{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Basics of plotting (matplotlibを用いた描画の基本)\n", "\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## plotの基本\n", "\n", " - プロットライブラリmatplotlibの中のpyplotを利用\n", " - x,yの値をそれぞれリスト(1次元配列)として生成\n", " - pyplotのplot関数の引数にx,yを与える\n", " - 画面への出力関数showを実行\n", "\n", "【注】\n", "\n", "最初にpyplotの関数利用を体験し、次にオブジェクト指向型の使い方を説明する。それぞれ異なった関数名があるので混乱しやすいが、このような複数のスタイルがあることを認識していれば慣れやすいと思う。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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