{ "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", "## A. 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", "![Chart Showing at One View the Price of the Quarter of Wheat, and Wages of Labour by the Week, from 1565 to 1821](playfair_ori_prixble_salaire.png)\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.Een 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", "## B. Les données\n", "\n", "### Sources\n", "\n", "W. Playfair n'a pas publié les données numériques brutes de son étude. Néanmoins une version numérisée 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" ] }, { "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", "from os import listdir\n", "%matplotlib inline" ] }, { "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": [ "['exercice_python_en.org',\n", " 'exercice_fr.ipynb',\n", " 'Wheat.csv',\n", " 'exercice.ipynb',\n", " 'exercice_fr.Rmd',\n", " 'playfair_ori_prixble_salaire.png',\n", " 'exercice_python_fr.org',\n", " 'exercice_R_en.org',\n", " 'exercice_R_fr.org',\n", " 'exercice_en.Rmd',\n", " 'exercice_en.ipynb',\n", " '.ipynb_checkpoints']" ] }, "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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" ], "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." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "text/html": [ "
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YearWheatWages
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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 document 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 penses" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "## C. 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)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'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": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.ticker import MultipleLocator\n", "from matplotlib.dates import DateFormatter\n", "\n", "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\"\"\")\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "## D. 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,'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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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig2, ax11 = plt.subplots(1,1)\n", "\n", "fig2.set_size_inches(2.54*6, 2.54*3)\n", "\n", "# === représentation du prix du blé === #\n", "ax11.bar(rawdata['Year'][:-2], rawdata['Wheat'][:-2], align='edge', width=5, color='lightgrey')\n", "ax11.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", "ax11.xaxis.set_major_locator(MultipleLocator(100))\n", "ax11.xaxis.set_minor_locator(MultipleLocator(5))\n", "# grille\n", "ax11.grid(True, which='both')\n", "\n", "ax11.set_xlabel('5 Years each division')\n", "ax11.set_ylabel('Price of the Quarter (8.6 kg) of Wheat in Shillings')\n", "\n", "# les marges de l'axe x sont diminuées\n", "ax11.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", "ax12 = ax11.twinx()\n", "ax12.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 = ax11.get_ylim()\n", "ax12.set_ylim([0,myylim[1]/2])\n", "\n", "ax12.set_ylabel('Wages in Shillings/Week')\n", "ax12.yaxis.label.set_color('r')\n", "ax12.tick_params(axis='y', colors='r')\n", "\n", "ax11.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": [ "## E. Représentation du pouvoir d'achat\n", "\n", "### Le pouvoir d'achat en équivalent blé acheté\n", "Le pouvoir d'achat est définie ici comme la quantité de blé qu'un ouvrier peut acheter avec son salaire hebdomadaire. \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", "purchasing_power = data['Wages']/(data['Wheat']/quarter_to_mass)\n", "purchasing_power.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,\"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", 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" ] }, "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", "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.xaxis.set_major_formatter(DateFormatter('%Y'))\n", "# ax31.xaxis.set_minor_formatter(DateFormatter('%y'))\n", "\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\")\n", "\n", "# fig3.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Le pouvoir d'achat représenté différemment\n", "Le pouvoir d'achat est ici représenté différemment, pour faire apparaitre les variations des deux grandeurs qui ont servi à sa construction. Les années 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": [ "import matplotlib.ticker as ticker\n", "\n", "converted_wheat = data['Wheat']/quarter_to_mass\n", "purchasing_power = data['Wages']/(data['Wheat']/quarter_to_mass)\n", "\n", "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.\n", "\n", "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", "* L'évolution avec les années n'est pas vraiment visibles.\n", "\n", "Si le but de la représentation est le 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 pa rapprot au prix du blé et au niveau de rémunération.\n", "\n", "## F. 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. Les données permettant de représenter les années de gauche à droite de manière classique, avec des annotations il n'y a pas lieu d'utiliser d'autre moyen de les représenter.\n", "\n", "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." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2, 12)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "# === 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", "\n", "# === 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')\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 complexe. 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" ] }, { "cell_type": "code", "execution_count": 41, "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": 58, "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", "# example to use gridspec\n", "# https://scientificallysound.org/2016/06/09/matplotlib-how-to-plot-subplots-of-unequal-sizes/\n", "# https://matplotlib.org/3.2.1/gallery/subplots_axes_and_figures/gridspec_multicolumn.html#sphx-glr-gallery-subplots-axes-and-figures-gridspec-multicolumn-py\n", "\n", "# === tracé de la figure === #\n", "\n", "fig6, ax61 = plt.subplots(1,1)\n", "fig6.set_size_inches(2.54*6, 2.54*3)\n", "\n", "\n", "# below a test with subplot, fail\n", "# # set up subplot grid\n", "# gridspec.GridSpec(1,6)\n", "\n", "# ax61 = plt.subplot2grid((1,6), (0,0), colspan=3, rowspan=1)\n", "# ax62 = plt.subplot2grid((1,6), (0,3), colspan=2, rowspan=1)\n", "# ax63 = plt.subplot2grid((1,6), (0,5), colspan=1, rowspan=1)\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", "# 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\")\n", "\n", "ax61.xaxis.set_major_locator(MultipleLocator(25))\n", "ax61.xaxis.set_minor_locator(MultipleLocator(5))\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(0.58, cur_wage, ' : ' + str(cur_wage), verticalalignment='center')" ] }, { "cell_type": "code", "execution_count": 59, "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." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(1788,2,'Famine de 1788, Fr')" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WZ78O6724ItRTH/6OTMb6DB3C+szErF/dpi0fY72XvwltexlWmUOvMcYLXIE1IV5d6Phtv58VWOO+fxtavjW0bjT/i3XD5FqskmEtHJ1X4jSs16MJK/D/COs7HD7W08CfgBVYqe+eNsuHYv2tO4I1yWApcKk5Ovlge7cDD4hIA9YNnmhZHGEfh9o6HGtYQgtHswV+gPW9/RTrZsrnsbKKOj1nY8xGrO/Sc1gTRGaF2qaUUipJ5NgsQaWUUkoBhHriPwJSYoz7P+6JVQprnDEm2g0PpZRSSsVBe76VUkqpEBH5UijNPQ+rN/7VwRx4K6WUUipxNPhWSimljroNK313G9Z462/EXl0ppZRSKj6adq6UUkoppZRSSiWZ9nwrpZRSSimllFJJpsG3UkoppZRSSimVZI5kH0BEdgINWGPn/MaYM6KtW1hYaEpLS5PdJNVde/dCcaSKSEoppZRSqtfptdlxa9WqVYeMMUV93Y5EOt2WYY6YQNL2vxXPm8aYi5J2gARIevAdcr4x5lBnK5WWllJRUdEb7VHdIWL9kVdKKaWUUn1Pr82OWyKyq6/bkGhHTIBHHaOStv9L/Z8UJm3nCdJbwbdSSimllFJKqcFKQJySvP0PgMKgvTHm2wCLRGSViNzaC8dTyfKjH/V1C5RSSimlVJhemyk1oPRGz/c5xpi9IjIEeEtEthhj3g0vDAXktwKMHDmyF5qjum3evL5ugVJKKaWUCtNrMzWAiAg2RxJ7vgeApPd8G2P2hv49ALwETGu3/EljzBnGmDOKio6rOQWUUkoppZRKHp1sTakBJak93yKSAdiMMQ2hny8EHkjmMZVSSimllBoUdKJiNZAIiHNwV7pO9tkPBd4TkXXASuA1Y8wbPdnhQw89xCmnnEJ5eTmTJ09mxYoVMde/8cYbefHFF2Ouc9999/H222/3pFk9snDhQqZMmcKpp57KhAkTeOKJJ4Dobd+7dy9XXXUVAEuWLOHSSy8F4JlnnuGOO+4A4PHHH+dPf/pTwtu6fPlybrnlloTvVymllFJKddGqVX3dAqVUFyS159sYsx04NVH7W758OQsXLmT16tWkpKRw6NAhvF5vj/f7wAORO+MDgQB2u73H+4/F5/Nx6623snLlSkpKSvB4POzcuTPmNsXFxZ3eUPj617+ewFYe9cYbb3DRRf26fJ5SSiml1OBw+eVgTF+3Qqn4CDrmu68b0BXV1dUUFhaSkpICQGFhIcWhsS4PPPAAU6dOZeLEidx6662YCH+Ioq3Ttoe5tLSUBx54gHPPPZcXXniBbdu2cdFFF3H66afzmc98hi1btnTYb1NTE3PnzmXq1KlMmTKFV155BbB6oq+44gouuugiysrKuOuuuzps29DQgN/vp6CgAICUlBROPPHE1uXvvvsu06dPZ8yYMa1t3LlzJxMnToz5Ws2bN4+HH34YgBkzZnD33Xczbdo0xo8fz3/+8x8Ampub+fKXv0x5eTlXX301Z555JhUVFQQCAW688UYmTpzIpEmT+OUvf9m633feeYcLLriAjRs3Mm3aNCZPnkx5eTmffvopAM8++2zr87fddhuBQACAzMxM7r77bk4//XQuuOACVq5cyYwZMxgzZgwLFiyIeS5KKaWUUkopNdANqOD7wgsvZM+ePYwfP57bb7+dpUuXti674447+PDDD/noo49oaWlh4cKFHbaPZx2A1NRU3nvvPa655hpuvfVWfvOb37Bq1Soefvhhbr/99g7rP/TQQ3zuc5/jww8/ZPHixdx55500NTUBsHbtWp5//nk2bNjA888/z549e47ZNj8/n8svv5xRo0Zx7bXX8txzzxEMBluXV1dX895777Fw4UJ++MMfdut1A/D7/axcuZJHH32U+++/H4Df/e535OXlsX79eu69915WhVKX1q5dS1VVFR999BEbNmzgpptuAuDQoUM4nU5ycnJ4/PHH+c53vsPatWupqKigpKSEzZs38/zzz/P++++zdu1a7HY7zz33HGDdoJgxYwarVq0iKyuLe+65h7feeouXXnqJ++67r9vnpZRSSimllBoAQnW+k/UYCAZU8J2ZmcmqVat48sknKSoq4uqrr+aZZ54BYPHixZx55plMmjSJf//732zcuLHD9vGsA3D11VcD0NjYyLJly5gzZ05rT251dXWH9RctWsTPfvYzJk+ezIwZM3C73ezevRuAmTNnkpOTQ2pqKhMmTGDXrl0dtn/qqad45513mDZtGg8//DBz585tXfbFL34Rm83GhAkT2L9/f5dfs7ArrrgCgNNPP701rT18gwFg4sSJlJeXAzBmzBi2b9/Ot771Ld544w2ys7Nbz/PCCy8E4Oyzz+YnP/kJP//5z9m1axdpaWm88847rFq1iqlTpzJ58mTeeecdtm/fDoDL5WpNV580aRLnnXceTqeTSZMmdZpmr5RSSimllFIDXW/U+U4ou93OjBkzmDFjBpMmTWL+/Plcc8013H777VRUVDBixAjmzZuH2+0+Zju3293pOmEZGRkABINBcnNzWbt2bcw2GWP4xz/+cUy6OMCKFStaU+TDbff7/RH3MWnSJCZNmsT111/P6NGjW28qtN0+Uip9vML7aduGaPvLy8tj3bp1vPnmmzz22GP8/e9/5+mnn+b111/n+9//PgDXXXcdZ555Jq+99hqzZ8/mqaeewhjDDTfcwE9/+tMO+3Q6nYhYd6RsNltre2w2W9TXRCmllFJKKXV80DrfA6zn++OPP24dWwxWevSoUaNag+jCwkIaGxsjTkYWzzrtZWdnM3r0aF544QXAClbXrVvXYb3Zs2fzm9/8pjWYXbNmTdzn1NjYyJIlSzqcU28499xz+fvf/w7Apk2b2LBhA2CllweDQa688kp+/OMfs3r1aowxrF+/nsmTJwOwfft2xowZw7e//W0uv/xy1q9fz8yZM3nxxRc5cOAAALW1tRF7+pVSSimllFKDjKadD6ye78bGRr71rW9RX1+Pw+Fg3LhxPPnkk+Tm5nLLLbcwadIkSktLmTp1aodt41knkueee45vfOMbPPjgg/h8Pq655hpOPfXYCdzvvfdevvvd71JeXo4xhtLS0qjjydszxvCLX/yC2267jbS0NDIyMlp7vZPt9ttv54YbbqC8vJwpU6ZQXl5OTk4OVVVV3HTTTa1jz3/605+yatUqpkyZ0tp7/fzzz/Pss8/idDo54YQTuO+++8jPz+fBBx/kwgsvJBgM4nQ6eeyxx3rtZoJSSiml1KBSVdXXLVBKdYH0JJU50c444wxTUVHR180YNAKBAD6fj9TUVLZt28bMmTP55JNPcLlcHdZ98MEHGTduXOsYcaWUUkop1cdefRUuu6yvW6GSQERWGWPO6Ot2JNKJaenmydLxSdv/jC3r+v1rNqB6vlViNTc3c/755+Pz+TDG8Pvf/z5i4A1wzz339HLrlFJKKaVUTE8+qcG3UgOIBt+DWFZWFpppoJRSSik1QL36al+3QKm4CSD2gTE2O1kG1IRrSimllFJKqRDt9VZqQNGeb6WUUkoppQaiOCf4VapfELBpz7dSSimllFJKKaWSSXu+lVJKKaWUUkolmSC2wd3zrcG3UkoppZRSfayu0bC3xrCvztDiBbsNCrKFYXnCsHxwDPJ0XaWOBxp8K6WUUkop1QeCQcOGXYZlm4LUN4FNwOs/utxhM9hsYAycOkY46yQbeZkahKsBSkDsg3vUswbfSimllFJK9bID9YYX3wtwpBl8gcjr+INA0Pp59VbD2u0BZkwSzjzRhs0mcOmlvdZepVTPafDdixobG6msrKSqqoqqqio8Hg8iQmpqKiUlJQwfPpzhw4eTnp7e101VSimllFJJsml3kFc+COKPEnRHEjQQDMDSDYZP9wa49jw7Tq3zrQYQoW9nOxeRp4FLgQPGmImh5+YA84CTgWnGmIpktkGD7yQLBoNs3bqVZcuWUVlZicPhwOv1Yow5Zr3t27fjcrnw+/2MHj2a6dOnU1paioimFimllFJKHS8+rux64N2WLwBVNfCXJQG+9uiXkIUagCsVp2eA3wJ/avPcR8AVwBO90QANvpOourqaF154gaamJrxeLwCBQOS/tMYYPB4PAFu3bmX37t3k5eVx1VVXUVhY2GttVkoppZRSyXGk2fDS8u4H3mH+AFTXwkcX/heTEtM0pZJP6NPZzo0x74pIabvnNgO91uGpwXcSBINBFi9ezAcffIDf7+98gwi8Xi8HDhzgiSee4Pzzz+fss8/WXnCllFJKqQHspeUBovTDdJkvAEtcpzG03jAkV68R1UAgfZp23h8M7unmkiAQCPC3v/2NFStWdDvwDjPG4Pf7WbJkCa+88kqHVHWllFJKKTUwVNcaqmussduJ8q1vjOLdj4KJ26FSA1uhiFS0edza1w1qT3u+E8gYwwsvvMCOHTt6HHi35fP52LRpE3a7nUsvvVR7wJVSSimlBpgPtgSt2csT7NMqQ7PHkJ6i14eqfxMBSW7P9yFjzBnJPEBPafCdQMuXL2f79u0JDbzDfD4fGzZsYNSoUZSXlyd8/0oppZRSKnk+3WtIRhKjywWLP7LKkh1uojXAd9ohLwNOyINxJ0BuRuKPrZTqGg2+E6SmpobFixcnJfAO8/l8vPbaa4wZM4bMzMykHUcppZRSSiVOQ4vp8SRr7aWGerpzsuzsP9xxuS8AB47AwSOwcY8VfE8bB8PyEtsOpbpCbH036llE/grMwEpPrwR+BNQCvwGKgNdEZK0xZnay2qDBd4K89NJLUWcyTyS/38+rr77Ktddem/RjKaWUUkqpnqs5YnDYIRBn2nlWige3z4EvaO+wzGaDvGwbLqeEfo+dxmuwjlvTAIvWwZihcFYZODUKUIOMMSZaAPVSb7VBv3YJsH//fg4cONArE6IFg0G2bdvGkSNHyM7OTvrxlFJKKaVUz8QbdAM4bQEuGL8Dj9/OvzaPA44G1w47FObbsUn3SiMFgrB9P+yvh0tOhzRXl3ehVPf1camx/kBnO0+A5cuXJzXdPJKKiopePZ5SSimllOoepyP+gCM71QPAztpcQLBJkBSHH7utY+D91o8XdLktgSA0uGHhKvD4ury5UqoHNPjuIWMMGzdu7NUyYIFAgNWrV0dd/vjjjzNp0iQmT57Mueeey6ZNm1qXzZ8/n7KyMsrKypg/f35vNFcppZRSalAryrbGYMcjJ80NwPaaXABOHFLDBeO3c3LxEWxijunxPjT+9G61xxhocsN7W7q1uVLdZNX5TtZjINDgu4dqamr6pPRXS0sLLS0tEZddd911bNiwgbVr13LXXXfx/e9/H4Da2lruv/9+VqxYwcqVK7n//vupq6vrzWYrpZRSSg06aSlCmjO+dXNSPXj8dtx+a3TonrocmryplOXt5aS8XaTYPa3rfuH27ldVChqoqoFdB7u9C6VUF2nw3UPV1dV9Enw7nU6qq6sjLms7Frypqam1fW+++SazZs0iPz+fvLw8Zs2axRtvvNEr7VVKKaWUGsxOGSXEO9y1pimN8FjvJp+Lj4+UsuNIMZmOFibmbyU/pR6Av/19b4/a5A/C8k9ISgk0pdqT0JjvZD0GAg2+e+jQoUN4vd5eP24gEOB73/te1LHfjz32GGPHjuWuu+7i17/+NQBVVVWMGDGidZ2SkhKqqqp6pb1KKaWUGnwamwN89EkzK9c3snZzE1X7e/+aqb+YOt5GPFWW1lQNY8Xuktbf01IFjHDQnc/62jIOe7Jo8acCMGX+j3rcLq8fqjURUqleobOd95DP1zczVQSDQe6++27OOCNyutE3v/lNvvnNb/KXv/yFBx98kPnz50ccl94XvfZKKaWUOr5t3e3mlbfr+GBdozXZmAEE/H5D8RAnV1yYz9lTsro0EdlAl58lnFQibNlj8Hdh9vPMdFtrOTFf0MnWIyNbl0350wMcuP129jYVYbrZp+YPwOYqKM7v1uZKdUlf1vnuDwb32SeArY8+QCIS17GvueYaXn75ZcDq6d6zZ0/rssrKSoqLi5PWRqWUUkoNLj6/4ef/u5f/+8ge3l/VgM9naG4J0uwO0twSxOsz7Kzy8vu/7OfWe7ZTuW9w9YR/fqoNV4yx38OyG5gxdiepjqOdO46Opb5DrE6V4RkHmZgPzUCJAAAgAElEQVS/jUxHc7fbdeBwtzdVSnWBBt89lJ6ejt0e9a9i0tjtdtLS0iIu+/TTT1t/fu211ygrKwNg9uzZLFq0iLq6Ourq6li0aBGzZ8/ulfYqpZRS6vjmDxjm/bqSVR814fEagjHGEbd4DPUNAe78xW527/VEX/E4k+IUrj3PjjNK7mlempucNDfegHVt6XTEGo9t9YZ/XD8KmwQ5OW87IzOrsUmc06q34fZZ6edKJZWO+dbgu6eGDRuGw9E32fu/+MUvIo75/u1vf8spp5zC5MmTeeSRR1pLiuXn53PvvfcydepUpk6dyn333Ud+vuYYKaWUUqrnnnz+AFt3u/H64pu9yxhwu4Pc+2glLe4u5GEPcMUFwvWfs5PiBHu7K/GcVDcN7hSCxlpgjyOgOOzNYkPtOA605FOYWo9duv5a2m3QMnjugag+o6XGdMx3Dw0bNqxPxn0HAgH+/Oc/R0w9/9WvfhV1u7lz5zJ37txkNk0ppZRSg8zhBj+LPziCz9+1abMN4PYGWbLiMBefl5ecxvVDwwuEOy6z8+qKIDv2WWPAjYGcNA8HG9OPrhhnPBE0dnY1FlPZNISA6frlvUDMTAWlVGJo8N1Dqamp5ObmUltb26vHLS4u7rPx5koppZTqPcYY1m48wiuL9rN3v4dgEIYUuLjkgiGcdVpuXL2jybbo/cN0dw5Xj9fwz7fquOizuYNqItj0FOHqz9rZW2NYviXI9mo/aU4/Td4UHDarLJOjk0u95oJhx/weMA7yUg6TYvOxr6Uw7rYYA87eH0WpBplwqbHBTIPvBJg+fTpvvvlmr/WAu1wuzjnnnF45llJKKaX6znsf1vLrP+yisdl/TGr2tl3NrN10BKfTxi3XjuDSC4b0YSvhtSX1caebR9LQFODjHW5OGhN5PpvjWXGBcOU5dtxuP7ursjlxVAajR9qwCaSlwIqt0XulI9X5znU1kONq7FrwDWSkdvMElFJx067TBJg0aVKvHs/hcLROoqaUUkqp49PLb+7jwV9t42CtN+KY6BZ3kCMNfn47fxeP/3l3H7TQEggYDjfEnuRraEEQuy1GcG5g74HBNfN5e6mpKYwfO5LycZmcUWbjtHE2Th5hwxFjLOuU+fM6POcLOnHa/IRnQ49HTjrdzlxQqivEZkvaYyAYGK3s51wuF5/97GdxOmPUjkgQp9PJrFmzNOVcKaWUOo6tWFPP43/eg8fb+eRZHk+QlxftZ8Gi/b3QsgjH9waJdVmSlW741tV+zp8aPUAPBsHtGdyDjoPByO91SUHcQ78B8AYdVsp6nLOe220wum8TJ5QaNDSCS5Dp06eTl5eX1LFKNpuN4cOHc+qppybtGEoppZTqe7+bvyuuwDvM4wny1F/34Pf3/qzhqSk2osSNAJxQYAXV2/ZEv+y02SEtdXBflm7fvp09e/Z0eH7iSKLe3Fhzw7wOz/mC1qhSq/e7c8bA+OK4m6lU92mpMQ2+E8VmszFnzpyklh1zOp186UtfGlSTkSillFKDzZatjRyo6XoKtj9gWLaqPgktis1mE4bkR7/+OaHQCr6ra6JfvxgDo0tSEt62gcIYg8fjiZhFWZgFuRmRt7vmyx2j5q4E3zaxer3TXF1rr1KqezT4TqDCwkKuu+66pKSfu1wubrjhBrKzsxO+b6WUUkr1H68vPoi3C73eYS3uYJ+lnn9xVh6prsjB9bBQ8H3ZZ6KnQZ9Q6KR0+OANvj0eD8YYUlMjz3o2Y0LHmuAA6TXVHZ5r9KXz4YEJHPFldnpchx3OGt/l5irVTcnr9dae70GqtLSUr371q7hcroSMy7bb7aSlpTF37lyGDRvW+QZKKaWUGtD2HfREnN06O1O44kIXs86JfpP/YDd6zBNhxrScqDNyn1Bg3UiYODaITTqulJoiXDE7P5nN6/fcbjdA1OA7JwNOG9N56TGLYOK4xLfb4LwJkJL8KYuUUiFaaiwJRo4cyR133MFLL71EZWVlt0uQOZ1Oxo0bx2WXXUZa2uArvaGUUkodTw4c8vDuBzXU1PlwOoSS4jQ+e1Y+qSmxCyynp8IF5zg5b5oTl1P45R9boq/cR50/aak2rpqdzz8W1eLxHhtgv7PSwSljg5SXBcnOhPqGo8vsNsjPcTB9cue9tMczt9uNiJCSEr33f+IIaHTDp3uhs6H9JRn7cAdSOOTOi7jcboNp42BE/NXIlEqIgdJDnSwafCdJVlYW119/PR999BH//ve/aWpqiisIFxEcDge5ublccMEFjB+vuUBKKaXUQPbJtkaefG4X6zYeAWith52WauN/Ht/GxZ8bwk3XjCAny+qCLB6agk2s2s7nn+ngovNcpKbAqg0B/rXUy6G66LOCDy3su9TtORfns++Qj/dXNxwTgG/cbqPZDeVlQfKzDfUN1sW33Q45mXYe/N4InM7BnYyZkZGB3W6POa+PCJxVBqlOWL8LAjEC8PyUIzT50zoE3yJgF5h+IozThEqlep0G30kkIkyaNImJEydSWVnJypUr2b17N42NjR3Ghft8PrKzsyktLWXatGmaYq6UUkodB97/sJb7/+eTiDOXh2t3v/rWft5bWctjP5nE0KIUPv+5Il5fcgiPJ0h6mrB1Z4CFS7xUH7AC2tLhNk47xcE/Fx2bYp6WauOLs4cm/6SiEBG+df1QCvMcvPRWHSKQkxkkNcVQFwq483MMO/eC0ymMGObi3tuHk5Oll6NZWVlkZWV1up4ITBkNIwvh3xuir+cNOnDaju30cdghLwNmnAJZmlCp+oAIA6Yed7LoX7teICKMGDGCESNGAOD1ejl06BBerxcRweVyUVRUlNSZ0pVSSinVuzZ+3BA18G7L7zfU1Hn59r0f8at5owh6azj39BTeWdbCv5b4aN/PXTzExvlnOVm10c+uqqP7djptnHlabhLOJH4iwnWXFXLJjFwWvX+YlsYDnDImwP88m8LBOsEmwvTTMvnCzHzKSiOPbx5sgsEgXq+XlJSUuCvaFGTBlWfD4Tt/xNAcOHDEGg8eNFaPuC/oIMPhxmm3fh+eD5NGwdAcKwBSSvUNjfb6gMPhwOVyEQgEWsf32O2xx3sppZRSamD59R92xFWrWwROPdnBZTMdHDq0j7S0NC65II/3KiLX+l690c8Vs12cPdnBriqr9zvFZeP2r43E3k/GU+ZkOZhzUQHbth0mEDD8/M4SXC4b08+0k+Ia3D1f7TU3N7Nz505KS0vJzIx/7LtNIOcX87gE8PmhphFqG8HrA5vXic3XyMVTIC8z8kzpSvUFm71//I3qKxp89xKPx8O6detYvXo1hw4dOmZcTzAYxBhDUVERU6dOZeLEiUkpV6aUUkqp3rGzspkdu5vjWvfWa9IoP9lJ9YEAf1ng4cd3T8But/Hdm4VHn9rZIQB3e2HtJj+nTbRSz0VsfOVLxcw+rygZp9JtVu1qN7m5uRQPG7xlxDrT2UznMRUXw969OB1wQq71ADh40EFNjY38zGBCqu8olRAycEqCJYsG30kWCARYvHgxK1asQERaJ10LBDrWuqyurub111/n9ddf57zzzuPss8/WP5hKKaXUAPTG4oP4Y8yINXqEnT17A/gDsHK9jzWb/Hy43kdqio0tW5s45cQsLppRRFG+i18/vZMDNV683mBrOa/la/2cOdnJZ6amMH1qCZ87p/9NW+3z+QgGg61BZU1NDXV1dYwdOzbu9OrBoKWlBYfD0b3hhxUVEZ8uKiqiqKh/3YxRSmnwnVQHDhzgb3/7G42Njfj9/ri2CQfnS5cuZf369VxzzTXk5UUuE6GUUkqprtl3wM0/Flbxwapa3J4gGel2zj+niMtnDyMv15Ww41TvcxPhPjsA11yaymemufjrghbeq/CxZuPRawQR4VDt0YnUTi/PYf6jp7JlayOvvn2Aqn1ujIEhBU6CwO1fKyY/v3/WyG5psUqihYNvYwxut5tAIKDz3LThdru71+sNsGqV1fut1AChE66ppKisrOTPf/4zXq+385Uj8Pl8HDx4kCeffJK5c+fq3UullFKqB1rcAe5/eDMrV9diDPj8R6cx213VzPznd3HxzBP43tfLcCRgTGK0jl2HHaaf7qRig4+V6zqWIJUo2540LpOTxg2sWtiZmZmMHj26NbB0uaybG16vV4PvkGAwiMfjiWum84guvxxMx9JzPp+P6upq8vPzuzSOXCmVXIP71kOS1NTU9CjwDgvfIf7jH/9IQ0NDglqnlFJKDS4t7gBf/8EaVq6uxeszxwTeAF6vweszvLF4P3c9sIFAIHod7XiNKE7D4egYRZ9QZMNuF9Zt9uHtGHsTNIahRfGPj7bGVXt60tSksdvtZGRktA6haxt8K4uIMGrUKHJzEztLvYhw5MiRfvvZUIOTVWpMkvYYCDT4TrBgMMgLL7zQmj6eCB6Ph5deegkT4c6mUkoppWL7f499wp69zXh9sf8f9XiCrNt4mD+9sLvHx/z8zCFEuhYsHmpVN6naF3k8eE62k/FjMuI+TmVlJTt27OiX1wgHDx6kufnopHMafHckImRlZXU/7TyKcBWdeIc9KqV6hwbfCbZy5Upqa2sT+p9gMBiksrKSjRs3JmyfSiml1GBQf9jHkvcPdRp4h3k8QZ5/eQ9+f+clwmIZNjSVk8s6phI7HVBbH+Rgbcf9p6TYuPaLxV2ajCw7Oxu/309jY2OP2ptogUCA/fv309TU1PqczWYjOztbK7q00djYmJT3TkRwOBwafKt+R3u+VcIEg0HefffdhPZ6h/l8PhYvXtwv72wrpZRS/dXCt6ujjr+OJhiE/6yo6fGxv3PLaFJTj73Uen+Vj3sfaSTYLvZ22GHYkBQuPn9Il46RlZWF3W6nrq6up81NqGjls0aOHKkTybZx8OBB9u/fn5R9OxyOpFyTKqW6T4PvBPrkk08ilhBLlIaGBqqqqjpd75FHHmHChAmUl5czc+ZMdu3a1brMbrczefJkJk+ezOWXX560tiqllFL9wZr19R3qZAPYbFB+cuQe2OaWABu3HOnxsceOyuAX90wgLdVGrAl+XU6h+IQ0Hr3/FFJS7F06hs1mIzc3l4aGhn7Vy9l+pvO2tCPBEp7bJ9Ep52Gpqamt6edK9Q+C2GxJewwEA6OVA8TGjRuTOo7J5/OxefPmTtebMmUKFRUVrF+/nquuuoq77rqrdVlaWhpr165l7dq1LFiwIGltVUoppfoDtyfyTfGZ56Ry+9eymTwhcnmx5pbE3Ew/dUI2T/3Pqcz6bBF5OTbu+3Ymp57swOUU0tNs5GQ7uP6qEp78f+XdLnWWl5eHMYbDhw8npM2J4Ha7sdvtHWY1r6mpYdOmTQTbd/0PQn6/n0Ag0LPgO0anTElJCSNGjOj+vpVSCad1HhKosrIy6cfYvbvzSWDOP//81p/POussnn322WQ2SSmllOq38qMEtBnpttDyjv0QNhvk5yZuXHLJsDT+z7fLOHhoCPv37eGiGUM5/1wXw09I5fTyXOw9LG2WmprKmDFjSEtLS1CLe87r9ZKamtph/LrdbscY07p8MIuWmt8lWudbDSSh2c4HM+35TpDeuuN88ODB1p9vvvlmKioqYq7/hz/8gYsvvrj1d7fbzRlnnMFZZ53Fyy+/nLR2KqWUUv3BhTOGkp7WMfU2nPq8eLm7wzKn08Z55xQlvC2CNf72wvOH86WLhzFtSl6PA++w9PT0Lk3UlmyjR49m5MiRHZ7XGc+PSkjw/eSTURc1NDSwbdu2fjUcQanBTnu+E6S3/rC1Pc5TTz0Vc91nn32WiooKli5d2vrc7t27KS4uZvv27Xzuc59j0qRJjB07NmntVUoppfrS2VMLItbbzs60UXc4QKThxyXD0igbnZnwtkRLxU6U/fv3Y4zhhBNOSMr+u0JEIo43DgffOhEYFBQUtE6Y122vvhp1UTAYpKWlBb/fn7TPnFJdIwNmbHayDO6zTyBbL32Q4r2r/fbbb/PQQw+xYMECUlJSWp8vDqUmjRkzhhkzZrBmzZqktFMppZTqDxx24Zs3jSEl5dj/pxe+08J/Vnr43s3ZONrEPikuG9+6OTk3pT0eT1JTrX0+H7W1tX0+njo8QWykSWjtdjs2m017vrGuHXv8ebjssqiLwgG33uhQqv/Q4DtBbDZbr9StTE9P73SdNWvWcNttt7FgwQKGDDlasqSurg6PxwPAoUOHeP/995kwYULS2qqUUkr1B5fMGsb1V40gtU0AXnc4yL4DAU4c66R4qBV9p6TY+MHtZZxxanJKYaWlpZGV1bH2d6Lk5eURDAb7fOK1pqYm6uvrI3ZMiAgFBQX9anx6XwgGg1RXV7fOCt9tCxdGXRQOvjXtXPUrIsl7DACag5IgIsKQIUOSPuna8OHDW3+++eab+frXv84ZZ5xxzDp33nknjY2NzJkzB7Bqai5YsIDNmzdz2223YbPZCAaD/PCHP9TgWyml1KBw4zWllI3J4qnndrK7spnpZ7hobrF6iEePcFKQn8kt14+mfEJO0tpQnOSJsdLT03G5XNTX1/dpLe2WlhZSUlKiZusNHTq0l1vU/3g8HmpqakhPT0/ajYhwp5AG36q/EJ1wTYPvRBozZgzV1dVJq/XtdDoZM2ZM6+/Rxny//fbbEZ+fPn06GzZsSErblFJKqf7unGkFnDOtgG07G2lu2MmBWheBoI8brxlG2biOk4MlUjAYRESSOimaiJCbm8uBAwfweDzHDDvrLeHa1bF6+I0xBAIB7HZ7v5okrjclZLK1TthsNjIyMrTWt1L9iKadJ9CUKVOSun9jDKecckpSj6GUUkod70aVpCICkycWkJWZhk2SPyb24MGDbNmypXWW9WTJy8sjNzc3qceIJVy7OlZvbl1dHVu2bBnUY5Hdbjci0joBXbKMHj2a/Pz8pB5Dqa4Qmy1pj4FgYLRygMjNzWXEiBFJ2beIcNJJJw36MVJKKaVUT4XTcB0OB5mZmb0yZ0t4pvNk9/Q6nU5KSkr6pNcbrNfW5XLF7NHVGc+tz0OkOuhKqeObBt8J9vnPfz4p5RwcDgezZs1K+H6VUkqpwaZt8D1kyJCI9agTLdkznbfX0tLSmtrcm9LS0hg/fjwZGRlR1wnf7BjMM577/f7EfB4uvTTm4n379rF9+/aeH0epRBBBbMl7DAQafCdYUVERn/nMZxJ6F93pdHLxxReTnZ2dsH0qpZRSg1W4x7XtzfJkpoMHAgG8Xm+vBd/GGHbu3MmBAwd65XhdFe75HszBd1lZWWIm4ItR5xuOjsFXSvUPGnwnwbnnnsuYMWMS0gPudDqZOHEikydPTkDLlFJKKZWTk8P48eNxuVwYY9i6dSv79+9P2vHCZT57K/gOT7zW0NDQ6zNd79ixo9OgX0RwOp2DOvgGEpNyHqPON1g3mILBYJ/XflcqTMd8q4Sz2WzMmTOHsrKyHvWAO51OysvLueyyy3RMkFJKKZUgNpsNl8vVOvu4iPS83nIMdrudoqKiXp23JS8vD2MM9fX1vXbMYDBIU1NTXFkEQ4YMIScneWXd+rPa2lr27NmTmGyLW2+NuVhrfSvVv2ipsSSx2+3MmTOHdevW8frrrxMIBOIuQWa323E4HHzxi1/kpJNOSnJLlVJKqcGlvr6eYDDYOgt0amoqhw8fxhiTlJvdKSkpvV7bOjU1lbS0NOrq6igoKOiVm/jh9OZ4bjL0ZR3yvtbY2EhLS0ti3pPTT4+5OBx8+3y+pM+srlQ8BsrY7GTR4DuJRITJkyczduxYli1bxurVqxERvF5vh7udNpsNh8OBzWZj6tSpnHXWWaSnp/dRy5VSSqnjV11dHcaY1uA7HKQmK0Bxu904nc5er7ecl5fHvn37ei3w6krt6mAw2FqL3DZA0kUTxe12Jy4LYvhwiNGD7nK5yM7OHnSvsVKRiMjTwKXAAWPMxNBz+cDzQCmwE/iyMaYuWW3Q4LsXZGVlMXv2bGbOnMmOHTuoqqpi9+7dNDc3IyJkZGQwatQoiouLKS0t7fX/nJVSSqnBxO/3H1OKKxwsut3uhAepxhi2b99OTk4Ow4cPT+i+O5Obm0tOTk6vXVe43W5sNltcQ+4aGhrYs2cPY8eOHVRlVIPBIF6vt9dS7lNSUnplNn+l4iHS5z3fzwC/Bf7U5rkfAu8YY34mIj8M/X53shqgwXcvcjgclJWVUVZW1tdNUUoppQYtv99/TCms1NRUcnNzk1Iq1O/3EwwGe7XMWFi4tzMQCLJpawt7D/rw+QyZ6XbKT0onPyex55uSkkJubm5c6dRtZzwfTMF3V1LzEylZQyqUGkiMMe+KSGm7p78AzAj9PB9YggbfSimllFI9FwwGCQQCxwTaNpuNkpKSpByvK6nYidbiDvL2shoynQdYts7O+k/tBI3BbhcCASg/MZ0rZ+czYVxiAsGCgoK41x2s5caMMaSmpvbq52Hr1q2kpaX1euaFUh0JJHcIRKGIVLT5/UljzJOdbDPUGFMNYIypFpEhyWueBt9KKaWUGkTCk5+27+U2xiRlbHRfBd8Ha33c88s91B3xc8eXDZPGBfhwk3XR6/NbY4RXb2zio0+bueLCPL58cc8mZQuXsop3bLHdbsdutw+64DsjI4Nx48b1+nHDte2VOs4dMsac0deNiEVnX1BKKaXUoOF0OpkwYQK5ubnHPF9bW8snn3yS8JJMfTHZ2pHGAD98eA8H6/x4fbBqi50xJYa87GMn5jKAx2v456I6XlpU26NjNjQ0sHnz5tabDfFwuVyDLvhOSHmxLnI4HFpqTPUbbUs8JvrRTftFZFiobcOAAwk72Qg0+FZKKaXUoGKz2Tr00IYnYEt0ve/CwkKGDRuW0H125qkXDnC4wU+oM5o1W2wEg3DaSZFLnnq8hr/9q5aq/d0PhN1uN8aYLmUODB06lCFDkprh2a8YY/jkk084dOhQ4na6YEGnqzidTg2+Vf8gIDZb0h7dtAC4IfTzDcArCTnXKDT4VkoppdSg0djYSHV1dWv6eVh4Aqyu9NzGIy0tjezs7ITuM5bG5gAfrG3E3+b0jjQJn+4RTjspiEjkntdA0LBwcfer67jd7i6XDcvMzDxm4rvjnc/nw+fzJbbsVyd1vuFoz3df9Lor1Z+IyF+B5cCJIlIpIv8F/AyYJSKfArNCvyeNjvnuZbW1tWzdupXdu3dTX1+PiJCXl8fIkSMpKyvrtdITSiml1GDU3NxMTU0NQ4cOPeZ5u92O0+lMaM+3z+ejubmZzMzMXks7f2f5YSJlX/5njZ2cTINI5LLQgQD8+4Mj3HhFESmurgeHbreb9PT0Lm3j9/tpbm4mPT09KTPN9zdJGf9/xhmwd2/MVdLT0ykoKNAZz1U/IH1aaswYc22URTN7qw3H/1+6fqK6uprXX3+d6upqgGPSfyorK9myZQtvvPEGo0aN4uKLL6awsLCvmqqUUkodt/x+P3a7PWLvY1paWkJ7vpuamqisrGTcuHG9Fnyv2dSMx9sxut65t/OA2m4T9uzzMm5k14LDQCCAz+frclDp8XjYvXs3o0aNIisrq0vbDkRJCb47CbwBsrKyBsXrq9RAoGnnSWaM4Z133uHpp59mz549+P3+iONufD4fgUCAHTt28MQTT7Bs2TJND1JKKaUSzO/3R+1lLSgo6NAj3hNutxsRaR1P3huaW4JRl6WlGM6dHCA9Ncr1hUBLjO1jGTp0KJmZmV3aZrCVG3O73bhcrsSmnc+bF9dqwWCwdUZ6pfqMYJUaS9ZjABgYrRygjDG89NJLrFixIu6JLowx+P1+lixZwltvvZXkFiqllFKDS6zgOyMjI6HDv8LjoHsz1Tc1NfqlXVa64aLpAaacFCUIM5Ca0vVLQ7vdTlFRUeu4+Xg5HA5EZNAE3+np6eTl5SV2p/ff3+kqXq+XTZs2cfjw4cQeWynVZRp8J9GyZcvYsmVLt2or+nw+KioqWLduXRJappRSSg1OxpiowbcxhqampoSN+3a73b1e33vC2DRcjsjB/oE6G7uqhakTAliFxo7lDxiKhzq7fEy3292tax0RGVTlxgoLCykqKur144Y/7zrjueoPxCZJewwEGnwnSU1NDUuWLOnWf0ZhPp+Pf/3rXzQ2NiawZUoppdTgNXbsWEpKSiIuExH27NlDTU1Nj48THmbW28H37HNzIoTVR324yUZhLowuPnYtmw3OnpJJRlrXx6ZXVlZSVVXV5e1g8NT6DgQCHWbY7y3h0noafCvV9zT4TpKlS5cm5I9sIBBg+fLlXdrmkUceYcKECZSXlzNz5kx27drVumz+/PmUlZVRVlbG/Pnze9w+pZRSaqCJlQaempqakJ5vu91OWVkZubm5Pd5XV+TlODj1pPSowx8/2mqj2Q1TTzk29dxpF74ws+sp0cYYPB5Pt28yDB06lJEjR3Zr24Gkvr6ezZs396hTpiccDkefHVupMEEQsSXtMRAMjFYOMB6Ph82bNydkwrRAIEBFRUWXJsmYMmUKFRUVrF+/nquuuoq77roLsMqc3X///axYsYKVK1dy//33U1fX/ZqeSiml1EDi9XrZvXs3zc3NUddJS0vD4/H0eHKq8ERrfVFC67ZrhpAeZey3PyCs+diG02GQUB95ikuYOT2bMSO6HkB7PB6MMd0OvlNTU3t1Qrq+4na7sdlsfVZSLVzrWynVtzT4ToKqqqqElxQ5ePBg3Ouef/75rbU2zzrrLCorKwF48803mTVrFvn5+eTl5TFr1izeeOONhLZTKaWU6q98Ph9HjhyJmZkWDiJ7WnKsrq6uz25wF+U7eej7I8jKsBHpcuSN9+0897oTg5DiEs49PYub5wzp1rHCWQLdDb79fj81NTV4PJ5ubT9QhMf/J3zyvWHD4lotLy+v17MwlOpAAJsk7zEAaPCdBNXV1QlP7QnXB2/r5ptvpqKiIuZ2f/jDH7j44osB66bAiBEjWpeVlJR0e4yWUkopNdCEe/6czuiTioVn7O5p8F1bW0t9fX2P9tETo4pT+PBUkQQAACAASURBVNU9pcw+N4cUl5CacvTCVGxW0H3SaAd3fHUId3x1KLZuXrj2tJxaIBCguro6ZjbCQNfT1PyY4qjzDVbwnZ+fn/jjK6W6pG9yX45zTU1NCa2l6Pf7I/6n9NRTT8Xc7tlnn6WiooKlS5cCREyD783yJ0oppVRfCgffsVJ/nU4nY8aM6VGgZIzB7Xb3ebCTn+Pg1quHcsOXili2ppG9+714vEGyMx2ceiJ4mvZSWjqkR9cC+fn5ZGRkdHsf4Rshx/Oka16vl2AwmJzge968uGp9B4NB/H4/TqdTr/1Un5IBUo87WTT4ToJEp5yLCLYuflDffvttHnroIZYuXdp6N7qkpIQlS5a0rlNZWcmMGTMS2FKllFKq/woH37H+nxaR1qFb3eX1ens0DjrRUlw2zj8z+5jngsEgH3+8n7q6OjIzM7u/75SUHo3ZttlsOJ3O4zr4ttvtDBs2rEevc08dPnyYqqoqxo8fj8vl6rN2KDXYDe5bD0lSUFAQM6WtqxwOBwUFBXGvv2bNGm677TYWLFjAkCFHx3DNnj2bRYsWtY5DW7RoEbNnz05YO5VSSqn+TETiGnfb0tLC/v37uz1xajhlvb8E35HYbDZyc3M5cuRItyfi8vv91NXV9XioncvlOq5n4g5fxyUl6I2j1zvcBuC4fp3VwKB1vlXCFRcXJ3R/fr8/4j6jjfm+8847aWxsZM6cOUyePJnLL78csFLD7r33XqZOncrUqVO57777+jwlTimllOotQ4YMYdy4cZ2u5/F4OHjwYLcnAQsHOP19Fu+8vDyMMd2eGK6lpYWqqqoe91of77W+m5qaknd+cV5zhoNvnfFc9SkREFvyHgOApp0nQVFREenp6Rw+fDgh+xs6dCgZGRkdno825vvtt9+Ouq+5c+cyd+7chLRLKaWUOh6Fe6xbWlq61XtdWFhIfn5+l4eM9bbU1FTS09Opr6+nsLCwy2OBE9XDP3ToUE444YQe7aM/q6ysJD09/ZhJbxMmwoS8kYQzMjX4Vqpv9e//FQYoEeGcc85JSOq50+nk3HPPTUCrlFJKqcFt165d1NTUdLpeSkoKItKjGc/7e+AdVlxcTGlpabcm4XK73Tidzh7PdeNwOBI+X05/EQgE8Pl8fT4EIfz6avCt+pqmnSeZiNhFZI2ILEz2sfqT008/vcf1FG02G8OGDeOkk05KUKuUUkqpwckYQ0NDQ1zBR3hseLiGdVcEg0F27txJY2Njd5rZ61JTU7vdWRCuXd1Tfr+fffv2HRflxlq8sOsgrNkBH26FDdutGzhi79vgW0QoLi4mKyurT9uh1GDXG2nn3wE2A9mdrXg8sdlszJkzh6eeeqrb43xcLhdXXnmlloRQSimleigQCACxy4y1lZaWRkNDA8aYLv0/7Ha7aWxsHFBzqoQnmCspKYn79QkGg3g8HrKze355JyIcOnQIh8PR45nm+4IxsPsQrN4GBw6Dww7+AAQNFGe6GZsLC1enkp0Jp42BUUXW0NfeNpA+k+o4NkCygpIlqWcvIiXAJUDsgtTHqaKiIr72ta+RkpLSpfQzu91OWloac+fOTch/akqp/5+9O4+v6y4P/P95zt11tdiyZMuWLS/xms1OYichYSAJBQqThAKdV0oLTemkoQsz03aG6TLTQuhvhg6/brTMr20amGSg0BIgIQktBAiQkJDFJoGsxI53edG+3vWc8/z+uJIj2VrOXeUrPe/X67xs6Z7z/X4lS77nOd/v93mMMUtdkBrfU3V0dLB169aS90Gf78nWphIRxsbGikq85jgO27dvL6oay2xCoRChUKguk66lsvD1ffDwc3BqqBBw59zCnwAN4Qx5L0TaDXN6CL71Y3hoL4yXvqOhZPl8vqTVHMaYyqn2o4e/Av4r4Fe5n/NWZ2cnv/mbv8m6devmXdYlIkQiETZv3syHP/xh2tvbazRKY4wxZnErNvh2HKeklWfZbBbHceqqlvJk4rXBwcGiyquFw+HA38/51GOt76Fx+OcfQHd/YaZ7JkdHV/JSfxdQ+FlyPegegH9+HAYrsTPhox8NfGpPTw9HjhypQKfGlEZEqnrUg6otOxeRG4EeVd0nItfNcd7twO0AXV1d1RrOgmpububWW2/l8OHDPPHEExw+fBgROTMb7vs+qsqWLVu45pprWLt27QKP2BhjjFl8EolE4P3NqsqJEyeIx+NFze5mMpkzCdvqSWtrK8ePH2d8fJzGxsZ5zx8cHMTzPNra2irSfzQaLSvBXa2lsnDfk5CZp2x2zouQ86b/zKlCNg/3PQW3XAvJcraDB6zzDYWHJa7rFr2VwhhTOdXc830tcLOIvBOIA80i8nlVff/Uk1T1TuBOgN27dwd/3FpnRISNGzeyceNGVJX+/n5GR0cREZqbm1m+fLn9R2iMMcZUSWNjY6CgcpKIkE6nyefzRQXfjuOQSCRKGeKCam5uJhQKMTAwEDj4BioafI+Pj9dFYKgK332+sLx8LlEnT1vDML2pFvL+uQ99ci585ydw054y9oCvWQMnTgQ6dXKVgud5FVuxYEzRlvie76r95qnqHwB/ADAx8/1fzg68lyoRoa2trWJvWMYYY4ypvHg8XnTW8vXr11dpNNXlOA7t7e2BAl9VJZPJlF3VZap6qvV9rA9ODL6+r3s2zbEUFyw7xXA2OWPwrQqnhwvZ0TesLHEwe/cGPnUy4M7n8xZ8G7NAlvajB2OMMcYsCSdPnix6v2s8Hsd1XfL5edYWLxJtbW2BZvlzuRy+71e0dvX5Pts91Y8Ozr7He6pkJI2vkMrPnnzP9QpZ0ku2b1/gUycDbqv1bRaS1fmuAVX9nqreWIu+jDHGGGPOlslkig46JpePB92L3NfXx4EDB/D9+s0z6/s+Q0NDcyZem/x+VHJ5ved5HDt2jJGRkYq1WQ2ZHJweCnZuMpIl7cbQeW63+0YLe8hLcvPNgU+Nx+OsW7euog9NjDHFsZlvY4wxxix6rusGTrY2KR6PE4vFAmcAT6fTuK5bVHnR883IyMiZxGuzmfwaK1lOzXEcRkZGSKVSFWuzGnpHIBQKdm5jJM14bv5A13EK9cGrLRQK0dLSUvTvgTEVIwLiVO+oA/UxSmOMMcaYMriuW/Q+11AoxJYtW2hubg50fjabrftZxamJ12azYsUKduzYUdGHDJPlVs/3cmMDY+AFWHIeEo9oyGUsP//Pg+tVqOxYAOPj41br25gFZNkWjDHGGLOoqWrVMzyrKtlstqiM6ucjx3FYtmwZ/f395PP5WWdJq7FHOxqNnvfBt+vNn2gNwNMQT5y4EGH+k1UhHyCgr4Tu7m7i8fiiLe9r6kCd7M2uFpv5NsYYY8yi5vs+zc3NJc1KDw8P88orr+DNM92ZzWZR1bqf+YZCzW+AoaFzNzd7nsfBgweLzgIfxGTwHXSZ/0IIh+aOHWKhHFuXH8fBx1cHT+dfoy4CkYBL2cs1WevbmIUi4lTtqAc2822MMcaYRS0UCpU80+c4Dq7rkk6n553Vbmlpqcsa32eLxWIkk8kZlyen02lSqVRVAuR4PE40GsX3fUJBN1ZXwcCY8tpJGM8UanE3xGB5I2xdA62NQigE/gzx67LYGNtbj4EoibEVjOeD/SyEQ4X2ayESidiyc2MWkAXfxhhjjDGzmJrxfK7gezKT9GLR1dU1457uamQ6n9Ta2npm1r3WfF957RQ8s7+Q/Ex1+vLySAi+/WPY3qkTe76nTn8rnY19bGw5TcqN8VJfFxkveDI634eVLSUOvLu7qNNt5tssKGHJLzu34NsYY4wxi9rg4CCnT5/mggsuKDrTczgcJhwOzztb6Hnegs7WVtrk1+L7/rQgPJPJnPmeLBZjGeVLP4Cx9Ox7ryc//9IxiEYKGconrW8+TVdzH72pZl4d7MQPsNR8qrbmwux6SfbtgzVrAp8eDofxff+cf1djTG0snv8568zw8DDj4+OICI2NjTQ1NS30kIwxxphFKZ/P47puycFxIpGYt9b3/v37aWpqorOzs6Q+zkfDw8McO97NvkNr2H9cyeaVm/eM44TCdPe4dK6s7G2kqnLo0CFaWlpYsWJFRduezUhK+fz3IJsPlkjN18JS9FhEzySdO51ajuuH6R5bwfQZ8fmFQ3D5puLHfcadd8JNNwU+vaWlhWQyWZWEecbMT5Al/tDHgu8acl2Xl156iccff5yBgYEzNwGu69LR0cG1117Ltm3b7EmkMcYYU0GTdalLfX9tbm4+k1BtpqDF8zxc1yUajZY71PPG/mN57nskyzuv8MmmhjjV3wgovcMOPcNhPv/IEKtXhPjldzayYU1l6kaLCLlcrmZ7kjM55Z8fg0y+sMw8KN+HlugY7Q0jvDa8howbo3us+KlrEehYBuvbi770dQ8+WNTp0Wh0Uf2cGlNvLPiukf7+fu655x6y2eyZMhpT99x0d3dz//3309jYyK233hq4pqgxxhhj5ua6btHLzadavnz5nK9PzoovhkznAHtfzvDZB8bIuQ6XdEW5aH2ap/cnAeFf9r7+vTh62uOTnxvmN97bzCWbKxPQ1bLc2NOvwni2uMAblA3L+tm64jSpfIwQHl6Jt9PRMNxwSSEIL9lNNxUVgHuex8jICA0NDcRipa51N6YMS3zVhU2x1sDg4CB33XUXo6Ojc76h5HI5hoaG+Id/+IeqlPAwxhhjliLXdcveo+z7/qyJqhZT8P3q0TyfeWCM3MSX+vyRBC1Jj672HMxQszrnwt9+ZYTDJ/IV6b9WwbfnKz8+DJ4f/JqQ+Fy66jjb2k5zeqyZJ49vxNUQM31f5iICsQi8+ypIlvsj89BDRZ2uqnR3d9t9pjELxILvKlNVPv/5z5PNZgOd7/s+qVSKL33pSyX3+eijj3L55ZcTDof58pe/PO21UCjErl272LVrFzfffHPJfRhjjDH1otzcKqrKq6++yunTp2d8PZPJEAqF6j4Jmapyz9dHyU95xvDayTiprHDJhhRvvHCUD1zfx9nBZs6Fz31jvCJjiEajuK6L7xcRFZdg/4niZ7wvW32UjsYRXu1byY9Pr8X1Q6SzhWXoYSdYY+EQdLbCL7yxduXFppq65dGYmhMK2QqrddSB+n6XqANHjhxhbGysqHqYvu9z8uRJent7aW8vfiNQV1cXd999N3/2Z392zmuJRILnnnuu6DaNMcaYerVy5cqyrhcRYrHYrEnXmpubicfjdZ/E6tAJl8HR6UGv5wvffq6F4fEQb75kFNeHmZKKneh1OdHnsqatvFvLRCJBU1NT1bNx7zswe2bzmQmHBts4NNRGf2p61Ox5cOFG6B2B00OFANv1CsnZHHn945UtheRqXe0Lt/JWRAiHw+TzlVmpYIwpjgXfVfbEE0+UtHzK8zyefPJJbioig+WkDRs2AFjiNmOMMUueqqKqZb8nJhIJ+vv7Z0y6tlgqljz8VHrarPekg6figNLWnJ/4+7k8D779dJpffmd534umpqaafD+HUkHOKuzvBjg81EZ/euapateDkAM/dxWkc9A7DANjhc+HQ4UZ7vZyyolVmNX6NgtHbM/3Qg9gsTt48GBJ16kqr7zyypzn3Hbbbezdu7eodjOZDLt37+bqq6/m/vvvL2lsxhhjTL3I5XK89NJLDA0NldVOPB5HVc/ZRuZ5Hul0uurLpGvh0Al31qXYG1ZlaYgpfSMzz9v4CgePVy6gK2bFYCmCxJ5rmwfZ1naa5liaufZ1K4WgGyARLcxs79oIuzcX/lzffv4E3gCRSMSCb2MWiM18V5HneWW9Gc83Y37XXXcV3ebRo0dZs2YNBw8e5IYbbuCSSy7hggsuKHWIxhhjzHltMsgotcb3pEQiAUA6nZ6WWG18fJyjR4+yadMmGhoayupjoeXysweYzYnC/UzP0OxZ4zO5ygTM+/fvp7GxkdWrV1ekvZmEQkwsoZ/dmqYhRrMxfnJ6LfPV744u1B31jTcWfcnq1avrfouEqV9W59tUjeM4ZT25rcay8TVr1gCwadMmrrvuOp599lkLvo0xxixak8F3ucnQotEoHR0d5wTYk/vAF0PZpmhEmG2G9yeHGzjWF2VwbPbvYyxamYBust53NcUjkJ1j23M8nGd5Is2r/SuZL/AOhxZwZrvIOt+A1fk2ZgEt7UcPVSYiJJPJkq9vaWmp4GgKJc8ml8v19fXx+OOPc+GFF1a0D2OMMeZ8Mhl8l1PnGwrv6W1tbecE2ZlMhmg0WvbM+vlgw+rwnNsx5wq8HYFNnZWZ06lFubGLugr7tGezKjkMwOmx5nnbUoXN1Zukn1sJuYEymQy9vb14XlEZ54wpnwDiVO+oA/Uxyjp25ZVXlvS0PRKJ8IY3vGHOc2bb8/3MM8+wdu1a7r33Xj70oQ9x0UUXAfDyyy+ze/dudu7cyfXXX8/v//7vW/BtjDFmQU0mRKuWSi07n2xrdHR02ngzmcyiqO8N8LarEyUvnw6F4GeuTFRkHJPBdzV/Li7dMPfrfakmXu7tIJWff0p7XRs0JRZoGffttxd9STab5fTp0zWpp27MdFJ4Uletow7YsvMqu+KKK3jsscdKuvbiiy+e8/XZ9nzv2bOH48ePn/P5a665hueff76ksRhjjDGVMjbu8s3HBrjvm730D+ZRoHVZmJ97azs/++YVNDdW7vakoaGB9vb2iuxxHR0dpbu7my1bthCLxfB9n1wuV/GVagtl05owLY0OPYPF56tZ3Rais71yM9+qiuu6Za9YmE0yLmxYqbx2aubXx/MxxofnD7wjIdi9pcKDK8YVVxR9yeSkkCVdM6b2bOa7ypLJJFdddVVRbx6RSIS3vOUtVXvDMcYYYxbKvudH+KXfeYl7vnKS3oE8vhaW7fYPunz+vlO8/3de5Ic/Gq5Yf01NTaxataoibU3OcE+t971hwwaWLVtWkfYXmojwy/+2sejZ72gY3v+zM5fhKkUikaC1tbVi7c3mmh2F/dpnW9EwRlvDKHNlOIfCRFtrI3S1VWd8gXR2Fn3J5P2lBd+m1gQQcap21IP6GGWde8tb3sKFF14YKJiORCLs2bOHq666qgYjM8YYY2rnJ6+MccdfHyKT9cnOkBk7m1eyOeUTf3uYvc+PVKTPfD5fsTJgsVgMESGdTgOFxKiNjY2LItnapO3ro9x6Y/AAPBqGD72nmU2dlZswSCQSrFmzpuqTECtbhHdecW4Avrm1h82tPcyVaE0EknF477XUXeZwm/k2ZuEEDr5FJCEi26o5mMVKRHjXu97FDTfcQCKRmDHLZDQapbGxkXe84x289a1vXYBRGmOMMdXj+4Wgeqag+2zZnPKnf3sEzyt/z+/Bgwc5ceJE2e1AIdiOxWJnZr7HxsYYHR2tSNvnk6suivMff6GZVa0O0QjnJGFzpBB0d7aH+M/vb2Hnlspnz1bVmiQE27Lm9QBcgHg4x7J4mlNjs28lCDmwvBF+6c2QqFCG91pyHAfHcSz4NrUn2J7vICeJyE3AnwFRYKOI7AI+rqo3V3Nwi4mIcPXVV3PllVeyf/9+fvSjHzEyMoKIsGzZMq644go2bdpUd09PjTHGmCCefXGUdCb4DLTrKU89N8w1V5S+pHty33C5ZcamisfjjI6Oks549PT0ourT1NRUsfbPF9vXR/kfv9HKoRN5Hn4qzZGTLtm8EosImzojvO2qBF0d1UsdtH//fhKJBOvWrataH5O2rBF+Man88KfgpQsrLk7NkOU8EoawA5ddALsvgEi4fu/Ztm7duigy9BtTDBH5T8CvUXgM8A+q+le1HkPQ/zU/BlwJfA9AVZ8TkQ1VGdEi5zgO27ZtY9s2W0RgjDFm6fjGo/1FBd/pjM/Xv9tfVvDteR6qWpHgW1V5/tUMjzwJB45G6R06wn9+X4qjpyMc6Rvl2suSxKKLbzffxjURPvTu2uegiUQiNc3G3d4i3HwlvLp/mHQuQSIexcmB6xdm+Zc3whWbYeMqcBbBREklH0gZE5wsWEkwEbmYQuB9JZADviEiX1fV/bUcR9DfPFdVh21W1hhjjDGl6BvIz/j5X77ZIeTA/7n/3MB8YGjma4KaXFZbbqAxPObxJ397ktP9LpmsAg6NCZ+GOBw6IXzt0X7uuX+AP7x9Fds2Lo6yYwstFosxPFy5xHtBeJ6H77l0rmpj50WL+553eHiYTCZTsWSExtSBHcCTqpoCEJHvA+8GPlnLQQR99PCCiPwiEBKRLSLyN8ATVRyXMcYYYxaRSGTmW46d2xwu3jLza7NdE1Qlgu/xtMcf/uUJjp/OTwTesGtLnmsvLTwYOD3gkMkpqYzPn/zdKfYfyczVnAkoEongeV5N9n1PCoVCbNu2rSaZ1ivmgQdKuiyVStHf31/hwRgTgEj1jrm9ALxJRFaISAPwTqD6+1rOEvRd7T8AFwFZ4IvACPDb1RqUMcYYYxaXXTsaiUam3xytmFhRfu83zw2wImFh547yyldFo1E6OjrKykb+ma/0MzDsMjUGvPbSPFdfXAjsewZfv5XK5pQ//YfTFUkUt9RNJqet5dJzVUVEcJw62j5QQp1vKDyQ8n2/pg83jKmBNhHZO+W4ffIFVX0Z+F/At4BvAD8Gap51MND/LqqaUtX/pqp7VHX3xN/t0a4xxhhjAnnn9SvQs2LSDWsKwXh3jxKdYVvxTW8pr4ByNBqlra2t5JJVYymPJ3+cwj0rPjnZ7zA6Lnz6ywnS2ekPFHKusu+lVKlDNhMSiQQrV66sWVKwbDbLT3/6U8bGxmrSX8Xs3l3SZVZuzCwYx6neAX0TserkcefUrlX1M6p6uaq+CRgAarrfGwIG3yKyVUTuFJGHReSRyaPagzPGGGPM4rCsOcJ1Vy8nNqU00/qJ4Pu3PxBmz8Wvfz4aEa6+rJmVK8orYZXL5cqaOf3u02MzrmQ81e/QlFRSmXNfzGSVrz1S273Ki1E0GmXlypUzlmethuHhYVzXrVl/FVNiGT0Lvs1SJCIrJ/7sAt5DYUV3TQVdV3Mv8Czw34GPTDmMMcYYYwL5Tx9cy9aNDWcC8Mef9fk/93uk0kpHW+Fz0YiwcV2Cj9y+vuz+enp6OHToUMnXv3Y0Sy5/7hLy0wOF26fd22dOCHf8VHmJ4kxBPp8nm83WpK+RkREaGhrqL/j+2MdKumxyNYgtOzc1JRPZzqt1zO8rIvIS8CDwW6o6WN0v+FzFZDv/26qOxBhjjDGLWiTs8Kf/dTNffOAU932rl5Fx6BvyOdUPnSuFRNzhpre08YF3dxAtM9kaFIK3cpKtzRR4A3T3hsjl4dTAzGP0fNvzXQlHjx7FcRw2btxY1X6y2SyZTIaOjo6q9lMVd9xRUgAei8W46KKLsEpGZilR1X+z0GMI+o70oIj8JnAfhaRrAKjqQFVGZYwxxphFKRwWPvCe1bz3Z5fzwk8HOHLSYVnLGMsas/zz32wnFq3cHt9ylxEvbwkhwjl71TM54RP/NznrdQ3xOkrYdR6LRqOkUtXfPz9Z0qylpaXqfZ0vLOg2C8ZZ2j97QYPvWyf+nLrUXIFNlR2OMcYYY5aC8fFRGiIDvPtt2xkejnDy5Ekc8YHKBt8NDQ0lX/9vLm/k+8+Mkc0Fn8kOh+BNu2cPzE1w0WiU4eFhfN+vagbyZDLJypUrS07MV69OnTpFJBJhxYoVCz0Us5QEWx6+aAUKvlW1uut9jDHGGLOkpFIpotEo4XCYxsZGOjo6Kjobp6p4nlfWsvNtG2O0NIboGQielEpEePsbl84MajVNrlrI5/NllYubTzKZJJlceg9MxsbGCIfDFnwbU0NzviOJyA2q+oiIvGem11X1q9UZljHGGGMWK1UllUrR1NQEFPafViO4WrduXVntiggffPcK/vL/9sy6/3uqaER44+VJ2peXHvCb102t9V2t4HtsbIxQKEQikahK++ezSCRCPm/JAU2NLfEtD/O9O7wZeAS4aYbXFLDg2xhjjDFFyeVyeJ43bUn45OcqFQSJSEX28O6+uIEP3NzK5x4YmDMAj0aEi7fEuf3flVeb3BTk8sqrJ6P0jq/m+b0RXPVojMPF6x0uWA1OhfaNnjx5klAoxKZNdbqTcvXqki8Nh8Ok0+kKDsYYM585g29V/ejEnx+szXCMMcYYs9hN3vBPDb67u7vxfZ8LLrigIn1MlqlqaGgoe7/wz76xmdXtEf7xoQG6T+fxPMXzC6/FY0IsIrzrhhb+7ZtbKhYULlXD48oTL/u8cAREHPLusmmvHzzlE3Jg9xZhz9bC975UmUyGbDbL6jIC2AVXYp1vKATfruuiqpaAzdSGCFQxf0M9CLwuSkT+LXAREJ/8nKp+vBqDMsYYY8zi1dLSQkNDw7QEV/F4nMHBwYoFAmNjY3R3d7N169aK1G7euS3Bzm2dHDuZY99LKUbHfRJx4YJ1MXZuS1jQXQHd/co/fd/H9WCyWltTLEMk5DOQKjyoyU1sv//hy8oLR5Rfus6hqaG07/1klvPm5uayx75gPvaxsmp9RyKRsnMjGGOCC/SbJiJ/BzQA1wN3AT8PPF3FcRljjDFmkRKRcwLiWCyG7/vk8/mKBMuTe1krHVSsWx1l3eryx2emOzWofPF7Pnlv+ue3r+ylIZLn+wenLwt3fRgeh3u+4/Orb3NoiBUXgKsqw8PDJJPJJZflfFJrayutra0LPQyz1CzxVRZB35GuUdVLReQnqnqHiPw5tt+7ZMPDwzzzzDMcO3YMEWHjxo1cccUVNDY2LvTQjDHGmKryPI8TJ06wYsWKacvO4/HCwrpMJlOR4Nt1XRzHqWqJKlMZebcw43124A2QykVpS45TSDU0/abdVxjPwFef8Hn/9cWVqMvn8+Tzedra6nyPfomz3saYhRH0HWkyG0NKRNYAecDKjxVJVXnkkUf49Kc/zZNPPsnRo0c5cuQIP/jBD/jUpz7Fk08+WZF+Hn30US6//HLC4TBf/vKXp712zz33sGXLFrZs2cI999xTkf6MMcaYoNLpNMPDw3je9EhrMpt1NputQadQ0QAAIABJREFUSD+u69pS2jrx8jHF9Wd+bTwXIewosfDM5d58hZMD0DcSvBY7FDKp79ixg2XLls1/8vlszZqSL3Vdl8OHDzMyMlLBARkzD3Gqd9SBoKN8SESWAf8v8CPgMPBP1RrUYvX444/z5JNP4rrutJsO13VxXZdHHnmEZ599tux+urq6uPvuu/nFX/zFaZ8fGBjgjjvu4KmnnuLpp5/mjjvuYHBwsOz+jDHGmKBSqRQwPdkaQCgUoqurqyIZysGC73ryw1eU/Cyl1FP5wiqIhsjsJbE8H555dZbofQ6LYmXEyZMlX+o4DmNjYxV74GWMmV+g/3FU9U9UdUhVvwKsB7ar6h9Vd2iLSy6X49FHH52znmI+n+db3/oWvl/8G8hUGzZs4NJLLz3nDeWb3/wmb33rW2ltbWX58uW89a1v5Rvf+EZZfRljjDHFSKfTxGIxQqFzlwk3NzdXZMk5wOrVq+no6KhIW6Z6Tg8qo6nZXx/PFfZjJ6O5Wc9RhRePgOsFm/1Op9McOHBgyZfZmnz4YLW+Tc1MZjuv1lEHAo1SREIicrOI/Efgt4B/LyK/W92hLS4vvvhioPM8z+PAgQOBzr3tttvYu3dv4DF0d3ezbt26Mx+vXbuW7u7uwNcbY4wx5VBVUqnUrLW8c7kcAwMDqBa3hHgmiUTinNl1c/7pH9U58y+lclGeONzF6dGmedsazwTrc3h4mEwms2QTrU01WW7MGFMbQddjPQhkgOeB8qZll6i+vr5ATxY9z2NgYCBQm3fddVdRY5jpZsbqOhpjjKkVz/OIRCIkk8kZXx8fH+fEiRMkk8kze8BL4fs+IyMjNDQ0VGwm3VRHNl+YuZ6NIvSnkoAScTzy/syJ1UQKbc1HVRkZGaGxsdG2JWDBt1kASzz2CPq/zlpVvbSqI1nkgj5dFZGqvRmsXbuW733ve2c+Pn78ONddd11V+jLGGGPOFg6H2bx586yvT814Xk7w7boux48fp7Oz04Lv81w0HOxefHt7L2taRvjhkS7S+XP/TVULbc0nk8mQy+XqP8t5hSQSCVt2bkwNBV0c/68i8raqjmSR27x5c+AAfNOmTfOfVIK3v/3tPPzwwwwODjI4OMjDDz/M29/+9qr0ZYwxxhSrUhnPJ2fybGbz/NeSDDYLdmqsiUjI49oNR2iMnvvz4Ssk4/O3Mzw8DBTyCywKH/1oWZevXr2arq6uCg3GmAAs23kgTwL3iUhaREZEZFRErC5BETo7O+fN4Oo4Dp2dnbS2tgZqc7Y938888wxr167l3nvv5UMf+hAXXXQRAK2trfzRH/0Re/bsYc+ePfzxH/9x4L6MMcaYch08eJBTp07N+rrjOESjUTKZgJt3ZzE5k2fB9/mvcwXEAsxNDKUTPHF4PSLKNRuO0BJ/PVmaCGzthEh4/kC+oaGB9vb2xfOzYXW+TV2Rwi9stY46EDT4/nPgDUCDqjarapOqLpJHhrUhItxyyy3E4/EZ91k7jkMikeA973lP4Dbvuusudu/efc7n9+zZw/HjxxkfH6e/v39asrdf/dVf5cCBAxw4cIAPfvCDpX0xxhhjTJE8zyOVSs2bayQWi9nM9xIiIly1TYjMvJV7mtFsnMcPbcDzHa7qOkZICmmIwg5ctS3YLW1zczOrVq0qZ8jnlzLqfAOMjY1x4MABcrnZs8kbYyon6LvSfuAFrUT60SWsra2N22+/nYcffpgDBw6cKbPieR47duzgbW97G42NjQs8SmOMMabyJss6zZeBfM2aNWXXXrbgu75cskH4/gvBbjFT+SiPH15PczyLpw4isKwRVre+/lAnlYWXj8PBnomEbkA0BOuWj7O1M0pbyyLKcl5E1ZuZqCqZTIZ8Pm/5EUz1CXVTEqxagr4rnQS+JyL/Cpx5HK2qf1GVUS1iy5cv55ZbbiGVStHT04OIsGrVqjNJZowxxpjFKJUqFHOeL/iuRPmnFStW0NzcbBU96kQ8Krz3GocvP+7jevOfn3EjZMYKPyfrlw1z3c4Q0EL/KDxzAE4MFs7zptTnyaDEGo/zyoE4fd56rrgA1q2o/NdSc/v2lTX7Pfn7ZhnPjamNoMH3oYkjOnGYMjU0NLBhw4aFHoYxxhhTE+l0mlgsdmbV12w8z6Ovr4/GxsZZS5LNJxwO26x3ndnYIbzraoevPRksABeBeES5fMMQ/T0pxjM+jx1YjjtLQdzGSJpYKM/R0ZX0ZeBbP4bLNsKuDXWzVXRmN988d622eUz+nljwbWpBAa3rX7jyBXpnUtU7AEQkqarj1R2SMcYYYxabhoaGQMG0iNDb2wtQcvA9ODhIJBKxrVx1Zmun8IEbHL77E59jhR+BabPXAJFQIdbcvg6uvzREQ2wDrx44Qmakm7a4z6nUzNPZK+LD+CoMZpvPtPvcoULgvWtDFb+o89zkwzArN2ZMbQQKvkXkDcBngEagS0R2Ah9S1d+s5uCMMcYYszi0t7cHOs9xHGKxWFkZz3t6ekgmkxZ816GO5cL73hxieFzZd8DntZOFfdsikIjCpRuFi9cL8Whh9mwsIzzZvZ6NTcfZ2HySkHh0j7dT2Fw6SVkRH2Yo24inr6+8cH149iC0NxWyri9FIkJTU1NFtnsYMz+pm5Jg1RJ0TdZfAW8HHgBQ1R+LyJuqNipjjDHGLBqu6+I4TuBEauUE36qK67q27LzOtSSFG3aGuGHn3Oe9eAw83+HVoXVc0NKNI8r0wBsawlmijsvRzLklX10f9h1ausE3wPr16xd6CMYsGYHfmVT12FmJSwLsyDHGGGPMUtfT08Pw8DDbt28PlAQtHo8zMjKC7/tFZz73fR9VteB7CfD8QlZzXwGE14Y7z7wWC+XIehFASLlx9vVuw/NnzjfQNwIjKWieOxegMaYSlvjMd9Cv/piIXAOoiERF5L8AL1dxXMYYY4xZJFKpFPF4PHD28VgshuM4JdUenty7asH34neo5+zPCCCExeWS1tfY0nIMobBpPO9H8Ge57VWFF45VdajntdOnT7N///6FHoYxS0LQd6ZfBz4FdALHgYeB36rWoIwxxhizOHieRyaTCbznG6C5ubnkUmFW43vpODUI+RnWYboapnu8nQ3Np0iED5L3wxwcWUPWm7lgj69wcrDKg62W7u6KNJPNZlFVK89nqs6ynQegqn3AL1V5LMYYY4xZZNLpNDB/fe+pygkAkskk27Ztm7ekmal/6TkWRpxMteGpw6bmEyhCfpYl55Oy9Vppq8w63zC93JglXjOmugItOxeRT4pIs4hEROQ7ItInIu+v9uCMMcYYU99SqRRQXPANhX3iJ0+eLLo/ESESiRS9V9zUn/n+iXvSrbwyuJ4Dw534OnfwXbc/LXfeWXYTVuvb1IxMZDuv1lEHgo7ybao6AtxIYdn5VuAjVRuVMcYYYxaF5uZmOjs7i56JzmazjIyMFN3fyMjImTrhZnFrmHkV+TRDuSb6M8vmPS8WoK3z0oMPlt3E5Gy3Bd/GVF/QDVGTa1DeCXxRVQdsT4gxxhhj5hOPx4nH4yVdNzw8jOd5RQXuIyMjjI+PF7XH3NSnDSvhlRPglll/J+zA5o7KjKnmbrqp7AA8EonQ0tJiWzVMbdR5DCkifz3Dp4eBvar6tfmuDzrz/aCIvALsBr4jIu1AaQU4jTHGGLMk5PP5MwF0sWKxGFCYAS+G1fheOjqWQbwCW5QV2Lq6/HYWxEMPld1EJBJh3bp1RW8NMaYkjlO9ozbiwC5g/8RxKdAK/HsR+av5Lg40SlX9feANwG5VzQMp4F2ljtgYY4wxi9/Y2BjHjh07U/6rGJOz5ZlMcc/6LfheOkTg0vWFmeuS2wA2roSY5RlDVRd6CMbUg83ADar6N6r6N8DPADuAdwNvm+/iwP9dqeqgqnoTfx9X1VMlDtgYY4wxS0AqlcJxnDOz2MWIRCJF1QaflM/nLfheQrauhni0EESXIhyCyzdVdEh16cCBAxw7toSLnZsaEVSqd9RIJ5Cc8nESWDMRJ8+7VMvenYwxxhhTFel0mkQiUVLpMBFh8+bNRV2jqnieZ8H3EhIJw41XwH1PQy5fWEIeVNiBt+2EFlttjeM4lnDNmGA+CTwnIt+j8NzvTcD/FJEk8O35Lp733UkK75hrVdUehxljjDEmEM/zyGQyNU18JiJcdNFFtnx2iWlKwLuvhIf2QSYHrj/3+SEHHIF3XAar5k+EviREIhHS6fRCD8MsdkLdlASbjap+RkT+BbiSwlf0h6p6YuLleauBzfvVa+Ed7P6yRmmMMcaYJWXyRr6cJE7Dw8O88sorRc3IiYjV+F6CmhLw794Ab9gGzYmZ94FHQoUEbZdthFuuXSSB9403VqSZcDhsM9/GBCAiH1fVk6r6NVW9HzglIv8Y9Pqg67KeFJE9qvpMacM0xhhjzFKSTCbZsmXLmRrCpZhcCpvJZGhsbJz3/HQ6zcDAACtXriyrX1OfwiHY3gnb1kDvCBztg1QWfC3UBO9YDmtXFGa9F40K1PmGQvDt+37Rpf2MKZbW+cw30CUif6CqnxCRGHAv8KOgFwcNvq8HPiQiR4BxClPsqqqXFj1cY4wxxix6IlJSorWpJjOeZ7PZQMF3JpNhcHDQanwvcSKwsqVwLHoVqPMNhRUqbW1tFRiQMYveB4F/FJE/oBAj/6uq/mXQi4MG3+8oZWRmYdx999185CMfobOzE4APf/jD3HbbbQs8KmOMMUuFqnLixAlaWloCBc2zCYfDOI4TuNzY5LJZS7hmlozbb69IM8lkkmQyOf+JFaSeiz9wCr/3BP7IALh5CIdxGpfhtHXirOhAItGajslUmxSejtUhEbl8yoefAv4eeBz4vohcrqqBZr8DvTup6pGJTldSKCxuyqSq9PT04DgObW1tJWWCncstt9zCpz/96Yq2aYwxxgSRy+UYHBwkkUiU1Y6IEI/HyWbnrd4CFIJvx3Fsz7dZOq64oiLNqCq+71c9Z4Kq4p84SO65x/BPvAahCKhfCLwnhcLghMDN46xaR2TXmwit24rY77VZWH9+1seDwIUTn1fghiCNBAq+ReTmiYbXAD3AeuBl4KKAgzVTDA0N8bnPfY7R0VEAWltb+cAHPlDzJ47GGGNMNaRSKaC8ZGuTWlpaAieCcl3XZr3N0tLZCRXI7u95Hq+88gqrV69mxYoVFRjYDH2cOkL2kXvR9Di4ucIn/RkerHlu4QD8U0fIfuefIRwldt17CXdtrcrYTO3U8Z7v/wb8UMsspxH0q/8T4GrgVVXdCLyFwjS7KcFXvvIVBgcHyefz5PN5ent7eeihh4pu57bbbmPv3r2z9nHppZfy8z//8xw7ZlXijDHG1E4qlcJxnLL3fAOsWLGCVatWBTpXVS3RmjFFUlWc7DgAuf6TuIdfxDv+Kv5IP+rPU7ctSPtunuwPHiTz0GfR0cHXA++g8jlIj5H91hfIfOef0WywbSjGVNgvA/tE5J9E5FdEpKOURoI+Hs6rar+IOCLiqOp3ReR/ldLhUud5Ht3d3dNqkPq+z4EDB4pu66677prx8zfddBPve9/7iMVi/N3f/R233norjzzySMljNsYYY4qRTqdpaGio2JYqfyIAmG85bFdXl9X4NiYgf6gH98Cz+KePgPqE1u4hNzaE23+gsC9XAd9Dlq0kvPkynFUbpi391tQoXvcB/J5j+H3daCZVWELuhJDGZTgr1+EsX0XuucfQwZ4zs9klc/N4h14k3dNN4l23Iw2l55MwC6hO93yr6q8DiMh2CvnQ7haRFuC7wDeAx1XVm6+doMH3kIg0Ao9RyO7WA1gxwBI4jkM4HCafz0/7fLn74qaaulzo137t1/i93/u9irVtjDHGzEVVUdWKLDmHwkPrl19+mY6OjkDZmCudQ8WYxcYf6Sf/o2+h48PgeRSibAh7OTwnfE6QrIOnyP/o2+CEiOy8DsIR3BeewD91BMQBL39WD3l04BRu/0k0kwV/3ngkOM9DRwdJ3//3JN7zG0i8Mv/PGBOUqr4CvAL8pYgkKGQ8/3fAXwC757s+6LLzdwFp4LcpRPavATeVMuClTkS49tprpy2Li0QiXHfddRXr4+TJk2f+/sADD7Bjx46KtW2MMcbMRUTYsmVLxcp9hUIhwuHwvBnPfd/nyJEjZ/KpGGOmU1XyP32G3KP3oiP9E0H26ytFQm4ONzRLdnEvj+bS5B67j9y3/hH/xMFCUH1O4D2lv1yusoH3mYZ9dHyYzLf/yVa61BuRwgObah01+RLkgon63gBXAZuBP1LVeQNvCJ7tfHxiXfuVwADwTVXtL2XABt70pjexbNkynnnmGUKhEFdffXVJAfJtt93Gr//6r7N79/R/67/+67/mgQceIBwO09rayt13312hkRtjjDHBVHIGOhaLzZvx3HVdRkdHaW5urli/xiwW6vvk934Tv/forAFx8+gp/NDMoYF6LqRSgZO7qedBwESJJfE9/NNHcfc/R2TrZdXrx1SUAlr/q5O+AuwWkc3AZ4AHgC8A7wxycdBs57cBfww8AgjwNyLycVX9bElDXuJEhJ07d7Jz586y2pltz/cnPvEJPvGJT5TVtjHGGFOKY8eOEQqFWLNmTcXajMfjDA4OoqqzBvVW49ssSQ88MO8pqkr+R98qBN5z7LtuTPXNfL3rQmo88JBUFZ1npUpFuHlyP3iA8PrtSKxy2zeNmYevqq6IvBv4K1X9GxF5NujFQefnPwJcpqq/oqq3AlcAtpHYGGOMMWeoKmNjYxVfChqLxfB9/5x8KVNZ8G2WpAB1vr2jL+OfPjxvwjNfHHKRBvwpD7jU84oKvAsdVmGp+WxUyb+yr3b9mfIt4LJzEfkdEXlRRF4QkS+KSLyEryAvIu8DbgUmy1UFLrMRNPg+DkzdRDUKWP0qY4wxxpyRy+XwPK+iSUQBkskkq1atmjPbuQXfZknaPfc2U02P4b7wWKBM46lEK0fX7SEfKSQxU1VIp4oekuaKLCVWDjeP+5MfoFp+STSzuIlIJ/Afgd2qejEQAn6hhKY+CLwB+B+qekhENgKfD3px0HeobuApEfkaheX67wKeFpHfBVDVvyhuzMYYY4xZbFKpwo16pTKdT4rFYoESuEUiEQu+zdJy4sScL+dfeiJw0rOQVwia3VCMGOOQy0KRdb7V9wPvC68UzWfxe7sJrVxX035NaZQF3fMdBhIikgcagLl/gWagqi9RCOInPz4E/GnQ64POfL8G3M/rKRG/BpwEmiYOsxR87GMLPQJjjDHnsVQqheM4xGKx+U8uUj6fnzPjeWtrK9u2bbNSY2ZpmePeTHMZ/JMHAwfD4Yng2wtFCrPe8yQ5nFGRwXpF+D5+b3ft+zXnozYR2TvluH3yBVXtBv4MOEohjh1W1YeL7UBEnheRn5x1PCYifykiK+a7Pmi28zuKHZhZhO64wwJwY4wxs4rH4ziOU5UAuLu7G9d12bx5c8XbNqZuzXFv5h57BYqYZTwz8x2OwRz5FeaitdzvPclz8U4eJnLR1bXv2xRJ0OqWBOubreSXiCynsHp7IzAE3Csi71fVwEvGJ/wr4FHIcA6FpesCDAN3M085blubZYwxxpiKWLFi3of+JYvH4/T398+a8fz48eNEIhFWrVpVtTEYU0/8U4fBD17uy1Efx3PxQpHCkvNSLFDdbX+wZ0H6NXXlZ4BDqtoLICJfBa6hiP3aE65V1WunfPy8iDyuqteKyPvnu9iCb2OMMcaUzfM8RGTOpGjliMViqCq5XG7GZe3j4+Mkk8mq9G1MPdKRmUuHzaW9fz/hXLr05eMBg2/fCZNtXE6usZVs4wraXnsaJ0BSuFmVc62prerOfM/lKHC1iDQAaeAtwN4S2mkUkatU9SkAEbkSaJx4bd4fRAu+jTHGGFOyngGX/iEX3EH8/AA7duyoSgAejxcqwmQymXOCb1XFdV1LtmbMBM1nwS1+6XjTWE/Fl46rOCiFmfV0yyr6N15OvqH5TBAWyo7jRhtwY0nUCZEcOF58JwsX0Jk6oapPiciXgR9RCJKfBe4soanbgM+KSCOF5eYjwG0ikgQ+Md/Fgd6lRGQr8LfAKlW9WEQuBW5W1f+nhAEbY4wxpo6pKntfTPPV7wzTfdolEoZ3vXGcpgbh0XsH+LkbWljdHrjsaSCTAXd2hiRQvu+jqhZ8GzPJzYPjgFfcDHY+FGNo2WrSa5fjePkzR8NoL02DhaB4dHknjueeeS3k5XHcHI76qOOQjzeTbWwtHE2t5BqW0f7qD2nsP4bj5ghnx0n2HyM2NkBsbIBQvpBIsX/TFXiReEnBtyQa5z/JLDwBXcCkmKr6UeCjZbbxDHCJiLQAoqpDU17+0nzXz/ouJSK/DnxPVV8B/gH4CPD3E53+RES+AFjwvZSsXr3QIzDGGLPAVJX/c/8gj+4bJ5srLDHNu0rHCo9Xj4b5wY9SPPV8mt/71XZ2bIpXrF/Hcejq6jozAz6V1fg2S9Zs92Yir9coKoIXjuI7YSLZcbxQBDeawA81E3KzNA0WykT1rL/inOtaeg7QduIlvHgj3TvfURiCmyM2NkDLiZ8STY8CEBsfpOPlR2fsOzF0isENu3AjccL52SsbzPS1htZsKPprNaYUIhID3gtsAMKTOUhU9eNBrp/rXerzwP8GbgUaVPXpsxKc2OaKpWaeWpLGGGMWv68/Ojot8AZobfZpiCnHe0P4Ctmc8snP9vLJ311Ne2vlAuLm5uYZP6+qNDQ0EI1GK9aXMXVhtnuzSAy0+H3b8ewosdF+yKRnOUPpeunbeKEI/pQjmikE12E3Q/tPHyc2Nkg4M1pURefE0CkGgfSyDpp6Dwe/MBzFaV9bRE9moWj1s53XwtcoZDbfBxSdmXDWr15VxyisaQfoE5ELmHiGJiI/T6E+mllKrMyYMcYsaa6rfPU7w9MCb4C17YU9ot29oTOfy7vKQ4+OVLT/XC7H4OAg/lnJoOLxOJs2baKhoaGi/Rlz3pvl3kxCYYiX+Pswx7JgASK5FPH0MA1jfTQOn6R54Cjx1GDhdcehse8okSIDb4Do+CBOLkN6WUdxF/oeoY4NRfZmTMnWquotqvpJVf3zySPoxXM+elDVyUwNv0Vhyfl2EekGfhv4jZKHbIwxxpi688yLqRmTGR/vDfHtvTH6hl+/rfB8+P7ecXL5ypUeSqVSdHd3k8vlKtamMYuVs6zEsnuh0PznzEJEoMTtHwIkhk+RTy4rpkNCmy5GYpXb4mKqTKR6R208ISKXlHpxoN8OVT0I/MxEFjdHVUdL7dDUMZv5NsaYJe3Q8RyZ7LnB9MBIiKdeOveGXYD+IbdiydemZjyfuve7p6eHkZERLrjgghlrgBuzaM1xbxZauxW/5yh4RWY9L/N3SCIR1C1td2rba88gxZQNC4WJXHrt/OeZ88YiWHb+RuBXROQQhWXnAqiqXhrk4jmDbxH53Vk+D4Ve/qKooZr6tmaN7fs2xpglzPPPDbwdR9m02uVEX4hU9qybKik62fKcJvd0n53xPJfLnakzbsySMse9mbNqw0TG8+KaFBE0HIYSA2hxnJKvL6rWdyhMaP0OQm1riu7HmDK8o5yL53v00DTPYZaSk7bN3xhjlrKOtgjRyPQAt7XJ55a3pNm45tw7fM9TWptLX8J6NsdxiMViZDLTMyFbjW+zZM1xbyaOQ+iCXeCU8LsRjZUxKJBotOQZ9MG1F9G7+ar5TwxHif2bm0vqwywUKSRdq9JR1ZGLTGb8HJ3lCGTO30ZVvaPUARpjjDFmcblmV5LPPTg47XMrWgpT2/3D05/ni8DObQkaEpVdYjhb8B2JVLauuDGLQXjzZfjHXkHHh4u7MBQCcUrKmA4Tq2RjMTRTRMmwCX44ynj7elYc3IvjzzJtH44Qf+svILFESeMzpgRfAG6kkOVcYVq0r8CmII0EekcUkU0i8qCI9IpIj4h8TUTm7EBE4iLytIj8WEReFBEL5I0xxpg6lkw4XHtZkkj49XuOFc0TwffI9FuKSFh41/UzlwYrR0dHB5s2Tb8FsZlvY2YmTojI7rcXPfstIpAoL7CVUAiJF58ILTF0CnVCZJrbZz4hFCF6/c8T6rygrPGZhaHiVO2o6rhVb5z4c6Oqbpr4c/IIFHhDwOCbQqT/JWA1sAa4F/jiPNdkgRtUdSewC/hZEbk66MCMMcYYc/754M8tZ11HmMjEvXxbi8/wuJB3Xw/IoxHhfe9oYXNXeUtXZxKNRqcF2qpKMpm0MmPGzMJpaSe863oIFRmAh8MQiZbVdykBeHykB3yPzNklx5wQRGLE3v5LRDZdXNa4jCmWiFw+1xG0naC/haKqn5vy8edF5MNzXaCqCoxNfBiZOCpXb8QYY4wxNReNOHz0Nzr4wtcH+e4z47Qv8xkYdgiFIBwSmpMO779xGVdekqxK/77v09fXRzKZJJlMIiKsW7euKn0Zs1iE124FwH3uu+AXkdQsHgfPBb/0zIkSCkFDA5rNgjd/9jfH94iP9E6v9x2O4KzeSPz69yKJxpLHYhaYUMuSYJU2Vy1vBW4I0sh82c5bJ/76XRH5feCfJhq/Bfj6fI2LSIjCuvjNwP9W1aeCDMqcpz760YUegTHGmPNANCL8ys+18gvvXMazLw6TH3V53ztiXLAuyrYNsapmHRcRent78X2fZLI6Ab4xdaOIe7Pw2q04Ta3k934DzYwXgup5iAiabITxsfICcBEkHkc9D3W9QhAeCoE7cxm0xr4jZJvb0VCEUEcX0V1vIrR2c8n9G1MuVb2+Eu1IYYJ6lhcL9cvO3lA+ZQzB1reLyDLgPuA/qOoLZ712O3A7QFdX1xVHjhwJOHRjjDHGLEUHDhwgHA6zYcMGRkdHOXbsGBs3biRR5h5VY5YC9T3c136M99qzhSB4vjrgoTDqK+DA2FCgoH1G4kAoRPiKnyG8dgvu4ZfxTx3FO30UTY0UgnvHQeJJnFXrCHVsILR+G07jstL6q3Misk9Vdy/0OCpp18UX6sNf+r8QUKFoAAAgAElEQVRVa3/VRXuq9j0TkffM9bqqfjVIO/NlO99YzKDmaGdIRL4H/Czwwlmv3QncCbB7925bln4+szrfxhhjpshms4yPj9PS0kIoVLmSYvOJxWKkUimgkGzN930cp7rJdow5L5VwbyZOiMiWywlv3oV/+ghe9wH8wVOQHi0EyFDIch5N4LS046zaQGjdViQcxTtxkNzjDxQCcDcXsEMBJ4y0riL6xnfhJFsAiOzYAzv2zHqZquK6buAEVcZU2U1zvKZA+cF3OUSkHchPBN4J4GeA/1Wt/kwN7N270CMwxhhzHhkbG+PkyZM0NTXVNPiOx+MMDw/jeR6uW5iFs2znZkkq495MxCHUsZFQR2GuTX2vsAxcFUJhJHxu+b7Qmk3E3/sf8I/vJ//iD9GB0xCOTOwLn7KfOxwBBHyPUNd2wjuuwlnRcU57czlx4gSjo6Ns27atqltZTO0ooHX6b6mqH6xEO9V8p1oN3DOx79sBvqSqD1WxP1Nt+/YVnrAaY4wxFGa+HcepeeAbixX2ledyucLMmOPUNPg35rxRwXszcUIQnf/3SJwQoa7thLq2o7kM/sAp/P6T6PhIIQAPR3FaVuC0rkaWtRcSrpWgoaGBwcFBMpmMbSkxC05E3q+qnxeR353pdVX9iyDtVO3dUlV/AlxWrfbNArj55sLTUGOMMYZC8D0ZCNdSU1MTF154ISJCX1+fzXqbpWuB780kGi/sze7YUPG2GxsLWc3Hx8ct+F5Eql2Pu4omM3w2ldNIoHcrKbyr/hKwSVU/LiJdQIeqPl1O58YYY4ypX9ls9swNci1NDfYbGhqIxSpfT9wYs7AikQixWIzR0VHa2toWejhmiVPVv5/4845y2gn6qPj/A3wK9cs+DowCXwFmz5JgjDHGmEVrcr/1QgW+PT29pNJ5Gpd10NRYn3sIjTFza2xsZGBgwJIqLiI6YxGt+jGR1+zXgA1MiaVV9VeDXB80+L5KVS8XkWcnGh8UkWiRYzXGGGPMIhEKhdixY0fN+x0a8/nB8y5+epzVy9J85jvN5PIOXascrr8swvYuB6dOE/oYY6Zbvnw5yWRy/hNNnZB6XnY+6WvAY8C3AW+ec88RNPjOTyROUzgT8fvFdmaMMcaYxaPWSc6eP+jyhe/k8H3YtjrKppVj3HLlYfYdauX548vo7s3Stcrhg++IEYtYAG5MvYvH48Tj8YUehjFTNajq75V6cdBHD38N3AesFJH/AfwA+J+ldmqMMcaY+jY0NERPT0/N+vvpUY8vfCdH3gXPh6Hx1xfgZfKF25mcC4dP+Xz2X7L4viUINWYxyGQy9Pf3L/QwTIWoSNWOGnlIRN5Z6sWBZr5V9R9FZB/wFkCAn1PVl0vt1NSp7u6FHoExxpjzxMjICNlslpUrV1a9L99XvvhIlrz7+ueGUq8H3+nc67czrgfHenx+ctBj12bLgm4WuSVwbzY6Osrp06dpbm4mEjm39rgxtSAioxRWgQvwhyKSBSbflVRVm4O0M+fMt4i0Th5AD/BF4AvA6YnPmaVk376FHoExxpjzRDabJRqtTfqXnx7zpwXeAKnc60ve0/npy99zLnzvuXwthmbMwloC92aTFRXGxsYWeCSmXEoh4Vq1jqqOXbVJVZsn/nRUNTHx96aggTfMv+x8H7B34s9e4FVg/8TfF/9vu5nuzjsXegTGGGPOA6p6psZ3LfzwxTzZc2Jp4Yn9hfJD6dy5e89PDShDY5aexixyS+DeLB6PEwqFLPg2C0pE1otIy5SPrxeRT4nI7xSTiHzO4FtVN6rqJuCbwE2q2qaqK4Abga+WOnhTpx58cKFHYIwx5jyQy+UAahZ8D43NvH97cDzK88dazpn5BgiHYCRl+77NIrcE7s1EhMbGRsbHx1G13+m6JoVs59U6quxLQLLwZcgu4F7gKLCLQlnuQIKOco+q/svkB6r6r8CbAw/VLA433bTQIzDGGHMeyOfzOI5Ts+A7NMvdSu9onH2HV6A683LDsGMZz80it0TuzRobG/E8j3zetpOYBZNQ1RMTf38/8FlV/XPgg8CVQRsJmomkT0T+O/B5Csv13w9Y2sGl5qGHFnoExhhjzgONjY01rfG9tt2hu8+jmATmrgfLmyz4NovcErk3a2lpoaWlBcep+xrRS16192ZX0dSB3wD8AYCq+lJEpvWgP8HvA9oplBu7b+Lv7wvcizHGGGMWFRGhmBuOclx7SWTW2e+ZiMDFG0MkYnV7k2eMmcJxHAu8zUJ7RES+JCKfApYDjwCIyGogF7SRoKXGBoD/VMoojTHGGLO4dHd3E41GaW9vr0l/Ha0Oa9ocjvX6+AFyqIVDcN0uK0lkzGIyOjpKb28vGzZssEC8jtVgb3a1/DZwC7AaeKOqTu6B6AD+W9BG6varN8YYY0ztqSrDw8M133t569tj/P/s3Xd85HWd+PHXZ0pmJjMpm2Sz2UK2sLssS9+lIyAgKHeAiKCH9WzoYecOT/HuQM87uZ+KFQuecoj1QDlRsSBFEQXdBakLLGxPNr1P+858v+/fH99kN8mmfJNMTd7Px2MemZl8y3sDyXzen/auDMF0y7iDAXjlSUFWLNYmjlLzTSKRIJFIFDsMtQCJ64ci8nkRaRn1/uMi8muv19FPJqWUUkp5ls1mcRynYJutjaiOGj58eZil9YZgwJ1aPlpFwH28+oygjnorNQ9Fo1GMMVpyrMyVa53vXPG64ZpScNFFxY5AKaVUkaXTaaBwZcZGq4n5+PAVEfZ1OvzuiQx7OxxsG2IROPWoICes9VMRLI8GmFI5sYDaZj6fj8rKSk2+VVnzlHwbY740wdv9wBYR+WluQ1IlawHUklRKKTW1YibfI1Ys9vHGVxTv/kqVjAXWNovFYrS3t5PJZAgGdYZLuRFMOa/5zgmv//owbgHx7cOPY4E64B3GmC/kKTZVahZILUmllFKTM8YQDocJBHTynFJFt8DaZrFYjKqqKhwvOy+qklTu086NMWcYY+41xrxgjNlhjNlpjNnh9Xyvn5xrgXNFJDt8068BvwHOB56acdSqPF11VbEjUEopVWR1dXXU1dUVOwylFCy4tlkkEmHlypXFDkMtbN8CPgxsBeyZnuw1+V4ORHGnmjP8fJmI2MaY9ExvqsrU5s3FjkAppZRSSo1YoG2zTCZDIBDAjN95UZU8Kf//Zv0i8svZnuw1+f5/wF+NMQ8CBjgL+E9jTBT47WxvrsrM8uUgUuwolFJKFYlt27z44ossWbKE2traYoejlFqAbbP+/n727t3L2rVrCYfDADjZLMbv12RcFcIDxpjPAD8BDgxCi8hjXk72lHyLyLeMMfcAJ+Mm39eJSOvwt6+dWbxKKaWUKkeWZZHJZLSBq5QqGv9QEoBtX72dni9/l1Rrh9sBIYK/MkzsyLXUnXkii89/GQ2vOAPjW9gbfJUakbL//Dhl+OuJo94T4FwvJ3vd7fyTIvJvwE+HX/uMMd8TkTfOJFKllFJK5ZaI8PSLKX6/ZYjBIZvG+iDnnVrFymUVOb9XKex0rpRamHr/9Dgv3vh1uu77I03f/wzZqgipfW1jjrETKfq3Pk3/Y8+w57/vwF8ZZvUH/56V73kDwepYkSJX84mInDOX871OO282xnxMRD5tjAkBdwCehtaVUkoplR/tXRk+9Y02+gZtUml36qnPJLnvkUHWrwpx7duXUBnO3ajPSPJdUZH7xF4ppSaSHRzi6Q/+O/t//CucZBpESP7xcWKXX4AJVSBp69CTRLCH4thDcbZ/6mZ2fv7bHP+dz7L4/JcV/h+gRjGI52JbpckYswT4T9z9zy40xmwEThORb3k53+u//m3AMcaYjwE/Ax4QkRtmE7BSSiml5q5/0Oa6L7bS3p09kHgDOAJWRnh+Z4pPfm0/tp279aDpdJqKigp8Oo1TKVUA/Vuf5oEjzmf/Hb/ESaQOrG9PPvIEvnCI0PEbpr2Gk0xhdfWy9fL38uRVH8fJZvMdtprf/gf4NbBs+PULwIe8njzlp6cxZpMxZhNwAvBF4PW4db5/N/y+UkoppYrgZw/2kUg6k+61lMlCS1uGrc8mcnbPSCRCTU1Nzq6nlFKT6Xl4K386781YnT04qbHFldJbn6XrhpuxXtjl+Xp2IkXrj37Oltf8A04mk+NolRdC+df5BhpE5H8BB2C4FLfnkmPTTTv/3LjXvcDG4fc9LyxX88Tddxc7AqWUUoDtCL/54yDZaT7uU5Zw9/39nHxMNCf3Xbx4cU6uo5TKkXnaNht8+gX+fNE7seMTdx5KKk38p/fP+Lp2IkX37//MX99yLSd8//O6eaSajbgxph43F8YYcyoHy3FPa8rke64LytU8s0BrSSqlVKkZSjiMnzlZVenw2nPS/PDeMCnrYIOypSM3IzwyPMSujVWlSsg8bJs5lsWWy9+LHU9OeZyvtorK804lcf+jOL0D3q+fSNFxz4O0/ugXLP+7i+YarpqhAo5Q58s1wN3A4caYh4HFwOVeT9ZFW8q7E0+c/hillFJ5F/AbnAPJsPs1EoKVTQ5rV4wdDvf7c9PQGRwc5JlnniGZnLpBrJQqoHnYNtv+qZtJ7e+ctn55oKmB+n95D5HTjp/xPexEkqeu/jfS7V2zDVMtUMP1vM8GTgfeDRwlIk96PV+Tb+Vda+v0xyillMq7yrChsS7Asgab9742SXOTTWefIZmGNcsPJt8+Hxx/RCQn97Qsd0dh3elcqRIyz9pmqdZ2dnz+VpzE9J181vO7sHv7CZ923Kzu5aTSbPvYZ2Z1rpq9ebDmGxHJisgzIvK0iMxoepkm38q7G24odgRKKaWGXflKH2+/KIXfD7YNIoYdrX7WLLMZXopGwG+46OXVOblfKpUiEAjg9/tzcj2lVA7Ms7bZ7lt+OO2I9wEipB59isips0u+JZNl/x2/JNM/OKvzVfkxxhxhjPnrqMeAMcbzTuW54Dn5Nsacbox5gzHmLSOPfAamStAnPlHsCJRSasGzbZu9e/dSFeqlo7+C//l5JS2dbkK8s8VPTUyorxFCFYZLzqlm1fJQTu5rWZaOeitVauZR28zJZtn91e/iTFS3exLJP/0Vf8MigutWzuqexu9j3+3/N6tz1Wzkb9Tby8i3iDwvIseLyPHAZiAB3JXvf/VonpJvY8ztwGeBlwEnDT/m3yITpZRSqsT19fUxMDBAU1MT55y+lvNOqyESMkTChtauACkLDlsCb7+sntdfWJeTe4oI6XSaUCg3ibxSSo038PizyHQlHMZJPfIE4jhUHLlmVve040laf/CzWZ2rZkfE5O0xQ+cBL4nI7pmcZFxvMsb82/DrZmPMyV7Pn67U2IgTgY0iXueBKKWUUipXRIRMJkNFRQV1dXVEo1HC4TAAV/5tHZe/chHbXkqRSNnEqvx87N1hfL7crn9raGg4cE+llMq1/seewbFnlnzbHT3sO/dtOP1Ds77v4DMvICJayWHh+TvgB14ONMacATwiIjbwVdwa3+cCnwQGgR/jDk5Py2vy/TTQBOz3eLxSSimlPEokbe5/pI/fPTqAlRHWr45wyXl1HLY0hG3btLS0EI/HWbt2LcFg8JAkOBgwHJujjdUmYozRGt9Kqbzq+cMWnERqxufNJfEGEEdI7mmlcuXyOV1HTU/Ie6mxBmPMllGvbxGRW8YfZIypAC4BPubxugJ8DbgKOEVENhljHgcQkd7h63niNfluAJ41xvwZSB+IQuQSrzdSSiml1KFe3J3k4zftxs4KKcudYLZrX4r7/tjHGy+u5ug1Q2QyGZqamggEpv/YTiaT7Nu3j+XLl1NZWZmTGDMZdzPXQCCgo0NKqbxI7mqZ1Xn+pgbqrruKgdt+SnrrMzM+31cRJN3aocn3/NAlIl6WRl8IPCYi7V4uKiJ/NMYkhl9mjDF+hnc2NcYsxh0J98Rr8n2D1wuqeWzp0mJHoJRS88pQ3ObjN+0mnhj7uW07winHCIcv6yWV9rNu7RrPiXQwGCSdTjM0NJSz5Lurq4uenh42btyYk+sppXJkHrXNHMv7RmtjzusbJLNjH3Z3X8HvrWaukCXBpnAlHqecjxCRvw4//RLuJm2Nxpj/AC4H/sXrdTwl3yLyO2PMSmCdiPzWGFMJaK2RhWae1ZJUSqli+83DvWSzE2+n0rxUeGEXPLjVz82f8D6lPBAIEA6HGRoaorGxMSdxjmy2pqPeSpWYedQ284VmV01BUmn6vvCdud1bKzksGMN57PnAu2dzvoh8zxizFXfDNgNcKiLbvJ7vdbfzdwF3At8Yfms5oPvyLzTzrJakUkoV2wN/6idtHUy+Fy8SGmoFMNx5r+E7Pze0d9u0dWZmdN1YLEYymcSe4eZFk9GdzpUqUfOobVa5prko93XSFuEVTUW590JUzFJjACKSEJF6EemfSdzGmLqRB9CBO3L+faB9+D1PvNb5fi9wBjAwHPR2IDfd6UoppdQClc6MHfU+4wThDRe672VtAxh8PkM643k5GeAm3yJCIpGY/uBpOI5DJpPR5FsplVd1Z2zGV1n4igomENDkW3mxFdgy/HX8Y8sU543hdc13WkSskelmxpgAw4vM1QIyj3pXlVKqFKxeEWJ/h8VIIc/6GsiOy7NtW2isD87oupWVldTW1uL3z32FWDrt7rOqybdSJWgetc1qNh2F8RV+VWv1Met1SU3BzKoed0kQkdW5uI7Xke/fGWOuAyLGmPOBOwCtSL/QLFtW7AiUUmpeufT8eiqCBxsii6qhd9REOL8PTt9URWV4Zg1Sn8/HihUrcrLhWjAYzNm1lFI5No/aZtXHHznrdd+z5Y9WsuyNry7oPVX5M8ZcZoy5yRjzOWPMpTM512vy/VGgE3gKd3H6PcxgVzc1T+zXMu9KKZVLG9ZEOOukakIVBmOE2iroGXC/5/dBVczP2y9fMqtriwjpdHrO674DgQC1tbUEgzMbfVdKFcA8apsZv5/V738LvnDhZtmI47DijVo5uVAEcDB5exSCMearwHtw8+KngfcYY272er7X3c4d4JvDD6WUUkrlgDGGD7x1GYctDfPrhzoJ+LPEUz6CQcNJx8R4z5VN1NXOLulNpVK89NJLrFixgtra2lnHGI/H8fl8RCLed1xXSqnZaH7X63nxxq8X5F6mooIVb7yEQCxakPupeeNs4GgRGanzfRtuIu6J1zXfSimllMoDYwyXvbKei86tYefubl79ijBXvzlKdWxuH9HhcBi/38/Q0NCcku/9+/cTCARYtWrVnOJRSqnphBrrWXvdP/DSjd/ATiTzei9/JMQRn7omr/dQhyqROt9z8TzQDOwefn0Y8KTXkzX5VkoppUpARTDAEWtnN8V8IsYYotEoQ0NDiMisNhQamboejerIkFKqMA6/9l20/vDnDG17iQO7UeaYvzLCcd+6kYr6RXm5vpp/jDE/w505XwNsM8b8efj1KcAfvV7HU/JtjLlCRO6Y7j2llFJKzU4qlcJxnJxubBaLxRgYGMCyrFntVp7JZBAR3elcKVUwvkCAzXd8hYdPu5zswFDOr++vjLD0dX9D06tfkfNrq2kIZbvbOfDZXFzE68j3x3B3OJ/uPTWfXX99sSNQSql5q6uri6GhITZs2JCza46MWA8NDc0qgdYyY0qVuHnaNoutX82pv7mNR85/C9mhRM5GwP2VERZfeBbHfv3fc3I9NXPlOu1cRH6Xi+tMmXwbYy4E/gZYboz50qhvVQPZXASgysg8qiWplFKlxrIsKipyW2YnFArR3Nw869F0Tb6VKnHzuG1Ws/loTn/oR/z5ondidffhJFNzup4vEuawd76OjZ/5KMbnteCTUrk13f95rcAWIAVsHfW4G3hlfkNTJWce1ZJUSqlSk8lkcp58A1RXVxMIzG6Ll9raWlavXj3r85VSeTbP22ZVR63j5c/+msPecQW+SBhmkTT7KyOEljVyyi+/zVGfu04T76IyiOTvUQ6m/DQVkSeAJ4wx3xeRTIFiUqVqy5ZiR6CUUvOS4zhkMpm81NK2bZve3l5isRjhcHhG5wYCAU28lSplC6Bt5o+EOfrz/0Lz31/OS5/9Jm3/dy/G78eOJyY/KeDHHwpRsXgRa/7pXRz25kvxV2q5RFV8Xj9RVxljPg1sBA58covImrxEpQonk4HJGns7d8Lq1Qdfb90673tYlVLzQzyRpbPHYlFNkJqq3Ce0uZbJuP3b+Rj5FhHa2tpobGyccfLd1dVFNBrVGt9KlaoF1DarPm4DJ9z+OTK9/bTdfR89f9hC758eJ7m3FbGyGJ8Pf1Ul1cduoP6sk6k/51QWnb5pVpUeVH4I5bvme4QxZifuP2UMr3mx1+T7VuB64PPAOcDboMx/csp1ySXw05/C+AbfE0/Aq18Nu3aNPTZPJR+UUioXBuNZPn/LDh56pJtAwEcm63D8UTVc+w+Hs2Rx6a5bDgaDrFq1Ki9rqwOBAOFwmKGhIRobGz2fl81maWtro6mpSZNvpUrVAmybBRfVcNhbL+Owt15W7FDUwnTiqOdh4AqgzuvJXhc9RETkPsCIyG4RuQE413OIqnRt3gwXXgiJUVN3HnwQLroIvvnNooWllFIzZWUc3vuxp/jdn7qxMkIiaZPJCFuf7OOqa5+gr790V0/5fD5isVhepp2DW3IsmUxi27bncyzLAnSzNaWKwnHgj55LBytVNsp9zbeIdI96tIjIF5hBXuw1+U4ZY3zAdmPM+4wxrwG8d5+r0vWpT8G558IrXwlDQ/DjH8Nb3gJ33QXnn1/s6JRSyrMHHu6ioytNNjt2FMhxIJ60ufMX+4sU2fTi8TgDAwN5u34sFkNESCSmWCM5ju50rlQR+Xzwj/9Y7CiUUuMYYzaNepxojHkPUOX1fK/Tzj8EVAIfAP4dN7t/64yjVaXp4x+HSMQdBReB+++HtWuLHZVSSs3Irx/sJJlyAPD74VVnhXjgkTSJJGQywr2/7+Sdb2gucpQT6+npIZFIUF1dnZfrV1ZW4vP5SKfTVFV5ayOk02mMMXkbjVdKTeOCC9xBkcsuA123rOYJp9gBzN3nRj3PAruA13k92VPyLSJ/GX46hLveW80XF1/s/kEXgc5ON+m+5pqD37/77uLFppRSM5C2Dn6kbzoqwN+cEyIShjt/6Y7gZjKl+5Gfjxrfo/l8PjZs2IBvBiV20uk0FRUVulmRUsVy000Qj0MgAOGw21YzBvI4S0YpNTUROWcu53tKvo0x64FrgZWjzxERXfdd7v7pnyZ+rpRSZebUTbW8sGMIyxL++mwWgFjUTTZ9Pth0TE0xw5uSZVl5G/UeMZPEG6C5uXlGa8SVUjk2OFjsCJTKuXKpxz2eMeaaqb4vIjd5uY7Xaed3AF8HvgnoJ/F8cvbZ3o9taclfHEopNUcXn9/ED/6vFcuyyWThmRcyLGt0E85gwMcbL1tR5Agn5jgOtm3nfXp3Nptlz5491NfXU1MzfUeEMUZrfCtVDF/5Crzvfe7zZ56Bo46a/FhtmylVKCNrto4ATgJGpgdfDPze60W8fqpmReRr3mNTZeOYY8auIzIGGhrgnHPckfDRNWEXUC1JpVT5qa0J8oVPHsV1n97GmSf6sR3D0kYftdV+rvvAelY3VxY7xAmN7Cqez2nnAH6/n3Q6zeDg4LTJt2VZdHZ20tDQoBuuKVVo3/72weT7zW+Gxx6b/Fhtm6kyIpiyrfMtIp8AMMb8BtgkIoPDr2/AHaj2ZMrk2xgzUrPsZ8aYq4G7gPSoIHpmFrYqOT//+aHv9fTAbbfB+98/ttzYLbe4a8SVUqpErV8T47YvHMXOnTvoHQiTzgb50dc3EA6X7qZhoVCIdevW5X2U2RhDNBplaGgIEZlyLXcymaS3t5e6Os+lS5VS+TBdDW9tmylVaM2ANeq1BazyevJ0n/RbAYEDXRTXjvqeAGu83kiVqJUrJ37vhBPcx2g/+1lhYlJKqTlIpZIAnHrSyrLYqdsYU7DR5VgsxsDAAJZlTXlPLTOmVBH19bklXx3H3VztJz8Z+/3LLjv4XNtmqsyU65rvUW4H/myMuQs3H34NcJvXk6dMvkVk9dxiU2XNGbcz8MUX6x95pVTJi8fjBINBgsEg2WyWbDZLePQSmhIzMDBAJpOhvr4+7/eKxWIADA0NTZt8B4PBGW/SppTKgbPPPlht5qyzxra9jBmbfGvbTJWZcp12PkJE/sMY80vgzOG33iYij3s93+tu5+8FvicifcOvFwFXishXZxqwKjETrSPq7YXvftf9gz/aRFPUlVKqxCQSCaLRKAAtLS1YlsW6deuKHNXk+vr6SKfTBUm+KyoqqK2tnXZGQDqd1lFvpYrl1lu9H6ttM6UKTkQeA6bYjGFyXheYvUtEbh51w15jzLsATb7L3T/+49jXxkB9Pbz85XDVVUUJSSmlZiubzeI4DpWV7uZqkUiEwcFBbNvG7/cXObqJWZZV0OnxK1ZMv+u7iGjyrZRSKrcEnGm2MZjvvCbfPmOMEXF3fTDG+IH8bsuqCuOBB4odgVJK5UwgEODII49k+OOKSCQCuBuIjUy5LjWWZR3oLCiUbNatgz7ZJm/r1q078DNUSimlVG54Xcz1a+B/jTHnGWPOBX4A/Cp/YSmllFKzY4w5sFZ5dPJdimzbxnGcvJcZG3/P5557jp6eqQuWTLUbulJKKTVTwsFyY/l4FIIxZuME773c6/lek+9/Bu4H/gF4L3Af8BGvN1FKKaUKYc+ePXR1dR14HQgECAaDJZt8ZzIZgIJOO/f7/YTDYYaGhib8fl9fH7t378YZv+mmUqq4tmyBlpZiR6HUQve/xph/Nq6IMebLwKe9nuxp2rmIOMDXhh9qobroomJHoJRSk7Jtm4GBgUPWKi9fvjzvNbRnKxwOs3HjIZ3oeReLxeju7p5wLXwikSAej+vIt1Kl5stfhiefhPXr4Uc/ct/TtpkqM/Og1NgpwH8BfwSqgO8BZ3g92etu5+twM/qNwIF6LSKidb7nqy1bYOlSWKvO2QoAACAASURBVL784HtaykIpVcJGRrfHr58u1bXeI4pRzisWi9HV1UUikaCqqmrM90Z2OtfkW6kSc9twKeHBwYPvadtMqULLAEkggpsX7xweqPbE6yf+rbij3lngHOA7uAXG1Xz15S+7vamvf/3B9y6+uHjxKKXUNBKJBHBo8m3bNr29vaRSqWKENaWenh7a29sLft/KykqMMRNOPdcyY0qVgD17oK/Pfb5rF9x5Jzz9tPt6dIeZts1UmRHJ36NA/oKbfJ8EvAy40hhzp9eTvSbfERG5DzAisltEbgDOnWmkqozcdhs8/jj8938ffE9LjymlSlgikSAUCk1YUqylpYWBgYEiRDW1gYEBBkePYhWIz+fjsMMOO6S2uG3bZLNZTb6VKqYbb4Szz4ZTT3XbYa96Ffzyl+6AyE03jT1W22ZKFdo7ROTfRCQjIm0i8mrgp15P9roILmWM8QHbjTHvA1qAxlkEq0qNZUEw6Nb3Brf02GOPwcaNcOGFY3tXN28uToxKKeVBRUXFhCW7/H4/FRUVJbnpWiaTKVqiW11dfch7tm1TWVlJOBye4AylVEHcfjs8+ywkErBqFezYAYsXQzwOp5wC11xz8Fhtm6myYnAKtCt5rhljqkVkANhhjKkb9+1feL2O15HvDwGVwAeAzcCbgLd6vYkqYSeddHBa02c+Ax//OCSTbs/qRz869tjR67+VUqrELFu2jMbGifuFI5FIySXfIoJlWQXd6Xz8/Xt7e4nH4wfeq6ioYM2aNYesA1dKFZDfD5EI1Na6X0dmqESjhx6rbTOlCuX7w1+3AluGv24d9doTr7ud/2X46RDwNu8xqpJn27Bokfv8Rz+Chx5y/9B/9KOwaZM79UkppUqc4zgYYybdJCwSidDf308mkylasjteNptFRApa43u8trY2qqqqiE7UqFdKFcemTfCGN7gj3eedB299qzv1/P773ZmJSpUpoXx3OxeRi4zbyDhbRPbM9jpTJt/GmFtxf079IvLh2d5ElbDqancDj6OPhoYGSKXc5DubBa3xqpQqE62traRSKdauXTvh9yORCACpVKpkku+RMl/FiscYQzQaZWhoCBHBGMPevXsREZqbm4sSk1IKd533HXe4SwIvvxwefRR+8AM44gh473uLHZ1SC5aIiDHmLtyZ4LMy3cj3/wx/tWZ7A1Xivv51eOMb4bjjoLERTjzR3eTjySfhuuuKHZ1SSnkSj8cPJNgTiUQiHHHEESWTeINb4/vII49ECrhF63ixWIyBgQEsyyIUCpFMJnW9t1LFFgjAlVcefH3GGe5DqXmgiB95ufKIMeakUTPDZ2TK5FtEfje7mFTZOPZYd4O13/wGXnjBTcJXrHDXfNfWFjs6pZSaViaTIZPJHLJz92g+n68o9bS9KGY97ZEa6ENDQ1RUVGBZFjU1NUWLRykF/OUv8JGPuOu5P/1pePvb3ffWrYNbboETTih2hErNmpTphmujnAO8xxizC4gDBndQ/FgvJ0837fwp3GnnE/J6E1Xi/H53Z/MLLyx2JEopNWOT1fceb3BwkP7+fpYvX17UhHdEZ2cnlmWxvIgbJlVUVBAMBoknUmRN+sB7Sqkieu974ROfcDfEPf10+Pzn4d574b774Oqr4U9/KnaESi1kc0qYphsGuAi4GPjV8OONw497AM/FxFUJ27IFzjkH3vQm2LsXzj/fHfE+6SS3zvdod99dnBiVUmoKiUQCY8y006Uty6Kvr49MJlOgyKY2NDREKpUqagw724UnOg7nJ48v477H3eT7N0+EeGq34DjlPzdQqbKUybgDIldeeXDdN7ibr43/m6FtM1VOBJw8PvLJGBM2xnwIuBZ4FdAiIrtHHl6vM920893DNztDREYvNvmoMeZh4JOziF2Vkquv9t67qrUklVIlqKqqimAwOO208pE14clksiRGdzOZzJTr1PPt988Ij++ArO0HIJnxs3+whv39FbQ9Cc/thdecJgT8xZ8loNSCEg67ywH7+93k+//+Dy69FH73O3e24mjaNlOqUG4DMsBDuKPfG4EPzvQiXhfARY0xLxt5YYw5HdC6JPPBTHpXTzyx8PEppdQ0YrEYDQ0N0x43MjJeCvW+RaSoZc+e3j2SeAMIxy3ZS00oxZPtK7DFT9aG1h747RNFCU+phe3rX4fPfQ6+/W349a/hgQfcWYlXXw1f+tLYY7VtpsrISKmxfD3ybKOIvElEvgFcDpw5m4t4qvMNvAP4tjGmhuHSY8DbZ3NDVWJm0rva2lqcGJVSahKZTIZsNks4HJ52HbfP5yMcDpdE8p3JZIpW41tEeHjbSOINYIgELaIVaXb3H9y0LuvAc/vgrKOEypCOfitVMMcd5ybdI774RfcxEW2bKVUoB9asiUh2tnvHeBr5FpGtInIccCxwvIgcLyKPzeqOqrTMpHf1hhuKEqJSSk2mr6+Pl156Cdu2pz+Y6TdlKxTHcQiHw4RCoYLfu6UH0uOWvXcnY1SF0hy5+NCG/DN7ChSYUsr1pS/Bvn3ejtW2mSozIvl75NlxxpiB4ccgcOzIc2PMgNeLmGLWFx3vxBNPlC1bthQ7DDUZY+ZFcT6l1Pyxe/du0uk069ev93S8iJTETufF9Mwe4b4nIDOqv6IxOsAJS/eyp6+ObV1Lxxx/VDO8atPC/pkpVVA1NRCNwuGHu8sCr7gCFi+e+Fhtm81bxpitIjKv1hWs27hZvvjdR/J2/b/dXFHyP7PSLHqqiucPf3BrfN97b7EjUUqpKYkIiURiRqPZCz3xBvAZGF9mtSNexfNdS3ix59AGvl9bCkoV1po17sj3v/4rbN0KGzfCq14Ft90Gg4PFjk6pOXEweXuUg2k/Uo0xvuEN1tR8dPLJB59/85vwvve5f9hvuAFuvLFoYSml1HQsy8K27Rkl3yLCrl27aG9vz2Nk09u/fz+7d3uuTJJTS+vAcca/a9jV10DGGbsVTNAPzZMMuCml8sQY8PngggvgW99y13VffTX86lduYq6UKlvTJt8i4gCfK0AsqhhG17u95RZ3xPv6691N2L73veLFpZRS00gkEsDM1nEbY7Btm3g8nq+wPEkmk57XqedabdTQtMjbscbA2qXTH6eUyqHx08iDQbjkEvjBD2CPbsKgylsx13wbY2qNMXcaY54zxmwzxpyW/3/xWF4nk/3GGPNao/P15h/Hgd5e6O52/68dWVMUjULA62b4SilVeNXV1axatWrGm5ZFIhFSqRTF3PPEsqyi1ho/9xgI+Kc+JuCH844Fv08/+pUqqB/9aPLvRSKFi0Op+eeLwK9EZANwHLCt0AF4za6uwa3rnTXGpHBXi4mIVOctMlUY/f2webObeBsDbW3Q1ARDQ4d2IS3V4Q+lVOnw+/3EYrEZnxeJROjp6SGdTh+o/V1IjuOQzWaLVuMboLHW8NrThbv+5P6pH7352sga75cfAxubNfFWquCm2kByaAhG/93TtpkqI0JB6nFPyBhTDZwF/D2AiFiAVeg4PCXfIlKV70BUkezaNfH7Ph/cddfY97SWpFKqRNi2TVdXF7W1tbMa+QZ36ncxku/M8HKfYo58A6yoN7znVcJzLfDETkikIRiAI1fAsavQ2t5KlaKNG8dOPde2mVKjNRhjRpfOukVEbhl+vgboBG41xhwHbAU+KCIFXYc2ZfJtjNkgIs8ZYzZN9H2t9T2PVVYeWtbihhu0nqRSqiQkEgk6OzuJxWIzTr5DoRBVVVUEiri0pqqqqiiJ/3jBgOGYlXDMymJHopQ64KabJn5fxB35Hk3bZqqcCDj5XfHVNUWpsQCwCXi/iDxqjPki8FHgX/Ma0QRBTOUa4Com3nBNgHNzHpEqHeN7V5VSqkSMbLYWmcX6R2MMK1cWL9sMhUJFvb9SqsRddx1ce+3Ee+8cWqpAqbJSxO1W9gH7ROTR4dd34ibfBTVl8i0iVw1/Pacw4aiCm2nvqlJKlYB4PE4kEsHnm30Ratu28fl8Ba/9LSJab1wpNblNm+DSS909ecb77/8e+1rbZkp5IiJtxpi9xpgjROR54Dzg2ULH4anVYowJGmM+MLw1+53GmPcZY4q3U4zKneuuc3c7Hxwc+xgaOrR3ddmy4sSolFKjiAjJZHJGJcbGGxgYYNu2baRSqRxG5s2+ffvYsWNHwe+rlCoTt94Kk82O2bJl7Gttm6kyI5i8PTx4P/A9Y8yTwPHAf+b1HzsBrwvevgYEga8Ov37z8HvvzEdQqoBm0ru6f39hYlJKqSlYloUxZk7J98g68WQyOaup63NhWdacRuyVUvPcEUdM/r0lS8a+1raZUp6JyF+BydaEF4TX5PskETlu1Ov7jTFP5CMgVWC33gr19RN/b3zvqlJKlYBQKMSRRx45p2tUVFTg8/lIJpM5iso7y7KortZKnUoppRYWIe8brpU8r13vtjHm8JEXxpg1gD3F8RhjDjPGPGCM2WaMecYY88G5BKry5IgjoKFh4u+N711VSqkSYYyZ07ppYwyRSKTgybdt29i2XfQyY0oppZQqPK8j39cCDxhjdgAGWAm8bZpzssA/ishjxpgqYKsx5l4RKfjCdqWUUvODiLB7925qampYtGjRnK4ViUTo7u7GcZyCTQMfqfEdDOq2KUoppRaeIu52XhI8tTZE5D5gHfCB4ccRIvLANOfsH6kDLiKDwDZg+dzCVUoptZBlMhmGhoZwclBup6amhqamphxE5Z3P56Ourq7g68yVUmXohRfgvPPg6KPd108+CZ/6VHFjUkrNidfdzp/ArfkdF5EnRCQ9k5sYY1YBJwCPTn2kKmnXX1/sCJRSC9xIfe+5bLY2IhKJUF9fX9DNzyoqKli2bNmBDd+UUmpS73oXfPrTMDJT5thj4Yc/HHuMts1UmRHJ36MceG1xXIK7xvt/jTF/Mcb8kzGm2cuJxpgY8GPgQyIyMMH3rzLGbDHGbOns7PQcuMoxL72rWktSKVVkiUQCn89HOBzOyfUsyzqQ0BeCbdtIubQQlFLFlUjAySePfS8wbsWots2UKitep53vFpH/JyKbgTcAxwI7pztvuBb4j4HvichPJrn2LSJyooicuHjx4hmErnLKS++q1pJUShVZIpEgEonMabO10VpbW2lpacnJtbzYt28fL774YsHup5QqYw0N8NJLMPL37s47YenSscdo20yVERFwxOTtUQ68brg2MnX8dcDrcUfBPzLN8Qb4FrBNRG6afYiqILz0rmrpMaVUEYkIoVAoJ1POR0QikQNryAsx/TyTyehO50opb26+Ga66Cp57DpYvh9Wr4bvfHXuMts2UKiuekm9jzKNAELgDuEJEdng47QzgzcBTxpi/Dr93nYjcM6tIVX556V3dulV7WJVSRWOM4bDDDsvpNUc2Pksmk0Sj0ZxeezwRwbKsnHYeKKXmsTVr4Le/hXgcHAeqqg49Rttmqsws9JVXXke+3yoiz83kwiLyB9yyZKoceOldveQS/Y1RShVNPkanC5l827aN4zg68q2UmtpN00wYveaag8+1baZUWfGafL9uovV1IvLJ3IajisZL76pSShXRnj17AFi1alXOrhkMBgkEAiSTyZxdczJa41sp5cngoPv1+efhL39xE2yAn/0MzjqreHEplQMLva/Ia/IdH/U8DFyEW7dblbuZ9K4qpVSRiAiJRILa2tqcX7u5ubkgCXEgEGDJkiVa41spNbWR8mEXXACPPXZwQOSGG+CKK4oWllK54GjyPT0R+dzo18aYzwJ35yUiVVjau6qUKgOpVArHcfKyXrpQa7CDwSBa1UMp5dmePTB6mUpFBezaVbRwlFJz53m383EqgTW5DEQVifauKqXKwEgt7nwkyrZt09vbSywWy1n98Imk02l8Pp9OO1dKefPmN7uVaF7zGndD3Lvugre+tdhRKTVrAkiZlATLF6+7nT+F+/MC8AOLAV3vPZ9o76pSqoQlEgkCgUBeElcRoa2tjSVLluQ1+d6/fz/ZbJa1a9fm7R5KqXnk4x+HCy+Ehx5yX996K5xwQnFjUkrNideR74tGPc8C7SKSzUM8qli89K62tBQnNqXUgldTU0M0GmWizT/naiSpz/ema5lMhlAolNd7KKXmmU2b3MdktG2myonohmte13zvNsYcB5w5/NbvgSfzFpUqPC+9q1pLUilVJNXV1Xm9fiQSyWvyPVLjOxaL5e0eSqkFSNtmSpUVr9POPwi8C/jJ8FvfM8bcIiJfzltkqvCm61295Ra4+OLCxaOUUrhrpR3HIRwO52XkG9zke2BggGw2SyAw2+1QJpfNZhERrfGtlMotbZupMrPQdzv3eTzuHcApIvJvIvJvwKm4ybhaSH72s2JHoJRagHp6etixYweSx7lqI+W/0ul0Xq4/UuNbk2+l1Izs3g2//a37PJk8WKVmhLbNlCorXpNvA9ijXtvD76mFRHtWlSo7u1stPvc/7Vx1/R4+fOM+fv2Hfmy7vLqdE4kEkUgEn8/rR9bMRaNRNm7cSDQazcv1KyoqWLFihdb4Vkp5981vwuWXw7vf7b7etw8uvXTsMdo2U2XE3e08f49y4HVu3a3Ao8aYu4ZfXwp8Kz8hqaLZvRu2b4dXvMLtXc1mD5YeA/j5z4sXm1Jqxra9lOI/vtGGlRVEoHfA5va7e9n6bJKPvnMJPl/p96E6jkMymaShoSGv9zHG5G1KO7ibutXW1ubt+kqpeejmm+HPf4ZTTnFfr1sHHR1jj9G2mVJlxdMwgojcBLwN6AF6gbeJyBfyGZgqMC+9q0qpsiEifPWHnaQzMqY3OJ0Rtr2U4qkX8ruzd66MbIKWj/re4/X397N37968XDuRSOR9N3Wl1DwTCo0tA5vNuhVplCpjC33ke8rk2xgTNsZ8yBjzFeAk4Ksi8kURebww4amCuflmePhhGNlReKLeVaVU2ejqs+nuH1ktJFxwSprDGt3XKUt46LF48YLzYCDucO+jCR59sheAYEX+p2tnMhn6+/sPrM/Opfb2dlpbW3N+XaXUPHb22fCf/+nORrz3XrjiCp1mrlSZm27a+W1ABngIuBA4EvhQvoNSRaC9q0rNK44jBzbmiITgtKOznHZ0lk9/pxIrY3BKeLvRhx5P8t173E2FfCbA8oZFdPyyj4+8ZRErluR+J/IRI+uxk8kkwWAwp9e2LKsgo/dKqXnkxhvhW9+CY46Bb3wD/uZv4J3vLHZUSs1JCTc/CmK6VsxGETkGwBjzLeDP+Q9JFcX43tWvfrXseldTaZuvf2c3v/ldJ44jnH1aPe97+2qqovlrrCtVqhrrAlTHfHT12iTThm/9LMzbL0px7maLBx8Lc9rx+dlYbK5278/wvXsGyWRH3vGxY78PED7znV4+d00DAX/+yo2Bm3znsq64iJDJZHKe0Cul5jmfD971LvehlJoXplvzfWDunYhkpzpQlbkbb4TFi8f2rn7qU2OPueii4sTm0b/+1/P84rftxBM2yZTDbx/q4prrn8lreSKlSpUxhquuaKAiaABhX4efv2wLcPLGLCds8LFpY2mOwv7qjwkyw7PlqyptTtkQJxZ238hk4fHn8lMKDMDn8xEKhXK+NlvLjCmlZuXhh+H882H9elizBlavdr+OVuJtM6XGyON673Jp7k83JHicMWZg+LkBIsOvDSAikruhAVVcXnpXS7iWZEtbir8+O4CVOfibl80Ke1uTPPfiEEeuq5ribKXmpxOOrORf3r2Evu6dPPZ8gK3PRzhhfYLXvNzBX6I7ne9pyx74AF29xOKMo+K80BKClLtWvbXTnvoCcxSLxXK+5luTb6XUrLzjHfD5z8PmzeD3T3xMCbfNlBpPAMcpdhTFNWXyLSKT/Kareefhh+GGG9xyY9ms231kDOzYcfCYiy8u2T/yHV1pggGDZbmvg4GRf4KhvTOtybdasNas8LE96XDl3zZQV1dHKpUq6SRwUbWP/V1ugr2hOUX3gJ/eQfejqCIINbH81foGWLp0ac6vGQ6HWb16NeFwOOfXVkrNYzU1cOGFUx9Twm0zpdShdDGscnnpXb3qqsLGNANrV0fJZNyutLWr/LznDZX89N4Uj/w1y8b1mnirhSsed3c1j0bdNd4jCaDjONi2XXLrkF9xciUv7e0nFLRZ0ZDhD09HYXjrOBE46ahQQeIQkZzV/fb7/Qd+/kop5dk558C118Jll7kb447YtOng8xJumyk1kXKZHp4vmnwrl5fe1c2bCxPLLFRFA7zjyma+c+dePvj3lfh8hvPPDLFsWQONDYVprCtViuLxOIFAYMxot4iwc+dOjDGsXr06Z0lmLhy3voLNR4YxdjcA2/aE8RkIBOBtl1QRjeR35FtEeOmll4hUxmhqWpKT6fkDA+7qrVxu4qaUWgAefdT9umXLwfeMgfvvP/i6hNtmSqlDafKtXF56V5cvL+nuqr+7dDlHrgvjk/3sa/exYglceUltscNSqmhEhHg8TmVl5ZgE2xhDXV0dLS0t9PT0UF9fX8QoxzLG8I5Lq3j6uQG6ekPUVFdw3BFBXnlaJcsb8/uR5YjwyDM2TkJItcf52q8s1i43vPKkAEvrZp/0d3V1AZp8K6Vm6IEHpj+mxNtmSo230P931eRbubz0rpaBNc0V7N4NZ566ktbWVrq6uqitrS2pkT2lCmnRokUHSmiNVltbS19fH+3t7VRVVZXUOnBjDMccuQIR4eWnF+Z3V0S448Esz+5xOH5FmJX1gzgivLAPdrVleMeFQQ5rnF0CblkWsVgsxxErpeat734X3vQmuOmmib9/zTWFjUcplTOafCuXl97VMmAN77gWCoVoaGigpaWFeDyuDV+1IBljWLJkyaTfW758Odu3b2f//v00NzeXTCdVNpslEAgUNJ5d7cKzexwyWeiOh1i3pJ+qUIbBdAVWFu74fZZrLp95B4XjOGSz2ZLq3FBKlbjhvToYHCxuHErlmAg4OvKtFrR51rtqWRY+nw+/309tbS0VFRVUVpZmPWOl8i2VShEMBvFPsoliRUUFS5Ysob+/H8dxJj2ukBzHYfv27dTV1U3acZAPj26zyWTd5z1xd1O6uliKwbSbNPfHhfZehyWLZjb6PVJmrNQ2tlNKlbB3v9v9ev31xY1DKZVzmnwvdPOsd7WmpoZwOHxgxGxkh+Fc7lysVLnYvXs3kUiE5ubmSY+pr6+nvr6+ZH4/hoaGsG274J1mfUMHu+L7ExW09lXSlzi4/4XfwGASliya2XVHZuPoyLdSasZ27oQvfxl27XLLwI64++6ihaTUXMkCX/StyfdCN896VysrKw9ptHd0dJBKpaZMQJSabyzLIpPJ0NDQMOVxI0l3NptlYGCAurq6QoQ3qb6+Pvx+f8GXijTWGvZ2CiIgGB58fvmY72cdWBSbeQdFLBZj/fr1BAL6cauUmqFLL3VLwV58MfjyW+lBKVUY2hpQLi+9qyXe0yoiDA0NEYlExjR0jTEMDAyQTCYn3HhKqflofH3v6XR3d9PZ2UlFRUXR9kiwbZvBwUHq6uoKPhJ/6kY/T7zkkLEPvhcOZjl88QDPti6iaZGP+uqZx2SM0VFvpdTshMPwgQ9MfUyJt82UGm+BD3xr8q2GeeldLfFakplMht27d7Ns2bIxo3d1dXV0dnbS2dmpo99qwYjH4/j9fkIhb3XuFy9eTH9/Py0tLaxbtw5fEUZZ+vv7ERFqawtfInBZvY8zjvbz8DMH134vq41z3GHdpLNBLjlrdjMCenp6MMawaNEM56srpdQHPwif+ARccMHkZWBLvG2mlBpLk2/l8tK7euKJ0NpamHhmYbK1lX6/n7q6Orq6ukin056TEaXKWTweJxqNeh5B9vl8LF++nJ07d9LR0UFTU1OeIzxUTU0NPp+PcDhc8HsDXHBigOZGw4NP2LT1CO2D1Vh2P6et66auanbJd29vLz6fT5NvpdTMPfUU3H67W/Z1pEN0fBnYEm+bKTWe4xQ7guLS5Fu5vPSulvgf96k2Nqqvr6e7u5uuri6WL19+yPdVYW15JsEdv+mnoyfLkvoAV1xQw+aNuit9rojIrGZ5RKNRFi1aRFdXFzU1NQVfpjFSpaCYNjT72dB8cNf3oaGl7Nq1i56enmnXz0/Esiyqq6tzGaJSaqG46y7YsQOmWrpS4m0zpdRYmnwrl5fe1RtucB8lyrIsjDETlvQJBoMsW7ZM13yXgPsfHeS2u/uwMu6in92tGb70vW7efqnD2SdpPfZcMMbM+v/1pqamSX+P8qm3txcRYdGiRSWz8zq4G6bFYjE6Ojqora2d0cZptm1j27au+VZKzc5xx0FfHzQ2Tn5MibfNlBpNRNd8a/KtXF56Vz/xiZL+A29ZFsFgcNKGu077LD7bFr5/z8HEe4SVEb77iz7O3BzF5yudxKtc9fX14fP5ZjXi6vf7WbZsWR6impyI0NnZSTAYLPpu6xNpamqiq6trxudpjW+l1Jy0t8OGDXDSSWNnJY7eZK3E22ZKjedo8q0U3npXS1xjYyO2bU95TDqdpqOjg6VLl2rpnyLo7M2SHf5P1LjI5o0XJLjjgQj7OgJYGaG7z2Zxnf53mauOjg5CodCcpjtblkVLSwtNS5fSHw/i88HiWl9eRqWTySSWZbF48eKcXzsXwuEwK1asmPF5I8m3jnwrpWblE58odgRKqRzTVq5yeeldLXFeNmkSEfr7+wmFQjSWcUdDuYpGfNi22+VZGRIqQ8KlL0ty810xHAcqI1rHdK4ymQyWZc15BNkYw1A8ycNb9vKLrQ0ghlil4Y2vrGTDytyO5Pb19WGMKfm10clkksHBQc9/O6qqqti4cWNJTaNXSpWRs88udgRK5ZxOO1cKyr531bZt+vv7icViU44yhcNhqqqq6O7upqGhoSjllEpFJivc89AAD/w5TtYWTj22kkvPrSFWmb+fSVXUz9Hrwjy1PcWutgB3PBDhinOSnLLRwnJqiWryPWczre89mRf2wR+2VXPmkX2saUzwXEuUngHhG3fF+fCV1xFE3gAAIABJREFUMZqX5Objw3Ec+vv7qa6uxu/3T39CEQ0ODtLR0UE0GvX8813If2OUUnP0yCPw/vfDtm1gWWDbEI3CwECxI1NKzZIm38pV5r2r6XSa1tZWmpubp53iuXjxYnbs2DHr3YvnAxHhv77dwfbd1oH1179+eJAtzyT5rw83EarIX8Jw9evr+eytbbR12+xpD7KjNcNZx1msXlOVt3suJPF4PCflun76+yQtnVHWLElw+oY+9nSFSaT9WFm4548p3vOa3GyOl81mCYVCRd/l3IuGhgZ6enpoa2tjzZo1045od3R0YIwp2en0SqkS9773wQ9/CFdcAVu2wHe+A9u3FzsqpeZEFviib+2SV65HHnGnnMdi7qZrfj+MnwK6dGlxYvNgqjJj41VWVlJZWUl3dzfOAi02+PyuNC/usUZtfCZkbegbtHn48URe710V9XP1FQHe/9pB3vGaWo5cv5yqWIiwLovNiXQ6PaP63hMREVo7HcDwu6cX4fcJJ6wZPPD9HS1T760wExUVFaxZs4aqqtLvfPH5fCxZsoRkMsmAh5GngYEBEon8/j4ppea5tWvdEW+/H972NnjwwbHfL+G2mVLqUDryrVxeeldLuJbkTJJvcDdnGxoaQhbowpMXdllks+6//Zg1FkevyfCD30ZJW8KT25Oce0p+S34NDg5SWRnh6KPdDh6RmK6LzZHVq1fPuVPJLTUGVgb6E0Hu2dpAe9/B361wKDf/rWzbRkTKavPD2tpauru7aWtro6qqatJp5SKCZVlUVmr9eqXULFVWutPNjz8ePvIRN9EeXlp0QAm3zZQaT6T4u50bY3YBg4ANZEXkxELeX0e+1UHT9a6WcCkLy7IIBAKe11fGYjGamppyusa0vTvDE88l6O7L5uya+VJT5Tsw0lwRhDXLbOqrbfw+qK/NbyJkWRapVGrM5lrGGGzbpqOjY8HORsgVY0xO/r8+ZWMF/uFfp5aeMFnHR8DvUBO1OfO43ExT6Ovr4/nnnz/QeVYOjDE0NTVNO03etm0cx9GdzpVSs3f77eA48JWvuGu99+6FH/947DEl3DZTqoSdIyLHFzrxBh35ViO89K6WMMuyZtzIFRGGhobw+Xxz2pwqkxW+8J0OHt+WJBhwX5+5Oca7X9fgqWZ1d1+Wn94/wDM7UjTUBnj1OdVsPHxu63Wnc9SqLG//20Fu/3WU5/cEuOAkOGp1hkeeDfCKPI96j0zXHT/NOJFI6BrZOWpvb8e27ZzU6b7kzDDP78nSN+RgZQCES0/uJBgwnHzCojlfH9zku6KiouzqYMdiMWKxqX9PtMyYUmrW9uyB5mZYudJ9HQ7D9dcXNyalcmSBTjo9QEe+lavMe1ebm5tnVYd3//79tLW1zWn6+R2/7uWv25JkskIiJWSy8PBjce794/RrQrv7svzz59u4/89DtHZkefKFFP/17U4eemxo1vFMRURob2+nrW0ftdUhKiN+srafvR0BjlmT5f1X1rF0cX4ToYGBAUKhEKHRJe1wk/Gqqio6OjrKaiS0lAwMDOTsZ1cZ9vGxt1Rx+TkRjmgOsHFVkJpFDdRGLfp6u+Z8/XQ6TTKZpLa2tmyXHAwMDNDVNfHPwrZtAoFA2XUsKKVKwKWXHnz+2tdOfWwJt82UKlEC/MYYs9UYc1Whb64j3wvdTHpXly0r2bVFs1kzaoyhoaGB1tZW4vH4tCNZk7nvkUGsrMPqpQ7HHJ4l68A9fwzxqz8MctqxhnQ6jc/nw+fzHZgSPDLqe8/ve4iGMvh9hkwWkmkfVka4/e4+zjg+6mnk3CvHcdi3bx8DAwPU1taybNkyPnOEYWeLhZXqx053sGZN/pOg5cuXk81OPDV/6dKlbN++nba2Npqbm/Mey3ySzWZJp9M53TW8Img449gQZxw70lESY+9ed4ZCLBab03rmvr4+gLLY5Xwyg4OD9Pb2UlVVdUhnUiwWY8OGDUWKTClV1kYPCOzYMfWxJdw2U2oiTn4XfTcYY7aMen2LiNwy7pgzRKTVGNMI3GuMeU5Efp/PoEbT5Huhu/RSeOwx9/lrX3voaPdo+/cXJqYZsiyL3t5eFi1aNOMpnrW1tXR0dNDZ2Tmr5FtEWLE4w6kvtzhsiUMyDUNJN4G1MkJfX98huyIHAoEDjfKGWC/vuiRz4Hu72/z8/okQbT1BevptGhbl7le0o6ODgYEBmpqaqK+vPzDaePhhIWy7nj174gXZgG6iUe8RFRUVLF68mI6ODgYHB8tiB+xSkav63tNZtmwZiUSCffv2cfjhh89qfbmI+7sRjUbLemS4sbGR/v5+2tvbtbNIKZU7o2cDTTczqETbZkoVSdd067hFpHX4a4cx5i7gZECTb1UgM+ldLVHJZJLOzs4xG3h55fP5aGhooK2tjWQySSQSmdH5AwMDXHFuiv4hwy8eruDx7QFs2xAMwOknRDnssEWICI7j4DgOIjImwd3ZFmXLc2kCfqGqUth8hMXJR1r89A8BYpW5WRUiIhhjaGxsnHStqt/vZ/Xq1Tm531Q6OzsJh8NTJtUNDQ1kMhldKztDI/W9Z/r/8Ez5/X5WrFhBe3s7juPMKvk2xrBq1aqy31wvGAzS0NBAR0cH8Xh8TMdHa2srPp+PpqamIkaolCpLTzzhlnsVgWTyYOlXETcZ91DqUKlSJBR3zbcxJgr4RGRw+PkFwCcLGYMm3wvdTHpXS9RMy4yNt2jRIvr6+iadCj2aiDA4OIiIUFNTQ3V1NXX1S/nG/8XpG3JwHCEcMiypC3DZK9y1rMaYSXdhP/OkBj77P50H6m0/+mwFVZXC6cdHMWTYsaOFxsbGWddt7u3tpbu7m9WrV+P3+6cd3c9ms3nboXlkN/O6uropk2+fz8fy5ctzfv/5LhAIFGz9dDQaZfXq1XO612SzH8pNQ0MDPT09tLW1sWbNmgM/k3g8Pm/+jUqpArPtYkeg1Hy1BLhr+LM6AHxfRH5VyAA0+V7o5kHvqmVZ+P3+WZdX8vv9HH744VMmEiLCwMAAnZ2dpFIpKisrqampwRjDsqX13PTROrY8naC1w2LV8hDHHxnB72G99jHrwrzt0kV89+e9ZLNu7cNj1sd4+2vqsNJxLMti165dVFZWzigJFxHa2tro7u72PA1ZRNi+fTtVVVWz2rxuOiN11b3OUMhkMuzfv5+mpiYdBfegsbGxoPczxpDNZmlra2PJkiWep487jkNLSwv19fXzoga2z+dj6dKlY0bxR2p8z3YfCaWUUmpekuKOfIvIDuC44kWgybeaB72rsykzNp4xhmdeTPKnx7vZ0Rpg88YIF76sisqIj6GhIfbv3086naaiooIVK1ZQU1Mz5vxgwHDa8VFg5uttX35SjJdtitLTbxOr9FEZdkfJK4Ix1q9fT29vL52dnezatYtoNMqqVavGJOCZrLBjX4aKCsOqpQEcx2Hv3r0MDQ1RX19PU1OTp4TdGENVVRUDAwM4juO5ZrpXAwMD+P3+GSVcIz/7lSMbAqoJ2bZ9YEO/Qspms/T395PNZlm5cqWn+w8ODtLf31/WG62NN/7vQTabRUS000gppZQaQ3AWeK2x/9/enUa3md33Hf/eBxtBECTBTRQXkdRIM7JnbM8ijx0vsT2OHduZcZyttbM47fGJ05zTtEmb9sSnbWyf9kXbdD85J+00cVI3TZw0cdoZx8k4TjuJG3sWzeJZPDPSSKQk7qRIAARBrM/tCwA0JZEUQOIhAPL3Oec5Ah88y8XVw8v7x90UfEv1mnSNyUKhQFvb/tbF/sazKV67MMdb35Dl6e908MjjWZ58IcW/+HvHN8doV4JuLwIcv88w0HPzr6PjOPT29hKLxVhdXaVYLG7eP51O88Il+G+PrmNM6ZvESNjwMz+wTiG3ztDQED09PTWlo7u7m3g8ztra2k0BxX64rrt5zWrzLxAIMDAwwPz8PMlkck9j+o+KhYUFkskkd9xxx4EG4G1tbQwODjI3N8fKygq9vb23PCcej+P3+w9dq7C1lisz15hLwLV0G2NhOL/g53TQ0hdtzSE9ItICmrRuJiLbU/At1WvStSRPnTq1r4mbXLe0tJcxAd76hiwPvmODrojLxdkA33w+zXvOdnDq1KmGrkVcCcIr1tfXmZycJLXqZ6gnwuR8qYUtmzN88bEQv/y3eonuIbiJRCL4/X7i8Xhdg+98Po/f7685gO7t7WV1dZW5uTk6Ojrq3hp/WKTTaUKhUEOe0Z6eHtbW1pifnycSiez6RVihUCCVStHT09Oya3vv5MKcZWU5RdiXxthhNoptLKSCzH7Hcve45bZjenZFxANNWjcT2Ylt7blW9021Aane0FCjU7CtytrZe7WWdsnkXJLrDi9dCjBxvEgub7g04+O1qezmpGnNJBwOM73aQ3vQ5YfemeCT37fCg29LApbVlI+p+b0t32SMoauri1QqRbGOQxJCoRCnT5+uubXTGMPQ0BD5fJ7l5eW6pecwKRQKZDIZz5cY24kxhuHhYRzHYX5+ftdjE4kE1lpisdgBpe5gJDcsL16FhewADi4R/zqT6ZPkbIiiC89PwXrmaHezExGPNGndTES2p5Zvqd65c7c+5oCl02lWVlZqmvDpRpGwg88x5LF87ak2nrsQYGbJRzDg8PZ7mnMNYsdxmFqIcO47Pt44luGtt6exgN8pdT9Ppfde0e/t7aW3t3dfX2hsVem2v9cvMCKRCMPDw1rzewfpdBrwfn3v3QQCAcbGxm45xtlxHKLR6L6HiTSbC3MW14UsbazmY/QEVljNxcjZ0mzn1sKFecvd4831JZ6IHAJNWDcT2UlpqbGj/WW0Wr6les880+gU3GRjY4N4PL6va/h9hgffEyUUMOQKhpklP8YYggHDe842LqC5lbfcHiLgN7w0Fea3vtbLnzzZRcE1uK7ljrG9f2kQDAbrOlFUOp3m1Vdf3QwS9yIWi+H3+29aJ11KQxCMMZ6v730r7e3tm/9HleX/bhSLxQ7l5HnX1koVCoClXD/GwIn2K5vvu7Z0jIhI3TVh3UxEdqaWb6neRz/a2PUBtpHL5TDG4Pfv71H+4e/rIhrx8ejjSVIbLnfe1sZPPRSjo70+rb9eeOudIb72hJ+5pQK58hLloQC8761herr2l+5MJsPi4iLHjx/fc4+Cisrs6ftd8zifz3P58mX6+/vrOh691XV1dREKhZpmPPzMzAzr6+ucOnXqut4T2WyWQCDQNOmsJ9+Wj1S0fi6nT2C5vpW7Th1JRESu14R1M5EdWdjHNE2HgoJvaWmVZcb2OybbGMMH3xHlg+9ona7Nfp/hM387xjee2+CplzK0hRzedzbMW27ff6u1MYZkMkl7ezt9fX17vk5lffSOjo59d2OvfMFSmXytXt3iW117e3tTrZfd09NDPB5ndnaW0dFRoPQcTE1NEQ6HOXHiRINTWH/j/ZBIQ6FcoVgvXj+3gd+BiX51ORcRETnqFHxLS6vHGt+tLBgwvP/+dt5/f32Dr1AoRDgcJh6P7yv4zmQy5PN5+vv7952myuRrly5d4hvPzPPE6z10thu+9y1+7ppo/qIsnrI8e6FIYt0yfszhrgmHgH9/AVk2m6VQKNDe3t40kwK2t7czMDDA4uIieTp4baETx00z3J6nr3+g0cnzxFi/4eVpuxl8b2WAgB9Gbr0Km4iIyKF31IcPHr7+f3JkVH5599udWbbX1dVFJpMhk8ns+RrJZBKgbmt0JzNtXFyM0tO2Sj6f5dKcy+9+PcefPrn9GONm8cKlIv/+j3I8/u0i5867PPKtAv/uD3Mk1vf3B2hlZYWpqamm+0PW19dHphgmsTLHa1fyFLIJCq7hD5/oOJSzfvt9hgfuMkRCpVbuzf0OdLTBA3cZfE5zfDkiIiIijaPgW1qWMYbTp08zODjY6KQcSpVx1YlEYs/XiEajDA4O7ntMfsUjf53jqUs95IsOdw6X0pUrwF9+u0Byn4GsV9IZyx99o0ChCMVyy2iuAGsb8OVv5Pd17fX1ddrb25tuHPUr0/Dk5SHWc0GC/gJDnUnmkp3E1x2++vThHOzV0Wb4yD2Gd54xnBmGM8PwrjOGD91tiIQUeIuIiFhKk5B6tbWC5u+rKSINEQgENmcZ36t6j0e+OOtSdH089uJx4unvDjdwDFyYKXLf7c1XpL005VLpEd7bsUFvJMuFhS6sNUzOWzI5S1uw9uCsWCySyWTq0qW/3p4+b0lmgnxjcpzBaIqAz2U60YlrYXKBPX/mZmeM4VgXHOs6fJ9NRERE9q/5aqrSvGZmGp2C6yQSCVZXVxkZGalby6pcb3h4eM/nplIpjDF1XX/a55Raj1fWS0MNDBaLwRgINukjkM1b2gM57r1tkcGuDQBi7RmenDyGMYZcAdr2MG3B+vo60Nj1vXeS2qi8MsyvdfDXk2OsbJSWQnMc2Mjt7TOLiMgNmqxuJrIrC7ZVmqg90lx9FaW5NdlakplMhlQqpVmvPea67p7GfS8sLDA3N1fXtNxzu29zWaeBzgw/ev8VusI5rIU7RpvrObDWUiwWGT/mgDF0hvM8d6WPl2djnOxf466hFcJB6Njj8tzpdBpjTFPNdF5xrHvrT4aVjXaoLL1lIdrYJclFRA6PJqubicjuFHxL9R5+uNEpuE69lhmT3c3MzDA5OVnTpF75fJ6NjY26TbRW8eDbg/R2GYIBSG4EaAsUOTOU5Cc/GCIYaI7nwFrL2toak5OTXL16lZF+Q19XkK++OM6r8zFemO7l21d7ubrayYfu9+Hs8fkdGBjgtttua7rx3gDveKODf5vvQvw+uPdUaYIyERGpgyarm4ncirXeba2gSTtqSlN69NFGp+A62Wz2SC8zdlA6OztJJBKkUimi0erWQV9bW9s8t57CIcM//LE2Xp4qMjnnkifKnSPrnBk9uGCuWLS4lpuWCbPWkkqlWFxcZGNjA7/fvzke+6c+EOAvni3w1Gsu2bxhMd3Lg+/w8YYTDuvr63vqOu44Dm1tbXX5TPU23Gv48FnDn52zm+Pdiy68YQTe+6bm+7JARKRlNVndTORW3CPe7VzBt1TvoYeaqpDP5XJN2eX2sIlGoziOQyKRqDr4TiaTBINBT5aB8/kMb77Nz5tvg1Sql6mpNZLJJN3d3bc+eR+SactXn3a5OGexlLpWf/isj5G+UnS5urrK7OwsgUCAoaEhuru7N1ulA3740P0BPnR/KUiv9Na4du0ac3NzDA8PE4vFqk5LOp0mkUjQ39/ftPMd3DXmcMewZXIB8kXLaJ+hs10t3iIiddVkdTMR2V1z1tqkOX3lK41OwSbXdQmHw4TDGjzqNcdx6OzsJJlM4rruLbs5u67LxsYGsVjM8yEBkUiEYDDIysqKp8F3Lm/5zceKrGdKy2QAzK9avv50nPff7Wf0eHRzabatQfd2tuZJLBYjmUwyMzOD4zib17iVZDLJysoKx44d2/NnOggBv+H2Ydgc7y0iIvXVRHUzkVux1tY0jPEwUvAtLclxHCYmJhqdjCOju7ubeDxOKpW6ZVdyx3E4c+YMruv9es7GGAYHBz0f9/zClEs2Xwm8LcNda9zRf42ucJarc1FGj0fx+Xz09PTUdF3HcRgbG2NycpLp6Wl8Ph8dHR23PG99fZ1wONyU471FREREZHuquYnILUUiEU6ePFl1t3NjzIHNQt/Z2VlVwLoflxcgXyy9vntogftPzOIYy9NXjvPk5aF9XdtxHMbHxwmFQly9epVisbjr8cVikY2NjaZcYkxERERkN9b1bmsFCr6lJS0vL3PhwoUj33XloFSWtLpVN3LXdXn99ddJJpMHlLKSXC7H/Py8Z63t0XZwDLQHcoz3xLl0rZuvX5hgOtFFpG3/Xap9Ph/j4+OcOHHill9apNNpoDnX9xYRERGRnSn4lpaUyWQoFotaZuwAua7L7Ows8Xh8x2NSqRSZTObA/19yuRzLy8skEglPrn/vKQfHgXQ+wLemRnhloQ8wBHzwtjvqU4z6/f7NgDoej5PNZrc9rlgs4vf7NdmgiIiItBzXWs+2VqDgW6r34IONTsGmyhrfcnCMMaRSKVZXV3c8JplM4jjOgbfKViZe2y1t+9HXafjIWYPfZ1jJdODix++DN00Y3jxR3y8aisUic3NzTE1Nkcvlbnq/u7ubO+64Q+O9RUSkqepmInJrmnBNqtdES1nkcjnPx/nK9YwxdHd3s7i4SD6fJxAIXPe+tZa1tbXNpckOOm09PT3Mz8+TyWQ8Wf+6LzTPJ9/lZynTT6EIJwcNPdH6t/BXuqBPTk4yNTXFyZMnN5cTqyxTph4fIiICNFXdTKQaR33IqJpOpHoPPdToFACl7s+FQkEt3w1QWQpru+7d6+vrFIvFW86G7pXu7m6MMZ60fmcyGVZXV/E5lrtPOpw97XgSeFeEw2HGxsbI5/NMTU1RKBSZvgYvT67z8ivnSW9kPLu3iIi0kCapm4lIdRR8S/U+/elGpwAoBd/d3d0a89oAoVCIcDi87bhvn89HV1dX1TOi15vf7696nexaLS0t4TgOfX19nlx/O5FIhBMnTpDJZPnzc0keew6mF9ZxCzn++KkA8fUDS4qIiDSrJqmbiVTDWnBd69nWChR8S/Xuu6/RKQBKQdbIyIi6nTdIT08P4XD4ppnFw+Ewo6OjDR2LPDw8zPHjx+t6zUwmQyKRoKenZ7P790Hp6IhyPnmKK4kY+SJEg+uk8mHWMj4ePVf6IyYiIkdYk9TNRKQ6Cr6lesPDjU4BUGr5PurjRRopFosxPDx8XZCdz+d3nJ37IFXGQtczLYuLiwfe6l2xlISVdAgLdAbX6QqlSWRLk9nl8jCzcuBJEhGRZtIkdTORalnr3dYKFHxLy5mfn+f8+fONTsaRZq1lY2Nj80uQlZUVLly4QLFYbHDKYHV1lQsXLpDJ1Gdc9MDAAMPDwwfe6g2wtgGVkeWdwdL63iuZUrd+W35fRERERFqDZjuXlpPL5fD5fI1OxpGWSCSYnp7m5MmTtLe3k0wmiUQiTfH/Eo1GNydeq0cX9La2Nk9mT69Gd+S73+ROp/qZW++haH3XvS8iIiLSKmyLjM32ilq+peXkcjlCoVCjk3GkVQLceDxONpslm802bJbzG/n9fjo7O1ldXb1pXHotNjY2uHr1Kvl8vo6pq01vtLQ55ebvSuBtgGgbDHY3LGkiIiIiNbHW4nq4tQIF39JSrLXkcjktM9ZgjuOAP8ricoL/+2x52TF/Y2Y5304sFsN13W2XRKvW4uIia2trDZ1ADuDD98JAF/gdCPjB7ysF5A+eBS33LSIiItI61O1cWkoulwNQ8N1g33wVrs53cVd/kpHoIslsG9/4ZoCPv9sS62h8RBiJRAgGg8TjcWKxWM3nb2xssLa2xsDAQMO70rcF4WNvg9UUxNPQGS4F3yIiIiKt5qh3O1fwLdV75JFGpwDHcejv7yccDjc6KUdWOmt57hJY20G+x2E108Gl1X7yBfjWq/CRs41OYWnW8xMnThAIBPZ0fmWG897e3jqnbO9iHaVNRERkUxPUzUSkegq+pXpNsJZkIBDg2LFjjU7GkTa/Cj4HcgWH5+bHWc+HcG2pa/bV5QYnbou9TpLWTK3eIiIiu2qCuplILY56y7fGfEv1zja+STOfzzfFclZHWShQWuYKYC0X3gy8K+81k7W1NS5dulTTxGuBQIC+vr6mavUWERHZVhPUzUSkegq+pXqzs41OAbOzs1y6dKnRyTjShnogtE2fGb8P3jJx8OnZjeM4pNPpmiZe8/v9DA4OqtVbRESaXxPUzUSqZsH1cGsFCr6lep/7XKNToJnOm4Axho+9HdqDpdm3A75SN/TbBpsv+G5vbycYDLK6ulrV8QsLC6yvr3ucKhERkTppgrqZiFRPwbdU7/Ofb+jttcxY8+iNGj71AfjIffC+N8FPvAc+dK/BabK1r4wx9PT0kE6nyWQyux6bTqdZWloinU4fUOpERET2qcF1M5FaWEpjvr3aWoGCb2kZhUIBa62C7ybhOIbxAcMbRk1TLC+2k+7ubowxrKys7Hrc4uIiPp+Pnp6eA0qZiIiIiBwlmu1cWobW+Ja98Pv99Pf3EwqFdjwmnU6TSqU4duyYxnqLiIiIeMJibWu0UHtFwbe0jGAwyNDQkNb4lpoNDAzs+v7CwgI+n08znIuIiIiIZxR8S8sIBALqEix7VigUWFtbIxaLXbffWks0GqWrqwvH0UgcEREREU9YcFtkbLZXFHxL9Y4fb+jtNzY2cBxn1+7DIjuJx+PMz88TDodpa2vb3G+Moa+vr4EpExER2aMG181EpDZq5pFtWWuZmnc5d77I/Er5G6oGryU5OzvLrNazlD3abuK1dDrN6urqkR9/JCIiLUr1Imkx1lrPtlag4FtuUihafvvPi/ze40Uee8blC48VeOSJAvazn21ourTMmOyH3++ns7OTeDyO67pAaaz3wsJCyxTYIiIi19E639JCtNSYup1XbSlhmV5y6esyjPQZTJOtZ1xPz190mbtmyRfBGIu1hpcmLe9JQ1eD0lQsFikWiwq+ZV86OmMkEgmeeHkF1wToZp2BY4Ma6y0iIiIinlPwXYWvPVPgiVdcHFP6xmb8mOHHH/Djc7wPwOPrlu9csWDhjWOG7oj393x9thR4+xyX95y6wkw8yvmlHl746V/h3Z7ffXtaZkz2K5u3PHslSA9BcLO0mQRF4+PCcpS+PotziL9QExGRQ0ot39JKLC3TQu0VNffcwuKqyxOvuBSKkCtY8gXL1ILlO5ddz+99ac7l1/+kyOMvuDz+Yun1xTnv79vbCT4Hiq5hLtnBXUPLvOvkNG9//6jn996Jgm/Zr0sLRfJFw0JhjIyN0OZskHR7Wc85LMSP9h8CERFpUUNDjU6BSEsxxviMMc8ZY77SiPsr+L6FK0uWSnvYidga33t6hjZ/lkvz3lbWrbV85alS0O8zBXymSKEIX3nK9Xx86j3jOe4bncPvWF6Z7+W56WNBLy9BAAAVVklEQVT0RjYILM6RSqU8vfdOIpEIY2Njmulc9mwxabEWLA5gyLjtpNwuii4sJLz/UktERKTu5uYanQKRGlhc691Wpb8PvOLhh9yVgu9b6IkaKr1RjbH0tGf4/jdeZrRzgWKx6Nl9XRc2skXuHFzkQ2cu8sDpSTqCWZJpKHoYJ+TzeZYXrzDel+beU5bhPsPwYIyx8ZMAXL161dPPvRO/3080GtXYXNkz/5ZHJ2vbWSqOUikC/b7GpElEREREDoYxZgT4AeA3GpUGT8d8G2O+ADwILFpr7/LyXl6ZGDQc7zXMLlsur3SxlIrwlpFrjMZWOX8+ydDQEF1d9Z+GzHHgnSev0hXKMJ3opD+yzrtPXuHczDg+x5tIwXVdLl++jOu6TExM8IZw25Z3S4/K2NgYPp8Pay3FYhG//2CmDUgkEgQCAdrb2w/kfnL4jPY5vDrtUrzhi1HHwEiPvtQRERER8VqDx3z/B+AfA9FGJcDryOm3gV8DvujxfTxjjOGnP+DnxUmXi3OW47Eg990+gi32Mbelq4+1dt8zoLuuy8rKCrFYDJ/PR1//IH/+vCGxESIaynKyd5X33R30ZKZ1ay1Xr14lk8kwNjZGOBze9rhK8LuyssLi4iIjIyNEo94/v3Nzc3R0dCj4lj0b6XVYTFhWUnaz94hjYHzAoTui4FtERESkxfUZY85t+flha+3DAMaYSoPwM8aY9zYkdXgcfFtr/8oYM+7lPQ6C32e455SPe05t3RtmYmJi86elpSWy2SyDg4MEAoGarm+tZXV1lcXFRQqFAj6fj1gsxpmxDvpilhcmXaCNN08M09dpyOfzFItF2trabnntauVyOdLpNMePH68qmI5EIvj9fi5fvkxfXx/Hjh3zbPk113UpFAqabE32xTGG+076WElZFhOl1QuGenxEw5rlXERERMRrFryeu2rZWnt2h/feCXzUGPMRoA3oNMb8jrX2J71M0I201Ng+3BhsJpNJ1tbW6O/vp7e395bjk621JBIJFhcXyeVyhMNhRkZG6Ojo2Dymr9PwwFuu72Y+PT1NJpNhYmKibgF4KBTi9OnT+Hy7dGn/7Gc3X7a1tXHbbbcxNzfH8vIy6XSakZERTwJkzXQu9WKMoTdq6I2qpVtERA6BLXUzEdmZtfYzwGcAyi3fv3TQgTc0wYRrxphPG2POGWPOLS0tNTo5ezYwMMDp06eJRCIsLCxw4cIF1tfXAZhftXzzFctzFy0b2e9+22OMYXV1FcdxGBsb4+TJk9cF3jsZGhrCGMPk5CQbGxv7SncqlWJxcRFrLX6/f/fW6xvWknQch+HhYUZGRshkMptBMpQmjIuvQ66wr+QBCr5FREREtqV1vqWVWHBd69nWChre8l3uh/8wwNmzZ1sj13YQDAYZGxsjlUoxNzeHMYanLlievmApFA1+B169kuK+0SXGT5RaiUdHR/H5fDV12Q6FQkxMTDA1NcXU1BTj4+M7jtHeTSaT4cqVKwQCAfr6+m6dhqEhmJ29aXd3dzfRaHSz1fzC1RTfuthO0TpYC3eOwv2nYK+90hV8i4iIiGxjh7qZiOzMWvs48Hgj7t3w4Psw6ujo4NSpU2Tz8NR5OBWbw1pDJJilJ7xOesNPPp8nGAzuebbwSgA+OTnJ3NwcExMTNQXwhUKBy5cvY4xhbGysuiW8zp3b8a1K4H0tmSUTn+L2zjDnE6Nk3SDfmYbeKJwarDp51+np6aGjo2P3LvEiIiIiR80udTORZtTg2c4bztNu58aY3wO+BdxhjJk2xnzKy/s1E2MMq+vgc0oP2EjnCh3BDOevDfL8Yql7+n4Fg0EmJiY4ceJETYG367pcuXKFQqHA2NhY9S3Kzzxzy0NmVkNcSIzS5s/y5t7X6QikKRThlemqk3cTx3Foa2vzbEI3ERERkZZURd1MRJqH17Odf8LL6ze7WASKruG1a0NMxvspug6u9XF6uH73qATO1lpmZmbo6em55XJc6XSajY0NRkZGalu666MfhVvMUGgMxLNdvHAtzBt7JjnVNc0Ly6dwzN6/51laWiIcDlc1Hl5ERETkyKiibibSPKzXs503vYZPuHaYtQUN33MH+B3IFwMYx0coAO84U/97FYtF0uk0U1NTmxO97aSjo4PTp0/T1dVV93ScHCgF4NlikIuJYdp8OXrDa9w5urfrWWtZXFwklUrVN6EiIiIiInJgrAXrup5trUBjvj123ynDiX7L5AK0BeGOYQgF6t992u/3b44Bv3z5MmNjYzd1bU8kEhhj6Ozs9GzyskgbfPBu+MuXIZXr4KXV09w5FmJ8YG/Xy+fzWGs12ZqIiIiIiLQ0Bd8HoL/L0F//RuabBAKB62ZBHxoZY3E9QiYPA+1pVhanaW9vJxqNejp+ergHPvEuyBYg6AvhOKWu7m1tbdVN7LaFZjoXERERETkcWmVJMK8o+D5kAoEA4+PjTE1d4f+9akgVwEcOG72Czx9gdHT0QCYuMwbaAqXX2WyWS5cu0dfXx+BgbVOeK/gWEREREZHDQGO+D6FAIMBsboJErh1skTs6LwLwWvwEBffgl+sKhULEYjGWl5dJp9M1nZvP5zHGEAgEPEqdiIiIiIgcBGutZ1srUPB9SC2nSq3bXYEkDi5T66MUCRGvLfa93szMnk8dHBwkEAgwMzODW8OECMeOHePMmTNaZkxERETkRvuom4nIwVPwfUjFynOtxXOdvJI8RaoQoehCZ3gfF93HWpI+n4+hoSGy2SyLi4s1nysiIiIiN9A639JKrMW63m2tQMH3IXXvBPh9gPGRc0P4HLj9OLSH9tGC/PDD+0pTNBqlp6cHv7+6qQastUxPT7O2trav+4qIiIgcSvusm4nIwdKEa4dUd8Tw0H2W1+dgIw8neuF4bJ8XffTRfadraGio6mOLxSLxeJy2tjai0ei+7y0iIiJyqNShbiZyUCy0TAu1V9TyfYhFQoa3jBveftow1GP2P276oYfqkzBKa44vLy/vekxlpvNQKFS3+4qIiIgcGnWsm4mI99TyLdX7ylfqdqm1tTXi8TiRSIRwePuB6NlsFtAyYyIiIiLbqmPdTOQguLb6iZcPI7V8S0McP34cv9/P9PT0jrOfV1q+tcyYiIiIiIi0OgXf0hBbZz9fWlra9hhrLaFQCMfRYyoiIiIi0tIsmu280QmQo6uzs5Pu7m6WlpY2u5hvNTg4yOnTpxuQMhERERERkfrSmG9pqMHBQTo6OjSuW0RERETkELO0Tgu1VxR8S/UefLDul/T7/XR3dwOlpcV8Pt/m68uXL9Pf369lxkRERES240HdTMRL1h7t4FvdzqV6Hq4luba2xmuvvcbGxgZQmmwtnU7vOBmbiIiIyJGndb5FWoqCb6meh2tJhsNhjDHMzMxgrd2c6Vzd0UVERER2oHW+pZVYcF3Xs60VKPiW6n36055d2u/3Mzw8TCaTYXFhgdRaEtAyYyIiIiI78rBuJiL1pzHfUr377vP08p2dnUTawywtL+MzYICFKxcZGBknEAx5em8RERGRluNx3Uyk3o76hGtq+ZbqDQ97evlCPo9TzGKAogW/A26xyLX5aU/vKyIiItKSPK6biUh9qeVbmkZmfQ2fMUSDBmPM5v58NnvdTOgiIiIiItJaLBZrW2NstlfU8i1Nwzilx3Fr4F1+Z5t9IiIiIiIirUMt39I0wpEoq8wDW8eCGNoiHTiOvicSEREREWlZVmO+FdFI03B8PvqHT+Dz+0st3cbQ1t5O77GhRidNRERERERkX9TyLU0lFG7n+PhpioU8xjj4/HpERUREREQOg6Pe8q3IRqr3yCMHchtjDP5A8EDuJSIiItKyDqhuJiL1oeBbqqe1JEVERESah+pm0lIsrmY7F6nS2bONToGIiIiIVKhuJtJS1PIt1ZudbXQKRERERKRCdTNpIVaznavlW2rwuc81OgUiIiIiUqG6mbQY67qeba1AwbdU7/Ofb3QKRERERKRCdTORlqJu5yIiIiIiIuItdTtXy7eIiIiIiIiI19TyLSIiIiIiIh6zWC01JiIiIiIiIiJeUsu3VO/48UanQEREREQqVDeTFmIBV2O+RaqktSRFREREmofqZiItRcG3VE9rSYqIiIg0D9XNpJVYrfOt4FtERERERETEYxrzLdXTt6siIiIizUN1M2kpVut8NzoB0kKGhhqdAhERERGpUN1MpKWo5VuqNzfX6BSIiIiISIXqZtJitM63iIiIiIiIiHhKLd8iIiIiIiLiLcuRH/Ot4FtEREREREQ8ZbEtsySYV9TtXERERERERMRjxtrmafo3xiwBl6s4tAtI7PE2+zm3kfc+AVxpwH2VXwd3biPvrfyqTaPya7/nK79a41zlV22UX7VRftVmP/m133u34rnKr9rsll9j1tr+PV63KRlj/gzo8/AWy9baD3l4/f2z1rbcBjzciHMbeW9gqdXSrPxqnXsrv1ojvxr8mZVfyq9mPVf5pfxqyvxq4c+s/GqR/NLWelurdjt/tEHnNvLe8QbdV/l1cOc28t7Kr9o0Kr/2e77yqzXOVX7VRvlVG+VXbfaTX/u9dyueq/yqzX7zS1pMU3U7l50ZY85Za882Oh2tQvlVG+VXbZRftVF+1Ub5VRvlV22UX7VRftVG+VUb5dfR06ot30fRw41OQItRftVG+VUb5VdtlF+1UX7VRvlVG+VXbZRftVF+1Ub5dcSo5VtERERERETEY2r5FhEREREREfGYgu8GMcZ8wRizaIx5acu+zxljZowxz5e3j5T3/8SWfc8bY1xjzN3l9x43xry25b2BRn0mL22XX+X9P1/+/C8bY/71lv2fMca8Xn7v+7fsv88Y82L5vf9kjDEH+TkOSi35ZYz5gDHmmXK+PGOMeWDL8Xq+bs6vcWPMxpY8+c9bjj8SzxfUnGcqw7Yv839/y+eeMsY8v+U9lWFV5pfKsJrz68iXYTXml8qv7fPrbmPME+XPfc4Yc/+W91R+VZlfKr+OoEZPt35UN+B7gXuBl7bs+xzwS7c4703ApS0/Pw6cbfTnaVB+vQ/4OhAq/zxQ/veNwLeBEDABXAR85feeAr4HMMCfAh9u9Gdrgvy6Bxgqv74LmNHztWt+jW897obrHInnq9Y8u+E8lWHbv/9vgV8pv1YZVlt+qQyrLb+OfBlWS37dsF/l13f3fa3yfAAfAR4vv1b5VVt+Hfny66htavluEGvtXwErezj1E8Dv1Tk5TW+H/Po54F9aa7PlYxbL+38Q+JK1NmutnQReB+43xhwHOq2137KlUu2LwMcO5hMcrFryy1r7nLV2tnzMy0CbMSZ0YIltAjU+X9s6Ss8X7CvPVIbdoNz68zf4br6oDKshv1SG1fx8bUvPV8kt8kvl15bdQGf5dRdQ+R1U+VVDfqn8OnoUfDefv2uMeaHcZSW2zft/k5sL/t8qd0f5Z4e1C88ObgfebYx50hjzl8aYt5b3DwNXtxw3Xd43XH594/6jYqf82upHgOcqwVOZnq+b82vCGPNcef+7y/uO+vMF1T1jKsNu9m5gwVp7ofyzyrDd3ZhfW6kMu9l2+aUybGe7PV8qv77rF4BfNcZcBf4N8JnyfpVf29spv7ZS+XUEKPhuLr8O3AbcDcxR6va0yRjzNiBtrd06xvInrLVvovTH4t3ATx1QWpuBH4gBbwf+EfAH5YJpu8LJ7rL/qNgpvwAwxtwJ/CvgZ7eco+fr5vyaA05Ya+8B/gHwu8aYTvR8wa2fMZVh27uxNU1l2O62bX1UGbajG/NLZdjudnq+VH5d7+eAX7TWjgK/CPxmeb/Kr+3tlF+Ayq+jRMF3E7HWLlhri9ZaF/ivwP03HPJxbviDYK2dKf+7BvzuNuccZtPAl23JU4AL9JX3j245boRS957p8usb9x8VO+UXxpgR4I+BT1prL1ZO0PN1c36Vu9JdA7DWPkNpPNvt6PmCXZ6xMpVhNzDG+IEfBn5/y26VYTvYIb9Uhu1gu/xSGbaznZ6vMpVf1/tp4Mvl1/+T7352lV/b2ym/VH4dMQq+m0h5PEzFDwFbZ0l0gB8DvrRln98YUwmeAsCDW885Av4X8ACAMeZ2IAgsA48AHzfGhIwxE8Bp4Clr7RywZox5e7k17pPA/25M0hti2/wyxnQDfwJ8xlr715WD9XztmF/9xhhfef9JSs/XJT1fwM6/kyrDdvZ9wKvW2q3dMVWG7eym/FIZtqvt8ktl2M62+31U+bW9WeA95dcPAJVu+iq/trdtfqn8OoJ2molNm7cbpW9P54A8pW8DPwX8d+BF4AVKhdfxLce/F3jihmtEgGfKx78M/EfKM0oetm2H/AoCv0OpMHoWeGDL8f+E0rf5r7FlNk3gbPn4i8CvAabRn63R+QX8U2AdeH7LNqDna8f8+pFyfny7vP+ho/Z81Zpn5eNVht2QX+X9vw38nW2OVxlWZX6pDKs5v458GbaH30eVXzeX9+8qf/5vA08C9205XuVXlfml8uvobab8Hy8iIiIiIiIiHlG3cxERERERERGPKfgWERERERER8ZiCbxERERERERGPKfgWERERERER8ZiCbxERkSoYY37WGBNrdDpERESkNSn4FhGRQ8kY80PGGGuMOVOHa/0KsGKtXa1D0kREROQI0lJjIiJyKBlj/gA4DvyFtfZzDU6OiIiIHHFq+RYRkUPHGNMBvBP4FPDx8r73GmMeN8b8oTHmVWPM/zDGmPJ7U8aYzxtjnjXGvFhpLTfGRIwxXzDGPG2Mec4Y84Pl/T5jzK+W979gjPnZBn1UERERaREKvkVE5DD6GPBn1trzwIox5t7y/nuAXwDeCJykFKBXLFtr7wV+Hfil8r5/Avwfa+1bgfcBv2qMiVAK6hPl/W8FfsYYM+H1hxIREZHWpeBbREQOo08AXyq//lL5Z4CnrLXT1loXeB4Y33LOl8v/PrNl/weBXzbGPA88DrQBJ8r7P1ne/yTQC5z24oOIiIjI4eBvdAJERETqyRjTCzwA3GWMsYAPsMBXgeyWQ4tc/3cwu81+A/yItfa1G+5hgJ+31j5W/08gIiIih5FavkVE5LD5UeCL1toxa+24tXYUmATetYdrPQb8/Jax4fds2f9zxphAef/t5e7oIiIiIttS8C0iIofNJ4A/vmHfHwE/vodr/XMgALxgjHmp/DPAbwDfAZ4t7/8vqDeZiIiI7EJLjYmIiIiIiIh4TC3fIiIiIiIiIh5T8C0iIiIiIiLiMQXfIiIiIiIiIh5T8C0iIiIiIiLiMQXfIiIiIiIiIh5T8C0iIiIiIiLiMQXfIiIiIiIiIh5T8C0iIiIiIiLisf8PD98w35thYsUAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# === tracé de la figure === #\n", "\n", "fig6, ax61 = plt.subplots(1,1)\n", "fig6.set_size_inches(2.54*6, 2.54*3)\n", "\n", "\n", "# below a test with subplot, fail\n", "# # set up subplot grid\n", "# gridspec.GridSpec(1,6)\n", "\n", "# ax61 = plt.subplot2grid((1,6), (0,0), colspan=3, rowspan=1)\n", "# ax62 = plt.subplot2grid((1,6), (0,3), colspan=2, rowspan=1)\n", "# ax63 = plt.subplot2grid((1,6), (0,5), colspan=1, rowspan=1)\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", "# 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\")\n", "\n", "ax61.xaxis.set_major_locator(MultipleLocator(25))\n", "ax61.xaxis.set_minor_locator(MultipleLocator(5))\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(0.58, 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')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Commentaires de l'auteur\n", "\n", "Il m'a fallu une après-midi et une soirée complète pour arriver à ce résultat, dont je suis très fier. J'imagine donc aisèment 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 :)\n", "Si ces relecteurs connaissent des manières plus élégantes de faire les choses avec `matplotlib`, je suis preneur." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_code_all_hidden": false, "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 }