{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# IPython Notebookの練習" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## はじめに" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "IPython Notebookは、ブラウザ上でインタラクティブにPythonのプログラムを実行できる、ノートのようなものです。\n", "10分で最低限を学びましょう。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## セルについて" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "ノートブックは「セル」から構成されています。この文章が書かれている領域も「セル」のひとつです。\n", "セルにはいくつかの種類があり、この文の領域は「Raw NBConvert」という種類であることが画面上部のツールバーから分かります。\n", "他には「Markdown」「Code」といった種類もあり、Markdown記法のテキストやPythonのコードを挿入することができるようになっています。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "この領域も含めて、見出しや文章では基本的にMarkdown記法のセルを用いています。\n", "[リンク(Markdown-Wikipedia)](https://ja.wikipedia.org/wiki/Markdown)\n", "を挿入したり、*強調*したり、線をひいたり↓といったことが可能です。\n", "\n", "--- " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "「Code」のセルでは、Pythonをその場で実行することができます。\n", "例えば、下のセルにカーソルを合わせた状態でShift-Enter(Shiftキーを押しながらエンターキーを押す)すると、3という数字が表示されると思います。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3\n" ] } ], "source": [ "print 1+2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "それぞれのセルは自由に編集することができます。また、画面上部のInsertから自由に挿入することもできます。\n", "試しに以下のコードを編集したり、新たなセルをつくってみたりしてみましょう。" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello, World! No. 0\n", "Hello, World! No. 1\n", "Hello, World! No. 2\n", "Hello, World! No. 3\n", "Hello, World! No. 4\n", "Hello, World! No. 5\n", "Hello, World! No. 6\n", "Hello, World! No. 7\n", "Hello, World! No. 8\n", "Hello, World! No. 9\n" ] } ], "source": [ "for i in range(10):\n", " print \"Hello, World! No. %d\" % i" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pythonプログラムの実行" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "前節では1+2をprintすることができました。もう少し掘り下げてみましょう。\n", "\n", "ノートブック上では、カーネルを再起動(ツールバーの更新マークから可能)するまでは変数等が保存されます。\n", "例えば、以下のようにimport, 変数定義をしたコード上でShift-Enterしてみましょう。" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import math\n", "a= 1\n", "# この時点でmathがimportされ、aに1が代入されている" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "以下を実行(Shift-Enter)すると、importと変数定義がしっかりなされていることがわかりますね。" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.14159265359\n", "1\n" ] } ], "source": [ "print math.pi\n", "print a" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 画像の挿入" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "以下のようにして画像を挿入することもできます。" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/jpeg": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import display, Image\n", "display(Image(filename=\"fig1.jpg\"))\n", "display(Image(filename=\"fig2.jpg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## グラフの挿入(Matplotlib)\n", "グラフを挿入するにはmatplotlibが必要です。以下のプログラムでは数値計算ライブラリのnumpyも使用しています。\n", "\n", "インストール方法は[matplotlib公式サイト](http://matplotlib.org/users/installing.html), [numpy公式サイト](http://www.scipy.org/scipylib/download.html)参照。" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KG9jLLEfsG8gokR+kJr8C6q5tgRnnFYpuK3zFY05iZyRrcRKDsgeZgZQ7NxhC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BhC8s8TMM+QPhdvnhFNwfsYyX0cbqKed2VI5u+CZbUF8a8u6axU5ZhjWpxRAsjhA241DAA8T++Z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\n8zOIOQQGc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "random_data = np.random.randn(100, 100)\n", "plt.imshow(random_data, interpolation='none')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## その他参考になりそうなこと\n", "* [公式サイト](http://ipython.org/index.html\"\")\n", "* プログラムを中断したいときは通常ならCtrl-Cを実行しますが、IPython Notebook上ではツールバーの停止マーク■を使います。\n", "* Pythonのコードの左横に「In [(数字)]:」というように実行順が表示されています。この数字部分が*になっている間はプログラムの実行中です。 \n", "* ショートカットは[こちら](https://ipython.org/ipython-doc/1/interactive/notebook.html#keyboard-shortcuts\"Keyboard-shortcuts\")を参照" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }