{ "cells": [ { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "options(repr.plot.width=20, repr.plot.height=10.5) # this command just formats the size of the figures. Adapt to view them nicelyin your browser." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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Etu7du9euXXvlypVBBwEA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VXAeEDzzwwNixYytUqPDpp5/OmTOnfPny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\ncnFmYyNdXaJ+KC4mLo4bN4iNJSZGfVBai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"text/plain": [ "Plot with title “Normal Distribution”" ] }, "metadata": { "image/png": { "height": 630, "width": 1200 }, "text/plain": { "height": 630, "width": 1200 } }, "output_type": "display_data" } ], "source": [ "# Visualize some normal distributions\n", "\n", "mean=0 # mean (mu) of the normal distribution\n", "sd=4 # standard deviation (sigma) of the normal distribution\n", "\n", "\n", "x <- seq(-40,40,by=0.01)\n", "#hx <- dnorm(x,mean,sd) #dnorm : \"D\"ensity of \"NORM\"al distribution\n", "hx <- 1/(sd*sqrt(2*pi))*exp(- (x-mean)^2/(2*sd^2)) # use the definition of the PDF, does the exact same thing.\n", "\n", "plot(x, hx, type=\"l\", xlab=\"Parameter X\", ylab=\"PDF(X)\",\n", " main=\"Normal Distribution\", axes=TRUE)\n", "\n", "hx2 <- dnorm(x,mean,2*sd)\n", "lines(x,hx2,col=\"red\")\n", "\n", "hx2_sh <- dnorm(x,mean+20,2*sd)\n", "lines(x,hx2_sh,col=\"red\")\n", "\n", "hx3 <- dnorm(x,mean,3*sd)\n", "lines(x,hx3,col=\"blue\")\n", "\n", "hx15 <- dnorm(x,mean,1.5*sd)\n", "lines(x,hx15,col=\"red\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 4 }