{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# データをグラフで視覚化する" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## デカルト座標平面を理解する" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## リストとタプルの操作" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "..\n", "----------------------------------------------------------------------\n", "Ran 2 tests in 0.001s\n", "\n", "OK\n" ] } ], "source": [ "import unittest\n", "\n", "\n", "class TestListTuple(unittest.TestCase):\n", " def test_01(self):\n", " simplelist = [1,2,3]\n", " self.assertEqual(simplelist[0],1)\n", " self.assertEqual(simplelist[1],2)\n", " self.assertEqual(simplelist[2],3)\n", " \n", " def test_02(self):\n", " stringList = ['a string', 'b string', 'c string']\n", " self.assertEqual(stringList[0], 'a string')\n", " self.assertEqual(stringList[1], 'b string')\n", "\n", "\n", "if __name__ == '__main__':\n", " unittest.main(argv=['first-arg-is-ignored'], exit=False)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### リストやタプルで繰り返す" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "1\n", "2\n", "3\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "----------------------------------------------------------------------\n", "Ran 1 test in 0.001s\n", "\n", "OK\n" ] } ], "source": [ "import unittest\n", "\n", "class TestForin(unittest.TestCase):\n", " \n", " def test_01(self):\n", " l = [1, 2, 3]\n", " for item in l:\n", " print(item)\n", " self.assertIn(item, [1, 2, 3])\n", "\n", "\n", "if __name__ == '__main__':\n", " unittest.main(argv=['first-arg-is-ignored'], exit=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## matplotlibでグラフを作る" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "x_numbers = [1, 2, 3]\n", "y_numbers = [2, 4, 6]\n", "plt.plot(x_numbers, y_numbers)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### グラフで点を作る" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "x_numbers = [1, 2, 3]\n", "y_numbers = [2, 4, 6]\n", "plt.plot(x_numbers, y_numbers, 'o')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ニューヨーク市の年間平均気温をグラフ化する" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "nyc_temp = [53.9, 56.3, 56.4, 53.4, 54.5, 55.8, 56.8, 55.0, 55.3, 54.0, 56.7, 56.4, 57.3]\n", "plt.plot(nyc_temp, marker='o')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "nyc_temp = [53.9, 56.3, 56.4, 53.4, 54.5, 55.8, 56.8, 55.0, 55.3, 54.0, 56.7, 56.4, 57.3]\n", "years = range(2000, 2013)\n", "plt.plot(years,nyc_temp, marker='o')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ニューヨーク市の月間気温傾向を比較する" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "nyc_temp_2000 = [31.3, 37.3, 47.2, 51.0, 63.5, 71.3, 72.3, 72.7, 66.0, 57.0, 45.3, 31.1]\n", "nyc_temp_2006 = [40.9, 35.7, 43.1, 55.7, 63.1, 71.0, 77.9, 75.8, 66.6, 56.2, 51.9, 43.6]\n", "nyc_temp_2012 = [37.3, 40.9, 50.9, 54.8, 65.1, 71.0, 78.8, 76.7, 68.8, 58.0, 43.9, 41.5]\n", "months = range(1, 13)\n", "plt.plot(months, nyc_temp_2000, months, nyc_temp_2006, months, nyc_temp_2012)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "nyc_temp_2000 = [31.3, 37.3, 47.2, 51.0, 63.5, 71.3, 72.3, 72.7, 66.0, 57.0, 45.3, 31.1]\n", "nyc_temp_2006 = [40.9, 35.7, 43.1, 55.7, 63.1, 71.0, 77.9, 75.8, 66.6, 56.2, 51.9, 43.6]\n", "nyc_temp_2012 = [37.3, 40.9, 50.9, 54.8, 65.1, 71.0, 78.8, 76.7, 68.8, 58.0, 43.9, 41.5]\n", "months = range(1, 13)\n", "plt.plot(months, nyc_temp_2000, months, nyc_temp_2006, months, nyc_temp_2012)\n", "plt.legend([2000, 2006, 2012])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### グラフのカスタマイズ" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 題名と説明ラベルを追加する" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "nyc_temp_2000 = [31.3, 37.3, 47.2, 51.0, 63.5, 71.3, 72.3, 72.7, 66.0, 57.0, 45.3, 31.1]\n", "nyc_temp_2006 = [40.9, 35.7, 43.1, 55.7, 63.1, 71.0, 77.9, 75.8, 66.6, 56.2, 51.9, 43.6]\n", "nyc_temp_2012 = [37.3, 40.9, 50.9, 54.8, 65.1, 71.0, 78.8, 76.7, 68.8, 58.0, 43.9, 41.5]\n", "months = range(1, 13)\n", "plt.plot(months, nyc_temp_2000, months, nyc_temp_2006, months, nyc_temp_2012)\n", "plt.title('Average monthly temperature in NYC')\n", "plt.xlabel('Month')\n", "plt.ylabel('Temperature')\n", "plt.legend([2000, 2006, 2012])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 軸のカスタマイズ" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "nyc_temp = [53.9, 56.3, 56.4, 53.4, 54.5, 55.8, 56.8, 55.0, 55.3, 54.0, 56.7, 56.4, 57.3]\n", "plt.plot(nyc_temp, marker='o')\n", "plt.axis(ymin=0)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### pyplotを使ってプロットする" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "\n", "\"\"\"\n", "pyplotを使った簡単なプロット\n", "\"\"\"\n", "def create_graph():\n", " x_numbers = [1, 2, 3]\n", " y_numbers = [2, 4, 6]\n", " plt.plot(x_numbers, y_numbers)\n", " plt.show()\n", "\n", "\n", "create_graph()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### プロットの保存" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "x = [1, 2, 3]\n", "y = [2, 4, 6]\n", "plt.plot(x,y)\n", "plt.savefig('mygraph.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 式をプロットする" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ニュートンの万有引力の法則" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$F = {Gm_1m_2 \\over r^2}$" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "'''\n", "2物体間の万有引力と距離の関係\n", "'''\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "# グラフを描く\n", "def draw_graph(x, y):\n", " plt.plot(x, y, marker='o')\n", " plt.xlabel('Distance in meters')\n", " plt.ylabel('Gravitational force in newtons')\n", " plt.title('Gravitational force and distace')\n", " plt.show()\n", "\n", "\n", "def generate_f_r():\n", " # generate value for r\n", " r = range(100, 1001, 50)\n", " # Fの計算値を格納数する空リスト\n", " F = []\n", " # 定数G\n", " G = 6.674*(10**-11)\n", " # two masses\n", " m1 = 0.5\n", " m2 = 1.5\n", " # \b引力を計算しリストFに加える\n", " for dist in r:\n", " force = G*(m1*m2)/(dist**2)\n", " F.append(force)\n", " # draw_graph関数呼び出し\n", " draw_graph(r, F)\n", " \n", " \n", "generate_f_r() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 投射運動" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$u_y=u\\sin\\theta-gt$\n", "\n", "$S_y=u(\\sin\\theta)t - {1 \\over2}gt^2$\n", "\n", "$t={u \\sin\\theta \\over g}$\n", "\n", "$t_{fly} = 2t_{fly} = 2{u\\sin\\theta \\over g}$" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "\n", "\n", "import math\n", "\n", "\n", "'''\n", "2つの値の間の等間隔な浮動小数点数の生成\n", "'''\n", "def frange(start, final, increment):\n", " numbers = []\n", " while start < final:\n", " numbers.append(start)\n", " start = start + increment\n", "\n", " return numbers\n", "\n", "\n", "'''\n", "\b投射運動物体の軌跡を描く\n", "'''\n", "def draw_trajectory_graph(x, y):\n", " plt.plot(x, y)\n", " plt.xlabel('x-coordinate')\n", " plt.ylabel('y-coordinate')\n", " plt.title('Projecttitle motion of a ball')\n", " \n", "\n", "def draw_trajectory(u, theta):\n", " theta = math.radians(theta)\n", " g = 9.8\n", " # Time of flight\n", " t_flight = 2*u*math.sin(theta)/g\n", " # find time intervals\n", " intervals = frange(0, t_flight, 0.001)\n", " # list of x and y coordinates\n", " x = []\n", " y = []\n", " for t in intervals:\n", " x.append(u*math.cos(theta)*t)\n", " y.append(u*math.sin(theta)*t - 0.5*g*t*t)\n", " draw_trajectory_graph(x, y)\n", " \n", " \n", "initial_velocity = 25\n", "angle_of_projection = 60\n", "draw_trajectory(initial_velocity, angle_of_projection)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 1 }