diff --git a/module3/exo1/influenza-like-illness-analysis.ipynb b/module3/exo1/influenza-like-illness-analysis.ipynb index 87092fc69cd90ff457ea56284b789cb0de199a41..152f4644a6d49c50a858ce496adc85d65c230756 100644 --- a/module3/exo1/influenza-like-illness-analysis.ipynb +++ b/module3/exo1/influenza-like-illness-analysis.ipynb @@ -365,7 +365,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..84c47cbed60b4e5fd4c4271aa87774248631f34e 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -1,25 +1,255 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Subject 2: Purchasing power of English workers from the 16th to the 19th century" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "library(ggplot2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data acquisition" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data = read.csv(\"https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Experiments Reproduction" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "fillpoly <- function(x,y, low=min(y), ...) {\n", + " n <- length(x)\n", + " polygon( c(x, x[n], x[1]), c(y, low, low), ...)\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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gLqclVsXdTjrN4JPdB348aNhl+0Uu/2r4yJiYmTk9OHHPp8bzdv3uzXr9/ly5fz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6dIg+Jjw8/P79+1paWtSQ90CPOntK/9x0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\njhw5IpFImIO5ubnVXCkAQAWw8wMAoCR3d3cXF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+ "text/plain": [ + "plot without title" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with(data, {\n", + " plot(Year, Wheat, type=\"s\", ylim=c(0,105), \n", + " ylab=\"Price of the Quarter of Wheat (shillings)\", \n", + " panel.first=grid(col=gray(.9), lty=1))\n", + " fillpoly(Year, Wages, low=0, col=\"lightskyblue\", border=NA)\n", + " lines(Year, Wages, lwd=3, col=\"red\")\n", + "})\n", + "text(1625,10, \"Weekly wages of a good mechanic\", cex=0.8, srt=3, col=\"red\")\n", + "\n", + "text(1650, 85, \"Chart\", cex=2, font=2)\n", + "text(1650, 70, \n", + "\tpaste(\"Shewing at One View\", \n", + " \"The Price of the Quarter of Wheat\", \n", + " \"& Wages of Labor by the Week\", \n", + " \"from the Year 1565 to 1821\",\n", + " \"by William Playfair\",\n", + " sep=\"\\n\"), font=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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1ZWVp07d6Z/ymQyiURiqKJB9aGqgx1B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/oQEBAe+99x7kivZysF/IXLpghXVj2eMX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\n6dPnj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+ "text/plain": [ + "plot without title" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data1 <- within(na.omit(data), {Labor=Wheat/Wages})\n", + "with(data1, {\n", + "\tplot(Year, Labor, type='b', pch=16, cex=1.5, lwd=1.5, \n", + "\t ylab=\"Labor cost of a Quarter of Wheat (weeks)\",\n", + "\t ylim=c(1,12.5));\n", + "\tlines(lowess(Year, Labor), col=\"red\", lwd=2)\n", + "\t})\n", + "\n", + "text(1740, 10, \"Chart\", cex=2, font=2)\n", + "text(1740, 8.5, \n", + "\tpaste(\"Shewing at One View\", \n", + " \"The Work Required to Purchase\", \n", + " \"One Quarter of Wheat\", \n", + " sep=\"\\n\"), cex=1.5, font=3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot Enhancement" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Cleaning of Data" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "data = data[!is.na(data$Wages), ]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Axis correction" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": {}, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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ASAYgfAAoodAAAIICWFGjakRo1Y5wCo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\n/wG9gR2Qv2LxqAAAAABJRU5ErkJggg==", + "text/plain": [ + "plot without title" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coef = 4\n", + "\n", + "ggplot(data, aes(x=Year)) + \n", + "geom_line(aes(y=Wheat, colour=\"Price Per Quater\")) + \n", + "geom_line(aes(y=Wages * coef, colour=\"Wage Per Week\")) + \n", + "scale_y_continuous(sec.axis= sec_axis(~./coef, name=\"Weekly wages of a good mechanic (shillings per week)\")) +\n", + "scale_colour_manual(values = c('black', 'red')) + \n", + "labs(y=\"Price of the Quarter of Wheat (shillings per quarter)\") + \n", + "theme_bw() " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideOutput": true + }, + "source": [ + "## Trend of the workers' purchase power" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": {}, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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9gQEkm5zfed6lV439zpANxpFYcRKaNUisRljgf838kMkEgMJJIIx0Uappu0PUkT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+ "text/plain": [ + "plot without title" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ggplot(data, aes(x=Year)) + \n", + "geom_line(aes(y=Wages/Wheat)) + \n", + "theme_bw() + \n", + "labs(y=\"Workers' purchase power (Quarter per week)\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" + "display_name": "R", + "language": "R", + "name": "ir" }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.3" + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "3.4.1" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } -