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令和8年2月21日（土）

⇒#231@グラフ;

📈 鳴き砂のＥＳＲスペクトル　[4ｍｗ・マンガン無]　

231_鳴き砂のＥＳＲスペクトル　[4ｍｗ・マンガン無]　

👨‍🏫 0

import numpy as np
import matplotlib.pyplot as plt

#fig, ax = plt.subplots(figsize=(2.9, 2.1)) 
fig, ax = plt.subplots()

#----------------
#_📈_231_鳴き砂 のＥＳＲスペクトル　[4ｍｗ・マンガン無]　
xy_231 = [(286.8,1118) \
, (286.82442,1118) \
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, (292.95384,810) \
, (292.97826,813) \
, (293.00268,813) \
, (293.02710,810) \
]
z_231 = [list(t) for t in zip(*xy_231)]; x_231 = z_231[0]; y_231 = z_231[1]

ax.scatter(x_231, y_231)
ax.plot(x_231, y_231)
ax.annotate('ID=231' \
, xy=(np.mean(x_231),np.mean(y_231)) \
, xytext=(np.mean(x_231)+ np.std(y_231), np.mean(y_231) + np.std(y_231)) \
, arrowprops=dict(arrowstyle="->"))
#----------------

plt.show()

図 1 . python コード

A4 （210 × 297mm）あるいは少し大きめのレターサイズ（215.9 × 279.4ミリ）が一般的です。 2 カラムとすると 3.34645669291339インチ程度。アスペクトを 4:3にすれば、2.9インチ×2.1インチぐらいの図が論文投稿の図として適切です。

サーバーサイドスクリプト

サーバーサイドでラスタライズ（bmp,jpg,png）しているので、レスポンシブな表示が可能です。サーバーサイドでダイナミックに生成している画像なので、ダウンロードだけでなく、リンクもできます。

クライアントサイドスクリプト

図 3 . canvas 鳴き砂のＥＳＲスペクトル　[4ｍｗ・マンガン無]　

クライアントサイドでラスタライズ（bmp,jpg,png）しているので、レスポンシブな表示が可能です。クライアントサイドでダイナミックに生成している画像なので、ダウンロードはできますが、リンクはできません。

図 4 . google chart APIを使った描画

xmin	286.8
xmax	386.8
ymin	-608.2
ymax	1318.12

286.8,1118 286.82442,1118 286.84884,1133 286.87326,1143 286.89768,1132 286.92210,1127 286.94652,1124 286.97094,1139 286.99536,1119 287.01978,1122 287.04420,1112 287.06862,1101 287.09304,1119 287.11746,1119 287.14188,1107 287.16630,1118 287.19072,1116 287.21514,1112 287.23956,1095 287.26398,1113 287.28840,1128 287.31282,1127 287.33724,1104 287.36166,1114 287.38608,1098 287.41050,1122 287.43492,1095 287.45934,1108 287.48376,1110 287.50818,1106 287.53260,1098 287.55702,1094 287.58144,1103 287.60586,1098 287.63028,1087 287.65470,1089 287.67912,1080 287.70354,1087 287.72796,1071 287.75238,1074 287.77680,1052 287.80122,1058 287.82564,1049 287.85006,1047 287.87448,1046 287.89890,1054 287.92332,1060 287.94774,1052 287.97216,1035 287.99658,1046 288.02100,1048 288.04542,1049 288.06984,1051 288.09426,1053 288.11868,1036 288.14310,1039 288.16752,1041 288.19194,1060 288.21636,1061 288.24078,1030 288.26520,1039 288.28962,1030 288.31404,1025 288.33846,1030 288.36288,1032 288.38730,1028 288.41172,1009 288.43614,1026 288.46056,1021 288.48498,1013 288.50940,1009 288.53382,1010 288.55824,1024 288.58266,1011 288.60708,992 288.63150,1020 288.65592,997 288.68034,1000 288.70476,991 288.72918,1003 288.75360,1001 288.77802,1005 288.80244,1003 288.82686,996 288.85128,982 288.87570,992 288.90012,1004 288.92454,1006 288.94896,1005 288.97338,1001 288.99780,1007 289.02222,995 289.04664,1010 289.07106,1005 289.09548,982 289.11990,981 289.14432,995 289.16874,993 289.19316,978 289.21758,975 289.24200,958 289.26642,960 289.29084,932 289.31526,964 289.33968,935 289.36410,941 289.38852,949 289.41294,970 289.43736,959 289.46178,970 289.48620,971 289.51062,963 289.53504,949 289.55946,959 289.58388,955 289.60830,971 289.63272,966 289.65714,961 289.68156,945 289.70598,943 289.73040,941 289.75482,968 289.77924,937 289.80366,943 289.82808,941 289.85250,953 289.87692,948 289.90134,944 289.92576,941 289.95018,937 289.97460,921 289.99902,952 290.02344,928 290.04786,936 290.07228,929 290.09670,908 290.12112,937 290.14554,936 290.16996,924 290.19438,922 290.21880,916 290.24322,917 290.26764,909 290.29206,919 290.31648,926 290.34090,930 290.36532,925 290.38974,916 290.41416,927 290.43858,929 290.46300,916 290.48742,903 290.51184,904 290.53626,902 290.56068,928 290.58510,926 290.60952,899 290.63394,893 290.65836,913 290.68278,918 290.70720,908 290.73162,904 290.75604,907 290.78046,915 290.80488,896 290.82930,896 290.85372,865 290.87814,880 290.90256,895 290.92698,900 290.95140,897 290.97582,891 291.00024,898 291.02466,899 291.04908,915 291.07350,896 291.09792,892 291.12234,896 291.14676,887 291.17118,875 291.19560,885 291.22002,888 291.24444,869 291.26886,869 291.29328,882 291.31770,871 291.34212,856 291.36654,882 291.39096,882 291.41538,882 291.43980,862 291.46422,879 291.48864,868 291.51306,864 291.53748,843 291.56190,851 291.58632,871 291.61074,857 291.63516,869 291.65958,862 291.68400,869 291.70842,870 291.73284,877 291.75726,869 291.78168,874 291.80610,865 291.83052,880 291.85494,879 291.87936,889 291.90378,896 291.92820,868 291.95262,867 291.97704,867 292.00146,866 292.02588,862 292.05030,861 292.07472,860 292.09914,865 292.12356,846 292.14798,840 292.17240,834 292.19682,841 292.22124,845 292.24566,833 292.27008,847 292.29450,845 292.31892,853 292.34334,850 292.36776,850 292.39218,854 292.41660,858 292.44102,848 292.46544,821 292.48986,842 292.51428,832 292.53870,840 292.56312,813 292.58754,820 292.61196,805 292.63638,816 292.66080,820 292.68522,819 292.70964,820 292.73406,813 292.75848,831 292.78290,813 292.80732,814 292.83174,810 292.85616,819 292.88058,813 292.90500,817 292.92942,835 292.95384,810 292.97826,813 293.00268,813 293.02710,810 293.05152,799 293.07594,807 293.10036,805 293.12478,783 293.14920,784 293.17362,771 293.19804,777 293.22246,789 293.24688,787 293.27130,821 293.29572,808 293.32014,814 293.34456,781 293.36898,783 293.39340,805 293.41782,810 293.44224,821 293.46666,792 293.49108,789 293.51550,795 293.53992,782 293.56434,779 293.58876,784 293.61318,780 293.63760,778 293.66202,775 293.68644,784 293.71086,791 293.73528,789 293.75970,803 293.78412,782 293.80854,779 293.83296,784 293.85738,767 293.88180,775 293.90622,786 293.93064,785 293.95506,783 293.97948,773 294.00390,768 294.02832,775 294.05274,770 294.07716,758 294.10158,766 294.12600,754 294.15042,749 294.17484,749 294.19926,741 294.22368,754 294.24810,719 294.27252,741 294.29694,747 294.32136,736 294.34578,746 294.37020,740 294.39462,735 294.41904,730 294.44346,755 294.46788,751 294.49230,729 294.51672,745 294.54114,759 294.56556,762 294.58998,747 294.61440,752 294.63882,757 294.66324,745 294.68766,728 294.71208,749 294.73650,736 294.76092,727 294.78534,712 294.80976,720 294.83418,745 294.85860,750 294.88302,742 294.90744,726 294.93186,722 294.95628,732 294.98070,741 295.00512,725 295.02954,736 295.05396,741 295.07838,715 295.10280,717 295.12722,688 295.15164,712 295.17606,723 295.20048,713 295.22490,714 295.24932,712 295.27374,698 295.29816,710 295.32258,698 295.34700,700 295.37142,700 295.39584,687 295.42026,699 295.44468,689 295.46910,695 295.49352,696 295.51794,706 295.54236,699 295.56678,708 295.59120,706 295.61562,692 295.64004,697 295.66446,699 295.68888,695 295.71330,712 295.73772,714 295.76214,692 295.78656,698 295.81098,701 295.83540,693 295.85982,692 295.88424,687 295.90866,679 295.93308,691 295.95750,670 295.98192,676 296.00634,665 296.03076,673 296.05518,680 296.07960,669 296.10402,677 296.12844,660 296.15286,672 296.17728,669 296.20170,666 296.22612,669 296.25054,666 296.27496,673 296.29938,657 296.32380,647 296.34822,664 296.37264,668 296.39706,656 296.42148,643 296.44590,645 296.47032,654 296.49474,662 296.51916,663 296.54358,649 296.56800,656 296.59242,647 296.61684,658 296.64126,664 296.66568,662 296.69010,648 296.71452,666 296.73894,652 296.76336,638 296.78778,641 296.81221,630 296.83663,634 296.86105,638 296.88547,646 296.90989,628 296.93431,633 296.95873,634 296.98315,640 297.00757,658 297.03199,654 297.05641,618 297.08083,646 297.10525,619 297.12967,645 297.15409,630 297.17851,645 297.20293,632 297.22735,624 297.25177,623 297.27619,617 297.30061,610 297.32503,603 297.34945,626 297.37387,608 297.39829,601 297.42271,614 297.44713,619 297.47155,623 297.49597,613 297.52039,611 297.54481,629 297.56923,619 297.59365,601 297.61807,612 297.64249,618 297.66691,609 297.69133,612 297.71575,622 297.74017,594 297.76459,585 297.78901,595 297.81343,577 297.83785,594 297.86227,583 297.88669,573 297.91111,592 297.93553,588 297.95995,589 297.98437,579 298.00879,580 298.03321,585 298.05763,591 298.08205,568 298.10647,584 298.13089,574 298.15531,591 298.17973,562 298.20415,568 298.22857,584 298.25299,574 298.27741,584 298.30183,578 298.32625,571 298.35067,578 298.37509,597 298.39951,594 298.42393,579 298.44835,565 298.47277,578 298.49719,582 298.52161,565 298.54603,575 298.57045,557 298.59487,566 298.61929,561 298.64371,559 298.66813,570 298.69255,564 298.71697,571 298.74139,574 298.76581,561 298.79023,557 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図形と関数

数式の例

表 2 . 数式の例

数式	意味	説明

$y = a x + b$	一次関数直線	数に量の意味はありません。変数には、`x`,`y`,`z`のようにアルファベットの後ろの方を使い定数には、`a`,`b`,`c`のようにアルファベットの前の方を使います。デカルト座標系では、図形を表します。座標の数に量を割り当てたものをグラフやチャートと呼びます。
$p V = n R T$	気体の状態方程式 1662～1802	左辺 `pV` が仕事、右辺`nRT`が熱量で、エネルギー収支を表す量方程式です。量方程式なので量を単位で割った数値を代入したり求めたりします。
$E = E^{0} - \frac{R T}{n F} \ln K$	ネルンストの式 1889
$S = k_{B} \ln W$	ボルツマンの式 1877

数式には、インドアラビア数字、ラテン文字、ギリシャ文字、記号など多くの文字が現れます。文字の多くは、数を表現します。量を数で表現している場合もあります。

数式は、量との量の関係を表現しているので、グラフにできます。

数式で数値を求めるときは、量を単位で割ってから代入します。このような数式を量方程式あるいは量式*と言います。単位が指定された数式を数値方程式と言います。単位の定義が変わると数値方程式の係数も変わります。文献に記載された数値方程式を使う場合は、単位の定義がいつのものなのかを確認する必要があります。

コンピュータ上では直接数式を表現できないため、 TeXを使います。 MathMLを使います。

👨‍🏫 数式の表現、量の表現 👨‍🏫 ウルフラムアルファ（WolframAlpha） 👨‍🏫 計算式のページ（フォーム）

<figure>
<img src="https://a.yamagata-u.ac.jp/amenity/Laboratory/xyGraphImage.aspx?id=231" />
<figcaption>
<a href="https://edu.yz.yamagata-u.ac.jp/developer/Asp/Youzan/Laboratory/Plot/Plot_Index.asp">Fig</a> <a href="https://edu.yz.yamagata-u.ac.jp/developer/Asp/Youzan/Laboratory/Plot/@Plot.asp?nxyGraphID=231"> 鳴き砂のＥＳＲスペクトル　[4ｍｗ・マンガン無]　 </a>
<div> </div>
</figcaption>
</figure>

動画、音声及び写真を含む図表等を転載する場合には転載許諾書による同意があった方が無難です。動画、音声及び写真を含む図表等の転載許諾書

https://edu.yz.yamagata-u.ac.jp/developer/Asp/Youzan/Laboratory/Plot/@Plot.asp?nxyGraphID=231

名称：教育用公開ウェブサービス

URL： 🔗 https://edu.yz.yamagata-u.ac.jp/

管理運用：山形大学学術情報基盤センター

🎄🎂🌃🕯🎉

名称：サイバーキャンパス「鷹山」

URL: 🔗 http://amenity.yz.yamagata-u.ac.jp/

管理運用：山形大学データベースアメニティ研究会

〒992-8510 山形県米沢市城南4丁目3-16

名称	グラフ	説明

指数関数		python + matplotlib import numpy as np import math import matplotlib.pyplot as plt xy = [(p, math.exp(p)) for p in \ np.arange(start = - 2, stop = 2, step = 0.1)] z = [list(t) for t in zip(*xy)]; x = z[0]; y = z[1] fig, ax = plt.subplots() ax.plot(x, y) plt.show()
逆ネルンスト		電池の充放電曲線で現れます。
確率曲線
正規分布関数		確率統計で多用されます。品質管理でも大切です。

📈 鳴き砂 のＥＳＲスペクトル [4ｍｗ・マンガン無]

サーバーサイドスクリプト

クライアントサイドスクリプト

図形と関数

数式の例

📈 鳴き砂のＥＳＲスペクトル　[4ｍｗ・マンガン無]　