{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Week 8: Bivariate normal distribution\n", "\n", "\n", " #### [Back to main page](https://petrosyan.page/fall2020math3215)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Range and histogram of a joint pmf \n", "\n", "The range and the histogram of the joint pmf of rolling a dice and recording the larger value as $X$ and the smaller value as $Y$. The blue dot is the point $(\\mu_X,\\mu_Y)$ and it is the center of the joint distribution." ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# nbi:hide_in\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "# setup the figure and axes\n", "fig = plt.figure(figsize=(15,15))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "meanx=1\n", "meany=4\n", "sigx=0.3\n", "sigy=0.2\n", "rho = 0.6\n", "\n", "def pdf(X,Y):\n", " z_x = (X-meanx)/sigx\n", " z_y = (Y-meany)/sigy\n", " Z = np.exp(-(z_y**2 - 2*rho*z_x*z_y + z_x**2)/(2*(1-rho**2)))/(2*np.pi*sigx*sigy*np.sqrt(1-rho**2)) \n", " return Z\n", "\n", "x = np.linspace(meanx-3*sigx, meanx+3*sigx, 2000)\n", "y = np.linspace(meany-3*sigy, meany+3*sigy, 2000)\n", "\n", "X, Y = np.meshgrid(x, y)\n", "Z = pdf(X, Y)\n", " \n", "ax.plot_wireframe(X, Y, Z, linewidth=0.3, antialiased=True)\n", "# ax.bar3d(x_cord-0.5, y_cord-0.5, z_cord, x_width, y_width, z_height, shade=True, alpha=1, color='#039be5', edgecolor='black')\n", "ax.view_init(20,40)\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "plt.figtext(0.9,0.7, r\" $\\mu_X$={}\".format(meanx)+\"\\n\"+r\" $\\mu_Y=${}\".format(meany)+\"\\n\"+\n", " r\" $\\sigma_X=${}\".format(sigx)+\"\\n\"+r\" $\\sigma_Y=${}\".format(sigy)+\n", " \"\\n\"+r\" $\\rho=${}\".format(rho),ha=\"left\", va=\"top\",\n", " backgroundcolor=(0.1, 0.1, 1, 0.2), fontsize=\"large\")\n", "plt.title(\"Bivariate normal pdf\") \n", "plt.show();" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# nbi:hide_in\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from mpl_toolkits.mplot3d import Axes3D\n", "plt.figure(figsize=(12,8)) \n", "\n", "\n", "meanx=1\n", "meany=4\n", "sigx=0.3\n", "sigy=0.2\n", "rho = 0.9\n", "\n", "def pdf(X,Y):\n", " z_x = (X-meanx)/sigx\n", " z_y = (Y-meany)/sigy\n", " Z = np.exp(-(z_y**2 - 2*rho*z_x*z_y + z_x**2)/(2*(1-rho**2)))/(2*np.pi*sigx*sigy*np.sqrt(1-rho**2)) \n", " return Z\n", "\n", "x = np.linspace(meanx-3*sigx, meanx+3*sigx, 2000)\n", "y = np.linspace(meany-3*sigy, meany+3*sigy, 2000)\n", "\n", "X, Y = np.meshgrid(x, y)\n", "Z = pdf(X, Y)\n", " \n", "plt.contourf(X, Y, Z, 20, cmap = \"Blues\")\n", "cb=plt.colorbar()\n", "cb.remove() \n", "\n", "\n", "xval = np.linspace(meanx-3*sigx, meanx+3*sigx, 100)\n", "yval = (xval-meanx)*rho*sigy/sigx + meany\n", "plt.plot(xval,yval, linewidth=0.6, label=\"least squares line\", color=\"g\")\n", "plt.scatter(meanx, meany, color = \"red\", s=20 , label =\"mean\") \n", "\n", "plt.title(\"Contour of bivariate normal pdf with its least squares line\")\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "plt.figtext(0.8,0.8, r\" $\\mu_X$={}\".format(meanx)+\"\\n\"+r\" $\\mu_Y=${}\".format(meany)+\"\\n\"+\n", " r\" $\\sigma_X=${}\".format(sigx)+\"\\n\"+r\" $\\sigma_Y=${}\".format(sigy)+\n", " \"\\n\"+r\" $\\rho=${}\".format(rho),ha=\"left\", va=\"top\",\n", " backgroundcolor=(0.1, 0.1, 1, 0.2), fontsize=\"large\")\n", " \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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }