{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Subject 2: Purchasing power of English workers from the 16th to the 19th century\n", "\n", "In this computational document we will explain the relation between the salary of english workers with the price of wheat. As mentioned in the mooc exercise, we will first try to reproduce the visualization by William Playfair then try to do some improvements.\n", "\n", "### Step 0 : Import the data from the web and filter incomplete rows\n", "First we need to import the data from the provided link, then we apply a little preprocessing by filtering the inclomplete rows because we consider every column is important." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Unnamed: 0 Year Wheat Wages\n", "0 1 1565 41.0 5.00\n", "1 2 1570 45.0 5.05\n", "2 3 1575 42.0 5.08\n", "3 4 1580 49.0 5.12\n", "4 5 1585 41.5 5.15" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.core.display import display, HTML, Image\n", "display(HTML(\"\"))\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "data = pd.read_csv('https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv')\n", "data = data.dropna()\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(url= \"https://upload.wikimedia.org/wikipedia/commons/3/3a/Chart_Showing_at_One_View_the_Price_of_the_Quarter_of_Wheat%2C_and_Wages_of_Labour_by_the_Week%2C_from_1565_to_1821.png\", width=500, height=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 1 : Build the graph similar to William Playfair's graph\n", "The first step is to build graph corresponds to visualization by William Playfair shown above.\n", "Note that in this graph we are showing a much more simple visualization compared to the original one. We simply use two basic plots which represent wages and the price of wheat. Nevertheless, the impression we obtained from it is the same, which is the price of wheat seems to have relation with the workers's wages. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xax = data['Year']\n", "yaxwages = data['Wages']\n", "yaxwheat = data['Wheat']\n", "\n", "fig,ax1 = plt.subplots()\n", "\n", "ax2 = ax1.twinx()\n", "ax1.plot(xax, yaxwages, 'g-')\n", "ax1.set_ylim([0,110])\n", "ax2.plot(xax, yaxwheat, 'b-')\n", "ax2.set_ylim([0,110])\n", "\n", "ax1.set(xlabel='Year', title='The Price of the Quarter of Wheat & \\nWages of Labor by the Week')\n", "ax1.grid()\n", "ax1.set_ylabel('Weekly Wages (in shillings)', color='g')\n", "ax2.set_ylabel('the Price of Wheat for Each Quarter (in shillings)', color='b')\n", "plt.rcParams[\"figure.figsize\"] = (18,9)\n", "plt.minorticks_on()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 2 : Improve the units and the data presentation\n", "We would like to make our graph more relatable by changing the unit 'shillings' into 'pounds' which is the current currency in England. Moreover we will now present the wages in poundsterlings per month, which is more common to describe a salary (we consider 1 month = 4 weeks). Lastly, the notion of a 'Quarter' is also not fammiliar these days, therefore we will change the unit of the wheat's weight into metric system kilograms (kg). To achieve of all these conversions we simply apply the following operations." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0YearWheatWages
0115650.3014711.000
1215700.3308821.010
2315750.3088241.016
3415800.3602941.024
4515850.3051471.030
\n", "
" ], "text/plain": [ " Unnamed: 0 Year Wheat Wages\n", "0 1 1565 0.301471 1.000\n", "1 2 1570 0.330882 1.010\n", "2 3 1575 0.308824 1.016\n", "3 4 1580 0.360294 1.024\n", "4 5 1585 0.305147 1.030" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datanewcopy = data.copy()\n", "datanew = data.copy()\n", "datanew['Wheat'] = datanewcopy['Wheat'] / (6.8 * 20)\n", "datanew['Wages'] = datanewcopy['Wages'] / 20 * 4\n", "datanew.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we plot again the same graph with the newly converted data, and also we need to change the labels." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xax = datanew['Year']\n", "yaxwages = datanew['Wages']\n", "yaxwheat = datanew['Wheat']\n", "\n", "fig,ax1 = plt.subplots()\n", "\n", "ax2 = ax1.twinx()\n", "ax1.plot(xax, yaxwages, 'g-')\n", "ax1.set_ylim([0,8])\n", "ax2.plot(xax, yaxwheat, 'b-')\n", "ax2.set_ylim([0,8])\n", "\n", "ax1.set(xlabel='Year', title='The Price of Wheat per Kg & \\nMonthly Wages of Labor')\n", "ax1.grid()\n", "ax1.set_ylabel('Monthly Wages (in poundsterling)', color='g')\n", "ax2.set_ylabel('Price of Wheat per Kg (in poundsterling)', color='b')\n", " \n", "plt.rcParams[\"figure.figsize\"] = (18,9)\n", "plt.minorticks_on()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 3 : Improve the graph" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }