{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"# Le pouvoir d'achat des ouvriers anglais du XVIe au XIXe siècle\n",
"\n",
"Dans le cadre de cette exercice évalué par les pairs (Mooc RR, mod3) j'ai choisi le sujet n°2 intitulé :\n",
"**Le pouvoir d'achat des ouvriers anglais du XVIe au XIXe siècle**\n",
"\n",
"## Contexte de l'étude\n",
"\n",
"William Playfair un des pionnier de la représentation graphique des données, a réalisé un graphique montrant l'évolution du prix du blé et du salaire moyen entre 1565 et 1821. Ce graphique a été publié en 1822 dans son livre *A Letter on our Agricultural Distresses, Their Causes and Remedies*. Ci-dessous une reproduction hébergée sur [Wikipédia][graph original].\n",
"\n",
"\n",
"\n",
"[graph original]: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\n",
"\n",
"Le premier objectif de l'étude est de reproduire ce graphe, puis dans un second temps de corriger le graphique. En effet W. Playfair a utilisé la même unité pour représenter deux quantités différentes sur l'axe des ordonnées. Enfin dans un troisième temps le but sera d'améliorer la représentation du pouvoir d'achat des agriculteurs anglais sur cette période.\n",
"\n",
"## Les données\n",
"\n",
"### Sources\n",
"\n",
"Au contraire du descriptif du sujet, j'ai été en mesure de retrouver certaines données numériques originale. W. Playfair a bien publié certaines données numériques de son étude. Dans la copie numérique de son livre, disponible [ici][playfair book], p. 40 on trouve des fragments du graphique qui nous intéresse ici, puis p. 48 le tableau du calcul du prix moyen du Boisseau de blé par tranche de 5 ans. Cette information est importante, le prix du blé est moyenné sur 5 ans, à compter de la date à gauche de chaque barre du graphique original.\n",
"\n",
"Mais je n'ai pas trouvé dans le manuscript le détail du calcul des salaires, il semble que le livre a été mal numérisé pour la partie annexe, ou que des pages sont manquantes.\n",
"\n",
"Néanmoins une version numérisée des données du graphique est diponible [ici][data_url], réalisé par [Vincent Arel-Bundock] et publié sur son site [R datasets][vab r datasets].\n",
"\n",
"[data_url]: https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv\n",
"[Vincent Arel-Bundock]: https://github.com/vincentarelbundock\n",
"[vab r datasets]: https://vincentarelbundock.github.io/Rdatasets/\n",
"[playfair book]: https://books.google.fr/books?id=aQZGAQAAMAAJ&printsec=frontcover&hl=fr&source=gbs_ge_summary_r&cad=0#v=onepage&q&f=false"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"outputs": [],
"source": [
"# import des bibliothèques\n",
"import urllib\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"from os import listdir\n",
"%matplotlib inline\n",
"\n",
"# import de fonctions spécifiques pour accès direct\n",
"from matplotlib.ticker import MultipleLocator\n",
"import matplotlib.ticker as ticker\n",
"# from matplotlib.dates import DateFormatter"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fichier déjà téléchargé\n"
]
},
{
"data": {
"text/plain": [
"['.ipynb_checkpoints',\n",
" 'exercice.ipynb',\n",
" 'exercice_en.ipynb',\n",
" 'exercice_en.Rmd',\n",
" 'exercice_fr.ipynb',\n",
" 'exercice_fr.Rmd',\n",
" 'exercice_python_en.org',\n",
" 'exercice_python_fr.org',\n",
" 'exercice_R_en.org',\n",
" 'exercice_R_fr.org',\n",
" 'playfair_ori_prixble_salaire.png',\n",
" 'playfair_purchpower.PNG',\n",
" 'Wheat.csv']"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# téléchargement du fichier\n",
"data_url = 'https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv'\n",
"filename = 'Wheat.csv'\n",
"\n",
"curFiles = set(listdir())\n",
"\n",
"# téléchargement automatique du fichier\n",
"# si non présent dans le répertoire\n",
"if not(filename in curFiles):\n",
" print('Téléchargement du fichier')\n",
" urllib.request.urlretrieve(data_url, filename)\n",
"else:\n",
" print('Fichier déjà téléchargé')\n",
"\n",
"listdir()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"outputs": [],
"source": [
"# lecture du fichier\n",
"rawdata = pd.read_csv(filename, index_col=0)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"data": {
"text/html": [
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\n",
"\n",
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" \n",
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Year
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Wheat
\n",
"
Wages
\n",
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1
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1565
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41.0
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5.00
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2
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1570
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45.0
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5.05
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3
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1575
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42.0
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5.08
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4
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1580
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49.0
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5.12
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5
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1585
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41.5
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5.15
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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"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rawdata.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"### Vérification des données\n",
"\n",
"Les données sont vérifiées sur les critères suivants :\n",
"\n",
"* présence de lignes vides\n",
"* rupture de date, ou division non régulière\n",
"\n",
"Il est à noter les données sont enregistrées tous les 5 ans (moyenne pour le prix du blé, pour les salaires ce n'est pas vérifié mais supposé)."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
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" \n",
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\n",
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\n",
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Year
\n",
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Wheat
\n",
"
Wages
\n",
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51
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1815
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78.0
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"text/plain": [
" Year Wheat Wages\n",
"51 1815 78.0 NaN\n",
"52 1820 54.0 NaN\n",
"53 1821 54.0 NaN"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# présence de lignes vides\n",
"rawdata[rawdata.isnull().any(axis=1)]"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"Les 3 dernières lignes sont vides pour la colonne *Wages*, ce qui explique l'arrêt de la ligne rouge et de la surface bleue dans le graphique originale."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Années de rupture :\n",
"1820\n"
]
}
],
"source": [
"# rupture de date, ou division non régulière\n",
"print(\"Années de rupture :\")\n",
"expect_delta = 5\n",
"for y1, y2 in zip(rawdata['Year'][:-1], rawdata['Year'][1:]):\n",
" delta_y = y2 - y1\n",
" if delta_y != expect_delta :\n",
" print(y1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"Seule l'année 1820 présente une rupture. En effet l'enregistrement suivant est 1821. Ce qui explique la barre moins large sur le graphique original, pour les années 1820 à 1821.\n",
"\n",
"### Commentaire sur les unités\n",
"\n",
"Pour rappel les untités originales des données sont les suivantes :\n",
"* Blé (Wheat) : Shillings pour un quart de boisseau (8,6 kg)\n",
"* Salaire (Wages) : Shillings par semaine\n",
"\n",
"Avant 1971, la monnaie anglaise était découpée de la manière suivante :\n",
"* 1 Livre valait 20 shillings\n",
"* 1 Shilling valait 12 pences"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"## Reproduction du graphique original\n",
"\n",
"Ci-dessous le graphique original est reproduit à l'aide de `Matplotlib`.\n",
"(Pour représenter des dégradés voir ce lien : https://matplotlib.org/3.2.1/gallery/lines_bars_and_markers/gradient_bar.html?highlight=gradient)\n",
"\n",
"Les années 1820 et 1821 sont représentées séparémment du reste des données afin d'avoir une barre de largeur différente (voir le code ci-dessous). Les deux graphiques sont superposés par le biais de la méthode `twinx`.\n",
"\n",
"Plus d'informations sur le placement des graduations, [exemple Matplotlib][mpl ticklocators].\n",
"\n",
"[mpl ticklocators]: https://matplotlib.org/gallery/ticks_and_spines/tick-locators.html#sphx-glr-gallery-ticks-and-spines-tick-locators-py"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Chart Showing at One View\\nthe Price of the Quarter of Wheat, and Wages of Labour\\nby the Week, from 1565 to 1821')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig1, ax1 = plt.subplots(1,1)\n",
"\n",
"fig1.set_size_inches(2.54*6, 2.54*3)\n",
"\n",
"# === représentation du prix du blé === #\n",
"ax1.bar(rawdata['Year'][:-2], rawdata['Wheat'][:-2], align='edge', width=5, color='dimgrey')\n",
"# bar de largeur 1 année pour les deux années 1820 et 1821\n",
"ax1.bar(rawdata['Year'][-2:], rawdata['Wheat'][-2:], align='edge', width=1, color='dimgrey')\n",
"\n",
"# graduation proche de l'original, avec les siècles comme majeure\n",
"# et une graduation mineure tous les 5 ans\n",
"# aide sur les ticks locator :\n",
"# https://matplotlib.org/gallery/ticks_and_spines/tick-locators.html#sphx-glr-gallery-ticks-and-spines-tick-locators-py\n",
"ax1.xaxis.set_major_locator(MultipleLocator(100))\n",
"ax1.xaxis.set_minor_locator(MultipleLocator(5))\n",
"\n",
"ax1.grid(True, which='both')\n",
"\n",
"# les marges de l'axe x sont diminuées\n",
"ax1.set_xlim([int(rawdata['Year'][0:1]), int(rawdata['Year'][-1:]+5)])\n",
"\n",
"ax1.set_xlabel('5 Years each division')\n",
"\n",
"# === représentation du salaire === #\n",
"# l'axe 2 partage l'axe x de l'axe 1\n",
"ax2 = ax1.twinx()\n",
"ax2.fill_between(rawdata['Year'], rawdata['Wages'])\n",
"ax2.plot(rawdata['Year'], rawdata['Wages'], 'r', linewidth=2)\n",
"\n",
"# les deux axes ont les mêmes limites, pour reproduire l'original\n",
"myylim = ax1.get_ylim()\n",
"ax2.set_ylim(myylim)\n",
"\n",
"ax2.set_ylabel('Price of the Quarter of Wheat in Shillings')\n",
"\n",
"ax1.set_title(\"\"\"Chart Showing at One View\n",
"the Price of the Quarter of Wheat, and Wages of Labour\n",
"by the Week, from 1565 to 1821\"\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"## Graphique avec deux axes des ordonnées\n",
"Le graphique précédent est repris et amélioré avec deux axes distincts cette fois-ci.\n",
"Le jeu de couleur est changé pour un affichage plus lisible.\n",
"La conversion vers l'unité moderne est ajouté en légende de l'axe y, pour information."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Chart Showing at One View\\nthe Price of the Quarter of Wheat, and Wages of Labour\\nby the Week, from 1565 to 1821')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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1I+Cqtkxfu59vv6PzaBJmAJJsDLyMJnlfUFV/B/6Ltv9o/tC0JbBp+1k/MAOin9cDP6+qM9vv3FE0yfpOgxzftao6tv33oO/n62lJHtFxyM+r6rx2/4dpft43B14BXFVVx7ef/w9oppjvPoLmD2/7pf+/V5LUU7w+QdJkdkvH64XArPb1lsBJSZZ37F8GbAz8bYB6bqqqzQbYDs0o3mA2B/46yL6RxLAp8Nu+N1V1b5I7gEfTjKCM1lj0z+3AJv0rbpPa2TSjkkNKsjZNIvFSmtExgHWSTGuTOBi6n/ti3rH9g0Kf6TQJYJ+h6tgUuLNNlPtcz4PXTA6pqhalWQ34+TQjoOe3uy7o2Nb/+tT+/T+j7bctefCPI32m9dXZTjP9bBvb2jTnOeprOpPsSJPobUMzgrsmzaj2ULH2fVc2ZcV+vX6Y5s4D3k6TvF9TVQvTTJV/S7ttLZqknyT7Au+mGQmkbbNvinD/djtfb0kzAnpzkr5tq3Uc837gP4FLkswDPlNVxw4Q66ad51NVy5PMpfm5G7V2CvLHaUaMN6QZaYfm3O7qfz7tz/udbTwrxNS6foQxDfezJEk9wRFVSZNBjfD4ucDLqmq9jseMqhooSV2ZtucCjx2DGG6i+eUbgCQzaabLdhvvePbPL4GXtTF1eg3NyFXfrVwW0iRVfR7V8fo9NFOpd6yqdXnwus50HNP/HPq/nwuc2y/mWVX1r0OU6XQTsEHaa2pbW9B9H8OD16k+jwcT1fM7tnW7kNJc4Np+57JOVb283f9VmlG0x7X9dSgr9tVIfR84Gdi8qh4BfG0E9d1M8weZPlsMc/x5NKOxr+DBPvpjW8crgN+0Sf+WNKPI76CZ1roezbTivrhuppn226czhrk005Nnd/TfulX1FICquqWq3lJVm9LMHvhKBl4luf/PXdp2RvPvRKc3Aq8CXkiz+NhWfU0MdD5JZtFM+b2pf0ytzu/pAgb/Oesz0n8PJGlCmKhKmgxupRmx6tbXgI/3LVCSZMMkrxqHuE4FHpXkXUnWTLJOO3o10hi+D7w5ydPTLJb0CeDidtpnN8azf44HbgR+3C7WsnqSl9BMAT2yqvpGiC4H3tgugvNSVpxaug5wHzA/zaJNh43inE4FHp9knzaG1ZNs37f4zXDaaasXAZ9MMiPJU4EDaa6f7NZ5NAvsbE5z/SQ0I6q70Fzz2m2ieglwd5IPpFmsaFqSbZL0LVS0DnA3cG+SJwL/2q/8Qz7vdhGdXQZpbx2a0eRFaW6n88Yu4wQ4AfhQmgWxNqO5XntQVXV1G98htIlqVRXNKOohPNhHM2kSqtva+N9MM+Lb2e4hSR6dZD2a1bj72rgZOAP4TJJ10ywO9tgkO7d17ZkHF+ua17azjIc6AXhFkhckWZ3mDyqLab4n3Zrefp/6HqvT9Pdi4A6apPITA5R7eZLnplkk6z9pft7nAr+g+Z6/Mc1tkV4PPJnm+w/Nz9kb2u//dqw49V2SHlZMVCVNBp8E/j3Nypzv7eL4z9OMIJ2R5B6a6+R2HLrIyLXTSF9Ec/3YLTTX2PWtNtt1DFV1FvAfNNdc3kwzSvuGgY4dxLj1T3sN3QtpRrEupkk4T6dZIKZzddxDaPphPs01t533e/0czZTP29u2Tu8yxtemWW32C21fv5imX26i6e9P00xj7dZeNKNbNwEnAYdV1ZkjKH8RzQjZxW3yRVXdQZNs/b2qruqmkna68+40ye21NP3yjbZugPfSJJP30Iw69l+19nDguPbzfl2blN0LXDFIk/8GfLT9rD9Ck6B16wiaqafX0iSHxw99ONAkoxsCF3ZsO59m0aPzAKrqSuAzNLf9uZVmWnDn8ce07f0B+B1NAreUBxPOfWmmMV9Jk4yeyINT1LcHLk5yL833/JCqurZ/kNVch743zeJlt9N8JrtX1ZIuzrHPV2l+Jvoe36JZzOh6mlHQK2m+8/19n+YPNnfSLJ71pjamO2iux34PTaL7fmC3qrq9LfcfNP8+zKP5bL4/glglqaek/b9UkqSV1o4YnUbzS/j+5X8yEy7J3jSrH39oomMZL0leBnytqvpPi5UkPUyZqEqSxlS7eukhwAlV9eeJjkeTT5K1aGYnnEGzyNdPaG7v864JDUySNGZMVCVJ0sNKu1L0ucATaabU/pxmCu/dExqYJGnMmKhKkiRJknqKiylJkiRJknqKiaokTVJJrkvywnGq+/Ak3x2PusdLknOSHDTKsv+cZG6Se5M8Y6xjkyRJKzJRlSQNKckuSW4cp7qfneTuJNM6th0zyLavjUcMXToKeEdVzaqq363KhpOskeTE9g8PD7kfavtHg/vbJLrv0f8+qockuTbJgiR/SvL4dvsuSZb3K7vfELGs1B8/kvxnkiuSLE1y+AD739nGeXeSS5M8t2PfUUmuSnJPkj8n2bdf2aOT/KU9n/1HG6MkqTeYqEqSJtKlwDTgmR3bnkdzL9PObc+nvcfmBNkS+ONAO5JMXwXtX0BzT89bBtn/ozaJ7ntc0xHfQcCBwCuAWTT34by9o+xN/coeN07nAHA1zb0/f95/R5IdgU8Br6W5Z+w3gZM6/mCxgOZepo8A9gM+n2Snjip+T3NP2N+OW/SSpFXGRFWSJrftk1yZZF6SbyWZAZBkTpLd+w5KsnqS25M8vbNwkpk090XdtGPEbdN29xpJvtOOcP0xyXYd5TZN8pMkt7UjZAcPFFxV3Q/8miYRJclGwBrAj/ptezxwXpLVknwwyV+T3JHkhCQbdLT7rCQXJZmf5Pf9Rx87jtskyR+SvHeozkuyZpJ7aZLp3yf5a7v9uiQfSPIHYEGS6Ule2fbD/Haa8ZM66rkuyfvaNhck+WaSjZOc1vbfL5OsP0gfLamqz1XVBcCyoeIdIP7VgMOA/6+qrqzGX6vqzpHU09Z1PLAFcEr7PXh/u33Q8x7gXI6rqtOAewbYvRXwx6q6rL3/7neA2cBGbdnDqurPVbW8qi4Gzgee3VH3l6vqLGDRSM9NktR7TFQlaXJ7E/AS4LE0yd6/t9u/QzNC1+flwM1VdXln4apaALyMFUfdbmp3vxL4IbAecDLwJXggOTqFZoTr0cALgHcleckgMZ5Hm5S2zxe0j85t11bVjcDBwB7AzsCmwDzgy227j6YZqfsYsAHwXuAnSTbsbCzJVjS3NvlSVR01SEx957+4qma1b59WVY/t2L0XzSjlesDWwA+AdwEbAr+gSejW6Dj+NcCLaD6H3Wn+AHAoTTK2Wntuo7V7kjvbhPFfO7Zv1j62SXON7bVJjmg/oz4bJbm13fdf7R8nHqKq9gFuAHZvvwdHtlOIhzvvbp0GTEuyYzuKegBwOQOMIqe5j+r2DDLKLUl6+DNRlaTJ7UtVNbcdQfs4TXIF8F3g5UnWbd/vAxw/wrovqKpfVNWytuzT2u3bAxtW1Ufb0cBrgGOANwxSz7nAc5OEZtrv+cCvgGd1bDu3PfZtwIer6saqWgwcDry2nX67N/CLNqblVXUmzdTil3e09WTgHOCwqjp6hOfb3xfavr0PeD3w86o6sx0lPgpYC+icmvrFqrq1qv7WnuPFVfW79jxOAka7SNMJwJNoEsW3AB9J0vc5b9Y+vxj4R2BXmu/Age32PwNPBzYB/gnYFvjsCNru5ry7dQ/wE5o/UiymGQl+aw18H72v0fwh5H9G0Y4k6WHARFWSJre5Ha+vpxmFpB0VvRB4TZL1aEZNvzfCujtHuhYCM9qEcUuaqcLz+x40I4cbD1LPr2mundyGZvT0/Kq6t429b1vf9alb0ly32Ffvn2imw27c7tuzX7vPpUnC+rwJ+Btw4gjPdSCdfbspTf8CUFXL2/2P7jjm1o7X9w3wfhaj0E7pvamqllXVRcDnaa7z7KsX4Miqml9V1wFfp03eq+qWtvzyqrqW5vrR19K9bs67WwfRjKI+hWb6997AqR1TzQFI8v9ovhevGySJlSRNAqtiAQhJ0sTZvOP1FjSLFPU5jiY5mA78qh3pG8hIk4G5NFN1H9fNwVW1KMlvaBb52aSq/tzuOr/d9lQeTFTnAgdU1YX960kyFzi+qt4yRHOHAy8Fvp/kDe1o8Gh19stNNCOWfbGEpu8H69PxVEDa138BltD9Z9hZdrD9ncbyvJ8GnFJV/9e+Pz3JzTSjsye29R9B80eVnavq7lG0IUl6mHBEVZImt7cn2axdcOhQmkWK+vyMZmXdQ2iuWR3MrcAjkzyiyzYvAe5uFxtaK8m0JNsk2X6IMufRXOd4Uce2C9ptt1TVX9ttXwM+nmRLgCQbJnlVu++7NNdqvqRtc0aa269s1lHn/cCewEzg+L5rNdPc4uWcLs9vICcAr0jygiSrA++hmb560dDFutMu6jSjfbtGe25p970qyfpp7EBzret/A1TVQprP/P1J1mn74i3AqW3ZXZJs0ZbdnGbV3f8eIpRbaa7HHdV5p1m0awbN7x/T2/PoW9X3N21dW7fx9F3PO6ct+yHgjcCLquqOAepeo607wOpt3f6eI0kPU/4DLkmT2/eBM4Br2sfH+na011b+BHgM8NPBKmhHOH8AXNNOqd10sGPb45fRLBb0dOBamluhfIPmtiKDOZdmddcLOrZd0G7rvC3N52kWbjojyT0004Z3bNudC7yKJiG/jWb09X30+7+uqpYAr27rPrZNZjanmQo9KlX1F5qpql+kOd/daRYdWjLaOvv5C8003kfTXJd5H81UZ2iu/b2a5hrP7wCf7neLmXcA99KMfv6K5jtxbLvvme22BTTJ5RyGXtTpk8C/t9+D947ivI9pY98L+HD7ep9233doFuc6B7gb+ALwto4R9k/QzAq4Kg+uQH1oR91ntPXtBBzdvn4+kqSHpXh5hyRNXUk+Ajy+qvYe9uBJLMnlwAsGGqmTJEmrnomqJE1R7XTg3wH7VNV5wx0vSZK0qjj1V5KmoCRvoZkae5pJqiRJ6jWOqEqSJEmSeoojqpIkSZKknmKiKkmSJEnqKdMnOoCVsdpqq9Vaa621UnUsX76c1VYbfb7+cC/fCzF4Dr0Rw0SX74UYPAf7oFdimOjyvRCD59AbMUx0+V6IwXOwD3olhrEuv3Dhwqqq3h24rKqH7WPNNdeslXX22WdP6fK9EIPn0BsxTHT5XojBc7APeiWGiS7fCzF4Dr0Rw0SX74UYPAf7oFdiGOvywILqgZxusEfvZtCSJEmSpCnJRFWSJEmS1FNMVCVJkiRJPcVEVZIkSZLUU0xUJUmSJEk9xURVkiRJktRTTFQlSZIkST3FRFWSJEmS1FNMVCVJkiRJPcVEVZIkSZLUU8YtUU1ybJK/J5nTsW2DJGcmuap9Xr9j34eSXJ3kL0leMl5xSZIkSZK6kFxHcgXJ5SSXtts2IDmT5Kr2ef1hahmV8RxR/Tbw0n7bPgicVVWPA85q35PkycAbgKe0Zb6SZNo4xiZJkiRJGt6uVD2dqu3a9x8EzqJfTjfWxi1RrarzgDv7bX4VcFz7+jhgj47tP6yqxVV1LXA1sMN4xSZJkiRJGpXBcroxlaoaj3qbypOtgFOrapv2/fyqWq9j/7yqWj/Jl4BfV9V32+3fBE6rqhMHqPOtwFsBpk+fvu2ZZ565UjHee++9zJo1a8qW74UYPIfeiGGiy/dCDJ6DfdArMUx0+V6IwXPojRgmunwvxOA52Ae9EsNYl99z112X3AZXdBxyNFVHr1AouRaYBxTwdaqOJplPR05HMo+qsZ/+W1Xj9gC2AuZ0vJ/fb/+89vnLwN4d278JvGa4+tdcc81aWWefffaULt8LMXgOvRHDRJfvhRg8B/ugV2KY6PK9EIPn0BsxTHT5XojBc7APeiWGsS4PLKjhcjrYtH3eqOD3Bc+vfjldtTndWD9W9aq/tybZBKB9/nu7/UZg847jNgNuWsWxSZIkSZL6VN3UPv8dOInm8sxbaXM6VszpxtSqTlRPBvZrX+8H/HfH9jckWTPJY4DHAZes4tgkSZIkSQDJTJJ1HngNLwbmMHhON6amj0elAEl+AOwCzE5yI3AY8CnghCQHAjcAewJU1R+TnABcCSwF3l5Vy8YrNkmSJEkaiUWLFjFnzpzhD5w8NgZOIoEmb/w+VaeT/AY4gX453Vgbt0S1qvYaZNcLBjn+48DHxyseSVXxfBoAACAASURBVJIkSVKXqq4BnjbA9jsYJKcbS6t66q8kSZIkSUMyUZUkSZIk9RQTVUmSJElSTzFRlSRJkiT1FBNVSZIkSVJPMVGVJEmSJPUUE1VJkiRJUk8xUZUkSZIk9RQTVUmSJElSTzFRlSRJkiT1FBNVSZIkSVJPMVGVJEmSJPUUE1VJkiRJUk8xUZUkSZIk9RQTVUmSJElSTzFRlSRJkiT1FBNVSZIkSVJPMVGVJEmSJPUUE1VJkiRJUk8xUZUkSZIk9RQTVUmSJElSTzFRlSRJkiT1FBNVSZIkSVJPMVGVJEmSJPUUE1VJkiRJUk8xUZUkSZIk9RQTVUmSJElSTzFRlSRJkiT1FBNVSZIkSVJPMVGVJEmSJPUUE1VJkiRJUk8xUZUkSZIk9RQTVUmSJElSTzFRlSRJkiT1FBNVSZIkSVJPMVGVJEmSJPUUE1VJkiRJUk8xUZUkSZIk9RQTVUmSJElSTzFRlSRJkiT1FBNVSZIkSVJPMVGVJEmSJPUUE1VJkiRJUk8xUZUkSZIk9RQTVUmSJElSTzFRlSRJkiT1FBNVSZIkSVJPMVGVJEmSJPUUE1VJkiRJUk8xUZUkSZIk9RQTVUmSJElSTzFRlSRJkiT1FBNVSZIkSVJPMVGVJEmSJPUUE1VJkiRJUk8xUZUkSZIk9RQTVUmSJElSTzFRlSRJkiT1FBNVSZIkSVJPMVGVJEmSJPUUE1VJkiRJUk8xUZUkSZIk9RQTVUmSJElSTzFRlSRJkiT1lGET1SSHJFk3jW8m+W2SF6+K4CRJkiRJU083I6oHVNXdwIuBDYE3A58a16gkSZIkSVNWN4lq2ueXA9+qqt93bJMkSZIkaUx1k6heluQMmkT1f5KsAywf37AkSZIkSVPV9C6OORB4OnBNVS1M8kia6b+SJEmSJI25bhLVp7fPWycPzPi9K8n0qlo6PmFJkiRJkqaqbhLVrwDPBP5Ac23qNu3rRyb5l6o6YxzjkyRJkqSVsmjRIubMmTPRYWgEurlG9TrgGVW1XVVtCzwDmAO8EDhyNI0m+f+S/DHJnCQ/SDIjyQZJzkxyVfu8/mjqliRJkiSNgWQaye9ITm3fb0ByJslV7fO45WzdJKpPrKo/9r2pqitpEtdrRtNgkkcDBwPbVdU2wDTgDcAHgbOq6nHAWe17SZIkSdLEOAT4U8f7DwJnsQpytm4S1b8k+WqSndvHV4D/S7ImcP8o250OrJVkOrA2cBPwKuC4dv9xwB6jrFuSJEmStDKSzYBXAN/o2LrKcrZU1dAHJGsB/wY8l+Ya1QtorltdBKxdVfeOuNHkEODjwH3AGVX1piTzq2q9jmPmVdVDhpKTvBV4K8D06dO3PfPMM0fa/AruvfdeZs2aNWXL90IMnkNvxDDR5XshBs/BPuiVGCa6fC/E4Dn0RgwTXb4XYvAcJkcf3H333ayxxhqjLg+wZMmSlapj6dKlPfU57rnrrktugys6DjmaqqMfeJecCHwSWAd4L1W7kcynI2cjmccAOduYqKpV+gDWB/4X2BBYHfgZsDcwv99x84ara80116yVdfbZZ0/p8r0Qg+fQGzFMdPleiMFzsA96JYaJLt8LMXgOvRHDRJfvhRg8h8nRB6eddlpdccUVK/VY2Tomug/6lwcW1GC5FuxW8JX29S4Fp7av5/c7bticbbSPYVf9TfIc4HBgSzpWCa6qrUeZG78QuLaqbmvr/ymwE3Brkk2q6uYkmwB/H2X9kiRJkqTRew7wSpKXAzOAdUm+C9xKsglVNzPOOVs316h+E/gszdTf7Tseo3UD8Kwka6e5MesLaC7QPRnYrz1mP+C/V6INSZIkSdJoVH2Iqs2o2opm4dv/pWpvVmHO1s19VO+qqtPGqsGqujjNfOffAkuB3wFHA7OAE5IcSJPM7jlWbUqSJEl6+PI+qD3jU8AJrIKcrZtE9ewk/w/4KbC4b2NV/Xa0jVbVYcBh/TYvphldlSRJkiT1gqpzgHPa13ewinK2bhLVHdvn7Tq2FfBPYx+OJEmSJGmqGzZRrapdV0UgkiRJkiTBEIlqkr2r6rtJ3j3Q/qr67PiFJUmSJEmTh9fZjsxQI6oz2+d1VkUgkiRJkiTBEIlqVX29fT5i1YUjSZIkSZrqhpr6+4WhClbVwWMfjiRJkiRpqhtq6u9lqywKSZIkSZJaQ039PW5VBiJJkiRJEgw99fcUmvulDqiqXjkuEUmSJEmSprShpv4etcqikCRJkiSpNdTU33NXZSCSJEmSJifvIaqRGmrq7wlV9bokVzDAFOCqeuq4RiZJkiRJmpKGmvp7SPu826oIRJIkSZIkGHrq783t8/WrLhxJkiRJ0lS32nAHJHl1kquS3JXk7iT3JLl7VQQnSZIkSZp6hpr62+dIYPeq+tN4ByNJkiRJ0rAjqsCtJqmSJEmSpFVlqFV/X92+vDTJj4CfAYv79lfVT8c5NkmSJEnSFDTU1N/dO14vBF7c8b4AE1VJkiRJ0pgbatXfN6/KQCRJkiRJk0TyUao+0vF+GvAdqt7UTfFBr1FN8pYkj2tfJ8mx7cq/f0jyjJWNW5IkSZI0aW1B8iEAkjWBk4Crui081GJKhwDXta/3Ap4GbA28G/jCKAKVJEmSJE0Nbwb+sU1WTwHOpurwbgsPlagurar729e7Ad+pqjuq6pfAzNFGK0mSJEmapJJnkjwTeAbweeD1NCOp57bbuzLUYkrLk2wCzANeAHy8Y99aI49YkiRJkjTJfabf+3nAk9vtBfxTN5UMlah+BLgUmAacXFV/BEiyM3DNSKOVJEmSJE1yVbuORTVDrfp7apItgXWqal7Hrktphm8lSZIkSXqoZGPgE8CmVL2M5MnAs6n6ZjfFh7pGlapa2i9JpaoWVNW9ow5YkiRJkjTZfRv4H2DT9v3/Ae/qtvCQiaokSZIkSaMwm6oTgOUAVC0FlnVb2ERVkiRJkjTWFpA8kmYBJUieBdzVbeGhFlN6QJJHA1t2Hl9V540oTEmSJEnSVPFu4GTgsSQXAhsCr+228LCJapJP0yyedCUPDtUWYKIqSZIkSXqoqt/S3DHmCUCAv1B1f7fFuxlR3QN4QlUtHmWIkiRJkqSpJFmbZlR1S6reQvI4kidQdWo3xbu5RvUaYPWViVGSJEmSNKV8C1gCPLt9fyPwsW4LdzOiuhC4PMlZwAOjqlV18AiClCRJkiRNHY+l6vUkewFQdR9Jui3cTaJ6cvuQJEmSJKkbS0jW4sFVfx9Lx8DncIZNVKvquFGHJkmSJEmaig4HTgc2J/ke8Bxg/24LD5qoJjmhql6X5Ar6suAOVfXUEYcqSZIkSZq8kj2Ai6g6g+Qy4Fk0q/4eQtXt3VYz1IjqIe3zbqOPUpIkSZI0hewNfJlkIXAhcBFw4UiSVBgiUa2qm9vn61cmSkmSJEnSFFH1WgCSrYCd2sfbSLYAfkPVy7upppvFlCRJkiRJ6l7VdSQzgLXaR9/rrpioSpIkSZLGRnIozb1TNwT+Avwa+BLwVqqWdVvNasO3k0O62SZJkiRJmvL2BTahWfH3e8D3qfrdSJJU6CJRBfYbYNv+I2lEkiRJkjQFVD0ReDFwKbALcBLJJSTHkLy522qGuj3NXsAbgcckOblj1zrAHaMKWpIkSZI0uVXdCZxKcjqwLfB84G3AAcC3uqliqGtULwJuBmYDn+nYfg/wh9HEK0mSJEmaxJJX0qz0+xzgKcAfaXLL97TPXRnq9jTXA9fTXAgrSZIkSdJw9qe5f+r7gcuoWjKaSrpZTOlZSX6T5N4kS5IsS3L3aBqTJEmSJE1qM4HlwLzRJqnQ3WJKXwL2Aq6iue/NQcAXR9ugJEmSJGnS2g+YBxxO8luSr5K8imTWSCrp6j6qVXV1kmnVLCn8rSRdzy2WJEmSJE0RVbcA3wa+TbIasCPwMuD9JPcBZ1B15HDVdJOoLkyyBnB5kiNpFliaOerAJUmSJEmTX9Vy4Fft4yMks4GXdFO0m6m/+7THvQNYAGwOvGZ0kUqSJEmSJr3kSJJ1SVYnOYvkduClVH2vm+LDJqrt6r8BNqmqI6rq3VV19UqGLUmSJEmavF5M1d3AbsCNwOOB93VbuJtVf3cHLgdOb98/PcnJo4tVkiRJkjQFrN4+vxz4AVV3jqRwN1N/Dwd2AOYDVNXlwFYjaUSSJEmSNKWcQvJnYDvgLJINgUXdFu4mUV1aVXeNNjpJkiRJ0hRT9UHg2cB2VN0PLARe1W3xblb9nZPkjcC0JI8DDga8PY0kSZIkaWDJqzte9726i2Q5VX8frng3I6rvBJ4CLAZ+ANwNvGvEgUqSJEmSpooDgW8Ab2ofxwDvBi4k2We4wsOOqFbVQuDD7UOSJEmSpOEsB55E1a0AJBsDXwV2BM4Djh+q8LCJapLHA++lWUDpgeOr6p9GG7Eml0WLFjFnzpyJDkOSJElS79jqgSS18Xfg8VTdSXL/cIW7uUb1x8DXaIZtl40uRkmSJEnSFHI+yak0+STAa4DzSGbS3lFmKN0kqkur6qsrEaAkSZIkaWp5O01y+hwgwHeAn1BVwK7DFR40UU2yQfvylCT/BpxEs6ASADXCG7ZKkiRJkqaIJiE9sX2M2FAjqpf1e/++zmaBrUfToCRJkiRpkmtuT/NpYCOaEdUARdW63RQfNFGtqseMSYCSJEmSpKnmSGB3qv40msJDTf39PXABcBFwYVVdN6rwJEmSJElTza2jTVJh6Km/bwJ2Al4EHJZmdaaL+h5VdfFoG5UkSZIkTWqXkvwI+Bkdax1R9dNuCg819XcOMAc4GiDJbOANwLuAo4Bpow5ZkiRJkjSZrQssBF7csa2AlUtUk0wDnkEzqvoc4LHA32jup/qrUQYrSZIkSZrsqt68MsWHmvp7N/An4MvAB6vq2pVpSJIkSZI0ySXvp+pIki/SjKCuqOrgbqoZKlE9CHh2+/zmJL+hGUn9VVX9beQRS5IkSZImub4FlC5dmUqGukb1B8APAJKsDexAMwX4k0nWqKotR9tokvVophBvQ5NlHwD8BfgRsBVwHfC6qpo32jYkSZIkSaOQzADOA9akyRlPpOowkg3ol7PRP2erOqV9Pm5lQhhqRJV2pd8defA61e2BucCFK9Mo8Hng9Kp6bZI1gLWBQ4GzqupTST4IfBD4wEq2I0mSJEmjMvvYY7lvm21YsMMOD2ybecklrDVnDrcfcMAERjbuFgP/RNW9JKsDF5CcBrwaOIuqTzFYzpacwkBTfvtUvbKbAIZaTOl3wBZA35TfzwC/rqp7u6l4iHrXBZ4P7N/EWUuAJUleBezSHnYccA4mqpIkSZImyH3bbMPm73kPt++zD/Of9CRm3nQTm7/3vcw96qiJDm18VRXQl/et3j4K6CZnG5POGWpEdT/gimqCHEtbA7cB30ryNOAy4BBg46q6GaCqbk6y0Ri3K0mSJElDmnbnncy87DJmXnopa192GdPmz+dRX/wiMx7/eGbddhtzjzpqhRHWSau5C8xlwD8AX6bqYpKNaXM2qm5moJyt6twxaX7s89BhGky2A34NPKeqLk7yeZoVht9ZVet1HDevqtYfoPxbgbcCTJ8+fdszzzxzpeK59957mTVr1pQtPxZ13H333ayxxhqjLr906dIJP4eJLt8LMUx0+V6IwXOwD3olhoku3wsxeA69EcNEl++FGDyHsemDlf19ccmSJeNWfs077mCDK65g/SuuYIMrrmDW3Lkr7F8+fTqL11+ftW67jav32our9913zGPoxsr+ztz/c9xz112X3AZXdBxyNFVHP6Rgs77QScA7gQvoyNlI5tE/Z0uuYOipv0/tJt6JSFQfRTOFeKv2/fNo5jb/A7BLO5q6CXBOVT1hqLpmzJhRixYtWql4zjnnHHbZZZcpW34s6jj99NPZbLPNRl3+9ttvn/BzmOjyvRDDRJfvhRg8B/ugV2KY6PK9EIPn0BsxTHT5XojBcxibPljZ3xdvvPHGEZfvvL60r/zMSy5h1kUXsXjrrR8YMV3zhhtWKLd8xgwWPu1pLNh2WxZutx0sXszmhx7KdS99KVudfvqoR1RHcw6dVvZ35v6fY5KFVTWzq8LJYcAC4C3ALu1o6ibAOfTP2ZKhF92tur6bJoe6RnXPqvpxkseM5T1Uq+qWJHOTPKGq/gK8ALiyfewHfKp9/u+xalOSJEnS1HLfNtuw+Xvfy98OO4xHX3cdW158MbMuvpgsX77CccvWXpuFz3gGC7bbjgXbbceipzyFWn11oFk4afNDD2XuUUdx9aabMu2FL3zgGtVJPf032RC4n6r5JGsBLwQ+DZzMcDlbl4nocIa6RvVDwI+BnwDPHIvGOrwT+F674u81wJuB1YATkhwI3ADsOcZtSpIkSZoiFm+9NffusANbvOtdpGP7snXWYcG227Jgu+1YuO223PfEJ8L0gdOitebMeTApvfFGFuywA3OPOoq15syZ3IkqbAIc116nuhpwAlWnkvwKOIGhcrbkAqqeS3IPK04BDlBUrdtNAEMlqnckORt4TJKT+++sLpcVHkhVXQ5sN8CuF4y2TkmSJEmafuutzP7Wt9jgxBNZbfHiB7bfs9NO3Prud7PocY+D1Vbrqq6BbkGzYIcdJnuSClV/AJ4xwPY7GC5nq3pu+7zOyoQwVKL6CpqR1ONpbk0jSZIkST1p9ZtuYvY3v8n6J53EavffD8CCZzyDGVdfzbW77cZWp5/OtLvu6jpJ1RhoRmQ3pjPvrLph0OM7DJqotvc3/XWSnarqtiTrNJtX7j6qkiRJkjRW1pg7l9nf+Abrn3wyWbqUSrjrxS/mnp124lGf/zw3fO5zU+v60l6RvBM4DLgV6LswuICuVv0dakS1z8ZJzgA2AJLkNmC/qpozinAlSZIkaaWtce21bHjMMaz3i1+QZcuo1VZj/itewW1veQuLH/tYZh977FS9vrRXHAI8oZ0uPGLdJKpHA++uqrMBkuzSbttpNA1KkiRJ0mitedVVbHjMMTzi9NNJFTVtGvP22IPbDjqIJVs+eGeUKXt9ae+YC9w12sLdJKoz+5JUgKo6J0l399uRJEmSpFHovA8qwIw//YlHfepTzPrtbwFYPn16k6AeeCD3r8T9STXGkne3r64BziH5OfDgqlZVn+2mmm4S1WuS/AfNokoAewNjdl9VSZIkSeqv7z6ot7797Wx05plsdPHFQJugvva13H7ggdz/qEdNcJQaQN9qvze0jzXax4h0k6geABwB/LR9fx7NfU8lSZIkaVzU6quzZNNNefTHPta8B+5+0Yu4+UMfYumGG05scBpc1REP2ZasD8ynqh5aYGDDJqpVNQ84eETBSZIkSdJIVTHz0kvZ8GtfY9YllwDNCOpqS5dy+777cuv73jfBAWpYyUeAE6j6M8mawGnA04GlJG+k6pfdVONNhCRJkiRNrCpmXXQRj9l/fx5zwAHMuuQSls2axbzddmP5zJlcvdderH/KKcxsk1f1tNcDf2lf70eTc24I7Ax8ottKupn6K0mSJEljr4pZ55/PRl//Omv/4Q8ALF13Xe7YZx/ue8IT2Oyww5j72c96H9SHlyUdU3xfAvyAqmXAn0i6zj9NVCVJkiStWsuXs87ZZ7PR17/OWn/6EwBL11+f2/fdlzvf8AaWz5rlfVAfvhaTbAPcCuwKvLdj39rdVjJkoppkBrAb8DxgU+A+YA7w86r640gjliRJkjSFLVvGumeeyUZf/zozrr4agPtnz+b2/ffnzj33pNZ+MI/xPqgPW4cAJ9JM9/0vqpo7xiQvB37XbSWDJqpJDgd2B84BLgb+DswAHg98qk1i31NVfxhV+JIkSZImryOPhO23h113JcuW8YhTTmHjL3yBNW65BYD7N9qI2w44gHmveQ01Y8YEB6sxU3Ux8MQBtv8C+EW31Qw1ovqbqjp8kH2fTbIRsEW3DUmSJEmaQrbfHl73OjjwQJ57/PHMvOkmAO5/5CP5+7/9G/P32INaY8S319QUMWiiWlU/H6pgVf2dZpRVkiRJkla0886w007w6U8zE6jVVmtuMXPwwbD66hMdnXrcsIspJTmF5v66ne4CLgW+XlWLxiMwSZIkSQ9Ty5fD294GJ58M06bBsmXcduCB/P3ggyc6Mj1MdLPq7zU0F8L+oH3/epoVnB4PHAPsMz6hSZIkSXrYWbYMDjoIvv3tZuR07bW5+uUvZ6sTT2TBs57lYkhTSbITsBWdeWfVd7op2k2i+oyqen7H+1OSnFdVz0/iyr+SJEmSGkuXwv77w/e+B2uuCTNmwEkncfXixd4HdapJjgceC1wOLGu3FjBmieqGSbaoqhua9rIFzQgrwJKRRStJkiRpUrr/fthnH/jRj2DmTNh7b3j962HXXeH0070P6tSzHfBkqvpfRtqVbhLV9wAXJPkrEOAxwL8lmQkcN5pGJUmSJE0iS5bAXnvBT38K66wDp5/eLKTUj/dBHb1FixYxZ86cAfdts802qziarswBHgXcPJrCwyaqVfWLJI+juRdOgD83m2sx8LnRNCpJkiRpkli8uLkNzcknwyMeAWecASajgtnAlSSXAIsf2Fr1ym4Kd7Pq77FVdQDw+/b9TOBk4AWjiVaSJEnSJLFoEbz61XDaabD++vDLX8IznznRUak3HL4yhbuZ+vu3JF+tqn9Nsj7wc5rVfiVJkiRNVQsXwh57wJlnwuzZTZL6tKdNdFTqFVXnrkzxbqb+/keSTyf5GrAt8Kmq+snKNCpJ42GoazckSdIYWrAAdt8dzj4bNtoIzjoLevM6Sa1qyQVUPZfkHppVfh/YA9T/z96dh0dZnu0f/14z2QMJgbAFQgIiCuJWllpXcEcRrVb8qbW+WsWtVWuxitaldS3ggsvr8gputbWoWMUFtAhqqzaAS0URpApJAFkTIDvJ3L8/nkmYQEgm60yS83Mcc8w8z8z9zDUjjJ7eG86lhHOZvQZVMzsz5DAHuCV478zsTOfcnCaULSIiIiIi7dmOHXDqqfDhh9CnD7z3HgwdGumqJFo4d2TwvmtzLlNfj+ppux1/BsQGzztAQVVEREREpDPZtg3GjYOPP4Z+/byQOmRIpKuSDmivQdU5d1FbFiIiIiIiIlGsoABOPhlycmDAAC+k7rNPpKuSDiqcxZRERERERKQz27IFTjwRPv0UBg70Qmp2dqSrkg7MF+kCREREREQkykyd6i2UBMQWFsJxx3khtXt3eP99hVRpmFkyZr7g4yGYTcAsNtzmCqoiIiIiIlLbqFEwcSLMmcMhv/kNfPEF+P3w2GOQmRnp6qR9+ABIwKwfsAC4CHgm3MZ7Dapm9mMzSwk+TjSzP5jZ3OBWNanNLFpERERERKLV2LHw5z/DOeeQvHq1F1L/9jcvvIqEx3CuBDgTeBjnfgoMC7dxfT2qs4CS4OMZQCrwp+C5p5tWq4iIiIiIRD3n4IUXoLLSO776ajjrrMjWJO2NYfYT4HzgzeC5sNdIqi+o+pxzwT+ZjHTOXeuc+6dz7g/AoKbVKiIiIiIiUe/+++H55wFYO3689zg4Z1UkTNcCU4BXce4rzAYBYf8hqi/RLjOzi5xzTwNfmNlI59wSMxsC7GxezSIiIiIiEpXmz4frr/ce33473x5zDP2c84b9zp7tDQsWaYhz7wPvY5YcPP4OuDrc5vX1qF4CHGNm/8UbS/yxmX0H/F/wORERERER6UhWroRzzvGG/l5wAdx2m3d+7FgvpC5eHNn6pP0w+wlmXwPLg8cHY/a/4Tbfa4+qc24b8D9m1hVvqG8MkO+c29C8ikVERDq2srIyli1bFukyREQaZ9s2mDDBu//pT+GZZ2o/P3aselOlMR4ETgJeB8C5LzA7OtzGDU5mdc7tAL5oanUiIiIiIhLlqqrg3HNhxQo48EB47jnwaSdLaSbn8jALPVMVbtMm/ekzszea0k5ERERERKLQTTfB229Djx7w2mvQpUukK5L2Lw+zwwGHWRxmk6keBhyGpv5vkkub2E5ERERERKLJn/8MU6dCTAy8/DIMHBjpiqRjuBy4CugH5AOHBI/DEvY+NqGcc+ub0k72pHlMIiIiIhIxixfDJcF1UmfMgDFjIlqOdCDObcbbQ7VJ9hpUzWwkMA1Yi7f/zSxgNLASmOSc+6ypbyoiIiIiIhG2fj2ccQaUl8OkSXDFFZGuSDoSs4fqOLsNWIJzrzXUvL6hv/8LTAXeBD4CnnDOpQI3Bp8TEREREZH2qKzMW9l33To46ih4+GF2W/RGpLkS8Ib7fhu8HQR0B36J2YMNNa5v6G+sc+5tADP7k3PuZQDn3AIzm97sskVEREREpO05B5dfDv/+NwwY4M1LjYuLdFXS8QwGjsW5SgDMHgPeAU4AvmyocX09qmVmdqKZnQ04MzvDu74dQyOWFRYRERERkSjywAPw7LOQlOSt8NurV6Qrko6pH5AccpwMZOBcFVDeUOP6elQvxxv6G8DbqPUKM3sGb86qVv0VEREREWlv5s+H66/3Hj/zDBxySETLkQ5tKvA5ZosAA44G7sYsGfhHQ433GlSdc1/gBdRq1wRvIiIiIiLS3qxcCf/v/0EgALfcAmefHVYz7VIhTeLcTMzewluQ14CbcG5d8NnrG2q+16G/ZvZzs73PqDazfczsyMbWKyIiIiIibWzbNpgwAQoLvZV+b7890hVJ51AGrAe2AoMxOzrchvUN/e0BfG5mS4GlwCa8lZsGA8cAm/FWAJZ2Tv+XTERERKRu7fa/k6ZOhVGjYOxYqKqC886DFSugd2947jnw1bdUjUgLMLsEb0Ruf+Bz4DDgY+DYcJrv9U+oc24G8CPgr0BP4Ljg8VrgAufcWc65b5tVvIiIiIiItLxRo2DiRFi4kEEzZ8Jbb3nbz9x3H3TtGunqpHO4BhgFrMG5scCheJ2fYamvRxXnrcj0bvAmIiKtrN3+n3sREYkuY8fC7Nlw+ukM2LHDOzdtGpx/fmTrks6kDOfKMAOzeJz7BrP9wm1cb1AVL5OJ/gAAIABJREFUEREREZHIaur/xEz57DMyi4owgJNPht/+tsVrE6lHPmbdgL8D72JWAKxroE0NBVURERERkQ4m9a236D9lCuYc2w44gNQlS2DhQq+nVaQtOPfT4KPbMVsIpALzwm1e7yxqM/OZ2cRmlCciIiIiIm2o29y59L/xRiwQoGD8eD57+GFvGHBwzqpImzD7I2YnYJaMc+/j3Os4VxFu83qDqnMuAPyq2UWKiIiIiEir6/bqq/S7+WbMObaefjpr77nHW0Spes7q4sWRLlE6j9XAucASzHIwuw+z08NtHM7Q33fNbDLwN6C4+qRzbmtjK41GWrhExKO/CyIiIu1b2uzZ9LvjDgB+uOYaNl9ySe0XjB2rob/SdpybBczCrA8wEZgMTALCWnY6nKB6cfD+qtC3BQY1okwREREREWkl3f/yFzLuuQeA9ZMns+XCCyNckXR6Zk8Bw4ANwIfAz4BPw23eYFB1zg1scnEiIiIiItKqejz3HH2nTQNg3Y03slVb0Eh06AH4gUJgK7AZ5yrDbdxgUDWzJOA6YIBzbpKZ7Qvs55x7o4kFi4iIiIhIC0ifOZM+Dz4IwNpbbqFgotZBlShRveqv2VDgJGAhZn6c6x9O83CG/j4NLAUODx7nAy8BCqoiIiIdlOati7Sc1vr71POJJ+j9yCM4M9bdfjsFZ57Z4u8h0mRm44GjgKOBNOA9vCHAYQknqO7jnDvHzM4FcM6Vmpk1pVYREREREWkm5+j16KP0euIJnM/H2jvuoHDChEhXJbK7ccAHwAycW9fYxuEE1QozS8RbQAkz2wcob+wbiYiIiIhIMzlH7xkz6DlzJs7nI//uu9l26qmRrkpkT85d1fCL9i6coHo7MA/INLMXgCOAi5rzpiIiIiIi0kjO0ee++0h/9lmc30/en/7E9pNOinRVIq0inFV/3zGzpcBhgAHXOOc2t3plIiLSLmluo4hEkw7zm+Qcff70J9JfeIFATAx506ez47jjIl2VSKvxNfQCM1vgnNvinHvTOfeGc26zmS1oi+JERERERDqj9FmzSM7J8Q4CAfredZcXUn0+8h54QCFV2hezNMwOakyTvQZVM0sws+5AupmlmVn34C0byGhepSIiIiIisjelw4eTOXkyyZ98wgEPPUSPv/0NB2y8+mp2jBkT6fJEGma2CLMUvEz5BfA0ZveH27y+ob+XAdfihdKleMN+AbYDjzaxXBERERERaUDx6NHk3XMPWVddha+iAgf8cN11bLlIS8VIu5GKc9sxuwR4Guduw+w/4Tbea1B1zs0ws0eAm5xzd7REpR1Rh5n3ICL6+ywiIlEjbs0a+syYga+iAoDC005rckjVv98kQmIw6wtMBG5ubON656g656qAU5pYmIiIiIiINFLq3LnsM3EiicuX43w+8k48ka7//OeuOasi7cMfgfnAKpxbjNkg4NtwG4ezPc07ZnYWMMc555pYpLQS/R8yERERkY7BV1JC37vuIu311wEIxMaSe//9fDN4MJXr1pE5eTJ506dTPHp0hCsVCYNzLwEvhRx/B5wVbvMGV/0Frgu+QbmZbTezHWa2vbF1ioiIiIhI3RK++YZ9zjmHtNdfJ5CQwLbjj2fNY49RFFw4qXj0aPKmTydRHRTSXpg9i1m3kOM0zGaF2zycfVS7NrG0NqHeRBERERFpt5yj+1//Sp/p0/Ht3EnZ4MHkTZtG+eDBe7y0ePRo9aZKe3IQzhXWHDlXgNmh4TYOZ+gvZpYG7Ask7Hof90Ejiqzrmn5gCbDWOTc+uBXO34BsYDUw0TlX0Jz3EBERERGJVv7CQvrdeispCxcCsGXiRH64/npcQkIDLUVamVkm8BzQBwgAT+LcDOrIbOw9s/kwS6t53msbVv4knBeat5zwNUB/4HPgMOBj4Nhw32QvrgGWAynB4xuBBc65e83sxuDxDc18DxGRNqV54yIiEo6kpUvJvOEGYjdsoKprV9befjvbTzwx0mWJVKsEfotzn2LWFViK2bvA/wALcO5eGs5s9wEfYfZy8Phs4K5wCwhnjuo1wChgjXNuLHAosCncN6iLmfUHTgWeCjl9OvBs8PGzwBnNeQ8RERERkahTVUXPxx9n4MUXE7thAyUHHcSql15SSJXo4tx6nPs0+HgHXgdjPxqT2Zx7Dm/xpA3ARuBMnHs+3BKsoYV8zWyxc26UmX0O/Ng5V25mnzvnDgn3Teq45svAPUBXYHJw6G+hc65byGsKnHNpdbSdBEwCiImJGTF37tymlgFARUUFcXFxnbZ9NNRQWVlJly5dmtweoKioqFnXiHT7aKhh+/bt7f6fY3M/g/4+tcyf5Uj/WYqGz6B/jtHxGSL9u6rPEB3fQaT/PodeI37LFg6aOpUe//kPAN9NnMi3F1yAi6l/kGOk/93SEf792NE/Q0IYw8V3/7t09tixFZvgy5CXPIlzT+7R0Cwb+AAYDuQSktkwK2D3zGaWgnPbg0N99+Tc1gaLJbwxwvnmrdb0d+BdMysA1oVz8bqY2Xhgo3NuqZmNaWx75315TwIkJCS4/v37N7UUAPLz82nONdp7+2ioYfPmzYwJrmjXVIsWLWrWNSLdPhpqmDdvXrv/59jcz6C/Ty3zZznSf5ai4TPon2N0fIZI/67qM0THdxCpv8/ps2ZROnw4xaNHk5+fz/7ffUfmDTfgLyqisnt38u+5h5LDD6dfK9YQLe2joYaO/hmGDx/eYPvd/y5thkqcG1lvI7MuwCvAtcHwGU6pfwHGA0uB0F5RCx4PCuci4az6+9Pgw9vNbCGQCswL5+J7cQQwwcxOwVucKcXM/gxsMLO+zrn1ZtYXr3tYRERERKTdKR0+3Nv39N572W/+fLLnzPHODxvGmkcfpTI9PcIVijTALBYvpL6Ac3OCZzdg1hfn1rO3zObc+OD9wOa8fTiLKQ0IOfw+eN8HyG3KGzrnpgBTgtcegzf09+dmNg24ELg3eP9aU64vIiIiIhJpxaNHs+GKK8i+8kqsqgoHFJx1FutuvRV84SwTIxJBZgbMBJbj3P0hz7xOYzKbWT8gi9DcGebuMeEM/X0Tr4vW8HpABwIrgAPCeYNGuBeYbWa/xAvBZ7fw9UUkymnFXBFpSfpNkUhJWrqUXk88QZePP645V3DGGay7/fbIFSXSOEcAFwBf4q1VBHATwcxGOJnN7E/AOcDXQFXwrMOb79qgcIb+Hlj7/exHwGXhXDyMay8CFgUfbwGOa4nrioiIiIi0KedIzsmh5xNP0GXxYgCq4uMxM1afeioD3nuPbTk5FI8eHeFCRcLg3D/xOirrEm5mOwPYD+fKm1JC2BuuVnPOfWpmo5ryZiIiIiIiHYpzdPnoI3o+/jjJn3sdT1Vdu7J9zBi6fvghuffdx8qMDOyUU7w5q9OnK6xKZ/EdEAu0TlA1s+tCDn3Aj2jmPqoiIiIiIu2ac3R9/316PvEEScEh5pWpqWy54AK2nHce3V96icIzzvBCaX4+xaNHkzd9OonLlimoSmdRAnyO2QJCw6pzV4fTOJwe1a4hjyvx5qy+0ogCRUREREQ6hkCAlAUL6PnkkyR+8w0Ald27s/nCC9l6zjkEkpMB2HzxxXs0LR49WiFVOpPXg7cmCWeO6h/MLCX4eHtT30hEREREpD0I3QO1WvInn5D26qskrFxJwqpVAOxMT2fzRRex9Wc/wyUlRapckejk3LPNaV5vUDWza4Hr8Vb7NTPbDNzqnHvRzDKdc3nNeXMRERERkWhTswfq9OlY7970fvBB0p9+GgsEANjZuzebLr6YgjPPxCUkRLhakShlti9wDzAML096nBsUTvO9BlUzux0YDRzlnPsueG4QMMPMsoBLgcFNrVtEREREJBoVjx5N3l13MeDXv6afz0dcUREAFf36semXv6Tw9NNxcXERrlIk6j0N3AY8AIwFLmLvKwnvob4e1fOBA51zZdUnnHPfmdlEvMWUzmtSuSIiErW076SIdHYxGzbQ48UXSXvpJfwlJfiBypQUfpg8mcLx4yE2NtIlirQXiTi3ADPDuTXA7Zh9iBdeG1RfUA2EhtRqzrlSM1vrnGvyxFgRERERkWiS8NVXpD//PKnz52OVlQA4v58NP/4x6V9/zc5+/RRSRRqnDDMf8C1mvwLWAr3CbVxfUM03s+OccwtCT5rZscE3ERERERFpv6qqSFm4kB7PP0/yp58C4Hw+ikaMIHHlSnIfeIAV/fqx37p12gNVpPGuBZKAq4E7gGOBC8NtXF9QvRp4zcz+CSwFHDAKOAKY0NRqRUREREQiyVdURNqcOfT4y1+IW+v1v1R16ULBWWex5dxzSZ0/n01XXqk9UEWaw7nFwUdFePNTG2WvQdU595WZDcebi3oA3sTXD4DL6hoSLCIiIiISzWLz8ujxl7+Q9uqr+IuLAajo35/NP/85hWecoT1QRVqS2RC8HWSyCM2dzh0bTvN6t6cJBtJZzShPRERERKRtTZ0Ko0bB2LHgHElLltDroYdI/vxzzDkAikeOZPMFF7DjmGPA749wwSId0kvA48D/AVWNbVxvUBURERERaaqIrSQ+ahRMnAiXX85PXnyR1FWrAAj4fBSedhpbzj+fsmHD2r4ukc6lEucea2pjBVURERER6Ticg/JySE2FO+8kFXBmFJ56Khuuu47Knj0jXaFIx2bWPfhoLmZXAq8C5TXPO7c1nMuEFVTNLBEY4Jxb0cgyRSRM2r9SxKO/CyLSZIsXww03wMKF3nHXrrBjB5suvpiN114b2dpEOo/qhXgteHx9yHMOGBTORXwNvcDMTgM+B+YFjw8xM+2hKiIiIiLR4dtvvaG+o0d7IbVbN5g0CeLjWXXuuXSfM4fknJxIVynSOTg3EOcGBe93v4UVUiGMoArcDowGCr33dZ8D2U2pWURERESkxaxfD1dcAUOHwksvQUKC16P67LMwZw7Mns2qX/yCvOnTyZw8WWFVpC2ZXYVZt5DjtOBQ4LCEE1QrnXPbmlKbiIiIiEiL274dbrkFBg+Gxx/35qX+8pdez+q998I338Ds2d6qv1BrH1QRaTOX4lxhzZFzBcCl4TYOZ47qMjM7D/Cb2b7A1cBHja1SRERERKRZysvhscfgzjthyxbv3BlnwN13e72q1X73uz2aah9UkTbnw8xwwT2hzPxAXPiNG/Zr4AC8lZr+CmwHNBtdRERERFpF+qxZtYfpBgJw003Qty/85jdeSD3ySPjXv+DVV2uHVBGJFvOB2Zgdh9mxeFlyXriNG+xRdc6VADcHbyIiIiIirap0+HAyJ08mb9o0Aps3wyWXwH//6z15wAFwzz0wfjyY1X8hEYmkG4DLgCvwVgB+B3gq3MYNBlUzGwJMxltAqeb1zrljG1moiIiIiEiDig89lM3nnUf25ZdjlZXeyZ49YepUuOAC8PsjW6CINMy5AGbPAO/RhG1Ow5mj+hLwOF76rWrsG4i0hUjvuxjp94+GGiL9/iISXfSbIE0Rt3o1aXPmkPbaa8Rs3brrieOPh7lzvVV9RaR9MJsATMOblzoQs0OAP+LchHCahxNUK51zjzWjRBERERGROllZGSnvvuvtdbpkSc35iowM/AUFrJ0wgQELFsDHH9es4isi7cJteNucLgLAuc8xyw638V6Dqpl1Dz6ca95+N6/iLagUfB+3tc6GIiIiIiINSPjmG9JeeYVub76Jf8cOAAKJiWw7+WRK9t+f3o8/Tu4jj7Bm0CAGXHYZTJxYa8sZEYl6lTi3ralzyevrUV0KOLyJrwDXhzzngEFNekcRERER6ZR8RUWkvvUWaXPmkPTVVzXnS4YPp+DMM9k2bhyBLl1InzWLvOnTve1kNm/2wuns2bB4sYKqSPuxjOA2pzRhm9O9BlXn3EAAM0twzpWFPmdmmiAgHYrmUklHoT/LAvpzEC067T+HqVNh1KhdgdI5uv/lL3R7/XUSvv8eX2kpAFVdu1J42mkUnHkmZfvtV+sSmy++eM/rjh2rkCrSvvwab+eY6m1O5wN3hNs4nDmqHwE/CuOciIiIiHR2o0Z5w3Qff5zs+fMZ9MYbxK1fX/N00ahRFJx5JtuPPx6nxZFEOq5mbnNa3xzVPkA/INHMDmXXEOAUIKkpbyYiIiIiHdiWLbBqFWRmws9+xv7B05UpKRT87GcUnHkmFVlZES1RRFqZ2ev1Pt8Cq/6eBPwP0B+4j11BdTtwUzgXFxEREZEObts2eO01ePFFePddqN731OeDQIDCE08k/957ITY2snWKSFv5CZCHN9z33+zKkY1S3xzVZ4Fnzews59wrTSpRRERERNqtvc2ztZISUt5/n9R58+jy4Yf4du4EwPn9FB1+OGVDhpD297+zetw4sufNI/mzz7yFkVqwBhGJWn2AE4BzgfOAN4G/4txX9bbaTYNzVBVSRURERDqR3RdDApJzckj8/HPK99mH1HnzSHn//ZpFkZwZRaNGse3kk9l+/PEkrFpF5uTJ5N13H6syMvAff7x3XL2Kr4h0bM5VAfOAeZjF4wXWRZj9EeceDvcy4SymJCIiIiKdRfViSLNnY5WVpD/1FL0eewzn8+Ev27URRMnBB7Pt5JPZduKJVPbqVXM+cdmyXaE0P5/i0aPJmz6dxGXLFFRFOgsvoJ6KF1KzgYeAOY25RH2LKZ3tnHvJzAY6575vTp0iIiIi0g44B/37w4UXwrhxHO8c/oqKmqdLhw5l27hxbDvpJHZmZNR5ibq2likePVohVaSzMHsWGA68DfwB55o0dr++HtUpwEvAK2grGhERkTajOXnSZpyD5cvh/fe92wcfQMhWMn6gMi2NLeefz7aTT9aKvSISjguAYmAIcDVWs5aSAQ7nUsK5SH1BdYuZLQQGWh1LDLswlxUWERERkTZUxxxTFi6ExYth8mT4z3+8QFodTDdvrt2+Z0/Yf3/49FNyjzmGjI8/puTQQxVSRSQ8zvla4jL1BdVT8XpSn8fbnkZEREREol3oHNNAAB57DK6/Hg48EO65BwoLa7++b1845hjvdvTR8MMPcM45MHcuX5eXU3XWWVoMSUTaXH3b01QAn5jZ4c65TWbW1TvtitquPBEREREJW0UFxMXB6afDSSdxlHO79jX95BPvPitrVyg95hjYZx9ChubBG2/A7Nlej+y8eVoMSUQiIpxVf3ub2TtAd8DMbBNwoWvipFgRERGRhmiebphKS+Hf/941x/STT7xzQT6A7t3hpz/dFU4bGsL7u9/tcUqLIYlIWwsnqD4JXOecWwhgZmOC5w5vxbpEREREOqX0WbMoHT68djCsnmN65ZXw0Ue75pfm5Hi9qKGGDYPBg2HhQvJOPJHM99+H88+vPWdVRCTKhRNUk6tDKoBzbpGZJbdiTSIiIiKdVunw4TVzQgt79YK774Y77/R6Qm+6Caqqdr3YDA45ZNcw3qOOgmXLvDmqr73Gf83IvOqqmjmrCqsi0l6EE1S/M7Nb8BZVAvg5oH1VRURERFqQlZeTsHIlcatXUzJ8ONmTJpEdGkq/+Qb8fm+xpOphvEceCWlptS+0ePGuULpokXc/e7Z3XkFVRNqJcILqxcAfgDnB4w+Ai1qtIhEREZH2qo6tYZJzckhctozNF19cc85XUkLCihUkfP01icuXk7B8OQn//S8WGkyr9e8PF1zghdPDD4euXeuvoY45powdq5AqIu1Kg0HVOVcAXN0GtYiIiIi0byFbw4AXUjN/+1s2XXopPZ59lsSvvyZh+XLiV6/GnKvV1Pl8lO2zD2VDh1KVnEy3N98k/7TTyHr3XTjhBAVNEelUwulRFREREZGGbNvm9XZedhmMH88RPXrQZe1aLBCg77RptV7qYmIoHTyYsqFDKQ3eyoYMwSUleeF28mRyZ8xgzaBBZF16aZPnmGr1ZBFprxRURURERILqXXH3d7/ztn5ZtQpWroRvv619v3FjrWt1LSkBIBAXR9mQIbtC6bBhlA8ejIuPr7OGxGXLyJs+3ath82bNMRWRTklBVSJO/7dXRFqSflOkOUqHDyfzt79l/fXX48y8gPj00zB0KDzyCOTl7b1xQgLsuy906wZLlrDhoIPosXw5edOmUXx4+Lv6hc5lrfnz3LMnnHKKt6KviEgn0GBQNbMhwGNAb+fccDM7CJjgnLuz1asTERERaYS6ekTrWsyIQIDYH34gbvVq4nNziVuzhvg1a4hbswb/9u1k3nwzmaEX/uwz7z4mBgYN8gLpkCG77ocMgX79vP1NJ06EN9/ks/Jy9lu3rmarmVq9tCIiUq9welT/D7geeALAOfcfM/sLoKAqIiIiUSV0D1L69iXl3Xfpd+utbP3Zz+h9//3E5eZ6gTQ3F19FRZ3XcGZUdemCv6gIRo6E88/fFUazsiA2du8FhG4NM28exaNHkzd9OonLlimoiog0QjhBNck5l2NmoecqW6keERERkSbxFxTg27GD4hEjyJ40iSwzfJXef7L0fOaZPV6/Mz2digEDKM/OpiIri/KsLCqysojZsIHMKVNYfcEFZL/9Nhx8cPhzQ+vYGqZ49GiFVBGRRgonqG42s30AB2BmPwPWt2pVIiIiIg2I2byZpCVLSF6yhOSlS0lYtarW80ZwIaP99/cCaTCIlmdlUTFgAIEuXfa4ZnJODplTppA3fTorMjJwY8aQedZZGrorItLGwgmqVwFPAvub2Vrge+DnrVqViIiIdDoNzS+N/eEHkhYvJnnpUpKXLiV+9epa7QPx8ZQcdBA7+/Yl5b33yD3pJDLfe48N11wTdsisteJufr6G7oqIREiDQdU59x1wvJklAz7n3I7WL0tEREQ6m93nl6a+8QYZd9xBySGH0H32bOLWrq31+qrEREoOPZSSkSMpHjGC0uHDSfr885o9SFdkZMAppzRqMaNaCy4FaeiuiEjbC2fV37uBqc65wuBxGvBb59zvW7s4ERER6TyKR41iw1VXkXXllWT6fMSUlgLQ9aOPAKjq2pXi6mA6ciSl+++/x8JG6hEVEekYwhn6O845d1P1gXOuwMxOARRURUREpNli16+n2xtvkDp3Lgnffw+AD28o744jj6RkxAiKR46kbMgQ8PvrvZZ6REVEOoZwgqrfzOKdc+UAZpYIxLduWSIiItKR+YqLSXn3XbrNnUvy4sWYcwBUpqTgKy9n7Zgx9M3JYet55ylkioh0QuEE1T8DC8zsabyVfy8Gnm3VqkRERKTjqaqiy7//TbfXXydlwQJ8ZWWA13O67dhjKRsyhPRnn2XN//4vKzIyqFy3rlHzS0VEpOMIZzGlqWb2JXAc3krvdzjn5rd6ZSIiItKu7G3V3q6LFuFiYuj2xhvEbtpU81zxiBEUTpjAthNOINC1K+mzZpF3332aXyoiImH1qOKcext4u5VrERERkXYsdNXeuMRE+j7zDN1ffhmrqqp5TfmAARSedhqF48ezs3//Wu01v1RERKrtNaia2T+dc0ea2Q68Ib81TwHOOZfS6tWJiIhIu1Fy0EFsmTiRrMsuI7uyEguer+ralcJx4yg87TRKDz4YzOq9joiIyF6DqnPuyOB917YrR0RERNqVQICkzz6j29y5pM6fj7+oqOap8qwsNlx7LTuOPhoXFxfBIkVEpL2pd+ivmfmA/zjnhrdRPSIiItIOxOXm0m3uXLrNnUvc2rU158uys4ndsIHccePIXLiQqpQUhVQREWm0eoOqcy5gZl+Y2QDnXG5bFSUiIiLRx79tGynz55P2+uskffFFzfmdvXtTeNpplGdl0ef++8l95BFWZGTAqadq1V4REWmScBZT6gt8ZWY5QHH1SefchFarSkRERNpcnav2fvQR3d58E19pKV0XLcK3cycAVYmJbD/hBAonTKB41Cjw+bxVe6tDqVbtFRGRZggnqP6h1asQERGRiKtZtXfaNFKKi8mcPp2U997DnLemojOj6Cc/oeC009h+3HG4pKRa7bVqr4iItJT6Vv1NAC4HBgNfAjOdc5VtVZiIiIi0reIf/YiCM88ke9IkBgYCNefLBg+mcMIECk85hcrevSNYoYiIdBb19ag+C+wEPgTGAcOAa9qiKBEREWk7tnMn3ebOpef//R9x+fk150sOPJB1t9xC2f77a0sZERFpU/UF1WHOuQMBzGwmkNM2JYmIiEhbsIoK0l59lfSZM4lbvx6Ait698e/YwerTTiPrnXfw79ihkCoiIm2uvqC6s/qBc67S9C8pERGRDsHKykh75RV6zppF7MaNAJQNGsT2446j+0svkfvww3ybkYHvxBO1aq+IiEREfUH1YDPbHnxsQGLw2ADnnEtp9epERESkxVhJCd1feon0p58mdssWAEqHDGHTpElsP+EE0p95hrz77tOqvSIiEnF7DarOOX9bFiIiIiKtw1dURPcXXyT9ueeIKSgAoHTYMDZedhk7xowBnw/Qqr0iIhI9wtmepkWZWSbwHNAHCABPOudmmFl34G9ANrAamOicK2jr+kRERNqjuvZA7bJwIT3++lcSv/qKmO3eIKmSgw5i42WXUXTUUZp7KiIie2c2CxgPbMS54cFze2Q2Wimz+Vrjog2oBH7rnBsKHAZcZWbDgBuBBc65fYEFwWMREREJQ/UeqMk5OcRu306/G28k6+qr6frxx8Rs307xiBF8/+STfPfnP1N09NEKqSIi0pBngJN3O3cjsIA2yGxt3qPqnFsPrA8+3mFmy4F+wOnAmODLngUWATe0dX0iIiLtUfHo0ay99VayrrySrKoqfJXe1udFP/4xGy+7jJJRoyJcoYiItCvOfYBZ9m5n2yyzmXOuNa4b3pt7H/wDYDiQ65zrFvJcgXMurY42k4BJADExMSPmzp3brBoqKiqIi4vrtO2joQZ9huioIdLto6EGfQZ9B9FSQ2Pbx2/ZwsCXXybz7bfxl5cDUNy3L19efz2FQ4e2SQ3R1j4aatBn0HcQLTVEun001NDRP0NCQkKD7YuKiujSpUvN8dljx1Zsgi9DXvIkzj1Zq5GX194IGfoe+iYNAAAb30lEQVRbSEhmw6yAOjJbS2jzHtVqZtYFeAW41jm3Pdztb5z35T0JkJCQ4Pr379+sOvLz82nONdp7+2ioQZ8hOmqIdPtoqEGfQd9BtNQQbvvYH34gfeZM0ubMwVdRAUAgNpa1Y8fSd/Fieqem0qWJdbSX7yCaa9Bn0HcQLTVEun001NDRP8Pw4cMbbL9o0SLGjBlTc7wZKnFuZJMLamURCapmFosXUl9wzs0Jnt5gZn2dc+vNrC+wMRK1iYiIRLvY/Hx6PvUU3V57DV9lJc6MohEjSPz2W3IfeIAVGRlUrlunPVBFRKSlbcCsL86tp5UzW5svpmRe1+lMYLlz7v6Qp14HLgw+vhB4ra1rExERiWZxa9bQ7/e/Z8j48XR/5RUsEKBw3DhWzZlD0dFHk/vAAzWhNHQPVBERkRbSZpktEj2qRwAXAF+a2efBczcB9wKzzeyXQC5wdgRqExERiTrx//0vPZ98ktR587BAAOf3UzBhApsuvZSK7GwAygcP3qOd9kAVEZEmM/sr3sJJ6ZjlA7cRzGy0QWaLxKq//wT2NiH1uLasRUREJFrUtQ9qt1deoccLL5CwahXmHC4mhq0//SmbfvlLdmZmRrBaERHp8Jw7dy/PtElmi9hiSiIiIrJL9T6oedOnk1JczMApU0j+3Bt4FIiNZeuZZ7L54ovZmZER4UpFRERan4KqiIhIhPm2bcNXUkLxqFFkT5rEwKoqIBhQzzmHzf/zP1T27h3hKkVERNqOgqqIiEgb82/ZQvKnn5K8ZAlJS5eSsHIlttu+5sUHH0zugw9SlZ4eoSpFREQiR0FVRESkBdQ1xzQ5J4fEZcsoHD++JpQmL1lCwnff1WobiI2l5MADqcjIIGXRItaMG8eAf/yDhO++o1hBVUREOiEFVRERkRYQOsc00e+n98sv0+P556lMTaXPAw/Uem0gIYGSgw+meORIikeMoPSgg0j64gsyJ08md8YMVmZkYCefrH1QRUSk01JQFRERaQ7niMvNJS4vj9L99yf70ksZGAjUPB23aRNVycmUHHooxSNGUDxyJGUHHICLja11mcRly3aF0vz8WvugKqiKiEhno6AqIiLSGM4R/9//krx0KUlLlpC8dCmxmzbt8bLyrCy2nn22F0z32w9i6v9X7uaLL97jnPZBFRGRzkpBVUREhHrmmP7nPxQdeeSuOaZLlxJTUFCrbWX37hSPGMHO9HS6vfkmq085hez58ykbOpSyAw5o648iIiLS7imoioiIEDLH9E9/IrWkhL6zZpH297/jYmLoM2NGrdfu7NWrZhhvyciRlA8cSPLixV77Bx5gVUYG/hNO0BxTERGRJlJQFRGRzquykvjvviNx+XISli9nZ3q6t49p6Gt27qSiX79awbSif38wq3UpzTEVERFpOQqqIiLS7tW3NUz13E+rqCB+1SoSv/6ahOXLvXC6ciW+8vI6r1m6//5s+cUvKB45kp19+zZYg+aYioiItBwFVRERafdCt4YhI4PkDz9kwA03UDBhAhm33Ubi8uXEf/stvsrKPdpW9O9P6bBhlA4dCn4/6TNnenNM581jZ+/eYYVUERERaVkKqiIi0m75CwuJW72a2PXr2XH44WRdfjkZSUnEbduGAekvvFDzWmdG2cCBlA0dSumwYd79fvsRSE0FvB7YzMmTybv/fm+O6fHHa46piIhIhCioiohIxNU3dHfrOecQt2YN8WvW7LrPzSVu9Wpitm/f41rx27bhzCjdd18vjA4dStmwYZTttx+BpKS91qA5piIiItFDQVVERCKudL/9yPzNb9h8wQXElpbS99tv6frxx1QlJdHngQf22q4qOZmKrCzKs7JwMTGkLFjAuiOPpG9ODj/ccEOjAqbmmIqIiEQPBVUREWm2cBYzorKSuHXriFu9mvhgj2h172js+vWYc/R59FH6hFw3Zvt2AnFxVAwYQHlWlhdKs7Nrjqt69ACzmmG7uQ8/zIqMDCrXrdOwXRERkXZMQVVEpJMLK2Q2oGYxo6lTSYiPp8c//kGvxx6j6IgjGHDVVV4wzc/H6ljMCMD5/ZT37w+BAPF5eew48kg2/+IXVGRns7N3b/D56n1/DdsVERHpWBRURUQirLlBsVntAwHK9tmHzOuuY/3117M9JYUe771Hr8ceY8t555H28sv4iovxlZTU3Py7HVc/b2VlZF96aa09SFPffbfW21X07ev1hmZn1wzZrcjKoiIjg+TPPiNz8mRWnXsu2fPmgd8f9oq7GrYrIiLSsSioiog0U3ODZk1v5LRpWJ8+JH/4IZk33cTaW28l9ocfsJ07sYoK7776FnpcWsqAX/+arRMn4ktKos+GDXR78012HHkk/W69tVaYDA2X/pISfKWlNXVk/v73ZIbU1evJJ5v8nVT06UPxT36ya7huVhYVmZm4hIQ6X1+z4u706VpxV0RERBRURaR9i2hvZNAee3jm5JD529+y7tZbiV+1Cn9hIf5t24gJ3tc6Dj6mqorsSy6p1RuZdd11YX8PAD2feYaeIcep//hHWO2qEhMJJCVhO3cSs307FX36UD54MIHkZKqSkwkkJe26BY+rkpMJJCbWHAeSk0n45hv63XYbq8eNI3vePArHjw87ZGroroiIiIRSUBWRiGqx3sjQkFh9HIbQ9tarF10XLqTfLbfww+TJJP7nP7V6I/27DXUN7Z3c2bMn2ZMm0T8+npiSEgwY0MigWc35/QSSknCxsbiYGFxsLIG4OO84NhYX+jjkFr9qFYkrV1J88MEUHXFErRAZSEqiarewGQiGTXy+mu+tetjt5osualRATM7Jod/tt5N3331N6hHV0F0REREJpaAq0olFXW9k9bDXKVNYd/PNxH33Hb6yMu9WWooF76vPVR8XjxpF1pVX0iMjgy5r11Jy4IH0eP550mfNqnPYrK/6uLLSe668nOxf/rJWb2b/W24J+3sMFVtSAnhhsyo1lcrUVKq6daMqNdW7detG5e7HqanEr15Nxp131vRGNnbI6+5Bc+PVV4fdviWG3apHVERERFqSgqpIO9bqvZHOeWEuJBz6SktrjqmsZMDVV7P17LPxJSXRe9Mm0ubOZdtxx9Fn6lSsvBxfebl3X1ZW87jW+eD97kFxwO9+1+jvI+X77wHosnRpo9tWC8TFUZWW5vU+1jfsdbfzcbm59Hr8cfLHjKHfhx+SN20axYcdFtZ7JufkkHHXXU3ujWxu0GyJkKkeUREREWlJCqoiTdQSvYktGTStd2+6LFpE/9//nvWTJ5O4bNmuIaohQ1X9ocfFxZQPGED2ZZfRNyWF+MJCKrt3p//vfrer17KqqsE6dp8bmfbmm2F9/ro4v5+qrl0JJCTgEhK8eZDVj6tviYm1jmM2baLbm2+y+cADSV+2jM0XXEDZ0KF1D5MNOQ4E7xO/+ILMm26q6c3Mv/vuRvdm9nzqKXIffJAVGRkEzjijTYNic9srZIqIiEi0UVAVaaLmzo3EOUqHDPEW3fn970lOSSHtX/+iz4MPsunCC+n22mveyqzFxfiKivZ8XFSEr6TEW4Rnt97IzCYMW03YuhWA2M2ba50PxMTggmFx9/BYfRy3ejWJK1dScuCBFB12GC4+3nsuPp5AfPyu+4QEb65lQsKu4/h4Er/6yluE5+STyZ4/v1FDTqu/99yHH2ZFRgb7rVvX+N7Im29ucm8mRD4oKmiKiIhIR6OgKu1WW8+vtJ07vRVaCwq81VoLCig89VSyrrqKtKwsUlavpnjECNJeeokezz+/xzBXX1mZNx8yOATWV15ec+0BkyczIOS9+jz6aJO+k0BsLFVpaTVDUutdsTV4LnbtWno+8wzrDz+cPp98wropUyg57DAviMbHQ2xsve+5+9zI4sMOa94iPCec0K56I0FBUURERKSlKahKRLTaliD19Wg65y2kE9w7srJ7dwZcey0bL7+cioQEeufm0mP2bHYcdRT9br4Zf2FhTSCNKSzEv2PHXmvptmIFAF0/+ij8LwEvWLqEBKisxF9ays70dMoHDfICZfXWIF26UNWly17PJXz7LRl//OOuYav33NOo3si+U6eSO2MGKzIy2NmU3sgIL8Kj3kgRERGRjkdBVZqk1Rbxuftu/IWFXu9j6OquoYv5hBzvOPJIsq68ku6ZmXTNzaVk+HDSZ86k1yOPeKvDlpbWBFNfaWmd8y37TptG35Dj1HfeqbPmmlVc09K8lVrT0rCKCrrk5LB1//1JW7mSrRMnUjZ0aN3DXEOHv8bH4+LiwO/f1SN5xhlkz5vHpssua1TQzLjjjiYPW1VvpIiIiIhEIwVVaZLS/fcn8ze/YfNFFxHw++m9aRPdX36ZbePG0euRR2pWebWKCu8+dNXX4PDXQFwc2ZdcwoDYWG+7EGDgFVc0qZ7UVasA6PLpp/W+rma+ZVKSN88yMRF/QQFxP/xA6X77UXT44VSlpXnbh+x2H+jaFXy+mmtVB8w1jz5ae27kUUe12bYg6o0UERERkY5IQbWTCqdH1HbuJDY/n7i8POJzc4lbs4a4vDzicnOJW7cOq6qiz4wZ9Am5bvc5cxpdi7+iouZxoHoRnjoW7KlrtVf/1q10e+cdthxwAN2//prNF15I6YEHem1DwmggMRGXlITbbb7l7vMri448sk33jYx00BQRERERiUYKqk3Q1ov4tHR7CBl6e9ddJMfEkP7WW/R86imKfvxjsidNIi43l9j167FAoM72zoyKvn3B5yNu7VpKhw6leMQIXFzc3ld73e04fsUK+k6bRt5xx5H53nuN2ney+jNnTp7Mmkceqd2jOXIkJSNHht2+qb2ZLRESFTRFRERERPbUIYJqJPeubMq2JDXtp02DPn1I/te/yLzxRvLvvBP/tm1QWYkFAt58yspK776qCgveqrp0YcC117LhqqsoSUsj/e236TlzJlvPOosezz5bs1+mr6TE286k+jj42B+yh+bAK6+sta1J6qJFNY+dGRX9+lGRmUn5gAFUhN769yfpiy9q9UbuGDu2cYv43Hcfefffz4qMDDj11DZfhKclekRFRERERKTlteug6nOOrgsW0O+221g3ZQpx33+P7dxZc/OFPLaKiprH/i1bGPCrX1F42mnEdulCz4ICur39NttOOIFeDz2E1REOqaqqdb5s0CCyLr+cXj17krhxI+WDB9Pr0UexGTO896ms9ELmXm6UlzPwkktqhcTsX/2qUZ8/4957yQg57vncc43+Dp3PhwUClPfvT9ERR3ghNCuL8sxMdvbv7y34U4dIz60Eza8UEREREemo2nVQHVZRQda11wIw4MYbG92+x+zZ9Ag5Tps7t9HXSF63DoDEb75pdNtqzgwXH4/z+8Hnw8XEeI/9flzwht/vnff5ah7HbNxI3IYNlGdmUjZsWN17ZiYnU1XHPpqB5GQSvvqKzBtvZPXJJ5M9bx7bTzxRcytFRERERCTi2nVQBW/xnaqUFFxsLC4uzgtzsbG7jmNjvb0qQ45dbCwuJobEr78m6csvKT7kEIpHj8bFxOwKhzExXmisfhwaGP1+4r7/nvTnn2fDiBH0/vRTNl52GaXDh9e8PzEx3uM6bsTGkvjZZ2ROmVITEhsz5BX2XARo68SJjW9/440RnZ8pIiIiIiJSl3YdVDf6/QSSksi/995GB6TknBxS33mnJuht/PWvGze/8t57yX3oodqL+EyfTskhh4TVPnPKlCaHxOYOuwXNzxQRERERkejla/gl0WtjTAx506eTOXkyyTk5YberFfR+8YtGX6NWyINaIa89tAevR3T3QFo8enTYC1KJiIiIiIi0lnbdowo0qScw0vMrI91eREREREQkmrX7oArau1JERERERKQjaddDf0VERERERKTjUVAVERERERGRqKKgKiIiIiIiIlFFQVVERERERESiioKqiIiIiIiIRBUFVREREREREYkqCqoiIiIiIiISVRRURUREREREJKooqIqIiIiIiEhUUVAVERERERGRqKKgKiIiIiIiIlFFQVVERERERESiioKqiIiIiIiIRBUFVREREREREYkqCqoiIiIiIiISVRRURUREREREJKooqIqIiIiIiEhUUVAVERERERGRqKKgKiIiIiIiIlFFQVVERERERESiioKqiIiIiIiIRBUFVREREREREYkqCqoiIiIiIiISVRRURUREREREJKooqIqIiIiIiEhUUVAVERERERGRqKKgKiIiIiIiIlFFQVVERERERESiioKqiIiIiIiIRBUFVREREREREYkqCqoiIiIiIiISVaIuqJrZyWa2wsxWmdmNka5HRERERESk0zE7GbMVmK0iArksqoKqmfmBR4FxwDDgXDMbFtmqREREREREOpE6chltnMuiKqgCo4FVzrnvnHMVwIvA6RGuSUREREREpDMZDazCue+IUC6LtqDaD8gLOc4PnhMREREREZG2EfFcFtOWbxYGq+Ocq/UCs0nApOrjAw88sKSZ7+kHqjpx+2ioIQaobEb7lqgh0u2joYZIt4+GGvQZ9B1ESw3N/V3sCN+BPkN01BDp9tFQgz5DdHwH+l1s4fbxkIjZkpDnn8S5J4OPG8xlrc45FzU34CfA/JDjKcCUel7/ZAu8Z7Ou0d7bR0MNwJIO8Bk6wj8HfQf6DPoOoqSG5v4udpDvQJ8hCmqIdPtoqEGfIWq+A/0utmV7+IkLyWUOprh6cllr3KJt6O9iYF8zG2hmccD/A16v5/VzW+A9m3uN9t4+Wmporkh/ho7wzyHS7aOhBn0GfQfRVEOk3z/S34E+Q3TUEOn20VCDPkN0fAfR8P6R/h7bsv1iYF/MBhJeLmtxFkzXUcPMTgEexOuanuWcuyvCJUkrM7MlzrmRka5DRCRa6HdRRKQ2/S5GwG65jDbOZdE2RxXn3FvAW5GuQ9rUkw2/RESkU9HvoohIbfpdbGsRzmVR16MqIiIiIiIinVu0zVEVERERERGRTk5BVVqFmc0ys41mtmy38782sxVm9pWZTQ05P8XMVgWfOynk/Agz+zL43ENmVtdS2SIiUa+u30Uz+5uZfR68rTazz0Oe0++iiHRYe/lNPMTMPgn+Ji4xs9Ehz+k3sZNRUJXW8gxwcugJMxsLnA4c5Jw7AJgePD8MbyWxA4Jt/tfM/MFmj+Htm7tv8FbrmiIi7cgz7PYb5pw7xzl3iHPuEOAVYA7od1FEOoVn2PP3ayrwh+Bv4q3BY/0mdlIKqtIqnHMfAFt3O30FcK9zrjz4mo3B86cDLzrnyp1z3wOrgNFm1hdIcc597LzJ1M8BZ7TNJxARaVl7+V0EINgDMBH4a/CUfhdFpEPby2+iA1KCj1OBdcHH+k3shBRUpS0NAY4ys3+b2ftmNip4vh+QF/K6/OC5fsHHu58XEelojgI2OOe+DR7rd1FEOqNrgWlmloc38m5K8Lx+EzshBVVpSzFAGnAYcD0wO9iLUNdcAlfPeRGRjuZcdvWmgn4XRaRzugL4jXMuE/gNMDN4Xr+JnZCCqrSlfGCO8+QAASA9eD4z5HX98YZ65Acf735eRKTDMLMY4EzgbyGn9bsoIp3RhQTn6gMvAdWLKek3sRNSUJW29HfgWAAzGwLEAZuB14H/Z2bxZjYQbyJ8jnNuPbDDzA4L9rz+AngtMqWLiLSa44FvnHOhw9f0uygindE64Jjg42OB6ukQ+k3shGIiXYB0TGb2V2AMkG5m+cBtwCxgVnAZ8grgwuDE96/MbDbwNVAJXOWcqwpe6gq8VeESgbeDNxGRdqeu30Xn3Ey8lSxDh/3inNPvooh0aHv5b8VLgRnBkSZleKv56jexkzIvJ4iIiIiIiIhEBw39FRERERERkaiioCoiIiIiIv+/vfsP2aus4zj+/rhZZkZSmciIprWaP8KhM61Bas1pFP3jbAhWOnUszIViiGBrE7E/JBDUfin5+I+h0uyfQCeDKeic88fmY6gLdRAk6EqIjIzy6x/neux4e2/PHm0PR3i/4OE+97muc32vc54/br739zrnlgbFRFWSJEmSNCgmqpIkSZKkQTFRlSRJkiQNiomqJGkwkuxKMplke5LHxrQvS7Kl/V4eSea0vl+e/dnOXJJ1Sa6Y4THnJ7mpba9O8t1p+t+a5Ji9tF+TZOlM5iBJ0mzzd1QlSUNzelXtHtdQVRuTrAQuBG4FLgW2VdXD7zZYkrlV9Z93e/xsqqpf7kOfi6ZpX/v/m5EkSfuHFVVJ0vvNZcBVSY4FfgBc2au0PpHk7iSHACRZm2RbkqeT/LpXid2c5LokDwA/THJO67MjyYPjgib5URvrqSTre/t/n+TxJH9Msqq3/6w2nx1JNvWGOqbFfyHJmj3EuiDJzja/Jb3965JckeToJI/29s9P8lTv3Ba3avNEO6/JJJe19okky9v215I82dp/k+SDbf+uJOvb/CeTLJzJP0iSpPfKRFWSNCQFbGyJ36qxHapeAm4AtgDX0n2WXQ0sraoTgMeAy1v3m6rqpKo6DvgQ8M3eUIdW1alV9TNgLXBmVR0PfGs0ZpJlwALgi8Ai4MQkX2nNK6vqRGAxsCbJx5McBtwCnN3GPKc33ELgzDbWT5IcOBLrCGA9XYJ6BvCOZbxV9QzwgSRHtV0rgLtGui0C5lXVcVX1BeC2kTgHARPAitY+F/h+r8vudj1/AcxoubIkSe+ViaokaUiWtOTo68AlvWRw1M3AnKqaAE6hS+YeSrId+B7w6dbv9CRbk0wCXwWO7Y1xZ2/7IWAiycXAnDHxlrW/J4En6JLNBa1tTZIdwCPAp9r+U4AHq+pFgKr6W2+sP1TV621588vA4SOxTgY2V9UrVfXvkXn23QV8u22vGNPvBeCoJDcmOQv4+0j754EXq2pne3870L/eG9rr48D8PcxBkqT9wntUJUmDUVV/aa8vJ7mHrur4jqW4VfVGkmpvA9xfVef2+7SK4c+BxVX15yTrgIN6XV7rjbc6ycnAN4DtSRZV1V/7wwE/rapfjcQ4DVgKfKmq/plkc4sRuurwOK/3tv/L+M/iPR3bdydwd5IN3SnUn942QNWrSY6nq95eQpfUrhw5p72Zmuee5ihJ0n5jRVWSNAhJPpzkI1PbdBXMp/fh0EeAJUk+2449OMnn+F9Survds7p8L7E/U1Vb24OGdtNVRvvuA1b27n2dl+STwEeBV1uSupCukgrdsuRTkxzZ+n9sH85jylbgtLaE+EDevmz4LVX1PF0S+WPGVF2TfAI4oKp+1/qcMNLlWWD+1HUDvgM8MIN5SpK03/gNqSRpKA4H7mnPO5oL3FFV9053UFW9kuR84LdTDwMCrq6qnUluASaBXcC2vQxzfZIFdFXGTcCOkRgbkxwNbGnz+wdwHnAvsLo9yOg5uqR5ak6rgA1JDqBb4nvG9Jeguwe3VX+3AC/RLTUetxwZugT1euDIMW3zgNtafICrRuL8K8kFdFXZuXTXZ9qnCkuSNBtStS+riyRJkiRJmh0u/ZUkSZIkDYqJqiRJkiRpUExUJUmSJEmDYqIqSZIkSRoUE1VJkiRJ0qCYqEqSJEmSBsVEVZIkSZI0KCaqkiRJkqRBeRM0M5OY0ofgxQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig2, ax21 = plt.subplots(1,1)\n",
"\n",
"fig2.set_size_inches(2.54*6, 2.54*3)\n",
"\n",
"# === représentation du prix du blé === #\n",
"ax21.bar(rawdata['Year'][:-2], rawdata['Wheat'][:-2], align='edge', width=5, color='lightgrey')\n",
"ax21.bar(rawdata['Year'][-2:], rawdata['Wheat'][-2:], align='edge', width=1, color='lightgrey')\n",
"\n",
"# graduation proche de l'original, avec les siècles comme majeure\n",
"# et une graduation mineure tous les 5 ans\n",
"ax21.xaxis.set_major_locator(MultipleLocator(100))\n",
"ax21.xaxis.set_minor_locator(MultipleLocator(5))\n",
"# grille\n",
"ax21.grid(True, which='both')\n",
"\n",
"ax21.set_xlabel('5 Years each division')\n",
"ax21.set_ylabel('Price of the Quarter (8.6 kg) of Wheat in Shillings')\n",
"\n",
"# les marges de l'axe x sont diminuées\n",
"ax21.set_xlim([int(rawdata['Year'][0:1]), int(rawdata['Year'][-1:]+5)])\n",
"\n",
"# === représentation du salaire === #\n",
"# l'axe 2 partage l'axe x de l'axe 1\n",
"ax22 = ax21.twinx()\n",
"ax22.plot(rawdata['Year'], rawdata['Wages'], 'r', linewidth=2, marker='x')\n",
"\n",
"# les deux axes ont des limites différentes pour montrer que les axes sont différents\n",
"myylim = ax21.get_ylim()\n",
"ax22.set_ylim([0,myylim[1]/2])\n",
"\n",
"ax22.set_ylabel('Mechanics wages in Shillings/Week')\n",
"ax22.yaxis.label.set_color('r')\n",
"ax22.tick_params(axis='y', colors='r')\n",
"\n",
"ax21.set_title(\"\"\"Chart Showing at One View\n",
"the Price of the Quarter of Wheat, and Wages of Labour\n",
"by the Week, from 1565 to 1821\"\"\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"## Représentation du pouvoir d'achat\n",
"\n",
"### Le pouvoir d'achat en équivalent blé acheté\n",
"Le pouvoir d'achat est défini ici comme la quantité de blé qu'un ouvrier peut acheter avec son salaire hebdomadaire. Soit $pp$ le pouvoir d'achat (*purchasing power*), défini comme dans l'équation suivante avec $p_w$ le prix du blé (*price of wheat) en Shillings par kg, et $w$ le salaire hebdomadaire (*wages*) en Shillings : \n",
"\n",
"$$ pp = \\frac{s}{p_w} $$\n",
"\n",
"Le prix du blé par boisseau est converti en prix du blé par kg pour une représentation plus moderne.\n",
"Le pouvoir d'achat sera donc exprimé en kg de blé par semaine.\n",
"\n",
"Pour rappel, les années 1815, 1820, 1821 n'ont pas de salaire hebdomadaire renseigné. Ces lignes sont retirées pour le calcul du pouvoir d'achat."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"lignes supprimées :\n",
" Year Wheat Wages\n",
"51 1815 78.0 NaN\n",
"52 1820 54.0 NaN\n",
"53 1821 54.0 NaN\n"
]
},
{
"data": {
"text/plain": [
"1 1.048780\n",
"2 0.965111\n",
"3 1.040190\n",
"4 0.898612\n",
"5 1.067229\n",
"dtype: float64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# === on supprime les années sans salaires === #\n",
"print(\"lignes supprimées :\")\n",
"print(rawdata[rawdata.isnull().any(axis=1)])\n",
"data = rawdata.dropna().copy()\n",
"\n",
"# === facteurs de conversion === #\n",
"quarter_to_mass = 8.6 # in kg\n",
"shilling_to_pence = 12\n",
"\n",
"converted_wheat = data['Wheat']/quarter_to_mass\n",
"purchasing_power = data['Wages']/converted_wheat\n",
"purchasing_power.head()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, \"Pouvoir d'achat d'un ouvrier\\n en équivalent masse de blé hebdomadaire\\n de 1565 à 1810\")"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig3, ax31 = plt.subplots(1,1)\n",
"fig3.set_size_inches(2.54*6, 2.54*3)\n",
"\n",
"# affichage du pouvoir d'achat sous forme d'histogramme\n",
"ax31.bar(data['Year'], purchasing_power, align='edge', width=5)\n",
"\n",
"# les mêmes limites que précédemment sont conservées pour comparaison\n",
"ax31.set_xlim([int(rawdata['Year'][0:1]), int(rawdata['Year'][-1:]+5)])\n",
"\n",
"# graduation proche de l'original, avec les siècles comme majeure\n",
"# et une graduation mineure tous les 5 ans\n",
"ax31.xaxis.set_major_locator(MultipleLocator(100))\n",
"ax31.xaxis.set_minor_locator(MultipleLocator(5))\n",
"\n",
"ax31.grid(True, which='both')\n",
"\n",
"ax31.set_xlabel(\"Année\")\n",
"ax31.set_ylabel(\"Pouvoir d'achat en masse de blé hebdomadaire [kg/sem]\")\n",
"\n",
"ax31.set_title(\"Pouvoir d'achat d'un ouvrier\\n en équivalent masse de blé hebdomadaire\\n de 1565 à 1810\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Le pouvoir d'achat représenté différemment\n",
"Le pouvoir d'achat est ici représenté différemment, pour faire apparaître les variations des deux grandeurs qui ont servi à sa construction. Le prix du blé pour un quinquennat est représenté en fonction du salaire hebdomadaire pour ce même quinquennat. Les quinquennats sont représentées par une couleur."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig4, ax41 = plt.subplots(1,1)\n",
"fig4.set_size_inches(2.54*6, 2.54*3)\n",
"\n",
"# ajout des marqueurs colorés en fonction de l'année\n",
"mypoints = ax41.scatter(data['Wages'], converted_wheat, c=data['Year'])\n",
"fig4.colorbar(mypoints)\n",
"\n",
"# ajout d'une colonne vertébrale aux poitn pour aider à la lecture\n",
"ax41.plot(data['Wages'], converted_wheat, '--', color='lightgrey')\n",
"\n",
"ax41.set_title(\"Pouvoir d'achat des ouvriers anglais sur la période 1565 à 1810\")\n",
"ax41.set_xlabel(\"Salaire en Shillings/semaine\")\n",
"ax41.set_ylabel(\"Prix du blé en Shillings/kg\")\n",
"ax41.grid(True)\n",
"ax41.set_xscale('log')\n",
"ax41.xaxis.set_major_formatter(ticker.ScalarFormatter())\n",
"ax41.xaxis.set_minor_formatter(ticker.ScalarFormatter())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ce graphique permet de représenter le pouvoir d'achat de manière indirecte. \n",
"L'axe des abscisses est de type logarithmique pour étaler un peu les valeurs basses de salaire. Mais comme on peut le voir ci-dessus, ce n'est pas lisible directement :\n",
"\n",
"* Le pouvoir d'achat est le plus élevé dans le coin inférieur droite, et le plus faible dans le coin supérieur gauche (ce qui est assez contre-intuitif : les valeurs élevées sont attendues conventionnellement en haut à droite);\n",
"* de plus la variation entre les deux coins n'est pas linéaire puisque le pouvoir d'achat est le salaire divisé par le prix du blé;\n",
"* enfin l'évolution avec les années n'est pas vraiment visibles.\n",
"\n",
"Si le but de la représentation est l'évolution du pouvoir d'achat alors cette représentation n'est pas adaptée. La représentation directe est plus claire, bien qu'il y ait une perte d'information par rapprot au prix du blé et au niveau de rémunération.\n",
"\n",
"## Représentation du pouvoir d'achat et des autres grandeurs sur le même graphique\n",
"Différentes représentations permettant de répondre aux problèmes relevés ci-dessus sont présentées ci après.\n",
"\n",
"### Représentation du pouvoir d'achat avec une couleur\n",
"\n",
"La représentation précédente est reprise, avec cette fois-ci la couleur des points qui indique le pouvoir d'achat. La représensation des années est réalisée avec des annotations. Afin de mieux comprendre l'évolution du pouvoir d'achat, des contours ont été ajoutés pour délimiter les zones colorés plus aisèment car le nombre de points reste faible.\n",
"\n",
"Le calcul est réalisé sur le jeu de données original, [les `NaN` ne sont pris en compte dans l'affichage][mpl nan] avec `matplotlib`. Cela n'est pzs gênant dans notre cas, car aucun calcul n'est fait sur ces valeurs.\n",
"\n",
"[mpl nan]: https://matplotlib.org/3.1.3/gallery/lines_bars_and_markers/nan_test.html"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# === conversion de l'unité du prix, et ajout d'une colonne pouvoir d'achat === #\n",
"data_by_year = data.set_index('Year')\n",
"data_by_year['Wheat'] = data_by_year['Wheat']/quarter_to_mass\n",
"data_by_year['Purchpower'] = data_by_year['Wages']/data_by_year['Wheat']\n",
"\n",
"# === préparation des données pour les contours === #\n",
"wheat_v = np.arange(2, 12)\n",
"wages_v = np.arange(4, 31)\n",
"\n",
"# matrice de pouvoir d'achat\n",
"xx, yy = np.meshgrid(wages_v, wheat_v)\n",
"purchpower_mat = xx / yy\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
">"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# === tracé de la figure === #\n",
"fig5, ax51 = plt.subplots(1,1)\n",
"fig5.set_size_inches(2.54*6, 2.54*3)\n",
"\n",
"# tracé des contours de pouvoir d'achat\n",
"myCont = ax51.contour(xx, yy, purchpower_mat, linestyles='-.', colors='grey', levels=[1, 2, 3, 4,5])\n",
"ax51.clabel(myCont, inline=1, fontsize=12, fmt='%d kg/sem')\n",
"\n",
"# ajout des marqueurs colorés en fonction du pouvoir d'achat\n",
"mypoints = ax51.scatter(data_by_year['Wages'], data_by_year['Wheat'], c=data_by_year['Purchpower'], s=50)\n",
"cbar = fig5.colorbar(mypoints)\n",
"cbar.add_lines(myCont)\n",
"cbar.ax.set_ylabel(\"Pouvoir d'achat en kg de blé par semaine\")\n",
"# ajout d'une colonne vertébrale aux points pour aider à la lecture des années\n",
"ax51.plot(data_by_year['Wages'], data_by_year['Wheat'], '--', color='lightgrey')\n",
"\n",
"ax51.grid(True)\n",
"ax51.set_xscale('log')\n",
"ax51.xaxis.set_major_formatter(ticker.ScalarFormatter())\n",
"ax51.xaxis.set_minor_formatter(ticker.ScalarFormatter())\n",
"\n",
"ax51.set_title(\"Pouvoir d'achat des ouvriers anglais sur la période 1565 à 1810\")\n",
"ax51.set_xlabel(\"Salaire en Shillings/semaine\")\n",
"ax51.set_ylabel(\"Prix du blé en Shillings/kg\")\n",
"\n",
"# annotation pour les années\n",
"date_label = [1565, 1600, 1700, 1800, 1810]\n",
"\n",
"for year in date_label:\n",
" curxy = (data_by_year.loc[year]['Wages'], data_by_year.loc[year]['Wheat'])\n",
" curxy_txt = (data_by_year.loc[year]['Wages'], data_by_year.loc[year]['Wheat']-0.75)\n",
" ax51.annotate(str(year), xy=curxy, xycoords='data',\n",
" xytext=curxy_txt, textcoords='data',\n",
" arrowprops=dict(facecolor='black', width=1, headlength=8, headwidth=8),\n",
" horizontalalignment='center', verticalalignment='top')\n",
" \n",
"# faire un peu de place pour les date\n",
"ax51.set_ylim([2, 12])\n",
"\n",
"ax51.text"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cette dernière figure est plus intéressante que la précédente, mais elle est chargée. De plus si l'information principale est l'évolution du pouvoir d'achat en fonction des années, cette figure rend l'interprétation complexe.\n",
"Cette figure est plutôt intéressante pour voir l'évolution du prix du blé et des salaires de manière précise. Mais la mise en relation de ces variables, a priori indépendantes, ne fait pas sens.\n",
"\n",
"### Représentation du pouvoir d'achat directe\n",
"\n",
"Pour la dernière itération de cette étude, le pouvoir d'achat est représentée directement en fonction des années. Et des informations secondaire et qualitatives sont données par la taille et la couleur des points pour les autres variables :\n",
"\n",
"* le prix du blé est codé par une couleur\n",
"* le salaire est codé par la taille des points\n",
"\n",
"Une ligne en marches d'escalier est utilisée pour relier les points et rappeler que les données sont moyennées sur 5 ans."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pouvoir d'achat minimum de 0.7444375 blé en kg/sem en 1595\n",
"Pouvoir d'achat maximum de 4.70952380952381 blé en kg/sem en 1785\n"
]
}
],
"source": [
"# === propriétés intéressantes === #\n",
"purchpower_min = data_by_year['Purchpower'].min()\n",
"purchpower_min_id = data_by_year['Purchpower'].idxmin()\n",
"purchpower_max = data_by_year['Purchpower'].max()\n",
"purchpower_max_id = data_by_year['Purchpower'].idxmax()\n",
"print(\"Pouvoir d'achat minimum de {} blé en kg/sem en {}\".format(purchpower_min, purchpower_min_id))\n",
"print(\"Pouvoir d'achat maximum de {} blé en kg/sem en {}\".format(purchpower_max, purchpower_max_id))"
]
},
{
"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": [
"import matplotlib.gridspec as gridspec\n",
"from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
"\n",
"# === tracé de la figure === #\n",
"fig6, ax61 = plt.subplots(1,1)\n",
"fig6.set_size_inches(2.54*6, 2.54*3)\n",
"\n",
"# add a spine to scatter to ease reading of each year\n",
"#ax61.plot(data_by_year.index, data_by_year['Purchpower'], '--', color='lightgrey')\n",
"ax61.step(data_by_year.index, data_by_year['Purchpower'], linestyle='--', color='lightgrey', where='post', marker=None)\n",
"\n",
"# main data scatter plot with size and color link with variables\n",
"myScat6 = ax61.scatter(data_by_year.index, data_by_year['Purchpower'], \n",
" c=data_by_year['Wheat'], s=data_by_year['Wages']**2, cmap='coolwarm')\n",
"cbar = fig6.colorbar(myScat6)\n",
"cbar.ax.set_ylabel(\"Prix du blé en Shillings/kg\")\n",
"\n",
"ax61.set_title(\"Pouvoir d'achat des ouvriers anglais sur la période 1565 à 1810\")\n",
"ax61.set_xlabel(\"Année\")\n",
"ax61.set_ylabel(\"Pouvoir d'achat en kg de blé par semaine, moyenne sur 5 ans\")\n",
"\n",
"ax61.xaxis.set_major_locator(MultipleLocator(25))\n",
"ax61.xaxis.set_minor_locator(MultipleLocator(5))\n",
"\n",
"# do it before inset ax, otherwise function messes up axes\n",
"plt.tight_layout()\n",
"\n",
"# === wages legend = size of each circle === #\n",
"# add above all an inset axe (do it at the end otherwise, layout not compatible)\n",
"axins62 = inset_axes(ax61, width=\"15%\", height=\"40%\", loc=2)\n",
"# no visible axis\n",
"for direction in [\"left\", \"right\", \"bottom\", \"top\"]:\n",
" # hides borders\n",
" axins62.axis[direction].set_visible(False)\n",
"\n",
"wages_levels = np.arange(5, 35, 5)\n",
"wages_lx = np.ones(len(wages_levels))*0.5\n",
"axins62.scatter(wages_lx, wages_levels, s = wages_levels**2, color='grey')\n",
"axins62.set_xlim([0.1,1])\n",
"axins62.set_ylim([4, 36])\n",
"axins62.text(0.5,0.95,'Salaire en Shillings/sem', transform=axins62.transAxes, horizontalalignment='center')\n",
"\n",
"for cur_wage in wages_levels:\n",
" axins62.text(0.60, cur_wage, ' : ' + str(cur_wage), verticalalignment='center')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Prix du blé 7.44 Shillings/kg en 1595\n",
"Multiplication du prix du blé entre 1790 et 1795 = 1.60\n"
]
}
],
"source": [
"print(\"Prix du blé {:.2f} Shillings/kg en {}\".format(data_by_year['Wheat'][purchpower_min_id], purchpower_min_id))\n",
"\n",
"deltaWheat = data_by_year['Wheat'][1795]/data_by_year['Wheat'][1790]\n",
"print('Multiplication du prix du blé entre 1790 et 1795 = {:.2f}'.format(deltaWheat))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Avec cette dernière figure, l'interprétation est beaucoup plus simple, et il y a plus d'informations que sur la figure originale de W. Playfair.\n",
"\n",
"En effet on peut voir que le pouvoir d'achat des ouvriers anglais était très faible de 1565 à 1595, avec un minimum à 0.75 kg de blé par semaine en 1595, et pour la période un prix maximum du blé de 7,44 shillings par kg. Ce minimum est certainement due à la famine de 1586, qui a touché au moins l'Angleterre d'après cette page [Wikipédia][famines-fr], voir plusieurs pays européens d'après la même [page][famines-en] sur la version anglaise.\n",
"\n",
"[famines-fr]: https://fr.wikipedia.org/wiki/Liste_de_famines\n",
"\n",
"[famines-en]: https://en.wikipedia.org/wiki/List_of_famines\n",
"\n",
"Puis le pouvoir d'achat a augmenté jusqu'en 1790. Cette augmentation est principalement due à l'évolution des salaires des ouvriers, le prix du blé étant responsable des fluctuations mais pas de la tendance.\n",
"\n",
"Enfin en 1795, il y une **chute brutale** du pouvoir d'achat qui est due à **une multiplication par 1,60 du prix du blé**, et ce **malgré une augmentation du salaire**. Cette soudaine augmentation du prix du blé est peut-être due à la famine française de 1788 qui entraina la révolution de 1789.\n",
"\n",
"Le graphique précédent est augmenté de ces deux informations. Les marches d'escaliers sont remplacées par une grille pour éviter une mauvaise interprétation (extrapolation d'une année à tout l'intervalle)."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(1788, 2, 'Famine de 1788, Fr')"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
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"# === tracé de la figure === #\n",
"fig6, ax61 = plt.subplots(1,1)\n",
"fig6.set_size_inches(2.54*6, 2.54*3)\n",
"\n",
"# add a spine to scatter to ease reading of each year\n",
"# ax61.step(data_by_year.index, data_by_year['Purchpower'], linestyle='--', color='lightgrey', where='post', marker=None)\n",
"\n",
"# main data scatter plot with size and color link with variables\n",
"myScat6 = ax61.scatter(data_by_year.index, data_by_year['Purchpower'], \n",
" c=data_by_year['Wheat'], s=data_by_year['Wages']**2, cmap='coolwarm')\n",
"cbar = fig6.colorbar(myScat6)\n",
"cbar.ax.set_ylabel(\"Prix du blé en Shillings/kg\")\n",
"\n",
"ax61.set_title(\"Pouvoir d'achat des ouvriers anglais sur la période 1565 à 1810\")\n",
"ax61.set_xlabel(\"Année\")\n",
"ax61.set_ylabel(\"Pouvoir d'achat en kg de blé par semaine, moyenne sur 5 ans\")\n",
"\n",
"ax61.xaxis.set_major_locator(MultipleLocator(25))\n",
"ax61.xaxis.set_minor_locator(MultipleLocator(5))\n",
"\n",
"ax61.grid(True, which='both', axis='x')\n",
"\n",
"plt.tight_layout()\n",
"\n",
"# wages legend = size of each circle\n",
"# add above all an inset axe (do it at the end otherwise, layout not compatible)\n",
"axins62 = inset_axes(ax61, width=\"15%\", height=\"40%\", loc=2)\n",
"# no visible axis\n",
"for direction in [\"left\", \"right\", \"bottom\", \"top\"]:\n",
" # hides borders\n",
" axins62.axis[direction].set_visible(False)\n",
"\n",
"wages_levels = np.arange(5, 35, 5)\n",
"wages_lx = np.ones(len(wages_levels))*0.5\n",
"axins62.scatter(wages_lx, wages_levels, s = wages_levels**2, color='grey')\n",
"axins62.set_xlim([0.1,1])\n",
"axins62.set_ylim([4, 36])\n",
"axins62.text(0.5,0.95,'Salaire en Shillings/sem', transform=axins62.transAxes, horizontalalignment='center')\n",
"\n",
"for cur_wage in wages_levels:\n",
" axins62.text(0.60, cur_wage, ' : ' + str(cur_wage), verticalalignment='center')\n",
" \n",
"ax61.axvline(1586, ls='-.', color='r', linewidth=1)\n",
"ax61.axvline(1788, ls='-.', color='r', linewidth=1)\n",
"\n",
"# annotations à propos des famines\n",
"ax61.text(1586, 2, 'Famine de 1586, UK', rotation=90, verticalalignment='center', horizontalalignment='right', color='r')\n",
"ax61.text(1788, 2, 'Famine de 1788, Fr', rotation=90, verticalalignment='center', horizontalalignment='right', color='r')"
]
},
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"source": [
"### Représentation du pouvoir d'achat par Playfair lui même\n",
"\n",
"Dans une [seconde copie][playfair book 2], toujours hébergée par Google, les graphiques apparaissent, mais en faible résolution, sinon en noir et blanc avec un effet de seuil. Cela permet de voir que Playfair a représenté le pouvoir d'achat autrement, le graphique montré au début de cette étude lui permettait de représenter les données ayant conduit au second graphique. Ce graphique est numérisé à la p. 28 du manuscrit.\n",
"\n",
"\n",
"\n",
"Dans ce graphique, Playfair mélange encore une fois deux unités sur le même axe, à savoir le nombre jour de travail nécessaire pour se payer un boisseau de blé, et le prix en Shilling de ce même boisseau. Son graphique montre clairement que malgré l'augmentation du prix du boisseau de blé, les ouvriers devait travailler mons longtemps qu'auparavant pour l'acheter. Mais la moyenne sur 25 ans gomme les effets des famines comme on peut le voir sur le graphique présenté à la section précédente. Playfair dit lui-même l'avoir fait pour faciliter la lecture du graphique.\n",
"\n",
"[playfair book 2]: https://books.google.fr/books?id=x51hAAAAcAAJ&printsec=frontcover&hl=fr&source=gbs_ge_summary_r&cad=0#v=onepage&q&f=false\n",
"\n",
"\n",
"## Conclusions et perspectives\n",
"\n",
"Cette exercice est intéressant pour moderniser les représentations historiques des pionniers de la statistique et de la visualisation de données.\n",
"\n",
"Il a été montré qu'une représentation qui sert un objectif, ici la visualisation de l'évolution du pouvoir d'achat, permet de faire parler un jeu de données plus facilement.\n",
"\n",
"Il est donc important de choisir la représentation des informations de manière cohérente avec la question que l'on se pose, et de choisir les modes de représentation adaptées au type des données utilisées.\n",
"\n",
"En perspective, ce graphique peut encore être améliorer avec notamment le remplacement des points par des rectangle de largeur 5 ans, et centrés sur les intervalles de 5 ans et sur la valeur du pouvoir d'achat moyen sur ces 5 ans. La hauteur du rectangle représenterait alors de manière linéaire le salaire moyen hebdomadaire. La couleur serait toujours utilisée pour le prix du blé. De cette manière le lecteur aurait la représentation des grandeurs moyennes. En effet l'utilisation des marches d'escaliers pourraient faire croire à l'utilisation d'une valeur annuelle extrapolée pour tout l'intervalle."
]
},
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"cell_type": "markdown",
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"source": [
"## Commentaires de l'auteur\n",
"\n",
"Il m'a fallu un après-midi et une soirée complète pour arriver à ce résultat, dont je suis très fier :) . J'imagine donc aisément le temps que cela pouvait prendre à Playfair de réaliser ses graphiques à la main.\n",
"\n",
"J'ai beaucoup appris sur `matplotlib` au cours de l'exercice, j'espère que cela servira aussi aux relecteurs de ce travail :). D'ailleurs, si ces relecteurs connaissent des manières plus élégantes de faire les choses avec `matplotlib`, je suis preneur."
]
}
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