{ "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": 1, "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": 1, "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": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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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 & Wages 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 'poundsterling' which is the current currency in England. Secondly, 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": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0YearWheatWages
0115650.3014710.2500
1215700.3308820.2525
2315750.3088240.2540
3415800.3602940.2560
4515850.3051470.2575
\n", "
" ], "text/plain": [ " Unnamed: 0 Year Wheat Wages\n", "0 1 1565 0.301471 0.2500\n", "1 2 1570 0.330882 0.2525\n", "2 3 1575 0.308824 0.2540\n", "3 4 1580 0.360294 0.2560\n", "4 5 1585 0.305147 0.2575" ] }, "execution_count": 4, "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\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": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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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([0,2])\n", "ax2.plot(xax, yaxwheat, 'b-')\n", "ax2.set_ylim([0,2])\n", "\n", "ax1.set(xlabel='Year', title='The Price of Wheat per Kg & Weekly Wages of Labor')\n", "ax1.grid()\n", "ax1.set_ylabel('Weekly 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\n", "1. As mentioned in the exercise, one way to improve the presentation is to explicitly show the purchasing power of the workers in the graph. We can do this by plotting (on y-axis) how much wheat (in kg) can a worker buy with his/her weekly salary.\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0YearWheatWagesPower
01156541.05.000.829268
12157045.05.050.763111
23157542.05.080.822476
34158049.05.120.710531
45158541.55.150.843855
\n", "
" ], "text/plain": [ " Unnamed: 0 Year Wheat Wages Power\n", "0 1 1565 41.0 5.00 0.829268\n", "1 2 1570 45.0 5.05 0.763111\n", "2 3 1575 42.0 5.08 0.822476\n", "3 4 1580 49.0 5.12 0.710531\n", "4 5 1585 41.5 5.15 0.843855" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datanewcolumn = data.copy()\n", "datanewcolumn['Power'] = (data['Wages'] / data['Wheat']) * 6.8\n", "datanewcolumn.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xax = datanewcolumn['Year']\n", "yax = datanewcolumn['Power']\n", "\n", "fig,ax1 = plt.subplots()\n", "\n", "ax1.plot(xax, yax, 'red')\n", "ax1.set_ylim([0,5])\n", "\n", "ax1.set(xlabel='Year', title='Amount of Wheat a Worker Can Buy in Weekly Basis')\n", "ax1.grid()\n", "ax1.set_ylabel('Amount of Wheat (in kg)', color='black')\n", " \n", "plt.rcParams[\"figure.figsize\"] = (18,9)\n", "plt.minorticks_on()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. For the second visualization we will use wages as x-axis and wheat's price as y-axis. While the time advancement will be represented as years scattered" ] }, { "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 }