diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 948f271ae40cbc192185dba50538c9bb8dad377b..b8ccb7446de8ccf10182deab67407053b822748b 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -1,14 +1,28 @@ { "cells": [ { - "cell_type": "code", - "execution_count": 57, + "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": 6, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { "text/html": [ - "" + "" ], "text/plain": [ "" @@ -93,18 +107,18 @@ "4 5 1585 41.5 5.15" ] }, - "execution_count": 57, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "from IPython.core.display import display, HTML\n", - "display(HTML(\"\"))\n", + "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", - "plt.rcParams[\"figure.figsize\"] = (20,10)\n", + "plt.rcParams[\"figure.figsize\"] = (18,9)\n", "data = pd.read_csv('https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv')\n", "data = data.dropna()\n", "data.head()" @@ -112,14 +126,48 @@ }, { "cell_type": "code", - "execution_count": 79, + "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": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "
" + "
" ] }, "metadata": { @@ -134,23 +182,28 @@ "yaxwheat = data['Wheat']\n", "\n", "fig,ax1 = plt.subplots()\n", - "# ax1.plot(xax, yaxwheat)\n", - "\n", "\n", "ax2 = ax1.twinx()\n", "ax1.plot(xax, yaxwages, 'g-')\n", - "ax1.set_ylim([0,120])\n", - "ax2.plot(xax, yaxwheat, 'b-') # ax1 plotted twice in order to have same scale for both wages and wheat\n", - "ax2.set_ylim([0,120])\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", - "\n", - "ax1.set_ylabel('Y1 data', color='g')\n", - "ax2.set_ylabel('Y2 data', color='b')\n", - "\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.minorticks_on()\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 2 : Change the units and improve the graph" + ] + }, { "cell_type": "code", "execution_count": null,