompt\"><\/div>\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$1\\, \\pi$ \u3068\u304b $0\\,\\pi$ \u3068\u304b\uff0c\u4eca\u3072\u3068\u3064\u306a\u306e\u3067\u5c11\u3057\u9762\u5012\u3060\u304c\u4e00\u3064\u305a\u3064\u8a2d\u5b9a\u3057\u3066\u307f\u308b\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In\u00a0[5]:<\/div>\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"n\">p<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">sin<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">),<\/span> <span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"o\">-<\/span><span class=\"n\">pi<\/span><span class=\"p\">,<\/span> <span class=\"n\">pi<\/span><span class=\"p\">),<\/span> <span class=\"n\">ylabel<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"sin x\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">show<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">p<\/span><span class=\"o\">.<\/span><span class=\"n\">ax<\/span>\r\n\r\n<span class=\"c1\"># x \u8ef8\u306e\u76ee\u76db\u306f 0.5\u03c0 \u3054\u3068\u306b<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.5<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span><span class=\"o\">*<\/span><span class=\"n\">Pi<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)])<\/span>\r\n<span class=\"c1\"># x \u8ef8\u306e\u76ee\u76db\u306e\u30e9\u30d9\u30eb\u3092\u624b\u52d5\u3067\u8a2d\u5b9a<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xticklabels<\/span><span class=\"p\">([<\/span><span class=\"s2\">\"$-\\pi$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$-\\pi\/2$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$0$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$\\pi\/2$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$\\pi$\"<\/span><span class=\"p\">])<\/span>\r\n\r\n<span class=\"c1\"># y \u306e\u76ee\u76db\u3092 0.5 \u3054\u3068\u306b<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_yticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.5<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)]);<\/span>\r\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_svg output_subarea \">\n<p><!--?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?--><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-5786\" src=\"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-content\/uploads\/sites\/76\/spbax02a.svg\" alt=\"\" width=\"640\" height=\"427\" \/><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"prompt input_prompt\"><\/div>\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3 id=\"grid-\u306e-linestyle-\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\">grid \u306e linestyle \u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/h3>\n<p>\u30b0\u30ea\u30c3\u30c9\u3092\u8584\u3044\u7070\u8272\u306e\u7d30\u3081\u306e\u70b9\u7dda\u306b\u3057\u3066\u76ee\u7acb\u305f\u306a\u304f\u3055\u305b\u308b\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In\u00a0[6]:<\/div>\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"n\">p<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">sin<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">),<\/span> <span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"o\">-<\/span><span class=\"n\">pi<\/span><span class=\"p\">,<\/span> <span class=\"n\">pi<\/span><span class=\"p\">),<\/span> <span class=\"n\">ylabel<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"sin x\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">show<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">p<\/span><span class=\"o\">.<\/span><span class=\"n\">ax<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.5<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span><span class=\"o\">*<\/span><span class=\"n\">Pi<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)])<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xticklabels<\/span><span class=\"p\">([<\/span><span class=\"s2\">\"$-\\pi$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$-\\pi\/2$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$0$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$\\pi\/2$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$\\pi$\"<\/span><span class=\"p\">])<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_yticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.5<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)]);<\/span>\r\n\r\n<span class=\"c1\"># grid \u3092\u7d30\u3044\u70b9\u7dda\u3067<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">(<\/span><span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">which<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"major\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"lightgray\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">dashes<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">),<\/span> <span class=\"n\">linewidth<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.5<\/span><span class=\"p\">);<\/span>\r\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_svg output_subarea \">\n<p><!--?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?--><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-5787\" src=\"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-content\/uploads\/sites\/76\/spbax03-2.svg\" alt=\"\" width=\"640\" height=\"427\" \/><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"prompt input_prompt\"><\/div>\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3 id=\"\u526f\u76ee\u76db-minorticks-\u306e\u8868\u793a\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\">\u526f\u76ee\u76db minorticks \u306e\u8868\u793a\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/h3>\n<p>\u4e3b\u76ee\u76db\u306f $0.5\\,\\pi$ \u3054\u3068\u306a\u306e\u3067\uff0c\u305d\u306e\u9593\u306b\u526f\u76ee\u76db (minorticks) \u3082\u3064\u3051\u308b\u3002<\/p>\n<p>\u307e\u305f\uff0c\u526f\u76ee\u76db\u306b\u3082\u30b0\u30ea\u30c3\u30c9\u3092\u3064\u3051\u308b\u3068\u7169\u308f\u3057\u3044\u306e\u3067\uff0c\u30b0\u30ea\u30c3\u30c9\u306f\u4e3b\u76ee\u76db\u306e\u307f\u306b\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In\u00a0[7]:<\/div>\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"n\">p<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">sin<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">),<\/span> <span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"o\">-<\/span><span class=\"n\">pi<\/span><span class=\"p\">,<\/span> <span class=\"n\">pi<\/span><span class=\"p\">),<\/span> <span class=\"n\">ylabel<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"sin x\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">show<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">p<\/span><span class=\"o\">.<\/span><span class=\"n\">ax<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.5<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span><span class=\"o\">*<\/span><span class=\"n\">Pi<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)])<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xticklabels<\/span><span class=\"p\">([<\/span><span class=\"s2\">\"$-\\pi$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$-\\pi\/2$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$0$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$\\pi\/2$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$\\pi$\"<\/span><span class=\"p\">])<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_yticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.5<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)]);<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">(<\/span><span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">which<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"major\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"lightgray\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">dashes<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">),<\/span> <span class=\"n\">linewidth<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.5<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># \u526f\u76ee\u76db\u3082\u8868\u793a<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">minorticks_on<\/span><span class=\"p\">()<\/span>\r\n<span class=\"c1\"># \u526f\u76ee\u76db\u306b\u306f grid \u3092\u3064\u3051\u306a\u3044<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">(<\/span><span class=\"kc\">False<\/span><span class=\"p\">,<\/span> <span class=\"n\">which<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"minor\"<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># \u526f\u76ee\u76db\u306e\u523b\u307f\u5e45\u306f\u81ea\u52d5\u3067\u3064\u304f\u304c\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef<\/span>\r\n<span class=\"c1\"># x \u306e\u526f\u76ee\u76db\u306f 0.1\u03c0 \u3054\u3068\u306b<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.1<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span><span class=\"o\">*<\/span><span class=\"n\">Pi<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">11<\/span><span class=\"p\">)],<\/span> <span class=\"n\">minor<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\r\n<span class=\"c1\"># y \u306e\u526f\u76ee\u76db\u306f 0.1 \u3054\u3068\u306b<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_yticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.1<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">11<\/span><span class=\"p\">)],<\/span> <span class=\"n\">minor<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>;\r\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_svg output_subarea \">\n<p><!--?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?--><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-5788\" src=\"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-content\/uploads\/sites\/76\/spbax04-2.svg\" alt=\"\" width=\"640\" height=\"427\" \/><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"prompt input_prompt\"><\/div>\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3 id=\"x-\u8ef8,-y-\u8ef8\u306e\u8868\u793a\">x \u8ef8, y \u8ef8\u306e\u8868\u793a<\/h3>\n<p>$x$ \u8ef8\uff08$y = 0$\uff09\u3068 $y$ \u8ef8\uff08$x = 0$\uff09\u3092 <code>axhline()<\/code> \u3068 <code>axvline()<\/code> \u3092\u4f7f\u3063\u3066\u8868\u793a\u3055\u305b\u308b\u3002\u901a\u5e38\u306e\u30b0\u30ea\u30c3\u30c9\u3068\u533a\u5225\u3059\u308b\u305f\u3081\u306b\u9ed2\u8272\u3067\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In\u00a0[8]:<\/div>\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"n\">p<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">sin<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">),<\/span> <span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"o\">-<\/span><span class=\"n\">pi<\/span><span class=\"p\">,<\/span> <span class=\"n\">pi<\/span><span class=\"p\">),<\/span> <span class=\"n\">ylabel<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"sin x\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">show<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">p<\/span><span class=\"o\">.<\/span><span class=\"n\">ax<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.5<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span><span class=\"o\">*<\/span><span class=\"n\">Pi<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)])<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xticklabels<\/span><span class=\"p\">([<\/span><span class=\"s2\">\"$-\\pi$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$-\\pi\/2$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$0$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$\\pi\/2$\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"$\\pi$\"<\/span><span class=\"p\">])<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_yticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.5<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)]);<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">(<\/span><span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">which<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"major\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"lightgray\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">dashes<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">),<\/span> <span class=\"n\">linewidth<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.5<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">minorticks_on<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">(<\/span><span class=\"kc\">False<\/span><span class=\"p\">,<\/span> <span class=\"n\">which<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"minor\"<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.1<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span><span class=\"o\">*<\/span><span class=\"n\">Pi<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">11<\/span><span class=\"p\">)],<\/span> <span class=\"n\">minor<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_yticks<\/span><span class=\"p\">([<\/span><span class=\"mf\">0.1<\/span><span class=\"o\">*<\/span><span class=\"n\">i<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">11<\/span><span class=\"p\">)],<\/span> <span class=\"n\">minor<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"c1\"># x\u8ef8 y\u8ef8<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">axhline<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s1\">'black'<\/span><span class=\"p\">,<\/span> <span class=\"n\">dashes<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">),<\/span> <span class=\"n\">linewidth<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.5<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">axvline<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s1\">'black'<\/span><span class=\"p\">,<\/span> <span class=\"n\">dashes<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">),<\/span> <span class=\"n\">linewidth<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.5<\/span><span class=\"p\">);<\/span>\r\n<span class=\"n\">p<\/span><span class=\"o\">.<\/span><span class=\"n\">save<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"spbax05.svg\"<\/span><span class=\"p\">);<\/span>\r\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_svg output_subarea \">\n<p><!--?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?--><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-5789\" src=\"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-content\/uploads\/sites\/76\/spbax05-2.svg\" alt=\"\" width=\"640\" height=\"427\" \/><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"prompt input_prompt\"><\/div>\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3 id=\"\u53c2\u8003\uff1aLocater,-Formatter-\u3092\u4f7f\u3063\u305f-ticks-\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\">\u53c2\u8003\uff1aLocater, Formatter \u3092\u4f7f\u3063\u305f ticks \u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/h3>\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306b <code>matplotlib.ticker<\/code> \u3092 import \u3057\uff0c<code>MultipleLocator()<\/code> \u3084 <code>FormatStrFormatter()<\/code> \u3092\u4f7f\u3063\u3066\u76ee\u76db\u30fb\u30e9\u30d9\u30eb\u306e\u8a2d\u5b9a\u304c\u3067\u304d\u308b\u3002<\/p>\n<p>\u305f\u3060\u3057\uff0c$x = 3.1415&#8230;$ \u306e\u3068\u3053\u308d\u306b $\\pi$ \u3068\u30e9\u30d9\u30eb\u3092\u3064\u3051\u308b\u305f\u3081\u306b\u306f\u5c11\u3057\u5de5\u592b\u304c\u3044\u308b\u3002\u4ee5\u4e0b\u3067\u306f $x = 1$ \u306e\u3068\u3053\u308d\u306b $\\pi$ \u3068\u30e9\u30d9\u30eb\u3092\u3064\u3051\u3066\u3044\u308b\u3002$y = \\sin \\pi x$ \u3068\u3057\u3066\u3044\u308b\u306e\u3067\uff0c\u5b9f\u52b9\u7684\u306b\u306f $x = 1$ \u306e\u3068\u304d\u306f $ y = \\sin \\pi$ \u306e\u5024\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u3060\u304c&#8230;<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"prompt input_prompt\">In\u00a0[9]:<\/div>\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\" highlight hl-ipython3\">\n<pre><span class=\"kn\">import<\/span> <span class=\"nn\">matplotlib.ticker<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">tck<\/span>\r\n\r\n<span class=\"c1\"># sin \u306e\u5f15\u6570\u306b \u03c0 \u3092\u304b\u3051\uff0cx \u306e\u7bc4\u56f2\u3092 -1 \u304b\u3089 1 \u306b<\/span>\r\n<span class=\"n\">p<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">sin<\/span><span class=\"p\">(<\/span><span class=\"n\">pi<\/span><span class=\"o\">*<\/span><span class=\"n\">x<\/span><span class=\"p\">),<\/span> <span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">),<\/span> <span class=\"n\">ylabel<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"sin x\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">show<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">p<\/span><span class=\"o\">.<\/span><span class=\"n\">ax<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">(<\/span><span class=\"kc\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">which<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"major\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"lightgray\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">dashes<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">),<\/span> <span class=\"n\">linewidth<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.5<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">axhline<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s1\">'black'<\/span><span class=\"p\">,<\/span> <span class=\"n\">dashes<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">),<\/span> <span class=\"n\">linewidth<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.5<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">axvline<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s1\">'black'<\/span><span class=\"p\">,<\/span> <span class=\"n\">dashes<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">),<\/span> <span class=\"n\">linewidth<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.5<\/span><span class=\"p\">);<\/span>\r\n\r\n<span class=\"c1\"># x \u306e\u4e3b\u76ee\u76db\u3092 0.5\u03c0 \u3054\u3068\u306b<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">xaxis<\/span><span class=\"o\">.<\/span><span class=\"n\">set_major_locator<\/span><span class=\"p\">(<\/span><span class=\"n\">tck<\/span><span class=\"o\">.<\/span><span class=\"n\">MultipleLocator<\/span><span class=\"p\">(<\/span><span class=\"mf\">0.5<\/span><span class=\"p\">))<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">xaxis<\/span><span class=\"o\">.<\/span><span class=\"n\">set_major_formatter<\/span><span class=\"p\">(<\/span><span class=\"n\">tck<\/span><span class=\"o\">.<\/span><span class=\"n\">FormatStrFormatter<\/span><span class=\"p\">(<\/span><span class=\"s1\">'<\/span><span class=\"si\">%g<\/span><span class=\"s1\"> $\\pi$'<\/span><span class=\"p\">))<\/span>\r\n<span class=\"c1\"># y \u306e\u4e3b\u76ee\u76db\u3092 0.5 \u3054\u3068\u306b<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">yaxis<\/span><span class=\"o\">.<\/span><span class=\"n\">set_major_locator<\/span><span class=\"p\">(<\/span><span class=\"n\">tck<\/span><span class=\"o\">.<\/span><span class=\"n\">MultipleLocator<\/span><span class=\"p\">(<\/span><span class=\"mf\">0.5<\/span><span class=\"p\">));<\/span>\r\n\r\n<span class=\"c1\"># \u526f\u76ee\u76db\u3082\u8868\u793a<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">minorticks_on<\/span><span class=\"p\">()<\/span>\r\n<span class=\"c1\"># x \u8ef8\u306e\u526f\u76ee\u76db\u306f 0.1 \u3054\u3068\u306b<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">xaxis<\/span><span class=\"o\">.<\/span><span class=\"n\">set_minor_locator<\/span><span class=\"p\">(<\/span><span class=\"n\">tck<\/span><span class=\"o\">.<\/span><span class=\"n\">MultipleLocator<\/span><span class=\"p\">(<\/span><span class=\"mf\">0.1<\/span><span class=\"p\">))<\/span>\r\n<span class=\"c1\"># y \u8ef8\u306e\u526f\u76ee\u76db\u306f 0.1 \u3054\u3068\u306b<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">yaxis<\/span><span class=\"o\">.<\/span><span class=\"n\">set_minor_locator<\/span><span class=\"p\">(<\/span><span class=\"n\">tck<\/span><span class=\"o\">.<\/span><span class=\"n\">MultipleLocator<\/span><span class=\"p\">(<\/span><span class=\"mf\">0.1<\/span><span class=\"p\">))<\/span>\r\n<span class=\"c1\"># \u526f\u76ee\u76db\u306b\u306f grid \u3092\u3064\u3051\u306a\u3044<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">grid<\/span><span class=\"p\">(<\/span><span class=\"kc\">False<\/span><span class=\"p\">,<\/span> <span class=\"n\">which<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"minor\"<\/span><span class=\"p\">);<\/span>\r\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_svg output_subarea \">\n<p><!--?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?--><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-5790\" src=\"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-content\/uploads\/sites\/76\/spbax06-2.svg\" alt=\"\" width=\"640\" height=\"427\" \/><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u65e6 SymPy Plotting Backends \u3067 p = plot() \u306a\u3069\u3068\u3057\u3066\u30d7\u30ed\u30c3\u30c8\u3057\u305f\u3089\uff0c\u3042\u3068\u306f ax = p.ax \u3068\u3057\u3066 ax \u306b\u5bfe\u3057\u3066\u901a\u5e38\u3069\u304a\u308a\u306e Matplotlib \u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u8a2d\u5b9a\u3092\u3057\u3066\u3044\u3051\u3070\u3088\u3044\u3068\u3044\u3046\u8a71\u3002<\/p>\n<p>SymPy \u306f\u95a2\u6570\u3092 symbolic expression \u306e\u307e\u307e\u3067\u30b0\u30e9\u30d5\u306b\u3067\u304d\u308b\u306e\u3067\uff0cNumPy \u306b\u305f\u3088\u3089\u306a\u3044\u3068\u3044\u3046\u65b9\u91dd\u3067\u3084\u3063\u3066\u307f\u308b\u3002<\/p><p><a class=\"more-link btn\" href=\"https:\/\/home.hirosaki-u.ac.jp\/relativity\/5736\/\">\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":33,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[13,12],"tags":[],"class_list":["post-5736","post","type-post","status-publish","format-standard","hentry","category-matplotlib","category-sympy","nodate","item-wrap"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-json\/wp\/v2\/posts\/5736","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-json\/wp\/v2\/users\/33"}],"replies":[{"embeddable":true,"href":"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-json\/wp\/v2\/comments?post=5736"}],"version-history":[{"count":6,"href":"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-json\/wp\/v2\/posts\/5736\/revisions"}],"predecessor-version":[{"id":5792,"href":"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-json\/wp\/v2\/posts\/5736\/revisions\/5792"}],"wp:attachment":[{"href":"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-json\/wp\/v2\/media?parent=5736"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-json\/wp\/v2\/categories?post=5736"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/home.hirosaki-u.ac.jp\/relativity\/wp-json\/wp\/v2\/tags?post=5736"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}