{"id":5276,"date":"2026-04-28T14:10:00","date_gmt":"2026-04-28T05:10:00","guid":{"rendered":"https:\/\/www.ktech.biz\/jp\/?p=5276"},"modified":"2026-05-09T11:57:10","modified_gmt":"2026-05-09T02:57:10","slug":"xlpack-py-mpl-ex3","status":"publish","type":"post","link":"https:\/\/www.ktech.biz\/jp\/manual2\/xlpack-py-mpl-ex3\/","title":{"rendered":"XLPack for Python \u304a\u3088\u3073 XLPack for Matplotlib \u306e\u4f7f\u7528\u4f8b (3) \u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3 (\u30a2\u30ec\u30f3\u30b9\u30c8\u30fc\u30d5\u8ecc\u9053)"},"content":{"rendered":"\n\u8cea\u91cf\u304c \\(\\mu\\) \u3068 \\(\\mu&#8217; (= 1 &#8211; \\mu)\\) \u306e2\u3064\u306e\u5929\u4f53\u304c\u5e73\u9762\u5185\u56de\u8ee2\u904b\u52d5\u3092\u3057\u3066\u304a\u308a, \u305d\u306e2\u3064\u306b\u6bd4\u3079\u3066\u8cea\u91cf\u304c\u7121\u8996\u3067\u304d\u308b\u7b2c3\u306e\u7269\u4f53\u304c\u540c\u4e00\u5e73\u9762\u5185\u3092\u904b\u52d5\u3059\u308b\u3082\u306e\u3068\u3057\u307e\u3059. \u305d\u306e\u65b9\u7a0b\u5f0f\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059 (\u53c2\u8003\u6587\u732e: E. Hairer, \u4ed6\u300c\u5e38\u5fae\u5206\u65b9\u7a0b\u5f0f\u306e\u6570\u5024\u89e3\u6cd5 I\u300d(2007) \u30b7\u30e5\u30d7\u30ea\u30f3\u30ac\u30fc\u30fb\u30b8\u30e3\u30d1\u30f3).<br \/>\n\\[<br \/>\n\\begin{align}<br \/>\n&#038; y_1&#8221; = y_1 + 2y_2&#8242; &#8211; \\mu'(y_1 + \\mu)\/D_1 &#8211; \\mu(y_1 &#8211; \\mu&#8217;)\/D_2 \\\\<br \/>\n&#038; y_2&#8221; = y_2 &#8211; 2y_1&#8242; &#8211; \\mu&#8217;y_2\/D_1 &#8211; \\mu y_2\/D_2 \\\\<br \/>\n&#038; \u305f\u3060\u3057, \\\\<br \/>\n&#038; D_1 = ((y_1 + \\mu)^2 + y_2^2)^{3\/2} \\\\<br \/>\n&#038; D_2 = ((y_1 &#8211; \\mu&#8217;)^2 + y_2^2)^{3\/2} \\\\<br \/>\n&#038; \\mu = 0.012277471, \\mu&#8217; = 1 &#8211; \\mu \\\\<br \/>\n\\end{align}<br \/>\n\\]\n\u6b21\u306e\u521d\u671f\u5024\u3092\u7528\u3044\u308b\u3068, \\(t = 17.0652165601579625588917206249\\) \u3067\u5468\u671f\u89e3\u3068\u306a\u308b\u3053\u3068\u304c\u77e5\u3089\u308c\u3066\u3044\u307e\u3059.<br \/>\n\\[<br \/>\n\\begin{align}<br \/>\n&#038; y_1(0) = 0.994, y_1&#8242;(0) = 0 \\\\<br \/>\n&#038; y_2(0) = 0, y_2&#8242;(0) = -2.00158510637908252240537862224 \\\\<br \/>\n\\end{align}<br \/>\n\\]\n\u3053\u308c\u306f\u30a2\u30ec\u30f3\u30b9\u30c8\u30fc\u30d5\u8ecc\u9053\u3068\u3088\u3070\u308c\u3066\u3044\u307e\u3059.<\/p>\n<p>\u3053\u3053\u3067\u306f, 1\u5468\u671f\u5206\u306e\u6570\u5024\u89e3\u3092\u6c42\u3081\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3067\u8868\u793a\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059.<\/p>\n<h2>1. \u5168\u4f53\u306e\u69cb\u6210<\/h2>\n<p>\u30e1\u30a4\u30f3\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059.<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-vb\" data-lang=\"VBA\"><code>Const Tend = 17.065216560158\r\n\r\nSub Main()\r\n    Dim Xt() As Double, Yt() As Double\r\n    Dim Dt As Double, Nt As Long, Info As Long\r\n    Dt = 0.1\r\n    Nt = Int(Tend \/ Dt) + 1\r\n    ReDim Xt(Nt), Yt(Nt)\r\n    Call ODE(Tend, Dt, Nt, Xt(), Yt(), Info)\r\n    Call Animate(Nt, Xt(), Yt(), Dt)\r\nEnd Sub<\/code><\/pre>\n<\/div>\n<p>\u30b5\u30d6\u30eb\u30fc\u30c1\u30f3 ODE() \u306f\u5fae\u5206\u65b9\u7a0b\u5f0f\u306e\u89e3\u3092\u6c42\u3081\u307e\u3059. \u5f97\u3089\u308c\u305f\u89e3\u306f\u30b5\u30d6\u30eb\u30fc\u30c1\u30f3 Animate() \u306b\u3088\u308a\u8868\u793a\u3055\u308c\u307e\u3059. Animate() \u3067\u306f XLPack for Python \u307e\u305f\u306f XLPack for Matplotlib \u3092\u4f7f\u7528\u3057\u3066\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3067\u8868\u793a\u3092\u884c\u3044\u307e\u3059.<\/p>\n<p>\u5b9f\u884c\u7d50\u679c\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059.<\/p>\n<p><video width=\"640\" height=\"480\" controls><source src=\"\/jp\/wp-content\/uploads\/sites\/2\/2026\/04\/Example_Aren.mp4\" type=\"video\/mp4\">Your browser does not support the video tag.<\/video><\/p>\n<h2>2. \u5fae\u5206\u65b9\u7a0b\u5f0f\u306e\u89e3<\/h2>\n<p>\u3053\u306e\u5fae\u5206\u65b9\u7a0b\u5f0f\u306f 2 \u968e\u5e38\u5fae\u5206\u65b9\u7a0b\u5f0f\u306a\u306e\u3067, 1 \u968e\u306e\u9023\u7acb\u5e38\u5fae\u5206\u65b9\u7a0b\u5f0f\u306e\u5f62\u306b\u5909\u6570\u5909\u63db\u3057\u3066 4 \u5143\u306e\u65b9\u7a0b\u5f0f\u306b\u3057\u307e\u3059.<\/p>\n<p>\\[<br \/>\n\\begin{align}<br \/>\n&#038; Y(0) = y_1 \\\\<br \/>\n&#038; Y(1) = y_2 \\\\<br \/>\n&#038; Y(2) = y_1&#8242; \\\\<br \/>\n&#038; Y(3) = y_2&#8242; \\\\<br \/>\n&#038; Y(0)&#8217; = y_1&#8242; = Y(2) \\\\<br \/>\n&#038; Y(1)&#8217; = y_2&#8242; = Y(3) \\\\<br \/>\n&#038; Y(2)&#8217; = y_1&#8221; = Y(0) + 2Y(3) &#8211; \u03bc'(Y(0) + \u03bc)\/D1 &#8211; \u03bc(Y(0) &#8211; \u03bc&#8217;)\/D2 \\\\<br \/>\n&#038; Y(3)&#8217; = y_2&#8221; = Y(1) &#8211; 2Y(2) &#8211; \u03bc&#8217;Y(1)\/D1 &#8211; \u03bcY(1)\/D2 \\\\<br \/>\n\\end{align}<br \/>\n\\]\n<p>\u3053\u308c\u3092 1 \u968e\u306e\u9023\u7acb\u5e38\u5fae\u5206\u65b9\u7a0b\u5f0f\u7528\u306e\u89e3\u6cd5 (XLPack \u306e Derkfa) \u3067\u89e3\u304d\u307e\u3059.<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-vb\" data-lang=\"VBA\"><code>Const Xinit = 0.994\r\n\r\nSub F(N As Long, T As Double, Y() As Double, Yp() As Double)\r\n    Const Mu = 0.012277471, Mup = 1 - Mu\r\n    Dim D1 As Double, D2 As Double\r\n    Yp(0) = Y(2)\r\n    Yp(1) = Y(3)\r\n    D1 = ((Y(0) + Mu) ^ 2 + Y(1) ^ 2) ^ (3# \/ 2#)\r\n    D2 = ((Y(0) - Mup) ^ 2 + Y(1) ^ 2) ^ (3# \/ 2#)\r\n    Yp(2) = Y(0) + 2 * Y(3) - Mup * (Y(0) + Mu) \/ D1 - Mu * (Y(0) - Mup) \/ D2\r\n    Yp(3) = Y(1) - 2 * Y(2) - Mup * Y(1) \/ D1 - Mu * Y(1) \/ D2\r\nEnd Sub\r\n\r\nSub ODE(Tend As Double, Dt As Double, Nt As Long, Xt() As Double, Yt() As Double, Info As Long)\r\n    Const N = 4, Mode = 3, Tol = 0.0000000001 '1.0e-10\r\n    Dim Y(N - 1) As Double, T As Double, Tout As Double\r\n    Dim RTol(0) As Double, ATol(0) As Double, I As Integer\r\n    RTol(0) = Tol\r\n    ATol(0) = Tol\r\n    T = 0\r\n    Y(0) = Xinit: Y(1) = 0: Y(2) = 0: Y(3) = -2.00158510637908\r\n    Info = 0\r\n    Xt(0) = Y(0)\r\n    Yt(0) = Y(1)\r\n    For I = 0 To Nt - 1\r\n        Tout = (I + 1) * Dt\r\n        If Tout > Tend Then Tout = Tend\r\n        Call Derkfa(N, AddressOf F, T, Y(), Tout, Tend, RTol(), ATol(), Mode, Info)\r\n        If Info < 0 Or Info > 10 Then Exit Sub\r\n        Xt(I + 1) = Y(0)\r\n        Yt(I + 1) = Y(1)\r\n    Next\r\nEnd Sub<\/code><\/pre>\n<\/div>\n<p>\u5f97\u3089\u308c\u305f\u89e3\u306f, Xt(), Yt() \u306b\u4fdd\u5b58\u3057\u307e\u3059.<\/p>\n<h2>3. \u89e3\u306e\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u8868\u793a<\/h2>\n<p>\u5f97\u3089\u308c\u305f\u89e3\u3092 \u8868\u793a\u3059\u308b Python \u306e\u30b3\u30fc\u30c9\u3092 XLPack for Python \u3092\u4f7f\u3063\u3066\u76f4\u63a5\u8a18\u8ff0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059.<\/p>\n<p>\u914d\u5217\u30c7\u30fc\u30bf\u306f\u305d\u306e\u307e\u307e\u6e21\u3059\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u306e\u3067, \u3044\u3063\u305f\u3093\u30ef\u30fc\u30af\u30b7\u30fc\u30c8\u306b\u66f8\u304d\u51fa\u3057\u3066\u304b\u3089 Python \u5074\u3067 xlc_get() \u3092\u4f7f\u3063\u3066\u8aad\u307f\u8fbc\u3093\u3067\u3044\u307e\u3059.<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-vb\" data-lang=\"VBA\"><code>Sub Animate(Nt As Long, Xt() As Double, Yt() As Double, Dt As Double)\r\n    Const Col = 2, Row = 6\r\n    Dim I As Long\r\n    For I = 0 To Nt\r\n        Cells(Row + I, Col) = Xt(I)\r\n        Cells(Row + I, Col + 1) = Yt(I)\r\n    Next\r\n    '-- Python codes\r\n    PY \"import matplotlib.pyplot as plt\"\r\n    PY \"import matplotlib.animation as animation\"\r\n    PY \"from XLPackPy import *\"\r\n    PY \"fig = plt.figure()\"\r\n    PY \"ax = fig.gca()\"\r\n    PY \"ax.grid()\"\r\n    PY \"ax.plot(0, 0, '-o', color = 'orange')\"\r\n    PY \"ax.plot(1, 0, '-o', color = 'yellow')\"\r\n    PY \"ax.set_xlim(-1.5, 1.5)\"\r\n    PY \"ax.set_ylim(-1.5, 1.5)\"\r\n    PY \"xt = xlc_get(5, 1,\" + Str(5 + Nt) + \")\"\r\n    PY \"yt = xlc_get(5, 2,\" + Str(5 + Nt) + \")\"\r\n    PY \"xtrace = []; ytrace = []; artist = []\"\r\n    PY \"for i in range(len(xt)):\" + vbNewLine + _\r\n        \"  a_x = [xt[i]]; a_y = [yt[i]]\" + vbNewLine + _\r\n        \"  a, = ax.plot(a_x, a_y, 'o-', color = 'b')\" + vbNewLine + _\r\n        \"  xtrace.append(xt[i]); ytrace.append(yt[i])\" + vbNewLine + _\r\n        \"  trace, = ax.plot(xtrace, ytrace, ':c', lw=1)\" + vbNewLine + _\r\n        \"  artist.append((a, trace))\"\r\n    PY \"anim = animation.ArtistAnimation(fig, artist, interval = 100, blit = True, repeat = False)\"\r\n    PY \"plt.show()\"\r\nEnd Sub<\/code><\/pre>\n<\/div>\n<p>XLPack for Matplotlib \u3092\u4f7f\u3046\u3068\u540c\u3058\u51e6\u7406\u3092\u5168\u3066 VBA \u3067\u8a18\u8ff0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059. \u5185\u90e8\u7684\u306b\u306f Python \u3092\u547c\u3073\u51fa\u3057\u3066\u51e6\u7406\u3057\u307e\u3059.<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-vb\" data-lang=\"VBA\"><code>Dim Plt As New PyPlot\r\nDim Animation As New Animation\r\n\r\nSub Animate(Nt As Long, Xt() As Double, Yt() As Double, Dt As Double)\r\n    Dim Ex(0) As Double, Ey(0) As Double, Mx(0) As Double, My(0) As Double\r\n    Dim X(0) As Double, Y(0) As Double, I As Long\r\n    Dim Fig As Figure, Ax As Axs, Artist() As PyObject\r\n    Dim Emarker As PyObject, Mmarker As PyObject\r\n    Dim Anim As ArtistAnimation\r\n    Ex(0) = 0: Ey(0) = 0\r\n    Mx(0) = Xinit: My(0) = 0\r\n    ReDim Artist(Nt, 1)\r\n    Set Fig = Plt.Figure()\r\n    Set Ax = Fig.Gca()\r\n    Call Ax.Grid\r\n    Call Ax.Set_xlim(-1.5, 1.5)\r\n    Call Ax.Set_ylim(-1.5, 1.5)\r\n    Set Emarker = Ax.Plot(1, Ex(), Ey(), \"\", \"color=orange,marker=o\")\r\n    Set Mmarker = Ax.Plot(1, Mx(), My(), \"\", \"color=yellow,marker=o\")\r\n    For I = 0 To Nt\r\n        X(0) = Xt(I): Y(0) = Yt(I)\r\n        Set Artist(I, 0) = Ax.Plot(1, X(), Y(), \"\", \"color=b,marker=o\")\r\n        Set Artist(I, 1) = Ax.Plot(I + 1, Xt(), Yt(), \":c\", \"lw=1\")\r\n    Next\r\n    Set Anim = Animation.ArtistAnimation(Fig, Nt + 1, 2, Artist(), \"interval =\" + Str(Dt * 1000) + \", repeat = False\")\r\n    Call Plt.Show\r\nEnd Sub<\/code><\/pre>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u8cea\u91cf\u304c \\(\\mu\\) \u3068 \\(\\mu&#8217; (= 1 &#8211; \\mu)\\) \u306e2\u3064\u306e\u5929\u4f53\u304c\u5e73\u9762\u5185\u56de\u8ee2\u904b\u52d5\u3092\u3057\u3066\u304a\u308a, \u305d\u306e2\u3064\u306b\u6bd4\u3079\u3066\u8cea\u91cf\u304c\u7121\u8996\u3067\u304d\u308b\u7b2c3\u306e\u7269\u4f53\u304c\u540c\u4e00\u5e73\u9762\u5185\u3092\u904b\u52d5\u3059\u308b\u3082\u306e\u3068\u3057\u307e\u3059. \u305d\u306e [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[49],"tags":[],"class_list":["post-5276","post","type-post","status-publish","format-standard","hentry","category-manual2"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u8cea\u91cf\u304c \\(\\mu\\) \u3068 \\(\\mu&#039; (= 1 - \\mu)\\) \u306e2\u3064\u306e\u5929\u4f53\u304c\u5e73\u9762\u5185\u56de\u8ee2\u904b\u52d5\u3092\u3057\u3066\u304a\u308a,\" \/>\n\t<meta name=\"robots\" content=\"max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n\t<meta name=\"author\" content=\"Administrator\"\/>\n\t<meta name=\"google-site-verification\" content=\"5PEQMQVhF0wv5i-xMYW9a3HzuBwixzVduoR2arr5UDM\" \/>\n\t<meta name=\"msvalidate.01\" content=\"EEB9704E04960338720AEA89E77E749F\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.ktech.biz\/jp\/manual2\/xlpack-py-mpl-ex3\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.8\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/manual2\\\/xlpack-py-mpl-ex3\\\/#article\",\"name\":\"XLPack for Python \\u304a\\u3088\\u3073 XLPack for Matplotlib \\u306e\\u4f7f\\u7528\\u4f8b (3) \\u30a2\\u30cb\\u30e1\\u30fc\\u30b7\\u30e7\\u30f3 (\\u30a2\\u30ec\\u30f3\\u30b9\\u30c8\\u30fc\\u30d5\\u8ecc\\u9053) | K \\u30c6\\u30af\\u30ce\\u30ed\\u30b8\\u30fc\",\"headline\":\"XLPack for Python \\u304a\\u3088\\u3073 XLPack for Matplotlib \\u306e\\u4f7f\\u7528\\u4f8b (3) \\u30a2\\u30cb\\u30e1\\u30fc\\u30b7\\u30e7\\u30f3 (\\u30a2\\u30ec\\u30f3\\u30b9\\u30c8\\u30fc\\u30d5\\u8ecc\\u9053)\",\"author\":{\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/author\\\/wadmin\\\/#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/#organization\"},\"datePublished\":\"2026-04-28T14:10:00+09:00\",\"dateModified\":\"2026-05-09T11:57:10+09:00\",\"inLanguage\":\"ja\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/manual2\\\/xlpack-py-mpl-ex3\\\/#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/manual2\\\/xlpack-py-mpl-ex3\\\/#webpage\"},\"articleSection\":\"\\u30de\\u30cb\\u30e5\\u30a2\\u30eb2\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/manual2\\\/xlpack-py-mpl-ex3\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.ktech.biz\\\/jp\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/category\\\/manual2\\\/#listItem\",\"name\":\"\\u30de\\u30cb\\u30e5\\u30a2\\u30eb2\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/category\\\/manual2\\\/#listItem\",\"position\":2,\"name\":\"\\u30de\\u30cb\\u30e5\\u30a2\\u30eb2\",\"item\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/category\\\/manual2\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/manual2\\\/xlpack-py-mpl-ex3\\\/#listItem\",\"name\":\"XLPack for Python \\u304a\\u3088\\u3073 XLPack for Matplotlib \\u306e\\u4f7f\\u7528\\u4f8b (3) \\u30a2\\u30cb\\u30e1\\u30fc\\u30b7\\u30e7\\u30f3 (\\u30a2\\u30ec\\u30f3\\u30b9\\u30c8\\u30fc\\u30d5\\u8ecc\\u9053)\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/manual2\\\/xlpack-py-mpl-ex3\\\/#listItem\",\"position\":3,\"name\":\"XLPack for Python \\u304a\\u3088\\u3073 XLPack for Matplotlib \\u306e\\u4f7f\\u7528\\u4f8b (3) \\u30a2\\u30cb\\u30e1\\u30fc\\u30b7\\u30e7\\u30f3 (\\u30a2\\u30ec\\u30f3\\u30b9\\u30c8\\u30fc\\u30d5\\u8ecc\\u9053)\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/category\\\/manual2\\\/#listItem\",\"name\":\"\\u30de\\u30cb\\u30e5\\u30a2\\u30eb2\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/#organization\",\"name\":\"K \\u30c6\\u30af\\u30ce\\u30ed\\u30b8\\u30fc\",\"description\":\"Excel\\u3067\\u672c\\u683c\\u7684\\u306a\\u6570\\u5024\\u8a08\\u7b97\\u304c\\u3067\\u304d\\u308b\\uff01\",\"url\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/author\\\/wadmin\\\/#author\",\"url\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/author\\\/wadmin\\\/\",\"name\":\"Administrator\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/manual2\\\/xlpack-py-mpl-ex3\\\/#authorImage\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/ba306ded26254eaa30f5f7d0a9a3a1555a04b1f34069c8d4ebf8c40646da82c4?s=96&d=mm&r=g\",\"width\":96,\"height\":96,\"caption\":\"Administrator\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/manual2\\\/xlpack-py-mpl-ex3\\\/#webpage\",\"url\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/manual2\\\/xlpack-py-mpl-ex3\\\/\",\"name\":\"XLPack for Python \\u304a\\u3088\\u3073 XLPack for Matplotlib \\u306e\\u4f7f\\u7528\\u4f8b (3) \\u30a2\\u30cb\\u30e1\\u30fc\\u30b7\\u30e7\\u30f3 (\\u30a2\\u30ec\\u30f3\\u30b9\\u30c8\\u30fc\\u30d5\\u8ecc\\u9053) | K \\u30c6\\u30af\\u30ce\\u30ed\\u30b8\\u30fc\",\"description\":\"\\u8cea\\u91cf\\u304c \\\\(\\\\mu\\\\) \\u3068 \\\\(\\\\mu' (= 1 - \\\\mu)\\\\) \\u306e2\\u3064\\u306e\\u5929\\u4f53\\u304c\\u5e73\\u9762\\u5185\\u56de\\u8ee2\\u904b\\u52d5\\u3092\\u3057\\u3066\\u304a\\u308a,\",\"inLanguage\":\"ja\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/manual2\\\/xlpack-py-mpl-ex3\\\/#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/author\\\/wadmin\\\/#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/author\\\/wadmin\\\/#author\"},\"datePublished\":\"2026-04-28T14:10:00+09:00\",\"dateModified\":\"2026-05-09T11:57:10+09:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/#website\",\"url\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/\",\"name\":\"K \\u30c6\\u30af\\u30ce\\u30ed\\u30b8\\u30fc\",\"description\":\"Excel\\u3067\\u672c\\u683c\\u7684\\u306a\\u6570\\u5024\\u8a08\\u7b97\\u304c\\u3067\\u304d\\u308b\\uff01\",\"inLanguage\":\"ja\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.ktech.biz\\\/jp\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"XLPack for Python \u304a\u3088\u3073 XLPack for Matplotlib \u306e\u4f7f\u7528\u4f8b (3) \u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3 (\u30a2\u30ec\u30f3\u30b9\u30c8\u30fc\u30d5\u8ecc\u9053) | K \u30c6\u30af\u30ce\u30ed\u30b8\u30fc","description":"\u8cea\u91cf\u304c \\(\\mu\\) \u3068 \\(\\mu' (= 1 - \\mu)\\) \u306e2\u3064\u306e\u5929\u4f53\u304c\u5e73\u9762\u5185\u56de\u8ee2\u904b\u52d5\u3092\u3057\u3066\u304a\u308a,","canonical_url":"https:\/\/www.ktech.biz\/jp\/manual2\/xlpack-py-mpl-ex3\/","robots":"max-snippet:-1, max-image-preview:large, max-video-preview:-1","keywords":"","webmasterTools":{"google-site-verification":"5PEQMQVhF0wv5i-xMYW9a3HzuBwixzVduoR2arr5UDM","msvalidate.01":"EEB9704E04960338720AEA89E77E749F","miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.ktech.biz\/jp\/manual2\/xlpack-py-mpl-ex3\/#article","name":"XLPack for Python \u304a\u3088\u3073 XLPack for Matplotlib \u306e\u4f7f\u7528\u4f8b (3) \u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3 (\u30a2\u30ec\u30f3\u30b9\u30c8\u30fc\u30d5\u8ecc\u9053) | K \u30c6\u30af\u30ce\u30ed\u30b8\u30fc","headline":"XLPack for Python \u304a\u3088\u3073 XLPack for Matplotlib \u306e\u4f7f\u7528\u4f8b (3) \u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3 (\u30a2\u30ec\u30f3\u30b9\u30c8\u30fc\u30d5\u8ecc\u9053)","author":{"@id":"https:\/\/www.ktech.biz\/jp\/author\/wadmin\/#author"},"publisher":{"@id":"https:\/\/www.ktech.biz\/jp\/#organization"},"datePublished":"2026-04-28T14:10:00+09:00","dateModified":"2026-05-09T11:57:10+09:00","inLanguage":"ja","mainEntityOfPage":{"@id":"https:\/\/www.ktech.biz\/jp\/manual2\/xlpack-py-mpl-ex3\/#webpage"},"isPartOf":{"@id":"https:\/\/www.ktech.biz\/jp\/manual2\/xlpack-py-mpl-ex3\/#webpage"},"articleSection":"\u30de\u30cb\u30e5\u30a2\u30eb2"},{"@type":"BreadcrumbList","@id":"https:\/\/www.ktech.biz\/jp\/manual2\/xlpack-py-mpl-ex3\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/www.ktech.biz\/jp#listItem","position":1,"name":"Home","item":"https:\/\/www.ktech.biz\/jp","nextItem":{"@type":"ListItem","@id":"https:\/\/www.ktech.biz\/jp\/category\/manual2\/#listItem","name":"\u30de\u30cb\u30e5\u30a2\u30eb2"}},{"@type":"ListItem","@id":"https:\/\/www.ktech.biz\/jp\/category\/manual2\/#listItem","position":2,"name":"\u30de\u30cb\u30e5\u30a2\u30eb2","item":"https:\/\/www.ktech.biz\/jp\/category\/manual2\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.ktech.biz\/jp\/manual2\/xlpack-py-mpl-ex3\/#listItem","name":"XLPack for Python \u304a\u3088\u3073 XLPack for Matplotlib \u306e\u4f7f\u7528\u4f8b (3) \u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3 (\u30a2\u30ec\u30f3\u30b9\u30c8\u30fc\u30d5\u8ecc\u9053)"},"previousItem":{"@type":"ListItem","@id":"https:\/\/www.ktech.biz\/jp#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/www.ktech.biz\/jp\/manual2\/xlpack-py-mpl-ex3\/#listItem","position":3,"name":"XLPack for Python \u304a\u3088\u3073 XLPack for Matplotlib \u306e\u4f7f\u7528\u4f8b (3) \u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3 (\u30a2\u30ec\u30f3\u30b9\u30c8\u30fc\u30d5\u8ecc\u9053)","previousItem":{"@type":"ListItem","@id":"https:\/\/www.ktech.biz\/jp\/category\/manual2\/#listItem","name":"\u30de\u30cb\u30e5\u30a2\u30eb2"}}]},{"@type":"Organization","@id":"https:\/\/www.ktech.biz\/jp\/#organization","name":"K \u30c6\u30af\u30ce\u30ed\u30b8\u30fc","description":"Excel\u3067\u672c\u683c\u7684\u306a\u6570\u5024\u8a08\u7b97\u304c\u3067\u304d\u308b\uff01","url":"https:\/\/www.ktech.biz\/jp\/"},{"@type":"Person","@id":"https:\/\/www.ktech.biz\/jp\/author\/wadmin\/#author","url":"https:\/\/www.ktech.biz\/jp\/author\/wadmin\/","name":"Administrator","image":{"@type":"ImageObject","@id":"https:\/\/www.ktech.biz\/jp\/manual2\/xlpack-py-mpl-ex3\/#authorImage","url":"https:\/\/secure.gravatar.com\/avatar\/ba306ded26254eaa30f5f7d0a9a3a1555a04b1f34069c8d4ebf8c40646da82c4?s=96&d=mm&r=g","width":96,"height":96,"caption":"Administrator"}},{"@type":"WebPage","@id":"https:\/\/www.ktech.biz\/jp\/manual2\/xlpack-py-mpl-ex3\/#webpage","url":"https:\/\/www.ktech.biz\/jp\/manual2\/xlpack-py-mpl-ex3\/","name":"XLPack for Python \u304a\u3088\u3073 XLPack for Matplotlib \u306e\u4f7f\u7528\u4f8b (3) \u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3 (\u30a2\u30ec\u30f3\u30b9\u30c8\u30fc\u30d5\u8ecc\u9053) | K \u30c6\u30af\u30ce\u30ed\u30b8\u30fc","description":"\u8cea\u91cf\u304c \\(\\mu\\) \u3068 \\(\\mu' (= 1 - \\mu)\\) \u306e2\u3064\u306e\u5929\u4f53\u304c\u5e73\u9762\u5185\u56de\u8ee2\u904b\u52d5\u3092\u3057\u3066\u304a\u308a,","inLanguage":"ja","isPartOf":{"@id":"https:\/\/www.ktech.biz\/jp\/#website"},"breadcrumb":{"@id":"https:\/\/www.ktech.biz\/jp\/manual2\/xlpack-py-mpl-ex3\/#breadcrumblist"},"author":{"@id":"https:\/\/www.ktech.biz\/jp\/author\/wadmin\/#author"},"creator":{"@id":"https:\/\/www.ktech.biz\/jp\/author\/wadmin\/#author"},"datePublished":"2026-04-28T14:10:00+09:00","dateModified":"2026-05-09T11:57:10+09:00"},{"@type":"WebSite","@id":"https:\/\/www.ktech.biz\/jp\/#website","url":"https:\/\/www.ktech.biz\/jp\/","name":"K \u30c6\u30af\u30ce\u30ed\u30b8\u30fc","description":"Excel\u3067\u672c\u683c\u7684\u306a\u6570\u5024\u8a08\u7b97\u304c\u3067\u304d\u308b\uff01","inLanguage":"ja","publisher":{"@id":"https:\/\/www.ktech.biz\/jp\/#organization"}}]}},"aioseo_meta_data":{"post_id":"5276","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"Article","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","location":null,"local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":{"faqs":[],"keyPoints":[],"schemas":[],"titles":[],"descriptions":[],"socialPosts":{"email":[],"linkedin":[],"twitter":[],"facebook":[],"instagram":[]}},"created":"2026-04-25 06:54:37","updated":"2026-05-09 02:57:10","seo_analyzer_scan_date":null},"_links":{"self":[{"href":"https:\/\/www.ktech.biz\/jp\/wp-json\/wp\/v2\/posts\/5276","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ktech.biz\/jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ktech.biz\/jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ktech.biz\/jp\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ktech.biz\/jp\/wp-json\/wp\/v2\/comments?post=5276"}],"version-history":[{"count":15,"href":"https:\/\/www.ktech.biz\/jp\/wp-json\/wp\/v2\/posts\/5276\/revisions"}],"predecessor-version":[{"id":5385,"href":"https:\/\/www.ktech.biz\/jp\/wp-json\/wp\/v2\/posts\/5276\/revisions\/5385"}],"wp:attachment":[{"href":"https:\/\/www.ktech.biz\/jp\/wp-json\/wp\/v2\/media?parent=5276"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ktech.biz\/jp\/wp-json\/wp\/v2\/categories?post=5276"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ktech.biz\/jp\/wp-json\/wp\/v2\/tags?post=5276"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}