{ "cells": [ { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "import numpy as np\n", "import numpy.random as rd\n", "import scipy.stats as st\n", "import copy, time, os\n", "from datetime import datetime as dt\n", "\n", "import matplotlib.cm as cm\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set(style=\"whitegrid\", palette=\"muted\", color_codes=True)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from IPython.html.widgets import interact, interactive, fixed\n", "from IPython.html import widgets" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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xcuRI5s6dS1tbG4mJiTz00ENYLLoW9ldmzpzJwoULsVgs\nPPjgg+rTf2lrayMrK4vdu3djtVr51a9+RUREhJ5P3+Kxxx7jk08+wTAM5syZw7Bhw9SrI3j++efx\n9/dn5syZAJSVlel37wgaGxu5//772b9/Px6Ph+uvv56TTz5Zz6n/UVtbyy9/+UuampoICwtjyZIl\nuN3uo35OaRlTERERk9DiKiIiIiah0BYRETEJhbaIiIhJKLRFRERMQqEtIiJiEgptERERk1Boi4iI\nmIRCW0RExCT+P8qohwNhVDYkAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@interact(mu=(30,90,5), sd=(5,20,2))\n", "def draw_norm_dist(mu=60, sd=10): \n", " xx = np.linspace(30,90,301)\n", " yy = st.norm.pdf(xx, mu, sd)\n", " plt.ylim(0, .085)\n", " plt.plot(xx,yy)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu = 60\n", "sd = 10\n", "x = rd.normal(mu, sd, size=200)\n", "plt.hist(x, bins=20)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HzKx85RhBLZ8SHGh0RV/wpH7yZOqn3uE2yCdMmMCWLVvIzMxk7969jB49uqstKSmJkpIS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\nhPBjUsiFEEIIPyaFXAghhPBj/wPfFW4rdnYmggAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "xx = np.linspace(30,90,301)\n", "yy = st.norm.pdf(xx, mu, sd)\n", "plt.ylim(0, .045)\n", "plt.plot(xx,yy)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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modAWERExCYW2iIiISSi0RURETEKhLSIiYhIKbREREZNQaIuIiJiEQltERMQk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\nqTY7RX5DOykpiTVr1jBhwgS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "@interact(m=(0,20,1), s=(1,10,1))\n", "def draw_likelihood(m = 5, s = 4):\n", "\n", "\n", " def norm_dens(val):\n", " return (1/np.sqrt(2*np.pi*s**2))*np.exp(-0.5*(val-m)**2/s**2)\n", "\n", " rd.seed(7)\n", " data = rd.normal(10, 3, 10, )\n", " min_x = m-4*s\n", " max_x = m+4*s\n", " x = np.linspace(min_x, max_x, 201)\n", " y = norm_dens(x)\n", "\n", " L = np.prod([norm_dens(x_i) for x_i in data])\n", " l = np.log(L)\n", "\n", " plt.figure(figsize=(8,5))\n", " plt.xlim(-5, 20)\n", " plt.ylim(-0.01,0.4)\n", "\n", " # 正規分布の密度関数の描画\n", " plt.plot(x,y)\n", "\n", " # データ点の描画\n", " plt.scatter(data, np.zeros_like(data), c=\"r\", s=50)\n", " for d in data:\n", " plt.plot([d, d], [0, norm_dens(d)], \"k--\", lw=1)\n", "\n", " plt.title(\"Likelihood:{0:.5f}, log Likelihood:{1:.5f}\".format(L, l))\n", "\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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sgnLGDXKcc5+O1Fu7Mpfrv7WXD6HBrmw7nEtyRqnKVQlHIuEsRDNWVm7hi+3p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\nYjIqZxEREZNROYuIiJiMyllERMRkVM4iIiImo3I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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "draw_likelihood()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }