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diff --git a/module3/exo3/exercice-Copy1.ipynb b/module3/exo3/exercice-Copy1.ipynb new file mode 100644 index 0000000..e38714b --- /dev/null +++ b/module3/exo3/exercice-Copy1.ipynb @@ -0,0 +1,1387 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Le pouvoir d'achat des ouvriers anglais du XVIe au XIXe siècle / Purchasing power of English workers from the 16th to the 19th century\n", + "\n", + "Le but de ce travail est de reproduire le [graphique](https://fr.wikipedia.org/wiki/William_Playfair#/media/File:Chart_Showing_at_One_View_the_Price_of_the_Quarter_of_Wheat,_and_Wages_of_Labour_by_the_Week,_from_1565_to_1821.png) de William Playfair qui montre l'évolution du prix du blé et du salaire moyen entre 1565 et 1821. Ce graphique est publié dans son [livre](https://books.google.fr/books?id=aQZGAQAAMAAJ&printsec=frontcover&hl=fr&source=gbs_ge_summary_r&cad=0#v=onepage&q&f=false) : \"A Letter on Our Agricultural Distresses, Their Causes and Remedies\".\n", + "\n", + "Les données numériques brutes que William Playfair a utilisées ne sont malheureusement pas disponible. Des valeurs obtenues par numérisation du graphe sont toutefois disponible [ici](https://vincentarelbundock.github.io/Rdatasets/doc/HistData/Wheat.html). Dans la suite de cette analyse, la [version en format CSV](https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv) sera utilisée.\n", + "\n", + "---\n", + "\n", + "The purpose of this work is to reproduce the [graphic](https://fr.wikipedia.org/wiki/William_Playfair#/media/File:Chart_Showing_at_One_View_the_Price_of_the_Quarter_of_Wheat,_and_Wages_of_Labour_by_the_Week.png_of_Labour_by_the_Week.png_from_18_by_the_Week.png_from_18) which shows the evolution of the wheat price and average salaries from 1565 to 1821. This graph is published in his [book](https://books.google.fr/books?id=aQZGAQAAMAAJ&printsec=frontcover&hl=fr&source=gbs_ge_summary_r&cad=0#v=onepage&q&f=false ): \"A Letter on Our Agricultural Distresses, Their Causes and Remedies\".\n", + " \n", + "The raw data that William Playfair used is unfortunately not published. However, values obtained by digitizing the graph are available [here](https://vincentarelbundock.github.io/Rdatasets/doc/HistData/Wheat.html). In the remainder of this analysis, the [CSV format version](https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv) will be used. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# ensemble des bibliothèques à importer / set of libraries to import \n", + "%matplotlib inline\n", + "import os\n", + "import urllib.request\n", + "import datetime \n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from matplotlib.ticker import MultipleLocator\n", + "from matplotlib.dates import YearLocator\n", + "import matplotlib.cm as cm\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Téléchargement des données / Download data\n", + "\n", + "Afin de garder une trace des données qui ont été traitées, une copie local du fichier a été réalisée. Le but de la manoeuvre était de permettre d'accèder aux données ultérieurement même si le lien initial de téléchargement des données est modifié ou supprimé. Cela permet également d'étudier le même set de donnée même si, par exemple, une nouvelle numérisation du graphique était réalisée.\n", + "\n", + "Dans un premier temps, la présence de cette copie local du fichier est vérifiée. Si aucun fichier n'est présent, une copie des données téléchargable à l'adresse url renseignée ci-dessous (`data_url`) est réalisée dans un fichier local (`fileName`) qui servira dans la suite des analyses. Ce fichier local est normalement transmis avec ce document computationnel (*data_william.csv*).\n", + "\n", + "---\n", + "\n", + "In order to keep track of the data that has been processed, a local copy of the file has been made. The purpose of the maneuver was to allow access to the data later even if the initial data download link is modified or deleted. This also makes it possible to study the same data set even if, for example, a new digitization of the graph was carried out.\n", + "\n", + "First, the presence of this local copy of the file is checked. If no file is present, a copy of the downloadable data at the url address given below (`data_url`) is made in a local file (` fileName`) which will be used in the rest of the analyzes. This local file is normally transmitted with this computational document (*data_william.csv*). \n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url='https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "fileName = 'data_william.csv'\n", + "if not os.path.exists(fileName):\n", + " print('FR: Aucun fichier local avec les données étudiées n\\'est disponible. Un nouveau fichier est fabriqué à partir du lien donné')\n", + " print('EN: No local file with the studied data is available. A new file is made from the given link')\n", + " urllib.request.urlretrieve(data_url, fileName) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Le fichier local peut à présent être ouvert. Celui-ci sera utilisé tout au long de cette étude.\n", + "\n", + "La première colonne du fichier csv téléchargé correspond à l'ID. Cette colonne est des lors passée comme index lors de son exportation (`pd.read_csv()`) grâce à l'ajout du paramètre suivante :`index_col=0`.\n", + "\n", + "---\n", + "\n", + "The local file can now be opened. This will be used throughout this study.\n", + "\n", + "The first column of the downloaded csv file is the ID. This column is therefore passed as an index during its export (`pd.read_csv ()`) thanks to the addition of the following parameter: `index_col = 0`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

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" + ], + "text/plain": [ + " Year Wheat Wages\n", + "1 1565 41.0 5.00\n", + "2 1570 45.0 5.05\n", + "3 1575 42.0 5.08\n", + "4 1580 49.0 5.12\n", + "5 1585 41.5 5.15\n", + "6 1590 47.0 5.25\n", + "7 1595 64.0 5.54\n", + "8 1600 27.0 5.61\n", + "9 1605 33.0 5.69\n", + "10 1610 32.0 5.78\n", + "11 1615 33.0 5.94\n", + "12 1620 35.0 6.01\n", + "13 1625 33.0 6.12\n", + "14 1630 45.0 6.22\n", + "15 1635 33.0 6.30\n", + "16 1640 39.0 6.37\n", + "17 1645 53.0 6.45\n", + "18 1650 42.0 6.50\n", + "19 1655 40.5 6.60\n", + "20 1660 46.5 6.75\n", + "21 1665 32.0 6.80\n", + "22 1670 37.0 6.90\n", + "23 1675 43.0 7.00\n", + "24 1680 35.0 7.30\n", + "25 1685 27.0 7.60\n", + "26 1690 40.0 8.00\n", + "27 1695 50.0 8.50\n", + "28 1700 30.0 9.00\n", + "29 1705 32.0 10.00\n", + "30 1710 44.0 11.00\n", + "31 1715 33.0 11.75\n", + "32 1720 29.0 12.50\n", + "33 1725 39.0 13.00\n", + "34 1730 26.0 13.30\n", + "35 1735 32.0 13.60\n", + "36 1740 27.0 14.00\n", + "37 1745 27.5 14.50\n", + "38 1750 31.0 15.00\n", + "39 1755 35.5 15.70\n", + "40 1760 31.0 16.50\n", + "41 1765 43.0 17.60\n", + "42 1770 47.0 18.50\n", + "43 1775 44.0 19.50\n", + "44 1780 46.0 21.00\n", + "45 1785 42.0 23.00\n", + "46 1790 47.5 25.50\n", + "47 1795 76.0 27.50\n", + "48 1800 79.0 28.50\n", + "49 1805 81.0 29.50\n", + "50 1810 99.0 30.00\n", + "51 1815 78.0 NaN\n", + "52 1820 54.0 NaN\n", + "53 1821 54.0 NaN" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(fileName,index_col=0)\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Informations relatives aux données:\n", + "Il s'agit d'une base de données avec 53 observations sur les 3 variables suivantes:\n", + "* Year = années espacée de 5 ans entre 1565 et 1821\n", + "* Wheat = prix du blé (shillings pour un quart de boisseau de blé)\n", + "* Wages = salaires hebdomadaire (shillings par semaine)\n", + "\n", + "Notons néamoins qu'aucune observation du salaires hebdomadaire n'est présente pour les année 1815,1820 et 1821.\n", + "\n", + "###### *Remarques*\n", + "* Jusqu'en 1971, la livre sterling était divisée en 20 shillings, et un shilling en 12 pences.\n", + "* Le prix du blé est donné en shillings pour un quart de boisseau de blé. Un quart de boisseau équivaut 15 livres britanniques ou 6,8 kg.\n", + "* Les salaires sont donnés en shillings par semaine.\n", + "\n", + "---\n", + "\n", + "#### Data information:\n", + "It is a database with 53 observations on the following 3 variables:\n", + "* Year = years spaced 5 years apart between 1565 and 1821\n", + "* Wheat = price of wheat (shillings for a quarter of a bushel of wheat)\n", + "* Wages = weekly wages (shillings per week)\n", + "\n", + "It should be noted that no observation of weekly wages is present for the years 1815, 1820 and 1821. \n", + "\n", + "###### *Remarks*\n", + "* Until 1971, the pound sterling was divided into 20 shillings, and a shilling into 12 pence.\n", + "* The wheat price is given in shillings per quarter, a quarter being 15 British pounds or about 6,8 kg.\n", + "* Wages are given in shillings per week." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Les données / the data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Type des données présentes dans le tableau / The type of data present in the array\n", + "\n", + "Est-ce des entier, des réels, des suites de caractères, des dates? / Are they integers , floats, strings, dates ? " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " \n" + ] + } + ], + "source": [ + "print (type(raw_data['Year'][1]),type(raw_data['Wheat'][1]),type(raw_data['Wages'][1]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Analyse / analyzes**\n", + "\n", + "Le premier type de données (colonne: Year) est un nombre entier *()*, les deux autres (colonnes: Wheat et Wages) sont des nombres réels *()*.\n", + "\n", + "Les dates ne sont donc pas considérée comme telle par **pandas** lors de la lecture du fichier csv. Afin que ces dates soient traitées correctement par **matplotlib** lors de l'affichage graphique, la bibliothèque **datetime** est utilisée. Celle-ci propose un format de date supportée par matplotlib. Les données sont srockée sous forme de dates comportant un jour, un mois et une année. Nous avons fixé le mois et le jours comme étant le premier jour de chaque année civil, soit le 1 janvier. La commande ressemble donc à ceci : `datetime.date(année,mois,jours)` avec mois et jour fixé à 1. \n", + "\n", + "---\n", + "\n", + "The first data type (column: Year) is an integer *()*, the other two data type(columns: Wheat and Wages) are real numbers *()*.\n", + "\n", + "The dates are therefore not considered as such by **pandas** when reading the csv file. In order for these dates to be handled correctly by **matplotlib** when displaying graphically, the **datetime** library is used. This offers a date format supported by matplotlib. The data is stored in the form of dates comprising a day, a month and a year. We have set the month and day as the first day of each calendar year, which is January 1. So the command looks like this: `datetime.date (year, month, days)` with month and day set to 1. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "year=[datetime.date(raw_data['Year'][i],1,1)for i in range(1,len(raw_data['Year'])+1)]# car l'index choisi commence à 1 et pas 0\n", + "data = raw_data.assign(Year_date=year)# ajoute la nouvelle colonne dans le tableau" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour finir, le type de données présentes dans cette colonne est à nouveau vérifié. Il s'agit bien d'un **datetime** *()*\n", + "\n", + "---\n", + "\n", + "Finally, the type of data present in this column is verified. It is indeed a **datetime** *()* " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "print (type(data['Year_date'][1]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Calcul de l'intervalle entre deux données temporelles / Calculation of the interval between two temporal data " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il est important de connaitre le nombre de jours exactes compris entre deux dates de la base de données (`(year[j+1]-year[j]).days`). Cette durée nous permettra de fixé la largueur des batonnets dans le graphique correspondant. Certaines années étant bissextile, le temps entre deux dates consécutive variera entre 1826 (si une année bissextile) et 1827 (si deux années bissextile) pour une période de 5 ans. Sachant qu'une année normale contient 365 jours et qu'une année bissectile (tous les 4 ans) en contient 366, nous obtenons bien $4*365+366 = 1826 $ et $3*365+2*366 = 1827$. Ces nombres peuvent être comparé aux résultats obtenues ci-dessous afin de vérifier et valider le code utilisé. \n", + "\n", + "---\n", + "\n", + "It is important to know the exact number of days between two dates in the database (`(year[j+1]-year[j]).days`). This duration will allow us to set the width of the bars in the corresponding graph. Some years being leap years, the time between two consecutive dates will vary between 1826 (if a leap year) and 1827 (if two leap years) for a period of 5 years. Knowing that a normal year contains 365 days and that a bisectile year (every 4 years) contains 366, we get $4 * 365 + 366 =$ 1826 and $3 * 365 + 2 * 366 =$ 1827. These numbers can be compared to the results obtained below in order to verify and validate the code used. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "width=[(year[j+1]-year[j]).days for j in range(0,len(year)-1)]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "FR: l'intervalle 1821-01-01 à 1820-01-01 ne répond pas au critère\n", + "EN: the interval 1821-01-01 à 1820-01-01 doesn't meet the criteria\n" + ] + } + ], + "source": [ + "for i,e in enumerate(width):\n", + " if e != 1826 and e!=1827:\n", + " print('FR: l\\'intervalle',year[i+1],'à',year[i],'ne répond pas au critère')\n", + " print('EN: the interval',year[i+1],'à',year[i],'doesn\\'t meet the criteria')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Analyse/analyses**\n", + "\n", + "Un seul intervalle ne correspond pas à une période de 5 ans : entre 1820 et 1821. Ce qui est normal, cette période ne couvre qu'une seule année. Le calcul exécuté ci-dessus est dès lors validé et les résultats qui en résultent pourront servir dans la suite de l'étude. \n", + "\n", + "Enfin, entre 1565 et 1821, il n'y a que n-1 periode de temps (n= nombre d'année). Cette observation est facilement visible avec la commande `len()`. Une période d'une année (nombre de jours de 1821) est dès lors ajoutée dans width. En effet, vu que ce graphique présente l'évolution du prix du blé et du salaire moyen entre 1565 et 1821, l'année 1821 est simplement la dernière année de mesure renseignée dans les données.\n", + "\n", + "---\n", + "\n", + "An only interval doesn't correspond to a period of 5 years: between 1820 and 1821. This is normal, this period covers only one year. The calculation carried out above is therefore validated and the resulting results can be used in the rest of the study.\n", + "\n", + "Finally, between 1565 and 1821, there is only n-1 period of time (n = number of years). This observation is easily visible with the `len ()` command. A period of one year (number of days in 1821) is therefore added in 'width'. Indeed, this graph shows the evolution of the price of wheat and the average wage between 1565 and 1821. The year 1821 is simply the last measurement year entered in the data.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lenght of Year_date: 53\n", + "Lenght of width: 52\n" + ] + } + ], + "source": [ + "if len(data['Year_date'])!=len(width):\n", + " print('Lenght of Year_date:',len(data['Year_date']))\n", + " print('Lenght of width:',len(width))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "end=datetime.date(year[len(year)-1].year+1,1,1)\n", + "width.append((end-year[len(year)-1]).days)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Une nouvelle colonne est enfin ajoutée à `data` grâce à la commande suivante : `data.assign(nom de la colonne,données)`. Cette nouvelle colonne sera nommée : period_width et le type (vérifié ci-dessous) est un entié *()*.\n", + "\n", + "---\n", + "\n", + "Finally, a new column is added to `data` with the following command:` data.assign (name of the column, data)`. This new column will be named: period_width and the type (checked below) is an integer *()*. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "data = data.assign(period_width=width)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "print (type(data['period_width'][1]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Graphique / Graph" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](chart_williams.png)\n", + "[Par William Playfair (1759-1823) — Edward Tufte, The Visual Display of Quantitative Information, Graphics Press USA, 2001, 2e éd. (1re éd. 1983), 190 p., Domaine public](https://fr.wikipedia.org/wiki/William_Playfair#/media/File:Chart_Showing_at_One_View_the_Price_of_the_Quarter_of_Wheat,_and_Wages_of_Labour_by_the_Week,_from_1565_to_1821.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Description personnel du graphique\n", + "L'axe des x :\n", + "* compris entre 1565 et 1830;\n", + "* graduation majeur en 1600 puis tous les 50 ans\n", + "* graduation mineur tous les 5 ans\n", + "\n", + "L'axe des y :\n", + "* compris entre 0 et 100 shillings\n", + "* graduation majeur tous le 10 shillings\n", + "* graduation mineur tous les 5 shillings\n", + "\n", + "Graphique en batonnet :\n", + "* en noir avec couleur qui tend garduelement vers le blanc\n", + "* 5 ans = une même valeur de prix du blé (sauf pour la période 1820-1821 qui n'est que d'une année)\n", + "\n", + "Graphique linéaire:\n", + "* ligne rouge pour représenter le salaire par semaine d'un bon mécanicien\n", + "* coloration bleu en dessous de la ligne rouge jusqu à 0 shillings\n", + "* les valeurs s'arrêtent en 1810 soit 11 ans avant le prix du blé\n", + "\n", + "La suite de ce document se base sur ces observations. Nous tenterons de les reproduire le plus fidèlement possible." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## A. Plot séparé des deux parties du graph\n", + "Dans un premier temps, nous réalisons le graphique en batonnet pour le prix du blé au cours du temps. \n", + "\n", + "Celui-ci est réalisé avec `matplotlib.pyplot.bar` avec les paramètres suivant:\n", + "* `x=` les dates (Year_date). Pour que celles-ci soient bien reconnues comme tel par matplotlib, nous ajoutons la commande suivante `xaxis_date()` dans la suite du code.\n", + "* `y=`prix du blé (Wheat)\n", + "* `align='edge'`pour faire partir l'épaisseur de chaque batonnet depuis la limite gauche (et non centrale vu que nous avons choisi le 1 janvier, début de chaque année)\n", + "* `width=` le temps entre deux dates calculée ci-dessus (period_width). ce qui correspond à l'épaisseur de chque batonnet.\n", + "\n", + "Nous limitons également le graphique en x (`set_xlim`) de 1565 à 1830 et en y (`set_ylim`) de 0 à 100, comme c'est le cas dans le graphique d'origine.\n", + "\n", + "Dans cette première version du graphique, nous terminons en labélisant les axes x (`set_xlabel`) et y (`set_ylabel`)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax1 = plt.subplot(111)\n", + "\n", + "ax1.bar(data['Year_date'].values,data['Wheat'],align='edge',width=data['period_width'])\n", + "ax1.xaxis_date()\n", + "\n", + "ax1.set_ylim(0,100)\n", + "ax1.set_xlim(datetime.date(1565,1,1),datetime.date(1830,1,1))\n", + "\n", + "ax1.set_xlabel('year')\n", + "ax1.set_ylabel('Wheat prizes (Shillings per quarter)')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous pouvons ensuite améliorer le rendu de ce graphique afin de se rapprocher du rendu initial\n", + "\n", + "1. Graduation de l'axe à droite et à gauche avec `tick_params(axis='y', which='both', labelleft='on', labelright='on')`\n", + "2. Label de l'axe y à droite `yaxis.set_label_position('right')`\n", + "3. Graduation majeur et mineur :\n", + " * 10 shillings entre chaque graduation majeur : \n", + "`yaxis.set_major_locator(MultipleLocator(10))`\n", + " * 50 ans entre chaque garduation majeur :\n", + "`xaxis.set_major_locator(YearLocator(50))` \n", + " * 5 ans entre graduation mineur :\n", + "`xaxis.set_minor_locator(YearLocator(5))` \n", + " * 5 shillings entre chaque graduation mineur :\n", + "`ax1.yaxis.set_minor_locator(MultipleLocator(5))` \n", + "4. Grille `grid()` avec les paramètres suivant : \n", + " * graduation majeur ou mineur visible: `which=`'major' ou 'minor' \n", + " * concerne les axes x et y :`axis= 'both'` \n", + " * style des lignes de graduations :`linestyle=`'--'ou'-'. Il est aussi possible de jouer sur les épaisseurs des lignes\n", + " * couleur des lignes de graduations `color='k'`" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax1 = plt.subplot(111)\n", + "\n", + "ax1.bar(data['Year_date'].values,data['Wheat'],align='edge',width=data['period_width'])\n", + "ax1.xaxis_date()\n", + "\n", + "ax1.set_ylim(0,100)\n", + "ax1.set_xlim(datetime.date(1565,1,1),datetime.date(1830,1,1))\n", + "\n", + "ax1.set_xlabel('year')\n", + "ax1.set_ylabel('Wheat prizes (Shillings per quarter)')\n", + "\n", + "ax1.yaxis.set_major_locator(MultipleLocator(10))\n", + "ax1.yaxis.set_minor_locator(MultipleLocator(5))\n", + "ax1.xaxis.set_major_locator(YearLocator(50))\n", + "ax1.xaxis.set_minor_locator(YearLocator(5))\n", + "ax1.grid(which='major',axis= 'both',linestyle='-',color='k')\n", + "ax1.grid(which='minor',axis= 'both',linestyle='--',color='k')\n", + "\n", + "ax1.tick_params(axis='y', which='both', labelleft=True, labelright=True)\n", + "ax1.yaxis.set_label_position('right')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Enfin, afin de coller au mieux au graphique d'origine, nous ajoutons une couleur dégradée pour chaque batonnet grâce à `imshow`" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def gradientbars(bars,zorder):\n", + " grad = np.atleast_2d(np.linspace(0,1,2**10)).T\n", + " ax = bars[0].axes\n", + " lim = ax.get_xlim()+ax.get_ylim()\n", + " for bar in bars:\n", + " bar.set_zorder(zorder)\n", + " bar.set_facecolor('none')\n", + " x,y = bar.get_xy()\n", + " \n", + " w, h = bar.get_width(), bar.get_height()\n", + " y_base=20 # car sur le dessin de base, il ne descend jamais en dessous de 20 avec la couleur.\n", + " ax.imshow(grad, extent=[x,x+w,y_base,y+h], aspect='auto', zorder=zorder,cmap=cm.gist_gray)\n", + " ax.axis(lim)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax1 = plt.subplot(111)\n", + "\n", + "bar=ax1.bar(data['Year_date'].values,data['Wheat'],align='edge',width=data['period_width'])\n", + "gradientbars(bar,zorder=0)\n", + "ax1.xaxis_date()\n", + "\n", + "ax1.set_ylim(0,100)\n", + "ax1.set_xlim(datetime.date(1565,1,1),datetime.date(1830,1,1))\n", + "\n", + "ax1.set_xlabel('year')\n", + "ax1.set_ylabel('Wheat prizes (Shillings per quarter)')\n", + "\n", + "ax1.yaxis.set_major_locator(MultipleLocator(10))\n", + "ax1.yaxis.set_minor_locator(MultipleLocator(5))\n", + "ax1.xaxis.set_major_locator(YearLocator(50))\n", + "ax1.xaxis.set_minor_locator(YearLocator(5))\n", + "ax1.grid(which='major',axis= 'both',linestyle='-',color='k')\n", + "ax1.grid(which='minor',axis= 'both',linestyle='--',color='k')\n", + "\n", + "ax1.tick_params(axis='y', which='both', labelleft=True, labelright=True)\n", + "ax1.yaxis.set_label_position('right')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Deuxièmement, nous faisons le graphique des salaires des ouvrirers. Les graduations mises au points pour le graphique précédent sont réutilisées. \n", + "\n", + "En rouge : la courbe obtenue en représentant le salaire au cours du temps : utilisation de la fonction `plot()` de matplotlib.pyplot avec comme paramètre:\n", + "* x = années\n", + "* y= Wages\n", + "* color= red\n", + "* zorder (permet de choisir le niveau du graphique lorsque plusieurs graphiques, inscriptions sont supperposé(e)s)\n", + "\n", + "En bleu: la surface située en dessous de cette courbe (comme dans le graphique initial): utilisation du `fill_between`avec les même paramètre et une face de couleur bleu clair.\n", + "\n", + "Ajout d'un texte dans le graphique au dessus de la ligne rouge : avec `text` avec un certaine rotation pour suivre la courbe, un point de départ x,y basé sur la courbe, une boxe clair (fond) pour permettre une meilleur lecture du texte, et une taille définie du texte), on le met à zorder=2 pour qu'il soit en dessous de la courbe rouge (le fond)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax2 = plt.subplot(111)\n", + "ax2.fill_between(data['Year_date'].values,data['Wages'],facecolor='lightblue')\n", + "ax2.plot(data['Year_date'].values,data['Wages'],'r',zorder=3)\n", + "ax2.xaxis_date()\n", + "\n", + "ax2.set_ylim(0,100)\n", + "ax2.set_xlim(datetime.date(1565,1,1),datetime.date(1830,1,1))\n", + "\n", + "ax2.yaxis.set_major_locator(MultipleLocator(10))\n", + "ax2.yaxis.set_minor_locator(MultipleLocator(5))\n", + "ax2.xaxis.set_major_locator(YearLocator(50))\n", + "ax2.xaxis.set_minor_locator(YearLocator(5))\n", + "ax2.grid(which='major',axis= 'both',linestyle='-',color='k')\n", + "ax2.grid(which='minor',axis= 'both',linestyle='--',color='k')\n", + "\n", + "ax2.tick_params(axis='y', which='both', labelleft=True, labelright=True)\n", + "ax2.yaxis.set_label_position('right')\n", + "\n", + "ax2.set_xlabel('year')\n", + "ax2.set_ylabel('Wages (Shillings per week)')\n", + "ax2.text(data['Year_date'][1],data['Wages'][1]+4, ' Weekly Wages of a Good Mechanic',fontsize=8,rotation = 2,bbox=dict(facecolor='white',edgecolor='none', alpha=0.5),zorder=2)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notons que pour ce graphique, les dernières valeurs du tableaux sont absente `NaN`, ce qui ne pose pas de problème dans le graphique, ces valeurs ne sont simplement pas plotée." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## B. mettre les deux graphique ensemble" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "cas avec un seul axe pour Y1 et Y2 ( Question 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "\n", + "bar=ax1.bar(data['Year_date'].values,data['Wheat'],align='edge',width=data['period_width'])\n", + "gradientbars(bar,zorder=0)\n", + "ax1.fill_between(data['Year_date'].values,data['Wages'],facecolor='lightblue')\n", + "ax1.plot(data['Year_date'].values,data['Wages'],'r',zorder=3)\n", + "ax1.xaxis_date()\n", + "\n", + "ax1.set_ylim(0,100)\n", + "ax1.set_xlim(datetime.date(1565,1,1),datetime.date(1830,1,1))\n", + "\n", + "ax1.set_xlabel('5 years each division') # label utilisé par l'auteur d'origine\n", + "ax1.set_ylabel('Prize of the Quarter of Wheat in Shillings') # label utilisé par l'auteur d'origine\n", + "\n", + "ax1.yaxis.set_major_locator(MultipleLocator(10))\n", + "ax1.yaxis.set_minor_locator(MultipleLocator(5))\n", + "ax1.xaxis.set_major_locator(YearLocator(50))\n", + "ax1.xaxis.set_minor_locator(YearLocator(5))\n", + "ax1.grid(which='major',axis= 'both',linestyle='-',color='k')\n", + "ax1.grid(which='minor',axis= 'both',linestyle='--',color='k')\n", + "\n", + "ax1.tick_params(axis='y', which='both', labelleft=True, labelright=True)\n", + "ax1.yaxis.set_label_position('right')\n", + "ax1.text(data['Year_date'][1],data['Wages'][1]+4, ' Weekly Wages of a Good Mechanic',fontsize=8,rotation = 2,bbox=dict(facecolor='white',edgecolor='none', alpha=0.5),zorder=2)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Cas avec deux axes différents Y1 et Y2 (question 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx() # deux axes Y différents pour un même X\n", + "\n", + "bar=ax1.bar(data['Year_date'].values,data['Wheat'],align='edge',width=data['period_width'])\n", + "gradientbars(bar,zorder=0)\n", + "ax2.fill_between(data['Year_date'].values,data['Wages'],facecolor='mistyrose',alpha=0.7)\n", + "ax2.plot(data['Year_date'].values,data['Wages'],'r')\n", + "ax1.xaxis_date()\n", + "\n", + "ax1.set_ylim(0,100)\n", + "ax2.set_ylim(0,100)\n", + "ax1.set_xlim(datetime.date(1565,1,1),datetime.date(1830,1,1))\n", + "\n", + "ax1.set_xlabel('5 years each division') # label utilisé par l'auteur d'origine\n", + "ax1.set_ylabel('Prize of the Quarter of Wheat in Shillings') # label utilisé par l'auteur d'origine\n", + "ax2.set_ylabel('Weekly Wages in Shillings per week',color='red')\n", + "\n", + "ax1.yaxis.set_major_locator(MultipleLocator(10))\n", + "ax1.yaxis.set_minor_locator(MultipleLocator(5))\n", + "ax2.yaxis.set_major_locator(MultipleLocator(10))\n", + "ax2.yaxis.set_minor_locator(MultipleLocator(5))\n", + "ax1.xaxis.set_major_locator(YearLocator(50))\n", + "ax1.xaxis.set_minor_locator(YearLocator(5))\n", + "ax1.grid(which='major',axis= 'both',linestyle='-',color='k')\n", + "ax1.grid(which='minor',axis= 'both',linestyle='--',color='k')\n", + "ax2.tick_params(axis='y', colors='r')\n", + "ax2.text(data['Year_date'][1],data['Wages'][1]+4, ' Weekly Wages of a Good Mechanic',fontsize=8,rotation = 2,bbox=dict(facecolor='white',edgecolor='none', alpha=0.5),zorder=1,color='r')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "ax2 = ax1.twinx() # deux axes Y différents pour un même X\n", + "\n", + "#Grille\n", + "ax1.grid(which='minor',axis='x',linestyle='--',color='k')\n", + "ax1.grid(which='major',axis='x',linestyle='-',color='k')\n", + "ax1.grid(which='major',axis='y',linestyle='--',color='k')\n", + "ax2.grid(which='major',axis='y',linestyle='--',color='k')\n", + "\n", + "# batonnet Y1\n", + "bar=ax1.bar(data['Year_date'].values,data['Wheat'],color='dimgray',align='edge',width=data['period_width'])\n", + "gradientbars(bar,zorder=1)\n", + "#ligne et surface Y2\n", + "ax2.fill_between(data['Year_date'].values,data['Wages'],facecolor='lightblue',alpha=0.8)\n", + "ax2.plot(data['Year_date'].values,data['Wages'],'r')\n", + "\n", + "# définitions des axes\n", + "# X\n", + "ax1.xaxis_date()\n", + "ax1.set_xlim(data['Year_date'][1],datetime.date(1830,1,1))\n", + "ax1.set_xlabel('Years')\n", + "ax1.xaxis.set_major_locator(YearLocator(50))\n", + "ax1.xaxis.set_minor_locator(YearLocator(5))\n", + "\n", + "#Y\n", + "ax1.set_ylim(0,100)\n", + "ax2.set_ylim(0,100)\n", + "ax1.yaxis.set_major_locator(MultipleLocator(5))\n", + "ax2.yaxis.set_major_locator(MultipleLocator(5))\n", + "ax1.set_ylabel('Wheat prices(shillings per quarter)', color='k')\n", + "ax2.set_ylabel('Weekly Wages(shillings per week)', color='k')\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# autre graphiques possibles (étape 3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "nous allons d'abord calculer la quantité de blé que chaque ouvrier peut acheter avec son salaire moyen par semaine " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "quantite=data['Wages']/ data['Wheat']" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "poids=quantite*6.8" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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hDLWda9zvyaiBffiFqOnmZeSxcybEGA3oH82/cQPAdZMzAorLYGCIMRDSk2NRUsfPsKomjlY0YdzAZERHyT/PpkbbMXf0AE1iChuIJM0HsB7AXAAH4EyL/EcA74nYKjmmTJkimdy/traWWxCAp1Mq98fmpZdeCsu4tPAVydyJ+PxDFdemwxX0yLsHqKamhhwOR7c2T2w4TLes2CXURlu7jT7ILSNTWzsRiXFfvaeE7n19L7Xb7FRbW0u3vbKbbn15lxAXf+QuncPhoCl/20pL1ud3a3O2spo+zT9LhVUm4XaU9rucTs1rBYIFUESf8B8C8H8AhgAoB7ANwC/Vuukwxq4HcP2gQYOwatUqAM6scGlpadi0aRPMZjMmTJiAK6+80r0ONSYmBvfeey8++ugj9/ziLbfcgqKiIuTn58NsNuOKK65AcnIytm7dCgAYOXIk4uPjcfToUQDOzHd33XUX1q9fj/r6epjNZtx33304cuSI+5z58+ejqKgIZ8+eBQCMHTsWF154IdauXYu6ujq89957uOOOO/Dee++582wsWrQIn332mTu//+WXXw6bzYZvvvkGZrMZs2bNQnZ2Nt5//30AQL9+/TBs2DBs2bLFnW/73nvvxY4dO3D69GmYzWbcfPPNaG5uxu7duwEAU6ZMgdlsRlGRcx1xeno6Fi5ciDfffBMNDQ1ITEzE/fffj23btqG0tBQAcO2112Lv3r2ora0FAMyYMQNDhw7Fxo0bYTabMWbMGFx33XV47bXX3Bs8Jk2ahD179rhrad54440oLy9HXV0dVq1a5dVPgHMnYJ8+fVBQUODVTx9//DGKi4uRmJjo1U+u2KdNm+bVT/PmzcObb74Js9mMtLQ0r35y9UN0dLRXPxmNRnzyySdITEz06icASElJwYgRI/D555979dP+/ftx8OBBJCYmevUTACQnJ+Oaa67x6qdbb70Va9ascfP37CcAGDZsGIYNG+bVT6NHj8bq1auRmJjo1U+uGs6TJk1CU1OTVz/V1NTgq6++QmJiolc/Ac4EXvfdd59XP91///0oLMjDJc+V4ceD6/DLH1+D8vJyd/70AQMGYPbs2e5+umT4cPxt8RVYvnw5EhMTvfqpuroaZrMZ99xzD4qKirBl7zG8WZGO02f64cczMtzcPfsJcE7JPvzww1i/fj3WHidUWmPQ2tKMbdu2wVobhaLWOJw8eRJGoxHbt28H4MyQu3DhQq9+uuOOO7Bu3TpERUV59dOpU6dgNptxww03ePXTxIkTkZ2djdWrV8MWm4LG1kGYmJGCNWvWoLW1FWazGQ8//LBXP1111VXYk3sQS/dHY0G/Jjw0fxRGjx6NDz/80DUm4YEHHvDqp/vvvx9NTU3uMcrVT/v27YPZbMa8efO8+ikjIwPXXXcd3n77bSQkJLj7KScnBxUVFTCbzbjzzju9+mnWrFmoqqrCmTNn3H9PnuOexWLBI4884u4nwDnuCUPkrgDgYhFZoMfw4cMl714rV67k3vF4OqVyf2yeeeaZsIxLC1+RzJ2Izz9UcdnsDjrb0EqZS3Lord3FqrbhcDjomv/bQVf/7w5yOBxC3Of9z5f00Nu5bvnZhlaqbGpTNS4p3b7iOsr+62eUW1Iv5OuCP2+hpz45ItyO0n7vrn21fEHlEocvCsp06NARAvzw+W/w4peFSDDYcbi8Sfbcbwtrcdsru1EqOKfOGMNPZg3H8XMmHCrjr85ywWTpwJm6Vq+19xmp8RiYEvwlmRdm9cPhv17ptWpJDukpcahujpzkabIDfudyzD/AmVrh9x7HUwCi1A4mKSlJUj537lyuDU+nVO6PDa9gS6jj0sJXJHMH+PxDERcRobLJgsQYIyYMSnTvcOXZ5Jc3Yn9JA1ITo4XbuHFqBhJiovDfb4uxqW2s5A5Vl82xCueUmStHzdy5c2GydOClr4pwuLxR0qa79ruTe+oYY147bOV8pSfHotrE59IVSvu9u/bV8iWK7p7wYwAkwbmax3OHrQnArQG1LAHXnF1XJCfzN/XydErl/tjwdgaHOi4tfEUyd4DPPxRxtVhtaOuwIz0lFhMHJ+NUVTPa2u1cm2MVJgzrF4+UuGjhNpLjonHj1AzsPV2Hsx1xkrt5PW1mjeiHiZ0DfnJyMgyM4V9bT+Lbolq/OHYnd+nueX0f1nx3RtgX7wlf6XUf6mtYFLIDPjkLnvwNwEWd//6biP5GRM8TkerFIJuapH+Kul7mKdEplftj09zcHJZxaeErkrkDfP6hiMs1YKUnxwHnjuGBH4yE1Wbn2hw/Z8IFg1MUtTHuyS14d18Zalra4cqVn7V0k7tkoKfNRSP7Y92Dc9z7ALZu3YqkWCPSkmN91uKr2ScbNn+OHadqYO6SCkLO16NXjsNbP/MtG6j0ug/1NSwK0Tn8DC122urQoUM5qk2uAT8WQ+Pa8adrJiA1QTrnitlqQ3GdGRMG+6YEloOrgpVrk5LUbl4XbHbfNA8AkNU/Iahr8auszhKpEzOk8/ZIYXj/BGQN4E9P9jaE1U5bXgGUkSNHcm14OqVyf2zkEhmFMi4tfEUyd4DPPxRxDUiKwb1zs5A1IBEjR46EpcPu80LWZWOydOCycemYkdlXURuuhGvWDgcAgrXDdzfvyJEj0dZuR/ZTW7F6T4mPr8z+iTjTJU2ymn3SkTQQANxTSSK+yhta8drO06jpMq2j9LoP9TUsDJGlPAD2dv570EOWL2Kr5Jg+fbrkkiOr1cpdpsTTKZX7Y/Pyyy+HZVxa+Ipk7kR8/qGOy2q10n1v7KMrn/9G9TYWr95PSz/Mp7FLN9Il/287LV6938fmwJl6ylySQ1sKzvn4+s+XhTT68U3U1m5TNS4XHl6TS3P+8YUiX7uKaihzSQ7tKqoRslHa7921r5YvqLwss4wxNhcAMcZiGGN/ROf0jppwbQjqCtfGDiU6pXJ/bFybgMItLi18RTJ3gM8/FHE1tXW45+zffPNNTBzSB4XVzWhtt/nYdJ1uUdL2yrtn4p83T8b46DpUNFnw1A0TfWyOdq7QyR6S4iUHgJ9fMgLHn77anfdHaftycgCoKy3ElRMHKfLlWipa3SVNstLrPtTXsChEB/yHADyM8zttp3Z+1qFDR4jxl41H8MPnv3F/njykDxx0fnmkJ25buQePvHswoPYmxNTBQYR39pb66I5WNKFPfDSGpMb76OKio2DsJr9NIFjQ3+RzE+oO6cnOaeRIKYQi9O0TUS0RLSKigUSUTkR3ERG/xp2f4C3LTEjgV93h6ZTK/bGRW5oYyri08BXJ3AE+/1DEVW2yuufSExISMGmo86Vlgcd6/ISEBNgdhOPnTOifFMP1JRJvqtGGy8al4919ZV6/GBISEnC0woTsISle+eVdvuwOwpMfFyDncIXf7fPkdgchPl65r6RYIxJionwKoSi97kN9DQtDZN4HQBqAxwGsAvC66xCxVXLMmDGDO3cVjpDbAt3bEcncicKL/2X//sqdxsCFC5d9Tr9776CXrKi6mTKX5NC6/aUBtbdy5Uo6fq6JTpzzTTr22s7TtOFAOdd2xt+3eSU2UwurdxfT9Ke3UV0Lf/6bh/n/8yU9vDZP6Nxw6ndPQOU5/I0A+gD4AsAmj0NVNDQ0SMrXr1/PteHplMr9seHFG+q4tPAVydwB5ddqMOOqbra6pyZcuqdvzMZP52Z52XTdAetvvA0NDRg/KAXjBnlvAlq/fj1+fskILJw2hOsrs3+iV0Fztfokt6QBDWar5JLQ7ny9/+Ac/OvWKUI24TpGiUJ0wE8goiVEtI6IPnQdAbUsAV5xAbkXhDydUrk/NnY7vyRAKOPSwlckcwf4/LWOq63djmaLDemdLx9duquzB2GKRz6Z+vp6HDtngtHAMDo9SdKXaLwu7hWNbXjk3YM4WuGcOjpT3Sg5F+7pK7N/AkpqWyV1Iu3z5DuLauGAs66vUl8DU+IQHxMlqesKpf0u0r4avkQhOuDnMMauCaglHTp0qA4C4U8/Go+LuxTyaGu3Y9vRSpTVnx9cL8zqi4cXjEasUZ00WIkxRmw7Vom39zhTGexpTMal//oadge/TnZW/0RUmiw+qR/8xbgntyBr6SbUm/k7gLvDnu/r8M8tx91p1ns15OZ7ADTDmTenGYADQJvHZ5PInJGSY+rUqZLzU42Njdy5K55OqdwfmxUrVoRlXFr4imTuRHz+oY7LpasytVHmkhx6bedp1dvw5L5kfT6Ne3IzNZrbaeGLO+iWFb5FTjx9fZp/lub+czuV1plVietcQytl/+UzylySQ5lLcmjck5vpkXcPUJWpjWvTVf7K10WUuSTHXeBFzkZpvyvhEogvqDGHT0TJRJTS+a+BiOI9Pivbmy2AtrY2SfmRI0e4NjydUrk/Nrx4Qx2XFr4imTug/FoNVlwN5nacqTO7n6pduvTkOAxKiUNBZ3bKvEMFKK41w9Hl6TtQ7nfPyYSlw4F1uWU4fs7ks8u1q6/rJmdg19LLMKxfgl/tu+SWDjusNjsGpcZj3tg0MAZEGyBZz7c7X+61+B67bZVe96G+hkUhNKXDGLuJMdbH43MqY2xhQC1LgPdluqoaKdEplftjY7Hw1+6GMi4tfEUyd4DPX+u4Nh46i/n/+hoNre0+uuwhfdxLMz8/+D0W/PtrfHe6jutLNF5P7hMz+mBmZl88s/k4LHZnbholvpS0X22yYOnnVThwph43r9iNZzY5937aHA4smp2JewZXYdHsTNS0WLv15Sl3vfCu8kiTrPS6D/U1LArROfy/EpF7US8RNQL4a0At69ChI2BUN1thNDD0k0iWNnloH5yuNaPZ0oGqdmdiMaVJ00SweN5IJHa+9Mw7w1+95cLv1x3C/35xSnE7y7cXoswSgx+v+g5nG9tw6bg0AM4dwMsWZmNgrA3LFmZj5d0zFfl1vfDumk+nN0K0pq3UjUHUVhi8XM/z58/n2vB0SuX+2PAKtoQ6Li18RTJ3gM9f67iqm61IS451F/zw1E0a0gdEwNEKEyh1CDLsNvRNjOH6Eo3Xk/u4J7fAaju/FHJzQSWylm5CrNGAk8t+JOmruNaMyiaLcPvebTB02AlNbR34xZoD7jb84eKSD0xxPuE7X/zK2yjt90DiUqoTgegTfi5j7HnG2CjG2EjG2AsA8gJqWQKeu/M8YTTy7y08nVK5Pza8eEMdlxa+Ipk7oPxaDVZcnmvwu+pmj+yH7X+Yj1lZ/XC6vl3y6T5Q7iJpk7v6GtE/EWc6s3mKtO9qw1XEipea2d/vMSnWiBN/vxo/u3hEtzbhOkaJQnTA/zWAdgDvA/gAgAVByKVjMvnm/gDgrnCvRKdU7o+NXBGQUMalha9I5g7w+asVV7XJgnvfzpdc1+55frXJgjSPF5SeuoQYI0alJaHd7kBpo9Vrw1Ug8Xpyd6dNtjlgZCT50rSrr8z+iahoaoOlwy7UvqsNIsAA6Tb84eKSM8a8ErrJ2Sjt90DiUqoTgdDtgojMAJYG1JIOHTqEsXx7IcotMVj+RSGW3TSJe97vrhiLxBj+n/HOwhrsLKzFzQPrcf2UjGCEitoWKxbNzkRs2T5Yh81CTTeJyLIGJIAIXnsEhNq4SLwNpXhrdwnqze343RVjVfUbbhAa8BljaQAeAzARgPu2SkSXqRlMXJx0VfuxY/mdwNMplftjwyvYEuq4tPAVydwBPv9A4+o6X71mbynW7C31mhP3PP+qLumAu7aTX9aIVTtOY3RqGlITolWJtyt310vSr7+uxaWXZnfra3R6EmZm9oXV5hBuf8qwVMzM7IfW1JGSbcjFLCLfX1KPoxUm94Cv9LoP9TUsDJHF+gC2Afg5nDnw58OZPO1ZEVslx7Rp0yQ3FbS0tHA3IvB0SuX+2MhtPgplXFr4imTuRHz+gcZV1dRGv1qbR2Me38TdSOQ632ztoD3f11KjuV3SFxHRVyeq3JuSnvjosCrxBos7T17Z1EZZS3Po+W0ng9a/f/vkKF3w5y3d2ijlHmhcojqonDytPxH9F0AHOQub3wfgosBuNb6oq5POuLx27VquDU+nVO6PjVwCsVDGpYWvSOYO8PkHGld6ShxsDkK7ncA489Wu8wurWnDHqu+wv6Re0te4J7fg3jf2uz9LpR0IJ+48+af5FSACbpjXBOJvAAAgAElEQVSaEbT+HZgSC3O7HS2dBdCVXvehvoZFITrgd3T+e44xdi1jbBqAoQG1rEOHDkkU1zqzSRIYbpk+xGcjkQuunaHpKdLTDK7VLS7IFR7XGr9//xAeWJ0rdO6n+RWYNKQPRqXxlwIHCtd36Ln5qjdCdMBf1rnT9g8A/gjgNQC/UzsYXgGUlBT+ZhGeTqncHxu5IiChjEsLX5HMHeDzVyMuz2yWN00b6rORyHW+awWP59O/py/X6hbGwF1BEyruDiIcqzB1a1Nca0Z+eRNu7LxxBat/B6bEoV9iDJotNlkbpdwDjUuJTggi8z5aHXoBlJ6DSOZOFDz+DoeDZj/zBd356h7KXJJDr+74nnvuc9tOUtbSHOqw2bnnLF69n57YUEBHzzbRExsKfAqP+wM1uD/fGbulwyZ73jcnq2nOP76gc41tsudphXC97qHyHL4m4OV6fu+997g2PJ1SuT82crmpQxmXFr4imTug/FoVjetsYxsqTRZcecEgJBsdOFHpu+7bdX5NswX9E2O86sR2bceVduDwjs2SaQdCxX3EgEQQAZc9s0lyr4HLZt7YNOxaehkG9YnrNi4trpVwHaNEEVYDPq+4AG9DlpxOqdwfG4fDt7pOOMSlha9I5g7w+QcaV0afeGz73TxcO3kwBkS340Slr53r/J9dPALP3T41oPZDxT2zM8na2TYDln/hW7TEZDKhxWqD3UFeu1uD2b+/fe8g3tpdImujlLsacYnqRCC6Dn8EERV3J9OhQ0dgMBgYxg505pS6pG8zbrie/4J17MBk97k9CSJ7DQDgfz8/hc+OVuKrP16K6KjgP5seKG2Eg+BVGrLXQWTeB8ABCVmeiK2SQ1+H33N8RTJ3ouCtRX9+20naeapGyNfmwxVUWGWS1AUaVzC5VzW10a/fPUDjntzM3WvQZGqmWc98Tve/tV/Wlz/t8+S3vryLfrxyt6xNr16Hzxgbzxi7BUAfxtjNHse98NhxqxbMZrOkfP/+/ZJyOZ1SuT82ra38reGhjEsLX5HMHeDzDySuprYOLP+y0J1iePfeffjsSCVOVTX7nG93EH717kFsOHg2oPZDwd0z/060AbB0OFBY1YwBieeXl67dthdVJqt7dY5IXIFyTE+OQ7XJKmujlLsacYnqRNDd76RxAK4DkArgeo9jOoAHAmpZArziAqdO8XNn83RK5f7YWK38/NmhjEsLX5HMHeDzDySuA6UNIHLWngWAwlOFePidA/g0v8Ln/HpzO+wO8kkgphbHYHN35d+5a1AVxg5MwrFzzfjDB/nosDuneraeqENiTBQuHz9QOK5AOaanxLr3Nii97kN9DYtCdg6fiDYC2MgYm0NEewJqSYcOHbLIK2lAlIFh6vBUAIDR4FzNIrVS5/wafH5Oo3CGa7XQqlW7sfWBeXjpqyL8e9sp1Jnb8edrJyC/OQE/yk5DfIw6BddFMHJAIjL7J8BqU6fAelhCZN4HwBtw5s/xOkRslRzZ2dmS81NFRUXcOS2eTqncH5vly5eHZVxa+Ipk7kR8/oHEdfsru+n6F3d6yR9em0eXPLvd5/wvO3Pk5JbUBdR+uHAnInp/XymN/NMmmv8/X1LWkhz6xZpcv32pGZcnlHLXKi6ovA4/B8CmzmM7gBQALcG4+UjBZrNxbXg6pXJ/bHjxhjouLXxFMndA+bXaXVxEhIbWdszM7OclnzA4BWX1bWi2dHjJazrnmrtO6ajFUUvuLvx54xHYHYSSulYQzlfP8sz9E+prJVzHKFEIDfhE9KHHsRbA7QCkc5QGAF5xgW+++YZrw9Mplftj09LCv+eFMi4tfEUyd4DP39+4GGPY9rv5ePya8V7ycZ3LLj1f3H7zzTe4cuJAfPiLue4NSf62Hw7cXRCpnhXM/j3X1IYbX9qFL45VKb7uQ30Ni8LfelljAAwPqGUdOnT4wNhlvfmcUf3x1R8vxfB+CV7y1IQYzMj0LVzekyFSPSuYSIg2Ir+sESV10qsFewNEN141AyAArPPfSgBL1A4mPj5eUj5x4kSuDU+nVO6PDa9gS6jj0sJXJHMH+Pz9jevxDQWINRrw1+sneskTY40YEWv0Of+zI5UwGhh+eMFAH50acWnJ3ROu1TsXxNTjWHs/n8pWwezflHgjYo0GVDdbMV/hdR/qa1gYIhP9Wh1Tp06VfCHR2NjIfYnB0ymV+2Mjt/kolHFp4SuSuRPx+fvjq6GhgWb8fRv97r2DkjafHTlHL39d5CW/6aVv6c5X9wTcfqi5h1v/XvLsdnrk3QOKr/tQc4SaL22ZE3cxxv7c+Xk4Y2xWYLcaX/ASE73//vtcG55OqdwfG7kiIKGMSwtfkcwd4PP3x9craz9EbUs7Zmb185K7bHYW1uClr4rcLwzff/99VDdbJac61OKoFfdw69+BnZuvlF73oeYoCtFVOisAzAFwZ+fnZgAvBdSyDh06AADlFudaeteGq64YPygFzRYbKpqc0xtE6Bzwe+Ya/HDGhSP6edUj6G0QfWk7m4imM8YOAgARNTDGVH9jZDRKh9OvXz9JuZxOqdwfG17BllDHpYWvSOYO8Pn746uaktEnPtqnopPLZsJg50qdE+dMGJIaj/g+/dBe7ECaxICvFketuIdb/y652rlKav36E5I2SrmrFZeITggi8z4A9gKIQmcSNQBpAA6K2Co59AIoPQeRzJ1IXf4vf11Ef//0KFdvamunzCU59J8vC4mI6FSliTKX5NDGQ2dVi0EJIrnvpbhXNbXRba/s9kr+pjWg8sar5QA2ABjIGHsGwLcA/hHYrcYXvDn8NWvWcG14OqVyf2zkioCEMi4tfEUyd0D5tSrnK6lsD5687gKuTXJcNIb3S3DXW92zbSN2L70Ml41PD7j9UHMPt/7dfrwKM5d9jouf2ihZmEWK+/LthdhfXCeZ11+tuER0IhCa0iGitYyxPACXd4oWEtHxgFqWAK8AilxmRp5OqdwfG7kiIKGMSwtfkcwd4PNX6qvZ0oFmc/c2n/9+HmKNzukES1srMlKllzCrxVEL7mrHpYavGKMBtS3tAKKw/ItCLLtpkltXbbLg4+YRuK/ZgvTkOOG8/lpwFIWSjVcJcE7rEADpq02HDh2K8OyWE1hbnIGFjW0YzBnEAbgHewAobovFS18V4aH5oxBlYFwbHcogN4B//eilePrTY6i0J2Lx6lwM7hOPkWmJGJOejK1HK2G1ORBrNODq7EF44toJIeUhB0YyOVHcJzH2FwC3AfgQzs1XCwF8QETL1AxmxowZlJeX5yNvb29HTIz0O2KeTqncH5tXXnkFDz30UNjFpYWvSOYO8Pkr9TVz2eeobWnHXbOHez1NdrU5WdmM//nsBJb8aDze+a4E6/LO4tjTVweNoxbc1Y4rUF/VJgv+9ukxbC44B9eoePXEgfjyZA3abb6/agwMuG3GMKzLLXPvSl3UTT8GiyNjLI+IZkqYeMfc3Qmd+AmAC4noKSL6K4CLACwStBUGL5fOjh07uDY8nVK5PzZy+WRCGZcWviKZO8DnL+pr3JNbkLV0U+f0AbBmb6lPojBPmygDw/YT1Sgob8LR0+XcJZlqcQwm92DFFaiv9JQ4pCZEAwyINgCMAf2TYvHtYwtw+fh0REc5f03FGZ05fr57/HI0trVj0ezhSIkGhvSNR02Lb758LTiKQnRKpwTOCleutxixAL4PqGUJ8IoLnD59mmvD0ymV+2PT3t4elnFp4SuSuQN8/qK+dj62AH/4IB87C2sBOBOFXTXRezrA0yarfwJijQacqDShsqkNgwelqsIlFNyDFZcavlypHWLL9sE6bBZqmi1IT4nDoD5xsDkIUXDAaoc7x48rr/+RY8dRaI7Ciz+ZHpS4RHQiEB3wrQCOMsY+h3MO/woA3zLGlgMAET0SUBQ6dEQY0lPi3NWdotB9ojBjlAFjBibhRGUzzPYopKXom66CAc/CLIsXnk8I7LoRtBVsQ/ykK31y/IxOsOBQcyJyz9Rj7qgBmsasCCJrNwH8VO4Q8SFyTJo0SXKNaUlJCXf9KU+nVO6PjVwRkFDGpYWvSOZOxOevxNdPVu2hG/+zk7buP05PbCigxav3y9r8Yd0hmrnsc5r458301CdHAm7fHzmROtyDEZcWvnjcj536nq5bvpO+PFEVkrgguA5fdFnmW8G53XiDtyyTN7cvp1Mq98dGbmliKOPSwlckcwf4/JX4eueBiwAAR44cwbKFvuUlutpMG56KM3VmPDo7CZMmjvc5X2n7/sgBdbgHIy4tfPG4262t+PTXl4QsLlGIvrTVBLyXQbt37+ba8HRK5f7YmM38vNmhjEsLX5HMHeDzV+Jrf0k96s3twjaLZmfig4fm4tD+77i1XtXiGGzuwYhLC1/dcbfa7LB02CV1wYxLFGE14OvQESlobbfh9pV7sOa7M4rsTlU147PaPiirD2wDjg71UdHYhmlPf44NB8+GOhQuFA34jLHEYAUCAAkJCZLyKVOmcG14OqVyf2x4BVtCHZcWviKZO8DnL+rr+2oziIAx6UmK2r/yhR04YEpCeUNbQO37KwcC5x6suLTwJcd9cJ849ImPxtcnqzWPSxSi+fDnMsaOATje+XkKY2xFQC1LIDZWeuXB6NGjuTY8nVK5Pza8eEMdlxa+Ipk7oPxa7SovrHbOxY4ZmORX+x8dKA+ofX/lQODcgxWXFr7kuDPGcOm4NOwqqvPaqKVFXKIQfcJ/AcBVAOoAgIjyAcwLqGUJ8IoLfPjhh1wbnk6p3B+bxsbGsIxLC1+RzB3g8xf1VVjdgugohsz+iUI2ro1aLnyQV+6zUUtJ+/7KgcC5BysuLXx1x33+2HS0WG3IO9PgowtmXKIQntIhorIuIuklNTp06OgWhVUtGDEgEdFRYn+COx9bgBumZiAu2nl+XLRzt+fOJQuCGaYOhbh4dH9ERzF8faq6+5NDANGNV2WMsbkAqLPwySPonN5RE9HR0ZLy9HTfNLDd6ZTK/bHhFWwJdVxa+Ipk7gCfv6ivR68ah4bWdmGb9JQ4JMcaYbU5YGT8jVpqcQwm92DFpYWv7rgnx0Vj2cJsTMzoo2lcwhBZrA9gAIC1AKoAVANYA6C/iK2SQy+A0nMQydyJQsN/8er99MSGAjp6tklyo5ZWiOS+D1fuULMAChHVEtEiIhpIROlEdBcR1QV2q/FFXZ20yzfffJNrw9Mplftjw4s31HFp4SuSuQPKr1VPeWWTBevzytFgblfU/sq7Z2LZwmzs2/YRli3MdqcBUNp+IHIgMO7BjEsLXyLcHQ7C1yer3fP4WsQlCqEpHcbYGwB88igT0X0Btd4FvF1scom6eDqlcn9sSCa1dCjj0sJXJHMHpPlXmyz4b0kKrukskMHztbe4Dn/8IB9bfzsPfRNjwpKjUu7++gpH7nI6Ee6MAUs/LMC04amYkTlDk7hEIfrSNgfAps5jO4AUAPz8uDp0RCCWby9EuSWGW+rOhaLqFkQZGLIGSO870dGz4Vqe+W1hrTtBXrhAqACKjxFjBgBfENFlagYzc+ZMys3N9ZE7HA4YDNL3Jp5Oqdwfm5UrV+LBBx8Mu7i08BXJ3AFv/t6Vks7Ds9Sdp6+H3s7DqepmfPmHS8OWoyj3cIlXK1+i3D87cg4PrTmA9xdfhAuz+gY9LrULoHTFGADD/bTlwmQyScq3bdvGteHplMr9sZFLZBTKuLTwFcncAW/+79w/21k4oxNSSyY9fRVWN2NMelJQ4lLLlyj3QH2FI3c5nSj3uaMHwGhg+PpUjSZxiUJ0p20zY8zk+hfApwCWBNSyBHgFUEpLS7k2PJ1SuT82cvNpoYxLC1+RzB04z9/SYccv1h6A2Wpz66wdvksmXb7abQ6U1LViTHpyUOJSy5cIdzV8hSN3OZ0o95S4aEzP7Iu9p+vwzHetqO6SP1/tuEQhukonmYhSPP4dS0SBbfnSoaOHotpkwUbzKFSbLIiLjsKzt07G3FH9ccv0IbiqfwN+MmuYZKk7AIiOYvjuT5fj3ouztA1ah+ZYsWg6JgxOEXqvoxlE1m4CmC53iPgQOSZPniy5xrS8vJy7/pSnUyr3x+bFF18My7i08BXJ3B94az9lLvmUbn9ld1jFpaYvuTZ4fd9buMvpRLmPfWIzZS7J8TnGPrE5KHFBzXX4AFYA+A7AKgCvAtgLYDmA5wD8W62bT0dHh6S8pqaGa8PTKZX7Y2Oz2STloY5LC1+RyN2Vz2bbsSoADHuL633y2Rz6vgLPbzvpszrD5euzI+fw0ldFXsv7womjSBu8vu/p/SuiE+UukgpDzbhEITrglwCYQUQziWgGgGkAiohoAam4UodXXGDfvn1cG55Oqdwfm9ZWfk7yUMalha9I5L7zsQW4eFR/92epP+Ltecex/MsiHDjjnQjQ5evT/HNYl1sGxphqcQVi408bvL7v6f0rohPlLpIKQ824RCGaS2c8ERW4PhDREcbY1IBa1qGjhyE9JQ72zidzAxyw2uDzR5wVb0WUgWFHYQ1mj+zv46PrCh0dvReuwuexZftgHTbLp/B5KCA64B9njL0GZw4dAnAXgpA8LTFRur7KjBkzuDY8nVK5Pza8gi2hjksLX5HKvabZ+TL29n5lMI6d5/NHfPGF07ETVuw4VYtHr/L21WF3oLjWjMsnDFQ9LrV9ybXB6/ve0L/d6ZRwd6W+yMuzYsYM35rFasYlCtEpnZ8BOArgNwB+C+BYp0xV8LJlDh06lGvD0ymV+2PDizfUcWnhq6dxrzZZsGx3i+TyOCW+vvj9fOQ++UMMSyTJfDZDhw7FvDFpKDjbhFqPlTpDhw7FmbpWdNjJ5wk/HL8vuTaU/p32tGtbTheuY5QoRJdlWojoBSK6qfN4gYhU/33CKy6wceNGrg1Pp1Tuj01TU1NYxqWFr57Gffn2Qhw62yy5PE6JL8YYBiTFcvlv3LgR88amISnWiMKqFi/5uaY2xEQZvNbg+8NFi+9Lrg057kp9hSN3OZ1S7lrFJQrRKR0dOnokvNMeMKzZW4o1e0u90h4owV83HsH8cWmy50wa0gcH/3KFT3GTH4xJw7Gnr/J6YatDh5bwN7VCUBATEyMpz8jI4NrwdErl/tjITWuEMi4tfPUU7jsfW4CrJ56fM5daWSPqq8Vqw1t7zuBkZQuXf0ZGBgwG5jPYu3wZowyIMjBJXXftdydX05dcG3LclfoKR+5yOqXctYpLGCKL9V0HgEQl5ys99AIoPQc9ifvjHx2mzCU5lLXUeTzx0WG//ByraKLMJTmUk1/RLf/DZY105fPfUEF5o1v22Af5tHp3sV9thxN6Ut+rjXDlDjU3XjHG5jLGjqFzZQ5jbApjbEVgtxpf1NbWSspfe+01rg1Pp1Tujw0v3lDHpYWvnsS9tsWKUQMSEQs7Fs0a7pP2QNTXmTrnGuzh/RK6vVYH9onFyapm7Ch0bpRZ9epr2HDoLMoa2gLiIidX05dcG0r/TnvatS2nC9cxShSiUzovALgKQB0AEFE+gHkBtSwB4qRq5hVGkdMplftrE45xaeVLizbU8NXabgczMFgoCovnjfJZWSPqq6y+c8Dvz1+S6rJJT47DhMEp+Oakc8Cvb2dotzkwWmINfrh9X921oVbbaselhS9/zg9lXF0hPIdPRGVdRPaAWpYA72UWLze0nE6p3F+bcIxLK19atBGor+pmC3YW1uKCwSkAgINlDd3a8OTNVhsGJMWiTzz//YWnzfyxacg704AWqw31Nuf7KalNV+H0fYm0oVbbaselhS9/zg9lXD4QmfcBsB7AXAAHAMQA+COA90RslRz6HH7PQU/hvulwBWUuyaF9xXVUUN5I7TZ7QP4cDgcRifHfVVRDmUtyaOuRc/SfLwspc0kOmdraA2o/HNBT+j4YCFfuUDl52kMAHgYwBEA5gKmdn1UFb41rTk4O14anUyr3x0ZuLXoo49LCV0/hvq+4HnHRBkwZmoqSgzt9Vs8obcP1K1TkWp2Z2Q83Ts1Av8QYFJ48gWnDU5Ec5/vrIJy+L5E2lP6d9rRrW04XrmOUKEQ3XtUS0SIiGkhE6UR0FxFJl28PALziAhUVFVwbnk6p3B8bXnbPUMelha+ewn1/ST2mD++LGKMBB4pr8LdPj6K9SzlCEV92B+Hu/+7FZ0cqAfD5e9rEGA34vzumYWZWP1xgqMCGX14cEJfu5Gr6kmtDhLuor3DkLqdTyl2ruEQhtPGKMZYG4AEAWZ42RHRfQK3r0BFEEBEmD03FBRnO+fuGjihs2FWCm6YNweShqYp8nWtqw87CWlwzabDiOMrqW9FqD6stLzoiFSLzPgB2A3gWwO0AbnEdIrZKDl4BlMrKSu7cFU+nVO6PzX/+85+wjEsLXz2R+8FTZyhzSY7PWngRX675+G8La4iIz7+rr7J6s7v4xccHpYtXhOP3JdeGKHcRX+HIXU6nlLtWcUHlOfwEIlpCROuI6EPXofbNh/dzqby8nGvD0ymV+2MjN60Ryri08NUTuDeY272W+tqaqjEgKRYHyxq5Njx5qccafED8Wh3a9/wSzk2HzwnZ+CtX05dcG0r/TnvatS2nC9cxShSiA34OY+yagFoSAK8ASl5eHteGp1Mq98dGrghIKOPSwldP4L747Vzc8/r5ghEHDhzA1GGpONRlwBfxVVrfCqOBYXAfZ+57Hn9PG1eFLBe2HavyqZAl2r6IXE1fcm2IcBf1FY7c5XRKuWsVlyhEB/zfwDnotzHGTIyxZsaYKaCWdegIIiwdduSXNWFC5/p7F6YO64NWqx2WDmXbSOKjozAzqy+MEqt8eHCVuYs18svc6dChJYRe2hJRcvdnBQ5eAZRZs2ZxbXg6pXJ/bOSKgIQyLi18hTv3w+VNaLc7cGFWPy9d9qRR+NVlYxS38evLx+DXl5+34/H3tHGVuWu3OxBtgGSZO9H2ReRq+pJrQ4S7qK9w5C6nU8pdq7hEITvgM8bGE9EJxth0KT0RHQio9S7gZaJLS+Ono+XplMr9sTEa+V9fKOPSwle4c99X7Fw1PDOzr5dO6gndn7h4/LvauMrc/TArDl+UWCTL3IXD96WkDVHuIr7CkbucTil3reISRXe/T3/f+e9zEse/A2pZArwCKJs2bZKUy+mUyv2xMZn4s1qhjEsLX+HOfV9JA8YOTELfxBgf3T+3HMfjGwp85DxfJksHLnvua2wuOP/Slce/q6+Vd8/EsoXZOLXvS8kKWSLti8rV9CXXhih3EV/hyF1Op5S7VnGJQvYJn4gWd/6rTzrq6FG47+IstLVLz9PXNrfj65PVeGZhtlAxktK6VpyuMcOg1y3R0cMhXPGKMZYN4AIA7glIIlqtZjCxsbGS8uHDh3NteDqlcn9seAVbQh2XFr7Cnful49K5uqnDU/HhgXKUN7RhWL+Ebn2VdmbJHNbv/Pwtj39v6V+5Nno7dzmdUu5axSUMkcX6AP4K4CsAVQDeAFAJYL2IrZKDlzzNbucnvOLplMr9sXnllVfCMi4tfIUz9/yyBtpfXOdOdNbV5nBZI2UuyaFPDp0VauPlr4t8Ep/x+PeW/pVro7dzl9Mp5a5VXFB549WtAC4HUElEPwMwBYD043gAqKmpkZSHurgAT15Xx08n1NMKO/Qm7iu++h6/ff+Qz3SNy2b84GTEGg3u9fjdtVFa34p+iTFeic94/HtL/8q10du5y+mUctcqLlGIDvhtROQAYGOMpQCoBjAyoJZ16AgCiJwJ02aN6Mc9JzrKgBumZGBgitgzy4j+ibg6e5BaIerQETKIzuHnMsZSAbwKIA9AC4B98ibKwUvuLzdfzNMplftjI/fCL5RxaeErXLk3Ix515nbMyvId8D1t/nXbFOE2Hpjn+2zD499b+leujd7OXU6nlLtWcQlDZN7H84AzY+ZkpXYih14ApedALe5VTW102yu7qcrUpoq/d/Y6E6QVVTd3e67d7iBLh032HIfD4fMugEjv+0hFuHKHynP4YIxNZozdAGA6gNGMsZsDu9X4grcO/+OPP+ba8HRK5f7Y8OINdVxa+FKL+/LthdhfXIflXxSqEtdHO/IxICkGIwf47tr2tKlptmLy37ZhXW65bBtl9W244C9bsaXAO/GZ0mu1p/WvXBu9nbucLlzHKFGI5sN/HcBkAEcBuKpHEICPAmq9C3iZ6Kqrq7k2PJ1SuVKbapMFHzVl4t5mi89W+VDGpZUvm80WUBvjntwCq7sQCcOavaVYs7cUsUYDTi77kV9xVZssONfcgRX3zpX86e1pMyApxvnitrQR4xr5bZTWt6Ktw47UBO+f0jz+vaV/5dro7dzldEq5axWXKESf8C8ioplE9FMi+lnnEdHFT5ZvL0SlPZH7ZKpDHq7EYsbO3UxxxsATiy3fXoiz1hh8cqj7qkCMMUwdlor8cv4vFQA4U+/M4Dq8Pz93kA4dPQYi8z4A/gvgApFzAzmmTJkiOT9VW1vLnbvi6ZTKRW3GPrHZXdDC8xj7xOaQxqW1r5deeingNh7/6LD7+8tamkNPfHTYL1/+9snyL05R1tIcKj4rXVSitraW/rH5GI15fDPZ7N7z+Dz+vaV/5dro7dzldEq5axUXVJ7DfwvAHsbYScbYYcZYAWPssNo3H6vVKikvKiri2vB0SuWiNq4n05jOJFzRUUzyyVTruLT2xesrJb5qm62INRowfWA0rp00GF+fqoHdQbI2UnJXn7hSH/DSEHf1NXV4KoiAe948iGqJpGZFRUUoq2/F0L7xiOqSV0HptdrT+leujd7OXU4XrmOUKEQH/NcB3A3gagDXA7iu819VwSsukJ+fz7Xh6ZTKRW1cKW87HA4AhA47IUki5a3WcWntq62tLeA2fvPDsbDaHMhwVOPyCekob2jD698WK/aVnhIHAwAHAQzETUPc1dfkoanIzkhBqckmOTWXn5+PuaMG4LaZw3x0PP69pX/l2ujt3OV0SrlrFZcoRNfhlxLRJwG11ItQ22LFgrFpqDp9DKwILFwAACAASURBVEc70lBwtinUIfVI7P6+FgCQFW/FwqlDsLmgEv/adhILxqdjdHqSIl9HzjqzGN42sA4xI2ZIpiH2hOhL47suylQUhw4d4QzRJ/wTjLF3GGM/YYzd7DrUDiYpSfqPfO7cuVwbnk6pXInNy4tmYNf3dYiJicaY9CS0tdvh6DIVEYq4upNXmyz4pGWk5PSFUl+8YjVKfF0yZgCevHYCrp43G4wxPHNTNhJiovDHD/LdUzsivhwOQrvdgbmj+uOeK2Zw0xB72rimgeKinX8CMRIvjWddNAeNre2S7fP4h7J/1fQl10Zv5y6nU8pdq7hEITrgxwOwArgSzqkc17SOqoiKipKUJyfzC27xdErlSmyqmi2w2hzoH92BX18+BgmxRtSarbI2WsTVnXz59kIcrbZKTl8o9cXbFa3E1/hBKbj/ByPd8vTkOPzthok4VNaI9/aXCvtqabdhyrBU3Dl7uPD36Jqacz3lt9scPlNzVdZoTH36c3xxrMrHF49/KPtXTV9ybfR27nI6pdy1iksUQgM+nV+K6XmoviyzqUl6amTr1q1cG55OqVyJTXGtc6leTLsJ108ejI9/OddnvjjYcVWbLLjrjTzJp/Wu57uKaa/ZWwoCsGZvqU8xbaVxNTc3K4q3q7ysvhVfnayGpcPuJb9hSgaev30Kbpk+VJhjSlw0XvzJNFw3OUPR9+iqRnVZX+fSzIOlDV76LTv3AwCG9ov38cXjH8zrTktfcm30du5yOqXctYpLFEIDPmNsLGNsO2PsSOfnyYyxJwNquQejpNb5crmPwQrGGBhjqGux4kSldnXdl28vRLklRmgfwM7HFmDK0D7uz+FQTPuT/Ar87I39MFu9N7IwxnDz9KGIi47Cc9tOoawbjmarDYVV/JuPHFzVqGanmjF7RD+ca7KgqfX85r/GDucvzmF99TX4OnoHRKd0XgXwJwAdAEBEhwHcoXYwvAIoI0fyE3PydErlSmxK6syIMRrQL/b8Ur17Xt+H37+f79q3IOmr2mTB+vqhPk+sPLlU+95P60zyab1r2+kpcbDT+XcM1g7fVSxKvy+5JE4ivnZ/X4vxg5LRPynW53wXx/dzy4BuOH6aX4ErXtiBYxUm2bbldKNGjcRTN0xEU1sHXvjilFtuj++LAUkxSIz1XdvA4x/M605LX3Jt9Hbucjql3LWKSxgii/UB7O/896CH7JCIrZJj+vTpkpsKrFYrdyMCT6dUrsSmytRG+4vr6OWXX3bL1ueWUeaSHNp2tJLr64mPDktuMOLJpdo/XtFEM/6+zb25aNyTm+mRdw94JR+Tanvx6v20ZH0+zX7mc5r4ly10/1v7/OLugid3URuXvK3dRmOf2ExPf3pU8vyqpjb69bsHaORSJ8cxj/M53rxiF13+3NfuBGeB9O9zW0/Q+twyt/zHr+ymhS99K2nD4x/M605LX3Jt9Hbucjql3LWKCypvvKpljI2CM38OGGO3Ajgnb6IctbW1kvI333yTa8PTKZUrsUlPjsPMrH6or693y26cmoHh/RKwfHshiMjLxuupnM7PobuOrnLPJ1nP9u0Owm/eO4R68/mVI1JP613j7bA7sPLumfh/t0zG5YnlePaWKVjVZRWL0u/Lk7uojUt+oLQBVptzVY3U+a4Xqs7Xqc4VODFRBh+ORdUtyDvTgNtnDnXnzgmkf39/5TjcMmOoWz7IXISfXTxC0obHP5jXnZa+5Nro7dzldEq5axWXKEQH/IcBrAQwnjF2FsBvAfwioJZ7KBwOwqod3+Nkpfe8sTHKgF8tGI2Cs034+OBZvF0xAOca27Dx0FkM6+t86eeaAIqLNiCrfwKyM1KQmhDtlhsYfObWq00WvF0xANUmC6IMDEt/NB6zR/TH7TOHYk6qCbfNHIqaFv6uVwB4YHUuHnn3IAAgM74d104eDMaYe/pJa+wvbkCUgckWKXG9UL0xvQEMwDenanziXZ9XjigDw8JpQ1SLzWZ34I1dxfjyRBUuSGrDDVMyVPOtQ0eoIbTxiohOA/ghYywRgIGI/HtL1g14yzITEvgvzXg6pXJRm3MmC/6x+QSSYqN9lmjdNH0IXvyqEK9/W4wySwyueOEbtFjtGJWWiItG9sPe4noYO3eCXjJ6AJbdNAlPbCjAO/tKEQWCg5hzqWCHAz9/cz8eunQUPjpQjjJLDH659gDW/2IuFoxPx4LxzgLda9YU4K5bp6ArPONtbG3Ht4W1uP8HI710b393BlsKzmHNz2fDYGCKvy+5ZZnd+fr1ZaNx3ZTB7pKBUue71tGvWXMIky6cgO3Hq2FutyOpcz49Pj4BmwvOYcG4dK8nfzWulXf3laLGZEUcDcSP6lu9ipe7wOMfrOtOa19ybfR27nI6pdy1iksUTOQpjzH2GziLlzfD+QJ3OoClRLQtoNa7YObMmZSbm6umS9Wxq6gWi17bi3fun40jX36ExYsXu3XeuzfPI9ZowKXj0pCWHIc7Zw3HO/tKUdNswcq7Z+LBt3N95HfOzsRPX5cuKOa5E9TSYcdHB85i7MAkzJSo8AQA63LL8Nj6w/j0V5dgksdKnQ0Hy/G79/Px9xsn4u45WYq/h1WrVnlxDyaICA6CTz4bk6UDTa0dkgNyIHD1MQBcecFArLrHdxOXlvzDDTr38OPOGMsjIt8LtQtEp3TuIyITnBuv0gH8DMD/CyA+STQ0NEjK169fz7Xh6ZTKRW1ca/CzBiT6xNt196bn8kfXEsBju7d57QSVks8fm4ZvHr0U2UNSwGQSgn28YQP+ve0k3thVwo13c8E5DO0bj+whKV66hVOH4AdjBuDZz07iyNkmXLbsE8lVQrzvhNdX1SaLrK+9p+vwxIYC1HlMQ3XXJ4wxRBkYqk0WLFl/GMW1Zly27BNYOuw+g32g/TvuyS3uwR4Ath2rknyvovRaDadrONA2ejt3OV24jlGiEB3wXY9W1wB4g4jyPWSqgVdcQO4FIU+nVC5qU1JrRqzRgEEpcbDb7V7nee7eNDLpJF6icWX2T8SUoakAwPVlaqzHDVMy8PnxKq/14y5fTa0d2FVUi2snDXa/1HTpGGNYtjAbHXYHfrEmD8UtBsn17rx4u3J3Yfn2QllfXxyvwgd55V5LHUX75HStGR/kleHu/+7F6RYDntxwRDheOZ2n3H3TNvretD3B4x+s605rX3Jt9Hbucjql3LWKSxSiydPyGGPbAIwA8CfGWDLOV76KKJTUtSKrfyIMBun7netlY2zZPliHzeo2iZccRHzdMn0o3txdgk0F53Dn7OFeuqgohr9cdwFmj+wv6f/KF3bAanOgrKENcgnERCCajGxXUR1mDO+LuGjp9zVy+Onr++AgoLwzXtfTtz/x8uC+adv5N20dOnosRNZuwvlLYDqA1M7P/RGEQuZTp06VXGPa2NjIXZfK0ymVi9pYO+xU2eRcD75ixYqQx+VwOOiHz31NN6/YpdhXVVMb/WptnruAiNSafilfVU1tdMlf1rvPs9sd9I9Nx2jM45u8io909VVSUUOZS3Jo+Ren/OJe1dRGv37nAI1Yyt+DoMa1snj1fnpiQwHtPVlOT2wooMWr9/vY8Po+WNed1r7k2ujt3OV0SrlrFRfUXIdPRA4iOkBEjZ2f68i521ZV8HJNHzni+9O9O51SuahNjNGAgSnOpz25nPBaxeVKReAgQlu73S1vauvAe/tK0dTW4WPjQnpKHFLio9FudyDaAMmnWam2l28vRJk1Fs9tde5KNRgYCs42YUByrHuez2pzINbovXb+w28LAABzRw/wi3t6ShyS44wgQFG83em6yl3vVTpqSriZN5Veq+F0DQfaRm/nLqcL1zFKFKJz+JqA92UePXqUa8PTKZWL2FQ3W/DUJ0dxqjN3i8XCn67RMq4H543Ehl9ejPiYKLf8i2NVWPpRAU7XtMj6ck0bZcW2YeSARJ81/Z7ne24gAxjezy1zv9B842cXYtKQPlh0USZuSq/DrKx+Pjeb4tJyjE5PwmSP1UJKubvivWdwFRbNzpSNtztf/soBft8Ho39D4SuSucvplHLXKi5RiM7h6wBwqrIFb+4uwVUTBwEDQx3NebjeJzS1diA5ztmlmwvOIaNPHKYOS5W1dT293nLsKAoa2rDuwTncc3c+tgDLNh/H5sPnYHMQogwMV0xIx9MLsxFrjHL7WrVqN15Y7PRzqKwRacmxGJIaj0nJbXhx8fyAuHq2sXhhdkC+dOiINMg+4TPGchlj/8cYu5oxFvS3Vrxcz/Pn8wcJnk6pXMSmuM61JNO5FJBXsEXruABgX3E9LnzmC+wrqcfMOZdgZ2EtfuSxOqc7Xw9efgHabY7OhGXS56enxMFoYLA5CAwEBxEGJMX6vNB02bTbHPjlmjzc+ep3yC9vxCfmUZLLNcOlf5X44vV9qONSy1ckc5fTKeWuVVyi6G5K5yIAGwBcCuAbxthmxthvGGNjA2qVg66DkwtGI/+HCE+nVC5iU1JrRly0AQM7BzhevFrHBQCThvRBdBTDh3nl2HfWgna7A9dMGizsa9SABMwZ2R9rvyv1KiTe9fzcYueysBv6VUpOqXjaxBgNWHHXDNS1tOPml3bhSJUF/9x8XDgmOV2wvkdRX0qv1Z7GMZK5y+nCdYwSheyAT0Q2IvqaiJYS0WwAP4dzt+0yxtgBxtiKgFrvApNJOp/89u3buTY8nVK5iE1JrdlrSaZcERAt4wKA+JgoXDNpMHIOV+DFnWVIT47FNInpHDlf98zJxNnGNnx5opp7/l1zMvHgvJEYaKvmvtD0tPnxyj1osdpg77yHbDhY4bORKVz6V4kvXt+HOi61fEUydzmdUu5axSUKRS9tiegcEb1ORLcDmAlgbUCt9zA0W2zI6s+v5Rpq3DJjKNo6HDDbo3DpuDTuXgEerrhgIB69apzPS1VPLJ43Cn+6ZoKwT9dGpthuNjLp0KEj+PD79wEROQDsUjEWxMVJvyYYO5Y/g8TTKZWL2Kx7aA5s9vP7zXgFW7SOC/Dd+LQutxzrcst9NiXJ+TJGGfDwgtGSbRRVN+PYuWZcN2kwDAYmzN21kUlu6We49K8SXzz+oY5LLV+RzF1Op5S7VnEJQ2SxvlbHtGnTJDcVtLS0cDci8HRK5f7YyG280jouV9GQ0Z2bn6Q2JYn62n68ktZ+d8ZL/sBb+yn7L59Rg9lZgEEJd9dGptyiSsmNTOHav3K+ePxDHZdaviKZu5xOKXet4oLKBVA0QV1dnaR87Vr+zBFPp1TenU3emQY8+HYuyupb3XJeIiUt43LB9SRtc5BsSgARXx8frMA/txxHa7sNa9euxcHSBmw7VoUH5o1EaoKzxJsS7q6NTHnbN0rO+4dD/yr1xeMf6rjU8hXJ3OV0SrlrFZcoIqqIubuYiB/5bY5WNGHr0SrEGMPqHukF16akn2ZUc1fQiOCeOZlottjw8cEKAMC/tp5E/8QY3HeJdPUnHTp09AxwRy/G2EOMsfGdHzUpYl5vi5YcjFNSUiTPrzZZ8G7VQGGb5dsLUW6JkczkKNdOSkoKimvNSIiJQnry+Tk8uSIgcr6UyJXYuJ6kx6QlcFfQiPiakdkXEwan4PVvT+P1ikHY/X0dHl4w2l18BAg/7lr74vEPdVxq+Ypk7nI6pdy1iksU3AIojLEkAC8R0U8ZY/uJ6ELG2EEimtapP0REUwNqvQtiB4+hR1d8hGU3TRI6/8kNBVi7rxSLZg2XtZErTCKaZfFnb+xDpcmKLb/5gVsWrsUQ/n975x4lRX3l8c91gBHwiYCvBYHFFywPAVGjrlGzPqKuaFZXczTZja6PrCbZeHxkNZ7EB8lxVzeLGsAYNStG0AOIr0Tii9GIgqCLEgGRRQRRcHjODPPk7h9VDT09/auu6qmp6u7f73NOHbrv7d+t+7XG6upf1e/eOJi+YA23zPJq3xy4dzXzbjq1XYXLStYeBpv1O+2lp73TDVBUtQ640n+bSBNzyN/Ie/r06e0+Y2oKbhqTeTSwe5X3mOIeAmcOP7DDo4G5+8m2f1rbwOC+7ZttBNWmDooVxZ5GrCNv+8Oukz3Al9ubOOqnf2z337dStYeNZdKfdl5xxbJZe5Avqvak8gpLoYVXmepXiTYxHzNwP2pu3H0yzl2QNemSYxh0QK+8naXyjcm+oemVBIDXlm1g8adb2sU1LfzaunUbB+zVg+GHtH8+fedOc0sAU6yo9jRiBXXuylCp2sPGMulPO6+4YtmsPcgXVXtSeYWlpJqYZ1i8Zgvf+91Cbj3naIb224vHP+/LhO2NfFrbwK9eXsGfV9ZS3W0Pmlt3UoXS2LKTHlV75G1Soar89ysfs2pj/a5mIhv7HsPryzdwzbRF3HbO0Vx58pBdN3QnbG/sEEcEnr76a10puaQI07nL4XCUH4FNzEXkx0GDVfW+OJMZNmKUXnjHNJas3UptfTMbtjfy96MOYdbidRy4TzVfbGui717VXHPKEN5eVctB+/Zk0H7dmfjSSnr16MarN5xCf79WfX19Pb179+ahmk+Y+OIyrv36X3PzWUftsje37uSBVz/monEDGNCnV+D9gMyYXCZPnsy11+b/oWMaE9WeVqxMc/ULRvRj9gcbdzVdz1DJ2sPEMulPO6+4YtmsPcgXVXtSecXVxHzvAlustDU3ctcFI3j2+pP4qq6JljZl5uJ1KPDFNu8Rw+2NLVx58hAe/u6x3DXhbxjKeh6/4jh2qnLx1Pms3dzAhm2NXPBADY/PX83EF5dxzsiDufGMIwFYuHAh4BX2+vEZR/KN++YVvB9w7+y3OP+BN6lrat9zt6GhAROZ/XTWnlaszBM/2z/7KO8TP5WsPUwsk/6084orls3ag3xRtSeVV1gKzeH/PGjr1J7zkN1cIMw8MsCKFSs4cWhfHr/iODbVN3PRlPnc/eJfWLG5jdvnLOX4IX247+JRu+rKrFixot34N246lXNHHryrU1N1t477WbJmEys31NG7R/s+rE1N5ufcc/dTrL1UY9msHcz6084rrlg2aw/yRdWeVF5hCbvwaoiIPCciG0Vkg4jMEZEhndpzAaLOI489bH92tLSxfmsjc95fDwgKvL1qEyN/NjdwP/v27O6/y7+fTS3dGNS3d2A5ZIfD4Sh1wi4b/T3wFHAwcAjwNPBk3MnkLirIrBz99QWDjStHTz/99F2v/3zzae1+FeS7Ws/+fLv9HH8Yl4w6AIDFa9ovn27qvjeD+nacNzM1bDHtpxh7qcayWTuY9aedV1yxbNYe5IuqPam8whK2Wqao6uNZ76eJyHWd2nMecm8gZ+aNly9fzl3jj8w7prV197x69q+CHlVCc1vHq/Xsz+fu56Nly1jXsAcrN9TR1NpGdbcqWtp2sn57CxMO6NVhXNAN73z7KcZeqrFs1g5m/WnnFVcsm7UH+aJqTyqvsBRqcdhHRPoAr4nILSIySEQOE5GbgBc6tec8mJoLzJs3zzgm15f5VXD5Qfk7MgXFeqOmhnsvGsXs759IdTdvvr6hqY3De+5g9ID9O3y+rq6ug63QfqLaSzWWzdrBrD/tvOKKZbP2IF9U7UnlFZZCV/iL8FbXZiavr87yKXBnp/beBXS2yXXmsc6dO5Ul67YyesB+fOugTfzdsBLqWu5wOBxFEHjCV9VEyyP27Nkzr3348OHGMSZfVHuub/K8T/ivP63goe+MY9aWgXkXZJkatnRlXqUSy2btYNafdl5xxbJZe5Avqvak8gpNmKL5SW2jR4/OW9x/y5Ytee1Bvqj2XN+W+mY97u6X9bCbn9fDbn5eb521pMPng5qAdFVepRLLZu2qZv1p5xVXLJu1B/miak8qL8qxAYqpMNGMGTOMY0y+qPZc3/iJL/PFtt3rAvItyApqAtJVeZVKLJu1g1l/2nnFFctm7UG+qNqTyissJXXCLyUyC7+6+RU2XfNth8NR7oRdeCUicpmI3O6/Hygi4+NOplu3/LcU+vTpYxxj8kW15/oyj3i2BbQMrKqqyhemS/MqlVg2awez/rTziiuWzdqDfFG1J5VXaMLM+wCTgQeBj/z3+wMLw4yNso0dO9Y4d5UGmebbS9dtzdt8e+rUqSlllj42a1e1W7/TXnoQ8xz+car6r0Cj/yWxGejRua+ajpjm8KdNm2YcY/JFtefzZQqILX712bwFxIKagHRlXqUQy2btEP1vtdw02qw9yFdq56iohD3ht4hIFbs7XvUDzB0wiqStrS2vPagyo8kX1V7MmKAmIGnmlUQsm7WDWX/aecUVy2btQb6o2pPKKyxhT/iTgNlAfxG5G3gTmNipPTscDocjWcLM+3hTRByF1+rwOuDosOOibGPGjMk7P9XU1GScuzL5otqLGTN58uSSzCuJWDZrVzXrTzuvuGLZrD3IF1V7UnkRxxx+ppaOX09nA16FzN8DX/q2WDHV0qmpqTGOMfmi2osZE1RPJs28kohls3Yw6087r7hi2aw9yBdVe1J5hSVKLZ2BwGb/9X7AGiDW0gum5gKrVq0yjjH5otqLGdPc3FySeSURy2btYNafdl5xxbJZe5Avqvak8gpLoY5Xg1V1CPAScJ6q9lXVA4BzgVmd2rPD4XA4kiXMvA+wKI8t1JxRlG3EiBF556dWr15tnNMy+aLaixkzadKkkswriVg2a1c16087r7hi2aw9yBdVe1J5hT0fh22A8pWI3AZMw5viuQyojfvLx/RYpmluP8gX1V7MmKBHE9PMK4lYNmsHs/6084orls3ag3xRtSeVV1jCPpZ5KdAP79HM2f7rSzu15zyYboi89dZbxjEmX1R7MWPq6+tLMq8kYtmsHcz6084rrlg2aw/yRdWeVF5hCXWFr6qbgB92ak8Oh8PhSJWSqpbZq1fHvrEAo0aNMo4x+aLaixljatiSdl5JxLJZO5j1p51XXLFs1h7ki6o9qbzCUlIn/Orq6rz2oUOHGseYfFHtxYwx5Zt2XknEslk7RP9bLTeNNmsP8pXqOSosJXXCNzUXmDlzpnGMyRfVXsyYLVu2lGReScSyWTuY9aedV1yxbNYe5IuqPam8wlJwDl9E9sR77v5k4BBgB/Ah8IKqLu3U3h0Oh8ORGIEnfBH5GXAe8DrwDl55hT2BI4Bf+l8GN6jqkjiS6d69e157//79jWNMvqj2YsaYGraknVcSsWzWDmb9aecVVyybtQf5ompPKq/QBD2kD5xTwN8fGBfmgf8wW6k1QClEqTZDSAKbtavard9pLz2Io3iaqr5QwL9BVd/t3FfObmpr86/leuyxx4xjTL6o9mLGmPJNO68kYtmsHaL/rZabRpu1B/lK9RwVllDP4YvIc/jNT7LYCrwLTFXVxk5l4WNaxRZUqMvki2ovZoz3xVp6eSURy2btYNafdl5xxbJZe5Avqvak8gpL2Kd0VgF1wG/8bRvwJd5c/m86lYHD4XA4kiHMvA9QY7IBS8PECLOZ5vDb2tqMc1cmX1R7MWOmTJlSknklEctm7apm/WnnFVcsm7UH+aJqTyovYm5i3k9EBmbe+K/7+W879xsji23btuW1z5071zjG5ItqL2ZMUCGjNPNKIpbN2sGsP+284opls/YgX1TtSeUVlrDVMm8A3hSRT/AaoAwGvi8ivYHfdSqDLEwNUNasWWMcY/JFtRczJmg+Lc28kohls3Yw6087r7hi2aw9yBdVe1J5hSVs8bQXReRwvL62AizzzNoE/KpTGTgcDocjGcLM+wCP5LzvDbwSZmyUbeTIkXnnp9auXWuc0zL5otqLGXP//feXZF5JxLJZu6pZf9p5xRXLZu1Bvqjak8qLmOfw14nIZAAR2R/4E14zlEBE5CwRWS4iK0XklkKfb2lpyWvfuHGjcYzJF9VezJjW1taSzCuJWDZrB7P+tPOKK5bN2oN8UbUnlVdYQp3wVfWnwDYRmQLMBe5V1UeDxohIFfAgcDYwDLhURIYFjTE1F1iwYIFxjMkX1V7MmIaGhpLMK4lYNmsHs/6084orls3ag3xRtSeVV1gCT/gicmFmAxYAxwPvAerbghgPrFTVVaraDEwHzu9Utg6Hw+EoGtGAFZMiEnQVr6r6vYCx/wCcpapX+u8vB45T1etyPncVcCOwH7AP8EGecPvirezNh8kX1V7MmIGA6bZ5mnklEctm7WDWn3ZeccWyWXuQL6r2pPI6XFX3NYzZTZiJ/mI24CLg4az3lwP3FxjzUBR7MWNijrWxRPPq8lg2aw/SXwJ5xXV8rdVeYEwk7WlrzN0KTenc5t+kNflPE5FzDe61wICs938FfB60P+C5iPZixsQZy9wFJN28kohls3Yw6087r7hi2aw9yBdVezH7jzNWOwpN6ZwP3AQ0AouBjXj18A8HRgMvAxNVtcOtYxHpBqwATgfWAQuBb2sFNU0RkXdVdVzaeaSBzdrBbv1Oe/lqD1x4papzgDn+oqsTgYPxCqdNA65S1R0BY1tF5DrgJaAK71n+ijnZ+zyUdgIpYrN2sFu/016mBF7hOxwOh6NyKKkm5g6Hw+HoOtwJ3+FwOCzBnfBzEJFHRGSDiHyYY7/eLxOxVETuybL/xC8dsVxEzsyyjxWRD3zfJBGRJHUUQxTtIjJIRHaIyPv+NiXr8xWhXURmZOlbLSLvZ/kq+ribtFty3EeLyNu+vndFZHyWr7yPe5hnN4F78BZFdQdeAb4CLgszttw24G+BMcCHWbZT8Z5Iqvbf9/f/HQb8L1CNVzL6E6DK9y0ATsCrLvoH4Oy0tcWsfVD253LiVIT2HP+9wO22HPcA7RV/3PHKx5ztv/4m8HqlHPewV/hnqOo24Fy85+uPwFsdW3Goag2wKcd8LfBL9cpBo6obfPv5wHRVbVLV/wNWAuNF5GBgH1Wdr95fw/8AE5JRUDwRteelwrQD4F+tXQw86ZtsOO5AXu15qTDtineBC97K1sz6obI/7mFP+N39f78JPKmqef84KpgjgJNF5B0RmScix/r2Q4HPsj631rcd6r/OtZcjJu0Ag0XkTkEOXQAABGtJREFUPd9+sm+rJO0ZTga+VNWP/fc2HPcMudqh8o/7j4D/EJHPgP8EfuLby/64h+149ZyILAN24HW66oe3GMsWugH74xWPOxZ4SkSG4P18y0UD7OWISft6YKCq1orIWOAZERlOZWnPcCntr3BtOO4ZcrXbcNyvBf5NVWeKyMXAb4FvUAHHPWx55Fvw5qfGqWoL0IBdlS/XArPUYwGwE+iLuXzEWv91rr0cyavd/1lbC6Cqi/DmM4+gsrRnVoxfCMzIMttw3PNqt+S4fxeY5b9+Gq/yL1TAcY9SHvlU4Hz/9ZnA15JIsER4BjgNQESOAHrg3bh+FrhERKpFZDBeyYkFqroe2C4ix/tzoN8B5qSTeqfJq11E+onX8wD/iv9wYFWFaQfvym6Zqmb/ZLfhuEMe7ZYc98+BU/zXpwGZ6azyP+4F7mA/6m8vAJuBmf62Ce+qL/W7znFveD9f1wMteN/cV+Cd5KYBH+LVFDot6/O34l3lLCfrzjwwzv/8J8AD+KuaS3mLoh34FrAU76mFxcB5labdtz8GXJPn8xV93E3abTjuwEnAIl/jO8DYSjnuoUoriMjzwL+o902WuSP/oKoWaoLicDgcjhIh7FM6gzIne58v8ebtHA6Hw1EmhH1K53UReQnv548ClwCvdVlWDofD4Yid0NUy/Zu1mWdua1R1dpdl5XA4HI7YceWRHQ6HwxICp3RE5E1VPUlEttN+IYHgNTHfxzDU4XA4HCWGu8J3OBwOSwh70xYRGUX7OfwlXZOSw1HeiEiVqralnYfDkUuoxzJF5IfAE0B/f3tCRK7vysQcjiQQkTv9v+/M+7tF5AcicqOILBSRJSLy8yz/MyKySLzeAFdl2etE5A4ReQevDInDUXKEXXi1BDhBVev9972B+ao6sovzczi6FBEZhLdqfIyI7IG3jP7fgdOBq/HuVz0L3KOqNSLSR1U3iUhPYCFwinqFxBT4R1V9KhUhDkcIwk7pCJD9E7WN/BXiHI6yQlVXi0itiBwDHAi8h1cV9Az/NcBeeHVTaoAfiMgFvn2Ab6/F+39iZpK5OxxRCXvCfxR4R0Qyz95PwCsZ6nBUAg8D/wQcBDyCd3X/C1Wdmv0hEfk6XkGxE1S1QUReB/b03Y1u3t5R6oQ64avqff4f90l4V/b/rKrvBY9yOMqG2cAdeI1+vg20AneKyBOqWicih+IV19oX2Oyf7I/C6xHgcJQNhZ7D3xO4BhgKfAD8WlVbk0jM4UgKVW0WkdeALf5V+lwRORqY7/eirgMuA/4IXOPf01oOvJ1Wzg5HMQTetBWRGXhXNm8AZwOrVfVHCeXmcCSCf7N2MXCRtm/l53BUFIWmdIap6ggAEfktXmd2h6NiEJFhwPPAbHeyd1Q6hU74LZkXqtrq/7x1OCoGVf0LMCTtPByOJCg0pdMG1GfeAj3x+tm6WjoOh8NRZrhaOg6Hw2EJYTteORwOh6PMcSd8h8PhsAR3wnc4HA5LcCd8h8PhsAR3wnc4HA5L+H9uAnbH87aw+wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "ax2 = plt.subplot(111)\n", + "ax2.plot(year,quantite,'*--')\n", + "ax2.xaxis_date()\n", + "\n", + "ax2.set_ylim(0,0.6)\n", + "ax2.set_xlim(datetime.date(1565,1,1),datetime.date(1830,1,1))\n", + "\n", + "ax2.yaxis.set_major_locator(MultipleLocator(1))\n", + "ax2.yaxis.set_minor_locator(MultipleLocator(0.5))\n", + "ax2.xaxis.set_major_locator(YearLocator(50))\n", + "ax2.xaxis.set_minor_locator(YearLocator(5))\n", + "ax2.grid(which='major',axis= 'both',linestyle='-',color='grey')\n", + "ax2.grid(which='minor',axis= 'both',linestyle='--',color='grey')\n", + "\n", + "\n", + "ax2.set_xlabel('year')\n", + "ax2.set_ylabel('Poids (kg) de blé / semaine que peut acheter un ouvrier ')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 30)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20,10))\n", + "#plt.plot(data['Wheat'],data['Wages'],'--',zorder=0.5)\n", + "a=np.arange(0,100,1)\n", + "x=plt.scatter(x=data['Wheat'], y=data['Wages'],c=data['Year'], s=40)#,cmap=cm.tab20c)\n", + "for i in range (1,11):\n", + " plt.plot(a,i*0.1*a,'--',color='grey')\n", + " plt.text(20,20*i*0.1,'pente='+str(np.around(i*0.1,1)),{'ha': 'left', 'va': 'bottom'},rotation=180*np.arctan(i*0.1)/np.pi)\n", + "x=plt.scatter(x=data['Wheat'], y=data['Wages'],c=data['Year'], s=30)#,cmap=cm.tab20c)\n", + "\n", + "plt.colorbar(x)\n", + "#plt.xlim(0,100)\n", + "#plt.ylim(0,100)\n", + "#plt.axis('equal')\n", + "plt.gca().set_aspect('equal', adjustable='box')\n", + "plt.ylabel('Wages')\n", + "plt.xlabel('Wheat')\n", + "plt.xlim(20,100)\n", + "plt.ylim(0,30)" + ] + }, + { + "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 +} diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 6cf2b79..511064e 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -64,14 +64,14 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "fileName = 'data_william.csv'\n", "if not os.path.exists(fileName):\n", - " print('Aucun fichier local avec les données étudiées n\\'est disponible. Un nouveau fichier est fabriqué à partir du lien donné')\n", - " print('No local file with the studied data is available. A new file is made from the given link')\n", + " print('FR: Aucun fichier local avec les données étudiées n\\'est disponible. Un nouveau fichier est fabriqué à partir du lien donné')\n", + " print('EN: No local file with the studied data is available. A new file is made from the given link')\n", " urllib.request.urlretrieve(data_url, fileName) " ] }, @@ -81,7 +81,7 @@ "source": [ "Le fichier local peut à présent être ouvert. Celui-ci sera utilisé tout au long de cette étude.\n", "\n", - "La première colonne du fichier csv téléchargé correspond à l'ID. Cette colonne est des lors passée comme index lors de son exportation (`pd.read_csv()`)grâce à l'ajout du paramètre suivante :`index_col=0`.\n", + "La première colonne du fichier csv téléchargé correspond à l'ID. Cette colonne est des lors passée comme index lors de son exportation (`pd.read_csv()`) grâce à l'ajout du paramètre suivante :`index_col=0`.\n", "\n", "---\n", "\n", @@ -92,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -501,7 +501,7 @@ "53 1821 54.0 NaN" ] }, - "execution_count": 91, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -515,7 +515,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Informations relatives aux données:\n", + "##### Informations relatives aux données:\n", + "\n", "Il s'agit d'une base de données avec 53 observations sur les 3 variables suivantes:\n", "* Year = années espacée de 5 ans entre 1565 et 1821\n", "* Wheat = prix du blé (shillings pour un quart de boisseau de blé)\n", @@ -524,13 +525,15 @@ "Notons néamoins qu'aucune observation du salaires hebdomadaire n'est présente pour les année 1815,1820 et 1821.\n", "\n", "###### *Remarques*\n", + "\n", "* Jusqu'en 1971, la livre sterling était divisée en 20 shillings, et un shilling en 12 pences.\n", "* Le prix du blé est donné en shillings pour un quart de boisseau de blé. Un quart de boisseau équivaut 15 livres britanniques ou 6,8 kg.\n", "* Les salaires sont donnés en shillings par semaine.\n", "\n", "---\n", "\n", - "#### Data information:\n", + "##### Data information:\n", + "\n", "It is a database with 53 observations on the following 3 variables:\n", "* Year = years spaced 5 years apart between 1565 and 1821\n", "* Wheat = price of wheat (shillings for a quarter of a bushel of wheat)\n", @@ -539,6 +542,7 @@ "It should be noted that no observation of weekly wages is present for the years 1815, 1820 and 1821. \n", "\n", "###### *Remarks*\n", + "\n", "* Until 1971, the pound sterling was divided into 20 shillings, and a shilling into 12 pence.\n", "* The wheat price is given in shillings per quarter, a quarter being 15 British pounds or about 6,8 kg.\n", "* Wages are given in shillings per week." @@ -548,7 +552,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Les données / the data" + "## Les données / the data" ] }, { @@ -562,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -596,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -608,7 +612,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Le type de données présentes dans cette colonne est enfin vérifié. Il s'agit bien d'un **datetime** *()*\n", + "Pour finir, le type de données présentes dans cette colonne est à nouveau vérifié. Il s'agit bien d'un **datetime** *()*\n", "\n", "---\n", "\n", @@ -617,7 +621,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -652,7 +656,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -661,95 +665,121 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "l'intervalle 1821-01-01 à 1820-01-01 ne répond pas au critère\n", - "the interval 1821-01-01 à 1820-01-01 doesn't meet the criteria\n" + "FR: l'intervalle 1821-01-01 à 1820-01-01 ne répond pas au critère\n", + "EN: the interval 1821-01-01 à 1820-01-01 doesn't meet the criteria\n" ] } ], "source": [ "for i,e in enumerate(width):\n", " if e != 1826 and e!=1827:\n", - " print('l\\'intervalle',year[i+1],'à',year[i],'ne répond pas au critère')\n", - " print('the interval',year[i+1],'à',year[i],'doesn\\'t meet the criteria')" + " print('FR: l\\'intervalle',year[i+1],'à',year[i],'ne répond pas au critère')\n", + " print('EN: the interval',year[i+1],'à',year[i],'doesn\\'t meet the criteria')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Un intervalle ne correspond pas à une période de 5 ans : entre 1820 et 1821. Ce qui est normal, cette période ne couvre qu'une seule année.\n", + "**Analyse/analyses**\n", + "\n", + "Un seul intervalle ne correspond pas à une période de 5 ans : entre 1820 et 1821. Ce qui est normal, cette période ne couvre qu'une seule année. Le calcul exécuté ci-dessus est dès lors validé et les résultats qui en résultent pourront servir dans la suite de l'étude. \n", + "\n", + "Enfin, entre 1565 et 1821, il n'y a que n-1 periode de temps (n= nombre d'année). Cette observation est facilement visible avec la commande `len()`. Une période d'une année (nombre de jours de 1821) est dès lors ajoutée dans width. En effet, vu que ce graphique présente l'évolution du prix du blé et du salaire moyen entre 1565 et 1821, l'année 1821 est simplement la dernière année de mesure renseignée dans les données.\n", "\n", - "Notons également que entre 1565 et 1821, il y a n-1 periode de temps (n= nombre d'année) ! Nous ajoutons donc à la variable width, une période de temps = 0 pour l'année 1821 ! Il s'agit de la date de fin du graphique et de la période étudiée." + "---\n", + "\n", + "An only interval doesn't correspond to a period of 5 years: between 1820 and 1821. This is normal, this period covers only one year. The calculation carried out above is therefore validated and the resulting results can be used in the rest of the study.\n", + "\n", + "Finally, between 1565 and 1821, there is only n-1 period of time (n = number of years). This observation is easily visible with the `len ()` command. A period of one year (number of days in 1821) is therefore added in 'width'. Indeed, this graph shows the evolution of the price of wheat and the average wage between 1565 and 1821. The year 1821 is simply the last measurement year entered in the data.\n" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lenght of Year_date: 53\n", + "Lenght of width: 52\n" + ] + } + ], "source": [ - "width.append(0)" + "if len(data['Year_date'])!=len(width):\n", + " print('Lenght of Year_date:',len(data['Year_date']))\n", + " print('Lenght of width:',len(width))" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 11, "metadata": {}, + "outputs": [], "source": [ - "Nous choisissons à présent de remettre l'ensemble des données dans un seul dataframe avec 2 nouvelles colonnes : \"Year_date\" et \"period_width\"" + "end=datetime.date(year[len(year)-1].year+1,1,1)\n", + "width.append((end-year[len(year)-1]).days)" ] }, { - "cell_type": "code", - "execution_count": 10, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "data = raw_data.assign(Year_date=year,period_width=width)" + "Une nouvelle colonne est enfin ajoutée à `data` grâce à la commande suivante : `data.assign(nom de la colonne,données)`. Cette nouvelle colonne sera nommée : period_width et le type (vérifié ci-dessous) est un entié *()*.\n", + "\n", + "---\n", + "\n", + "Finally, a new column is added to `data` with the following command:` data.assign (name of the column, data)`. This new column will be named: period_width and the type (checked below) is an integer *()*. " ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 12, "metadata": {}, + "outputs": [], "source": [ - "Dernière verification des types d'objects pour les deux colonnes ajoutées. La colonne date est maintenant bien un datetime !" + "data = data.assign(period_width=width)" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " \n" + "\n" ] } ], "source": [ - "print (type(data['Year_date'][1]),type(data['period_width'][1]))" + "print (type(data['period_width'][1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# 3. Plot" + "## Graphique / Graph" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "![](https://upload.wikimedia.org/wikipedia/commons/3/3a/Chart_Showing_at_One_View_the_Price_of_the_Quarter_of_Wheat,_and_Wages_of_Labour_by_the_Week,_from_1565_to_1821.png)\n", + "![](chart_williams.png)\n", "[Par William Playfair (1759-1823) — Edward Tufte, The Visual Display of Quantitative Information, Graphics Press USA, 2001, 2e éd. (1re éd. 1983), 190 p., Domaine public](https://fr.wikipedia.org/wiki/William_Playfair#/media/File:Chart_Showing_at_One_View_the_Price_of_the_Quarter_of_Wheat,_and_Wages_of_Labour_by_the_Week,_from_1565_to_1821.png)" ] }, @@ -784,7 +814,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## A. Plot séparé des deux parties du graph\n", + "### Préliminaire: Plot séparé des deux parties du graph\n", "Dans un premier temps, nous réalisons le graphique en batonnet pour le prix du blé au cours du temps. \n", "\n", "Celui-ci est réalisé avec `matplotlib.pyplot.bar` avec les paramètres suivant:\n", @@ -800,12 +830,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -857,12 +887,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -907,7 +937,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -928,22 +958,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.6/site-packages/matplotlib/axes/_base.py:3152: UserWarning: Attempting to set identical left==right results\n", - "in singular transformations; automatically expanding.\n", - "left=664742.0, right=664742.0\n", - " 'left=%s, right=%s') % (left, right))\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -999,7 +1019,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1051,24 +1071,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## B. mettre les deux graphique ensemble" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "cas avec un seul axe pour Y1 et Y2 ( Question 1)" + "### Question 1: reproduire le graphique de William Playfair" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1111,17 +1124,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Cas avec deux axes différents Y1 et Y2 (question 2)" + "### Question 2 : Ajuster le graphique en doublant l'axe des Y (prix)" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1163,65 +1176,11 @@ "plt.show()" ] }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax1 = plt.subplots()\n", - "ax2 = ax1.twinx() # deux axes Y différents pour un même X\n", - "\n", - "#Grille\n", - "ax1.grid(which='minor',axis='x',linestyle='--',color='k')\n", - "ax1.grid(which='major',axis='x',linestyle='-',color='k')\n", - "ax1.grid(which='major',axis='y',linestyle='--',color='k')\n", - "ax2.grid(which='major',axis='y',linestyle='--',color='k')\n", - "\n", - "# batonnet Y1\n", - "bar=ax1.bar(data['Year_date'].values,data['Wheat'],color='dimgray',align='edge',width=data['period_width'])\n", - "gradientbars(bar,zorder=1)\n", - "#ligne et surface Y2\n", - "ax2.fill_between(data['Year_date'].values,data['Wages'],facecolor='lightblue',alpha=0.8)\n", - "ax2.plot(data['Year_date'].values,data['Wages'],'r')\n", - "\n", - "# définitions des axes\n", - "# X\n", - "ax1.xaxis_date()\n", - "ax1.set_xlim(data['Year_date'][1],datetime.date(1830,1,1))\n", - "ax1.set_xlabel('Years')\n", - "ax1.xaxis.set_major_locator(YearLocator(50))\n", - "ax1.xaxis.set_minor_locator(YearLocator(5))\n", - "\n", - "#Y\n", - "ax1.set_ylim(0,100)\n", - "ax2.set_ylim(0,100)\n", - "ax1.yaxis.set_major_locator(MultipleLocator(5))\n", - "ax2.yaxis.set_major_locator(MultipleLocator(5))\n", - "ax1.set_ylabel('Wheat prices(shillings per quarter)', color='k')\n", - "ax2.set_ylabel('Weekly Wages(shillings per week)', color='k')\n", - "\n", - "plt.show()\n" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# autre graphiques possibles (étape 3)" + "### Question 3 a : Représenter la quantité de blé que chaque ouvrier peut acheter avec son salaire moyen par semaine " ] }, { @@ -1233,7 +1192,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1242,7 +1201,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1251,7 +1210,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1290,9 +1249,16 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Question 3 b : Représenter le prix du blé en fonction du salaire moyen" + ] + }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1301,7 +1267,7 @@ "(0, 30)" ] }, - "execution_count": 82, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, -- 2.18.1