{
"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": 49,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Unnamed: 0
\n",
"
Year
\n",
"
Wheat
\n",
"
Wages
\n",
"
\n",
" \n",
" \n",
"
\n",
"
45
\n",
"
46
\n",
"
1790
\n",
"
47.5
\n",
"
25.5
\n",
"
\n",
"
\n",
"
46
\n",
"
47
\n",
"
1795
\n",
"
76.0
\n",
"
27.5
\n",
"
\n",
"
\n",
"
47
\n",
"
48
\n",
"
1800
\n",
"
79.0
\n",
"
28.5
\n",
"
\n",
"
\n",
"
48
\n",
"
49
\n",
"
1805
\n",
"
81.0
\n",
"
29.5
\n",
"
\n",
"
\n",
"
49
\n",
"
50
\n",
"
1810
\n",
"
99.0
\n",
"
30.0
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Unnamed: 0 Year Wheat Wages\n",
"45 46 1790 47.5 25.5\n",
"46 47 1795 76.0 27.5\n",
"47 48 1800 79.0 28.5\n",
"48 49 1805 81.0 29.5\n",
"49 50 1810 99.0 30.0"
]
},
"execution_count": 49,
"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.tail()"
]
},
{
"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": 48,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"
"
]
},
"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",
"plt.yticks(np.arange(0, 110, 10.0))\n",
"ax2 = ax1.twinx()\n",
"ax1.plot(xax, yaxwages, 'og-')\n",
"ax1.set_ylim([0,110])\n",
"ax2.plot(xax, yaxwheat, 'ob-')\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",
"\n",
"plt.yticks(np.arange(0, 110, 10.0))\n",
"plt.xticks(np.arange(min(xax), max(xax), 20))\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": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Unnamed: 0
\n",
"
Year
\n",
"
Wheat
\n",
"
Wages
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
1
\n",
"
1565
\n",
"
0.301471
\n",
"
0.2500
\n",
"
\n",
"
\n",
"
1
\n",
"
2
\n",
"
1570
\n",
"
0.330882
\n",
"
0.2525
\n",
"
\n",
"
\n",
"
2
\n",
"
3
\n",
"
1575
\n",
"
0.308824
\n",
"
0.2540
\n",
"
\n",
"
\n",
"
3
\n",
"
4
\n",
"
1580
\n",
"
0.360294
\n",
"
0.2560
\n",
"
\n",
"
\n",
"
4
\n",
"
5
\n",
"
1585
\n",
"
0.305147
\n",
"
0.2575
\n",
"
\n",
" \n",
"
\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": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
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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",
"plt.yticks(np.arange(0, 1.80, .2))\n",
"\n",
"ax2 = ax1.twinx()\n",
"ax1.plot(xax, yaxwages, 'og-')\n",
"ax1.set_ylim([0,1.8])\n",
"ax2.plot(xax, yaxwheat, 'ob-')\n",
"ax2.set_ylim([0,1.8])\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.yticks(np.arange(0, 1.80, .2))\n",
"plt.xticks(np.arange(min(xax), max(xax), 20))\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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