From 0be9c58c63fb13bc43c2d7aefbaaad4636f78c84 Mon Sep 17 00:00:00 2001 From: b2c48a7ab4afbff5f4d26650b09eb6b4 Date: Mon, 6 Apr 2020 07:50:10 +0000 Subject: [PATCH] =?UTF-8?q?modification=20avec=20r=C3=A9execution=20du=20c?= =?UTF-8?q?ode=20sur=20ma=20machine?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...sures_asym\303\251triques__sujet_4_.ipynb" | 5255 +++++++++++++++++ module4/challenger.ipynb | 128 +- 2 files changed, 5328 insertions(+), 55 deletions(-) create mode 100644 "module2/exo2/Estimation_de_la_latence_et_de_la_capacit\303\251_d_une_connexion_\303\240_partir_de_mesures_asym\303\251triques__sujet_4_.ipynb" diff --git "a/module2/exo2/Estimation_de_la_latence_et_de_la_capacit\303\251_d_une_connexion_\303\240_partir_de_mesures_asym\303\251triques__sujet_4_.ipynb" "b/module2/exo2/Estimation_de_la_latence_et_de_la_capacit\303\251_d_une_connexion_\303\240_partir_de_mesures_asym\303\251triques__sujet_4_.ipynb" new file mode 100644 index 0000000..b0e449f --- /dev/null +++ "b/module2/exo2/Estimation_de_la_latence_et_de_la_capacit\303\251_d_une_connexion_\303\240_partir_de_mesures_asym\303\251triques__sujet_4_.ipynb" @@ -0,0 +1,5255 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Estimation de la latence et de la capacité d’une connexion à partir de mesures asymétriques" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous cherchons dans cette étude à décrire la performance d'une connexion de réseau.\n", + "\n", + "Nous commençons par importer les packages basiques." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Modification du jeu de données" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Le jeu de données examine une connexion courte à l'intérieur d'un campus. Il est disponible avec l'URL suivante :" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"http://mescal.imag.fr/membres/arnaud.legrand/teaching/2014/RICM4_EP_ping/liglab2.log.gz\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Une ligne est de la forme suivante : \n", + "[1421761682.052172] 665 bytes from lig-publig.imag.fr (129.88.11.7): icmp_seq=1 ttl=60 time=22.5 ms\n", + "\n", + "La date de la mesure exprimée en seconde à compté du 1er janvier 1970 se trouve entre crochet. Puis, nous trouvons la taille du message en octets, suivie par le nom de la machine cible et son adresse IP entre parenthèse. La machine cible est normalement identique pour toutes les lignes à l'intérieur d'un jeu de données. Deux indications, icmp_seq et ttl, sont ensuite fournies mais elles ne nous seront pas utiles. Le temps d'envoi en milliseconde pour un aller-retour se trouve à la fin de la ligne.\n", + "\n", + "Nous pouvons importer ces données à l'aide de pandas. Nous utilisons l'espace pour délimiter les colonnes. Les colonnes n'ont pas de titre pour le moment." + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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lig-publig.imag.fr \n", + "44412 [1421771186.840222] 1273 bytes from lig-publig.imag.fr \n", + "\n", + " 5 6 7 8 9 \n", + "0 (129.88.11.7): icmp_seq=1 ttl=60 time=22.5 ms \n", + "1 (129.88.11.7): icmp_seq=1 ttl=60 time=21.2 ms \n", + "2 (129.88.11.7): icmp_seq=1 ttl=60 time=21.2 ms \n", + "3 (129.88.11.7): icmp_seq=1 ttl=60 time=23.3 ms \n", + "4 (129.88.11.7): icmp_seq=1 ttl=60 time=1.41 ms \n", + "5 (129.88.11.7): icmp_seq=1 ttl=60 time=21.9 ms \n", + "6 (129.88.11.7): icmp_seq=1 ttl=60 time=78.7 ms \n", + "7 (129.88.11.7): icmp_seq=1 ttl=60 time=25.1 ms \n", + "8 (129.88.11.7): icmp_seq=1 ttl=60 time=24.0 ms \n", + "9 (129.88.11.7): icmp_seq=1 ttl=60 time=19.5 ms \n", + "10 (129.88.11.7): icmp_seq=1 ttl=60 time=18.0 ms \n", + "11 (129.88.11.7): icmp_seq=1 ttl=60 time=18.8 ms \n", + "12 (129.88.11.7): icmp_seq=1 ttl=60 NaN NaN \n", + "13 (129.88.11.7): icmp_seq=1 ttl=60 time=24.3 ms \n", + "14 (129.88.11.7): icmp_seq=1 ttl=60 time=3.45 ms \n", + "15 (129.88.11.7): icmp_seq=1 ttl=60 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icmp_seq=1 ttl=60 time=2.32 ms \n", + "44386 (129.88.11.7): icmp_seq=1 ttl=60 time=1.98 ms \n", + "44387 (129.88.11.7): icmp_seq=1 ttl=60 time=3.01 ms \n", + "44388 (129.88.11.7): icmp_seq=1 ttl=60 time=7.45 ms \n", + "44389 (129.88.11.7): icmp_seq=1 ttl=60 time=13.5 ms \n", + "44390 (129.88.11.7): icmp_seq=1 ttl=60 time=45.9 ms \n", + "44391 (129.88.11.7): icmp_seq=1 ttl=60 time=58.5 ms \n", + "44392 (129.88.11.7): icmp_seq=1 ttl=60 time=1.45 ms \n", + "44393 (129.88.11.7): icmp_seq=1 ttl=60 time=1.11 ms \n", + "44394 (129.88.11.7): icmp_seq=1 ttl=60 time=2.26 ms \n", + "44395 (129.88.11.7): icmp_seq=1 ttl=60 time=1.24 ms \n", + "44396 (129.88.11.7): icmp_seq=1 ttl=60 time=1.25 ms \n", + "44397 (129.88.11.7): icmp_seq=1 ttl=60 time=2.46 ms \n", + "44398 (129.88.11.7): icmp_seq=1 ttl=60 time=1.47 ms \n", + "44399 (129.88.11.7): icmp_seq=1 ttl=60 time=1.21 ms \n", + "44400 (129.88.11.7): icmp_seq=1 ttl=60 time=1.55 ms \n", + "44401 (129.88.11.7): icmp_seq=1 ttl=60 time=1.22 ms \n", + "44402 (129.88.11.7): icmp_seq=1 ttl=60 time=1.34 ms \n", + "44403 (129.88.11.7): icmp_seq=1 ttl=60 time=2.43 ms \n", + "44404 (129.88.11.7): icmp_seq=1 ttl=60 time=1.19 ms \n", + "44405 (129.88.11.7): icmp_seq=1 ttl=60 time=1.14 ms \n", + "44406 (129.88.11.7): icmp_seq=1 ttl=60 time=2.19 ms \n", + "44407 (129.88.11.7): icmp_seq=1 ttl=60 time=1.29 ms \n", + "44408 (129.88.11.7): icmp_seq=1 ttl=60 time=1.47 ms \n", + "44409 (129.88.11.7): icmp_seq=1 ttl=60 time=7.02 ms \n", + "44410 (129.88.11.7): icmp_seq=1 ttl=60 time=2.33 ms \n", + "44411 (129.88.11.7): icmp_seq=1 ttl=60 time=1.61 ms \n", + "44412 (129.88.11.7): icmp_seq=1 ttl=60 time=1.35 ms \n", + "\n", + "[44413 rows x 10 columns]" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_table(data_url,sep=' ',header=None)\n", + "raw_data " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Comme nous pouvons le voir, les colonnes 2, 3, 4, 5, 6, 7 et 9 ne sont pas utiles à notre études. Nous pouvons les laisser car elle n'impacteront pas note étude. Par contre, la ligne 12 nous montre que des données sont manquantes. Nous allons voir combien de lignes a des données manquantes." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "377" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " np.shape(raw_data[raw_data.isnull().any(axis=1)])[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "377 lignes parmis les 44413 n'ont pas de données. Nous pouvons les supprimer sans qu'elles n'aient une grande insidence sur l'étude." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ttl=60 time=2.31 ms \n", + "17 (129.88.11.7): icmp_seq=1 ttl=60 time=1.14 ms \n", + "18 (129.88.11.7): icmp_seq=1 ttl=60 time=1.10 ms \n", + "19 (129.88.11.7): icmp_seq=1 ttl=60 time=2.18 ms \n", + "20 (129.88.11.7): icmp_seq=1 ttl=60 time=1.27 ms \n", + "21 (129.88.11.7): icmp_seq=1 ttl=60 time=1.33 ms \n", + "22 (129.88.11.7): icmp_seq=1 ttl=60 time=1.51 ms \n", + "23 (129.88.11.7): icmp_seq=1 ttl=60 time=1.44 ms \n", + "24 (129.88.11.7): icmp_seq=1 ttl=60 time=1.30 ms \n", + "25 (129.88.11.7): icmp_seq=1 ttl=60 time=2.17 ms \n", + "26 (129.88.11.7): icmp_seq=1 ttl=60 time=1.21 ms \n", + "27 (129.88.11.7): icmp_seq=1 ttl=60 time=2.20 ms \n", + "28 (129.88.11.7): icmp_seq=1 ttl=60 time=1.34 ms \n", + "29 (129.88.11.7): icmp_seq=1 ttl=60 time=1.42 ms \n", + "30 (129.88.11.7): icmp_seq=1 ttl=60 time=1.12 ms \n", + "... ... ... ... ... .. \n", + "44383 (129.88.11.7): icmp_seq=1 ttl=60 time=28.8 ms \n", + "44384 (129.88.11.7): icmp_seq=1 ttl=60 time=1.14 ms \n", + "44385 (129.88.11.7): icmp_seq=1 ttl=60 time=2.32 ms \n", + "44386 (129.88.11.7): icmp_seq=1 ttl=60 time=1.98 ms \n", + "44387 (129.88.11.7): icmp_seq=1 ttl=60 time=3.01 ms \n", + "44388 (129.88.11.7): icmp_seq=1 ttl=60 time=7.45 ms \n", + "44389 (129.88.11.7): icmp_seq=1 ttl=60 time=13.5 ms \n", + "44390 (129.88.11.7): icmp_seq=1 ttl=60 time=45.9 ms \n", + "44391 (129.88.11.7): icmp_seq=1 ttl=60 time=58.5 ms \n", + "44392 (129.88.11.7): icmp_seq=1 ttl=60 time=1.45 ms \n", + "44393 (129.88.11.7): icmp_seq=1 ttl=60 time=1.11 ms \n", + "44394 (129.88.11.7): icmp_seq=1 ttl=60 time=2.26 ms \n", + "44395 (129.88.11.7): icmp_seq=1 ttl=60 time=1.24 ms \n", + "44396 (129.88.11.7): icmp_seq=1 ttl=60 time=1.25 ms \n", + "44397 (129.88.11.7): icmp_seq=1 ttl=60 time=2.46 ms \n", + "44398 (129.88.11.7): icmp_seq=1 ttl=60 time=1.47 ms \n", + "44399 (129.88.11.7): icmp_seq=1 ttl=60 time=1.21 ms \n", + "44400 (129.88.11.7): icmp_seq=1 ttl=60 time=1.55 ms \n", + "44401 (129.88.11.7): icmp_seq=1 ttl=60 time=1.22 ms \n", + "44402 (129.88.11.7): icmp_seq=1 ttl=60 time=1.34 ms \n", + "44403 (129.88.11.7): icmp_seq=1 ttl=60 time=2.43 ms \n", + "44404 (129.88.11.7): icmp_seq=1 ttl=60 time=1.19 ms \n", + "44405 (129.88.11.7): icmp_seq=1 ttl=60 time=1.14 ms \n", + "44406 (129.88.11.7): icmp_seq=1 ttl=60 time=2.19 ms \n", + "44407 (129.88.11.7): icmp_seq=1 ttl=60 time=1.29 ms \n", + "44408 (129.88.11.7): icmp_seq=1 ttl=60 time=1.47 ms \n", + "44409 (129.88.11.7): icmp_seq=1 ttl=60 time=7.02 ms \n", + "44410 (129.88.11.7): icmp_seq=1 ttl=60 time=2.33 ms \n", + "44411 (129.88.11.7): icmp_seq=1 ttl=60 time=1.61 ms \n", + "44412 (129.88.11.7): icmp_seq=1 ttl=60 time=1.35 ms \n", + "\n", + "[44036 rows x 10 columns]" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = raw_data.dropna().copy()\n", + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous allons maintenant changer la forme des données. Commençons par les dates où les mesures ont été effectuées (colonne 0). Il faut supprimer les crochets et transformer en nombre décimale." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_time(time):\n", + " return float(time[1:-1])\n", + "\n", + "data['time_passed'] = [convert_time(time) for time in data[0]]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous allons maintenant transformer la colonne des tailles des messages en octets (colonne 1) en les changeant en entier." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_message(message):\n", + " return int(message)\n", + "\n", + "data['size_message'] = [convert_message(message) for message in data[1]]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il nous reste à transformer la colonne des durées d'envoi (colonne 8) en supprimant le \"time=\" et en modifiant en nombre décimale." + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_duration(duration):\n", + " return float(duration[5:])\n", + "\n", + "data['duration'] = [convert_duration(duration) for duration in data[8]]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Evolution du temps d'envoi" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous regardons maintenant comment évolue la durée d'envoi au cours du temps. En effet, la durée d'envoi pourrait évoluer avec le temps par exemple à cause de la dégradation du matériel." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,9))\n", + "plt.plot(data['time_passed'],data['duration'],'+')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A première vue, le temps ne semble pas impacter la durée d'envoi. Les zooms à plusieurs endroits renforcent cette opinion. En effet, les durées d'envoi sont généralement inférieures à 3 ms et des pics apparaissent de temps en temps peu importe le temps écoulé." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,9))\n", + "\n", + "plt.subplots_adjust(wspace=0.1, hspace=0.3)\n", + "\n", + "plt.subplot(421)\n", + "plt.plot(data['time_passed'][0:100],data['duration'][0:100],'+')\n", + "\n", + "plt.subplot(422)\n", + "plt.plot(data['time_passed'][5000:5100],data['duration'][5000:5100],'+')\n", + "\n", + "plt.subplot(423)\n", + "plt.plot(data['time_passed'][10000:10100],data['duration'][10000:10100],'+')\n", + "\n", + "plt.subplot(424)\n", + "plt.plot(data['time_passed'][15000:15100],data['duration'][15000:15100],'+')\n", + "\n", + "plt.subplot(425)\n", + "plt.plot(data['time_passed'][20000:20100],data['duration'][20000:20100],'+')\n", + "\n", + "plt.subplot(426)\n", + "plt.plot(data['time_passed'][25000:25100],data['duration'][25000:25100],'+')\n", + "\n", + "plt.subplot(427)\n", + "plt.plot(data['time_passed'][30000:30100],data['duration'][30000:30100],'+')\n", + "\n", + "plt.subplot(428)\n", + "plt.plot(data['time_passed'][35000:35100],data['duration'][35000:35100],'+')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Regardons l'évolution seulement entre 1 et 3. Pour se rendre compte qu'il n'y a pas de lieu entre durée d'envoi et date d'acquisition." + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 3)" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,9))\n", + "plt.plot(data['time_passed'],data['duration'],'+')\n", + "plt.ylim(1,3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous allons maintenant voir si la taille du message à une importance sur la durée d'envoi." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,9))\n", + "plt.plot(data['size_message'],data['duration'],'+')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A première vue, il semble y avoir un seuil sur la taille des messages à partir duquel les durées sont plus importes. Les deux données semblent liées. Estimons graphiquement ce seuil en zoomant sur la zone en question." + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1450, 1500, 0, 100]" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,9))\n", + "plt.plot(data['size_message'],data['duration'],'+')\n", + "plt.axis([1450,1500,0,100])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sur le graphique, nous voyons que le seuil est situé entre 1480 et 1481 octets." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Régression linéaire des deux zones" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous allons évaluer ces deux zones séparément. Il faut donc commencer par séparer les données en deux groupes." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "data_low=data[data['size_message']<=1480]\n", + "data_high=data[data['size_message']>=1481]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous allons maintenant effectué une régression. Pour savoir le type de régression, nous regardons l'évolution de la durée d'envoi par rapport à la taille du message entre 1 et 3, dans la partie où nous avons le plus de données." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 3)" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,9))\n", + "plt.plot(data['size_message'],data['duration'],'+')\n", + "plt.ylim(1,3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous nous rendons compte que le plus adapté est une régression linéaire." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "\n", + "modele_low=LinearRegression()\n", + "modele_low.fit(data_low['size_message'].values.reshape(-1, 1),data_low['duration'])\n", + "\n", + "modele_high=LinearRegression()\n", + "modele_high.fit(data_high['size_message'].values.reshape(-1, 1),data_high['duration'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Si nous calculons le R² score, nous obtenons ceci :" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0004513532467899095\n", + "0.00035615827070534234\n" + ] + } + ], + "source": [ + "print(modele_low.score(data_low['size_message'].values.reshape(-1, 1),data_low['duration']))\n", + "\n", + "print(modele_high.score(data_high['size_message'].values.reshape(-1, 1),data_high['duration']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les modèles sont très mauvais. Deux idées nous viennent en tête : ne conserver que les durées d'envoi faibles (là où nous avons le plus de données) ou faire la moyenne des durées d'envoi pour chaque taille de messages. \n", + "\n", + "Commençons par le cas de la moyenne. Nous commençons par créer les durées d'envoi moyennes pour chaque taille de message." + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "size_low=list(set(data_low['size_message']))\n", + "\n", + "duration_low=np.empty(len(size_low))\n", + "for k in range(len(size_low)) :\n", + " duration_low[k]=np.mean(data_low['duration'][data_low['size_message']==size_low[k]])\n", + " \n", + "size_high=list(set(data_high['size_message']))\n", + "\n", + "duration_high=np.empty(len(size_high))\n", + "for k in range(len(size_high)) :\n", + " duration_high[k]=np.mean(data_high['duration'][data_high['size_message']==size_high[k]])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Effectuons de nouveau les modèles linéaires." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.010371058628793395\n", + "0.006217305568337994\n" + ] + } + ], + "source": [ + "modele_low_mean=LinearRegression()\n", + "modele_low_mean.fit(np.reshape(size_low,(-1, 1)),duration_low)\n", + "\n", + "modele_high_mean=LinearRegression()\n", + "modele_high_mean.fit(np.reshape(size_high,(-1, 1)),duration_high)\n", + "\n", + "print(modele_low_mean.score(np.reshape(size_low,(-1, 1)),duration_low))\n", + "print(modele_high_mean.score(np.reshape(size_high,(-1, 1)),duration_high))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les résultats se sont améliorés mais ne sont toujours pas bons.\n", + "\n", + "Nous allons maintenant essayer de supprimer les durées d'envoi trop élevées. Nous supprimons les durées inférieurs à 2 pour les messages inférieurs à 1480 octets et inférieurs à 3 pour les messages supérieurs à 1481 octets." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "data_low_reduced=data_low[data_low['duration']<=2]\n", + "data_high_reduced=data_high[data_high['duration']<=2.6]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Regardons combien de données ont été supprimées." + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8454709645819941\n", + "0.8163426862520891\n" + ] + } + ], + "source": [ + "print(len(data_low_reduced)/len(data_low))\n", + "print(len(data_high_reduced)/len(data_high))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous avons perdu plus de 15% des données. Notre modèle sera surement mieux adapté aux données réduites mais il ne prendra pas en compte une grande partie des données donc sera moins fiable sur les données complètes." + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.5108687354918388\n", + "0.12732864666562382\n" + ] + } + ], + "source": [ + "modele_low_reduced=LinearRegression()\n", + "modele_low_reduced.fit(data_low_reduced['size_message'].values.reshape(-1, 1),data_low_reduced['duration'])\n", + "\n", + "modele_high_reduced=LinearRegression()\n", + "modele_high_reduced.fit(data_high_reduced['size_message'].values.reshape(-1, 1),data_high_reduced['duration'])\n", + "\n", + "print(modele_low_reduced.score(data_low_reduced['size_message'].values.reshape(-1, 1),data_low_reduced['duration']))\n", + "print(modele_high_reduced.score(data_high_reduced['size_message'].values.reshape(-1, 1),data_high_reduced['duration']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Le modèle dans ce cas n'est pas mauvais. Mais comment se comporte-t-il si nous revenons à la totalité des données ?" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-0.11559915224098294\n", + "-0.13025418584545734\n" + ] + } + ], + "source": [ + "print(modele_low_reduced.score(data_low['size_message'].values.reshape(-1, 1),data_low['duration']))\n", + "print(modele_high_reduced.score(data_high['size_message'].values.reshape(-1, 1),data_high['duration']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lorsque nous utilisons toutes les données, ce modèle est inutile." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Détermination de la latence et de la capacité de la connexion." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous allons maintenant déterminer la latence et la capacité pour les trois modèles (complet, moyenne et réduit). Nous avons la relation T=L+S/C où T est la durée, L la latence, S la taille du message et C la capacité. Ayant nos données en millisecondes et octet. La latence s'exprimera en millisecondes et la capacité en octet par millisecondes.\n", + "\n", + "Commençons par le cas du modèle complet." + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.275674199393943\n", + "3064.5146168986353\n", + "5.289832573707132\n", + "387.76039978488814\n" + ] + } + ], + "source": [ + "print(modele_low.intercept_)\n", + "print(1/modele_low.coef_[0])\n", + "\n", + "print(modele_high.intercept_)\n", + "print(1/modele_high.coef_[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous avons une latence de 3.276 millisecondes et une capacité de 3065 octets par millisecondes pour les petits messages et une latence de 5.290 millisecondes et une capacité de 388 octets par millisecondes pour les gros messages.\n", + "\n", + "Etudions le cas du modèle avec les moyennes." + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.2752258866275303\n", + "2995.5783326928704\n", + "5.666776618402003\n", + "424.14888748876956\n" + ] + } + ], + "source": [ + "print(modele_low_mean.intercept_)\n", + "print(1/modele_low_mean.coef_[0])\n", + "\n", + "print(modele_high_mean.intercept_)\n", + "print(1/modele_high_mean.coef_[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous avons une latence de 3.275 millisecondes et une capacité de 2996 octets par millisecondes pour les petits messages et une latence de 5.667 millisecondes et une capacité de 424 octets par millisecondes pour les gros messages.\n", + "\n", + "Regardons maintenant le cas avec le modèle réduit." + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.1466097128990944\n", + "4124.963057028056\n", + "1.9007662669402698\n", + "4370.636833457074\n" + ] + } + ], + "source": [ + "print(modele_low_reduced.intercept_)\n", + "print(1/modele_low_reduced.coef_[0])\n", + "\n", + "print(modele_high_reduced.intercept_)\n", + "print(1/modele_high_reduced.coef_[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous avons une latence de 1.147 millisecondes et une capacité de 4125 octets par millisecondes pour les petits messages et une latence de 1.901 millisecondes et une capacité de 4371 octets par millisecondes pour les gros messages.\n", + "\n", + "Traçons maintenant les trois régressions avec les données expérimentales. La courbe rouge correspond au modèle complet, la verte au modèle moyen et la noir au modèle réduit." + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,9))\n", + "plt.plot(data['size_message'],data['duration'],'b+',alpha=0.1)\n", + "plt.plot(size_low,modele_low.predict(np.reshape(size_low,(-1, 1))),'r')\n", + "plt.plot(size_high,modele_high.predict(np.reshape(size_high,(-1, 1))),'r')\n", + "plt.plot(size_low,modele_low_mean.predict(np.reshape(size_low,(-1, 1))),'g')\n", + "plt.plot(size_high,modele_high_mean.predict(np.reshape(size_high,(-1, 1))),'g')\n", + "plt.plot(size_low,modele_low_reduced.predict(np.reshape(size_low,(-1, 1))),'k')\n", + "plt.plot(size_high,modele_high_reduced.predict(np.reshape(size_high,(-1, 1))),'k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Effectuons un léger zoom, un zoom plus conséquent et un zoom très important." + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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VKrdMS1tdIS9W6MuX8210aLbTU+D3fg/4iZ+wojbLil1N9G/379vy5nPbVl9KaQn5JujBgW7XwYEVsdvb9t/pqW3b00/nwt43M/Dss/nCOjmuL9LHGKAYJoQQQiaIFp83b9r/RSj6oh74Fp9pFwXAClAt+vTiq6L4sz5kGy2odb3K/JqffDIv//Aw/3u5zIXx6am1cP7CLwAf+IA97mplfXefesr2R0gka9cKzdZW7pogn133A99iO93uLMut0G40D73/xYv5d3KsxcJaZbe37UI/XX9dx1hOTs7GB9ZCWKzaN27kxxWXj8NDWxftR16UWnuoUAwTQgghE0RbhsWKKdPZ2pIInLXkuovPRDCfP18e+7YsksBikQuty5eLrcW6HSLOxT1ha2v9e6k3YMUckFssBTm+uFjo0GDLpfW7zbL8eOJrLdElpG1iZRfXkzIBKMJV+lIs2UCe9ERbxgVtrdaDhieesP9//evAhz981oLtW+QoddzZKY60ce7cepg3OVd6QZ6OnnHu3Lqv8HxufaDH4CssUAwTQgghEySU3ezgAPj5n7eL0B48sN/dvWv/aWurxo2b66IFbkwCjMuXz06nh1wudJi1gwMrdPV0vy5bjr+zY106BP07cNZ/WEdDkGgKOhbz/ftnF6698Yb9vLVl+y7L1v2EZXGbWG5lO8B+//TTuai/e/dstjh3sd877+R1Ev9gOZZQlFhELNFyXI3UdbWy14AMMoyxbRfrt5wT2Xa1ygcebpzhMUExTAghxEtKqCwybHREgAsX1v1HATs1/pnP+PfVi6J0wg1NSOC6iM+toAVvyOVC40Y68MUplixsgnz2JcjQFnFpw1e+Ysu4d8/6xcq+wLrl+qd+KrcSn5ys19dtx+GhrYe7qE8W77no0HM62ckLL9g2/9zP2e8+9CHrpiDHj71f3ePqvhcfYN1Ply7ZftYzCt///fn5FqvzWKNJUAwTQgjx0mR6WtIv2morFkIRpqenNppBSMDoRVE+X1SfwJXIAjpMmk7UAOSWxJhrTKIniEVUytAJJ770JWullCxs2udXQp35ol24VtIss7/95m/m/rJyTLGWCpKeWI6p+0+OK/0jixel7tr/OhS72cdslru9nJzkLhNiCddxpUO+3264NX2va0uzLtP3nVwXWZafy6KoIEMlSgwbY34KwE8AyAD8PwD+HoB3A/gCgMcBvAngk1mWnQYOQQghhJCemM2sWBLL6e6u/fv01GYo+9a3zu4T8iv1TeGHUvLq7Y+P190b3EVyGm3ZXSxs3N2trTwqhBvDd7m0Lh/G2G1FwEqGOe3mocWvtEHCis3n1iL88z9vBd7Wlj2muECIsNbWZr2gTnN8nA8Irl7NF6PplMb6/LjC1U1BvbWV+xx/85tny9N1kKgf2sdZ96vud7H8CzpusHb1OD4G/sE/sNnsgHwApPvHrcdYKBXDxpjvAfCfAbiYZdm/MMZ8EcCPAbgI4LUsy142xrwE4CUAn221toQQQlolJoUtGQ+uqBGhIil0RQj97M+edUsIhULT+CytbngtsTq6kSiKcK81HcvXzaymxfXenvVxlZBfd+/mbRZRd3oKfOQj62103S2yzFpfL1zIxbW2nmqr6rVrNh6w2z+uxRjI/Ywl3Jt7f2nh6ktBDay7q4hFXPe9LtvFTUbiJhKRNsn32kVmf389W+DOju0zSbSiLedjc7GKdZP4dgB/wxjzF7AW4QWAnwbw0Ye/fx7AV0ExTAghoyZGAJHxIOdSW2Rlmn61yq173/qWFTtbW/4FdD60sAKsAHLDpIk7AGAtt2LtXCyKF+TJNmJN1dZXHW5Mu2iIG8Ddu+txc7VvtHx2k1vMZraMnR3rPy3JJLLMWoq3t4F//s/ttjqixelpHptXrL3uQED8kk9ObMY6SRJy587ZWMBF6GxzQN6/t2/nn0XQnp7mLhwSTk/2NyaP4qHvdV+sYmmDL1TebJa7qIgLDGDFsbisjGUQXSqGsyz7I2PMfwfgLQD/AsCvZVn2a8aY92VZtny4zdIYc8G3vzHmRQAvAsBjjz3WXM0JIYQQUorP91t8VMU94MMfzkWTi0RrkM/aH1aOrS2bwNlwbPN5bn29dCn3b/Wlehb0Aq9bt+xitjt31pNTiAuCWFTFQuy6G4ggB9YFuy73nXfsfufOWTeEn/1Zu/93fRfw279ty3zve235Tz65bhGW4xwd5WUIElYNyBcA7u5a0S0JL6QvRbBK4gt9nHfesd+LK4ecr7/9t3NLuHZXkcGAMcDXvpb7Gf/O7+QuIKHIIfo837mTDxDE99mYPJ23JOXQswTnz49rIB3jJnEewMcBPAHgAYD/1RjjSQ7oJ8uyVwG8Cth0zBXrSQghpGN8iQ7IeJHzqQWgCBkRT75zrtPrig+uCCJZjOfuJ+JIBPDWVl6mWBPle59ocv2R793LLcQ+dw6dGU5EuFhDt7dzwTmbWauuz13jqadyYXvjBvD447ZsieKwv28tuWJxdS3gQL74TizgWiBql4ODAxsJYns775e3387jFus4zBpJz/zKK3k7H3kkj2gh7ZSIGnJsqdfhoe1LN8Wze/50NIvnn/fHatbb6tjFYqkfk4tVjJvE3wFwL8uyFQAYY/43AE8D+IYxZuehVXgHwP0W60kIIaRjhv4CI2FCvt/A2fO6s5OLOdf1wUUE83wO/MZvAB//uH8/vVBLXBwWi9xXd7lcj5XrosX6fG6F48lJ7gLhsyLLIjXgbHINvb3EVgbO+s2+8or9/U/+BHjsMZu57u23bRtOT60YPT21lmHAfjYmF7U6/bUvK93bb+dZ2559dj173O3buftGWYi6J5/M27i/b0W0XuDnixAhiycBv6+yIIMI9xpyM92F3EFCCwqHTIwYfgvAv22MeTesm8QzAF4H8GcAPgXg5Yf/f7mtShJCCCEkniLfb1cAyqIyIBcx2uorvqiyjUy3/9mfWVH36U8XD5wuXFhPFnHzZh754cGDs77K2gViNstdB0SQykKtohBw0sa7d3NXCTnGuXP+hB7iN7tYWJ/X8+et3+udO/YY77yT+/hql4z79205OvLCG28Af+tv5W3TYc2MsXX41V8FfvAH7Xd6cCBWYe2aokPbuVE9dPsFN0KEtH1rC3jzzbPnSELfiYvGW2/l+8ixLl5czyxXtLbAt6BwyMT4DP+WMeYXARwB+EsA/zes28N3AfiiMebTsIL5E21WlBBCCCH1cYWy+PDeupXHrJVQZjLtLm4FEnLs3j1rrf3t37YuBRcvri9K0yHPAOtu8MYbVvz+0A/ZY4ilUUeKkH18wu7yZVtHV2S5IcnEQmlMnh1Ni8Myq+Vslu8HWAHshmOT/+/etaJZBgjSL+95D/ADP2C/0+J2ubRtf/pp65P8q79qQ5XJ/p/7nP3//e/P+0J8c7VftE5RLSHXZHGc7lvpkz/+47zffH2oo2p86Uu2/tqVQuodiy8e9ZCJiiaRZdnPAPgZ5+t/CWslJoQQQshAKfP9FiGkF8+50QSEp57KfWrv3bML73Z31xe16ePK/vM58IEPWKujjknry2gnYlYfz41SIe3yxdIV4Ssh0XQ83L09a5n2WS3F71UWBOq2u36xxtgBxPnz+WK4rS0rhK9dOys4tQ+utOF7vge4ciUfaOzv51kAXWvr4eHZvg1ZZuVvdxGjtkz7EP/u27fPxiYWIe9bjOm7vlKSiAwBZqAjhBBCJox2PXDRwkgEj4svtfHVq1Y4ub/70h1LFAQg97WV/bTw1ZZb8W+9etX62QrnzhW3FTjrA6ujTfhChOn9RHSGMq5Jm7a3c6vw9ev299dfzxNSiCuGZOKTPjo6smLz3j3792uv2fbqcHEa97y5UT1CuO2UKBSAtf77suUdH9t6fdd3WZ9pWSR5504eS1j7DRddV2Nbb0AxTAghhEwUESti0XPFi5769gkYn7VXLI4PHljRJ6L46tV1/1vxxxVReOtWOOmGFqDaWix1l+gUriXZXeR1504u4h555KxLxHK5LsiL0K4I4jctbhCAFcJbW9YyLAJZXBiAvO26//b27L/FAvi5nwN+7Mf80RbECq0TgeiBhrbQyoBGW7WXy/WFhhIRA7Dnz+1D8ReWwcZiYY/7sY/Z38QfWuqiLeY6zvTYRLBAMUwIIYRMFHdaW9L0CjqOLXBWzPimxYFcTOlQZloUyb7C9va6VVcvkpO/RXTeu5cnj9CL5wB/hAbtLqAXuM3n1uJ6/35+nHv3rGVUxzd26+ourpOwbbu7tnzxrd7astZhiWEsi+R0umgXLTzv3rXbXr9uBbZ2LdBh6HTCFD24EWRAo10xXAu/ro87QNB9uL9vRf7732+twfpYcp61VVgTulbGIJIphgkhhJAJorOzAVYA3rplozuIgNLxcoviwbpuDAcHwJe/bKfUP/AB+70WgRcu2EQPb71lF2MBdur9lVdyy6zPv1hE9qVLdiGXIGmVdapfn8hyv9vby4XvyUkezsxN9FEUGWE2Wxelzz6bf9YRMGSRnwwwinycFwsb1UEEtraY+8LiibVb/KD1caU87VcN5FblnZ11oV20uE3Cxr3zzvq1o8/tnTvW6n737npKaXdgJbgDsCFCMUwIIYRMCDdhhbgonDtnLZo6UYZvAVsoRrFYUa9ft8f9yEfymLIi6GRqf3vbCiWJkiDhxbQbhYtYFiVm79NP56JTT/O72wvG5CHRgPW4wFoMirCVtsYINZ/fNLC+r04LLaxWfteQ4+P1qA+huL8HB+sxhGXxoaQ/Fou3WNKl/NXqbDulDB3mzbWMf/ObVuQ+eGCtw5LtThKErFY2MsVTT9ly3SQnvoHVGGIOUwwTQgghE8IXOk0LEhFQ2oJ55471D9XRGYBcjGmBLOHX3ngD+Kmfyt0bRAhtbeUi6vx5K8JPTqy1UROySOtMeVJfH+73e3tnM8BpH1fZXgtjV1CHIm9o/1w3sYj87qaF1m0UpB9PTnLf41u38n1dJFmJ+C4DuY/2pUvrLhQ6c52c71A85VAWPwn7Bqy7hmgePLADIklMIlZ2nTFPi2+3HkO0ElMME0IIIRNFZwXb3s5DgIn4ksVU8/m6H6hr1dPT+zdv2u/e855cZF64kMcZPjjIs8Fdvw786I/m9XHdEVyhJ6Lp7bdtgofDQ2upfPLJ9bTH4vbgfifli7XaJ9KK/FrLhFrRgkPfvlowu8kzxPf43Ln1RCL6WDqNtQjt3d11Ue7WQRbR3bgRXrCo8Q10dOpr8XNerey5kL66d89Gz1itxp+6nWKYEEIImSg6osDhYT7dHRJ9Im61GNNo94VQvF7J+uYKOx+heLm+EGeuoPW5eBwe2rLF+usuJNP+vXofCeNW5oMcg45XrH2b3bY++2zu8qDbcXBwtn43b9oBgUR0uH07d5lwLenSzqL6aXS9Vqu8Lr7zd+2adckQi/vf//v+MrSA952noUExTAghhEwUVxTpTGxHR3mcWyAPHfanfxr2AwVylwhJ5CCxdKWsP/gD4Bd+wS6sO3cu92fVWerKLInuYjCdOMO3iEwSarjt1tZW/ZtPgPsEpJtJT5cZmvIXC66uQ8hqLGHjNNq3en8/t+5qS7osjHPDmoVSN/sWC/pwI0a4bQLymMVuWmtfJBKpx9ChGCaEEEImzmKx7mMrIuaZZ6yQ/Uf/yIrXJ56wglhHD3Cn2l0rovjninvCd393vu1bbwHPPRfnUmDM+iIvKQOwVlvZT/yCtRXz4CCvB5ALcGmDiGJdrkTbkEVgIWGnLbza5aIOUoab2U4QP+433siFv/SvRHwQn14R1T7rc2pdY9wdnnvO/u9atH1WdIl3PHQohgkhhJAJc3RkraZ6UZy2/B4f288SGeKJJ3IBFlq8JvsCuWV5ezv/7t49e7zHHguHQXPRll29KExwE1DI4jKJQAHk+4iALxKEsuhNRKiOn6szzenQYdvbxX7HcixJ0gGctdAC637Sbvki6rMM+OAH7WftxrFY2KgZ4q6ij1EF3R7Xmu2KdB2uze0LuY709jo82xAXzgkUw4QMnDEELCeEDJfbt9eFphvibHsb+PEft9uI/6z2z/UhlmYReTpagyS2ODkB3vveXFBVfY6JSHQTUBizLipFeK1W8c9Nsc5KG7R1VdoNz3jMAAAgAElEQVTmZtULtcW1yhYJ8iLrrR6ouNn4pC9v37bW4ZDglkV0mlCfSPtj2qTDtcm+erGlFtNiuS4rYwhQDBMycOq8RAghxEUv8BK0L6+2BhdZdX2+rlqAadEtVsMYtNBerXKRK4JvPrflSFpjV3i9806e6MHXVsBay3VkCAk3p63DbvIMIC8rJkRYaCAR03ZZKHfvni1fko2IqLx4Md/GjZjhO6aI/qKFk/p/YN0fW2Ii7+6ui27Xt9u1gAPDXzwHUAwTQgghk+PoyFoPBXcRm0QscAWfm60MKE/J7LMkS1xhEbKnp+HFWS4hC6uEgXMXg/kiTuhj6cVswv3760lCdndzl5EbN2x9z5/PfY71wr3d3fVQaEWL4+SziwhU/Zsr0K9ft4vUxD3j7bfz3ySxiOBzZ5Hz5p4/OUeSuAPIz5O0x2exljbJ/65F/vT07PYpg6A+oRgmZIAUZYCilZgQUsbeXm7t3d8/m70tFLFAU+RqoAWWjhagF5vduJGXu79fbCGMcWvQMY9dRHjJIjNtwfQJRX0s7X6hXRvm8/V+kYV7MQvTtPtFyDXBFfJyfCnfzdoHrIeV06HgQqLTTcmtw8gJPneGojaFBiv7+2ffURTDhJDK1F0RTAghLqFBtmvRk23dBWuAf0B+4cLZ/Wcze1ydFMM9hhbAReHHhJgQXSKEb97MLbuyCM5NzqHdAAD7u47Y8OCBFXhbW9ZaLi4XRUiCCp3xTyJz6PBzsi3gj20cQvpJJ+PQbZJzLK4W2o/65GQ9KofrWhHznimKNrG1dfY8uq40Q4VimBBCCJkwFy/a/7VrgUQs2N7Os7sBuVD1LVgLZYvTllctuJ980v5/cmIFpyu2YtdD6HBrZeHP5HcdaUHX32epfPRR+7+4h8xmwCuv2AQlrsVcFtGFcA0ZQF6Po6OzkRkkTJoW6PO5PWeuD7bm0qWzbhVu6mU3TfONG7lQ1yI51I6y7xeLdZ/sCxdsfbQgLzpnQ4JimJCBM/Y0l4SQftGRJESAuqHItM+vuyBKLxhzZ6xcK2bKrFbR4iufT3DoeK7FWyyxruuFtob6sqJp/+IHD8JWTVcQxgo8yRgn5YjVXcdKvnTJ1u3+fVv+cpkLeNeivVrFhZCTOotbhRbJZVFDipC+FP9zcbdwXS3GMLNJMUwGAcOHhWG/EEKaRi/w0vjEp8+iJ0LWF2FAXCC0r6psL5EJgHWxqYWdJubd4NbZTavsMyj4XC4WC+teAeQL1ySesd5etzVk3Rarqf4bsML2+Bi4dcuGnwNsPxkD/M7v2D7Z3bXfiVuDFpNuyuoi3DTNZYsWY/CdD/FrFitzbP2GBMUwGQQMH0YIIe1QlgyiLC6vz6fV9X/1WVm1JdIndGOEnX43uOJSvvdZgN3vfRZoN4XxamUtwvO5/V9wF7a5cXZD9RbLuR40iE/zD/1QPiiQ4z3ySG6xFatxaBDitkX8njXauq5xRXIKx8frPsk3b9q+kv+NyS3z29t5fYfsIgFQDBNCCCGTJrT6X7s6lC1e00hILje0ls+PN5YYYaaPp0VySDDHpijWv5+c2AgYOsKGK9RTov3I3/O5FYxPP23/zjJ/HOP9fRtb+EMfsn+L64QcR38uO39unV1x7C5ijEH8mF2f5MuXbd21VT40CBoiFMOkNxg+jBBCuiPkF1qUUc2Hm8Hu4kW7CC3kSxsSuvp7d9+q7wZtFY7FV96bb66nrdYW2JC4dhfISWSKrS1r6b1+/WxaZV3nw8N8EZ/E85XkIW77NDp1su93WWhXtG8RsvBQ+kKijNy5Y+uo3WF0/OUxQTFMeoPhwwghpDtckZIiWEICVSIGuKJK/x3rfuF+rxd7SR10ub5UxDpbWkyKYilHylytzvpJl72fRIS67hTaKnp4aK2929vhftE+tyIqdYg2t0y3LbrPtTCWZCF11ubIAEinZF6t1t1hpO/GCMUwIYQQsiFoseQLkxayvoaMF65IbgqfxbLM3cPFTZohxyhCrJ+xorFoER1wNl10jA+tTskM+M+N66riRv3Q6ZXv3bNli0VXL2IMHV8jPsLugsmTk3WB7UbfGNMML8UwGQRjm1IhhJAxUORyUJR6V/b1CRpZcOcml5BIDBI3twnXtzrW63v38ggWOrxckYVUx80N1cH93c3wBuQL2kTAi2gORczQVmBZjHbuXL6Qb2srr8dikVtqdXIUnSb6N3/T7g/YqBXXr9vPko5b1zdkzXWFvLRLfJ8lyYbMOIz5PU4xTAbBmEaQhBAyForc0SSmbogiX1T3uEA4BFgsIeEu5Wl87h56Qd18ni9Cu3173ae5KByaDA6K/HS11RXIheLNm8Bzz4Ut6z4Lum6zhFR7+ulcPM/neUprNzKF9M/WVh7vV6yzP/AD9v/VCnjtNeADH7D7ZFlcdAdfvXZ3gY99LI+UEUrjPUYohgkhhJANpsyi11aKXXcBWZErhrtfUVg11/9Xvi/zmU0J8emr63xevH+Zv7L2x5X66JBpelvgbP+4Cxvls8QrdtMvh+pUVq8YxpY7gGKYEEII2QB2dsIpfIFcMOrIAYeH1uJZ5GfqE1QxU+ZieSwTTUWL80IC1hib2ELacXBg/5ZFbGVJQny/61jN+nfBl8hDEyMOXYu3LKrzZdnT9XP31Vy8GLZMp/hGi+gW1wh3gaI+3thyB1AME0IIIRuACKJQAgm9zc5O7ot6/nwuhGX6vsxKWFcI1fU/3duzKY0lAsK1a+sREXwRKsTdQYc/E7T1WrsHyGK3w8N1ke36KQshi6lEh3DL1AMGbal166frKOXrvgDKfZ9DuL7lVd1uhgzFMCGEELIBpMTenc3yqfH5PC7rWmwd3IV3EgbNzWqnrdY6Zi/gD6smYk/qt72dW4QlBJwbdSHkmhEbkze0f0xGPd0neoARE2e5THRqK76ua1ldpPwin+kQoex4Y8gdQDFMCCGETBhxjXAXXmnroSvADg6Au3fPZkmrGzWgbOFdaDs3Zm9RWDV3PxHZsm2ZOPO1T7tR+OIX18EdXGjB62tfUf834avrxisuikaif9e+5KvVuBbXUQwTQgghE0YngwDixaeImYOD7pMpFGVT09vEUOROoHH9XqUMN2rEyclZKzZgBxc+y6j4W2vrtP7eHaSUxS4uik8sri26fC3YU7P7FUUjceujo1SELONDhWKYEEIImSjuwjDfwqsyUqJHpFgmiyycWgzq7W7ftv6ysk3RMdzfyizaKWLQt21Z/F5tCQ+FLnOTZqRY4bVrS5FwDUXsaMLFQc6bnnUYAxTDhBBCyMTwWTTn87NJF3ykikhNaniyKtv5Qqel7FeX1EQgMSJbhLAvK6BsX1SGa+3VftExxFiAy9ot9Qf8PstDhmKYEEIImRghcVMmhGXfor/bIjSFf3KS+y6fngKf+5z9bExute5ikZbPjaJs2+Pj9TatVtbtRLtZrFb532WC1IdvP2PK65nq++1b+BcKO5cqxvuGYpgQQgjZAFLFT6zLQ6ofaogYMbi/D3zmM/nnLn2ZU9sCnE2Ece2aPwRZVdF4dOQf4MRYZst8p4XQdSCzAPJvsbBpn599dj019BhEMcUwIYQQMmFSLJqaGJcHEUpFIrbJbGSnp8MP3xUaHIh128Xnkx07cLl9e10M143PDMSHYPPt98QTxT7LQ4VimBBCCJkwRdEHmgzDVWcbl5Co+8hHcvFX5jMcS1F65yr4Bgc6OQewHjfZlxGvSh1EhLs+x3UGClJvtwzh8DD/fXs7DztHNwlCCCGEDB4Rqa4YrOPy0IRlEgiXpa2goSgXqYI2Jr1zneMD5XGTY0S9lHt0ZC3CgiQguXixOLtgShvkOpDoI/o6KCojNpbz0KAYJoQQQjYYLQBj/HZjBHMdUR1rqQ0J7yqW6Ji6VDl+U4MDXe7eXj4o2N8HXnih+rEAfxv1deBmIAyRkuFwaFAME0IIIRuAiJUuwnBVjYwg9Yux1NYRvG4EBJ3e+eDAWp3Lkl/E4Ns3JXRdVbeNKuHwdHQInTL73j3bP27KbLcMHfe5yQFJF1AME0IIIRNGRM5yaUWpCB7JVhZa+d+kVbNt6mZW0+mdgVy8yzF94cOKjl9ESiQJNzSbW+7Fi3FlAOUL+9zoELLN1pY/tXKoX8cIxTAhhBAyYXxWuthsZWXECOaYbYostTHCU7t51I1koMUucLb8/X2/OGwC1xLshmZz2xUTN1rQIles31JG0QxBkW82UO+8DQWKYUIIIWSiuOmYtUBpIwxXnW1CltpYYVt1an5nJxfjq9W6+Fut/MK3iagTIX9k/T9QHpqtCiKyy2YIylJmy0yD1LPKeRsCFMOEEELIxAilY7569awA68sdosn4w5qqmdV8Ps4iRHV/bm3lAtKYNOusJiTeQ/7WTS5Q07Gni2YIxKXGR5PivG9KxbAx5nsBfEF99X4A/zWA//nh948DeBPAJ7MsO22+ioQQQghJISSo6vp5NilgQ2JQi9kyYRvygwXOHltEXUr9tWjU/SmWVV1eVYr8nTVlodBS2qW3LetjN/KE1PXkJDzTYEy1evVFqRjOsuz3AXwQAIwx3wbgjwD8EoCXALyWZdnLxpiXHv792RbrSgghhJCKNGEBbiNKgCuYQp99pEStEBFXdkzdT3pbHXt3d7daJA7XHcP1q3Xb8Pbbccetc15SFkzGhlyTdNBjiSqR6ibxDID/N8uy/88Y83EAH334/ecBfBUUw4QQQsigGFJUiKOjXCgBuaD0uW/0RdEivdnMWj1v3y6OxFF0bBG9QLlfre6rtq2s+ti+8wTYtvu+H8MiuSJSxfCPAfhfHn5+X5ZlSwDIsmxpjLng28EY8yKAFwHgscceq1pPQgghhFQgJmZvkdCqm5VOk2X+6AhNCCmf6Hdj5gJWfBsDfOxj1crd28vb4bNG+/oyVsiWLVjzWaqFJoVp6Dxp3HTY2up9cpIv3BQr+JAFc7QYNsb8NQB/F8BPpxSQZdmrAF4FgCtXrmQlmxNCCCGkY8qSW1RNoBGiKMpF3el+LTzdugO5iK0jzLRodYWury99USIkhJtusyxYi4km0cR5qWNtdkOu+eozlqgSKZbhHwRwlGXZNx7+/Q1jzM5Dq/AOgPvNV48QQgghVWnTeli3DhcvWitr04LJzajWBtrPNtYvNhQ+LrSdWLXdeMBSbhNtCy2OkzoC+WI4F9eK7evvsUScSBHDP47cRQIAfhnApwC8/PD/LzdYL0IIIYTUpMh6WEUoV/E/TrVgNiViXZFqDHD/ft7OpqzRy6W/L0UIiph1o0SUtXO5LE+6IaScl1C5qefJZ/1OWYw3JKLEsDHm3QD+PQD/ifr6ZQBfNMZ8GsBbAD7RfPUIIYQQ0gZVptm7iAtcJQKBT4y6kR50POCi9saIcbc8+SyWYvfYvvKOj9MiWxRZWV1f4qLjlqV4bgI5Tih73dCIEsNZlv05gEec796BjS5BCCGEkIEzBGudrw5NCDDtWlCUUS2GGDFeNJDQQrNo/xs3zn7vE9lS/1jK6h9jbY4tL9UiPvoFdIQQQggZL0VCpIlp9jp1aMq3uSyjmtDmwMC3uE67RhS1s67IDhG7KE+I7fOy2YUpLqAjhBBCyIiIFa4pgrONRApNRqyITR6hqSPGizLFSV9V7a/YeqWKbPm+yRTPY4ZimBBCCJkoY8kA1iRVFnHVEeOpluuYDG7AupAtq1dq/euK9FB9Y74bIhTDhBBCCCmkyxBtTbls9DUIKOorIK/X1lbxcdqqvyzya5pQhIoxQDFMCCGETIg2hGsbiTeKyoqlDct3XWtmUV/pZB+XLrVTr9B2Q4g5PVQohgkhhJAJ0aVwbTOxRV901Z7UcooWH+rfiizlXV0XvnoNGYphQgghhESjLY99+CSPycK5s9N+fcvOQUiUtilWpc1DOx8hKIYJIYSQidLGAqa+BU6shXMIlkkpv6pFtmobjo7yJCM+UZqSRroKbfgktwnFMCGEEDJR2hA7Y7HMVs1kF7NPV0I71Iayc3D79nrGPRdJI900Uq/53MZ7Huq14UIxTAghhJBouvY9LaJpy3esgK5qVW2qvtri7DsHb76ZC1Eg/2wMkGVnv29CrGqBvrubC+KhC2GAYpgQQgghI6Vq8oy+XChirc4xbXAF+dGRtQgDVvDevAmcP28F8PPPny2n6YGMO0iSTIBjgGKYEEIIIZUYWlKFWKu1FpI+8bla2dBnKVneum6DIOdgby93jfjc54Cnn87TUvfB0K6NIiiGCSGEEFIJSenbxBR7X1PpPvGp4wEXbSd0Vf+QIBf0b/O5/d8Y/7HaFKtjcI3QUAwTQgghpDJNRCXoInlGm5bd42O/y0bd47ptiLEaL5dWAO/u2r+zzF+XNsXqmIQwQDFMCCGEkJbo2+Lr/l0kJBcL6x4hIrlILLsi9eTkbPlNCPwqiTn0PmPx2e0bimFCCCGEJFF1kVeVY3RFiq+uuIfo+h8cANvb3dXf5+Yggw+JI0zioBgmhBBCSBIiHEUQxlggfWmD+wrR1oa/rFiHV6tciLYp8H3Hk8HH2NwU+oZimBBCCCGV8FkfQxbT1apcpLXtViHHLysjRizr40hMXS3o+47BTEEcD8UwIYQQQkoJCVUtHF2xeXhohXBZiC85RpspglOOH1sHEf6np/ZvbQnuiqG5m4wRimFCCCGElCJC0hVfy6X9J36qWoCtVuuLy0JCbayiTYS/tL0PS/CQMgKOFYphQgghhERTJL5EJLupeQHrSnD1annWuKYXonVhOZ3NzrqMtCHw+4zOMWUohgkhhBDiJUaoFolNcY8QwewTciG3iqboynLahWtEmZvHmLK+DQmKYUIIIYR4KROqIopjxGbXQq3LrHBDieAwhDqMEYphQgghhFQiRnyJCC7aVqzLq5UV3O5CtCoiz2dFTRXkMYK67UV/bbl50OUih2KYEEIIIUGKhGqM2IyN3hCyLh8eNuvbm4IvzXLXtOXm0baIHxMUw4QQQggJkpqZLUQXlsimrai+NMttlEP6hWKYEEIIIa0Ta4nc2akuNpuwosaU3Vc4M7G8Vx1YUMT7oRgmhBBCSBRdLILTghOoJjYXi2brNBSkT3TM5xQR25SIn5q/McUwIYQQQqJIFUB9WSIlCUgV3DTLZYKxz3Bmffn9Ts3fmGKYEEIIIVH0YYmsI2rrsrXVTTkx+AYW83n1gQVjEudQDBNCCCEkij4sgrHltWGFvnQpXFbXGeZkYLFYADdu2Mx+u7vr6bBTByqpdZuqvzHFMCGEEEJap44lMkZ8trGoLVRmW4OCmOPOZlYEu9n92qavRYNd8K6+K0AIIYSQ4bJYWPEjlkD5rBepxSxYS7HwumiL5NSJ6Uu6ODQLLcOEkEkztVXPhHRNjEVQWzTr3nNVra663DbEYoqbQEofuMcVFwhjgL09/z5ttjOGqYlximFCyKSZ2qpnQpqkjcFiU/dcqo+qLrdK2LEyUtwEUvrAPa52gYjZtw+m9kylGCaEEEI2DBGKqcJVWwRDYnW1qlafIuFbxUd1TANhaf98bsVw3UgRQ2EsM3MUw4SQyTHlVc+ENEFVH1x9/2iL5sEBsL1tP29vp99zVRdnFd3rbeI7fp3njrTfGOD27fqRIlJoU7COZUBCMUxIj4xl1Dw2przqmQyLMd7Di4W1OmorJFBPcG1v5/dZG/dcSNy69/rOTi4g5TvZv2mXiVBdRBRX6YO9PSDLuo0UMRbB2iYUw4T0CB9ChIybMd3D2nK5u5sL4qtX67ehSUus71hV/W/7GAjXjXwx9sVpY5yZoxgmhEyasb9YCGkKESLaN3U+z4VLHaGi9617z1Wtx5Du9Tp1Eety1WPEzFa0KViHMCBJhWKYkI4Z46h5zLBPSdOM+R7WQgVoxirsK6NtfILP/btLcexeE3V9fau6Wci+fSQoGTMUw4R0DB9ChIybKdzD4ltbJSXvEAR/rODriiFeE12eq1BZQ7LWF0ExTAghhGwYVUVS2z7SQxHbfVBnxkHvu1rlodliLP9NCNbQdTGWc0kxTEiPjGXUTHI2+WVNzjLme7hO1rS2KBLbR0c20oIwVPeUqtdEHeuy7Ht0BJycANeu5d+7uOe5bva8IfV9VSiGCemRKTxENo0xRQ8g7TOla0GubVfgtO0jHSuoJOSY1GEIrgg++rwmvvY14MGD/Bz5zlXZMyz2GbdY5KmjQ2WNhSgxbIw5B+BnAXwfgAzAfwTg9wF8AcDjAN4E8Mksy05bqSUhhGw4U7HAkOHjiqG2/WGPj8e7ILEtUq3LMmB58AD40Ifsd02FzQsxm62njh7q4CSGWMvwPwZwkGXZf2iM+WsA3g3gvwLwWpZlLxtjXgLwEoDPtlRPQgjpjSFED6BFmrSB79ruOg2wTthxcJBP8YfqB9hMbUOjyQFrynGOjmzWOgB44gng1i37vzH5ccqeYSnPuCFcM01jMu2A49vAmPcAeAPA+zO1sTHm9wF8NMuypTFmB8BXsyz73qJjXblyJXv99dcbqDYhhPRDXxaQsVteyHDwiTZ3yltwBU5Tgs8VVMLNm8BnPuPfp8l7oI2ZliHco/v7ubU21Mayeqa0Q7b1udYMQRgbYw6zLLtStl2MZfj9AFYA/idjzAcAHAL4SQDvy7JsCQAPBfGFOhUmhBCyzhAs0mQ6iEDxzTLETnk3afn0uV6sVv46N00fMy1dCURxseg6tJxmbDNZMWL42wHsAfhMlmW/ZYz5x7AuEVEYY14E8CIAPPbYY5UqSQghQ6HL6AFDjF1KxkuZQOkrMoaEAgOsy4Qe9Ok6DzFyR8qAtY5AjBXSFy/WD6WW0s9DPCdViBHDfwjgD7Ms+62Hf/8irBj+hjFmR7lJ3PftnGXZqwBeBaybRAN1JoSQ3hiTtYMQYbGwfp2CT7T1JTovXQoP+rTQrHvvtTHTUmXAWsVCHCuk9/bKt2kyWUmXUUfapFQMZ1n2tjHmD4wx35tl2e8DeAbA7Yf/PgXg5Yf/f7nVmvbMUPxfCCGbyVQsMKRbtEARf+CyKANdv+tiFmgB9USVvMO7nmkJLTZLjfLguo+0QV2dM+aZrNhoEp8B8PMPI0l8HcDfA/AuAF80xnwawFsAPtFOFYfB2PxfCCHTgs8fUoWQQBnq9SSCt2lR1cU73B2wFgnw2Di+IqRPTvyDgiYNdZusc6LEcJZlvwPAtxrvmWarQwghhJA26XuWoUjAdSXG2uiDIh/hGDcV3/Hkt/ncPygYqoDt+xpLhRnoChiz/wshhBCi6TrKQEj0pgi4OqJqSO/w2Sx3jUjxLT4+tosKgbT6x1qMY/qoivV5bBqJYriAMfu/EEIIIZquBUoTVsux+bBWFeA+wSlh8C5ftj7DUv/FIj9uqIzYvo/po6Fan5uEYpgQQgghrTIkK22TuCI2Rlz6rN2u4HSPK9bh2DJIGhTDkYzN/4UQQgjpmiLRK6KtDwHX1ju8itU0xsVBZwM8PATu3ImzLtcZcOg+qnKsMUfdohiOZKwnmBBCxsqYX66bSpNWyybPfx/XUZkALxKcvmyAvjboMur2faqF22XM7hTv6rsChJDpsVj0XQMyBZZLXktNMYR+lDrEWmm1UKxSTt1tivY9PMzFq3x2jxmT3OLy5VxoSr9IuyUmcVFdxyo+hwYtw4SQxhmzhYAMC15LzdBHP7qiV+rQdj1i2lqnP9ry2XWPu7NjF85pcQzEuT006RZSdKyp+IJTDBNCCBkM7stVYrOO7eVKqp2vNsXVkN1ufIKzjuhusp1Fx5rKYj6KYUJII0zFQkD6RYeGms/zRURybfFaimcI92RqHaqKq5hyjo/j6lIkmt3fUiywKclGxrxof8iDjhAUw4SQRpiKhYD0jzuVzmupGkO4J7uqQ0w529txES2KXCjc31JEX4prxpjEsYhf7fNMMUwIIYQ0wM5O9UVUZPw0IQBdi/HBgRXFq1X9Y4fKa0MIVnU56UKUduUL3iYUw4SQxhmyFYOMhzG/XIfGEO7J1DpUPf9F4cbEOuxGaAi5WRgDPPpovKuHL3lGF64qPuHbpYV2CC45daAY7ogx+tAQUhVe66QpeC01g9uPfbyTuiovpq2+v31uFoeH/t9i+0+2mc3adRPRwreLc+uKX/ksszljc22iGO6IMfrQEEIImSab9E6ShXOrlbUMN2G1dMVnkVU0pq+bErC+7HW6Lk1R5KM9RtcmimFCCCGEAOjHYtx2mbEL5wRjchEp+wBWUNYJgebbV9peZXASEuFbW2ez13WJMd2XWReK4RYZuw8NIYSQ6RDzTurDYtxGmaG2xiyc29tb308EpRwzJglGqHxgfdumkn/IwkAgt37P593oDVfkZ1m75bUBxXCLDCGsDSGEEAJs1jsp1NY6aZhj+k+EYcy2i0WeVEa2k2OkClif9bsrw9sUjHsUw4QQQsgGEHJH6GMWM6bMNtwnUo/XRgQM3Xbx7Z3PgatXm4mgkVKXusg5GvtMOMVwRwwhrA0hhJDNRU/JF4Uf68JiHFNmU+4Tdd6/ofJTjuluG2p7nbZWzYqXijtA0TGGxzzr8K6+K7ApjGFkRAghZDPYpHdS30kwYrZtUsC2eW59kSLquJ4MBVqGCSGEkImSOn3dxyymLnPs0+2paB/jseCeIwnlJudojDPhJutw2d+VK1ey119/vbPyCCGEEGI5PByXqBzjdHsMY0vC5YpfQadLH+p5MsYcZll2pWw7ukkQQgghG0KVhAhNTINPYSq9KVLOQRf9VlbGbGbFrgheiVSxXObRMA4P7b+xnmeKYUIIIWTCiECJmb72iZkmMoqFjlEknsY43V4Xtz+6yOZWpQwRyFev2r9FLGuL95iEMX2GCSGEkAkj6YiFIj/crpNuFJU3JleCMmJ9oYeSJjvkyuGLjBES00NpSwwUw2RyjM0fixBC2iQ1HTHQzEK2NhfDjeE5r+uYkgSki0WEZWWEhOxQFl02DcUwmRx9jkbH8IAmhEyflESAWFsAACAASURBVHTEoW2NsamJqy5kKxKAOj1xWVpj3zO16ed8G8/umDpKv+v+l8/il9vW4rTUAVII1zVijNFAKIYJaZAxTQsRQqZLiiUytK0WrF3UzUdXz9Qun92xSTikXm3ga28TQnasyTcohskkGOtolBBCuqTK87CJafAmjjGG53xsHUOWcZcuXBB0rOMxCtkmoBgmk6DPm3gMD2hCyOaSIqiM8Qs1oLl0wRpf3YqeqU1N7ZeVk+IXrbeNeRelvK+adgUJtbcNxuRLTDFMSE02eTRNCBk+KYJqby//3MXzLLRIq4tnahPlNO1e0aYBJaW9TQjZMRmDGGeYTI4xjUYJIYSkM4bnfEwdm25HU7F9m7ZIDx1ahsnk6HM0OoYHNCGExERPGMLzLFSHpp/zKW2Nda+IqWMfESyAbs/tGBaWUwwT0iBDv+EJIQSIEyhDeJ6l1EEskFXqnbJPk24cfYXjHMK5HRIUw4QQQggZPWKtHZPQa8Jq2vUi7hgBP7aF5RTDhBBCyAYwNoHSNFWssGX7DMGVpIsFh7ofYmcVxrSwnGKYkAHAzHWEkLYZkkCJfeaVbbdYAMfHwMlJ/t18DmxtAZcure9bxQpbtk+V5/ZiAXzlK8BTT9m/ywYlQ3g/jMHvtw4Uw4QMgKk/aAgh/TIEQaWJfebFiFEt8IHhWyFnMyDLbD1jBiUp74e2LNWrVXwK7a7q1CQUw4QQQsjEcQXVzs7wBHJVitpRxTVkzO4kbSXp2N7Ov1+tgGvX+qlTW1AME9ITQ3rgTuWlOBTYn2TozGb2mdPldRr7zEt9NorQ91kgq7iGyPbSR1Uszb5nwNERcPt2/vf+PnB6arP+6WQnsn/f74dQ32kL8VSgGCakJ4bkv0c3jWZhf5IhECOouhy4xT7zqj4b3XbUaVvde9i3/95eLnr394EXXgjvP6T3g8sY3B5SoRgmhBBCJohPUIlAFpF84wawuzsOFwBNSOhrK6vPNSSVKQi/JgY8uh/GdJ3EQjFMyADo44E7hGm4PmnaIrbp/UnGgSuQd3e7sTq691vsM68oA13qFH7V2Lgx+xbt73sGXLxYfjyh7vuhiZmqqT/DKIYJGQB9ZSAa6jRcFzTtyrDp/UmGjRZUItrmcyuG6wzcYgeV7v0WW05qfepEPSi6h2PamfIMePTR4mO5x+2aTVv3QDFMCCGETBxXiMqCs+UybeDmiqQh+Mcbk4veOlEPimi6nW33W92ZqiGc1y6hGCaETMIvLoauXBk2pT/JuJnN1u+HGFJEUlf3m47E0FTUg7r3cN/PAM5UpRElho0xbwL4UwD/CsBfZll2xRjzXgBfAPA4gDcBfDLLstN2qkkIaZNNsQB09YLYlP4k4yck2pqI3du3IKsjSGezemI+lEmu7uCgTfeFTV73kGIZ/liWZSrhIV4C8FqWZS8bY156+PdnG60dIYQQQlojJHK0BdgVSfK5iptFVWJFYJNRD+r6EKccL5Yq7gvuoCBU974HL33yrhr7fhzA5x9+/jyAH6lfHUII6Ya+pzEJGQuzmRVGIo7kc4ooayIiQgxdWTBT3Uv6xO2TsrovFtV+GzOxluEMwK8ZYzIA/2OWZa8CeF+WZUsAyLJsaYy54NvRGPMigBcB4LHHHmugyoQQUp+pT/sRkkqVafJYkTv2+63pwXPK8bp2X1guw/Wb6sK6WDH8kSzLFg8F768bY+7EFvBQOL8KAFeuXMkq1JEQQmqxaWGCCKlCzDS5K5L6jojQ1b1d1Ye4yCUhpWxf8pSUY+i66/Bzobpv2vMySgxnWbZ4+P99Y8wvAfgwgG8YY3YeWoV3ANxvsZ6EEFKZqVozCOmaLu+jGHHe5b1dxae2rfqlHlfXfX//bMi5IqEPAMfHedi6KS6sK/UZNsZ8pzHmu+UzgH8fwO8C+GUAn3q42acAfLmtShJCCCGkO4qiTIyRsdbbpa21DkV+4bOZFcJ1fMaHToxl+H0AfskYI9v/0yzLDowxtwB80RjzaQBvAfhEe9UkhJA0NjlMECF1iYky0SW+DHpCzL3ddL2LRGlbzx45rhw7xU1D12lri89Dl1IxnGXZ1wF8wPP9OwCeaaNShBBSl00OE1QF+lVPlyrnNmUf37ZNX09Dil/s1keQNrdVv7puGjoZSVGYOBH6PlG/Wk3zWcEMdKRXpnhTETJG6Fc9Xaqc26I4w65V0Xf8tq6nVJHelIU2ptwh30NFdXN/k89DGHR0BcUw6ZUhPzzIdGBMYUKqMyRR5L4ziu7tJutd9V3V1rOnKJGGbxAwn+eDgJg6bZqhimKYEDJ5NumhngL9qqdL1TBgsfuEptCBbqMO9H2dlvVZV+3WYl3KXSyAGzeA3V37T/yNd3bC5+/SJb+1f+oGBYph0jl8ARMyDIZk8SPNUuXcpsQZLtu2yeupiXdGFTEXU+6Q76HZzIrgy5f9dXPrfXgY7s+pv5sphknnDPnhQQghJEwfoqiJd0aVeg/9XRUj1lMGAToZR+h4U4VimBBCyOSnQTeZKuc2ZR/ftr7vxuSHWqWuXd9DMWK9TBQvFrkIFvcWwH7nJuaYMqVJNwhpE76ACRkGYxEpJJ2qVlEfvuQVsel8tRWzKl29M9y6xpQrfro++k76UeT+cO3a2YQaWhhvAhTDpFf4AiaEkPHQhKCtQ9k7oy3RGfuuCvVPWb/VrXeZWE89fmzEialANwlCCJk4Y5qeJtOi6wXTdcJ19rm4u6zeZfdwEzGQtQCOae+UQqNSDBNCyMSZ0kuLdE8dkdj0IrQ2B3ZV6xrqH2OALDv7ve43tz2h9nVxD5eJ8bJtxgzFMCGEEEKCNCFoY6fUy8SuTxT2Ha4zpn983+s4wLLNfA5cvdpMvVP7pajv9XGmGBqVYpgQQiZI3wKBEI0ke4jZLvX61Ekmlss0i26orC4W6vniAK9W8WmwXdz2pA5iYvpex1ceYri5qlAME0LIBBl6jFQyTuqIxLZ9eVMX9xWJv6p1DfWP/t5tz8EBcOuWFcInJ+vtk/u2CTGb6mKyWADHx7ZOwnwOnJ4Czz0Xf5wxQDFMSAtwwRIhZIjUfTaliqkYERuT0jh2YJeaZKJpYsS1255r14ALF4C9PWB/v52B685ONRcTXU+gPFPdWKEYJq2xyYKQC5bIkGA8byJ08WySZ3+siK0zi+GKueUyd8kIuRLI9q4Vtq9n9mIB3L6dL7ZLySSn26MzyLntmc38lvPYvhertaAz1U3hXUcxTFqDgpCQYcD7kHRJm89+VxS6Yq5M1Ort5/P+3YekvuI7vFoVZ5LzfS+/7e+fzRrXxNqBxQK4dCkvb4puVxTDhDQEFywRQobIEJ5NsbMTZdvVjac7hL5w6yL1OTy01tfQrGqV2dYmXExSFiWOFYph0ihDetB0DRcsEUKGSBfPpljf0zLqvCfEL7bs+FJGyArbFb7zUvSuLPP5NabeOzd2e59oHrtbJMUwaRQKws1j7A9BQkg8ofu9z2d/VSPM9na79YpFx2AO1ffoyP99ittHytqB1D51hfrY3gsUw4S0wCYtWKJv+DAY28uH9EPdZ1OV+73ta7OqEB/Kc9qNwaz7S0Tp9evAs892Y/mVbesMbsb2XqAYLoAvl3oM5UHTB7xuSNeM7eVD+qGLa8R99g/12my6TnU0gxsvWSe3mM2s1RfwZ7E7PrZW7q2tbl0Ti6zHY4NiuICh3sBjYap9x0HSZvuGE7JppN7vfT4D+hRiKZpBi1jALySPjmzINeH6dSuKL160MYmBPGSazmLXNKE+9UXycBcEyv5Dfy9QDHcMhdT44SCJvuFDgYMS0gVV7ve+rs0xXffb27mIDQnJq1dtm/b3gU9/up/2pSx+HOt7gWLYoe0bmEKKFMHBEklhzC8fMhzaeO5syrXp0wyrVZ5RLtS3btSLmP5yF6j5yvWVl3J+q14LY3SN0FAMO2zKDUzS6MrKMcbB0tgfgoRsOinPHd7v6/g0w+Fhnk3OF2VhubTuDru7xSJWc/FiuNyDg7PJNjQp57fqO8jdZ2zXCcVwy0jIFE5ljhsOksLwGh4GY3v5DIFNnYlpaqFXLLw2LdqosrubC+JLl9b71ddf4iPsQ6dJHgpju68ohgto4gYWx3YKKRKCfp+kCXitpDPGmZgmkOdNaAFXnWl2H11ENej7PC4WwJ07VuCengIPHtgFb+fOWcvv9rbtW3n/Hx7mKZhdYtqi27y15f899r3CdxDFcCGbchGQNJq2ctDqPFyG8JIlpA1SohAMfdAwhPrNZsDzz9vPIibL+jb1XaKfR8fHuYDd3vZn/It9r/AdRDHcCkWjLE4XjZ++H7qkO4bwkiXNsqlWMF+75/Ppv5OGOqBNvd7k/Mk+EokC2FwB2yQUwy3AURapytRfTIT0zaY+n6XdErt2d9f+Wy79C7iGPmiIrV8fA1r9HC+K0VuEez7kPEk7gfzzahVfnzKaeAcNdQBSBMUw6Zwx3ihdwX7pn6GLANINXTyn+ngWZlnuq1o0GGhy0OCmF26izTH1kwXsXaPbV7WtIuLd6BNALn4lgkRZO1P6flNDyL6r7wpMHVr6zuLGVyTToq8XUFPMZvbFKi9X+Ty2hzspp+j53MVzqq9nodtu3z3b5H2s29lFmxcLK5Bv3LB/Hx7af2N5Nkk9fdEnBFn4CKSFTatbp9TfxgItwy3DFyjZNMZoFSCbyaZcp+5sh2Q6Myb/2+0L/d3QjTpu/bTVGOjfFSbWGu5ageWcSXY6bdHv+pwUPdelnmOeUaMYJp3AqWcydHwvrKGLANIsXTyn+ngW1nV5qFIv3c7VyqYTBmwYsKbbXOTrfPNms2VVIdZAUCTij4/t/9J3MqApa1dX19vYffFNJmlSOuDKlSvZ66+/3ll5ZJiM8UYhxbgPXGFMgx1el0TTxfXQxzUnZfruWfFF1VPwQP372C2zqzZLdrei7GxtIgPsmPPsng+xDkvf68F61esmdb+i5zoQ/q3Lc1yGMeYwy7IrZdvRMkwIqc3YrQKEbAoiZMru2Tbu4z58pF1h3xWLhfVZlkVvZRZZ93xcvdr8osNUyq6RKT3zKYZJ53DqmQwFuu+QEF08p/p4FpZNqbdx3ceEGmuyPnJfS+a3Pu7r2SwuakfR/oLrZlH1uunqehvjs5NimHTOGG8UEs+YBju0aJMQXTynhvIs1NPeTS+aE2GqF1mFfF19sXWr9FGf93VRcpPYtpT1fdXrps71VlSnMT3zQ1AME0IaZSgveEJIHKFp+zqIsE0RplOIRONrb6pFWscXFmKs2226UxQdd+znDKAYJoQQANOwbhCSSluuQlWFbWp9ygRglfu6aVHZlXV7CoOJvqAYrgizqBEyLXg/kyHT9DtHW26B4qgHTZXtE6a+GMiybUxUgjIBmFJvaWdTopID7PFAMVwRjsCmAwc2hJCh0/Q7Rx+v7NixZbuxhV2rbkwUBS1+u44+0XQfx/ZZ2XZFopqLgJuBYphsPBzYEFINDiSnRV1Lpha2+/v14/uG6tOGAFws1tMdtykq9X0T8/4ps3xzEXB9KIYT4AiMEEJyOJBsl6bfOTFZ4YDqC7jq4kur7KNJAajbKTGB5/P1OL/u9nXbP9X7ZsyDY4rhBDgCmw4c2BBChk7T7xz3eGK5DSVUSC1bP1erpF0eUmKJUF2aELLahUTKBeq/f7ryUQ6J3jGL/GgxbIz5NgCvA/ijLMt+2BjzXgBfAPA4gDcBfDLLstM2KklI03BgQzaRJiw3HEiSEH08V5sWgItFO6JS3zc6K16T6aK7uv/GLHpDpFiGfxLAHMB7Hv79EoDXsix72Rjz0sO/P9tw/QYLV4kSQsZGEy8xDiT7oel3TkpWuL7edzGDt6ruIr79QhEsFgvg+DgXsVUGgKH7RluI+6LOIDk0ODYG2NurX7eueFfMRsaYfx3ADwH4WfX1xwF8/uHnzwP4kWarNmymNiraZDiwIYQMnabfOfp4bQjOJp6rbUWTCB23yEd5ezsXsJcv239TCb8W08+LhRW6Inb1Z+kP/TnL2qlrW8Rahv97AP8lgO9W370vy7IlAGRZtjTGXPDtaIx5EcCLAPDYY4/VqCoh7cCBDZkybbo1DOFFPibGvMAoFd3OIbS7qA5du/7o+8Y9/hD6KoS2Zmvrua7z0dG4LMJCqRg2xvwwgPtZlh0aYz6aWkCWZa8CeBUArly5MrKxAiGEjJs23RqG+tIeKkP1tWxbgLntThGmBwfWKltXmB4fF7s6+O4RsYYKh4fWx7duf1WJ6dxG0pWiAYBbXtG1K78ZA/zKr+RW4TGtJ4ixDH8EwN81xjwL4K8DeI8xZh/AN4wxOw+twjsA7rdZUTJuhjzaJYSQTaZrkV5UnitMtXsCUP1dsr1thezly/GDwiH5x7eREKSobUXlhWaE9vaA27fT+ngolIrhLMt+GsBPA8BDy/B/kWXZC8aY/xbApwC8/PD/L7dYTzJyhmoRIWSToFtD92xq9I2idtdBv0vKhLFbh1u3clEcIlS/on3qMtRrpKhe+rc7d4Dr1+3nc+ds/Op798a1iK5OnOGXAXzRGPNpAG8B+EQzVSKEENIGUxZfQ2VI1kVN2wLMbbdEapAyi8qTuq1WVryGhHSZkUVneZvPgSeeWC/Dt29TKZRTtktx0wCaF8nSr+41IZ9DUTZ0HZ5/3v6/vw+88ML4ZoOTxHCWZV8F8NWHn98B8EzzVSJTYaijXUII2XS6Fukp5cUK6arWWh3nt8o+sTOddWdEuzpHUoaUJ+9uXV5qZI+xveOZgY60xlAtIoSQaTA269NU3FRS+71uu/W7RBbUAWetxiFL72xmf79xY93qWkbIoNOmy0SdvqpyP/iiP/iEb1G99G8XL6aVPxQohgkhhIySsa1FGGpdUwVYar+726aUp6fwgfUFdSlGltnMpoiWY8W0oYoIrzsjmrpoTZPiTy3cvu3363XLi3FHAcbjI+xCMUw6YSoWEUIIGRNdZ3GLoYqQ1v6rVbl0af1YKWgRfnAQTqHc1oxoal+nDlh8/sLLZbpb49hmawSKYdIJY7w5YhnrzU/IGOFahDSasp67/X7jBrC7232/67KqCOPDQ7uYbnc37drRZZ2cpJfbFlVcOY6OrEVY2N+3/1+8aC27dUT82GZrBIphQmoy1pufkDHCtQj94Pb77m77fb9Y2EQZWnzO59bd4dKl6pbP3d1cEBcJYXHN0G0HcneLMnxivWnjiV70ppOKFLly7O3l7gwS/WHToRiuAS2CpGl4TRFC6hJrPU993shxb94Enn46zbJa5dnmCnCgugDXERNixbz0oY6wAMQt3NNlusds4xm/XFb3p3ZJtbhPYbaGYrgGtAhuLm3d/LymCIlHL67ifZMTaz2vshBuNsun4FPE1hCebboOqYJvDDMSVdxGfNEf6g5ahtg3ZVAME1KBKdz8hIwdvbiqb6G1SVSJ01uXJhdhl7lGNOWaoY/ZhvGkaNFbbH+NNfpD01AMJzKF6QAyLHhNEWKhhbd5XFFU9Xnj7rda5QkxioRlU8+2qtdFqA6hY8a4ZlQR5tLmpiNMDM0oM9bIURTDibhxB0PhVcjm0GRA+aE80AjpgxQLLweRcbh9UfV54+4X++5rwoe1Lk3XoerCvU24LsfaRorhGgwpvArpj7He/F1Dqx9pEg4i0+jj/huC+0qdOjRh5XRjGrdlOR2rRXYoUAzXoCy8Cl/+JJUpP9CG8GIkw4MW3m7w3X9VnzdV3QT6psqiuaqI7/GtW8ATT9jvxPc49tgpGoL3Sj0ohhNJCa/Clz9JhdcL2TSasPAOQWiNkTYyyBUNbrqi6zq4olXK394Gnn3WiuDTU+C55+zvsf0+FQ0xBsMgxXAinJojJJ6+rX5jeAgTiyQ4qALPsZ8+7r+YdTVt35ddv6d9olX7KUuSD1lAF2sVrsrQnntjEPUUww3T98ufkCHR9+BxDA9hYpGQUKQ5mrz/qgis0Lqaod2XTYtHt307O8Xpkd26LJfrKaNXq7SwbkPr3zFAMVwD34O775c/IYSMFb7Ah0sVgRWbtlhTV5i6+8cMsKq07egIyLL8b58rxmJhhexqZQcG+/v2+9XKulD4jGRaQwBWQ8Rak0MU9WlbVuSxGQYphmswxBNKyFDpyuo3tofwJsNz1R2uSGurf0PraowJi0ddl1hhGmqDu39b7cyydVeInZ086YXEYAZyi64Yx4qMZO79MJ/b/2OsykXivKhP27Iij80wSDHcIpzyIySnK3EztofwJsNz1R1VBWfqYCXmnDZxrqUNVYV90wMx3e79/Wo5CFx/a7Gsly3WB86Kc92/bng3chaK4RbpelqCEEIIaYquBit1hKns14RoL3s3h+ppTHEdpS76/zK0G0WVvi+LqFH0W9P6ZAyGQYrhHqBzOyHdMIaHMLH40gbzOdkcfbikhO4/n8tGjOj2uQLM5/Z4TWSZOz4+GyLNdbkI1VP379bW2f6V/WL7usy9wS1T6gRYcV4W1SPUjrr+yT7GcB9TDBNCJssYHsLE0nWc9k0T21WtvNJPVQaWITeGKi4bQO4KsFgAN27YaAu7u7mvbt0kIm70i5S6abHbhBV9NsuFbqhdseeU2XLLoRjuCC4UGQab9gIkhPgZygzd0J9J0k8pddRtSl0QFzNDMJtZEVy2IC22riKmgfgEHb7fm7imQloBKHa9LKIoqsfODvUJQDHcGVwoMgyG8gIkhJxlE1/KfTyT2nYfqjK9P58DV6+e3e/4OM1Pt25fShg0CX8WugaLyqnSv667SIqF2WcVj82W67pvbKo+oRgmhBAyCNo2Gmyi2PZR1ta6/aRDi/n2D51n37G3t4v9gesKe12X+XzdtzbmGnT76uDA1lmOHYseQFQZIPms55sucFOgGO6BqS/qGdq0H1+AhBBgOAJhKM+k0LO6Sj+5lkjhzh3g+efD+0gsXSkLCMck9sXbbbK/qiQJcftKi/e6FGkF3d968FH3Gpq6PglBMdwDUxdgQ3NFGMoLkBAST9lLeWiD7hT6eia5fdbkszrUJi12ffuIa0RMTOIy39i6XLq0/nfbwtAVtJKhTkejAMoHLGVxjVPaMdZ7qi4Uw4QQQpJpW4zGxJelBSyNKn1Wt5/KrK0p9WlbqBVFvShCRG2Zn7GvPD2AEEHb9ABpUwVuChTDpBGGMu1Xxia+AAlpg6HNAKUylLp3/UxKfVb7visbCBmTH3d7O/ejLXofFMUk7msWILbctiz9ReWXxTUmaVAMk0YYiysCHxKEjJexDLpTaLvebp/p2LXLZXq8YeBscgqXvb38c5kfrRtFwUVcKPo4v+6Ar01RrqNj6CxxRf0yhnfuWKAYJo3jW+RACBk/fYvRPixwY6eoz/S5LEMLsyaTOHQxw9DE+ZVrv+w4ZYveQvvrBYNV66qPP+Vrug0ohgkhhEQxVWvU2F0+qpLiolEWLs2lqh+tu39seUWknN9QudKOMorKkXrEuj/o8mNcTOqEZ9t08UwxTBon5oFBCCF12AT//6YFittnqfGGJTLE6Wl5WXJsX5a4kOAzJnex6Gvg5ZYr7iQnJ9VEvQ8tiouEb2y7m7hGNnVAKFAMT4w+FxpMzZePEBKmbzHa1LS3MMRnVtMCpUoiB1+0g/39+MxoKXGMteW5Lk2cX+3yt7trBwO7u8XWcPf7ULY9nYBEvq8i+H3h2U5PgSefbO+anqI7BsXwxOhrdDfV6VNCUpFYqFN4QRQx1vbpBVt8ZlUjNTlF3YFTlf2bOL+XLq0fY3e3+Di+96/UY7EAbtywx9jdtdtKGuXUCBu+40sdr13LRXBq9rxY8Vw3W94QoRgmrTCV0aIwtfaQ9pCXC6+XYTL0l/dQLdZamLnJKTSh+gP++uswbHp73d6+2u2WW0fUz2a5mI5NK91FXGUOCC0UwxNgaA9P8bEa8gsnlam1hxCS07fLh2aoAkU//4oWf6XW3w3Ddvly+77SVY9RtFBQKHr/FtWjCbcfvchRPtfVAXIuitwxYuJIDx2K4QkwtIfnbJYWsoeQsRB6SS8WNvaqDjk1n9vpZD3VSvqhTLDw/DRDU0aDvn2lU46R8v6V7doYfIX8u2MJ1UnORZE7BlAeR3roUAyTxhiahbouU2sPqU/sgiCg/0EpyRmawSCWIVmsq5CaPW7s7Y1liO+Ptuo0lllViuGJ0efDZKwvnBBTa0/fjMVCMETYd90zhD5vo/ym2+UaDdwp89jscXIcOdYYjQ99pNb29U3dehQZggDrJnFwYGfCTk+B8+fzOMxjOl8aiuGJMcaLkGwGY7EQuKTOEKS8iGKFyVj7bojEnp+p9nkbLgjaaFCUejnlOGMwPrj3b9fXS9FMVR3KzoX7WyiOdNWEK31AMUxaYWrTXVNrD4mn6MXgE7MpD/upCq4hw/5uH/GhlwRMXYuhqtbv1P36uH/bsOw33QZ5Zo7JZYximLTC1F44U2tPV0zd77rNl+HU+26ITLXPm2xXUWIJsQRKxrZLl+znVDFU1/hQ9b7se3AaI0yPj5u9RsvabEz4NzlPUzAWUQyTWgzBr44MlzFOfRbRxEM/VpgMve+6sr51ydD7vCpNtuv42D8b4jt+1chCXV0fRdFhisLH1RWjoePHiHHthtLFNZpl4frKd/o3t3+aCvHWNhTDHob8sB4afY+kCekSN94mkP4ynIrgGqv1jdRDhw90WSxsSEHh8NCKobbeqTrbY5X7Urb3pUu+ejXfT9c/dP9KXWJIvQdCbdPpolNI7auU+tYN8dYXFMMe+LAmU2Iog7spTKUB/YjZtvtuKNfIkGijz4fQz1XalTKbISKyi3tDZ3usel8WWbV1OWXnLWabIhcTIZSBr64A15T1lVsnGeAM3bpbh1IxbIz56wD+TwD/2sPtfzHLsp8xxrwXwBcAPA7gTQCfzLLstL2qkqEwdr+6PhYg9PkSHMrgbgh1GBqxwqTtvou9Rqre+2N8ZrRRryHci32X3zeha9GYs1ZtwF6jI5rbpAAAIABJREFUIQtsauSYGzdsSmZgPQSdZN1L9a9u4ly6bROBLZlk5/O8zqmp5sdkAImxDP9LAFezLPuWMeY7APyGMeZXAfwogNeyLHvZGPMSgJcAfLbFurZKmw/rIVgDmmTs07xNv5CashoMmaldw01R92E/tj5t2vpGuqfKvazP33xefP7kWdeWEIrJ9liW9jh0LT76aG7VFjEoiwFDmkBnYSvSDbOZFZUSiswNQRfrW922wJR6XL683oYqabLH9HwrFcNZlmUAvvXwz+94+C8D8HEAH334/ecBfBUjFsNtPqybFkJdChOKoHHS9OBu7GJeaPp6HnOfjNFaO0aG1s917+WtrbjtxI+36Ta672ogHAc3BV/M4LIBQIxu8J1/Ee8uMUK36f6U8HchZFAATOc94CPKZ9gY820ADgH8mwD+hyzLfssY874sy5YAkGXZ0hhzocV6EkWXF2RZWWOZBmn6hRRzvD5fgrTE+ZnywzyVutdI1Xt/LM+MppjavXjp0tnvihZ4+RahtUnV9M/62SBppJt4fuvzL64RW1v2f8niJn+LJbrtd4Qva+Ddu/bz+fP2f21t34R7NkoMZ1n2rwB80BhzDsAvGWO+L7YAY8yLAF4EgMcee6xSJbumy/BJY2csbWn6hRRzvLG/BDflGibVqHoN8NrpnibvZd/2oWeddiGousCsCN+7uqic2IxxeuEaYEV92fM7Rje4YdF0pIUu3xHu+bp2La+La22fQprsGJKiSWRZ9sAY81UA1wB8wxiz89AqvAPgfmCfVwG8CgBXrlzJata3E5o4wU0LoS6FSUpZU3SjmFqbqg7uxi7mhU0X9THX8yZYfmKoc+8PuZ+7vJclrqyQEgbMF8M4RJVz5Qrl2GdDmStBLGJxHtNzp+zaGVt7QsREk9gG8BcPhfDfAPB3APxDAL8M4FMAXn74/5fbrOim0+XDLKWsMU47l72QUtsU84LrU2yM7fw0zVREfVViruchXyPysu3ipVvneTakfu5ToMgiNiB3CwDs/2UD0aIYxi66v90MeDEDXukjXddQTNyY53eZRRrIF+f5FvlVDXlX9zzXqYf0+5CfH7HEWIZ3AHz+od/wuwB8Mcuy/90Y85sAvmiM+TSAtwB8osV6dkJbDxBaXYZFGws6ui6za3gNT5OyZ94QrD7ysi176Q6hrkOhqK/avpddi2pZtjSJDiGiucrMjYha34K6kFDW/sxAsRCPce8owheSzD1mlWu3CSGaUg/32qmSXXCoxESTOAbwb3m+fwfAM21Uqi/aGuE0fcwuhYmvrClOO4+1TV0JgCL3mDGJkE0R9bHXc9kzb0xWn6p11X2lp/hj7v3YhbRD6sO6dam6QK2Ik5M4V4Qqz+mQUNauHEB8lAxffSQWb6g+q9W62B7L+8XFtcSXtVu2HUMbmYFuhMRcWE1dgCmLJcZGTIrNodOXWNHlpi6M6fPhOIaHchkx/Rc7/dsFVc63tuadnOTJEMS65750q2biAtb7an8/ra9inht1RHrKfl0N6FNT8wohYTyb5fF3y2IY+/rbXeAlAxpfu/VgZ7U6G82hTmp14KxF2hcP+fQUeO65er7pTZ3nlGtMuytJ+bu7uSBuIpVzn2y8GB6rRbCMlIxSm+DH5qPOTTq0tgydVPFMwqT2nzv9W/bMG0KMap/oKUobG2Ohaoqu7v3Ufhv6gN5nMXSvs9PTaokddLv1YMYtQ9jZsdfMCy+sl5/SZ2Upi916Afl1XOf6afI8p1xjsq1bvgxkxs5Gi2HXMjjEB0jb1BUmKdPOYxFBbpt8D+c+29LXAM6dTt7ft5+3tqYziIxlTIMhd/q37GXatqhKtUYVUWSZS6mPXNcx13Lo3tfPjbEZWWJ8x5uO0+67zlKOF5ugIiSU6+Ie++rVuBmyuq5aReeqj+fSVFwpN1oMxy7MGDq+6QugmwtwbP0W00dDEr4++rIAueXKqnE9XelOXU9VPHd9TaTe23r7KtO/dSmqb6o1Sl627kv36AjIVLBO1zIXS+h+SnW90GVWvUebeoanCq6yc9L0MydUXup5c3EHJEXWaPc51GZqdTn2ctls3/kWtMUI8pTQqUXbhq7Loc9S+NhoMewy1sU1oemL0AU4tJjFXY5mY/ooVJ8xjnabIsY67v4dssqUXZspfRl64dU5H0O0+lZ5uch1WbR92TMvZpbE93tRfVNXoIcGqVm2vhiqyDJXNyZtV/d+UyJiaNdvGWUiNpai55F2XwCai/8vojCmXu61X/dZU2XflD6ImUWaChsnhssWZgDNnOAhvlCFLkdtMWU1bWWr2/c6D7vgvvzqWJCaqKPQ1QDO92KR/mmyDqnXgm/7utdTaP8xDYZ8oZx8pP5eNfpEk9Yo37F9dU2pt2CM//s6z8yhGlmqXs9V29NUhJOqtHFMbYgK0cQsSdExpB6+34bwXBrq9e+ycWLY91BrQxC2PY0aM30xVpoQszFW56I+Snn5VYmm0NT1kXqMJqym+roLrcY2Btjby7fTfV3U73fuDHdKbShTf6n3dpfPAl+WsVSLXNG2vufefA5cvFi/7gBw/74/e1qdlfohAV92vC7iAVe5nqu2p4n7p0nf5tT+rfrs1O12I7vEzpLEWmjbHKjVyWQ6BjZODE+FpqYv+opZXJQxqMmBRNGxtDiVbQV35O2SmlbTjabQBXUX/pW9WNwFKfo6dGN4uu4ToXK+/vU0f1gpS0RYbOD+Iv/mmP37pMgVwBfKSRbQVW1HSvSJk5Ozv7fpRiD3px54xdbbR0ySiNhnZpF1PuY+HNp1B4St8HWf2U1ZjVMHXSlI2XWeFScnw3rWpJQ3xOuxSTZaDIcWZlRlSBd5LF3WyxVEIqiAej6FQLjvfZYqF1nUkDq6vnHDhpXR5RWd667DQNV9QXVlCdXlXL9eXk5ZvWLqWubfXLZ/nWdGrN9tKm4bgGbOWczAW34vixMLNGONWixsWUX3Uuw59c12bG+Hnx0p52Zoi29DNCHw65Q3lFmXGOrUdWurfluLzlWbz6Wm9xsaGy2G9UOzqeP1cUOP2SVCaGIgIf0tLzOgeCV9rK+vr/zZLI+vWLQQT0dTEP/0ra3yQOU+UhaL6baJxbBOulMf7nVnTLUp5qMj4Pbt/G+JOnHxot/iNwSacuOp8ntV2npppd67qdYoX71nM7tgTsqt86yV57a0Q6zDvufD0ZG9JmMX2eoIF8BwjSVVRVDV9qSU17VvcxNly76uJdl9H1WhzDJelarPnbEM+MrYaDE8FepOTzVxIafGDtUPGLHAxKx+D5Wjb8iYqc7Fwlp2gbOWpaKHVMhn0fdwdAdH4lJwcFAtUHnMYrGQ9Rmo5x/v6xO3Llq4ppSzt5fv+8or64HwQxSt4i6yJha5wkh7pjC49LWhiZdW6DqQ465Wcec91cVIypF9Q4IzdMyYc+rOSPmOdfu2vVbLQoPpe1D+3tkpfy4NkSL3Gze8YhM0ZTWONRyUHaOo7KLryl1c5+unt99Oqw9pD4phRZOWkz5eqHXDB9Uh5TghkdhUObHB2OVFBZxdpFO0n/twTLXsnJzYl0gb6PoB6y/fKlEv9HGrknJdnj8ft13RKu5QWUUvNhHGoWPWJcXvVn5frXKx4fNxLnLHactSU3ZcmX0oo07UEPc8xiQ7iLHiicCrG5c5dA8WlT3kmYC23G+KymuDJt51bp+mDOh82+o42X1Q1fI9RpfQMiiGH6JX+DfxEEndP7bMou3anK4oe/k2dSwgfnFamaXP/Sz7uFaOe/fWhUeqX1zMdroe4jcWg6+Nd+4Ajzxy1u3BmPWH682b9t+TT9ptb9ywZRdN8cZeg0D8FGXKddlUVAAg/T5u42WpvyuyMPl+PzxctzTq4xZFTImJj+tG+2iKttZfFFl/6w7UpBwZHM/n6wJb3HhOT4EHD4DPfc5+f+cO8NRTYQGgww/6fhOaWHxWNlvWFvIs6Mr402Y5Me+lsj4tW7vi1j9mTUts/apQx+peZb8hQzH8EH0B+140bS168ZUZs12d+lQZ1fnqV3VBmD5WaNpVC4Gi+pZNO/qsaa6VQ158R0dh8eEj9cEs1r6Q5Un8EfXn0EOnzKXk8BB47rl8ceDhYblrRlGb9fWkz0WRFbYKjz4aLt8tu+x6K2qPDLhSp9vLCLmttClKyiKmyPPi+Hg98UkbNGFNcq81193g7bfz+6SuOIp5qWs3nv1968YTIwC6stx36bPp9ncTPtshQr7iKdunvOtiIlWULe7W11No7crbb+dGC1/0lRBT8c0dKhsvhn2CTvuAygVYZi3s+kItC/OyWpW/IGX7OlmO5DirVZy7g2tFjumzJupbJEqkH3/lV/KHVIwwSjnf0gZ3mlH3h/gjup99xIZmOj7Or+kqESzkBeOWJxaNmAHXapX+wPdZO6tE/AjhHtsVXO42IcoGy76XZ5lPuvSXm8I6FNN5tSp/6S+X67MhVagr4nz3se+Y2gVG/+YL29fGMzdkAaziZlR0TdSdZi4Tfyn3XSx9vOPqbN/ku0OI7dOYtSsx0VeK6tXk+ag6sJzCGgtgw8Wwvsi3tmxYpyeesJ+XS/tPT2M0LXhj/AjFYpll61ZF36ItEQz6WG3VT8oTbt2ydSuLDVskymL6I0TZDVkmSmYz4Nw5+zlGGDX1INLX1OlpeLujo/WXm4h1yZil66O3FcvE1pZ/wBIjomYzu6+IMcC6lgDr7iUa/RLa31/fJqbvqt5rVSIb6O9T3QekLDfMnjw3Tk7SBiHuy1tbcvW+rtVJooWIkPP5wFeN9qHbWvWchM597AxMmUUuVF7Kdnohpa+85TJ34+nCIl3EYgF86UvA00/nx5B6ySBjPk9bj5FSdtmCOr3tUKyZPpeEmOdFyrnS7a2ykDc0uGk7Hj9Q/VhDOb91+f/Ze9/YOu/svvPcAEWRRpZIidSI1x1HdCtHUjqS17KcWho0tRV0ZM+LSTPYzST2YheZpECAJp1iMUixaPrGQVOgwA4WKlCgGQ+wC6njFHCbWWAkOlvLKTqik5EoWByElE1D5CgwyfhSIiWrKFosevfFmU/P9zn39zz3XoqyZSkHEEjxPvd5fs/v7/ec8z3nPNRgOE/yF1/0iT415X+jZDPWGcBKU9CLft4kg/AImezdbrQLoHbggH8+O+vXkhdz2MOuaVPXzaCJhjA1ZXb06OBVpczq79WvP+ra289CWQfCL1+OrBKjo37d4qIDh5deqn+fJs5mqQ1vveX8QrMYp1bLeYcA27k5s1//df/90Uc9s4KZ2fHjPgcOHeq1Yna7vVbvbrcKopoUpKY+50A1qwZGLSz4zxdfjL7gXnWi7aujEiCA7syBHiTjx6AHVwkIccAPAob1++12Nc2etm18fHNp9MzC4otov2Wrk1n8n74EtFy86Eq+WbUIx70ASjy3DvDye4nL37SX/uAHg+9tg9B96jxF/Z7B3Oi33psstvnem5F22/erugwxwygPuZ2DeJx0jZnVr7Nh9kmuGcRAlMex7vp+MqxS0o/jmwM9kWx44bN+2Ve4ttTP/cb4flJEPg3yUIPhLExYPWiwwMzPhxauh38TkKizkKrlYZjJOj4ebcuHrllVKx/U2nA3FrrZWf/84kUHw00cwK3iZg5zfQ6OKYGSEh8wt7efDMI1Q6GZmQlQOzdXzWhx5YrZP//n0RY+e+qp4FDXKRR17dXNuwRA9KDSv5eCig4e9Pm3thaKQx3Iy16XnG819w8HG4rJ2FgA4ZK1s5/0c2nnMWu3Q7Ec5N4EI66txbuhPCuX/cyZwdPo1VEGzHqto7kf1UqnFs52u6rIKNdcn6leKFUGtiq+AFFKB/fNmTOyFdzM+3or0pJl2puKri/K5pbaajb4+6vRYzNKWunzPB7qJVTlf2zs47P+DyKDUrsGMRCVqDT95sWgmU7uRoYt1DJsm7aSA/0XUpW/AMM/Ep1M2bKjC2zQTbhuIupE1mt4JpP96lWzmzfNzp1zUDA97QAEt/jVq/63jY1eq09T2q7NaoslEEPfAAKaLE16kA2SCin3BzLM5p4Pt0FBSQbyerApdUbd4U1S4kmrZYANcfv2eL/19ehXJGeNyPxA5Zdy7Y0b9e+VLXYZRPFM+mzPnrDq4Zav60+9LzxXKoblQ1qfqeBb51Md2G/i6g5qdSNbwOKir6W6oh8KbHLBFSz92U187ZrZc88N1o68Z+DtKc0BDQDU+Zg/QxSwq2U2g4vMVd8siKubm+vrMd8B+DoH6vqiToa1EF69Gv2RPUXaBvp8WMthlkEB4DDXZ8HSX1L+m6hr/WSQs6K0xpriWD5uGeb8GGS/KIFXfcYwAXH9nolnh2cOk4//L2R4+Qsw/COpc+UwWfvx1rhOLSulA0JLiJYspLr5qjVaD16CbLpd/5z7DAIyB9ls6zYQBAuaWsUuXKi3EpascP2k1B93s/gHye2rab0UzOW2zMy4IoKVtI4TWgJZS0uRkol2cWA9/ngAzVu3/LP1de/j9XXPDkE7ANiqZGRqRJN1tM4yVifKUQM8qcJSUiCyJVstbaUcv8qNW1ysWgjrrNpN87nJWs1zOWCgHp096/SP7JY1C0+IWVBdsMqZlYMeR0YGByJYTWdnnYpy/borSGZB0Tp+vLq/mMU8zO+u6+b55/33kkdqM4Fh+l2s6lnRN4u+YW6ePt3r0chzkblWtw9hEMjvU7dPqNJw7Vp4HKanff9UcME9AJh6j3790A8A0leDKmklMJrPh1KKPp4/jEeiru3DAPlSGwetBlqSbBBBMVTFTsG+9uuwFvm6d9HnI/kd+o1JkzT1AfsbZ/+gAep3Qxu5W/k0UzMeGjA86CDVAbfSdzNvcHm5mpGAoBrlPo6NOa1gcdGpBTyz9AwOwLyhrqwEZUJL/A4LOOtkEFcVHGba8Oijze8y7EEwjAwytoPk9h2UK2oWfD2kKSUToClXVstW8v37o+9Pnqx+j4Na6RJ6eKsoUCtZv9SNWrIml7wkbMyIXpPdwnkNqSJZp1Dq9fPzsTZQvPopWDy7qex0v3k9M+NKSwZrfEct4adP+xhpP7AWL1925XB01P81lZfOViXW9qFD1aA8+lA51IMewtkilznZ3/ym//211xx8nzrl7R4fN/vCF+J7pWBN+qcpcp6MJoiC2qtXvQ0HDvRmy8gUkfx+rMVBaEpq8WU9mVXvqTEXpWClfvEVPOPMmVB2uY9mXxlESaM9TQAtA/Ysg+61deuiFGMwrAySUaGpXXXtK92rzsJ+twCt377xSQHQJsoZ7fi4LcefZmrGQwOGZ2cHG6QmV84gFk8O06yZs2DW1tzyND/vv+/eXbX0YBXa2DB77z3/yaa/e3fvZO9Hi9BnI1u5WHm/xcWyNQbhYL8bMFxniaxbgNqGfLhprtKm75nFYXbjhluWRkbcare4GBkouG8GhQiWzpytIIPGpndvsk7pd7OrPs9Bs14ONWCjdHDUBRWVZBCL88REZEhpuq8Wnsh0FYAnbm++q5z6zRwE6gbFA1N6fxTV1dXgOZsF8N250wMwT58ug2BED/wmQAsYq+M1NwGjHEugFib2KTN/Nrx5fVeE8WK9MQ450j3vofp8AoaYiwBhlDP6Ko8f82p5OfK0Mn+np/2zJi9CiWd78GDvHoHkzCvDHPLEB/As5mOdbAaMrqw07/vD7O26tjYThN0k98L4MawwdsO0ZRgAreNXFxA3zP3qzp98jyawP6i3Z6ssuZ9mizDy0IDhuhybal3ADYPFc9ANQCsUmXmFouVls89/Pq7RoJpOxy2C2dJj5hswVsHJyepBVSeDuLI2qy02cXcvXapeW7LE8ffssqtzrTctqpIlskma3vv8eT90Gf+8ydCWOpf+sWPVQMbcHgU5MzNmX/xiHPJIya1nVk2lp/ll19e9mlzJmptdx4xVpuLUjYlabkt9kftwebn6LtrGY8fK1mh9hlb5qvM+lP6vYN7M7Hvfc06uzo1BDoLSwZjnumbtMKvSW/bti3cEwNUByaac0QTj8Ry1jpIO78YNjx84dqyek6jAqO7QVLl82ezDD4PmwzxpSu+n/WDmbeO7a2sxniWOPALgzBZSzY6ikj1Kai2en49YCv2stBYzWMnUNLPqWp6ZKXsa6lIJqqhi0uSlUTBDO5rAaH63JqsxPwfZJ3XNbyYIu0n6KfvDgiilLZbuVUeDym3pJ3VnTD9AXRcQN4wyNex5Xbr3oDETW2HJzXvYx03N2Cp5oMHwIBZRwA4bIBzOpkCR0j0Bt/PzZr/xG2UgxbPn56vPR/TAJzgOvmnmR3GvrZR+G5NaLCYmzJ5+Oha/Wkj1fgoqtP+zpT4H8gzS1q2wdtcdoPpZXTBS6YDK3+ezUmW1Out2ybLE751OFXDpZzqXaXMdQNH2599L0hQEiPLIXChlmSht7nX9trpaBQXKzc39gotfAYSWna57Tt3flBeNlOgwJQve+novkGm1HMiWhPVGX2VrZO7XTsf3g1JswCCeErNQmrrdoGPoPFGwTRuUUkHqwV27IsUetIY81iUFt+QV0HRvGlzHu+g9NaAQjvfGRrVPmvYxBeNIifbB3FXOpnoqspS8UJ2O2fvv+/8JIC3FVQC42+1eMKrXTk1V96E6o41eMywYuZfgpTQ+/fb7OsWubv3mPWmYPN+DAPN+n9cZOO611PHLPw5hD7sbj9z9IA80GC5Jp1PvRgPkNKX+atLaFDyxkWZpt+uT32O1YDOenY3DqomCMAwQVAtiljoNUz/LQYAqJQ4X75Lf4fz58gKuo6nkd+b3VsstXKViErTBLA7hubm45vRpP9gff7x+Aaslot32TZZgpEE3m1Zr85pzthRpcZM60b6qO3RKlA6+k9vH53XPzLzAusAdpTfoc/KcZDzV4kBebahG3/++3+vOnaApHDzo39Xn14EXbZOWR81ZOQBeExP9FYYnnqimVOOeJd6wvlunE/2ia4J+5VozV4zph1KQXz/JltesgH7uc9X9LVMqjhxxTvGhQz4Xc6aLbGgwC8VX90VNXdlqxX0IkFLr6uxs0MewAk9PO1Vpxw6zvXurfTKIMmBW9QqaVbntmwGRpXOB30mVWFoXGGC4Tw7a1PZkBWyQdJ4lyftpCVhvhbGl1KZhrJGbtVxuJgtUDgLdjIFF99StuF/dGJRoiFmhrHtenQW9n8ejXxvUaGH26bIKmz3gYFg3KPh4FNRQAEq0vplvsIcPV7mI/Q5TnRAAn+ef79USuW7Xrvi7ul61XfAf2+3YEIeNkFVAyHc//LB6r9J3SpuXBoBgBTerUj/qhAMw99Xrr0e6OLU6mfVuzE2HTabAlMAg3weIfOMbPs6Tk/7s06d9M9m9uwoYUJIIwFtbK1sqeK5ZOYiLPKl1VINSarROp8opn5mpFjdZXa1WhTOLubxvX7jO62gDg86nfgAhb9h1mR+YO9yzbt5qWqs6iwOg7cKFam7oixedk1/HX82S5/HUVNXyXndAlBRa5fXt318NttPgSbUIK1DKCooeKihSyknMYK4fuFledhCplIj5eX8XtYTW7Qvz875fff/7AUpbLefR12WyWVlxEItSn68ZH69mQTELUMr7YN27ccP7FXqGmVNHMmeYvabUnry26VNV7nMg39SUvwN7dRN1IUtdnm/A0tqa5xdnLAA0GBGmp+P91WpP4KHe7/XX/feNjfj79HTsBXnf0jVf8oZuBZgpxepsNS85S+b6Z+NW3dy4m2C/LCsrW3O/uv7I45cVrabnlfb7fkaDQe+jNKO/AMP3qbDJAGZK1o+ZmUhlZtZ/8mawNjPjQTOliaDPJBI9P4e/1y1WPUwGsQIAYvWQA2iotaZOwzTz6xcXzW7f9sOo241DQjeZfkF8JQ13dLQ3gCv3DdL0vjl4qGSRV2m3HQhrVHlpI84byvJyc6AS78DPUlohTZDfNA/ZoADvdXQT6BeMNeNCid7z58s8XnXN1knTc/PBqtzOJksQ6yRnSOE67XuzsOTp9SULv5lbXY8ereZu7pfOSa81K6coK4lygEvUjyaLjlqET592QM+8wro5O1tNRUc7AUTZAtoEbnSNs78Nko5R3wFFBsV8bMz3BQAZVjAUW+gMi4v+/Fu3ekvKm/V6BRTsZ972tWtuSND85rxTBtAasFsCQOqlAGjy/GwN1zgOs17Qkfuv1QqjC9bz9fXoI/oVCsziogNY3kOzb6B0mPk9eM+bN/0zVXo0jgH5pF3Wa2u967spUNHs7ilweS3kOZ7P0dKzNpsTGQpQ3jPvRY7lpv35k5JPGwBWeSjAMIsxW4XrgmjUstck2R1YcgGXXBT5eVmyBaXUFuW2Ncnami9Qor5p28WLYS1QUIyGyf/JfvHNb7pVRLl8pYO0LjCOZ7CZLy76fTsdt3JgEa7rO7UwcNgocDl9Og7Wa9fKhUi0XZpTWPtT240VbX09snro9/q5lUqWgdKGXme5zemYSnQT3Wxxt2qmCCxyZr00ldK8YnyV11lXvU9lGHdmPhjqKBi47rI89VQUAFlaCpAGD5Yc0KX+4t0IHoOTzzxRcDbIoVJH/dDv5rk2NhaxAwcOBB1D6S91RR+UA97vuUid5X9+vmxVLt1L94M9e7ytt29H3yugwTJHtpUrV6r9oMGT+h3te9qsVlviEnKZatpZouosL/cqIKdO+XoGuF+44KkhGYe75XpqNgxSuVHRToVnnD3r76brgpgR2oJSsXNn1SK8sOD/9u2Ld2cu9zvDsqK1GQttqa9KBhbdO0p8e5V+nqphpeld8vmXvS7DyPJyVBXNe+a9AKhN58Kg7c2xGWabs9BPTGxdHM8nJQ8FGDarWjJVdJK2WuHWK20OpYAc/VtTdLxqcTkLABOIv+O6nJuLDZqoaVx1CpTyc956yzfM9XV3ab7xhh9gd+74NVBC1JqDpU01TA6nHPBHGwYBRfp/Dk0OObOwjuzaFdaeOl4dG2+2yplVlZhdu8Ia8+Uvl9vJPXKgDtIDsvsHAAAgAElEQVRux3fzhp1TfnGg5ITwZvUBILnP6OvLl2ODKmUOyLx0BNBIe8fGqlQflCGs+wAUdaNq+3IQn4ILpLQelFue3fa4ngF6WDiVK09bs+suH+w8Z+/e6Be+s29f1bqY29ntVjnJChzGxyNPbFP0O8V1dN2XAI9ZWPdxi5uFhVWthBxqzKEzZ3wuZ6VLqTf0l9JPmsANc+vq1d4y2foOeZzZU8ycngNfuzQ2PGthwfeV8XEvFnLlio9NKed3yWpoVgXIuP/X1qp9yXtxH7WUTU/7Omb+Tk31rmutoMn48jPTYa5ere5djIdyLlVRIahSjQ/0Ke9w+7Y/h7L2Zh6EbVal0HzrW1VKHSCa9fv665H7ehC5W9DJGs9jubo6+D36xT7crXD/fkCttP83tav0ebtdpXUNWvTkbmXY9us1W6V0qIdqK+73SchDAYZ10Eu5PEsgy6yZO1nnohikDaV7X75ctexx8KhlTyOp4bJxjU5GXInz8x7Ug5W01TJ7551q1TozB8rdbq971iwsaJot4ubNzWm6enjpe/E++tOsv4UBzRZ3v1ItlHtXJwpkzXo3yHywaU7TzAXUNGslLb2OR4sw3grU8lzFsg4/UF2ogFraRtEG2pXBEpXNRkdj/kxN9XeZZ+UGPmOuyJY3WnX5v/mm2YkTEYhJiV7arSXHEbVgAKDNeq2umfZQCorSkrxmVavsykpVEciysuKHvaZL47516Ru5Bh4hNBb6XZUhFa2Wxrtov546FeCbuZozvuTxROkhHRoUBOXn6v95HhzomRm3Ur78cnMhG5TJ69fNHnssnlNKAYfnyqxXGR8bC3742bNVZUMpVShOaimbmHAAzbsASmlfniv8nffPZ8LUVJULzj2VmsBP1sT1694Pjz9eBcLtts+jkyf9HRcWyjQHpc/s3VsNqBwZ8fW7tub/x6Bxr6xwec+qo6NxlqgHUK/P9Js6qfMYDdNO/dkPqA36rJIXsRRIlvemQWUznolPkhrxoMgDD4bzRF1a6j0oSq7CpowSZr3gtkSH0M2v6d7Ly5F8fmKiN4Je3V5aVKCUJsgsDvb5eS/cMTkZ7mC1DutGy08sGAA62kdwhplvwPDzWIRKLTlzxgEz4AxO59JSAPgbN9xS9Mgjcd/paXcDDupWKW2uyI0b/Ss0MYZYLUt8bSx/Zm4dQ7C8AULV2q2iNBEEN732mVpu+b9Zb1ARm/i+fcFjJKCIz3LQihY60L7iwFZLnoIDBSWluc18nJiIMsaa9SEHb+kaAIgx3xUE3Lzpv2d3MMGNuOsZN4JCT5/2OXXiRK+rX4E13FXeLecpVikdTMpXVqmbb1gB33zTueqLi5HF5LnnQgmlXaQM4575YEewlKqLUi3Ape/wf80Eo8BAU9KpoIxMT7slkzWt1dbUoqrP2rcvcmbrHCZLxMWLobCfPRv9oorq7KyDP/UwrK/XB52yfrgvFuKjR2OOs9a4Xz/OZZOyw/vyzlNTcX8ULLVEt9tOz9izx+87Nxe8fg3E3L3b5zdUCO6xseH/Z05dueJ7+7A58pFBwFT2+jTFEtAXjN9mrYSbAfaDUrbynlTatwZtYwbad0MNGIZypm24G8mUqK2836dFHngwnCfq0083p9ECHCk3L/NTsQ7u2xccxdHR+A4uuLwxcCjmilSAIp6vLr3x8Tj0SC1EJDEAOQcoaIaMn/op/xvut5/+6aAjlDitJUDXbvsByL35qWBc3dQcjrwD7VxcDBB06FDV5cf1+bm815UrZl/5SvU9r151K/jKSlgpz53zYJ1r18z+7t/157//vtkv/EIVmOn9NWVT3UbUbnufY73BnYyVT0U3gtL94JXRl8wnzSltVo3yN/N31PyZWCCwrC4vm/3gB9WUVwBEDlXoI7dvR3oqfX+zeD5Wt+Xl6kFO2V4sU/Pz4eotWVWzRfO113oVMXVp08dqGZ+ert57fr4c6KTli2dnAxQR7NVqOQg5fjx4fSsr3m+djvfN6GiUJAYsQw+6ds378/Bhv8bMFbj9++upVbzjY49FMOqTTwawb7ViLZ454wBncdGfcfGi/wMg0medjvc/z8tZaUqSD388TaQnNPO58J3veNtbraor3sx/Ul2vFFCmlnPkzTfDCqqp6tjzdP0cOODvsrLiY07A39qaPzcrrKWg0z174n3W1/09v/99/z+WVOb+iRPVoiMqqgx2u67M57+jJOjP3bvDAv3YY/5T80NjEAAAU3lPef5YzOHBr62FB4P2IBcuxO/av8PIoOBH55DyYqH76Xo2683Oo/cpPfNe807VIDCItbiuXf2UjuwFqLvnvbLiDyvZ4n+37bpf3msYeeDBcBY23pIL3sw3LE2flReMWa+bDFDcbwJg0coAlnRQbCa4TEu5Eknzg6yt+YF19GhsogADs9h4cc/+6Z/6IX7rVlhNOh2/Jz/ffNM3cS30sX17HDZsuIMGG2hgUKnqmQpcTIT+1/RJgBxADZadVivyjkIDGB/398mLvdMJAD0354fR6dMRsa3Xw61eXw/O4Jkz3lfXr/vfz551kHPiRDwja9vca3ExItjHx33+rK3FTyyu09NukWd+qYudwDEAXKcT1kSsX2fPmn31q/6sPXsCoBw75uOvP82qtAG1cuY18JWvxFxEuRkbi/uvrZl94QvV7+f1htVs9+5o/8aG8yJv3QqwsrTk48nfNP2UghIFM/yu6wFPyPi4A1quU8WUMTp/vmp5x6XNof7zP+9zb3Ky+v3SgarK8dpata95jwsXwirY7cYcom8zVYbPzALQXrniYJgxWVoye+GFMvWHtiqwxFs2Pt6bUQclvinoSQXalZnP9aNHfQ3iLWItm/mYT06GEsL47NoVihbzi72bwzpnJVBh7JVacfJk9M+xY71jUcqprPN2xw5/n1JALpSNqSl/d2hlc3M+d0m5ubRk9u67vudfvx6KZYkmk5U/nQtQEahOeP262bZtgwXODSMl66lZeKpKvNi8DkrnQ5PRYVCA2tTOOhC9mUAz2sVPvLKDUC2agKV+9mkPPnsQ5KEAwzlqNmt1kN3NwiIy6H05eLmv5qfUw5oDkwNQXeREs+do/VI7+I5ybnUjzxuPvufERBy8HKIsaDb3tbWwEurhoJZDjbpWGsepU8ER5CCbnfXNvtsNa2S2Npk5KDKrL13LtbpZAio1R+y1a9W2NgkA88oVP5RHR936lCkgANRjxzyrxpe+5Bb3Y8f8fTnQtXiAysyMW6x37PDrt2/3+7Tb/t1u19/7V3+1CnIAwfp+yK1bocDt3Onfm5yMuTcx4f1NsQK8CyMjfgCvrvr1e/fG89bX41kljnN2jTLXlbYD7aGfdLv+/UOHwhKspYGJwGecFherIO3GjephRHaJnHEB67lZRN4vL7vyibUZQMh6Wl/35+Vc0Vpl8uDBau7gOtF+M3NlCvBy4kTwSs38/fAYYMHPki3sx45FO/FQaWBdUwYQ7mdWLfyhllJAj85rgsp0P9V9Dyv6gQP+/uPjbuU2C6VPKT5YOz/80O8xORkAH8sqnHK+Q9voY6X4aBGW27djbpbmbN18z/2zsuJrFOU789DX16MdKMlQ0t591/cL6Favvurzb2EhvF3QrXRO53y8V6/GdePjriiTFWP7dqfEsaa2CkA1gdNBOb2DUhbups2bBdHIMDSRfu3YjNxt++9GsmeZNpg9XGD8oQDDeaIBMKBAXLzoIGFjw4Ha8nIEoelkmJiISFlcWK2WW2Syi0stC9/6loNQTYa+vOx8WTbILORS/fBDb8fVq5FlotuNjRBXtbqxNUiFNitA4R0ffbS6Cc3MhAv4ypVqKdmNDbNf/3X//ZFH/B+AnkNQrdEkyDeLw3VpKQ5CnpcXvQIA1ZY5DOEjA3jPng2usZkffuvrZn/8x/4OFy64xeTrX/d+mJjw/llf93H/6CM/tA4fjvfNFiEUpXPn4vB+4QX/fXXVQc3Jk9UqU2px4x05gOfnI60c72UWSgUuUd4bsEExDYS5841v+GEIiCAq/Sd/0tulwWFmcQ+ejZWXsQPQZP4cXDisK8wt3gkQRhqovInSD2fPVjmrOUH+lSvxbigiIyNVcJctgYBfzUbCuicSH+B//HiAPVU4AaE7d8b8KqUBm5+P+aaSldc8h86d8zZANYCOgPKIZwaAixcCb0kuY3znTm+1NlzWyskuHWatVu/6Aih2OtUqiznAL2dzKVlU5+f9us9/Pv6PMqHBlmbV1GCdjo//9u3+j35++22zZ5+NtipIbLerwWesoQ8/DCs7z1cAjZT6qJSFoN0OCzafK+VhdDSUkY0NH1e8PfClda1/8EHsATt3hsdQx0TH66WXgp41M1PNrzw9bfbMM738/q2UvObq5lYdsGyyfpaA5lbxTrfK6qrKWKZEmQ1m5TW7/0CnxgfRpk9bJoitkIcCDGfJ+VtzLtavf72cIkmtR5kb2XTw7NjhqXKUe/ziiw4Kxsf9MMgpwAioQ156yX8SSbxvX9WaWufC5J7z8w703n232gff+IbzF83889VVP2Tv3Am3JpkJjh6NQ/bcuQBtahGdmDC7dMnbv2tXUAgmJ92aqSnSaIMWUdjYiKCYH/sxs1/+5dhcMl/w1CnvN7MYF7JlXL9u9ku/5AfyK6+Y/fZvR5+woQFgAV/nzwcIUgWK0roffBD0hbk5VyYoeoErPm94BMZp2rUrVwLAKPVEA8q0sMnYmLdvddXs2992a9Lhw5Ge67HHvB94pqb4Q7DWkXJPM4pgvavLScz36RMFB/TR2prZH/yBA83Jyap17qmnqiV133vPlRZ4xzt3RkDl4cM+91591efV00/7fa5fr1rOZmcHi24HQLKetELfgQMOmJRzicJ6+3YEaa2uVt2kBw+WeZClUseA9NlZV6CUdtBuhztd3dtQgVjzU1MRZKvp1770pfjOwkIAVtYS1t5STt8PPwxQqxZ/M/99ddWvYRwXFyOX94EDZe+N3p+fu3bF2qAADMCXLAooyKzzO3ccxC4sRIq7kZGqJ08VVtbBqVNBeRodDSNHThtI/+e/85nOa6TTibiJW7eqnr2TJ50GQhGfI0d8D8RrNDLi772w4Ovj6FH/zoULseaoSpppCJlugAVcPU2rq75+du0K2kSp6tyw0s9a28/bUPf3bCSoo9kN2vbczgyiB7G6lsB4tphqxqNScZY6amVdLMywWS0+Do5xE+XxfuI43wt5aMCwUiVK+Vs1b+WdO8NrbBxgSnHA+rGx0etKNHPQcOSIg5SsVRI8gkUVNyKBGVeumP35n5v9xE84KNOo6uwebbf9UCGf8PHj1bZrND33WV+PXJcI7T5yxAEubuLTp3sPXDZ85UmWuHZmfrByuL7ySvW+Zr2cNb4/OlrdgMycfjAx4YdpCbAg6vbdsSO4vEeP9mrypFMaG3Nr3m/8Rlxz7lzcZ9++sKhioVRgilX/4EEH0bmcMhkPoL1o8CHj+N3vxpxRazGABkCkgSwoHbt2uQI1Nxcge2GhWnVQLY2lzW95uUzf+cIX/Dkvv1wtP8zmijfm0CEHvzdvhjWP52gAWM7ZPT9fLS89Pl4u9Yp1DRB64YL3jwaDQUvQeaDWchSSkycdXMzPVyv9IYPuEdAMDh3ynN/vvRd0ouvXfd7t2+f3YR/R+Znd8vos+g8LJEGwN25UOc/0G8qM3l8PZNqgz+A9AXs53ZumSDt3zj9HIVpf9zmnHiGlv6BQw1k+ciRKEDM/zMKyqu2iL2ifAmqzKvVNhZzJ/F3jFOqewTg8/7wrajyLAi937rjSfO2a9z9KnJnvGf/yX0Zw39yc/37wYLSVQLNMQ2Dc8AyirO/Y4X3KXkQw8cWLvfv2ZiX3xVZwkUs8Wc66zVpJS2M2iPQDd6qMZABPW7cSINYpYtqerXxWaS+rK3S01c+/H+WhAcM6yU6f7tXIsLKauVtdsyVkIM2GD0cPcHDpUmz4e/aExcIsgPDNm8HhnJwMyyRBTjxnY8M5gYcPu0Wy2/VJivtUDyTlDDeR+7tdd1vu2hUpeQ4c8Ha+/rqDFKLdSdOD8I5YJkqAiOC+Dz5wd/Dp02Z/+IdBPzh2rOp+1/7F0gLHz6xKmShpy+RxVPfxtm0RdEaKomeeqX7v3XcdJOHO/+EP/YB84onol4MHfb5A+cCK+sMfuufgzp2wEF68GC5StR5kKz1ZJJ56qpoV4sABs9//faeeQM+ZmYksAozr229HBgGyifAsaAtmVYs2WQ46nXg3pWJgWacineYMzhkKMh2CsVPu+sxM9Cv3BZRo9gulDPF9zaPNGBIs2mr1lpdGMXz//WoebA0oHR0NpYx2QJOgPzY2/Hez8JLwjt2uv8+uXVEwhndRK2+Oos8HOinSzp/3tgO+NzbMfvZnq14P1iKKDKnYJidjTAgaBLi3WmG9vXDB7D/9p6BxIXxX0/ZhOUZRUwCQ+c6l8QcktNs+r1mH8L4BgMrNVtoOY4kVe2zM++biRW8TIA+PDHOhSZT7zFzW9HPf+57PAcZqejo451kU7DCG7FHs0xQguXnT16umpjTzdaiCoqeUnlJQou55eHSg02hcxNWr/k6Mh5Ynb7LgDyLDZlEYVNRQ0y+N6bDSBFC1T3XdmjUH3ZUoHHhpdX/L32+iegwTbLfVUme9VuX5YZOHBgz34w1pBLRZb4oanSw5fRMAiFySWGYoCwwwGBsz+9t/O6xW58/7gQFAunzZn3P5cmR6OHCgWjFuYcHd0aOjZj/+4w7+tm0LN5nmzMyVkgi+2L3bLQtw+OCVktrpueeimpHK1FRswpOTkX5qY6Nqzdq2LVzeTzzhB/D0dGidAGLuqRbnV1+tAqZXXvHDhywRpXyg8KrN/DrcxDt3xmalLq//9t88WM3MFY7f/M2gJOToaKUPzM/7wf3CC/6Z9u/0dDUhf8kFBnjhO3x+9arZZz9b5T1OTFRTKM3PO8j7G38j0sepZVErYCHqVl9bC+WHADC1jmnlJB132lsqucuGmjdVwEq7Xb3vxEQAGsrPMk81p/VbbwWI5Z2wDJO2a37e5yAKBXPZrJy2jYC4sbEAbfDhb9/2vllf979hoT992r/33nsxf3bvrmafwNKq6fb4TK3+cNTfey+K3ywu+hp+5plw8T/yiPPYDx70uYmQn1jpAkrv2L8/qCAXLril/qWX/B3gdt+8WU01R7vyXEHUIoriwf9PnapWLswBlouLMba67tvtsGDrXD15MpTa+flIBbmw4O3WwN5ut5c/raBXC8zoeOgexfuPjUUwKvu6Aj7a/MYb3pa1NV937FELC055W1z09nW73tc6t2/cCID6+79v9ou/6L+rMcCsF+SzHnRMLlzwv9M/nEfQLBYWBgvsrJN+2SPqDC3D3JN+yXnWS5SeYe6p7RyEwqHvkqk3unewbyt4Le2bpX7ZDM1E5ePIMpEDNe93jvO9kocGDCt/r9PpHUw91F97repiq6vMpZNEgwvGx/3QBJxu29ZbhccsDgwz//naa0GFaLX84LxwIXJQmvnfn3jC70n6sJGRKNtqFi5es+ohheWSQ4SDHFledgC/f381KA9Qpta1bjdcn6dPVwEjVj+AvOY1zuCJDYlnHTtWpUkoD4/v5E1HD65uN2gg1675odGUV/rOnQjSIm0SBy1tziCLTVMziczNeX9kq4TyodfXHewD7qHATE+HRezMGQdKjz0W40RA3K5dDpaefjoA+Pbt1UICKliyaI/m7cXtr31hFkCQd8cSOzdXBXYbG9V0flkyuHjzTX/nDz7wubu6GlQBigmwhlAidYNWzunoaBXMmEWJYP5GekD6nvWEhZJnLS35HHjjDV9X8EL/7M983G/cMPsv/8WfyTvs2VM+dJUPr/1+5kxwR594wvtj2zazv/JXzD7zGb9GLcWPPOLPI0BKi/CYxT5GdTUsoG+8UQW3WImXllyRhK5E4QzuR0GQEyd6A4NWVrw/4TurO5W1oZkoxsb8/uTgJcWfBorqXqkAvJSjmnmds9+YVYNUSzEeuretrsb8bbd9jRFEvHdvzCcCojX94/KyvxfpAk+dqlaYo7gRMRWUoKb9P/mToYTqO2rw6YED/j2s+TlgkkIsBw9GNokSpWZuzueXKm3DiM7bXF68xMkf9p4ZdCJapn0z99TzvKmdTfQAva9afSkkpJLvoZU3h5F+YLfOgruVonv4ZjjOD4o8FGBYAQoTr44wrxNTo50PHQraAxs7IMqsyvvUICUsCRDutS1f/GK4zCngcOiQg58dO8z+wT/w71286IcoGyNgD0tRE0dMF5Pm99y7N2gNejhhebp6tXfi56AOvre+Hlr+gQNOjfjMZ/weBMRRcYv74Cbk+QSYra+He7+UWopxMquOFYfCRx8FWOM6BVqavsvMi5BgJWU8EL7HZoF1CRkf90Pw7NmweEE3+Nzn/BrlQ58+HWMFh3hx0dtw+HDMIQL/Tp+O97h40QHU22/7/3/+58Mqny22ABQyUVy6FJ4Gtdbp93i/XbuqoAfApOmw5uerVkGdHygJmr5KLbx4Ew4fDqUnH5BQHpgXpJmjfyhS8N3vVr0yY2PBveT+r7zi1iZoF2bVzCrvvuuA96d/2v9PKq9f/EUfn+9+170cP//zvcUZ9HeCxEo85v37A2CdOhWg6sABV4A3NrwNo6NV8E7fQ4kYG/PryCdNho3FRbcuP/NM5I6GVvH5z0deZcac/lSgffhweEfUva4FgbKogpppWuwVcOrpq6mparaRdjsy9CAURkGB2NjwdbZnTzV1IHt4znKg99H9lvn2yitmv/ZrMVdeey1SnM3PV6sVmsV8Yd/SbBJ42JaWqntLtxu0FLJ+ALjrrGtqZTQLaz0eQWRtLbKOaCn18fEYO6W4bVZYb3lP2QrroILOs2d9XEvVKwfl5A5KeagDlzlwLHu1+gHEzfZFE6ivE42J2Arr7Fbe69MsDwUYHoSLowv+scciGfrSkm9KbEjHj/uBxeJFiDzn0GMxEixVAuFo/9/5jgOWDz4I1yeWny9+0Q81LLNo0K1WROJr+2kLz+c7bPAcShQhOHYsDv0XX4xgrGvXehdIux1V0KCBsGGyWS8sOBD+yle8L2/eDG4v0fFvvBFtxfW5vl7NiKDudg3SyYBcLUPLyz5eBAmOjFSrd3FtpxMWxWef9T6ngmAWgpd002IcP/e5CFgk57GZ37/ffHv7becfU2mMcX/kker4dbtuvTLzvse69+//vR+yjzxStiZoUNHamvf9mTPRb//iX/jPrCgSgEbRC7wPZj5Hb93y3w8frhaq4R7nz0cxFICz8lE3NgLk6LN1/sIZPXAgKudRshd+74kTPq5HjkTBA/WCrK/785eXHQhT7cssePejowFMsTijxNLmkRG//g//0K+jeIJZpCHDck/AK4oOgFKBJPOMdz1xIqyoi4veb3/4h1Good2OynOMK+soe04+97mglDC/ld7A7zduxHrgwMdr0Ol4f0PxAFRr+kLmpVrVNEPM7t0BcAmma7V83R896n2Klf+JJ/w7KPo8d+fO6M/RUf8eQYFI9mrlNce+3W5X85ePjFQD1s6eDaCnAc4o66OjVaD2Yz8WqfqY18wh7XuKh6D04nVgfu7cGd5DrT65sFDl/7MuUWZKoIl9mP5RILtZkMN7bKV1spTpQT1bdVlsBrlnk/ewn5SeMUxqt60Ckk3vq7QF5sVWP1fP2rrnP6jyUIBhDQgiIIaNJwcDHDnif1NLlJn/7eLFKrdYg+zGxx0s6MYK8Nyzpz7o46mnPEUSdAOi8Tkwn3qqCt64jiAa3N11GxYbJ+1lszx9usqZunChCiyydYQFAh3i5Em3cnEY03dmEbxmVrV2cd177wUIoR1U/dMDTq20Gk1fZ91vtyP/r1kVnCoPDAsOgEdLaWswn5mDa61KV7IyTEw4/QHrZp2gFJAm6/BhB0MEb33+89WAtVarmnLvnXf8eqWrwCstbVTZYnbzZozBn/yJKwLKHyYgFABy+7a7eDVQj3tCQ9i3L/qNgKh2O5QDLFX0a67SR9u1b0+d8gNS16XSQAgY1b7W38maYubWdKpzKWde3c/k/z140NeBKlwTE5H9oomyA20FwD03F0FZOmcIzOT9s4tyetrTCY6Px/wvHUxvvBHvnQMnqcY4NhZ5yM2C1sK6gS6iVC1NdWYWubPNqu89Pd0baMfz6duJiaAOvPSS/x1rPVkQlE+uHF+zqnWT/VczUdCWtbWyRd6suoezhx0/Hm1cXnalSnPPY5k08/7QssNra15A4z/+R99rrlzx6yYno2w3wYPcc2EhPEKaLQchs8TcnAP+jQ1X4AiWW1vzz3UN5Hdttfy7KPsog8PwcOkP1uVWWYFVSvfQlI60YZBn9aM89JN+4I42NF3XFMw5rCKSOft17bmXgsKtz+qX5eJBkQcWDOdF3em4pj4yEtWncm5gdbuxQLH8HDjg3+Vv3JcN9Pz54HKaBcj48EP/P3wws97gNjYdjcJvt81+8IPgWxJAQ6lVTbnVT7QfEKxaysucmvJDdmzM24oLNaeNI3fu9esOXDY2/EDBmnjiRFjyAFoaOT09XX0u3Fk96HQThpqgYEN5WqSxU8F6iCtfD3IswOouV/ccpYKxpG1sRMQ+ke3cizbCsdYKbXymngDmJdam+Xm3vj75pAMGpQxkCzOHtvKsDx+Od5uairF++20HvORaPX3ax+b4cW8HFdzUKoclDj6kWdX7MTERWSnm5twyff26K4G3bztF5Yc/dC6smf+N7Ax4NqCD5LWnB8fGRhm0ZS8E4zY2Vp2rR4644rBvX2RtWVz036E8aaq0HTtizvM3DXbcv7+X76rgW4P8zKpei/xuGeDq+ALioXNkmg5jYOaegV/6paqXRNvD3+k3rQ7HvbXtKL8AZ02xiCUT5ZG4gBxoY1alkDGXFhbCWo4o596sl4rAvVi/KyuRrpHvM+Z4y3jGhx/6MynhTeEdKpPeE+YAACAASURBVNqh3IyORsYe5cozhkrBYG5BgTDzNI5m/oyNDd8b3n/f10DOMMAcwCOSx14zcUD5gYZHnAcWePpbzzioeaVsLcNIPytwPwA5DADMYJYxKGWx4dmboTzUyaDtbLquKX1nNtbU9c0gQXI5oxVrp2TQG1QGVSa20gJ9P8sDC4bzQiFjgkqdK+X996v/v33bJx9VhsyqYBJ+n1o52DQ1RyiaHwc2olH47XZYEOFdAh7W18OiqZbnHOWq5VLVBYc7FlF34PXrDoaeeSasMLihzdxSwfXKnYQ7qi7uUgEAgnTICgFw/vM/N/s7f8f/phWw9BC8eNEVmIsXw41I6Vqei5Uc69L58w748uH/9ttmv/AL/js5ei9dqoK+bjfmC+9ZsuboGP7CL1Q3jDy3Ms9Z+/CZZ4JjjHCdbljPPx/R6QpyVBHgufPzZl/7ms+Nb3zD+2tjw+z3fs9B7PJyVBT8q381vAE6j9fWeudWu+39AojI+ahfecV/KnBBshKpopw/lM4clAJVSVPYaXYO1tfsrIOe8fEoUU3/5Y19drZa9GFjw9tJykHS5j37rPfJpUthWc4WWbi9vKsqvaXDJP+Nim24whmHEqi+c8evz0og980KcFOQDJ4K3htXf6tl/71qJEGUZv7ZlStVBWFhwecEJYi3bfOfS0vhhet2XXmGuqKWz1IOcnULl3LRKhWEAOVu18eH7BPdbhQ4evzxKshCEc2pKQGd2n9k5ID3i5K2bZsrmBcuhIfrr/91v2Z62j07eHeWl/1aPE+q4GSFT7MZlRQe2kD/LC5GH0xPu/ftxRcjP7PycAeROkDZ7/v9AKD+P5/RGriYPZvDgLH7FbjVgcpBaCila+6WsqL31KxO2Rj1sMgDC4aRbIFgw4H7WNKOCNwC5P3Dfxiu3xz0w+8ZNFAxDHcxwA2ramlRYDXCgsi15Bk1c8By7Vrk7TXz+1KutN2O75v5u774ot+Lak60kQUwPu7ABis48s47YU3X/gOQYOXTAA9oEcePV3OIfu1r0c/z89VAMkT7kwODA5egIQKN8iHBdzhEHnmkSmfhsDt3LixKgKp33nHwxsGxtGT2O78Tc2T7dreU1RUNyel4SnkzaatuaCXraLay6cFRAjE5oA/OJbmrV1YcoExM+CFNSdt/8k88vZwGu83P+3dPnw4OrVaSM4uxvnPH5+SVK8F91FRRZFbg3c3KLussnU7kbuV5HOSqoKhLGwukrmOq1eFZWF+vKkbMK2gBWEJHRiIH8/PPVxVo+kizsej+QXor1khd8nqV3EdUbFPLNPJv/62/x+3b/gyUGdY+llv2OM2DrjSjLOxXqqghe/cG7/z552ONEXBn5u0cH48qm+wh7DtkumENMI811zZWayrDcVAvL4eFmzHIc4f9SdcGYwSNwaxq4WcPm5yMlGlYzy9dCo/KsWPeTuhCAM433jD7mZ/xa6BaqTBXtJ28P9QwFZ27ZBDaubPqiUQ0gIp9cmQk4lxGRtwwMD/v78/5NYwoVeRuJAPAOkCoioBZOctDk3ycoE3XvHpX+6Uiux+kbt/NaeY4X7Mx6UFMqYb0BcOtVuuzZvZ/m9keM/tvZvavut3u/9lqtXaa2e+b2V4zWzKz/6nb7dbE/39ywkZv5vlL69wvZgGSJicjM4BW9KLggVl1g4ICAJhhsUxPRxQ/3K0SL0gXirpDzGKDePxxBx/PPefvgEuJyQlY1PfWSav5czMAJWDqwIEIBCI9Ejl1AeaqSJAaa33d//b008FvI8DwyBGz3/qtemBQ1x/av5TuNYtSozkC3cyBshYEKMnevb1BQwQoIgT9HDgQSf/VPUsb+X/W2kuBeCXBE4AAbJW+gdvzy1/uPRSxACpNAuVGKxH+9E/7tQqcS6Lpo8yqleR4Vw7x69d9XJjfzNNWywP+NPiGn5m/qIe5WiVGRnr5ucvLVRCra7ekGGkfmQXAygoFz83V0dSjgxv86lUHF3UxBxrQdulSjGMdbcasV0kiTWGnE33Dd7FQm7mL/ktfCpCaD6iSksncZU/LVrrswVLuqVkA4ZxiMFuimRNmVWt8XuccwDp+ma/IdxU8aswAShNZIFBIqM5o5u/x+OPV8SIImRSRyPy87xFIp+NAmHVAppv//J99LMjMsrQURg8NokTYYzWrBIrooUPVuYsi+tJLvQqy9omu/06nmqccbwcc/iyD0Bk2S3cYBgDqd7UcuMZwNPFoh23rVoju98TYIChvZgEqdd/tByoH6TOu2QzArlNGSoGN/azVD5oMYhn+/8zsf+t2u5dbrdYjZjbTarX+XzP7X83szW63+89ardY/MrN/ZGa/de+aunnhECSh/v79vTkNV1eDc8VhRzowJq6mG7t8uZqxIQcrcPiPjQW4U5Bb4gPSVp2EpD967jm30rIxvPOOv8+tW755Y0nmmeSZVGqGim4w7XZspKRCoqIasrRU3aDOn498l0eO+CFBn8I9vXEjou+3bYtDEn5wzoWZed7686tfDWWFDb/VCkvo+nq1zO7qqj9vft45fJcu+cF3+7ZbXv7pP3WAg+WIgLAnnvD/Y7XVIEn6TceotLkw3xhzRDdCLaiBZO2ca3lGCczmceX7WvUKFz/Xt9vB6221oojC6Gi14EAWtdbBCTcLBXNiIlzWuk6ovEd/qcs2WwvNygEw2aVXolkoAMRiUzp08gGrQApK0o0bkYoQKs21az6v4O+ztrk/wHF6upreDBf/oFYV3nVqqjr/6GcAmFnVittPmEfKjdafnU41YwgKKO+Dgqtzl3uyFpXPTSVAJB/iGrleAjwlrx7rShUI9t2sEE1MuAFEFSGzqiV8fr4ajEnmEdJXEtzK3kcGCrjw+l2s3SgLu3bF/pQDrfCa5TmR574Wu9GMHVl0zWK0QLErnTWlfWsQ7mpJSmeWWhXpAyzvGSzXZYHQ9Vx3Xg4jTQrAVqUWy/1at8fVyaD7w6DXDip6r62wYn8aU7X1BcPdbnfFzFZ+9PtHrVZr3sweNbMvmdnf/tFl/5eZ/ZHdp2AYIUPEkSO+wStlYGUlStO++qr/zIUyFLwoiMOlySal/BsszKRY43p4gYNwsCieAIeXwKnxcbPvf78awT85WY2W5/6rq70AwKyasszMgbW6lzXoLQNBBM4hAHJlpZoN4yd/MvrSrEo10Tbq75rw/dy5oC9gZeMA1By+o6NxbxLj542c6HgA/P79cWgTGEb/nD3rhxhtzzy6Eq8u0xzqNnoUo7oDiMwnGpCnRR1yf9EWPu92q5W4Mr3ib/0t/5umATSrXgc1Igtz8bnnfG4rZYH0UepBob/VgwKoLgleBAVLKqUCI5kTW6qWh5WtZMl/661qejaCGZF//I/95yuvhAWQd+GgJmBrYyNA89KSr6mS9wdRsKAccLjxeQ7NzHj/Q8VgXSrlAqVflQKVHMQFWOQ99d1RyKEzkFpSx491qIHHOlYla70CVHU3a38A9kntNj7uigqBu+QhJlVbpibdvBlUGxQLfSbAFSv8vn2+jywteQ5qOMHc/8/+zL+/d2+VH47oms+eFc0WlCtd4iV5881QQiiaosWUCEjUnNvMP8aY62dn/V1KFncV9W4Nag1sAjv5ProWS4A33wePWW7LIOdlk9RZRft9lkW9t6WKqMhWUSPuFlgOq+Tkv22lBfp+lqE4w61Wa6+Z/Q9m9idm9pkfAWXrdrsrrVZrd813/p6Z/T0zs8fIaP8xCRuMWoEvXPDFdutWdYJotoO6vIfqgle+5uKiBylt3x7RxKSPIip4z55qyq5BBEBKypzFRT+Mr1xx0Lt9u4MPqmu99FI1EAQB7HM/tepplgSAt7qjEdKlcd+xMd+UlSusATV//Mdm3/622V/+y17B6zd/0+y//lcHWL/7u/0XysJC9NXTT8ffsbLBEdUxoGpZpxM5UZsWJQEb8/P+LBLvc2hyEO/ZEwD8wIGqNVqDeohkzzSHPG/UvZtd08w3NqDZ2XiuvnO2kKysBO+y3e4tSWxWLXdL1Td93yx1FayWl32+8BzdbE+ciBRmZgGgFMwDTs6dcxqOBi3pIQhY0vcsuY25tk7UTV8XnEJhiiysGfpqZCTeb3nZM75ALYF/vLYW66vbDaVC56ICXC3Gk4slZDCLtfSzn3VPCHOpLjgXcMo+CFinBDVWxBK1R/cArHrQduDX8w6agcesWRHkPXScFfiUgv2Yo6xXYg6wRmfPg9I5tC1qqEAYW71mbCwoVew5nU6kHtQiQiqDAAc8ClnGx6PoC9kgtm2LPlVuP5bqOtC6shL7PN6K7I3S9T8scBnU3T6M8N2mDA1mH6/VsfQs5mv23pViEvLfNtP2uwWWd0t5+LSB2s3KwGC41WptM7PXzexr3W73dqspwZ5It9v9V2b2r8zMnn766T7TfGuFSXD5sheVMPOD6do1PwzefjuqOJnF5N69OzITZNe9Ah/dZDU5+8iIb+ivvhqb9Ouv+yb77LPhQh0ZKadGyc9UMP/bvx1g7OWX3UJC1andu2PRldxR9EcOClLR4Jbdu+NZZn4IqhuUgx8OHCm5btww+5t/0+yv/TV/1le/6v++/GW3mGnmAHXL66LbubP+MNWsHcjRo9W2HThQLXaCqIUey+MPf+gKBtkRvv99H9+jR+Pww2pn1qtwlDaX/Nnyci8/7uzZqvWaz9TyoONPIKACRFX4xsb8AKS9OfhNS8FiSVpZ8fEiWFGpBWo91E0c4G1WDXbivVWRAUCRc1hBKTz3QTdn+qUJWJn18rlLbmU+VwVvZsYBOkBWv0cRDf7GHHj11QDDBGSOj4dldmysdx6WDrcSTYAML2a+bq5erYLZP/oj/+yxx2IOZGCj1BZ11yJqcVMe/sSEP4/iHFCjzKJN9JHOyRIlS4U5hZWzLgAp9w9zNEtONYjy8p3vRLs3NqoKGvObvZP70I4bN9yijDAOVCElx/quXRGkuLjo855gUjMfe8D6vn29mV+0Pxj/0VHfi7TYDQqIWey3r78eAD17WrjXyEgU8zGr5n+u49gjmwW1/ayKGlOD1FlWeZ+8RofJnZz30tJcK7WjiU6SpbTGVB4Wzu1maTb3iwwEhlut1l8yB8Jnut3uv/3Rn/+81WpN/MgqPGFmH96rRt6tkMOx03HX+J49vtmsr0d0tll5gdVpVYBOoqffe8+1eHJakvAeTiaprQjOyBy3umeqpYiqT2RwOHMmKmvt2FFN92RW1Vh1QynxVbOsrfW6t0gmT7vUlQmwUasOwQV/6S/5Jq8aNYeXKhS6mHhXIvPNevnWOTsD95qa6s3rTH+otZPvUqKWwxa6jG6iCEEwainj3k0LPltx5+cDdKl1mGvpp06nagVSob9QxLAEtVrBgT52zPsh8zkvXuzlBudUaLRLgTpt16Cw/H5kcjDza5Q+w7yZn4+gIu2/fKBzD7N6C7YeWAoMzp8PBUEVCjOfpz/4QWSOMPM2ffCB02Ioh63UCbPe59++XfWWUHHvnXf8b7t2Be3q6NGw0vG+2v/Z4v/Nb1b3B7LEAErv3Imc3jyfd0VxUw4newDzVxUnxkULhdy8WbXe6jjq+F6+XC31nuMR9B35LjSBHICUv0+ayHfeCa/G+noo0Vp4iOeZxVpgjdF27t9uB4WA9zhyxN/FrJoHfMeOGC/6ngA1zXhTClI+cqQK1jNNiP7g//PzzkeGv76xUc37ffJkvLvSk0qKCHsu1m2dS5ljn4FLaS/bDNgpnaf6U/skW1cBvWp84B0GBVfZipvP22EtprkP1IBQUmg3K/cKWN7LrBZ3a4H+pGWQbBItM3vVzOa73e7/IR/9P2b2v5jZP/vRz+/ckxZukWDI3rbN3eHkuTVz0ADvTNNnlSbd5cuR1H3nTt+gWy2PLm61fJO8fTtKitZJKRuCCouBgJ5OxwE3KcA++sjs3/07D4R67TV/B6UpkJaLd/id3wk+IPcvPTNr4WZljT1XDTp6tJcDR3DaZz7jBxjpySj4kEX7m0wPZjEecO40awffIQAKUJytqdqu7HY3q4IctQqYVQ84rQgH31RBHFK36eiYKDWnTqjMl8dGwQDWLebJ+Lh7P8gKMjrq8xtL0tpaNYf0IJu4Wkm1IpeC2Dpepq6ny5cDqNAPAEi1Gmsfc9Awpk0HgwJj8sfiRcncw7fe8r9fvuxK7NGjzg+lHDHWON4LxfT99x2o3rnjQOy113w9T0yY/eIv+jV4S6BMAD5VAYLiQ/8DaqFTbdvW/K7btkX2DZ4Fvz1bz1ZWYhzoz69+tfp+uVDE9evV55c8GMwngm1LVjtVVDQgDupXnQKkvOPDh/135ngG0GY+h4gDoJ8XF6t7k7ZBLbVYWIkZ0DzgTz9dnVNm3pfcC4pWKe97SRS80iaUTOYchTc0NRz9otQj2s5PXTvnzsXcoCgQ7WvKO10n9xLs1N27ae6Y3RurYz8gqu3M5cFLY183H4bhXffzhg0qdUrOp8Fye69lEMvwcTP7n83sB61W60f2DvvfzUHwv2m1Wl81s+tm9j/emybevRDgNT7uSe0pN0s2BDiUukGUJoiWeR0ddWvF4cO+WZKOy8yDL7CgLi9HFTqz2Ew//LA5DymLodVyq+sLL7g7dnzcAQ7lO2nj9evhBiy5vN99t5enV5Js+dLIdQ4PTRPHwc27KCjascP/9jM/4zQODsybNyOXLdzVTsdpGRcuxHV1YFzdvfoeAHSAmllv0JkGGyl/mkOo1apa7Xh3Dv46y0J2p/XbXKDZXL5cn1HDLDIUTEyU+eBkalBu8pEjkXqPAKzTp6u5PHftqo4B94X3DCd6Y8PnH4cqc6vVqvZF3eZ9+XK1L/DSHDkSZXnrhD5H8EAcPepzJVuSzOK9oRPgVsbyqXMJnvCHHzqw5J0BsqOj3kcAKi2D/ff/vj/z7NmgLpnF3NuxI+7Pd6nIePZsWMPMej0FCwuuMJZCLNrt4PcuLUWwa531S+cK/aUeCPqFog3kkd63Lwpo6LPNQhE1C4qEKq957md6UKfj6+7oUf/HHgIVJVsLEdZonezZ43Q4sm6Mjfl3du+O9U4sAGuBPZ89gs9IK4dBgzzUakWHOnXliv978snI6NNq+T7HulTOKHszXGTlBOcCICdO9NLCdN/lPZinKrduRWrMHFx4v0jJ0FIHeut40nVgrsmKm6/XdgwD+vMzdI31O2vvhgt8tzzie3Uv5F5aoO+VDJJN4ntmVkcQPrG1zbl3kie0DhYBVDopShNES2bOzzsQBvQuLETpYTbtHBA0PV3d6AaZgE895Rs8AOftt6sg+I/+yNOBPfpo9d7q3mWxwtPj0FEBlHEwZLeauvSuXo175hR1+r7kHCbQjAMOSx1tZbN/6qkAd5p5gHfQgygvtm6315qvQKEkWpUQCoiOS6YHZLmbBQ+l5fz53rHAcjc/Xy2sQpvMwk0KWAQg4f7EpaxR//Arub9a95t4zyXXuFIu+r1nFvoNgF1niVHOKn+fnPR30D7ToCiAEArVyy/75/A94dZC02A+/dzPBc1BLeiU+4WKUjfmWpTCzJXTr3wl7kOQ6tycUzEAkDljB16NXbuqHG/1PNAfO3ZUgYC6aktWrJJ1SSkVqlDVBfpqoN+lS0H7Wlx0QKbKpO4p2Zqm89Csl8vMe6r3APpN9sLoPjs5GUFmJ09W9zqy4+A9wnsGUIYCAajE0zc+3uuqV2vuV74SxVhKgE2BLPNvbc3nCKkxlXbF9ertMovnUQxGA/5OnqxSTrSP+lELSoC039m0VWCn9BziOupohFnqwFyTFXeQdmQpxSZ8HNSATyOwvN+UrkHkga9AZ9a7WDJ5nhLAgKySGx2LyfXrbjHBHYxlDcrExERY2vJzd+5s5mnVCaCBVElYpa9f92wNZn7AnjpVTSC/uhpu8m3bqpt8BmBzc/G3EvDTrBwKcLIVPAuWdLh/OVgRa0lOSM/P3bvj8MGNSGW09fV4PyyoWJixxqsLH4HnTdYQnkv7S+AsZ4XQz0rBGYNsBu12r7ULq0IOGKRdMzPVtGsEYpKzlA1/etqVpE7Hg23Iqbx9u1Mk4NCb9c9wkufDxERvxa0MypAcvKbXkcu17kChgpcCDwBrfg5zhDK/Zv7OWL8PHfK+gabBmnrzTV/PVCyk2iMpu+D/bt/ua4t9QKPFeYZWYty+veqh0PLiV67EO7LmUIzqDtPSgb9vX/3elq/VcVDvjVlYhkdGqnN827ZenrY+b+/eUCCxaOr46p7Cc7WdzKs8R0qHP2Cx9G5vvVXdk06f9j5WPi/vWXpOnn9m1Yp8tL3J85Ovz6LPALwuLrrlVkFzppj048suLwe9Bi61ZrphrTTFu+d3GTRobDPSD2iXjA91AbJ3+6xBJPPdh/H+1bVps7zrreQR671yEOvd9tmnlXbxUIBhley+AGRxaGEdyJSAkyfDJWjWmwXijTd63TsaKGPWa+VSK0eOCF5dDcoA7tqlJbd8vPRSNT9uTgPHPTSwpNMJ8LG42OueR/hu5jtDhWi3/b14fwLdeIZZLLJWK8o5E5jDdbx7pxP5MJH1dX8vDfTDhYkcORL8QLNqhbxDhwIMq3WKfueAOXQoUstRHIT24bYlGnt0NNyRmVcOIM5gIAupzd5+29/x7Fm/noIXmoLLrDcog+dpMM7p09UMGYzFxka4XQFaHNhKhUBK7sOJCZ+HKHkU0EBwHeMR0e/SDgrS6PtwnZYN17mhfFG+22pFmkINKFKw025Xq3CVANpTT/m7nzzpNI3f/u2qd0L7HKWRuAA8GlqtjjR/09NhbWQ+walutRywfe97oZT++q/772SdaLV8HdCnZj5HbtzwfQPJwXyqGLz1VlQtazqM+EznEYo076D9ylotKa2ZatMEpDKnEjrBtWtVjr+C3rpDe23N7HOf82tIkUh7Xn455vp778V3iFvI7VXjCLEkvJ+Wov/yl3vBUZ7T/J4DmRHAK++YU+dp37H31VEHuJ4zYGGhl0o1aNaFey3MyTw/muZqXXaRkoGjBOb0e1uVHaNJBnlGVryGAZ9baYXWe5WCWIeVEhXx0yYPLBhuWix6Tbsd+RsVKPWLXGUz04TuHNLf+Y6XSh0dDRd/yRpr1gt21G2Im1RTAO3fH2CBVE5Z2CwUHADqAJRzc77B3rwZltWvf90PgSef9GefOhVllm/ciA351q1q+V0F9e22R+m/957Zf/gPTiWZm/N/jz4aJZvZCHKZXE1ID/AERHJQ0o6bN6tWRHV90o9zcwHE9VDRcrvPPef3zyWAzarPZVxKQn80bQTq9uZer7zih+zKSpWCo7xss+pmkw9H+vf55+P+meZC27AqHzjg75TTu+VIdxRF+orDVYMZGT+VunZk61mmf2DByla8PXuCT2pWjdBX0fWdLYnah5cvV4EO0m4H1WFhwfsV7vR773n7UGqVdrKxEcBobs7XSKfjQUy/8ivedhS36WnnSue5BkjXver8+V5eNEqiKvGzs27BfumlKi+e9837RJ6nGjMBjeDECf+Jxf3YsUinuLzsShB73u4fZZm/erU6N1VhMqsW/6Ht164FxSQfynponzoVn5865c/NVc3W10Npw9pNphuCTQH6Jf4/fFzGoZTOEBkkAJb7qjDviBtA4GKXzq2DB3v51Jw97InXr1cpQzoO/cDJIOAy70GDAh7uXbqeZ+JVIb+ymfeTejpVhgWGd2PJHtQau5lnfFqBY5YH4T0eWDDctFjqtFT9vI7EX9L+9N5Er8PhqsvlmF3JTa7qzFUs8Qhz++EH8+xHH60mbc8VkE6fjgParMqhBZhCh/id3/Gfa2vOW9QgIw6QL385QPbkZJUjnCOZtd1jY0GpWFz0dl64EHk+V1YCkGlwm1ImtDLU4qJvtMwHvkvATz/NfGIigHbu41KgW11OWxUNZDPrdVkTEJetVurR0D7QttGfOXoc6y05UM3K6d14jq4fs/JhU5pnZmHtNPPDrVSOlSwTWZijtK/E9efg1DUKhUKr12XRPtSSuwBw/c6hQwF0z5/393jmGe9DuMdmfs3585GekfZeueJ7wJtvVnn78/N+L/UImQW4Nqtmg9Hy46Ux0FzU27eHN4t+0kI/Cqa1P3lf+od0hmo9hTKiQYRKZcJDxLib+XrMih4xAQQjHzjgc3BlxS2mTeV2FSiR+gyhb9bWQtkj4PLFF6s0lLwXq6giTaCf9p9Si1Dq8W7RN+pRLLm4MWx88EE9LS+Levlo5+xstHFy0gMudV8Zxio8CLjsF1NTJ7nwVTZM8eyS57X0nabnbiWVQNvGvbaSE5w9f8N+V2VYaoL2U66iN+x92DM2QwG9n+SBBcNZBjHj6+IsBUJkqxmgBi7r9et+ANy6Fbw1AIACNzPfIOByvvee/63VMvuJn3D3KRH8V686PeL118MqQ1vrJlnpEG21vJ0adQyAaLWqEfd8fuZMNXcx781hAxhRvlyr5X1BwNuFC71WqtxudTdCTRgd9Q0eKsHx41WrHRYR2kiye4KVyPQxOemAhHREWjmrVAYXDjPPQAhmyUGRuFYVhGshEa7RuUI/mVVznQIu1eLXtFnCfQbQKiDMAYhYhEkDheSsECsrYYlHoKAoUKGARh1YU8twzlc9MeF/1wNSI/CRpaWqK7EEKPjeSy/F90oHQ/YKoGjpu/IMvAadTpWXff26j5dmIICj/OSTZt/6lt/ro4+iWuTqahzs5IxeXY32Aex5n5kZD0zTwh8KcPW9CLJaW/O95s6dsILCo221AmSo5bqUJzrnnjULKtbkZLVoA1bZDA5KnG8FE/odPCXM1U6nPG6M+Ucfuffqzp2gm7z3ntlP/VT0DQVQeB4BdWZVPnSTS1sVBLN6ZQRlLXtHSmnBSqBqerqeMqAKu36ePR9HjpSLKJUs2SofB6+TsVMFiqDRbrfX41F6Nz5vAqGbzQTxSUjpbNkMcCydocOM5yD91G+OZGMIUpf68H6XhwIMK6+LQ1HBCeBPpMFjiwAAIABJREFU3ap1Lp1sNSMYYmYmctDyt6WlaiWuzEHGGjM5WQUV2maNGCZivW6CKkjX501MuIsNmgZpoJQS8sUvhhvu4EEHpFAozp8PQG4W6d4ACPBuSSVFZb2LFz0w6ehRb9fsbKQ50s1ALbknTwbP9dVXI3E+hSN27473wBJFH0EnOXLEgev4uOeAPXw4FiwbTl6wJe+BCqn59POS9bS0sSiQa7LyoYRlznDp0ODZdRkhlH4A79fMrWRYurHoZRoKYInn0yY93LUoCvx4BX1wM3O7EeX2ljwjWK31nXh+7kO1EPPuJYsc8/bKFbOf/dlY+48/XrXSaFq+gwdDuSLV2Ouvh/JF/maKM+zbZ/av/7XZj/+4X7ttm4NdlDSdM1gh19Z630k5sCdPNh+UWEG/+U1/lytXwkJ79mz08ZEjvfM1u9vN/Oebb/p+hhKJ4qKAsik1pFlQI5RyY1a1UKN8QM3QzzKt7NAhf8+rV3082BvGxkJJzn108KDP78ypZ13V9avScXQf5bvImTO+7x096v/XQiZq5dT5SD9oSXSUcrVM54Bd2pstcGqtZl/qVyC2CTxlKqFayjXFXBOI0+9pXvKxseq4lvbC1dVeS3iTfFyWx63I6sAZcLdAtCRbreD0A9hqDFHecZPn5X6WhwIMZ6sH1lrA5fnz9YUZ+i0AtW7xHf62d29ZuwUcEbBlVgWEpHnLASO4/NksSpylbKEobVTKu0V0g9KKfbl6Eu+CoADMzDiXEkspxQAAX2bOO85JyktWVYCDWQRN0QdwE0sCb9MsrHe55C8gt5RPWUVBS6aVZA5cP3cXgKMkeX5l70UG0ln08Ky7L5Z8pPQuCkz1c9qRue20swTW4N5zP7XsYm1Vd7JaC/tZc/K7ElhXJ9qH8/M+H9XKOzLiwDErIJrtAb7v9HSvUnXjhv9fc8RirX/55WouZYLQzKqu48VFV+Tm5qqKLLlueY/Su6EMosTu3++BemZVGsyNG2U+6cRErHENSN2+Pbw7UIV0XKAe8V60R+cde4quk9df7x3fkhcOhT2vQyzIKLikUMMSmvfudtvnaA6iLdHmtF+zsSMHXpvFWBEA2e16IRPehe9kC3zpfYmP4L5m1dztpbZlr6VZrFfNbT+s1PUF6zo/u+4e+j32lDoaiH5vdrZ6Hm0WhG4FeFX5OEB3Pwpnvlb3Q6y0w1IThu2nEhWFbEx5D/g0yQMNhnPkNbKw4BvN/HyAlGyR1clU0sQBW2xgSiWAP6qud9IxjY/HoYRL+623IihHN7VDh8Kqp4n/19Z8sxtksZSuIdq9xPF5913/ieU8l7FFsrUdUGsWQIMgIoJs1PXOZqlZOc6fj6CkbtetXGR8UNeqWsDNwlrx0UfVgEV+mkWfY6XpZzmh/1ZWei2cJUtmiXeKYP3Lc4V+yFJygZXa1qSwKYgGfDKmmtuWjRewSPEF5u2NG5tPHWdWzd9dp6ypUDSj6ZmMKxbpY8fKvGT9nloxzp1zsKeuWz1EFBhjNb961ef0uXNRTObYMfeevPZauO7X1pw/jPKt8ywDIAAxnqFbtyIfspl/ptbDHOSY5fjx3rzOzN39+6vgTD1MPE8pKlpkxaxX4cjp1lhX2i6llXFQwyE3Cy9P6V1yAKW2geqfmnEEy23m1qvU9Vsp4DC3I//98uXYHw8c8Fzwk5Mxn1Xpo41mZa7nykpUmsvpEldXq1Xx6u6ja0PbXXoW8nHyOkvZMvTvKqXc9ZuRj8tirMpg3ed1/Z7ffxi6Q1Y4SrSlQe8zSFt1XeV1jfdX41w+bfJAg+E6LRouW3ZJ5w0FyVarqakYeLXiEKyiSfsPHfJ745LW4CmAwrVrDobzRKRCGpw9dVVyGGUeM8JmDEcRt5OCI71WLbZqrdByw6r5ZeuBWojX16NvO51qkEfdBqxghX7GkoBywdihjDAWOaBHgfsLLzhgMqu6dTNoqMvKwfvOzgYloVQOVV2USHYPaxaNOsnFTxTw5rHWzSlbXOrclACQEu/dzBUK5k32BKhlR70s8LYp/KEeDe5POrdsmczu8F27etcbbeV9FLwidZQXDVTj+r17q9H52ZqiBzdWYhRaqnqdOxfPO/Gj0kMXL8ZcBITiPs+pDLk3XhoCWxWM12UwgdaATE35odTtOsg3c49Iq+VBWmqZVlGvU16XpWwkdQclY5znvypBrG28Rma9a7BOQddxnplxpYSc60tLQRNhrU1MVEGkWcRKfPGL9euvBERKXoflZb+3FsowqyqZ7BUlWhRW7Hffje8+9lg1voKy2pRlbspmU1rLxIDQFlVGacOwwEn7bRjA0y++xaw3TuHjBOp3K0pJK8mg/d4UuN8PaGcK0scRMFg6s+vk4+Co36080GBYRQ/ozOcaH+89YJSLlQexjtyvgRSa5ks3eP6O5MCR7JLCavqtb/lBvH17gD5AHkCU76ubut2OgxKuUk4tpO3LUaGq7enhlvtFXYcbG/7MsTEPBup23VpGu3G90h9NVtV2OyxegCAyLeSx0DK32u8EHir3lsCrQTbgdtvdu4ybgkttc+aqarog2qQ5TnMfmkWhAoKztAIdILVkKc4bcp2bkrbp51jNp6erxSFK7Stx3rCOZXCO1QBLP8ohPOS8NszqlRLtAwpvkE4Kj0TpAGBMUFRx/cN5pspdk0VR27Wx4f30wQf+8/vfdxC8b5/P8fl5t/JRRpf+/u53Y67p3rN7d1XZm5qKwh1wkXPwYt5/NP6AQxEwpaCdd1Rr+fJypNejNPDKiu81pTHQOWNWpXq8+qp7c/Byac5oQBr9NzraCzSpOpYFZT7PjfFxT9WIV0lBsVlvGsCZmWqaxbzfl3jBTV6GVsvH1cwV/bk5s29/24MpoZvoffO8+qmfinH8+tf9c2hleCCoUAdNTudCk6WOtmc63N1Iab8f9nslWV6uKsoPm2TDhVlvNpI6UYNNU9GeeyWDKkXDWLw/KXlowLAeJmzkZuE61zr1AFw9qOE78jcFywgDrpwvtD0si1RQW1qq8nKzFQSga+bf3bs3qBUIbcybe9YuFxer7lqlP0xM9FpkkFKmgTrR50PnWFjww4pNmQh+KAxcPzdXzVqRF1gOpFFgt7oabR8ZicPn+edjXMfGgiaApf3AgWp0vPJE1YIGcKQULH1K1ULt68XFagnhdjuUklI6O8auTsg0wXzsdKqW/TxnShsO71IH2s2Cy63ZQbhOg2d0znNfHdcMGrLVAKUvP78U+GnWSzFQhUu9ARlUqRUdqVNgaZNyurOl7dw5B7+0Y27O7Ic/NPv85x3QvPBCrPGxMbfy5TU9MhKeDA1Ug9up/GCAIsAf0e8qoEboY3KKmzlIU4oQ76DrVbORlNIW1ikHrJvpaX+/0VGnWpQC8m7ccKs/bdvY8LEjhdvu3Q5U1Xun/GGlU+hntE/nmgLP5WV/Dv2lvEoUZxR3BdJKKdFn6T7Z7fp7Hz/uc+Lll6trnO+y9rLVW0Hy9u2+LzGGZgHgGWe8GXWi/aB9VBq/u3Fl34tALV2fpZSK95tg7MgZcbQgU0nqDD4la+wgfXwvqS+DzJHsTfs0y0MDhlVYeNl6xSZ+9WochBzyqpGrq1snAYDh0iXX6rGKjoy4+/nKFT8o19cdJNKWbPkxC/DFQaZZA3KeWjZWOEO46779bd9kb992Ksa1a265WV+vWpPN4vdcjYZFTztzX+Tvm1UtuBya09Ox2atMTfVynTJQ4vDOY0L/K0gi2CcfxkoFAaCWgL5SENQ6q3QYs2p6LQIhUQJKVtWmIC+KBACGXnnF7/voo5E+jdRojPv0dG9C+pIVEX6tgoMsgAUUNcabvtXAKjO/VrmzpMCbnIyUa4yNuv5wx7O+GJ86WlIWqA5ZCS1ZlAA4SgHhmVev+jPgfWLd1jmlgAZQ0mqZ/d7vOTf42Wd9PD74wO8HOFcrLbl0sYiSbvHnfs5TgBGcxbykwh3P1eBVlIjskrx8OfqQfn/00fh8ejoyoWRFQxUCVbZYO00ZbHT/w/Pxq79aXfOqYLL+8lhpP+s76HrRvW55ufpZ6TDOVn7NlJMVUgCkvlc/d7cGnXY6DuK/+92qoYR31jZm6+3YWKTX/OijqHC5vt5bARRqVj9hzam3Qcccr9PdAKVhrXx1z8sxDSUl+H6VDGDNBgPw/fqNOTMouMxGgq1UIpraWgo6LV3zSXHUNyMPDRjWBaycQLUosIkr6FJ+rQ5gaZAzF+7ppwN4bWw4WFJLIRW89H7qCjWLTZDDUEn37XavpUkto1/5ir/bK69UyzYDFjP9IQsgio0foFxn0dSFadZ7iCpnl4XSj0us/UxpXT1k9X4A0ZKrqWT51u9m9yjvk62z2fKkh2nJ+ss7aYBlae5Af5iermbgGB/3scscRLMqnxZliD5YXQ0rEkGHWDKUJqRUkWPHqvxq3lEr56mypH9jbqvwfSxaWHyydbxE1ymJjjv3LnFbS1Zp5R9fvVq11pu5QtDPLfnUU24FpPzyyy97/xGcpuBnZSWq5pn5Gnz++cg6YdYbKMTfaeOuXVVAo258pMR9R9E2i+IUGURn6pZZbzGcTOlSUavp448HRUTzY3c6vYcm+00pCFVl9+4yfxhlr9Qe7p8zt+zZUzUY5L1G+ex5L6wLiEXYmxVwlzxM2k4dD83OoMrazZsRGNxquSexSaHO/ZDTfPIM2q/K8b0GJqXn1cU0lILKHkbZzJjcDc1k2HkwyByqs3jfr/LQgGEkb1ClqFw2ek0zxUaSLZQsaC0WYebg95vf9HydZm6h1eIPiAJS5S1T1vTCBdfyAUdU98ICwP1yLkednLdvV91QWYPMaedKFJBhhANJn7FvX1mTxJradIBgqWRsSmnK2u1yyqKsANH3an1gDOBr7tsXBxEWlunp+ohoDtM6ukC+vm6DmJ2NKltUz1K3mx7C2hYFhseOBX+MA16pHMyT3bsjwGhysppzV63AZlWQpi5nfq6v1x/UBBt1u1VrFX3T6VQVOrwPWSnSeZE9KHpNEw/UzD8nHZlG/FMFjbmQ5w1Uoo0N/97cXJQrJx93VjJyHIKmUtR+RTJfG+Uv82EBmWbhDVhYqJYdZt/Bej8/7/1fssrkea3W/AMHyimbyCCjAWBXrlS9TuplyQGmnY63kzXHvglgJWVeaR/qZ4XKVn4zH28s9YBDaA+6PtbWepXdLJrFQn/mvWsYVzkCreL8ed/PvvUtp8jhFSIFW5MrXp996VJ9AYQciFsn2WBjtnkrn8ad6D5YMiJ8kjIMONxK8H43gPZu2nE3nN5+3y2d6fejPNBgOB+Omn5JB0/BnyYVf/NN3+TR2Imax7rDQdpqufWBA3Fx0QHo4cMRTX7pkgfVqPUYFzhWW4AtBSxefLEKcjXvLwIAnJoKN3t+1x07qiCDg0mDRNRSAz1jbS1+Tk97sBKudE2JVgJ7s7P1EcKAR6zCi4vVPJtm1XF7803vy34bbwZPKAzcDyDBAUgwDRkv1tb83TicNe/n9esByvNBixv66NHeNF39JPNlH388nsm8yMCsBBQ7HQ/mIghqfd3/MQc0sAvQDjeYg/f8+SjXTGU1+oB1QfvU6s541o2JZhLIB162eAMAFXTV8aTb7aqVsGSJ4Dq45TmvNWsm8+P1nmbhXn72Wf//r/1aBHVCbZiaKlu9l5ejKt3IiP+8eLGavixn1dCqeNmyq9QlLRBC6WOzciaQy5erPPA8j7W/c6YE+lH3Da0CuG+f/9P5ymeIgurx8XhfVYRyHltoZxoUphUeFbTye+ac4snSvSgD8zffdE8a1uGsFOX9EsmZePpJzhCDqGdBvYR79/r8OnWqHjA2AbcPPojzLVOGNN1jk5SCZvsB16bMIyW536zBw4DDu7WsbxWdYNh25HnTTwEYdkwR1tL9Lg80GM6Ho7r9dOD14FBe8IkT1c1Zq52dPh2bEwEegIuLFx28IWtrbkHSTZ8SrFhGAcVmvmERcKNac8mNnGkV0Bk4oHl+yYWd+4Z3gUNZOmibgs1UCA7iuZmLrG1WS4dSMEgtR+UveKBNAgjO/ErueeqUtyPzIxUcUR1N2639kznVGmyTlZUmUcsxY0tZYTiqOTez/uT5vIOW8W61/Of6urtYn37avROAMDYw8vpmy7r2QXbnZqBhVrbGZUVUs2roO2XOsIKBbFkvUSKaBACnVBBVLgeJ2M7tQnHJ6YzIX15SwD/72Xj26GjQYjRIjGvNqgpiLjRDn2XqQ6kvVUqVv0rjQZ+dPx/rASu3Kg2sBVWkUUDVBW4W2Vu0H/UwxRigwt6yY0d1LpbWWN1B3WpVFWCs99PTzsu9ds0V8jt3ytl5Sv1C39fRIJok85n1e3joaOfUlCuwY2O+drJiUrpn7ot8Ppw8GcpEThG5lVxOXbclKp8+737lkKrcSzrJJ0UnKHmumgw5w4xp6bv3uzzQYBjBpbexEZHTZ88G+NSBYoJkS1SJ48ahv7Dgm4y6/ikWAYigHjsTXYNjOEABKAS6sTFq8Jb+rq6yrHnphqju6aYgCt3c4UUeO1ZvseX/3Cdbgi9eDAsOcvlyb77Z9fVQDsyqlnrGCwteXVEFbc+RI2VQgMueA5VnEOg4ORmpn0ppr2Zm/J1ygJpZ7zgMsnnmzzWCXy03de9acsuOjPg7vPee2de+Fhk0Dh2qKjgaYHX8eNwDoHDsWK/mz/NUAVCKRt0mDj3g8cdDAclWKcY8u2R1HBUMlPpPJY+DbuKqXNatH5XMy6a8Mr/zfahAerCpS1757IAfRIPO5uejEIdZ5AgvrfH8vvkavFZ1UmcBwyKN10T3K4TcwngWsKrSDjxWrHWl30D34t3JGawp2wjKvHUrvFp1ov1OIO1bbwWFBaB96ZJn/9i3L+IfzAL0c6+m/tLfh7V4ZStazlyytuZtuXLFDSp4E2/f7p9NAlldrVrkNaf38rLP2UytK+0tddbKYd+5LpMLcr8ApaZcx1pxcavl4+BtlySPyzBUlX5j+mkLnjN7CMAwg4ILj41Bg9kQ5ZdxMKl1rtNxy+LoaOTSNXMXug52rk5nFsEV+Vk5epS0OADnPHnUfaiWCqzNgEvNCMB9+b5ZFWxwMGFh5N0JHuMZ/L1uMyQ9Ggf6yEjkg4VzqVkvZmaqabyyK5g2Li4Gp1Dd6qWxhkOpLkEyMYyNRaYN2rR/v1uesNqNjFQtQ1ApaJfmhM6iYzWIm003X8aP/tdAyzo3bGksdu70vrp9O/prYaFq1dRqiBsbkXOXLAo5D7UCVA4GDWY08/vkDY9x0up3pQ1UgQ73y1Yw5ooCTaTJEpHHgRSK3Fuvr1MQc6APvGzd7Flv6sLP7cnjdeNG9T1YxwRClua4Xo+nRNud29/tll2hef8x6y0M0mrFnlniMkI363Zjvub9ikMze5TMgrpBAYsXXqj2DYrwCy8Ev5s123S4QtXodgPg4tUhV+/amu/lGxu+VrZvjwwtmaaT7z8sGNQ5xBrXtmer4MyMtwODyvi4A2Ndp2b1YIMS4mYeuImXkHchU5ECoJJifTfWyjo6yMctwwBNNVbld858/60U3aO2oq+a3rmOOooyOCho7dfOT8rafTfywIPhbBUyCysjPEgFS2p1zBzdTCdgU6OYhFm12luOem6aQKurnq4KEEA+Tk1V1fR+BNORBkpdoADJpr6hfdzLrArm1dIwOxsHce4vfUci2c0inZWKWp3MqgFP+l4LCw6E0M6z1beOQ8l31PKufUG1MwABoC27LzWgCMCDRZD7lVKd9ZOcpUFBlioCJZCh7dN+Yszv3DH73d91QPHkk34tlQGphlgnGfjk52qJWj47d648vspX1HdR0bmhXhn+r+3QjT5/Vif6HY0XKFnC6tzjZr3Wk5WVKr3HrJkmk8ewVG2P/qkLEuVnP0tO3YFIn83ORnYRLbqi1QnhV1+44GMHjUBzoDOuHKo5nZha8UsBoN1ub2qzlZX4+/S0/1MFVQ/XElUBxRtuPAqyWdUIwj5uVvVMqbcneygA5WbVuJEm8KBziMJAgwjWefYofec8F+ruCS+da82q61uB9d1Y7PJ8q6ODfNzA+G7e65Owbm7FfTknS3tAP8/VMHMTGcYbej/LAw+GVcbHqxHbmXOXJwQgq05K1IkPPwxrTGkiItAx4G11u26hbLXM3nnH7Etfir9rOhoAhll1cRI0hWgUeqsV+SvNevOu8pOFr9xcDSgE1KiFjsMEPjb3OHjQLT6A8tdeqwIwrDy7dlWtRnmjof/pK3Wn62Y7O9trfWq3/V0Yi5mZALFYveBHm/ncqIteVz4tuWGzW02t4k30BsaHnysr7hbVbAFm3i6oPCsroWjVbdC//MtuUdu/vzetXM6ukRUKFBM99JW3zNiTsSAXrsFqRduZD3zvyhUH5XgKtH9UmcyWw+Vlf2+4qFphS+exWvLy+2kwYCkAkvkzaB5X/b2foprnaV3WA513Tfd86y1fMznftgbgYW2ln0rvq20wC4+UPh9Fj/zBKIvM/e9+16+Bf7q+HgV1Su9QssRD98o8cdYS1SPr+iQ/S3N2k/+a1GQUAFKlG+VFYy6y1AGIphiBUhAoUrcvlKgu/K5zU40C/cAHFKhSG7Lxok4GuWZQ0Hm/gaUmrrlZ/xSAW/3crQDarOlhFIGSkWlQqfPCIZ+G4DmzhwwMZzd2Fv6WDyysHtlFxz0JdjMrB7llwYqbeVtQOa5di002H6Z6oCqdQIN52OS0XLBemy3b5LaE5sD3VlZ63eG0A9FDJFsoyDDQbkcwIu3TA6XJ+ocC0243VybSYheMi1lvwB0uQk2rxSHftBmUFrkCjvzcOnpD5p9Ca9mxI9qTU2zp3Cq5n3R8rl3zcVSAmdum9yhxfbPFgDE5fz5c19nVW7oPc0wzqOjc4nrmLpspn2tfAfRQyshEYua/m/VSaFAEcjCgAsepKf/OxYuevaUELpVakOeBWr4104q2J3sa1NvA+JWUXK5XIXNJflf9Dl4utTSrt4EsNiMjzsf9gz+I/0MdePzx2JsytWl52ZUyeM1vvOH3HR11oK4Ul5KFUC3PGxtxeANA6Ps6BYXrSlZhKALs2S++WN2b+FkCoqX9n77V/MZ5DZfmjIJ7hHRyTaLjmM8Z3jcHGjaBDdrTdHaggNcBskEB1f3AEy0pw03tKO2nKvTVVlfF6/fcYaXU9+plLUmeN/cKtN5vClCdPFRguJ8Wzv91omZQk7mOKyvO09RIcL6X80GWoqzV5Qg/jwhos7K2Vdq0yUub0/PAdcocRwXbRI2Pjsb1uEj1e52OWx5zf9WBSE2crxaZpaXqIUdfATo0ylXdkjlPrb6n3geLLZ+pddss7qHZQAaNjNX5sr5etehhNT16tJ7ekD0Gyg3WSnwKYvoJ9ztyxEHN88+7NbXkqs6SK11lyW5i5lkuqz062ttvajXLlKO33qpSb06fjrLhGVDouGNtJlPG6KgDHq5nPJoCYdfWgg6AUkquZQXrzEfWYL+DVEE+ikuJ0pOVV7Nej1XpO/SFWsT73ZsDkbWOlbzVikBL0gJevGj21a9W34msF7pf0kY8D3v2xHWlwhtZ8v6q1C6zyKxBSkWzan7dDz+Md6urRrm2Zv+9UIUqGRkglFz5JaDCeOrnExPVIOlsCNF5g2Km1CjGLN9Xn6vXsU9TzdCsarlUQ0I/mkwOLC1l++knGYDxe4kfvpXS5I7nuVsJNM0GS0F3P0inUzWEsA/WKQJN/28SnWeftAK0VfJQgWEVHagcxIJrXrmsZj7AqkGbBYjZvbsakDeIu41rct7dHTvCnY/kDSBbuYlAV4vdykrVOszf9We77e3XLAPZEqLVzQB5Oe1Xpi8sL5dTOcGHVEpB5odmnjab9JkzvQcEFu3FRX9/pTxwAPH9DHp1LJsiY1VWV0Nh0Ch1KgwSEa70Bvo5bxwULQDUaQAd31ldrbZb5yLWotVVd1ljKdVgj6eeqs6bPI/IK4xFhUNeJbuuS2W1ldOI6H1yUNlzz0WfvPpq5NQm//b775v96Z9GW0kZt3One2dyefKszJDmLB/MAEKldJCD+bHHqu0flm/41lveNuWYm/UeENwz95nuK3mcAPFzc+76np/3OcfcyFzWixe9PzXmoN0OKzmBwOT5Lllg8TBl8Jitnk8+Ge+V4wBKQYVwlc0ihZwWBMnUhZzLNwMtHdsMSDUg+MiRamnyLMO6+fP1+WzA0KH9NzLSy3uve24d6MMiPz/fW3yD+zXdN1vsNytN4H2zLvdBZDNtH4TPqtzXEsC7V5zYzZafrlOkcuzQvZCs6Jl9egLl6uShBcMqGQjpJCsFfpmFmw9qw9xccwqjOlFLGJs/qa00lZo+S62/WH3M4nAtueIXF6sADSA1OxsgTMGZWdV9ubbmgTRkY4BSAeAsuZfyYZ6VDrPQuLMrVy15jEcO+mq3I/ez5n0uyfJyPcguuVvrMgtopPbp0xGkd+FCBKssLnof5oNKN46pqRhPszg41ZKm/VWioXDNkSNhcTp1qppjOkseF56vVf7ys7M1XvPe0k8lMKXPySBEf5+crLr0adezz8bcxWJJW/LYqJcjK1edTpVLqkU3Wi3P7by46CATjwJUjEH43/z9tddCuSiVBM9gDc6w3rMU0KTzhqCw0jw4dCiAJoqRxhzo/QlubbX8ngDFLNmlrs/jfs89V/1OXdCxmd9HLaljY8FBxhChWXHMHPQT9JkzxXBNycW7d2/v35oCR7PU0VfUEEA8hlk1rkIpM6xtONivvup7cc4fraJeIVUeNjYi+8bGxmDgrGTBxQPJewwyx4eRe+Vyr9ur6+bmMAGCg1jo74UMMydV6t7p02LFvt/koQfDTChdZDrJShOVxTI/Xy1ogSUPUJyDKLJlN9+fzYmUZtlqqZkHsksrB6eoJa/JYr2yEkBGy6ieP++gCksa9yX5+9hY84aX3aMAQ6xmOYq1bgPSz3MaKRUtGVzqZ3X1Zqm7Pj+n9DcaabouAAAgAElEQVRtN/2Iy7jOIqvAnL7WzBtmvbzqkpQskKXCFllK+TS16AvvVBdhnA9W5lrTc+s2/JWVULD02bSrlIs4U1nUkg5QPHs2/o7CqVxS5jbvMjJSzaQA39SsbIFD9B7bt/daMzW4L7+bphVUOkqmF+R21hVfwCKIwlxHt1hZiXzaGxuRfcGsmk9VFe/S+iyNdymtnEq2GI6P93qRGB9VNvVzin2UaEg8Y3GxSp9psr6pVyRLXbEZlZJXCUoGwbb8zSzmMDEHJRCq1l1VoM0iI8apU9F+5kyuMsd4ZGURLwzP1ffYjJS8SVtpSVUDT13J+7r96mGTUurIrZB+lIhPS6BcnTxUYLi0OLOVNWueGYApyKFscuakAYb12n6a6fJyaPxaJUkFMKBZI1R0MvIepeTrCvjYXEg/hKvXLNybapHmoCo9ty5SvsQDzZy1JtG0ZprpIlMHWq3e5Oh1v2ubm1yfTaKgTHNYT0z0Hr6qdCkwB8Bld/6ZM1V6xNSU87XV1ayp5Eg/9cUvli3auolxCLdabtHGYrW2VuVmllyd6ibPslnXK3Mjb6asTVz9/aw1ly9XLXnQRRRQK68fOtTMjM/xbAE3qwbjlfaPpgIH/USBj1lvZhalK6n3pwTMS1SoEn9UgxZxpUKHaLfLlfAoMJKfq5l2AGNklMkFRRQI5naW5s3ysj8bcK9jo2NYp5xC19AA4Gzh5Z0z7UPfaTPu+JWVqOyoexNzIyu9Oa5EAweVzqNBo6ogl9ZGaY2osrjVtIZSP20FFUPvr/eq89aqbAWftR/A2yzgrxvnOqVbv9fvnfLPrZJ+SsdWP+/jlocKDGdAYhagDRoCG7+6vjRFWadTPSyw1Cwtmf3Kr/jf+k2K7M5lQnPgkGgdqoRZFMZYW+s9uNnQSyniNL2WWiMVTGmwH9/TgCfuV5dipmT50ujbmZmqZk/Bkrr8nCgljJG6nHGrInlTZ9y0H/Ra7TOz6oZdF0VuVubsfuEL1Wux9PUDjFzDRpoPZbNwt3NwAZC03QT/HTrkgLZu3uXDUhPtZ4u0jomCdu2bTif6GdCH2zVzukv9X+Kbm5UPnmHSGmllQygrpPtS8KD/V6tdnou0XcsIZ2t/U4GDpvY3vWvOfqDP1Dmg7cjWZcCgzivd/+D+mzktAc9A5tSb1Su/ZHAhYKnO+5S5+tmyvbJStW6ur///7L1tcJ3neSZ2vQegiA8SBECAIo4dmtSKMknHlCyKnlhMJ7GU1Izd1jvrtuPG6nYm2dnpTOLO5kem+8PuxzA/drs/vFO1/ZGx3HZLTZTsKhN3Gopy11TWDaFEFBERSgjIlAiKkgCKB+QBQAD8wjlvfzy49FzvfZ7nfd8DkPri3hoNeM55P57v57rv+7rvx60PPDbcpnNUahXrb9tk2zan6PFk0CJFqkhiyo1VQvRd1jq/fbtTnqiMcu19/nnvldO1PFTWN990f2dn3dzlPCx7Ol0M3H1YVr2y4NF60nQdiXlG+B3lTvR7UVnbAfyW42v72c712H3rrdN65W7ywT9KuafAMEU1HEbGM+E6QS43AN1ENZUWNwuCh2ee8Yu5AgUNatFNP5bJgANNKQ6UkMUqJKpx6uRSl6dORHuQgNZP68/7YwtaDPzQSgK4d/3wh27xjmnoIYuZggoLnvJAb9nAOEre9UXPyLPIclyQu00vgm7yNuBMLY5WNBfxzIwHCLHF2fLI2UbcRMlTHxnJegc0GjnEt6arFvC5hlmXMgt3yOWuVAXAATXlqMc2brqEx8fdPTxNbNMml7t7xw6XSmznztZ2sIdFaBvmUTz0OgJwC07zrDcqyhMNZWEAwqAs1s6Wo6/zmZSYiQnPlVbetra/nW9aN+ttContl127HOD9wQ9cn+hhNfv3eyVcQYKWQy3FLI9tzyIeJg0CamUeHXUBmlu3tiq/sf7IE12z1BOmbf3EEz4XeqycuiYzv/TIiKeyqdgAaSuhtUa/X68UGSDKgke9zo5vXTNDfGiuVx83S+VaLeV30sK+Fgnt9590SkRIPvVgODQ5Jyf9grdrlw+WOXjQa+t0WXLxoSiXk9dUqz7CnoEstJRokFkoSGx21lkxeFyzRjzTYsL3KqUBaLWw0WJ95gzw7W9nXS8jI620C4qeQkXQVq9nNykb0R0SXbReftl/T2BVq2VPbiu7cHFz5AZA1+daF4jYgk1LGgNn8u4vsmYDWcsixxH7b3g4exoa5dlnfZ+eOeP+X1z0vFpmVaCcOZM9SjOWW5J9o21ohffpZh07VIDtMDfn/q0p19ayUIa8Nnymlo110TLYNh8edlZ7PZxC+faq6FpvigrLY3nZmmlF5aGH/H3tWG/su5lWDGjNxmAD4qwQ8NKiSl7wwoJPU6YZZ0ZHfWCajh/N/GKt/Xz21JQbixyTXC+slV0VIwWIzGxR5LIvUqz0elX6Qun+qEzo81TZttk9dP0OiQIVTQmpfcF1X9uD44rrDE+1JCVN6Suq3CgQDElZF/mdBL/6rA/DcrmW960XvOVZqtuhX4Tm+rlz4VgIu859VIBUPUv63cdV6VirfOrBsFqBlUqgHLzDh7PWCF1w9DQnAhkucFeu+Ly7mkdXg2byNFxuONYapIENITdkaEEkMFdKwd69zq1G68fFi8Dv/74L9Hnggew7tf6hoJHYZgCEJ2p/f3YjISCcm3PALu+46VgQnHVha3vy91hydA3wii2gbMMQ90wtkiFN3W5CFhAQYNqT2+ziRyVtYsKBF/Yn+4mKwA9+4Db7hx92YJjW9t278xeq2MK1e7f/LcZJpyjN4IEHPOAiSKcVMtSHVvi9DdQaGwP+6I+cInDokOf/7tvn3M15c4qAjVZItV7aSOtQMCHryO91Tu3blz3gRftvrVHhdo2y65EqJOTjxvpROYfHj2cP9aESpvOJh9AwKDcUxBUqK5DN4MJ2DM09Ow6K3Kxq3WzHC8U86OwH5lvVYN9QHzHXtBU1QOQdSkGJZasBsmVlX3NN5L2zs62HqbCuIZCrgacxWa/RoOjeMlbLsuCxzHVrBYBFe0yRFO3jMYkZSNTzG9pvp6eze26IVng3QWgslob7+acxSPFTD4YpsQWYi2CME/boo61uLQ4MWjzVuqGLvf13SEIbDuAH4/h4dlKolcpOhtCi/uCDfrIxwtpaY8oA3bxFKLQgDg1l6/Xoow7E0FV66JCb3Jcvt0680POUV00LeIj7a8GOAuAQJ0s3OfLH6UK35Wl38bHWIMCfHpa3qGiQk/bR6KjvXwLliQkHaGJWNm0HglTSA1QRunLFcV557ZEj7u8v/7J/BttbwSiFz4pZ0vIADV3yFoj29bmTC3k6nD47z2pi+4pW3GrVcTa1Pqo0FFE5gNb1QMcgAbuWp53Nm257tRKRi61y6pQHtQRWulnxsz30JJSSza4X7VifdI6ETmOMAQ4ddxyHIcAXm7NlKDgcS3lpBllGHp5jrfAKTDWDjwIVpcVZ2o2lSVlwx/2D1njW2e4HXEdsX5ThCK/HxV50rw02t6J1KgMey1yXV5525lq7XN+1Sl6d8pRCe19e2tC7IdbLobS+T6vcM2CYC7Dln3GjsdbYmFXr0qUwmV95sbEFEshaBfR7HpF65YqzDh475qxauuHUanE3mS7cDAaksCwLC54qMTnZmhOTG69aZtoBgpbfxqNcacHgMxikGAsasBQFtZxpRLZaQCk2d2fRoqcp3557zreFZlawdQOy4ye0KbHtbNaMkFUpFNBZq2VB0MiIt+KxjXRx5LUxeocqBEB4Yf3Od9zfI0eA738/fm1em4YCQ0OWfS0T+9W+hwCFeYhDwrYjWLD9xBzatFSrZZDAw9YnBOJobdb1Y2IiS7nS7zlP29lwqShRaQHc+NNMLvW6zyig7suQMqnzmOnhuLHTwsxUXPV6FgiWsT4pVYSHZqjEPChlrWoxKQJo/D1v7iogZ7yIpoy0IHZqKu5Ziln2rBXdgmm+78wZ93z11oXGYBkL7N20Fup7SEWJpYYDPpyyqNzp95WpZ573okjsfLGfy7bzWiWv3NbLoVl1QjI2Vk45+zjLpxoMW3BGyeO/Ws3cWnkIvmZmfNARRS1Mefkpx8ezCyMBxMGDbvNOU59LUl2/LF+sjnwfkLU+coO9cMGn0dq61V9D0KdtwlyemiKp6L21mk+Or65Z5TmOjztwbN2VIUCobcq6q/UpxMFmajveoxzKGCeL35FTCThwScsNkLXwa/9ZC6htl7ysGSH+4uhodkPV51250vo+pW6sR6jMqdJoLeQqammmi5dpAUkHsVk/LOBkufX4YJu9gwpajM6gp51ZAHf0qFcgtN1sH1FBjGWNiFkiORZibvY84XywGx7/TRCscQh2LpJTGhNtD9aNY9fWxfZXqKz238yMAPgMMUBrZoN2wUK7nExtA/ZdkmQ9AkVWZM2go0rasWPOK3HwYD79iOPZguC8unF9fPJJ93l2Nu4mLwOEQrz7Mve2y4e19WtHoSlrvb0bfNh228XWM0Y7Cxl0QlIUtBhTHJUueSclZAQI7el6Gq417FHOnv33YPhjLaFFUF0euqEDcXeXPkstpdzEi7QmKzZPJl0gTz/tNpWBgaybVEF4mTqGNHR+jnFqtUzT094VmwdM7XtPn/YHF9AqbE8D4zG5L73kPlv3IeABYWiR5oZl0+vYTY7PJEhh/eyGrxufAisgnllCjzu2YtvFurd0ASK400Vobq61vXn9sWPeejs25t/H52p9VewiR+Cr/bl1qwdFBE7KlbTBmuyLK1dcn+rR1PRy5OXMVC48ED4kgocu2GeQnkB6hSo5aqkn95m0GvXiMHUdU1QBXmnTdgsBGx2znCO1mrPw8WjzogAT9gefr/xUtnvIfc7Ui7T28jmsI0G0VSzS1N03NRXuF53/obLqOOO/Q2nlONasBT3Uj3nUsRB4jbmr9bkad1F2PWZ/ctPX+aenI8ZiEYCskYTrCb8Hwie8aV5pwM0Zpd6s1YKua3SZe7XMRe+1awljZIry49qy3anr2pF22jRUz9g4buf9H6a0q4TG2qeI1vdpkU81GA6Jgkp2PhcpHguqgSCnT4f5M0D53JNAvlZKysTcnKdGcOJxYSzjyqVYbdaCfrtRDg25jUAXZ7piz5wJLwBF7+cpbCwDwcHcnPvLVFk8pUktZASE1t2sE9Wm11EutX1vmWh+AlzNrxqro6W42E0uz70Vay9rGS5ayAjc2K+xk6dCbccjrFV4EtjwMPAbv9EaTKmii6K2Qwg0xNrJpu0LHU3MtrGiVBDOFVrfx8ezecD57Hrd5XLl2NDyq8JpvQyhsU+Lo/Yx4NKEaVsUia4rCqrPnXMeJ6ZapNuc7cEsJMx9nqatVviRkSyIJO1q164sUOeYXMsRrkWWtiL3asjanCcxek7IqxTLqhKagwrkSCdhG3Gu52Vp0X8rdUWVvRCQGB7OetKY7k4VpSKJ9YENYM0TzqcyPNrQOrweXvKdljtFFSmqZztW5vWWKWYIK3NfqCxa7hA1ykrseyYXoLSb8/rjJvcMGNbBlDcweQqc3agB76okYNq61YEXm7M0712W03npkgsim5110fiMgK7X3W9pmt2g+fzQQI9ZjvXv8eOt6aRmZ/0BH7OzztrHciwuZnPNWgtRiEvJspSJHNdy8tnKPywzQQm+WS6tn4JkTXVk79dT4EJHXaubXukTIasI62JpNQQ21gOhignTQRGI0RVdr7vxwbR3g4PhzbYd7d2CaabIGhz0deN1eXNG+dHa3pwroXZQC/bkpAed6h4OWdOAbHtrRgMg2//KeaYrk+PRKogxBSoPxOlvNng2JHYjolWb97ENlB5haTBMxURhxgxtH9aJa8u5c1k3PtMmEkizP+z6pbzZkNdMAffkZGsGBB0LeZuutUyqlAEBnG8E/bSuh6zzMXDAuvLUO95DT1oe1z+kjNoA35CEfs+zPufVHQgrqbF7yygQZdvejvkPi7sckrxMKyplwaUdx6GxX7Tm5ikLtq1ibbeW9gzFj9jxEkudGWof+516hjRl5SdV7gkwbBe8EDeRQKlezwIr8oLVJakcxDJn1wNZK7Ryw1S4INHdqBPAPj9vAYoFAHGjtWWiKAjk4K7X8/MLt+N6ooWLqbief959/+yzwNWr/rqzZ93/+/a1WjmBOOg/fTq7KRMk8zebn9hSL2jpC4FlC7L03zGrvVr0tY3yxozSBXgfc1CPjnqe4datxRueyvS055xa4MPxzGdbKoatn7WMsw1HRrxV4OmnfYYLfYa2gwIOBStF48mO7ZilXmkvvEb7GvAKbkyBKsNXtRlf8pQutoWlECn/N6RM6xjm+Dl61AHhmOuWFuPDhz0Y5fpixdIR2hmzgFcQ9V6Wq4z1CfBAJrT22X/rsxTY0aMVs+rbZ9s+sdZZe539zo5nnh7KMWYt8LFn5ilS7Vh4Q20VekY7CkRI8owg67UUrwdM59F9VMo+3+4hRdSKdstt20oVw7KWZ1sGq+SUuc/KnQLknyS5J8Bw0QbLgw7IH9RAEIoeYWslxmWLSZ5Lkr+FBp4Fb3YB4n2hxYjfxTQ+nXi0Hp0+nU1cHztGN5ZRQevBv+fOAd/9btySefq0TzwPtJ9eR0E1r9X+0bZRBYXvKrtocOELbWL6jjygajX36ensAmbB7sBANu1a7OCMWFkJ6LXNx8ay4IzH9I6MZPtaF3rt65iSNjeXrV+oXGyndl30uuAPDYXzcvM6SpkyA+1tfrxe/8aoJUpzsBbl6WkPqhXgqYVW76F78uTJbA5mUp5ocVZePedTLPWgylrAjLUmaz1ZniI3M3nmoTkKxIP8FNiFuOdFdbN9oh4MpnJUMB+LnK9W/T6RN3ZCbX4ngIZ6TNrhxBYpECHJ21PXaylud/ytFTjGntVu34Tmad5evd72LbqPf2PxQestW0jK5Lz+uMs9AYaLRDmUau6fnnYHVQwMuEXOBqlopoLQiVQUO1mBsOVILQhjY9msCMr/VPBG4eKtk7GsdmfvqVbdJvvoo/HNpR2XnApTvoVcOGqVCwXJxSze2rbkG1tKR1HZNFAy9mwF/zEeuX2PLW+Ry1OBmKVXXLjgM38oaNWFM9S/eZsLudsM2KJlbHw8647XrBix99DqPzHh0vidOuXni50fSeL5ZrEFOY9jzb8chwr47XVFUtRn7UgstZ3lgapiSQBPUKseKFvO6Wl33969rl2Zg5nP4/tJeeHnJHHria1rTEnWuRaKgYhdq8/k/GEgo53P1Srw4os+BzL5zDF+bpHVT+k3a7FQ6j0KRLTMQDhyPmTVj63BsXKtFxC3a/nj9dYbtRYpMtS089zYHFqrtAPG88rKvo15F1R0r7bZq0K8XRv8yvetBczH0luGFMx2gHaefBI5wlbuOTBcxIWp17OD9eGHswFtIQsQ+YgxsYMvL60b5exZHxEdm8xaTp64Rf6ypsXSHKisb9EizY06L2VUWWqG/tuCIusSVoqKtVLErDrk1U5N+RPHmN+YgJ73sx2YCYE5YpmPNsQvDFkJFYRZPix/Z/1iC6dt29giy/f/1m/F3bmx8UcFQzcpzWOqG6FyaOnqBfxYUuWH45IAjfcyM0NfnwPENq2cjlk92c0GRFprnW2fmHuxSOlRiyulaPMrknY2e9bh8mWf99fSMkIHbcS4iqEczEp5KZMuzb4DiKcEDNVTFUPyZRXQDAz4AD79vloFfv5z9zuzcdhn6vvLeBA0XaHlh9t65tUtBvBjYteMO0EXaEdsecvMA16vCsRa3lfGUFPmeWt17+taEbKG3ql+CK09ZcaWVeLy8EAInLbTL9WqX6uLvCSUu8Hx/ih542uVew4MF2nkDB6i1OtuU7ADOsbPWo+rIc+SoH/5fsBbhGZnnYUI8OAllDc4JrEFKzYRkySrgYYsh7po2AXJ5oalxK7PExL5Led6ZsYHCVBUS9f+U36riqWPxDT6osjx2DNiFpSQ6822R17WCQs6JyZcWZmhhMBdg2f27csGVNA9DGQtFqpcWIsS75ma8nmbrevctpONfI/1fej7MsDWguh2XY55z7PC9iItgnmIKceOOUXm1VezmUtGR4FXXnGAsK/Pz2sCwNjcjbknR0ayIFvLXWQ9Ipi2HOKYaBAgLdVajpkZ/y67Pg4MeEXo1Ck3dy1/meULWc3sfDp50gdBh64vE9sBeDA+Oek8hy+84K3tAwPFkfMKxlmPO+XKD4mdG0XPDK017ZQjb10C2q9vEaAtK2uhXAFr75vQemZjlEg5XGtfl7knpEzMzhbP3bultH2YiuCdknsODFNig2TPnuwAf+45l5LJuurb4Wep5Gl5L73kOK9zc+7z1JRbgJPEWQXVIhTaHDVgyG4EMRcjJxEBdN7JeSr2WFrdPGOWct2EQ8eTqqhLKkZVCLkqCQBCi5TeD3grFuBpMKFAn5kZ9z59Jq/l9WWFz2C9QhaU0NhUcKw85TyXq9afYITv5nv1kA/miKYQGJPPSvDGsTU62tpWvIcgr53MFiyffqefrQJa1r14JxZmC6j1byjbwsSEK5OmDVSr6M6d7i/n61NPeYqWVeoY+Biz/lkPjJ5eF1K2qtUwt5XA06YEDKXpsvOS/+7vd3/tuFYFTA/rADw95No1tEhsHsd+V6W2DADJAwtcTyYmXLpByuioi3sIeb7yQGDZ7ANrKet6RPe1tYitM8dfWQUEiB+qY71KRWWk57EsGOcaXLSXtwPudZ2YmPAHc4W8eNYDVIZmE5KQMlEWzM/MfDItuXda7lkwXNbVwWtjUfFFkscvsr8pd/nppz1Xme/lphLiVClnzQYSAdmjSUP1pvVQU4wVLQoEAVNTztpFFzy5phYkaFnzXLi2nUKbm4IivaeIyJ8krXlo63V/hDU1e30+ATY53NPTPqUV66Uu3TLgmOAoNPZYFktv0XqWEavoAK7uV664sTY56UAJ+8i6sK2V/8ABdz/HycBAdlwC/i8DofJE24kWVLVW0lodouxYHl5oE1MqiAK7tWy0ul7Q/agbKMvC1IW1mm9P1o1HfZ865b4niKeErFoWcNq1hHVRK11oYydI5hy1h/qo1d7O/9hcs4oh4Mat5QZb/j49OdPTLqMMwYJm/Ghnc9ZxbkG8tg3LpGKDFtW6xn+zX1SBZF20XtqGwJ3jYyofXoErFSW7TtBQYNuwrFcqrxxlgH7sAI68PtXc/jH3vq1/SIrmwVolZsRQ44Gl/IX2MCv2JFYL1C9d8kafvHrH+sY+M3Z93kmpZeVuez/uttyzYFjFThwuDuPjLpE+F78YyMkDP3mLDAdOaEED4pHJoSOSdVE+cMBre3yHbn7Kz9RFzOZrDYltK1q+NG2XnvpGDjBTDg0NuWdPTeW7+Pkuq02H2lOfE1o4tH+2b/fXKL8ttHgoQGNqvddfd3Xo73ff87jWENc4T+zJhiwP298qAOp2y7OI6vv5bAar0eqo1uyrV7OuabXqWxAxPZ21htujo0O0iZioK1EVEwvEYlkgQgCNz+WmxQVeAee5c60p9oBiMKAg2nIa9d16ciODHAEH6rdv95SB0dHskeyAO4CBYFAtzGVcv0V0GU3lpqcxxixbPLykTLyBUmtCYOjSpawCrWDVZkiJKTR8d0h0nCuospszr9Vn2tNA+bumG5uczOYNtlQ6BUS2zHlenjLCOoTGqiqpOjd4eFJIeYoBxCLFteh+FftejSsoszYWHW2+Xk9PHmiL9Y0qJLGyhMqkXrx2hZ5LroF59da+KcMVtn1pT0pdi9wNRfDDlHsKDIc4n7H8lwxIA1wg0NycA0C7d7duDOuZmLEFLXa6HZDlJdrFjvWzZdNnx4ClLgRcwMrUTesQexe1ToLHgwezVkW72IfKqRkI+B4g7MaNLVK2ziFrmW0LAgmOiYMHfe5pe62VmCWelkIFpjaQSqkGISskP9vAPrvhp6nnrRFcHTvmfuvvz1oIY3VQC/O5c24+LCxk+8BuYnljRxWOF18EvvY19/n5510Gl1B/5KVqsxzrajWsTLKN27WEad3q9XjKv4EB946f/MStFWzna9ccSLxwwbncL15sdeOrIvf8897DMjXlxp1mh7hyJWtVeu454Mkns0A0tD6FaAYhoWW/KE0Y35P3TAWoR49mOfvbtvk6h6QIbNj38Fl5nr68E0X5DE03xmwonFdp6uen9YwBfj2KWVzb2S8s57xorgLlc+3eDUseKVUq1WpYec2jwOVdE8s2wuuLlI+1gDbtR6UnFUlIKSrjiQayCnU7ClSRMkGJeVQ+KZbcOy2FYDhJkh8B+I8AXE7T9BdXvxsE8McAdgK4AOA/T9O0fveKeWfEToLQ6Su6gWh6L6ZbKzN5QoNd06/FJrcKA8JYJnWJEcDRyht6ptZ5ejp8kIAFFxZYx7i/ek/o37Hfq1Uf/Z7XjsrlBXy6riQJZyCIWQmLZGQkyz0OWUvU3X/4sAev5DkS1MdydIY2c1rGya+cmXHlsPlt8xbBkAs0pFDMzHjPxsSEA3InT7prDx50gKtWc+8ndSOk7OmzDx/OcoZp3W0nLRDnyPAw8NBD/vtvfcu3lQ361E1WNxb9bC2PPLGN4Fotrgp+bJpEW2+1kmrubfYP72Wf7t7tlIVvf9u/+8ABl9MccMCVlBwr1aqnDlBic0bHfuzobNZPs83wNxsLoWUoa9HS+4s2bSpllMuX/amKNDSETnUsKzEjAMuXt1ZoKsuQdY33qoXdHjuv72inDa1wftAzNTkJnD/v5uzQkFt/FIRPTvr1/MwZT8kJHVqU1076/rJrv5aX7WIVjBjgKgKlaq2npyfvcJAQL3e9wM7un+Pjriz1upunRWue3UuL6k1O/cmTzqNEhZqZeoD83P5lgTPLEaVFpilw/bo7hnZxEVha+uDf6bVruL5Yx/JiHUuLdSxdn8Py8gKWri/gyrVFXL+9iL9Nl7DUWMbSynX09GzB7/yryXIF+4ikjGX4/5yzuOoAACAASURBVADwvwD4V/LdPwXw0zRN/1mSJP909fN/e+eL99EIF+TZWR/dTdcTpYi3ZAe7nQyhyR3jyimIOnAga12xQCu2qNnToPIsoWUltuBYd726xBWMWM6mWkHqdbcILCw44EDFhFzRWi1LHVBLaohDFwvOsJytUGDQ5KQ/nprfAZ7P2i41AHCg6exZt5jmcfZCVg51OfKzzQ6gvGNasYeGXLtWq846PzHhFlh7vHEsJ2atBvz0pz6q/uJF4JlnvMdEOechi4gVXseT9Wx9VSEiRSNkYeFYALJj+9w5V3fWb2zMg/a9e7OHdZDDHlMAVXEOASU7//TYZL7z+HHgL//SUVO4iWoKQNs2Og5DoDmm5IaUmNOngd/+7ayypaKnv4UU+bKc6pD1q1bzMRCDg75/Qpld2HZ2bmu9bBvY+RoCSS+95Hjy6uUZHo5b+QG/5uuJheyXkRGXYYLfj466+fDkk+5z7PjqkOJhJRTLATjgyzHKv3yujpe+Pg+cYkpF0VpVdKxxaI/id6S75MWktANQ2V5lDjQB2qNRFHn1tPxA2AhzJ+kA9DzwfVNTnob3/PNZ7+sHh7+kKXDjxgdAtbq0hPTta7ixcBVLi1exdO0qlpfqWFqex9LyPJZvLGDpxjUs3VrC8q0lLK0so379Ov6k4waWmjexhNtYxG1cr6xgaQOwdB+wvAGZfy9vAFLrve5Z/X9ra70+11jC79y5ZrorUgiG0zT9WZIkO83X3wTwq6v//j8B/AU+IWCYA5wpc2KaKifdE0+4hWHbNn9AAVDezRoTO7kZhGCDtyxYnZ7OchGLjjrlosbfuKnHJvKdcJ3lLZRcyEKWaLsZ55UzlM1DN5nYgpnHlYtZK7hB60LM/qCFmNcD+eCbm9bFi1klh0B+bCx+zCnLZi3/gN9kCIrVsshDDQ4cyKbzytuY2JbaLwDwe7/ny7B7dzZbggJGy7Gz71A+Ni1Yeh/ggASfzWPRNdBDAbBuEvysmUUAv8mU2VCt6KapbsgYsBkedmvGo496es/QkDvMRvOWs1z6PB2TbJfYwT608pZxjefNX95fxlpXRuxzQuvO8ePZsazAvmxGCPuekAV0etpZVffsyYLL/fv9IUBW8mgiPL57yxb/+7e+5cYmj77OO8WwzN5hYzm0LtpOzHbxxBP+HvKd2T5lxIJCcuvLSiiYTy38rEdsPJWJuymicVFsAGeeFAF+OxesESbvXS176aspkls3Ue1bxP2bFnFj4Qo2vXMFFy/NYmmpjuXFOSwt1bF0fQHLNxZw6Z1raNxYwku1RSyvXMe7s9fxu2duYLl5EwuNW1jCbdzsXMFSRwNLG1oBawtYpXSt/m9kY7OC3rQTPekGdDU3o2/DRvRWujDY2Y1f2NCD3g296Nm4Cb1dm9Hb1Yee7j709vajd9Mgenr70btxM3rv68XFt3pw4Iu96L2v192zoQc9G3ryO+JjIGvlDN+fpukMAKRpOpMkybbYhUmS/GMA/xgAduzYscbX3TnRAQ7kR63y+pkZt5nt3VsOABM80K1LwEpLAxcIndxqWbGL+8yMBw8TE547qDluCVbsgmE3ySK3+3o3w6LgEUrse2sNszxhur5DwIBtWMTlKuJs8RqVGB+WVr2y4JvPZS5ZLqZqMY9tpJbjpYF0Ktbtdfp0NlKfVvahoVYKTqgcQBjUsk3UakbROaRWR1XKNA2bBpOxP2iRUzrP3r3+BEBm9KjXfX2uXHGWV1JCCBbYRhw3msmjVnPXalaN2AEsefXU3/Sa7dvdGOZcvHLFKbRs89DJbOy3vIN99NqjR8vzevnvsTFHUwgFyeUJLVLtKs52TqlCe/x49pAg9fQA2eflrSvaH1o+ywEeHnbXXboUfo4qcjEZGAhb5xlr0o71k6JeHz6b5VWPFNccpWk8+6xTrBYW/PjPo5xoO1pDBE/yBMqDSq459JzYMZs3rsq0Fa+JcdR1beTnss/OSJoivXkTN+evYGl+FssLs7j0N1dw+r06bk9fRe3deSxdn8fF9xaAyjW8P7norKwrjhKw1LiB5fQmllIHWJcqK1hOGljqbH4AWpc3AM1KQTk+m/24cWuC7kYHupud6GluQOfKJvRv2IjNnV34TFc3ejt70HtfL3ru6/0AsPb2bMHKyhaMVAfRu2kAPZsG0dvd9wFIJWDt3tCNzoqHg+3u/Tp2vjgA3HoXuAWgawTYvIZ58FHIXQ+gS9P0DwH8IQA89thjacHld13KBoUBHijUam7z0jy8SvLXVDZcyNRSpps70LrBFkWcWivJ+HjWTQZkwXReYEKaZt2XBJZ5C0eszXRT1AUp9G9uhHmBgRS1vh844Ll86h7MW2TpxrR14LVlAD95vNZKX6uJewqtNIuQqILEdj540FEOQqnsYn2gLjtaSrnRPf10NjtAyOKt9Qid7qcWcC0H54Dm8AwFsKkiogCBGRZefhl48MGsgsZNO4+ny4A9pWc8/LBrw9lZ99uhQ74veKogecF79mTrOTPjAGnMY1LEnbTAXq/Tuc1xWq160DIx4S2UyqUMAb92DvYpyjih1/Pfly97CoeV8fGswqn15XHERfOIuWNZN/afBiGzPNa6rx4zuzbGLKuhazWwk+t4kmSz6yhXuIgmMjbmjxkHfMCnrmvkjbNM+tyXXwa+8pV4X6ryx3ETU4w5x3h9mrrrCZ6LwExZOsGlS+0BytB4svVshyoCtLZXmqa42biJ5aU5LM3XsDQ/i+TmVSy8fxV/c7WOwYE5LC3P49SNBSzfuIalWw6wLt1exsLN67iZOErAcnoLS8ltLCW3sVxpYKmjiaXONAxWrZGlW/69AbivAfSuVNDT7EBv2onedAN6kl70JxsxtNKFwZ5u9GzoRu+GXvRu3OSsrN1b0Nvdh56eLejdtApYNw+it28rFq/1o7uzBwuzvejq6MG5NzqRJM7LsbAAPCzUquFhH4RspSywXY9X+E55lD5KWSsYfj9JkpFVq/AIgMt3slB3Syy3kpuNgi/l0k5OOivTwIBb4H76U7cJ79vnNgSb5kkDkDRgQLV7W568wRfiks7M+KODY/lCY6KLvuWd8dkhkBlbNLkpWn5ZaKGzFl97veX9AeE8oVaUj8x6hQISlXpRVtpJ66Wbnm3DmNV/xw5v1Q9xP3WDtfdqSirAH9QSs55YsW3KDZ/AFfCWZwbjsJ0JjLXd6b0gT5dUAA0UVNCr7vLYxnjliivLwID7n8oc6Rl0vwNeKTtwwCsGFAuyrIUyz5MQGvshjnboSGkge5gALdCjoz5QkBKiOrVzsE/IU1Ikap23ac1OnGhdd9q1sCmf/vRpx32MUVRCymuMD63XxJR/jlGt3+HD2fGnSl+RZ0w9Fjxh79gxx8Om/OAH7u/AgJs3R496JYXPZTBUjJ5G5bDoiGQFyjaGpMii3a5cztndbduTK3/5cor+rbdw4uUl3GgsY1PfHC4tXsHywhUsXbuKN96oY2BgDsvX57F03XFYlwWwLq9cx1LjOpbSm5i/dQu3NtzGUrKC5crKB4A117IaCOffkAC9SYLezgp6mxX0VBxg3ZJ0YyTpR29HF3o7utDT0YPeTufm79m42VlSu7egp6cPvZsGHGjdvBWLN7di14ND6O0dQM+Gnoxl1bYRkF0b2ppLD7o/r/yVO+wF8GuOBvavVz4NgHY9slYw/H8D+K8A/LPVvz++YyW6i1KtZjmDlhNlN2ndnI4ccUCYg4+ue1rNTp92mxwXwnrdpTvasQOYn3eBeID7rOl6QunItDwaQU9gpYdDxCJsNZVUDHBww2F5aO0oowkqgCA4B1xbHDvmD6Rge6qFxm6s1hoI+I1agWGMS2vbgrmMQ4E0VuzmmkefYBvGLHa2bpY3a4V8xTwLUEyUTwv4FGksbwzIqFVX6RE8ZKC/348zddErWFKLJz9rmWlh3rvXzYO5OQ9sGMgUSsWmMj3tFFHAPee559y/d+zwFJFTp4AHHmildlAxsEAipKjye4LJsoGkIe6xAjO+g/SqJPFp+djW9lCR0LwItUvo+7KbK/tclZyJCeDChfxTwF5+OQtO7XHERXxOaxywQbbWCwFkg5bYTlbp5byxY5FjlNcrKA0BbX1WzBvAv3zHxIT7zKwnjzwCfOc73qNRNjuDzuOhIZdFgIG1vCfkUWNZNYaEisC2CHGRfZymKVbS23jp5SVcbyxh0+ASNg8s4/rgPJYWruL99ComZutYWprDhbfn8eq7q4D15iKWbi8KYF0NukpvYrF5G9c7VhwtYLaJRhEN4P3sxw0NoPcW0HMb6G1U0NuooCftxOZbG9C/oQs9lfvQW+lCb2c3ejq9hbV342b0dG1Gb/cWzM1twfC2fnzms4Po3TyInr4hvHVxGL/0HwyjVu8ttca2DVYLRL1+/BwbZ2WFQb8xsQGs7Vh5y0qs/GsJxv84SJnUan8EFyw3lCTJuwD+ezgQ/CdJkvw2gIsA/rO7Wcj1SgjkhCypuhADrZuT8i6TBPiDP3BAd8cOt7kMDPgUQUND/mhQTr6jR8slt9byzs5mI9MZJUyrAznDsUATbgL2pKXJSf/7qVNuAf7mN329md5FrV8sT63ms2wcOeKeNzjo3dG0AB0/7k+kY17avj73N8Zlo8U7ZkFi24QUB7YtLSXc+DXIzeYNjYFy256XLoUPcbAnobHfQtZDwFs31aofC46yohzX4WEPaoaGsmmUeG1oobJ0DCoMDLp5/HEfsDY56cHRmTPeymtzbYcOpJiddXU6dAj48z/37cDnJUmr58FyGHX+PPmkeyZBkbXycXMgoA9ZEu14s+Ce741tJDZNFAG5zcyiKQB1vp8968pNfm+tlqUR5Cmj7QTuxsRSOXQ9onJrg/c433nIDOCPI+Yz2W78HPLysN+YQjBWl5iSFfLShPKLswwhq7KOrxDXn7/FArasUrtvn3sm+23rahS9pZ68+CLwZ3/mn//cc26+ffnLzrVdrbr1JU3deNJysFyWjqWKy8GD7q8NpLs88yZ+84e/geXGDSw1b2ApvbUKWG9jqdJAI8nneP2vfyUfFoDOBtB7WwDrbaC30YHNzQ7cjw3Y2NiILZ2b0dPRhd6ObuBWN4b7VwOpNm5G2tyMtLEFGzf2Y+PGLejqHsTG7q34zI6t+NyDQ9jQN4Dp+V5Ud23MoH+bYtGKxuf84uo4WQHQQ8rYElCrh9fj0FxbzxxrR9p9jwZ7VqvZNQdorZPO83aCIfkMSt5esh7F/OMmZbJJ/BeRn568w2W5axJaYHUSqPUC8G4q5m6cnXVJ87kREvBqCpQDB1wAg0bxt6Mh6bVaXrr3QimIWHZKaHASZNmTlnTh/vrX3eJMAMNn0M2p7mW+lyCaKbq2bs26+AiInnjCR1gz4CkvwKFI481zAYYCK7TfgXy3PBDnPz/6aGt7AK5eMYuaKip5wXUEY7Ta5pVPAZxNiaaudqansmXSrA2Ab2sNMHriCefGV2A4NJQdgyFlhPfr/KpWnZuVljS1qIY2If1LTjstwID3yChHmSn3+P65uVbLs9JpqKApfWktG4kF5ATLJ0865YTKA/M8z887CsfZs94qy8Mzzpzxabm4sVtFrSgwtEjyNl9roeW6Q9EAPZ2feV4eO05On/bUKuvW1TFvx789hIHvp6EAcJbQ7dtbrcqkpFjLnH0Wywe00rPsmsA5mqZe0eZ6Nz3tA1MpX/uaXwuOHAH+xb9Ai2ggo9aXfF010gCtFJRQvEHnjVtYfvtN9N4CtjU70IMN6Greh76OXvR0dKFjpQtbe3tWA6lWswRs3Iye7j40m/3Yfn8/ejYN4NTYVnzjP96KDX39wKZN7v/eXqCrK1NY228aW2ElGqtxAag+kFWqivKXW+8b13hL4+L9IWPKnRA7hi19xJ4ayjzteeAxrx2UI7xWWkMZT9OHpRx81HJPnUAHhHmouoC/8AKwc6f7Ny2dzEfJjZwDe2oqm6rntdeAr341G8ClNIqhoSxPObb4F7nr9R4FUfbknxCfls8hcCJNgu7b8fHs0cpqRdeTm+yJXKSPqOVW6zg8nAXCFswXBa6ohJQMWgcI3Naq+atVaGYmbCW0XgXdmPRwBmYQ0aNc84CuBrHFNuLYIkUPAL+7csWDmVCZ6LJnf9TrWde1tRQWnWrE/uK/KdWq2y+PH3fv4O+jo1nAqu3Ktjx61FsRNeuCBotVq1mKyciIT3GlYgEuwT7f3Y63BshmgKBcvpx9L4PmbADs4KBzp9v3zs5mA0QtJ7bopKgyblfrkrfrEZ9haTgsfxG9JU9GRly/x6gqgAc2aplVRVP7e2LCl4XXWIWNVIaQ6LNi+deTxNMWAN/vxICkAfHv8887Jeell7zBQcf49HR4vac1+eBB4Mc/9u84e9bVLXYEuG1flcHP7cHo/7yE6Xo3Zi618izyDm5QeekmsOHx7Hd5VBJKmeDimOQpVe3cPzbmPZykEsa8wjZmCGiPVqDrsS2/ZsuhhVrjMGLvWWs72HlehkJXRvKoVJ90wHzPgWErBFF05Z8544+vnZ8Hfuu3XCePjnrX8WuvufzW1arnBdPyqpoorRJ5FjVeGwPnk5Ot91y6lHUtc3LZBfMv/gL4/Of9fer2ZKoeBRb79mUzNwBZUMv8mqzLN77hFlNSLlh2tfjqIjM05F3v+szYJOImYoOQ2GY6AflebghFAToUu6hbPrBaFGgtsyBfrTahnLdKgdB+01PPFAyqFT+2WFE5sWCdp4ydOZPNoqBl4kl6Ic5r6L2hzBEqHK8x6zvH2LZtfmMiuKCV9vHHW3nvWqaZGZ+Anp8vXWrdzO2YXgvHtmgj0TyyVBrICeaYtZH+qlyQC61jjZ4WVSrYB7oeAPEN0Y6VEPVBx3PoWfydY5a/12r+npGRfPcs383rCUgIGJ97ztGlLlxwR1PHKCChPrIKvlWQ7D0E9UDr0caaci8v//rJk/56Zv6gle/xx51X7fHHPWUq9AzOs9nZsPVQT7X7zGf8vVS0uTaEjBuaIzojlQrQ04NqD1D9TLYcRVI0B0JjrR0wVDZWo2ie2j616eRCucVDe0HRGrYesZliWB4btLoeKfKKtvueWJ/Yg3I+TUF29xwYDuWLrVb9IpYkwGOPucn0/PNuQIyPO1rEuXMOYPAEKT3StVZzAXaMoP/GN5zmZydTnusoJFa7ti6hvMn11lvAb/6m+7d1eyoPi4CaAJluueFhD0RnZrJg23JlVWKUD4JDXeRCyf6t5q7WtZDbWhctTfxuxW4klh8O5POB6xKhTIsv4Pqbm2MocIWLbEjhmZ524IAu8uefd4CBlipVNPS9DHikFZ/udoLFkyd9G46N+XZSkKYA3FqFrStcy81n6WdKLEgSiFNNFIjohm83YXIjbVYPtSTygBwtuyplQOtz291IFNCot0SpJuSkKiBl3Sj79wOvv+7Kc+6co1Sw3dnP9gCXUJL/2KbNFIyhutj4CBXONztmVckt2mh1zj76qF/zyFMGsqBfFbmhobBbmfVmP/NYccDNQcYibNvmx/fwsFvbGCeg9SgKouJ1egwu1wS2+enTblyyvSyVxfaNurZVkVfvza5d/ohqwO8pXNusq99STvIk1udWyvRxyGtVFtiqF6LoXXkZNfQ+IFzO0PwO0bSshNawIi9u0SFYagTRcpcB/nm0S23PIinTR7E+aWes6fs+CVbjewIMhwYs0Gqxm5jwQQyzs86dqdYCe7IV4GgR7Gi6dU+c8BuYXcRPnGgvYb21crGczHlsF0ydjCo2GtlyiJmtgd/rX3VLqnWIYk/QKlpAaNmO1Z3ZIMqIDVSj+9++MzS5dWIrzUE131g/2Y2VNBGWSV1usUAr1revzz3vxAm/8c7Oth6oYcH50aMOBJOaMznpM3lUq57PSHdotdqajinEneeJdUBryjCtc+gzF3ry7c+d83UaHXVzKs/SrEqC9guF4F9Bhw3gm53NnhapzwXyLRplFm7tE6Z/s7J9u3/v9LTPNAM4ZYcBsOfOZQES3fIM1CSXlADI9gXHvwWNSZJ/Kp32WYgCoqBpetqVkycGFrnry4rOodlZN29Jh9F6xjjq9MqwnhqkaU8+4z2hzdxam2s19/+VK1nviva7AiWNy7A8dNbFthXHGZ/DvSUEdEmd0hgBUrg+DJCh3g0dJ3oaJEXnWV7gG59Vpvzt1tGWk30by3Fvr1ePnZU8Ly6VLztWdX3Q6xkoXkZ0TGi57bocaqv1Wo1j2ZPKnBmQV66Pm9wTYDikQaoF68ABb1n60Y/cMZuAWwgJZJLEfc8UT6RRWJ4u0Apg9LANgldbphAoYTl1Yg4Pt57zrlzTJPG5LAEXsLGwkE0EzzIqReSVV4CHHvJ1u3jRHb1LDjHLQ4C1b5//rl7PWoztwOf9bItjxxwvO3ZQwP797h7l5+m/Q+AZ8Kfz6WlNoUloU2zpoq4AwgZTqeWdIIRiy0QQxGfTYsvN8fXX3eeZGVdmtVoC2fyRujHahfsv/9Jt/kNDDhTv2eOuf/rpcA5K2x6hhZ3jTXOXxsRufhSCCLXuAb4uevIX20oX7ZAyVK06LiY5x0wLRiG3n1HX1p1chtdmF27l/muZmFpMvQX1epZWpPfs3u3jDDQzA7PEcB6nqasXP3NzjVniq1X/LH0OAw1147Kboj0EiNSugQEf7MpTzYDsupMkYaU3puTy+dxAuZ6pZV69V2U2T96nYIPja2zMGw5Ybr7TZm6xa3GIdxwKWGYZeK/N7hOiH1Fi44wA2Qqzx/CeJCmfHcE+Z61i20njFEJlyFPGQvsm77VSBvSXUXynp+P0nljMx1o5sWWMXWvpi7wYktA1wNqBKJ/TTr7zT7LcE2DYCoMV6HZSUPjee27xv3jRpcT58pe9e5bWYm70lhO2b18reBoe9gsX4K1CgOfoAtmBXaS50drB7xU4HzjgLU1HjgDf/76fiBZkc7Pdv9+Vi0F0Q0PuM8s8Pu7zt37lK+677dv9s5jXNU+44Jw+7YAwgZpGqetixdy3gAMQ3/tetj1C3EG6SjWjhxXdzLhJXrjgLVEWoOcFDBBAK5dahUDFWnuqVUeH0HcxE8fQkFcuQhZUXQgvXPDto6CMdbQL/+SkP52tKMhQ03zxmcqtp4yOOqDHAw6AVjBAEKKWljRtXdjLuEcJ9ilUAgGfScJa1a11Sp9bRFuKzUk+U8evDc61isJTT7l7X3jBg/iBAb8esF9CnhHlUQO+PyxHOWatuXzZzVkFt7zP5jwHPDdWN2yOUQ0uLfK+WOHY0D4hPY1i65nnJlfRNqNnoFbLAnwaBVQRiIEt9qfyjkNUK6ZFi6Xce/ZZN25VSQplsWB5tL7qiRsd9e0WoxyFpEhJKQJLoawsrKu2lZ1nbDfryZiZ8cpWyIhgpYxlsSzgC2XgULExH6G9JuQZUWOPrVPsXUWelVC/hQ73KbomT/LKwHZfC5heKw/8o5R7BgzrZn7xogMQZ84Av/IrbjMfHnZcM/6bokCGA02fqR1rN1VuxsqZO3Ik61JXnmQ7ElswtUwLC1kLKN/B99mADAIgWk7Ioz5zxrXb2bN+M9FNdGHBl4W0AP08O+ujrJlSKuRqYbnHx/1iWa+7gEW6CfVaC07GxlxO2yLNlZw/lml+3gP/0EEhNohI24wu3tiGavuWfaQnyNmThGw+XOXWAW7zHR11ihvlhRecokbazqFDfszpYhzbDOziRUBOCyD/Z5o8a+mlECQpN/mnP3VBpkBrwKHW0yoe6t4kL5+uaJaRwo2YwCPEcbPtCLgxTcVuctLdq2MzBJRjbsPYQQdAVrl47LEsmH7iCTfmazXg5z933//4xy6Q6rHHstzu0Djj/J6cdPUZGnKfmTtaQQ/bJsSxJJ9ROelK0eA7qtVw+reQFFmyxsayQXAWGIaUJJUyXguOVSq/FrRpudTzpDESL73k5paCIypiIcv5N77hxxVBqyr7eTQkWyfec/FimEsdOsQk1EYhYBbjzuaBmRidw95HvraOQeXXMxvT3QRIFrC2Y2Gm5Cl5/LwWy2kZgG+fW6u17j8stzW43IkyWClLjSqjGH/c5J4Bw4BfFGnZevhh/z0Hk3IAafUDvGUN8Hwybp4U3UTT1D+L1hiCY70uZCHQxSE0+ELBCPzLxW16Gvjc59z3llbBTUZd1f39rnxXrmTLMzHhOK0DA86SzUVYQSGBDtvG8qYmJrySoRw/lk1FJ9HsrOurX/kVb8lOkngGiNHR/JPYgKy2OzDgNqKpKQ9Gjx/PavQqw8PhSZ63mLOtR0Z8VP3UlA+SAVot67Zv7YZF5Wp6GnjmGU/B+M53stcAxQE91v1Oqw+t6wSLeo8eKhDLWKC5Vr/9bU/dYP/v3ev6SzmWzDRhF3YV5XurpY1iA07LbIbsU87FomARVVZCvD+2sba1zXagv/H97M9du4B/9I98UBlT4LFvmLLNKmoav3D6tM/NrBYtBU6xdiC9h2ntCH63bQPOn/eAbK2HhBDUWxqDzXO+FqG1VullDC7du9ef1habs6r8KD3i6FFfF7XIW0uirrF5ipilUZShAiwuuvfZIDp9X+wZ7fI28wA0v7dKPr/XOqoHU5WtqSn33cSE20d17AJ3LoVX7Noy3ob1cuLX+pzQGs21SdP/qTU+5m1YD71DlX5ruf+kBMW1I/cMGGZHMrKekd9Wrl7NTuwTJxwIvHzZT05aO7nh64IRGiRqqXrzzSw/MM9CwDKE6lKmvr/7u+7fdlECWgEHLSZcUF9/3YGVs2d9vl/Afd63L5vIXgGBWgiY9oYLH9uM3Mo82bbNb7YazQ34hd1ymgis8p5Nq+TYmD8iG/DAlN4DfSefG7P8lbGs8N8EMmoNVjAXWzhji8/CgudKc/NXQKHKHOAtNbTIK7faWk1pibALswJd5dzzPWo944ETpDC8+qpPXaheGAbtWepPnuiGTbEHHujiTaFSQmHfX7jQqpzlvRcI8/4UNBE4Wfcpr9m3ln6LSQAAIABJREFUz5evWs3m4ib1RF3hk5NZEMk+f/VVr6xRCDCUu05QzawLVixIZ5l55Hp/vwPo09PZEyttu6iyEONpjoz4POdUjqiktwOEbFYCa/XmWjQx4ee19o2+Q7N31OtZbjjBxquveou93su5xzocO+baa2DAKznMMkLJUxrKSuy+0Jqhiggl5gkpKlPeWsUxaulY6hHhQT4hEB86VGQtAKyIIpInoXfltZ/y34uekye23avVbC51mwYwdM1a20v3gLwDh+wenCd3Sqm423LPgGFKmjpLC1OnHTrkU4fVas4VNT6ejSRm0nNGf1PUDWRzg6qoW7i/P+7+WOtiqFkA+EwLikIRpTqhLVf2a1/Lco/JmyZVwQICm0FB+cjcdMq6SqanvSWd+VfVYkhRV5FSPazlRxcvRsUDLp3Z8LCL3v/t33bXkwIQcyWrKJ82psRwcbL0ijNnWiOx9b5Y5LZuWJcuAY884pP7s/5WNCAo5pbUOjDZP5/H8cTPSrmJpWrisw4dcs964glPS6El8NQp507m/LLZEEKilCAtu+XCK8c2BB65cfzBH/hDdnbudHSTY8ecVVUpEzEgZssRAsohXifLSws/+5cHYTAf+P793upTqznLLMHa6Kiz4O/fn12XbHmr1dZcqyGx5aAlOUn8cd/0YlSrDhQyT7BVmLQ/KJqWjL9zLExM+Ow9KrHyqvVd11zrCWFZOQ+PHct/hz53cNDNrdlZty/Mzfm4BFsnfTfHGj02x4659VOBRRFfN7SmbNqU/VwEzDTw2f4WokupIaOMhVSv0T5ge4+M+ANw7DM1qLasrEVhiFnj1ypWAV/rM9sFqqpccr+N7R2U9ShYZeVO8rk/arnnwDCQBYmPPuotRcxbSX4s4C0CU1NuU7h40W0MQ0PZnJ8cmJqWZXbWJ5oHfDCdStm8j3miiz0tvHqKWQwYAllXorV08L7+/pzE7nIdNxHmN6VYK5+N5o7Vh2U5eNCDSQU13KhVQgFwTCsGtPJzDxxwGULGxz1vmLzUCxecBSgkZaJ6QxsE3/vII/lWIQumFcxQ0tRTIzSQi+8APEjiWHz8cQdKKbSUccPev9+1F6kRNne1uqGBcA5YrT/g3jszkwXC9BAQ2OdRIyjWaqltlbc5WWu3WqJ27symm/ve9/x7QrzqWD8RSJJra3nN9K7EwIkFqxbkkbIwO+sD8Wo1Zymm1Z2gUnPqUvJAu9aFypK6XHlgRr3uLcIMpAwpCbH+0LGr0fv0lrQjbBveZ2kXXIepPIbAQyh4Up+rHj3GOnD8WiBnAT7gg0uBcGBV3nhQOhfbcnQ0HqjL+63CVRQwZkUVIi2TfVcZiYFlwHklLl/O7jmaMUnfnZcS7ZMCtKzY9igKOOPv9NBoH4Ws/2sRS3mzVn39jWUMneb3SZV7AgyHXNbj407zBzwHk8D1u9/11rxnnvGnY01MOGsiT9IC3IAhHSBJ3AKqUchPPeW4kpzg1tpEWU/KG4oCa5tHWP+dBxxCuSEPHXILV0zsometk0UabJFs25adoMylOzTkrWTcwG3ZNUCKom5NwHGr1XoKuHZ59lnvSrYbZxmNmKcHhhbzPXuKAQAtO1YBCFniNL2dBlXMzWUtVzMzbjxbgGK5fWrFtkE7NrAqxJkFfPYBAgKeQAi0bnhlFvBQm+dtiHbek7Kh84QpAqtVD1zLKDdWqlXv9qV3QbnX5OJru1tvwenTzjKtyoa1yvM7AjKlWgH5dB4gC7TYRqyb1hPwLn8F6awbD4QJtUdeMCmfzw2em3ssEj82Lmx6RJaZc03nMwNrd+1yir3SYh59NPsOHRv6PSk9Bw6EU63F1tUDB1x/qNufkrcWh9YGzqM8sWNej5kOiQYM6ntDc9vSGfLoFlyX1cOg65aupaF9yCqFIUNNu5bPu+GuL3pmWcBeRqG3lvWYx8SuKSxnUTlilDetB+etpV3RE8ffP4ng+J4AwzqQuDhwcz9+3FvPyI89csQtmrt3u78aTc3BwdQ9J0605nPVQLHjx8MnGAFu0GjE8lpI78rNJQeWrjyC83aep0BWn00h10ut6yEXmMp6JoYt++nTzv0YcvnG8hZr/5PfPD3tNvPTp7NBdwpE0tQv6mfPZhfwWs1nLrCHPrAc58/7jWByEvjVX83SWU6dcn8PHgz3PTdf0hbovj5xwoNM3nfokAf9IZDFtGp6cIIeiqGHKSRJlg9u02Apt31mJtv/09OeDgE4MM4gMIIry7Nfj9gN0fKFdd5TQvxdwCvHoWfFROlBnMsMBKPErMu2fIcPZ9vbcv/YZzZoigCNoJjxDSHLnFpT+X3Iba6Btio0BFARDY1b7ZM8KtHMjBvDIeulDewMtTXXpRde8HnLmeJM361pyI4ezaZ1pLBteeAS4CP3R0ay/akpw/LWNtIYHn201cIakpjXjmttyKOm7WqDnJRfGqKPANlAWwtwiqx+RQCO9B7mxregqYy0qzAUPetOSxmAmeeVBfLbQ5VVDT4kVYdGiZgH8k5lcbBeTmKhkPHsw6Bn3A25J8AwZXo6y12ly1xJ/UniXM8cSFyIlIMI+AGo6Z1UyJfl4NcFXyNliwLoikQHv3Xl2ch6K6HNnkAuFP2s9VAZH3eph/R9IdCsz1XJ0yTzLEz2Xm4WsQCpffuy+UXpBlVLz9hY1n2n7m7LhTx1yj3j3Lnwee3KTzx2zB+NzU2XqeMIFmnR042T/9Zk/gw6AcLUCBWmwktTN7bpkuZ927ZlQTQBFqXIY6EWGvYFLc8hqzPQXl8XRTeHnhEaT7RmcgEnl11PCWSmBAXLPC6ZYt/P/wmCbXaRkMU1ZPEkAAu539UlSgVbn3f6tBtHNiWaPiMWyGZzI2s7sp76Vyk0lpoTEj5H+au1mrt3aiqrCNKTwrrZvgxt9KdPe4s84J67b58b71TkNc3fyZN+neT1gLvn8OEsDSVmeeO6HhvHBMEcF3kWbr0nVj+tvxULUuzYj/WvFQU4qhCxLJR2DDahZ4Yk1DZFwXlrKY99zocN2PKAqlVqKNZaS1rRM8/Eg9vakTLBgCFFir/lHazySZN7CgyPj7tsDhQeXwxkrYFqRbJaN5B1RczP+2OR5+dd7tdq1UcRq5uYz+EA53M0xQ6fnwcgrSWOg3l+3i/y5IfmbVb6DBv13g44V6CRB5otD5IS2vhCYnl/1lXGv5rX+emnHe1Fn8G/oVQ0nNwTE27jBNzfTZu8xZOb7a5dHkzzmeRwEjwfOeJ+e+017xo/fDh7WIIFjyFLGbOg5LUN20TdWTafMRU7tjUtiBzPtv3tphRq85kZr4CQr0mw09/vgZjdsMpGdPMeRjcXuQJD1hh1w//0pz5TQ63WGvCkY99yXu0GBngrmpaFQg/C1q3eCh+juVggTnCtgMLOSbbr4CDwb/+t+25x0bX9Cy/40zT1IBpNCTk87OkjoWh4O7diba+u8VCfqIWS7a3825GR7LG/+q7Quqhu/zffzLY7y7FtW2s2Dip/BPNPPRV2xcesolyvlaus15BOZSkFZYBjnoQs5fqbVb6stwIoBoxFfd8uoM37PvSeou9iCsNapB3rZbvAeS2APbSPhZ576lSYYlZkNIo9rwigkyJnj2Hn/qLGszuhpHyUck+B4eFhT4mYmHBWCc0pzHyH1goMtC5s/GwDsoBsLlV+VjCgCxbFaoP6vtDmHrKWPPecB2r6Xj4/BqhZJqvBW+CieYnt4FfrS8iaaK+3ZdD2iJVTy8h66zNDi1bodDy1ttZq/lQtC34AD0S4cRL0nTnj8i8fOeLee+GCz1TC+r/6qi/XI4+4/unrc6cafvGLWX6etkFo8UhT927t01rNK24cb7TAJYmzcCuXmMofOdj6Hs0goW1k5wHHgAWZvJfXE7QymDIv+CwkeSfDtbMhhq4dHfVjxypyduznBbhSgWRaOIJKe1TxD37gAGq16sAwA+3IJQUcWGWuXQbLTUyEAVqojl/9qnvW1JTPn24zsOgaoAGpVKBD615ee05OhnmClu+pwLlW8zSc06ezXoPx8SwPmAGtISWHMjLiFC6l9YQC9mh1jgFV7W9r3adYBZpAQRWUkycd2F5PzldryWebDA35ttZ1zx5swXdw3SoLGEOWybISq9d6nln2HVZi3sd2nqES2pfypMz6lNceeVxsevr4t6gceVKkENj9VSlMOk/t+M6zen+c5VMPhq2bleBID49gR6mVLM9SGRusBAZ2g41ZsyYmfJ5RfU/eBpzHk+rry0bnM62NlluBZdFiH7K4WW2SG6oG8diAMbp6aa1WviotVmwPm2IuVM48l6+9lgcPUKylcWjIlSHUz6HAN1qdn3jC88UJMAlsuBD8+q97l+uxY+7wCQ0impzMHtVNFzfgrrPvT9MsHcNyeTluOO6YvYTZUHbt8kfSzs/76+kqppYf8gpw/B475iyoHIdXrvgyh7iGqviFLHwq+j052jrXNLrZ5kQNWYCVb8mxzfSJtNhzUyGnms9W6ywttrY/rDfEWvgB926CU7ZRaHMkMOQ9eq3l8apoWXmoxNRU64EbzDSxb1+rhc1mDImJ7TempIwB1RAosJZzLT+VyHrdH6GsXFO7LobWACvss6tXW3/j2huS0NgHsrQ2nvSn4/rsWR9wzevapb8VgSn7O+cty8jjoJkO086FMu8PyXoAbbuW1TKW8lh5Yt5HcsApeUpKyFBTVpEp28ahNYvl0WwrpOWkqd8vY5lc1lMmSz9Uj5c9YEefV7R2fFI4xJ96MFytOmsWU6cdOuTd2Izw5sBUK1oeVcBaEtT6wu+ArLuP9xAYciFlEIq6GbkBawQ/P1tAmST+fUnigU2l0toWdlBaRYHPCEUSh55RZlLoOwYGPHCmC5OgXd2makW3qeq4SQKtp/Cw7/Sdebliyffeti27mepxw1wg7MapGyAD4b7+9WzwDu/hMxSsWqu7VSoIltX1bAODrFJ26pQPrKClmLmamSNbD3Xg83gQwPHjYa8AP1er2VPaCDAvXHD5Zln+ffvyLUKxxbEsoOK/9fm8jmMllMyfc+nhh7Mp3nit8mIpo6NZABs6GcumM6vV3HUnTzrgvbjo/r9+3X1nQbr2PWk2etzuCy/ENz5VGOjtOnfOAXu11JArToVfN2LAexi2bYtb5G3/KJc6loUhJDq3dB5xXRwYcIB+YCAbHAf49S1J/AatcRs2O8LZs67O8/Nh8FwGKNgxODLirfg8YfT8eZ9DnsrnN76RBcvtyvS0P6WRogcAMVhQDREc+8qPt9zjtcqdAjRFNMAixdnSC8uCPXtaYB6Iszmade3Ne5edI3lzQdcsIFye2dnw+Dt4sDwQDnmWKaG90Sp/TLsZ4pCH2uVOeAE+CvnUg2EgyyEFsid/0TUHeK2LFpTYQsbJNzYWPqI3Fl3J+3TxCk0Apgjj9ZrOiL/zGTwYA3DWLm56HMA62K1FVd2nmpZMLXoxOkTI5Rpa5OykIodUD2+o1/13pC4wh7ByG/kcbbfjx/MDPEIuGwbWMJE+4MEMXecWFIYAAkHfwYN+Y1blSUHHwEDrEba0COQpFSMjvrwKlOmK5zuef95919fn38E8pwzMm5vzY1xzoKoSxneq2IDE557zB1Ps3esoI6HT/1h30gnUgh8SAkGKBjflUSasaDYAvS5kCbXXaLkBn78XcO3CrAQEb1TiJiezeYaHh11bf+tb2YN57KE1LBeVYT1Sm2P3hRfyNz47fmymFwumgGzGEI2bKAq61fnD4M9jx1qj2+09yqWnUqxHVHNd5FrCdUwVEV1bdV4fPRoGKc8+60+/3LkzW/fvfCcMoooCRjVtJtPnDQ055WN42LUF5+n27a3t0K6F+FvfalXyVGwMilJraEAJBUB9lJJHAyy6lt+FPluQV6s5PrlSCnTc5YmmjrRGCqB8P65XgdDMJRqjUJSrn2LbqsjrwGt478SEM6DwMCO1WodiGHj/J5FD/KkHw9bNeupUdvG3JyTt3+8GAIOBQp3ICcqTtfJEgSXvs5ZkW04ga5m2Gm3oAAZ9H60TnNAaNa91zYtGpXvRTozQomDbRcui9zI3sJZD3b9cvC0HW4GtFd34n302CyZiQtBL6oC1rOhpXnmc64kJl7+UcvKkA26HDnnwxnu+8hXghz90BxbQZU2LFrV99pVVWDRdW4geMD7uxuKhQ65OfC5zo/J6JrofHnYgj8FTzJGt4ERFlcmjR4Hf+73sgkpLa8giwHGqCfXtSXMEYFR8AFeu7343CyCs1S/0jMlJn2KwXg9bIbUtmedWn8e+mJlxIE/HvEbn6zzUcRfjaVLxCVnp8kCo/pYHqGxwI8vJOAKdv8y/Xa16UFeG609l0WbK0eBGVfxZBj0cJkYV0XWR62YZK9PQUNj6labZU+B4yiT7WY0UWkcaH0Ib9/79ztNIb4KtCzPIhNaLGOjL61P9PhS5r/tLterBCfe4JMlS8/hdTLn8qCSPesjfgew+pNeot816kELBydPT+cYbvgvw60XMkrwW4Gfv0bgifbc95bYok4l9fozXWyS6rysPP3RdLB6kCHR/3ORTD4Ztp3zjG/GE39yk9ESkvE6s11vdOSEXNg8aGB3NglIbWKeDzwZDULg4WO1/aMhRI5QLycMp1MKqdVVXab3uLXG00nKz1DLEQLQuyvZ7yuSkT9a/Z0+r219FrRl0WbHtYtkJzp9vfY59tgY97drlwCOPOVY6B5DP9+MGr4sON1tbD20XWnhDnG59NpAdmwQKNt+x9o9az3XhpDB46MAB1wfMNlCvO1BPC0oMCOg7aS2mQkH6ilpxddGOHU2sgS36PceGPkNzoloaD787f95xswE3/mOAhs+jpdeWie328MO+bkpdALIcYiolodOz9u3zVsI8K52O1bGxrItc6QFf/Wp8TIbEWii13Y4fd4Ge773nraijo+49/+AfZK+3OUVtDnJV4EMWtCILpQXAtu+0ffTfytfnc9TowIwv3LgtbcnuEWp8CJXxxIlsbIYKudpF1kz7WxFAoScp9psVrjOh4NAYv/puiqXkPfus6zPOKfVS6jzifKMnizmLY3OyrIs+pJTGABzndp6UpV/E3mX3Af1NT4W0ik2M78z9knQwPiM2n2KSd40C94+rtbcd+dSDYSu6KdkOtJYnC9bI43ztNbfRTk+71F0DA971ptYQyg9/6MCfpjeKgcrpabeQURtUq1q1muX02Umki/jTT7daQlQUgE9Pty6adqHgJqVpxMq6Q3SD48ZUq3mgyehUWig1ByngDzHQgMRQu4UibEObsVoKQif5qGWvaJJr3WMAhd8/91xrsIttL147NuYP62Bg1+Rklh+pbU/rXr3urrt6tfUUs23bfAaKNHXj+O//fWdJffhhd68eCBMS8qBpLSZdQNPX8f4XXvCfqWDZxdWCJo6rvOAmtdBS2HYEkHv3OpA+M+PHn/aPtTBr0J9VTGn9C4FwwNeJc8hmNNB7R0eznH/ex3qxrNu3+/WCChvg+jaPUxkag2xjZgyhUkkw+9hjjkZAYXCoBQzWMqmUD61zterBg64RBDRWmbWKBJVfO1ZsPYusX6qgczy99JI//bGdtGMqnIMh6+9Xv5q9dr0Wurz1le2gY4FtxzJqlp8y78orU7s0DxUtp/UOWACpc0x/0+/sKZp6/6VLWauxrn9rqZOO55CEwOB62or3c86QVgT4dTQvKJNtzTaIeWLKWojX8pvKJ4VDfE+BYXUjKmUBcINPLW5Mbm0X4AMHHJB46ilnhSUICAFOTmreV0Y7JxDQzAR6bRGnj3LxopvAzFQAeG6ujSpWfrBNHaQcwGo1C+YscAhZ/FR0UjAwQDdC1WIZIEPrBoGCXdQ11dnDD4d5proh0XWugSi8xlr2arVyi1oo8wOfyeBNyrlzrl779mV5m1bS1IOSV191YIVWWK0j73/2Wfc8Wk908aRL147vRx5x/+7r85xugpSYtm/dq3mW8DT1B4wcPOg54rF2VTe5nm6W57a279y924O2WPuGxmzs2Tr+FZRYGoDO0RDdgO/UAEQVO3esEkUh3SHmMs0brzwwg/VQpZIAhWUNSexkSSrw9FIxgIzKKXmGpGKE0i5xrQxZZmN10jYC8lNYcdwq51u549PTWfqcBa3Km5+bC68zMW8F0GqhA/JjHUJ1JBVF79Fr1VI/MOA9g7WaCxbXwOA8+l9Mxsc/HAsg24cGAYoCXOXM2j1B1yjbZnad17R0eVbTIi65va8da2kILIa8GzFD1VqeX1Zic6+Mkkb5pFiN7xkwrItuSJQ/Vq16sBZ6ztSU6/yFhWxaKh0Qr78OvPKKm8z9/d7aSb6WDlAFjmpFsFp9CDzEPj/ySGuWhbwNhgFZetgAxZ7kxE0vz7phqQ3/8l8Cmzf7w0jI6+SpcIx8puzZ4/O2qhXdguzt27NuYPKNVbiw8AQqpj6q1bLcSS46eRwplkHpFixjKCr6wAG/OJ85k7WgKkiOSb3ugDBTtGleaxV1OSo3lAE0LCc39RdfBB56yP1lnfbty9bH1lnnh4puFLp5HzuWjWxXK6lV1DSwxfL/mNaMChHrFaIYnT4dTyFVlpupomNcN2HLN1XL3+Rklg6lVCbW1T5bxYKORx7xm+KZM44GQpep7Sctl6UxaNCkFQb+/fzn7rq5OafsLyxkMzqEQJSuGwRcU1NunjEYNlb3PPqArZOK3Yz14JCYBRnwdDCCda1PiFJAUd78kSPhOchyhQB6iF8cMiKsRVg/TVU5O+tznucpXu3Iek4bs4GXjJtQgwSF7UKDAPejMtkjyhgvtJ/zrKZFgC/vt7Jl4bvakTxwG+Ii572nqIwxUB8zgvHzJwUAq9wTYJiuXC74IZcDhZ0fypXLQUb3PY+31cmqfB0Gbzz3nIsKBrIbiL4TyIKAWi1riTl2zC8eOvHsYOZve/b4jSnkIrOpY5iCSCeanhpFt+WJEz4Iyrqgtc1sDtb9+7OZLsjrpPWQ9yjY2L0731XKfqVQSdENMQQKaCE+dMgHNankWQGsJYuWhzILQF9f9nOSZPuPZX3zTeDtt119lpeB7m4H4j/zGZciKmTJIBC2mSiYW1Ndwk884VOt/fN/nuXyWa6etUCGuKA6TkNHYdfr2bFhF1Ib3Gk3Fv5eJrpbFZkQXzxPoYxtDCzP7GzWQxGz/Cmnl+BcQXwomt16TVTUot7X58Gqpl20WRxCbQz4dn7hhew9VCCYnYaHzISCkayoosSAxF27/HrFctq60zrL6zhWdu8O87JVbP127y4H8Ji7mM+27nkgvF7GgJE9eU8tjRZI2PEYGm95QV1DQ62KlX7W1JWaHSdPimhuawkOC4ntL6B4LPE+IB/U6drBsmqbaZk5j2hYyKOu5AE+/q7UKaWpAHGrcztiOfSh+tsyaZmLjmyOgd3QOPwkAtx25J4Aw9VqawJ7gqYTJ/wEYbLyWs1xLmN8Tj6DQRn2XdYycOxY8UBSbtPwsNtUyK+bnc0eFatHiioIs2VUMGs5T7EMFeTvaiJwTZsVO2t+etplKlCLMtuT7lLlLmowHMvAwEE9GjrEHYyJPWCDbcJ3M2Xe0JADmidPujZW6z6t0zFLaJH7a3ra8xI5ptiXDzyQ3bzStHXBnJlx9f7KV9zzeMgF21wjwS3Qp6KXJI5nrMoVv+dBCcPDwI9/7K13VEJCUdjWgpfXBvYobLWgxXjIofyfqlTalHSUIvBjyxiLxmfZQvXSOUXrI8usQT8zM/lWJu2H2EE4du4QrHKuHz/uLLW7dmXTQCaJu5bjLrS5cz6xT3fuzAe5yk0vEqVMEZRyfutzNWWkDfAhdYhBnhowWsS1tcqUilJOpqd96rO9e51CoNQItsW5c/EUeIA/zS5kiNAxoPSzULktVU+/o+QBMnvUPA8RCpVNJU9p+iii/rWs4+PZVJLcF3gmgN4TAumxzBLWgwP4NJ5FgDFPbMyIUhpC8ShlxdKw9G/R9esVGpnYTsQAMZ4yjXJ3Qmn6KOVTDYZDHcTNg9Zhust//GOX9oqg88c/brXmWlErhx0Q3MQBn53Alk2BTL3uXUiA21RiNAc9+UmfFwJvlOHh1vYIHeTBuljAa7VTWxcCLC48tMQTCJ896/ms3Lz5DgUIY2PZ05PU9Rez9l644KLhv/nN8OSzgObw4azVJI9OYoOVyNfkASAXL/rcqcyScfWqtxo/9VTc/RpKM8XUbnNzDvRwA6fSoAu3LpK27GNjrf1NYEGg8cu/nL9x2vpyzpB7DuRzEHXcx94RU3T02lOn/LycmfFHTYfEgiLrIo/xj2MWNL1f62M3UZbL1tPWz1qFY4oFcxUD3to0O+t48UND2VzogFfO+W/AjQGWlRKiCIQsoYODreUvY9lUz4LGY1SrreslQTABMSlLQNioYEXpASGeL5Bt32rVrSuci1u2tHJwNQgw5u1hZp4QVSZk4SaQiElsfykCOHNzrXOcbZFnRVyrRZcca+vNahfshIJoVWnTv8oj1/dpnyoXOpRZIubB2b/fKZBrKTOfa9+jVmdgbaAwBEZDz9C2D60jsbW1CLiGjIe1Wrz8Fqx/VErVeuVTDYZDWi87XC2rhw/7jAXPP++P552ZcYCHic8BN5CYKs26KPV9Tz/tLbsPPhgecFo2ckFDgXUaWETLaSylkXJ1AbcwnzkDPPlk6/OUhxsK/tDgBaVE8Bm8jlQFteDwZC/mDT5yxL+PkfsquqH097v7mLcXyEana9sdP+42929+s1jDHxlxNANdPIvSu9Vq2VPHlIv7rW9lLQGA+7daEEPPZP+RNz066sq1ZYsDXARd9TrwhS+4FFfcdK3EwNTly87KptasPXtaqQbaFjrGOX5Y33PnHEDSI0HZbjp2pqf9Iq2nIFqKgnWD6vP4O8e8utzpzld+eRG3jzI3lwWZgO/bvIwELKNSMPT92g4hy56KBv6wDewGz7IQeLDMTCm1d6+zlNGzQQAwNZVN0s80fDqe17L0AAAgAElEQVRX6EI/d86P/RAXmIAvVhfdsGu1VgCo6SHZJkqBopeJ44wUqmo1mw2A7aFlS9MU702nGBlJcbvZxMFfSnGz0cSXvpSimTaRIsXCjQbSRgML1xu4Ot9As9lA2myg+tkGZi41cOVqEx0bGnjnnQaazSbev9TAK6camJluotls4L13GrhwoYmlhQa2bm0gbTbxxs8bGOh3v4/9dRNvnmugeaOJZup+T1aaOP9GA1/8xSbmaw1ceqeJjWji1lIDZ19L8bdjDdTnmpifayBFijRt4JWTTdQuN9HV3QTQQFd3Eyf/oolm2sTyUhM7dzWRpu7ztWtNvHyyiaVF93n2chP/+4+aSNMU3d1NTM800dfXxOho6sqUuvb4r3/rf0NP31YUSR7gU2VGx3iRpywkIcs+x8zsrA8UvnDBU9porFELJd8d8izZ99k5wLEUOqa7qMzWysz4B5YT8HOsXVDIuRvywNr1v6jt88BrCLjSK0xRT/laM698kuRTDYZDolqMAr6hIX94we7d3qLJE8r0/j174pHPlIEBzyVVy6cOaA78Ws0tAGqpHRjIciWTxP9O4UKhFmwFJsoZUqtttVqcN7Fa9dYM5UTZ9puZ8YuARkvTUk4erx4VfeGCUzrm5lw7v/NO1i1LXh/BYl4ELdujzIk81apLI8VnMmMIkG0PUhtYFlqvSDNQ69HMjFeQzp93YOXsWeD3f99t6hcuOJc0FaiREd8n9bobd0olUFDNf4fcZEUWSLYL++j8eZ9SCvAZS+z4TdMU20dS3L/dbaSnx1I88kgDN26tIG020UQDS8sN7P+iAxfNZgPz9SZeP9PAtqEG/u711e9vNTE/28DbbzqgcH6ygbd2OOCRNhuYfMP9ffDBBmq1JgYH3HXNtIFLU+kqeGli9koDS7NNbNrUwJV3mngraeDN8RSXLzRw4v9pIE2bqM810bfZgZR33m2iWm0ibTZx6mdNjGz3YOXKe030b2zizUYT515PsXCtgYsXU/QPNACkOPs3DfQPpOjqbqKn2wEOBygcsHj3vSbG/6aJjV1NzMykOPt3Hqg00ybqcynStInjP0nRBH9LPwAlKdzfGzdT3LzZxPL1FBu7m7h+PcXGruYqQEpxbSnFi680cfuZFCma6OhIcfx0ihs3U1Q6mhh7D7i10sTCtRQ/eyvF4lKKjg0pgBQn/yxF40+b6OoGbt1u4t+cweq7gZu3m+jcADTRxPXrwH1dKVKkuLWSoqMzxUozRSOFKwdSNP+vFCkAVFIgAZr8PnHXrDRTJK/B/a0AjTRFegFIK+6+5okUTcC1wZ+4e5oAmgDSf+2uaQBIEyBNVu/5U7i/SYo0Wb02AZrnVr8PHDP/gbwQ+f6n8Vt+50fmC+OOx89y3gcAbwW++8vVvwsAuN5fynnGBgArq/++Zn6byrlvCK4BAWAJAGMSDMD7zpXvlwLDup6MjTlFSjn5ZU89C0keF5p0udlZt15+/etuHd2yxa2PVAIff9x9LmMBtQomP5MCQyAZ8toWld2+Xz2LNDqQI1+UCce+Ry3CNlDdxkdwT6FojMdawSppeMQOfFboIKGYh2A92Ss+SknSsrm67oA89thj6auvvvqhvU8lzxVMS9Phw+7v/v3AM8+4SakcIw5K5VMCWbckm5NAloD1u991QOPVV5v40pec1eL4iw0MDTbwxhsNDPY3MLi1gZ+/0cDuB93m/YUveMDh/joA8Xd/534f2NrAX7zUxGc/08DcXBNp2kCKJvo2rQBI8fOfr+DAoykuXlxBghTVagNzCw08/MUmXjvjLBjNZhOvjzcw8pkmkDbR10dQ4gDFxXccENi0uYH5hRTV7Q6AzM03sbjoAMjsFWflQJris7/grl9cbGD5uvu+qyvF2xebGBpyQOL991MMDTsAcv16EzPvN7FjRxPXbzaB1F27abP7rauria6eJm7fTrHt/iY2bnTf37iVYnGxicXFFPd1NdHZ6QBId3eKnt5mBoDcvJXi5u0Ut2830dGZYn4hxea+FIvLTQwOpmimKa7fcM+ZW0ixebP7nCLFzdsOSPT0NnHzFrDSaGJjF3C70USlwwGM2ysAKimSJEWapLh+PUVXb4pGE6h0plhZST8AEkknQUGKW7fdpu/K7kBDI3UgABUPTJoJgMRdQ0DRSFOkFQcQUrh7Gli9LgGaqYCSRAAGPyvQSEoAjX8v65IkXcWU6QfYMv5Zr0eS/V0+J80ElQRImkAlAfDB58Q9Y/VaIEEnPydABQnSBtDZkWT+7d6RIEGCtJGgs8Ndm8ANko4OAI0EaZqgkiYA3P2NlQRd9yVorn6fIEFjBbivs+LuTxI0G3xmAv5380YF3V1AT1cFGzYkuHm9AiTApu4KksQ9e3m5gs29yern1e+TBEtL7tlI3N+N91Vw+1aCLVtW31lxfxcWKujuqqC7O0ElqWB+roLBAffvi+9UcP+2BL09Fdy4UUFvTwWVpIIrVxNsG6pg9moF9w9XkCTu+zd+XsHWrRVsv999fv9yBdXtFfeupIK3zlcwV6/gF3ZUMFuroHdTBZt6O7C8nKBa7UCCBAMDHe55lQ68804FO3d24OLFCnbtquDixQ4sXKtgy5YKksRdlyQdSCoVDG51n4eHOlCpVJBUOvDssxX8w3+4+jmp4K9f6cTAYIIvfKETExMV/OIvuns37/w8Kp0bMuORYDcmGkAJZAMFlQJIa3ER4MtznetvTz/travqhSFVyr6bXh5NgaeHC9l3PP20C5z+8z931meV2LHvyjsGslZh5gHmwVaM8dDYlyIqGsvNtIeKLbRNLb9dsYmm0MzLGhV7P+tJD/Xx49nDbPguBduWj50XEPlRSpIkp9M0fazouk+9ZfjPn/0f8N+9+j95IJF4QJEidZYJpFhJgeQnq7//v0ADKf7wjxxQwJlVgAGxYPxrARjPB4BF4j83E+C/+R+lUMcCBX1X/k0rQo67PSPvmc/Lq3/7AeipbBdX//5/gefLEcRBmV/9uxD4rVf+rZb0+1b/pgB+Qb7XE7E2rf4POAsJAHwhpxwrq9dtWH3v/QGgYf92ApUOINm4CjQ2roKF+4BKcxUkbAAqDQA9CSorAFaBACoOIFRWHOBIOhN0NuE25QaQVBJ3bcVt9h0Amp0JGg0gbSbY4ExqSJCgAwkqt4EkdVClp+lAwn0NoKOSIG0m6Kw4oECgUkGCmzcS9HS77ytw9zQbCbo2Jrh9M0FXF4FDgg0d7qqlRXdPcyVBo5lgU08FN2+667q7HMRpNBLc11kBkgSVtIL7Nibo3ujuryQJkqSCy+8n6O1x4CGB23RXbiXo21JBT5e75ubNCqanE2zcUMH8QgWN2xWk7ino3FDBym0HNIaHEixcqyBJK9jY5Z6HpILbNysYqVYwcn8F719OUB3pcO1b6cD5867lensd6EiSChJ04PpyBXv2OhDyznsd2LmjgovvVjCwpYKFax3YtbOCv/rrCqrVDjzwQAWVSgVnxjuwZUsF165VsGVLB957r4K+LR3o76/g3Xc78LnPVfD5z6+ClY7O1TJ0OrBT6cDoyxXMz3figb+XYGqqEw/8vQrm5juxb28F20c68O/+XQe2DnfgS484EOKeUUHS0eF2y0oF0zMJZt6vYPTlBAODCaYuJB8cU05vxHe/G87iQA4wNyhuvLWae/wrr3huNX/XEzdVeY9F7VNiYMJeo5s+4PNK9/dnc7DbwK+BAec10vKGgu5sOTWo8uRJB2zomQoFQ1mDhZ6ip5x9LaMCKqabm6sDGAbeWgBqFRcM+wufc8CAtKfm/UBzI/D2LWAhAZ78JVefl18Gtj+aLcf0NHC1G6gBWOoH/rYOYDOQ9AHVPa1eKMDlEv/yf+I/b/prIBkBplcthht3ABdngd5l4O3rwC8/1NqOFFJoYhktTp7MfnfypKOibdvm6pQXZ2HFuvetRTGUlpJZRKan3fseeMD3k77bAnBr2+O7GfswN+fqzpNZz5/Pnhwai70hve3wYe/NrdXc+ONYmZx045qW0VCWC9vW/J7gnFQt0sJGRrIUEsr+/VkOd6gtY0HBWk+tt20zzcnNoFENMCfFKRRvwefPzLg0s8xS83GWTz0Y7u7ejCo2fwAkkjT5wFqRNhI0m86a0Wwm6O1OcOsWAUWC+zoTXFtI0N+XYGWlgubtBD09CW5eT9DTU8GNZQcoersT3LjhAEb/FgcClpcSbN7kQEnjduIAQa/7u3J7tTRJgk29FSwvVbDxvgT3bayguyvBrZsV3L5Vwfbt7ln1uQqGBitIKgnqVyvo6algvl7BZz+b4Pz5CnY/WMFbb1Xw0EMJZmc7cP82ByQuX04wsr0DP/tZgr17O3D9eoLr1ztQQQXXbzgg0dVdwc0bDgi88UYFX/5yBZcuVbCpz123uJhgebkDV65UsGtXBzZvdlaJSpIAiQMM09Md6Our4NpiB/bvr2BurgMPPVTBm2914N13Kvj1/7AD585VsGePu/7f/Gkn9u+v4O23O7Cw0AEkDqQ4cNKJnTsr2DrUgbfeqgBJJ3Y/VEG93olf+zUHMP7mtQoeO+iAxthrHZiYTPDUf5nE8zDBbXA8cpjBaUrNuHgR2LHD/x0YcL+fPQssLgL/5J+46/RQkDR1i0Sa+sCMJ54AfvQj4Hvfc++8fNmBHHXHMdsDs0ookAi5uGilUb4xLQLKodMN/cgR4Pvfd/+2qYVCICemwYdAGUWzAnwRrh7HjrmN6zvfyVqXbH5kzbJBD8qOvUB3LRvcuP2L/h5tn+PHgU2r7fb5VQvPyhJwpQK8dRW4uQXofwj4uylgedNqPut9rYE5ExPAbzyVb7k5Q47+BqBjCHh7Hnj9HeDX/lNXzge+5K69chvYtgXYMNj6HEr1c+45j//y6imMT/o+0c0uFLjGoEEbJEg3M4GvZruJOf50swwBmbKuTsvHZNkGBvxnbqSAe+fcnPv94MFsDmJKLBCOz2DfkWak1knrKiZYV0DB58cyULDN2Aaabg7w49gCCgWGR4/6MoRiCEK8TTvXrJw/n6UXDA5mY0k0j7QeWsOAUwV59bpfny5das0vvmnVQPGTn7j6b9rkPafDw14xo7z4IvDFL/q6sX1mZlzWjscec+V5+eVsejuWU9PFMYi4VnOKyOCgp9v98R+7a7/2Nff75P/f3pUHx1lc+V9LsixLtmTJltBhg2VO28tlnGwM5t4NhspyhCJlk6qlskuoTUEqyWYrG4pkK6FCsWSzW+FcCnBYdssYktgGVWJbEMuGiiVAkmPLWL5kSRgjj25pZPmSrN4/fvPonk8zwuNLkuf9qqbmm2/66+N1f92vX79jJ+cagHWSqJft7dw8bNlCP93d3W6+FxerANeBbdtcvevq+Fvm7OZmtnvlSucyMj8fWLECyMwkMywbwF27KN0VFcDcXHoFEnUHqevzz/P+/PluI2sM6+VHGTXGqe/t2cO16aqrgPXr+bu3F3juOeC993jfWqrkrVzJcSAeODo62DehEOsXCrl+LywEXn2V6hk33URvNZs2Af39pLE4G2hqYn/W1LDs99+nMa/YvkgAJylPDN/XrQOGhpQZHhO45es/xC1f/+Gw+0GPBH7AgqChjhw/ANEMRW2tOybZupVMlBzxiO6Nv0D4Lt0Ap4oBOJ3Ta74UHTghyMDI86JblD6N32EAt9zNAS6T+UWRtn64C7jrgWiGyfdBXF0NpBUAmf3ApBJgykSnS1tRASzwGK8LA34TN28GMkscjaRuB9OAwkuBxk6gewjoGOAHAOb+NZCbD+SeTzr98Y/ADdcBVyJaT/rgUHQ/fNzA51MnAe94VsBz/4rSkXg7ejnWEglcdbUz2BG6+oxbURGtjEVfvLDQhd9etIj3xCezBCTwjTMltG1hIceAP36CjGhlZbQltPRr0H+pPN/ZGe1BwA9GIYZMANDX565FAiLtj2VgFvSaEc9tkU/fUGi4RxBhwHx9cYATvC/JEfeBIjkTHf1YLsv8sS/1lLDkLS1u8geAvXuZl2xkFi3i8WVbG2l75ZXOYA7ge+tHBQtCmJZYGxExsJU2iSQnHoKGN9XVvF9R4cZXcTE3MlOnOqmT0FvKFnpUVkbTJnjEO3cu2x3L1sBnIOO129/sxPLW4Ld182Yu0uJLWySL8r60tPCdstb1tUiQfZdNX2SJLnk0Nbk8Skvdka4vvRIGWNoo9hgyrjo6XFAQYLi7R19PM5atx0jHv9OnA6tW0Xi6vt5thoPrSyyjWIHvoai9nYyKXPuSQYHYqUg58t/y5cBbb/Hd6Ooizaurea+4mMGQ2tqAe+6hf/MFC1jnWbM4bzQ1Aa2tLp/Zs10f3H0334uaGvrXljmmpob55OeTaVu2jMzWunVcJ996i+9iaSn/e/xxoKwMyMoi81tdze8dO8iY7d3ryn32WTcWhoY4vzU1kXEuKAB++1u+G5df7qJ39va6k5cvf5nt3L2bv/v7+dy8eby/eTOQkcF6rlvHMV1dTZ/vK1ZwE1dRwfrJmJIx/c47rg8OHiQDm53N+TgcZtqXXyaT/eST7M+uLuDwYXqwArju9PWxP+TZ9nY+29rKtjY3u37fsoVz8cGD9EU/aRLpVlPDua+xkTTKyWGbJK+SEgZeqqoC9u+nf/v6emBggG09fJgClUOHgOPHgd//nkKco0eBv/wF2LiR+V9+OfCjHwFXX838a2pIx5wc5jEwwLyffHL0VSZGQtLoDPuQBXTfPr6QQPQxUFubO67zrc3lJc/JcYuvLADhMAfjgw9GOyz3F2qf2V68mC/1vfdGW2WLNa28+IBjjJqbWTbAF8YYuhSbO5cToTD0skhJvqLUDwzXLWpp4WT0pS+5hQVwefnpgeELlRx5ym7bl7b29LgoSPEkmIBjRP0jTGC4rhbgGOOgrlgs6Yr0tb/pEf+id9zh+hmIjvon9BYJ7ttvs1/9Y1xZpJ58kguCtN9nMnyXSrKoBo+oKyqcpMk3tpDduz9mZBe+ZIkzKPE3Jn7bfVr6TGiQxlKXeEyIf0Tv67T5/bZ8OSdcObIXqcCuXcD998c+zmxpoQR91iy+ew8+6PohyBz571NdnZMcx9rICEQ6Bzj6+vW97DJH1+BY8uni08HfqInXGdkMA4nlBTimRtQM1q7luBOdwyATLlb2UlZDg/NH7SNeYA+pv4xvX+cwWGcfMi6/yDJe2ilzQizf7r4+ZKwy/fEZ3JQBzrsPwHnLP+KW/KWfJT/AvUdAtJ4lEC3xlHtBndjqarbpoovcpiTovsxXOSkvJ9Nz9928J8y7r7Yidfb1Xf3lWPzrdnVxLt29mxK2pibmU1/vNvWAO6UCnGePjg7goYfIlMyeTcYvNZVMVW4uGaeeHuDIEV4PDPD/Q4co+Tx4kMxyXx8Z1YEBfqzl/enTOU/19zO/oSE+39VFbzIZGcxbmNaUFDJWsZCayv9SUpg+FiZOJDMmaQUp1PbC8ePDBQkAkJYGDEaMFLOySI94ZSjODB5/nBuRsy0lVp3hOJAJ1ndhBXCXlJ/PF1uc/Pu+VOfMofQGoMSmrY2MsOS5ezdfVP+oqriYC6ZM0IsX80Wtr+ck2NsbLQUDhkuh4xns+RN/UMopkMVIGDyRpPnlFReTYfXdoPlM6Eh+RgHS0HeWLxAJje8Wypdg+v0h7tOCQRFE60F0tcSjhO8eSxaikaJGyeIlDvdLSzlZ+ioJcpQrUiM5WpQIdT4DXF4ePTa2buWmyqdD0F+pTzs/SpEfVUoYXXFVJ07bxZ1WLHdw8XbaQYmfL10M0kfqMpLrHNEx9CVlIv1rauJiuWYNN4Xixm9oyOmW+cfkwtzJgtXWFs3kBL1kiCN+sdAW+kg9jXHSaTFqAbhAdnZGj8vaWjLuEngBiK2jGnSm79fHf68rKx3jFYvpB9xRp6/vKoyttKuoiJuH224bnocEzACcfqwx0ePXf2fj6fr6qgLSfv8EKp6aiEjwvwjCvNfXcz4Fhkf7DM4n8cav6O3KUa5vZS/9L5LSujoKMcRFl7QVcJJBmYPWro1mZMXvuO8LHBi+kZR7QQ9CMif5hlAHDvDdvfJKN++I3/RYBlpCg2AwHV83d/lySvBuuYXtl/DrwfXDlwYLDh/md6NvP4Lh8+3AQPTvgwf53dfH7/7+6P/7+tx/wPBALUNDZKoF1sZnhAH330hM6tGj0Wn9svxyghBGGBjeDsXZwYUXjm11iaRihn1Jw5w5DJOcnc0jjgULnMpAOOzCBQOOgQUcI5WfTz0Z2bUD1KvKzeUC7DM8tbVkdERyJJP6Z585N2TAcIZsJD+Cwoz5E2IQkq8cGftHrn6+Ehs+VkAAnymWZ8rLyfzLZmLFCjJGeXlOAg1ES/CCEj6BMLpSvi9FEx1JmbQlopswYd3d7MOcHG4sRDJdVUWJWVFRNGMgDvcFPg38iIMiYWlq4jPSTp9x9iFHw6JG4OsICqPrR47zpcu+0Y/Q35fWtbS4AAjSZn8j59My3sbFv/ZdBcbSWwwi6CKvqsq9N6JX2NJC5ucnPxl+glBcHNuxvQSoaGnh9b59LtS3D9HjE4ZxzRp3FOtvGuS7vd3Rq7OT1yK9lcV66lQyaTffPPzdkXdO9BFFHxxgP9bVOR3L2lrW25f0Sp196b+MX39DFWsDe+gQN1R+MAe/j/ygGuvWxWasRjKYkbnGfyeDUbL8eotKQk+P08H0Q03HQnGx840tfsn9fpUNgR8K2X/nJTiQBOCQecvf2MvJgehaNjS4OUyOgH0f6TI+du7kXOFvnKX/YpkbtLS4cNHd3U5v89Zbh0uShe5vvgnMmMHxFg7zWRnjwqQFJcDBTahs4AE3f5SXc71Ytszpl4qbsFDIvWdC0+5uYNWqQVRWfgrxOXPmPkNnoQwta3yXVYJvfnMlvv1t4JFHgKeewphDUjHDvjFGZSX1W0TRvLOTjJwcQ/qGUm1tLmqTHHeJ/8MdOyipEd3RYPhZkWjcequbPMVwaPJktxhLCGhhbmTyFIbJN0YBuAAAjuH0J3Pf8lryF2YmljRGJmbxIxmUAAcXbQklvHgxJdMSLGLaNP6/c6c7AvbrFdRLLS6m5EboEtSZFZ3KpiYevYpfYjEAyc0lHa+4wqkbyNG4v6EAXGAL35hNjskLCsg0iTrAn//spNWyAPoqDNOmOQZ20yYe1Ur7QiHWSY7SRYVkzRou7OKCR/SFe8VLR6Ssl19mfSZPduo3V13l+uSjj5zBiOifypH5I4/E1mcMhRwT8sknI0uABS0tfE42HhL4Yvt2MjvXXgv8+tcs+7rruNlbvpzt6+yM1jNtbHRqFrLYX3EFx/u111Lf7JlnouviMww1NWQEJk+mtKq0lKorQaYreHpSWcm+mjaNNF2xgn1z7bVk6KdNYx38TZoY4Ij0VhgPUT2oqQFuv93pLL/xRvQxd1sbv3fsYD/LvLBypWPSJVR2XZ3bWAI8lt60yalAVVayT6U/jKFPbhkrMgbLy4cHEgFIbxk3sqHYuZPl19aybqLrKGWsWkWabtvmdA3DEQ8yW7a4jYFIbLdtc2VLf1nLfHp6qPIhjOyzz7Lfr7mGY0Wkv6tWuc3KwoV8l5uayNzV1TFdVZVjPGWOaG526S6KGEg0NPCdkjr39rr5RebwhgaOUWspvV22jGNLGOjmZjd/paRwjPT2st8vvpjP9/Q4nVh5l40BPv6Yz82Zw375wQ+Yx+WXs54yrmVe3LGD77P0mYzBnBzSduZMzj+dnWSyU1JYdkEBxyLgNg6i/97eDvz850BHRyuAGDHqFWcJ5gQ/KQmkPdXPmS4rJc71FADc8L/2mjLDYwKhEBcImXxFZ0+UzX3fgf4iKQYalZXRoTXl6D0cHi7ZLC7mxFVU5I6KN29mWb60Mz+fk11vLyfMri6nc3fggLMKlW9Z6GXhr6pi3WSSbWtzjGh9PT/XXecklpdcwjLnz4+ehAFO4L7xhxw/BxknmYg3beJC0t3Ntgb1GEW66zP3r75KRi8vj21ub2d+4u5GnhPr1XCYEto9e1j39ev5u7OT98RZ+/Ll7sg+P59HMnLk6B/BixscYdzk+eeeI7NXU0N69fSQ+WhqYp90djpaA07/UowWZaNjDBmVTz917QmHuZBJuoIC55+ys5MSt4YGfvf2so8bGthO/zi8sNBFSjTGLZhr15KJWbXKuZmSDZ61bGNDgxv/otcoTM26ddH62Rs2MP+8PDJPZWU0hpo7lwz1vn2ky/r1Tq+wvJz1DYdZthjRHDgAvPIKy7zjDjIfJSU02hADwKefZjuk7h0dpMWGDWTCZs/mmGluZpv7+1kHgHXPyeF47ewk01tWxnHw3nscV1ddxbLKyhwjVVbm2iGnC599RuleYyN1HYWBlff6gw/YxvXrOUabm53u87vvsr2vvMKx0d1N1YecHNImL491uOQSx5wXFrKexcXchB05Qgbt6afJ3BjDcZidzfqtXk16795N+mVnk0YlJcDSpezjjRv53I03sszubmcf8c47bNuSJaxXTw/wxBPss5tvJnMvBk9FRaT7hx9yXA0McAyHQsxj9my2a8ECjvf6eo6DP/yBz4bDfB/uvx94/XWmramh3uCGDcCLL7K/9+4lPT75hLTft89JVq1lna1lW6WfcnJoxFNczPHQ1wekp7P911/vDAo/+shZwxsDHDvm2lFc7N7r7Gz+/9pr1CndsIH1kPkrM5MGRIBre1kZx+GNN3ITLhuLJ56gakJ7O8dHdzfHyKefOtWDrCzScepUzqFVVSxr9mzW58gR9m9KCmnZ2kpVgPfe43z7wQek5caNfFd+9SuWtXEjxwY32bkAXsX4Zq7Ga1mKIDIygG98A/je90a7JrGRFAZ0mzc7icjbbzuDMwn3e9FFnLS/+10yVN3djgkQPWJBWRlw552csLq7yTwtWkQG7+abnYV/fj4n9r17aUUrxmSiGyqWqgDznzmTaY4epe7xLbeQCXj6aeDRR5nu0LGKf9wAAA16SURBVCEyDt/5DhfSefNY5rPPkgHNzaVezp49nEhnRnz77tvHheorX3ER2CoqODEfPEimUZjapiaW99OfMn1KCtv03HM0sMjMBM47j5MuwMVgYIBpP/iAZc6YwQV/1iy2taqKi9fChVzUVq7kQnTkCF+Qo0d5nZPD/DMzmff+/c590NKlLPOKK7jwSNtEyrtlC+k+dSoXxa4u0n3fPub9y186qd+sWaTf7t2sU2Eh8ywp4bP9/Xx+xgz2iUjDuru5gAmDlJPDMbJ1K58DuNjKBqepifTu6GDfHT1KyVIo5E4VJkxwfXv0KPsgM5N02bULuPRS1qW01J1KlJaSARCVh7Q0MgNz55Jm8nw4zHHW0cHFeXCQunaTJ/N3SQmZl4kT2Xf33suFvqvLGclkZbE9oRDbO38+pV/hMNPMnMnxKxubr37VSbYAGrocOMDvtDTeb23luEpN5XMtLbyeONH1/ZQprG9PjzN2yctjXx45Qubl8GGOs5072a5588gQDA6SngUFLEuOybu6mE92tmNKhoZYr9RUlikqLRMmOBqIYZEx/M7N5fPCXE2YwHr39rrnxHAoiFjGPSeCkYyKBKmpzFsNgxQKxVjDWWQ1o3CiBnRJwQx/7WtkpAYG3OKVleUYucmTuUhlZnLxtZZp+vu5UKanc6Fsb+eiJM8ODvK51FSnoC9Wq/6il5bGjyj/ny2Sn8gCqlAoFIoziZPR1zyd6S5AEh4CK3Dym+/TjSlTnOrS2YZ6k/Dw7rtkggUDA9GGREGrWcClHxx0kiaAzKWv52lttKWqXPsDUPI421BGOBlwphdSTTd+042HOp7r6cYCQgDO+/yXCGwmTeI6NzSEqPXKF6KMJFBJT+d/sralpzO/rCyul6K2J3lPmcKy5cQqFIp2vZaRwdOeY8dYt7Q0lt/Xx1OjlBQKro4dczYhU6fyNCgjgyd8n33GMgsKeMpz/LhzpTZ7Nk/bzjuPeZSU8HQuK4snXvv2OZXI7GzyCYcPs5z8fNZf/JgfO0Yh2OHDTpXyggucf10g+kTr0CHSR4RiU6cyrZxUHT/O+lx5JetUUMCTwKIiJ0Tr6qKQbsYMngCGw3xmyRLghRecatIFF1CwV1MDPPYYDZvF5zjA02Q5CQWcATjA5+fM4Qnh4sX8HQrxBC4c5kn4+ecDf/oTT1Vvu42qW4cPU6d+9WqeJG/fDrz0El0LPvBAbBeQYw3nrGR482bq7r3/fju2b9+L0Z8UNZ2mO915Ks5dnA59Rk2n6QyA+wBMAoCY4YqD/r8FwfvxvJTESysGkmcK8eqkUPhIesnwm2+SGR4YWAvggdGuzhjDWJ20T3e61NOc33hos6Ybn+n8tArF6cNI8q4gMxmPuUzkftBv8pmCMsKK04lzlhlubBQn4rcCWIOxtfCN5oKri61CoVAoFAqF4Jxlhn/3O7kqQVpayYiRbxQKhUKhOBuQ8MaA8z4S7/94mDABw+xVBKLnG8+jiUKhGI5TYoaNMYsBPA2eR79irf3301Kr04yMDA3BqDg3IUYrZxMna6EsEcNiGeSIUY+fFnBGNampNDLx2yteXdIis1hKSvR/4lNWIOlTU11dBgZcWvEDnZJCAx4/vOykSbzf3+/qlpnJ39On0yB3cJBppkxxLtsGB2kAI67g0tL4nxgupabyW/wuZ2Q493KHDtGgpraWBizp6XQHOGsWr+vq6Npv4kQauZSWsj2ZmTS2ycsD7ruPgoHGRuCGG1x7entpeLN6NV3F1dfTH3A47CIGTpzIzzXX0BXh0qXMZ88eGvHMm0djmu3bSYdLLqErwYoKMnMlJTRokv/ED+8bb9C/sDy7aFH0WJDgGAsX0i3jPffQxWRjI68vu4xH8K+/7txlLlrE/pLgG/n5NKj6xS+Au+5yeVdU0M9pcTGfb2qikVF5uXOXmZvLMgoL+czGjXTTGArx986dpJUfrU+iEopv81CIdfR1cIHh0QnlqN8PSuPfj6XTG+t3rDwVCsWJ46QN6IwxqQB2A/hbAPsBVANYaq2tj/fMaLlWu+8++geeNImLQKzFXPzdim9VsQQFnE9UWcinTuWkefw4/0tJYbrBQaZLSaGT/9paLowpKS58ZkaG80va2so6SYSrY8d4ff31LvLZ0BAtS/fvZ93y8li3gwc5eU6ZQmfug4NcYMJh+oHNzuZC0dfHhTE9nQvFxIksV6xfJQDJ1q3O68WxY8w7PZ1pamuZn/yur2cdFi9m+c8/Dzz8sAtt/cILdGfX2MhFobWVFqXLltGit7GRC2VODi1Qt2930pDKSjIAgAsO8PLLXGQk+hngFlKxiAXIDGzdSh/NFRUuglsoxMWrpsYtyD09TC8LaE0N8K1v0V/07bdzEZZABTfdRKbh4YdJN4m6JUFLCgu5YEooarnvL5oAnwPcs+XljEwlkAAYwZDVQOxFUu7Hgv9/rLxipf+ihTiY9nRDF3KFQqFQnE6ccT/DxpiFAH5mrb0t8vtRALDWPhnvmdFihhUKhUKhUCgUyYUTZYZTTqGMEgCfer/3R+4pFAqFQqFQKBTjAqeiMxzLLcEwMbMx5iEAD0V+HjTG7DqFMkfCdAAdZyjvcxVKs8ShNEsMSq/EoTRLHEqzxKD0ShxKs8QxFmh2wYkkOhVmeD+Amd7vGQBagomstS8BeOkUyjkhGGNqTkQUrnBQmiUOpVliUHolDqVZ4lCaJQalV+JQmiWO8USzU1GTqAZwsTGm1BiTDmAJgLLTUy2FQqFQKBQKheLM46Qlw9baQWPMIwDKQddqv7HWbj9tNVMoFAqFQqFQKM4wTsnPsLV2DRjebSzgjKtinINQmiUOpVliUHolDqVZ4lCaJQalV+JQmiWOcUOzk3atplAoFAqFQqFQjHecis6wQqFQKBQKhUIxrjHumWFjzGJjzC5jTIMx5sejXZ+xAmPMTGPMBmPMDmPMdmPM9yL3f2aM+cwYsyXyucN75tEIHXcZY24bvdqPHowxzcaYbRHa1ETu5Rlj3jXG7Il853rpk5ZmxphLvXG0xRgTNsZ8X8dYNIwxvzHGtBljPvbuJTymjDHXRMZmgzHmGWNMLPeW5wTi0Ow/jDE7jTF1xpjVxpipkfuzjDGHvfH2ovdMstMs4XdRaWbe9OjVbIzZErmf9ONsBL5i/M9n1tpx+wEN9/YCmA0gHcBWAHNHu15j4QOgCMD8yPUUMHT2XAA/A/AvMdLPjdBvIoDSCF1TR7sdo0C3ZgDTA/d+CeDHkesfA3hKaTaMbqkAQqBPRx1j0e2+AcB8AB+fypgC8BGAhaCP97UAbh/ttp1lmn0VQFrk+imPZrP8dIF8kp1mCb+LyU6zwP//CeDfdJx93s54fMW4n8/Gu2T4ywAarLWN1tpjAN4AcNco12lMwFp7wFq7OXLdB2AHRo4QeBeAN6y1R621TQAaQPoqSJvXItevAbjbu680I24FsNda+8kIaZKSXtba9wF0BW4nNKaMMUUAsq21VZYryf96z5xziEUza+071trByM8PQN/2caE0GxE6zjAyzSKSym8AWDFSHslEsxH4inE/n413ZlhDQp8AjDGzAFwN4MPIrUciR42/8Y4zlJaEBfCOMabWMHoiAJxnrT0AcDIAUBC5rzRzWILoRUPH2MhIdEyVRK6D95MV/wBKkwSlxpi/GGPeM8ZcH7mnNCMSeReVZg7XA2i11u7x7uk4iyDAV4z7+Wy8M8MnFBI6mWGMmQxgJYDvW2vDAP4bwIUArgJwADwGApSWguustfMB3A7gYWPMDSOkVZoBMAy6cyeA30Vu6Rg7ecSjkdIuAmPMYwAGASyP3DoA4Hxr7dUA/hnA68aYbCjNgMTfRaWZw1JEb/B1nEUQg6+ImzTGvTE5zsY7M3xCIaGTFcaYCeCAXW6tXQUA1tpWa+1xa+0QgJfhjqmVlgCstS2R7zYAq0H6tEaOdeRIrC2SXGlG3A5gs7W2FdAxdoJIdEztR7RaQFLSzhjzAICvAfhm5HgVkSPYzsh1LaiXeAmUZifzLiY9zQDAGJMG4OsA3pR7Os6IWHwFzoH5bLwzwxoSOg4i+k7LAOyw1v6Xd7/IS3YPALGiLQOwxBgz0RhTCuBiUME9aWCMyTLGTJFr0GDnY5A2D0SSPQDg7ch10tMsgigJio6xE0JCYypy9NhnjPlK5N3+e++ZpIAxZjGAfwVwp7X2kHc/3xiTGrmeDdKsUWmW+LuoNPscfwNgp7X286N8HWfx+QqcC/PZaFrvnY4PgDtAi8a9AB4b7fqMlQ+AReCxQx2ALZHPHQD+D8C2yP0yAEXeM49F6LgL56g17BfQbDZo+boVwHYZTwCmAVgPYE/kO09p9nn7MwF0Asjx7ukYi6bRCvCIdQCUiPzjyYwpAAtAZmYvgOcQCZp0Ln7i0KwB1D+U+ezFSNp7I+/rVgCbAfyd0uxzmiX8LiY7zSL3/wfAPwXSJv04Q3y+YtzPZxqBTqFQKBQKhUKRtBjvahIKhUKhUCgUCsVJQ5lhhUKhUCgUCkXSQplhhUKhUCgUCkXSQplhhUKhUCgUCkXSQplhhUKhUCgUCkXSQplhhUKhUCgUCkXSQplhhUKhUCgUCkXSQplhhUKhUCgUCkXS4v8BI+qzfPPeV1gAAAAASUVORK5CYII=\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,9))\n", + "plt.plot(data['size_message'],data['duration'],'b+',alpha=0.2)\n", + "plt.plot(size_low,modele_low.predict(np.reshape(size_low,(-1, 1))),'r')\n", + "plt.plot(size_high,modele_high.predict(np.reshape(size_high,(-1, 1))),'r')\n", + "plt.plot(size_low,modele_low_mean.predict(np.reshape(size_low,(-1, 1))),'g')\n", + "plt.plot(size_high,modele_high_mean.predict(np.reshape(size_high,(-1, 1))),'g')\n", + "plt.plot(size_low,modele_low_reduced.predict(np.reshape(size_low,(-1, 1))),'k')\n", + "plt.plot(size_high,modele_high_reduced.predict(np.reshape(size_high,(-1, 1))),'k')\n", + "plt.ylim(0,90)\n", + "plt.show()\n", + "plt.figure(figsize=(12,9))\n", + "plt.plot(data['size_message'],data['duration'],'b+',alpha=0.2)\n", + "plt.plot(size_low,modele_low.predict(np.reshape(size_low,(-1, 1))),'r')\n", + "plt.plot(size_high,modele_high.predict(np.reshape(size_high,(-1, 1))),'r')\n", + "plt.plot(size_low,modele_low_mean.predict(np.reshape(size_low,(-1, 1))),'g')\n", + "plt.plot(size_high,modele_high_mean.predict(np.reshape(size_high,(-1, 1))),'g')\n", + "plt.plot(size_low,modele_low_reduced.predict(np.reshape(size_low,(-1, 1))),'k')\n", + "plt.plot(size_high,modele_high_reduced.predict(np.reshape(size_high,(-1, 1))),'k')\n", + "plt.ylim(0,15)\n", + "plt.show()\n", + "plt.figure(figsize=(12,9))\n", + "plt.plot(data['size_message'],data['duration'],'b+',alpha=0.2)\n", + "plt.plot(size_low,modele_low.predict(np.reshape(size_low,(-1, 1))),'r')\n", + "plt.plot(size_high,modele_high.predict(np.reshape(size_high,(-1, 1))),'r')\n", + "plt.plot(size_low,modele_low_mean.predict(np.reshape(size_low,(-1, 1))),'g')\n", + "plt.plot(size_high,modele_high_mean.predict(np.reshape(size_high,(-1, 1))),'g')\n", + "plt.plot(size_low,modele_low_reduced.predict(np.reshape(size_low,(-1, 1))),'k')\n", + "plt.plot(size_high,modele_high_reduced.predict(np.reshape(size_high,(-1, 1))),'k')\n", + "plt.ylim(1,3)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Le modèle complet et le modèle par moyenne sont très proches. Comme le montre le dernier graphique, le modèle réduit convient très bien au faible durée d'envoi. \n", + "\n", + "Le modèle réduit est de mon point de vue plus intéressant pour déterminer la latence et la capacité car il est moins sensible au bruit. Il sera ainsi plus simple de comparer la latence et la capacité entre deux connexions de réseaux. Néanmoins, ce modèle n'est pas bon pour prédire la durée d'envoi à partir de nouvelle information. Les deux autres modèles auront en moyenne même d'erreur." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Second jeu de données" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous allons effectuer le même travail avec un second jeu de données :" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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0123456789
0[1421771203.082701]1257bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=120ms
1[1421771203.408254]454bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=120ms
2[1421771203.739730]775bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=126ms
3[1421771204.056630]1334bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=112ms
4[1421771204.372224]83bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
5[1421771204.688367]694bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6[1421771205.005514]1577bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=112ms
7[1421771205.321112]632bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
8[1421771205.637464]405bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
9[1421771205.953472]1419bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
10[1421771206.269163]329bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
11[1421771206.585098]868bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
12[1421771206.901972]1714bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=112ms
13[1421771207.217863]1053bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
14[1421771207.533900]349bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
15[1421771207.851148]1598bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=112ms
16[1421771208.166794]1412bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
17[1421771208.482159]167bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
18[1421771208.798155]60bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
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20[1421771209.430586]949bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
21[1421771209.746729]279bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
22[1421771210.062322]757bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
23[1421771210.378113]1355bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
24[1421771210.694015]1151bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
25[1421771211.009670]237bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
26[1421771211.324856]1221bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
27[1421771211.640544]1063bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
28[1421771211.956109]445bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
29[1421771212.272504]1619bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=112ms
.................................
6857[1421773451.530711]234bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6858[1421773451.847515]231bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=110ms
6859[1421773452.163837]1495bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=112ms
6860[1421773452.479834]1313bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6861[1421773452.795239]182bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=110ms
6862[1421773453.111570]2000bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=112ms
6863[1421773453.427110]1396bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6864[1421773453.742351]515bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=110ms
6865[1421773454.058100]590bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6866[1421773454.373566]229bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=110ms
6867[1421773454.689196]806bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6868[1421773455.007766]422bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=113ms
6869[1421773455.324571]1939bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=112ms
6870[1421773455.639814]365bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6871[1421773455.954957]502bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=110ms
6872[1421773456.272951]1738bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=113ms
6873[1421773456.591915]1148bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=114ms
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6875[1421773457.231617]1534bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6876[1421773457.546404]1103bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
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6878[1421773458.177030]1219bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6879[1421773458.493444]1880bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=112ms
6880[1421773458.808864]986bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
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6882[1421773459.440517]1696bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6883[1421773459.756250]561bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6884[1421773460.071820]773bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6885[1421773460.387385]1009bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6886[1421773460.704382]1948bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=112ms
\n", + "

6887 rows × 10 columns

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"6857 [1421773451.530711] 234 bytes from stackoverflow.com \n", + "6858 [1421773451.847515] 231 bytes from stackoverflow.com \n", + "6859 [1421773452.163837] 1495 bytes from stackoverflow.com \n", + "6860 [1421773452.479834] 1313 bytes from stackoverflow.com \n", + "6861 [1421773452.795239] 182 bytes from stackoverflow.com \n", + "6862 [1421773453.111570] 2000 bytes from stackoverflow.com \n", + "6863 [1421773453.427110] 1396 bytes from stackoverflow.com \n", + "6864 [1421773453.742351] 515 bytes from stackoverflow.com \n", + "6865 [1421773454.058100] 590 bytes from stackoverflow.com \n", + "6866 [1421773454.373566] 229 bytes from stackoverflow.com \n", + "6867 [1421773454.689196] 806 bytes from stackoverflow.com \n", + "6868 [1421773455.007766] 422 bytes from stackoverflow.com \n", + "6869 [1421773455.324571] 1939 bytes from stackoverflow.com \n", + "6870 [1421773455.639814] 365 bytes from stackoverflow.com \n", + "6871 [1421773455.954957] 502 bytes from stackoverflow.com \n", + "6872 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icmp_seq=1 ttl=50 time=111 ms \n", + "6876 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6877 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6878 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6879 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", + "6880 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6881 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6882 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6883 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6884 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6885 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6886 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", + "\n", + "[6887 rows x 10 columns]" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_url = 'http://mescal.imag.fr/membres/arnaud.legrand/teaching/2014/RICM4_EP_ping/stackoverflow.log.gz'\n", + "raw_data = pd.read_table(data_url,sep=' ',header=None)\n", + "raw_data " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous regardons si des lignes sont manquantes. Puis nous les supprimons, comme leur nombre est faible." + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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6874[1421773456.915868]294bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=119ms
6875[1421773457.231617]1534bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6876[1421773457.546404]1103bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6877[1421773457.861499]1121bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6878[1421773458.177030]1219bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6879[1421773458.493444]1880bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=112ms
6880[1421773458.808864]986bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6881[1421773459.124524]357bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6882[1421773459.440517]1696bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6883[1421773459.756250]561bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6884[1421773460.071820]773bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6885[1421773460.387385]1009bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=111ms
6886[1421773460.704382]1948bytesfromstackoverflow.com(198.252.206.140):icmp_seq=1ttl=50time=112ms
\n", + "

6824 rows × 10 columns

\n", + "
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+ "15 [1421771207.851148] 1598 bytes from stackoverflow.com \n", + "16 [1421771208.166794] 1412 bytes from stackoverflow.com \n", + "17 [1421771208.482159] 167 bytes from stackoverflow.com \n", + "18 [1421771208.798155] 60 bytes from stackoverflow.com \n", + "19 [1421771209.114480] 1038 bytes from stackoverflow.com \n", + "20 [1421771209.430586] 949 bytes from stackoverflow.com \n", + "21 [1421771209.746729] 279 bytes from stackoverflow.com \n", + "22 [1421771210.062322] 757 bytes from stackoverflow.com \n", + "23 [1421771210.378113] 1355 bytes from stackoverflow.com \n", + "24 [1421771210.694015] 1151 bytes from stackoverflow.com \n", + "25 [1421771211.009670] 237 bytes from stackoverflow.com \n", + "26 [1421771211.324856] 1221 bytes from stackoverflow.com \n", + "27 [1421771211.640544] 1063 bytes from stackoverflow.com \n", + "28 [1421771211.956109] 445 bytes from stackoverflow.com \n", + "29 [1421771212.272504] 1619 bytes from stackoverflow.com \n", + "... ... ... ... ... ... \n", + "6857 [1421773451.530711] 234 bytes from stackoverflow.com \n", + "6858 [1421773451.847515] 231 bytes from stackoverflow.com \n", + "6859 [1421773452.163837] 1495 bytes from stackoverflow.com \n", + "6860 [1421773452.479834] 1313 bytes from stackoverflow.com \n", + "6861 [1421773452.795239] 182 bytes from stackoverflow.com \n", + "6862 [1421773453.111570] 2000 bytes from stackoverflow.com \n", + "6863 [1421773453.427110] 1396 bytes from stackoverflow.com \n", + "6864 [1421773453.742351] 515 bytes from stackoverflow.com \n", + "6865 [1421773454.058100] 590 bytes from stackoverflow.com \n", + "6866 [1421773454.373566] 229 bytes from stackoverflow.com \n", + "6867 [1421773454.689196] 806 bytes from stackoverflow.com \n", + "6868 [1421773455.007766] 422 bytes from stackoverflow.com \n", + "6869 [1421773455.324571] 1939 bytes from stackoverflow.com \n", + "6870 [1421773455.639814] 365 bytes from stackoverflow.com \n", + "6871 [1421773455.954957] 502 bytes from stackoverflow.com \n", + "6872 [1421773456.272951] 1738 bytes from stackoverflow.com \n", + "6873 [1421773456.591915] 1148 bytes from stackoverflow.com \n", + "6874 [1421773456.915868] 294 bytes from stackoverflow.com \n", + "6875 [1421773457.231617] 1534 bytes from stackoverflow.com \n", + "6876 [1421773457.546404] 1103 bytes from stackoverflow.com \n", + "6877 [1421773457.861499] 1121 bytes from stackoverflow.com \n", + "6878 [1421773458.177030] 1219 bytes from stackoverflow.com \n", + "6879 [1421773458.493444] 1880 bytes from stackoverflow.com \n", + "6880 [1421773458.808864] 986 bytes from stackoverflow.com \n", + "6881 [1421773459.124524] 357 bytes from stackoverflow.com \n", + "6882 [1421773459.440517] 1696 bytes from stackoverflow.com \n", + "6883 [1421773459.756250] 561 bytes from stackoverflow.com \n", + "6884 [1421773460.071820] 773 bytes from stackoverflow.com \n", + "6885 [1421773460.387385] 1009 bytes from stackoverflow.com \n", + "6886 [1421773460.704382] 1948 bytes from stackoverflow.com \n", + "\n", + " 5 6 7 8 9 \n", + "0 (198.252.206.140): icmp_seq=1 ttl=50 time=120 ms \n", + "1 (198.252.206.140): icmp_seq=1 ttl=50 time=120 ms \n", + "2 (198.252.206.140): icmp_seq=1 ttl=50 time=126 ms \n", + "3 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", + "4 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "5 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", + "7 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "8 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "9 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "10 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "11 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "12 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", + "13 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "14 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "15 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", + "16 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "17 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "18 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "19 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "20 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "21 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "22 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "23 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "24 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "25 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "26 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "27 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "28 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "29 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", + "... ... ... ... ... .. \n", + "6857 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6858 (198.252.206.140): icmp_seq=1 ttl=50 time=110 ms \n", + "6859 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", + "6860 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6861 (198.252.206.140): icmp_seq=1 ttl=50 time=110 ms \n", + "6862 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", + "6863 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6864 (198.252.206.140): icmp_seq=1 ttl=50 time=110 ms \n", + "6865 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6866 (198.252.206.140): icmp_seq=1 ttl=50 time=110 ms \n", + "6867 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6868 (198.252.206.140): icmp_seq=1 ttl=50 time=113 ms \n", + "6869 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", + "6870 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6871 (198.252.206.140): icmp_seq=1 ttl=50 time=110 ms \n", + "6872 (198.252.206.140): icmp_seq=1 ttl=50 time=113 ms \n", + "6873 (198.252.206.140): icmp_seq=1 ttl=50 time=114 ms \n", + "6874 (198.252.206.140): icmp_seq=1 ttl=50 time=119 ms \n", + "6875 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6876 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6877 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6878 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6879 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", + "6880 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6881 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6882 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6883 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6884 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6885 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n", + "6886 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", + "\n", + "[6824 rows x 10 columns]" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.shape(raw_data[raw_data.isnull().any(axis=1)])[0]\n", + "data = raw_data.dropna().copy()\n", + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous changeons maintenant la forme des données utiles." + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_time(time):\n", + " return float(time[1:-1])\n", + "\n", + "def convert_message(message):\n", + " return int(message)\n", + "\n", + "def convert_duration(duration):\n", + " return float(duration[5:])\n", + "\n", + "data['time_passed'] = [convert_time(time) for time in data[0]]\n", + "data['size_message'] = [convert_message(message) for message in data[1]]\n", + "data['duration'] = [convert_duration(duration) for duration in data[8]]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous allons vérifier que le temps n'a pas d'influence sur la durée d'envoi." + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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lhzBl/XAMZmY2mJwkm1XUpzY9XHYIU9YPx2BmZoPJSbKZmZmZWYqvuGdWIevGdh1w9nVozQYAVi2ew+olc8sKK5d+OAYzMzNFRNkxMDw8HOPj42WHYVYpQ2s2sOeqs8sOY0r64Rg6SdKWiBgua/8ee81sELU69nq6hZmZmZlZipNks4patXhO2SFMWT8cg5mZDSYnyWYV1Q/zd/vhGMzMbDANRJLcbK3WotZy7dZ+OqmIGKfSRv1j220n63Fl93+7x9at12en22t2/EU895O102yfUyk3M7P+MxBJcrO1Wotay7Vb++mkImKcShv1j223nazHld3/7R5bt16fnW6v2fEX8dxP1k6zfU6l3MzM+s9AJMlmZmZmZnn07RJw6bVaJ0ys1drs/qrtp5OKiHEqbWQ9Nk87WW2cNns6d+9+pq24itDusXXr9ZlX3vZaOf5minoNNZP1Wunka8hLwJmZdV/LY29ElP63YMGC6KQTLr91SvdXbT+dVESMU2mj/rHttpP1uLL7v91j69brs9PtNTv+Ip77ydppts+plLcLGI8+HnvNzKqo1bHX0y3MzMzMzFIGIklutlZrUWu5dms/nVREjFNpo/6x7baT9biy+7/dY+vW67PT7TU7/iKe+8naabbPqZSbmVn/6ds5yWZmVbRixQpuvfVWZs6cyfbt27dExLCkC4ER4M3AqRExDiDptcBXgF8Cro2ISxu1KWk68JfAELAHeG9E/LBZLB57zWwQ+bLUGdpdqzXP2qud3k+e7U4cQ7P9tNvGZPIcW9bj2o2rqLhbqZNnre2in9tOvt6zTKV/it5nUa+hZpYvX87GjRvTxduAC4DNqfKfAVcAlzVpdg2wKSLmAJuS2x2V572ft7xb74NW2s9Tt5OfE1PZZ7vjd55YJ6vfrJ2iPxvy7qeVtoveZ7fG8qy6zdpoZ/+dai/rsXnf1+0YuCS53bVa86y92un95NnuxDE020+7bUwmz7FlPa7duIqKu5U6edbaLvq57eTrPctU+qfofRb1Gmpm0aJFTJ8+/YCyiNgRETvTdSPiJxHxbWrJ8mTOA65Ltq8D3t1yQG3K897PW96t90Er7eep28nPianss93xO0+sk9Vv1k7Rnw1599NK20Xvs1tjeVbdZm20s/9OtZf12Lzv63YMXJJsZtaHXhcRTwAk/84sOR4zs543EHOS141NfQ3VVmStp9pLijiGqbRRv/Zsu89b3vVui9BK3HmPrdla23kVffyttNfuGtBTOeY8+8z7Wmn3mNP27NnDOeec89Kc5IlySXcAl03MSa4rXw4MTzIn+dmIOLLu9g8j4qiMuiuBlQCzZs1a8Oijj04aa71mz0sn+7Oo90HeNb3zvJ5a0e77sFufL+2OU5PVLyL2osaHdtuu0ud7nlg68XnYrc+SPPvJu26910nO0O5arXnWXu30fvJsd+IYmu2n3TYmk+fYsh7XblxFxd1KnTxrbRf93Hby9Z5lKv1T9D6Leg21Yvfu3TFv3ryD1uoE7qCWDJMqXw58Ol1ed/9O4Jhk+xhgZ1bdKGjszfPez1verfdBK+3nqdvJz4mp7LPd8TtPrJPVb9ZO0Z8NeffTSttF77NbY3lW3WZttLP/TrWX9di87+t66bE368/TLczMet8twEXJ9kXA10qMxcysLxwyMjJSdgysX79+ZOXKlV3ZVwQsfONrD9pudn8r293aT57tThxDs/1M5Tiz5Dm2rMcVcWxTiTvPseWtW8Rz28nXeyvHU9Qxt7vPol5DzSxbtowrrriCxx57jP37988YHR19fHR0dGh0dPRvgROB94yOji4ZGRn5MoCkPcC5wILR0dH/Njo6unFkZOQpSVePjo4+PjIy8vjo6Oi9wJrR0dErgKOBVSMjI//WLJapjL153vt5y7v1Pmil/Tx1O/k5MZV9tjt+54l1svrN2in6syHvfoo4hqkcWyfH8qKPp5U2i24v73G2YnR09ImRkZH1zeoNxJxkM7MqanleXId47DWzQeR1ks3MzMzM2lSJM8mSngJa/4l18Y4Gni5x/+1y3N3luLunF2OG/HGfEBEzOhVMMx5729KLMYPj7jbH3V0dGXsrkSSXTdJ4mV95tstxd5fj7p5ejBl6N+6y9GJ/9WLM4Li7zXF3V6fi9nQLMzMzM7MUJ8lmZmZmZilOkmuaLgNSUY67uxx39/RizNC7cZelF/urF2MGx91tjru7OhK35ySbmZmZmaX4TLKZmZmZWYqTZDMzMzOzlIFPkiXtkfSgpK2SKnvpKUnXSNonaVtd2XRJY5IeTv49qswYG8mIe0TSD5I+3yrpXWXGmCbpeEl/J2mHpO2SViXlle7vSeKuen8fLukeSfcncY8m5VXv76y4K93fZejlvpJ0iKT7JN2a3K7063JCg7h7oa8P+jzuhf7OiLsX+vtISV+R9N3kc2Nhj/R3o7g70t8DPydZ0h5gOCIqvXi2pEXAc8AXI2J+UvYR4JmIuErSGuCoiLi8zDjTMuIeAZ6LiI+VGVsWSccAx0TEvZJeDWwB3g0sp8L9PUnc76Xa/S3giIh4TtKhwLeBVcAFVLu/s+I+iwr3dxl6ua8k/T4wDLwmIs7phXEXGsY9QvX7eg+pz+Ne6O+MuEeofn9fB3wrIq6W9ArgVcB/p/r93SjuD9KB/h74M8m9IiI2A8+kis8Drku2r6OWEFVKRtyVFhFPRMS9yfaPgR3AsVS8vyeJu9Ki5rnk5qHJX1D9/s6K21J6ta8kHQecDVxdV1zp1yVkxt2rKt/fvUjSa4BFwOcBIuLnEfEsFe/vSeLuCCfJtYH6dklbJK0sO5icXhcRT0AtQQJmlhxPHpdKekC16RiV+zpngqQh4K3A3fRQf6fihor3d/LV8FZgHzAWET3R3xlxQ8X7uww92lefBP4Q2F9XVvnXJY3jhmr3NTT+PO6F/s7KI6rc328AngK+kEzLuVrSEVS/v7Pihg70t5NkeHtEvA34VeCSZHqAddZngTcCpwBPAB8vN5zGJP0C8FXggxHxo7LjaVWDuCvf3xHxYkScAhwHnCppftkxtSIj7sr3dxl6ra8knQPsi4gtZceSxyRxV7av6/Tq53GjuKve39OAtwGfjYi3Aj8B1pQbUkuy4u5Ifw98khwRjyf/7gNuBk4tN6JcnkzmoU7MR91XcjwtiYgnkw/M/cCfU8E+T+ZNfhW4PiL+OimufH83irsX+ntC8rXZHdTmqla+vyfUx91L/V2GHuqrtwPnJvNNbwTeKenLVP912TDuivc1kPl5XPX+bhh3D/T3XmBv3Tc6X6GWfFa9vxvG3an+HugkWdIRyQ+cSE7XnwFsm/xRlXILcFGyfRHwtRJjadnEGzBxPhXr8+RHRp8HdkTEJ+ruqnR/Z8XdA/09Q9KRyfYrgf8MfJfq93fDuKve32Xoxb6KiLURcVxEDAFLgW9GxG9S8ddlVtxV7muY9PO40v2dFXfV+zsi/hl4TNKJSdFi4CEq3t9ZcXeqv6cV0UgPex1wcy23YBrwFxGxsdyQGpN0A3A6cLSkvcCHgauAmyRdDPwTcGF5ETaWEffpkk6hNo9rD/D+0gJs7O3AbwEPJnMoofaL36r3d1bcyyre38cA10k6hNp/3G+KiFsl3Um1+zsr7i9VvL/L0E99VfVxIMtHKt7XDT+PJX2Havd3Vty98Nr+PeB61VaI+D7wOyTvzwr3NzSO+393or8Hfgk4MzMzM7O0gZ5uYWZmZmbWiJNkMzMzM7MUJ8lmZmZmZilOks3MzMzMUpwkm1lXSbpQ0nZJ+yUNN6l7SHJVpVvryj4q6bvJlZVurlta7LWS/k7Sc5I+XVf/1ZK21v09LemTyX3r6sp3SXq27nEbJT1bv++k/HpJOyVtU+3KToc2OYZXSPqCpAcl3S/p9FwdZmZWgD4Ye6+VtLvucac0OYYpj71Oks2sYySdLunaVPE24AJgcwtNrAJ2pMrGgPkRcTKwC1iblP8MuAK4rL5yRPw4Ik6Z+AMeBSYutLK6rvxPJ8oTH6W2pF7a9cB/BN4CvBJ4X5Nj+N1kX28BlgAfl+Sx18w6pk/HXoA/qGtza0adCVMeez1Qm1lXRcSOiNjZrJ6k44CzgatTj789Il5Ibt5F7TLHRMRPIuLb1AbsrDbnADOBbzW4exlwQ91+NgE/bhD/1yMB3DOxf9UuKnCNpO8kZ2DOSx5yErApeew+4Flg0rM4ZmZF6/Wxd5K2Ozb2Okk2s6r6JPCHwP5J6qwAvpGjzWXAX0ZqgXhJJwCzgW+22lAyzeK3gIkLEH2I2tXNfgl4B/BR1a7AdT9wnqRpkmYDC4Djc8RsZtZNVR57r0yme6yTdFhS1rGxd9CvuGdmHSDpbuAw4BeA6Xr5CoCXR8RtLTz+HGBfRGzJmkcm6UPAC9SmP7RqKY2/xlsKfCUiXszR1meAzRExcWbkDOBcSRNfOR4OzAKuAd4MjFP7uvEfk7jNzArV52PvWuCfgVcA64HLgT+mg2Ovk2QzK1xEnAa1eXHA8ohYnrOJt1Mb9N5FbcB7jaQvR8RvJu1eBJwDLE6fmcgi6ReBaRGxpcHdS4FLWg1O0oeBGRx46VMB78n4OnN13WP/EXi41X2ZmbWqn8feiHgi2Xxe0hd4eQ50x8ZeT7cws8qJiLURcVxEDFEbRL9ZN0ifRe0MwrkR8dMczR4w722CpBOBo4A7W2lE0vuAM4FlEVH/deRtwO9JUlLvrcm/r0q++kPSEuCFiHgoR9xmZl1R8bH3mORfAe+m9kNE6ODY6yTZzLpK0vmS9gILgQ2SbkvKXy/p6y008Wng1cBYsgzQ5+ra3gN8Alguaa+kk+oe914aDNTUBvAbG8yV+xbwV8DipK0zk7s+B7wOuDPZ/x8l5X8CHAo8IGlbchtqP1a5V9IOah8wWb/aNjPrmD4Ye6+X9CDwIHA08P8m5R0be9Xi2XIzMzMzs4HhM8lmZmZmZilOks3MzMzMUpwkm5mZmZmlOEk2MzMzM0txkmxmZmZmluIk2czMzMwsxUmymZmZmVmKk2QzMzMzsxQnyWZmFSTpGkn7kitI1Zf/nqSdkrZL+khd+VpJjyT3nXlwi2Zmlse0sgMwM7OGrqV2GdgvThRIegdwHnByRDwvaWZSfhKwFJgHvB74W0lzI+LFrkdtZtYnfCbZzKyCImIz8Eyq+L8CV0XE80mdfUn5ecCNEfF8ROwGHgFO7VqwZmZ9qBJnko8++ugYGhoqOwwzs67asmXL0xExI8dD5gK/IulK4GfAZRHxHeBY4K66enuTskl57DWzQdTq2FuJJHloaIjx8fGywzAz6ypJj+Z8yDTgKOA/Ab8E3CTpDYAa1I2Mfa4EVgLMmjXLY6+ZDZxWx15PtzAz6x17gb+OmnuA/cDRSfnxdfWOAx5v1EBErI+I4YgYnjEjz0lsM7PB0jRJbvQLa0kXJr+s3i9puK78UEnXSXpQ0g5JazsVeNWsG9tVdghm1v/+BngngKS5wCuAp4FbgKWSDpM0G5gD3FNalGbWN+rzm0HLdVo5k3wtcFaqbBtwAbA5VX4hcFhEvAVYALxf0tDUQuwNn9r0cNkhmFkfkXQDcCdwoqS9ki4GrgHekJy0uBG4KDmrvB24CXgI2Ahc4pUtzKwI9fnNoOU6TeckR8TmdKIbETsApIOmwQVwhKRpwCuBnwM/KiJQM7NBEhHLMu76zYz6VwJXdi4iM7PBUvQP975CbSmiJ4BXAasjIr2EEXDwj0d60bqxXQf8r2pozQYAVi2ew+olc8sKy8zMzKxtWflN/fYg5DpFJ8mnAi9SW8z+KOBbkv42Ir6frhgR64H1AMPDww1/hV11q5fMfekFMrRmA3uuOrvkiMzMzMymJiu/GbRcp+jVLf4LsDEi/j1Z5P4fgOEmjzEzMzMzq5Sik+R/At6pmiOoreX53YL3UUmrFs8pOwQzMzOzQtXnN4OW67SyBNxBv7CWdL6kvcBCYIOk25Lq/x/wC9RWv/gO8IWIeKBDsVdKv8/LMTMzs8FTn98MWq7TyuoWWb+wvrlB3eeoLQNnZmZmZtazfMU9MzMzM7MUJ8lmZmZmZilOks3MzMzMUpwkm5mZmZmlOEk2MzMzM0txkmxmZmZmluIk2czMzMwsxUmymZmZmVnkJPWGAAAgAElEQVSKk2QzMzMzsxQnyWZmZmZmKU6SzczMzKyj1o3tKjuE3Jwkm5mZmVlHfWrTw2WHkJuTZDOzCpJ0jaR9krbVlY1I+oGkrcnfu+ruWyvpEUk7JZ1ZTtRmZv1jWtkBmJlZQ9cCnwa+mCpfFxEfqy+QdBKwFJgHvB74W0lzI+LFbgRqZtbIurFdB5xBHlqzAYBVi+ewesncssJqmZNkM7MKiojNkoZarH4ecGNEPA/slvQIcCpwZ4fCMzNravWSuS8lw0NrNrDnqrNLjigfT7cwM+stl0p6IJmOcVRSdizwWF2dvUnZQSStlDQuafypp57qdKxmZj3LSbKZWe/4LPBG4BTgCeDjSbka1I1GDUTE+ogYjojhGTNmdCZKM7OUVYvnlB1Cbk6Szcx6REQ8GREvRsR+4M+pTamA2pnj4+uqHgc83u34zMyy9MIc5DQnyWZmPULSMXU3zwcmVr64BVgq6TBJs4E5wD3djs/MytWLaxFXmZNkM7MKknQDtR/enShpr6SLgY9IelDSA8A7gNUAEbEduAl4CNgIXOKVLcwGTy+uRVxlXt3CzKyCImJZg+LPT1L/SuDKzkVkZjZYnCSbmZmZ9aheX4u4ypwkm5mZmfWoXl+LuMo8J9nMzMzMLMVJspmZmVkf6MW1iKvMSbKZmZlZH/Ac5GI1TZKTS5/uk7StruxCSdsl7Zc0nKp/sqQ7k/sflHR4JwI3MzMzM+uUVs4kXwuclSrbBlwAbK4vlDQN+DLwgYiYB5wO/PuUozQzMzMz66Kmq1tExGZJQ6myHQCS0tXPAB6IiPuTev9SSJRmZmZmZl1U9JzkuUBIuk3SvZL+sOD2zczMzMw6ruh1kqcBvwz8EvBTYJOkLRGxKV1R0kpgJcCsWbMKDsPMzMzMrH1Fn0neC/x9RDwdET8Fvg68rVHFiFgfEcMRMTxjxoyCwzAzMzMza1/RSfJtwMmSXpX8iO//Bh4qeB9mZmZmZh3VyhJwNwB3AidK2ivpYknnS9oLLAQ2SLoNICJ+CHwC+A6wFbg3IjZ0LnwzMzMzs+K1srrFsoy7bs6o/2Vqy8CZmZmZmfUkX3HPzMzMzCzFSbKZmZmZWYqTZDMzMzOzFCfJZmYVJOkaSfskbWtw32WSQtLRdWVrJT0iaaekM7sbrZlZ/3GSbGZWTdcCZ6ULJR0PLAH+qa7sJGApMC95zGckHdKdMM3M+pOTZDOzCoqIzcAzDe5aB/whEHVl5wE3RsTzEbEbeAQ4tfNRmpn1LyfJZmY9QtK5wA8i4v7UXccCj9Xd3puUmZlZm5quk2xmZuWT9CrgQ8AZje5uUBYNypC0ElgJMGvWrMLiMzPrNz6TbGbWG94IzAbul7QHOA64V9L/Se3M8fF1dY8DHm/USESsj4jhiBieMWNGh0M2M+tdTpLNzHpARDwYETMjYigihqglxm+LiH8GbgGWSjpM0mxgDnBPieGamfU8J8lmZhUk6QbgTuBESXslXZxVNyK2AzcBDwEbgUsi4sXuRGpm1p88J9nMrIIiYlmT+4dSt68EruxkTGZmg8Rnks3MzMzMUpwkm5mZmZmlOEk2MzOzgbNubFfZIQysXul7J8lmZmY2cD616eGyQxhYvdL3TpLNzMzMzFK8uoWZmZkNhHVjuw44izm0ZgMAqxbPYfWSuWWF1bfWje16qV97se8V0fDKpV01PDwc4+PjZYdhZtZVkrZExHBZ+/fYa4NsaM0G9lx1dtlh9LWsPi6771sdez3dwszMzGyA9coP6brN0y3MzMxs4KxaPKfsECrjU5seLmzKQyvTKnql750km5mZ2cCp6jzYXrd6ydyX+jZrWkWv9L2TZDMzMxsI9T8kG3S9+EO6bnOSbGZmZgOhyGkFva6VM75T1SvTKrL4h3tmZmZmVrhe/w+JzySbmZlZ3/K0guZ6/YxvpzRNkiVdA5wD7IuI+UnZhcAI8Gbg1IgYTz1mFvAQMBIRHys6aDMzM7NWdGNaQa/zfxYaa2W6xbXAWamybcAFwOaMx6wDvtF+WL3B6wqamZmZ9aemSXJEbAaeSZXtiIidjepLejfwfWB7IRFWWP3XN2ZmZlZtnlZgeRT6wz1JRwCXA6NFtmtmNmgkXSNpn6RtdWV/IukBSVsl3S7p9XX3rZX0iKSdks4sJ2qzavO0Asuj6NUtRoF1EfFcs4qSVkoalzT+1FNPFRxG56wb28XQmg0vTfyf2PbUCzMr2LUcPNXtoxFxckScAtwK/BGApJOApcC85DGfkXRIF2M1sz7hfOZlRa9ucRrw/0j6CHAksF/SzyLi0+mKEbEeWA8wPDwcBcfRMf4BgJl1Q0RsljSUKvtR3c0jgImx8zzgxoh4Htgt6RHgVODOLoRqZn3Ea0m/rNAkOSJ+ZWJb0gjwXKME2czM2iPpSuC3gX8F3pEUHwvcVVdtb1JmZmZtajrdQtIN1M5GnChpr6SLJZ0vaS+wENgg6bZOB1pF/gGAmXVbRHwoIo4HrgcuTYrVqGqjx/fqVDcz6xxPJW1MEeXPdBgeHo7x8fHmFc3M+oikLRExPMn9Q8CtE2vUp+47AdgQEfMlrQWIiP+Z3HcbtXXqJ51u4bHXzNIGYSpps7F3gi9LbWbWIyTVf311LvDdZPsWYKmkwyTNBuYA93Q7PrNeNehnTKeqvv/6qS+dJJuZVVCjqW7AVZK2SXoAOANYBRAR24GbqF3pdCNwSUS8WFLoZj3H1z14WTtTSev7r5/6sujVLczMrAARsaxB8ecnqX8lcGXnIjKzQeCVLV7mJNnMzMwGzrqxXQec9Zz40dqqxXOcKLYgq//qt3u9L/3DPTOzkrT645FO8dhrVjMIP1brpPr+64W+9A/3zMzMzMza5CTZzMzM+lYrqy34ugdTU99//dSXTpLNzMysb7Wy2kIvz5utgvr+66e+dJJsZmZm1qPKWpe4n9ZDzuIk2czMzPrKIF1muax1iftpPeQsXgLOzMzM+srqJXNf+tq/F1ZbsGpykmxmZmaWWDe2q/Lzasta43nQ1pZ2kmxmZmZ9K+9qC5/a9HDlE76yzpQP2hl6z0k2MzOzvlX1hNeqy2eSzczMbKD18jSCstYl7qf1kLP4stRmZiXxZanNqmcQphEMOl+W2szMzMysTU6SzczMzBKDMI3AWuMk2czMzCxR9TnI1j1Oks3MzMzMUpwkm5lVkKRrJO2TtK2u7KOSvivpAUk3Szqy7r61kh6RtFPSmeVEbWbWP5wkm5lV07XAWamyMWB+RJwM7ALWAkg6CVgKzEse8xlJh3QvVDOz/uMk2cysgiJiM/BMquz2iHghuXkXcFyyfR5wY0Q8HxG7gUeAU7sWrJlZH3KSbGbWm1YA30i2jwUeq7tvb1JmZmZtcpJsZtZjJH0IeAG4fqKoQbWGV4qStFLSuKTxp556qlMhmlkHrRvbVXYIA8FJsplZD5F0EXAO8Bvx8iVT9wLH11U7Dni80eMjYn1EDEfE8IwZMzobrJl1RP0ltK1zmibJGb+wvlDSdkn7JQ3XlS+RtEXSg8m/7+xU4GZmg0bSWcDlwLkR8dO6u24Blko6TNJsYA5wTxkxmpn1i1bOJF/Lwb+w3gZcAGxOlT8N/FpEvAW4CPjSVAPshvqvLfJuF7HPMmXFUfQxttJeszpTaaOTx9PJ5zJP20XULaI8b38U8Zx16/noJkk3AHcCJ0raK+li4NPAq4ExSVslfQ4gIrYDNwEPARuBSyLixZJCN7MOWDe2i6E1GxhaswHgpe1+GfOqqGmSnPEL6x0RsbNB3fsiYuIrvu3A4ZIOKyTSDqr/2iLvdhH7LFNWHEUfYyvtNaszlTY6eTydfC7ztF1E3SLK8/ZHEc9Zt56PboqIZRFxTEQcGhHHRcTnI+JNEXF8RJyS/H2grv6VEfHGiDgxIr4xWdtm1ntWL5nLnqvOZs9VZwO8tO0rBHZOJ+ckvwe4LyKe7+A+zMzMzMwKp5d/9zFJJWkIuDUi5qfK7wAui4jxVPk8anPkzoiI72W0uRJYCTBr1qwFjz76aBvht2/d2K5CzjitWjyn5f/FZe0zTxtFyIrjtNnTuXv3MweVF3GMWe0165NW+qzs42m37bz7bNR2EXWz+ilveSNZ/VHEc5b3tVZFkrZExHDzmp0xPDwc4+PjzSuaWaWsG9tV6bGt6loeeyOi6R8wBGxrUH4HMJwqO47alaDe3krbEcGCBQuiTCdcfmvb20Xss0xZcRR9jK2016zOVNro5PF08rnM03YRdYsoz9sfRTxn3Xo+igaMR4vjZCf+yh57zczK0OrYW+h0C0lHAhuAtRHxD0W2bWZmZmbWLa0sAXfQL6wlnS9pL7AQ2CDptqT6pcCbgCuSX15vlTSzY9EXZNXiOW1vF7HPMmXFUfQxttJeszpTaaOTx9PJ5zJP20XULaI8b38U8Zx16/kwM7PB0dKc5E7zvDgzG0Sek2xmrSpiHrLnMte0Ovb6intmZmZmFddPy8/2CifJZmZmZmYp08oOwMzMzMwOll7qcuJqe1NZyrSdNgaV5ySbmZXEc5LNrFVDaza8dLW9MtvoB56TbGZmZmbWJifJZmZmHbJubFfZIVif6KflZ1tRhfeOk2QzM7MO8WoCVpQi5g/30hzkKrx3nCSbmVkh6s/8dOssUNZ+GpVnxddKrM3aa1crcbRSPrE9lfby1Onkc11EfEWZSh92cv+dfmzVlDG2gJNkMzMrSP2Zn26dBcraT6PyrPhaibVZe/XWje1iaM2Gl1YRmNhu9OHeShytlE9sT6W9PHU6+VwXEV9RptKHndx/px9blqz3ThljC3gJODMzs0KtXjL3pa+1vZqAWeuy3jsTSXO39fyZ5GZfn5XxVUner/TyfGVWxHYRX+m1EmuWPH2SN6asOs3ansrXsHnaaHefRbymWmm76PKpxN2oPO/7tt3XbhHPWb+bOOZf/7M7G575qd/+9T+786DHZW230sdZ+3z7VZsaljeLLyvWrP3kOcZGfZZ1tqyVY8kqn9jO214rxztRp5PPdbN9t1KnqPdk1vPTSh8WMc5kHWern6/tPrYskz1vzV5vHT+uiCj9b8GCBdGuEy6/ddLt+rKsxxWtWUyt1G+ljXa38/ZJnvZa6dc8fZI3pqw6zdrO+5zliWkq2+3G127bRZdPJe5G5Xnft+2+dot4zloBjEePj72dHJ/6ob1P3L6z0vH1Ul8W/VnUiiodZ7uxF9UXnVLEeyevVsfenj+TbGbWjyRdI2mfpG11ZRdK2i5pv6ThVP21kh6RtFPSmd2P2BrppdUEzKqkCu+dnrzi3rqxXW1N3D5t9nTu3v3MQeVFXJoxb0xZsXRbVhxFxFffr630T7N9thJTt45nQruvxU4o4hjz9l8Z+5yQ9b4t+znJM55MdtUnSYuA54AvRsT8pOzNwH7gz4DLImI8KT8JuAE4FXg98LfA3Ih4cbL9Fz32njZ7On/5/oVA7Svjboxxxx55OD949mct1a2Pb93Yrpeep3ZjbWXfrbxHJl4zWXFk7afR8bRyXK3E3axOJ5/rIuKrN5XP+Kn0YRHq+zmPrPdqVS5F3co4nc4hJl7fRRxXy1c7beV0c6f/PN2ivK/MsuJoFl8rsWbJ0yd5Y8qq06ztIr7q6uRX90W8plppu+jyqcTdqDzv+7aMr6bzoMlXfsAQsK1B+R3AcN3ttcDautu3AQsnazs6MN2iWd1WtqfS33le33ljzbPvqdTJ00YeRcTdree6iPg68Rlf9GdkJ6ZYNIuvior4zM2r2dg78efpFmZmve9Y4LG623uTMjMza9MhIyMjZcfA+vXrR1auXNnWYyNg4Rtfm7ldX5b1uKI1i6mV+q200e523j7J014r/ZqnT/LGlOd48vZfM514zvK03W79qbwempVPJe5G5Xnft+2+dot4zloxOjr6xMjIyPpJ7j8S+C8jIyOfSZUvB24fGRl5PLl9NrB3ZGTkgeT2ecDDIyMjO9JtSlo5Ojr6Z6OjoysPPfTQ169evTp33JDvOWl3fCri9VPUa6ZZe1N5XzaLYyrHU2Tc3Xqui4ivE5/xRX9GFj2e5I27Kor4zM2r2dg7oSfnJJuZ9YNm8+IkDQG3RjInua78Dg6ck7wWICL+Z3L7NmAkIu5kEh57zWwQtTon2dMtzMx63y3AUkmHSZoNzAHuKTkmM7OeVokzyZKeAh7t0u6OBp7u0r6K1ItxO+bu6cW4ezFmKDbuEyJiRqM7JN0AnJ7s70ngw8AzwJ8CM4Bnga0RcWZS/0PACuAF4IMR8Y1mO+/y2JtHL742HHP39GLcjrk7Wo05c+ytV4kkuZskjbdyir1qejFux9w9vRh3L8YMvRt3L+nFPnbM3dOLcTvm7ig6Zk+3MDMzMzNLcZJsZmZmZpYyiEly0yU/KqoX43bM3dOLcfdizNC7cfeSXuxjx9w9vRi3Y+6OQmMeuDnJZmZmZmbNDOKZZDMzMzOzSfV9kizpSElfkfRdSTskLZQ0IukHkrYmf+8qO84Jkk6si2urpB9J+qCk6ZLGJD2c/HtU2bHWmyTuyvY1gKTVkrZL2ibpBkmH90BfN4q50v0MIGlVEvN2SR9Myqre141irnxf9ypJZ0naKekRSWvKjqdVkvZIejB5PVTy6iySrpG0T9K2urKqv/8axVzp95+k4yX9XZJvbJe0KimvbF9PEnPV+/pwSfdIuj+JezQpL6yv+366haTrgG9FxNWSXgG8Cvgg8FxEfKzc6CYn6RDgB8BpwCXAMxFxVfLhcVREXF5qgBlScf8OFe1rSccC3wZOioh/k3QT8HXgJCra15PEPERF+xlA0nzgRuBU4OfARuC/Ar9Ldfs6K+bfoMJ93auScWMXsATYC3wHWBYRD5UaWAsk7QGGI6Kya8pKWgQ8B3xx4gqOkj5CRd9/kBnzCBV+/0k6BjgmIu6V9GpgC/BuYDkV7etJYn4v1e5rAUdExHOSDqX22bgKuICC+rqvzyRLeg2wCPg8QET8PCKeLTeqXBYD34uIR4HzgOuS8uuovYCrqj7uqpsGvFLSNGr/gXqc6vd1o5ir7s3AXRHx04h4Afh74Hyq3ddZMVtnnAo8EhHfj4ifU/sPynklx9Q3ImIztYvR1Kvy+y8r5kqLiCci4t5k+8fADuBYKtzXk8RcaVHzXHLz0OQvKLCv+zpJBt4APAV8QdJ9kq6WdERy36WSHki+zqnM1x4pS4Ebku3XRcQTUHtBAzNLi6q5+rihon0dET8APgb8E/AE8K8RcTsV7utJYoaK9nNiG7BI0mslvQp4F3A8Fe5rsmOGavd1rzoWeKzu9l564IM6EcDtkrZIWll2MDlU+f03mZ54/0kaAt4K3E2P9HUqZqh4X0s6RNJWYB8wFhGF9nW/J8nTgLcBn42ItwI/AdYAnwXeCJxCLdH4eGkRZkimhpwL/FXZseTRIO7K9nXyhj8PmA28HjhC0m+WG9XkJom5sv0MEBE7gP8FjFGbtnA/tcsnV9YkMVe6r3uYGpT1ynzAt0fE24BfBS5JpglYZ/TE+0/SLwBfpXaJ+B+VHU8rGsRc+b6OiBcj4hTgOODUZJpcYfo9Sd4L7E3+ZwHwFeBtEfFk0rH7gT+n9jVf1fwqcG9EPJncfjKZNzQxf2hfaZFN7oC4K97X/xnYHRFPRcS/A38N/F9Uu68bxlzxfgYgIj4fEW+LiEXUvkJ9mGr3dcOYe6Gve9ReXj5TD7UPvV6YSkREPJ78uw+4md55TVT6/ddIL7z/kvmxXwWuj4i/Toor3deNYu6Fvp6QTKW9AziLAvu6r5PkiPhn4DFJJyZFi4GHJjovcT61r1WrZhkHTlm4Bbgo2b4I+FrXI2rNAXFXvK//CfhPkl6V/ABgMbW5WFXu64YxV7yfAZA0M/l3FrUfVtxAtfu6Ycy90Nc96jvAHEmzk2+kllJ7fVSapCOSHzuRTOc7g955TVT6/ddI1d9/ybj8eWBHRHyi7q7K9nVWzD3Q1zMkHZlsv5LaSaTvUmBfD8LqFqcAVwOvAL5PbbWF/03t64MA9gDvn5i/UgXJ/MfHgDdExL8mZa8FbgJmUUuULoyISv2gISPuL1Htvh4Ffp3a1+j3Ae8DfoEK93VGzFdT4X4GkPQt4LXAvwO/HxGbqv66zoi50q/pXqbaElOfBA4BromIK0sOqSlJb6B29hhqU/z+oopxS7oBOB04GngS+DDwN1T7/dco5tOp8PtP0i8D3wIeBPYnxf+d2hzfSvb1JDEvo9p9fTK1H+YdQu2k700R8cdFfq70fZJsZmZmZpZXX0+3MDMzMzNrh5NkMzMzM7MUJ8lmZmZmZilOks3MzMzMUpwkm1lXSbpQ0nZJ+yUNN6l7SHK1zFvryj4q6bvJVaBurlsC6LWS/k7Sc5I+XVf/1ZK21v09LemTyX3r6sp3SXq27nEbJT1bv++kfLGke5PHfFvSm5ocwyskfUHSg5Lul3R6rg4zMytAL4y9kk6RdGcS5wOSfr2uvesl7ZS0TbUrAB7a5BimPPY6STazjpF0uqRrU8XbqK05vLmFJlZRW7u63hgwPyJOBnYBa5PynwFXAJfVV46IH0fEKRN/wKPULsJCRKyuK//TifLER4HfahDTZ4HfSB7zF8D/aHIMv5vs6y3AEuDjkjz2mlnH9PDY+1PgtyNiHrULg3xyIhkHrgf+I/AW4JXUlj+dzJTHXg/UZtZVEbEjInY2qyfpOOBsamtA1z/+9oiYuKT1XdSuzEZE/CQivk1twM5qcw4wk9qaoGkHXAgnIjYBP250CMBrku3/QHJVuOSiEtdI+k5yBua8pM5JwKakzX3As8CkZ3HMzIrWC2NvROyKiIeT7cepXS1vRnL765EA7pnYfyfHXifJZlZVnwT+kJcXt29kBfCNHG0uA/4yUgvESzoBmA18s4U23gd8XdJeamear0rKPwR8MyJ+CXgH8FHVrsB2P3CepGmSZgMLOPDyy2ZmVVKJsVfSqdQuBPe9VPmh1MbejUlRx8beaXkqm5m1QtLdwGHUrl44XdLW5K7LI+K2Fh5/DrAvIrZkzSOT9CFqVx28PkdoS2k8hWIp8JWIeLGFNlYD74qIuyX9AfAJaonzGcC5kia+cjyc2hWfrgHeDIxT+7rxH5O4zcwK1S9jr2qXxP4ScFFEpJP1zwCbI2LirHTHxl4nyWZWuIg4DWrz4oDlEbE8ZxNvpzbovYvagPcaSV+OiN9M2r0IOAdYnD4zkUXSLwLTImJLg7uXApe00MYM4Bcj4u6k6C95+WyGgPdkfJ25uq6NfwQebiVmM7M8+mHslfQaYAPwPyLirtR9H6Y2/eL99cV0aOz1dAszq5yIWBsRx0XEELVB9Jt1g/RZwOXAuRHx0xzNHjDneIKkE4GjgDtbaOOHwH+QNDe5vYSXf9xyG/B7kpS0+9bk31clX/0haQnwQkQ8lCNuM7OuKHvslfQK4GbgixHxV6n67wPOBJalzi53bOx1kmxmXSXp/GQ+70Jgg6TbkvLXS/p6C018Gng1MJYsH/S5urb3UJv+sFzSXkkn1T3uvTQYqKkN4Dc2mCv3LeCvgMVJW2cmP1r5XeCrku6n9vXhHyQP+RPgUOABSduS21D7scq9knZQ+4Bp9JWjmVlH9cjY+15gUdLOxBJxpyT3fQ54HXBnUv5HSXnHxl61eLbczMzMzGxg+EyymZmZmVmKk2QzMzMzsxQnyWZmZmZmKU6SzczMzMxSnCSbmZmZmaU4STYzMzMzS3GSbGZmZmaW4iTZzMzMzCzFSbKZmZmZWYqTZDMzMzOzFCfJZmZmZmYpTpLNzMzMzFKmlR0AwNFHHx1DQ0Nlh2Fm1lVbtmx5OiJmlLV/j71mNohaHXsrkSQPDQ0xPj5edhhmZl0l6dEy9++x18wGUatjb9PpFpKukbRP0ra6sgslbZe0X9Jwg8fMkvScpMvyhW1m1t9WrFjBzJkzmT9//ktlWWOqpCWStkh6MPn3nY3alDRd0pikh5N/j+rCoZiZ9bVW5iRfC5yVKtsGXABsznjMOuAb7Ydl1l3rxnaVHYINiOXLl7Nx48Z0cdaY+jTwaxHxFuAi4EsZza4BNkXEHGBTcrujuvWeabSfrH2XEVPWdlb9Vtossu5U9Nq4WMRzMZVj7mTbRci7/6Jft72oaZIcEZuBZ1JlOyJiZ6P6kt4NfB/YXkiEZl3wqU0Plx2CDYhFixYxffr0A8qyxtSIuC8iHk9ubgcOl3RYg2bPA65Ltq8D3l1gyA116z3TaD9Z+y4jpqztrPqttFlk3anotXGxiOdiKsfcybaLkHf/Rb9ue1Ghq1tIOgK4HBgtsl0zM+M9wH0R8XyD+14XEU8AJP/O7GpkZmZ9SBHRvJI0BNwaEfNT5XcAl0XEeHL7Y8A9EXGTpBHguYj4WEabK4GVALNmzVrw6KOl/n7FBtC6sV0N/xe8avEcVi+ZW0JENij27NnDOeecw/bt27dERP0c5DuoG1PryucBtwBnRMT30u1JejYijqy7/cOIaDgveSpjb7feM1n7aeS02dO5e/czB5WXGVOrceXpz7L7vqrjYivPS7PnYirH3OyxZfdn3v23Ur/sYyqCpAPG3kwR0fQPGAK2NSi/Axiuu/0tYE/y9yy1aRqXNmt/wYIFYVamEy6/tewQbIDs3r075s2bF8B4TDKmJmXHAbuAt0f2GL0TOCbZPgbYmVU3Chp7u/WeabSfrH2XEVPWdlb9Vtossu5U9Nq4WMRzMZVj7mTbRci7/6Jft1WSHnuz/gpdAi4ifmViu+5M8qeL3IeZ2aCQdCSwAVgbEf8wSdVbqP2w76rk3691ITwzs77WyhJwNwB3AidK2ivpYknnS9oLLAQ2SLqt04GaddKqxXPKDsEGxLJly1i4cCE7d+4EOLnJmHop8CbgCklbk7+Z8P+3d//BdpT3fcc/n6CAYxoCF0sexURIdQUTpBAluoWq7mjcKDIEK+ZHS4omTnQjEtkTyCh0cIxLg3UAABoTSURBVECNPaFtOsM4sWXHNKS2jFFsB4c4ZeyRiLBGRkNIMM6VLWMJLMmupFhAkDSYNuDiBvTtH2cvPnd99u7uObt79ly9XzNnzp7nPPs8331276OvztmzK9ne0nW5uDslrbZ9SNLq5HWtmvqb6dVPVt/DiClrOat+kTarrDuIUZsXq9gXg2xznW1XoWz/VR+3o6jQOcl1Gx8fDy5oD+B0U/i8uJow9wI4HRWdeyu9ugUAAAAwG5AkAwAAACkkyQAAAEAKSTIAAACQQpIMAAAApJAkAwAAACkkyQAAAEAKSTIAAACQQpIMAAAApJAkAwAAACkkyQAAAEAKSTIAAACQQpIMAAAApJAkAwAAACkkyQAAAEAKSTIAAACQQpIMAAAApJAkAwAAACkkyQAAAEAKSTIAAACQQpIMAAAApJAkAwAAACkkyQDQoPXr12vevHlaunTpa2W2r7e93/Yp2+Nd5efbftj2i7bvymrT9h22n7a9N3lcVfNmAMCsR5IMAA2amJjQjh070sX7JF0n6ZFU+cuS3ifp1gJNb46IZcnjwcEjBYDTG0kyADRo5cqVGhsbm1YWEU9FxIF03Yh4KSIeVSdZBgA0iCQZAGaHm20/Yfse2+cNOxgAGHUkyQAw+u6W9GZJyyQ9K+kDWRVtb7A9aXvyxIkTTcUHACOHJBkARlxEPBcRr0bEKUkfk3TZDHU/GhHjETE+d+7c5oIEgBFDkgwAI872/K6X16rzQ0AAwADmDDsAADidrF27Vrt379bJkycl6VLbN0p6XtJHJM2VtN323oi4QpJsH5F0jqQzbV8j6W0R8aTtLZL+JCImJb3f9jJJIemIpHc1vV0AMNuQJANAg+67777Xlm0/EREfT14+0Kt+RCzMKP/1ruVfqTBEAIA43QIAAAD4AblJcnI5oeO293WVZd0d6rKuOz59zfa1dQUOAAAA1KXIJ8n3SroyVZZ1d6h9ksYjYlmyzv+wPetO6di88+CwQwBqMexje9j9AwAwJTdJjohH1PlRSXdZ1t2hvhsRryQvX6fOj0hmnQ/vOjTsEIBaDPvYHnb/AABMqfycZNuX294v6euS3t2VNAMAAAAjofJTISLicUlLbP+kpK22/yoiXk7Xs71B0gZJWrBgQdVhVG7zzoPTPuVaePt2SdLGVYt1y+qLhhUWMLBhH9vD7h8AgF4ckX9GhO2FkrZFxNJU+W5JtybX6ey13sOS3pP1/pTx8fGYnJyxSqssvH27jtz59mGHAVRu2Mf2sPtvmu09ETGeX7Meozb3AkAVis69lZ5uYXvR1A/1bF8o6WJ1LmwPAAAAjIzc0y1s3yfprZLeYPuYpN9T9t2h/o2k223/k6RTkn4zIk7WFfywbFy1eNghALUY9rE97P4BAJhS6HSLuvGVH4DTEadbAEDzhnK6BQAAADAbkCQDAAAAKSTJAAAAQApJMgAAAJBCkgwAAACkkCQDAAAAKSTJAAAAQApJMgAAAJBCkgwAAACkkCQDAAAAKSTJAAAAQApJMgAAAJBCkgwADVq/fr3mzZunpUuXvlZm+3rb+22fsj3eVX6+7Ydtv2j7rqw2bY/Z3mn7UPJ8Xs2bAQCzHkkyADRoYmJCO3bsSBfvk3SdpEdS5S9Lep+kW3OavV3SrohYLGlX8roRm3ce7Llctk7Zvqros2x5GUXayOu/qm0YJJYy7WXVyVsuUrdqVW1Pv+33O1ZF4q1j26o+PsrGknfc1IUkGQAatHLlSo2NjU0ri4inIuJAum5EvBQRj6qTLM/kaklbk+Wtkq6pItYiPrzrUM/lsnXK9lVFn2XLyyjSRl7/VW3DILGUaS+rTt5ykbpVq2p7+m2/37EqEm8d21b18VE2lrzjpi4kyQAw+t4YEc9KUvI8b8jxAMDIc0QMOwaNj4/H5OTksMMAgEYcOXJEa9as0f79+/dERPc5yLsl3RoR0yZE2xOSxiPi5l7t2X4hIs7tev2diOh5XrLtDZI2SNKCBQuWHz16tHT8m3cezP0U5/JFY3r88PMz1tm4arFuWX3RwH2V6TOrTlZ5kRjzYu1uI6tOkdjz6pYd87x4q9rPVSizH7LUsT1FxrNOVRw3ZetXcXxUfdyUPT5sT5t7M0XE0B/Lly8PADhdHD58OJYsWRKSJqNrLpS0W51kWKnyCUl3pcu73j8gaX6yPF/Sgay6UfHce+Ft23oul61Ttq8q+ixbXkaRNvL6r2obBomlTHtZdfKWi9StWlXb02/7/Y5VkXjr2Laqj4+yseQdN2Wl596sB6dbAMDo+7ykdcnyOkmfG2IsADArkCQDQIPWrl2rFStW6MCBA5J0qe0bbV9r+5ikFZK2235oqr7tI5I+KGnC9jHblyTlW7ouF3enpNW2D0lanbxuxMZVi3sul61Ttq8q+ixbXkaRNvL6r2obBomlTHtZdfKWi9StWlXb02/7/Y5VkXjr2Laqj4+yseQdN3XhnGQAGJLC58XVhLkXwOmo6NzLJ8kAAABACkkyAAAAkEKSDAAAAKSQJAMAAAApJMkAAABACkkyAAAAkEKSDAAAAKSQJAMAAAApJMkAAABACkkyAAAAkEKSDAAAAKSQJAMAAAApuUmy7XtsH7e9r6vsetv7bZ+yPd5Vvtr2HttfT55/rq7A82zeeXDac9n1yq5btp+q1h20jzr77ncsB+mnSHnR94vW6Ve/8RUZ1zrHvsx4V3HcZW3LINvY1JgAAEZXkU+S75V0Zapsn6TrJD2SKj8p6Rcj4qckrZP0yUED7NeHdx2a9lx2vbLrlu2nqnUH7aPOvvsdy0H6KVJe9P2idfrVb3xFxrXOsS8z3lUcd1nbMsg2NjUmAIDRNSevQkQ8YnthquwpSbKdrvvVrpf7Jb3O9lkR8b2BIwUAAAAa4ojIr9RJkrdFxNJU+W5Jt0bEZI91/r2kd0fEz2e0uUHSBklasGDB8qNHj5aN/Qds3nlwxk90Nq5arFtWX1R6vax1s9bL6qeqdYvK6uPyRWN6/PDztfTd71hW1U/ethUZ9zr3TV7bZberbJ1+t2GQuPLqlvnbKqLs33nVY1KmPdt7ImI8v2Y9xsfHY3LyB6ZvAJjVCs+9EZH7kLRQ0r4e5bsljfcoXyLpW5LeXKT95cuXR9UuvG3btOey65Vdt2w/Va07aB919t3vWA7ST5Hyou8XrdOvfuMrMq51jn2Z8a7iuMvalkG2sakxySNpMgrMkXU96ph7AaDtis69lV/dwvYFkh6Q9KsR8a2q2wcAAADqVmmSbPtcSdslbYqIv6my7bI2rlo87bnsemXXLdtPVesO2kedffc7loP0U6S86PtF6/Sr3/iKjGudY19mvKs47rK2ZZBtbGpMAACjK/ecZNv3SXqrpDdIek7S70l6XtJHJM2V9IKkvRFxhe33StokqftEvbdFxPGZ+uC8OACnI85JBoDmFZ17i1zdYm3GWw/0qPv7kn4/PzwAAACgvbjjHgAAAJBCkgwADVq/fr3mzZunpUu/f0XNrLuYJu9tsv1N2wdsX9GrTdt32H7a9t7kcVXNmwEAsx5JMgA0aGJiQjt27EgX97yLqe1LJN2gzmU1r5T0x7bPyGh6c0QsSx4PVhw2AJx2SJIBoEErV67U2NjYtLKIeCoiDvSofrWkz0TE9yLisKRvSrqsgTAB4LRHkgwA7fUmSd/uen0sKevlZttP2L7H9nn1hwYAsxtJMgC0l3uU9bpu592S3ixpmaRnJX0gs0F7g+1J25MnTpyoJkoAmIVIkgGgvY5J+omu1xdIeiZdKSKei4hXI+KUpI9phlMyIuKjETEeEeNz586tPGAAmC1IkgGgvT4v6QbbZ9leJGmxpC+nK9me3/XyWnV+CAgAGEDuzUQAANVZu3atdu/erZMnT0rSpbZv1PS7mG63vTciroiI/bbvl/SkpFck3RQRr0qS7S2S/iQiJiW93/YydU7FOCLpXY1vGADMMrm3pW4Ct0YFcDrittQA0Lyicy+nWwAAAAApJMkAAABACkkyAAAAkEKSDAAAAKSQJAMAAAApJMkAAABACkkyAAAAkEKSDAAAAKSQJAMAAAApJMkAAABACkkyAAAAkEKSDAAAAKSQJAMAAAApJMkAAABACkkyAAAAkEKSDAAAAKSQJAMAAAApJMkAAABACkkyAAAAkEKSDAAAAKSQJAMAAAApJMkAAABASm6SbPse28dt7+squ972ftunbI93lZ9v+2HbL9q+q66gAWBUrV+/XvPmzdPSpUtfK8uaU5P3Ntn+pu0Dtq/o1abtMds7bR9Kns+reTMAYNYr8knyvZKuTJXtk3SdpEdS5S9Lep+kWweOrKDNOw/2XC5TN2+9rDpZ6xXpJ6+9OparjLuqsey37SLb0Ku83309U52q4y6zz/qtM8h+yuuz331TtDzPMP7mypiYmNCOHTvSxT3nVNuXSLpB0hJ15uE/tn1Gj2Zvl7QrIhZL2pW8Hqoq5oI61Dl3DNJ/U6qYawap36+q//2uSpv2Zxv7rHp+b1pukhwRj0h6PlX2VEQc6FH3pYh4VJ1kuREf3nWo53KZunnrZdXJWq9IP3nt1bFcZdxVjWW/bRfZhl7l/e7rmepUHXeZfdZvnUH2U16f/e6bouV5hvE3V8bKlSs1NjY2rSxrTpV0taTPRMT3IuKwpG9Kuiyj3tZkeauka/oKrkJVzAV1qHPuGKT/plQx1wxSv19V//tdlTbtzzb2WfX83jTOSQaA9nqTpG93vT6WlKW9MSKelaTkeV4DsQHArOaIyK9kL5S0LSKWpsp3S7o1IiZT5ROSxiPi5hna3CBpgyQtWLBg+dGjRwsHvXnnwdz/hWxctVi3rL6oUN1e6xXtZ8rli8b0+OHn8yu2TJ1x9zuWZWVtQ962FYmvzm3od+yrjrvsNpaJu+y+ySrvjrGXOo+vIvLiSzty5IjWrFmj/fv374mI7t917FbXnGr7v0t6LCI+lbz+uKQHI+Ivu9uz/UJEnNv1+jsR0fO85EHm3jx1/B2VHdsycVUxdwzSfxXbNkj/ebLia2p76vj3u87jadj7s87+y/RZ9u+tqXHrZnva3JspInIfkhZK2tejfLc6yXC6fELSXUXajggtX748+nXhbdt6Lpepm7deVp2s9Yr0k9deHctVxl3VWPbbdpFt6FXe776eqU7VcZfZZ/3WGWQ/5fXZ774pWp5nGH9zZR0+fDiWLFkSkiZjhjlV0iZJm7pePyRpRfzgnHtA0vxkeb6kA+k6vR6DzL15qpgL6lDn3DFI/02pYq4ZpH6/qv73uypt2p9t7LPq+b0q6bk368HpFgDQXp+XdIPts2wvkrRY0pcz6q1LltdJ+lxD8QHArFXkEnD3SXpM0sW2j9m+0fa1to9JWiFpu+2HuuofkfRBSRNJ/Utqil1S52P6Xstl6uatl1Una70i/eS1V8dylXFXNZb9tl1kG3qV97uvZ6pTddxl9lm/dQbZT3l99rtvipbnGcbfXBlr167VihUrdODAAUm6dKY5NSL2S7pf0pOSdki6KSJelSTbW7ouF3enpNW2D0lanbweqirmgjrUOXcM0n9TqphrBqnfr6r//a5Km/ZnG/usen5vWqFzkus2Pj4ek5OT+RUBYBYpfF5cTZh7AZyOis69nG4BAAAApLTik2Tb/6jOD09GzRsknRx2ECURc3NGMW5ibs4bJJ0dEXOHFYDtE5Kqu7xFtlHeR8TdHOJuzijGLFUX94VF5t45FXRUhQPD/MqxX7YnRy1uYm7OKMZNzM1J4l44zBiaStBHfB8Rd0OIuzmjGLPUfNycbgEAAACkkCQDAAAAKW1Jkj867AD6NIpxE3NzRjFuYm7OqMbdj1HdVuJuFnE3ZxRjlhqOuxU/3AMAAADapC2fJAMAAACt0XiSbPt1tr9s+2u299v+z0n5mO2dtg8lz+c1HVuWGWK+w/bTtvcmj6uGHWua7TNsf9X2tuR1a8d5So+YR2Gcj9j+ehLfZFLW6rHOiHkUxvpc25+1/Q3bT9leMQJj3Svm1o91PziumjWKx5bti7ti22v7/9j+7baP9wxxt3q8Jcn2LUn+ss/2fUle0+rxljLjbmy8Gz/dwrbVuTboi7Z/WNKjkjZKuk7S8xFxp+3bJZ0XEbc1GlyGGWK+UtKLEfGHQw1wBrb/o6RxSedExBrb71dLx3lKj5jvUPvH+Yik8Yg42VXW6rHOiPkOtX+st0r664jYYvtMSa+X9J/U7rHuFfNvq+Vj3Q+Oq2aN+rFl+wxJT0u6XNJNavl4T0nF/Wtq8XjbfpM6ecslEfF/bd8v6UFJl6jF4z1D3AvV0Hg3/klydLyYvPzh5BGSrpa0NSnfKumapmPLMkPMrWb7Aklvl7Slq7i14yxlxjyqWj3Wo8j2OZJWSvq4JEXE/4uIF9TisZ4hZrTEKB5X0qw5tlZJ+lZEHFXLxzulO+5RMEfSj9ieo85/pJ7RaIx3r7gbM5Rzkt35On2vpOOSdkbE45LeGBHPSlLyPG8YsWXJiFmSbrb9hO17WvhVxYck/Y6kU11lrR5n9Y5Zavc4S53/NH3B9h7bG5Kyto91r5ildo/1P5d0QtIn3DklZ4vts9Xusc6KWWr3WPeL46o5s+HYukHSfcly28e7W3fcUovHOyKelvSHkv5e0rOS/ndEfEEtH+8Z4pYaGu+hJMkR8WpELJN0gaTLbC8dRhxlZMR8t6Q3S1qmzg78wBBDnMb2GknHI2LPsGMpaoaYWzvOXd4SET8r6Rck3WR75bADKqBXzG0f6zmSflbS3RHxM5JeknT7cEPKlRVz28e6XxxXzRnpYys5PeQdkv5i2LGU0SPuVo93kkReLWmRpB+XdLbtdw43qnwzxN3YeA/16hbJ10K71Tm39znb8yUpeT4+xNAydcccEc8lyfMpSR+TdNlQg5vuLZLekZwf+BlJP2f7U2r3OPeMueXjLEmKiGeS5+OSHlAnxjaPdc+YR2Csj0k61vVNzmfVSRLaPNY9Yx6Bse4Lx1WjRv3Y+gVJX4mI55LXbR/vKdPiHoHx/nlJhyPiRET8k6T/Kelfq/3j3TPuJsd7GFe3mGv73GT5R9QZhG9I+rykdUm1dZI+13RsWbJinjq4EtdK2jeM+HqJiE0RcUFELFTna6EvRsQ71eJxzoq5zeMsSbbPtv2jU8uS3qZOjK0d66yY2z7WEfEPkr5t++KkaJWkJ9Xisc6Kue1j3Q+Oq2bNgmNrraafstDq8e4yLe4RGO+/l/SvbL/ettU5Tp5S+8e7Z9xNjvecuhqewXxJW5Nfhv6QpPsjYpvtxyTdb/tGdQbm+iHEliUr5k/aXqbOOXhHJL1riDEWdafaO85Z3t/ycX6jpAc6f8OaI+nPImKH7b9Te8c6K+ZROKZ/S9Knk688/5c6vyz/IbV3rKXeMf/RCIx1WRxXzRvJY8v26yWt1vTYWv/vU0bcrf43KiIet/1ZSV+R9Iqkr6pz57p/phaP9wxxb2lqvLnjHgAAAJDCHfcAAACAFJJkAAAAIIUkGQAAAEghSQYAAABSSJIBNMr29bb32z5lezyn7hnJncS2dZX9ge1vJHdbeqDr8ozn237Y9ou27+qq/6O293Y9Ttr+UPLe5q7yg7ZfSMqX2X4sifMJ2/+hq717bR/uWm9ZzjacafsTtr9u+2u239rXwAHAAGbB3LvK9leSdR61/S9ytmHguZckGUBtbL/V9r2p4n2SrpP0SIEmNqpzPc9uOyUtjYhLJR2UtCkpf1nS+yTd2l05Iv4xIpZNPSQdVeei9IqIW7rKPzJVLum7kn41Ipaoc7OjD039g5B4T1ebe3O24TeSvn5KnUtHfcA2cy+A2szSufduSb+crPNnkt6bsw0Dz71M1AAaFRFPRcSBvHq2L5D0dklbUut/ISJeSV5+SZ1bxSsiXoqIR9WZsLPaXCxpnqS/7vH2azcIiIiDEXEoWX5GnTtRzc2J92zb99j+u+QTmKuTty6RtCtp67ikFyTN+CkOAFRtFsy9IemcZPnHJD2TtF3b3EuSDKCtPiTpdySdmqHOekl/VaLNtZL+PFIXiLd9oaRFkr6YXsH2ZZLOlPStruL/lnwVuNn2WUnZ76pzl8h/KenfSvoDd+469zVJV9ueY3uRpOWSfqJEzADQpLbOvb8u6UHbxyT9ijo3n5FqnHuHccc9ALOc7cclnaXOHZ3GbE+dknBbRDxUYP01ko5HxJ6s88hs/646d2H6dInQblBncu1V/tmIeDXVx3xJn5S0LiKm/sHYJOkf1Jm8PyrpNkn/RZ1bML/D9tRXjq+TtEDSPZJ+UtKkOl83/m0SNwBUapbPvbdIuiq5E997JH1QncS5trmXJBlA5SLicqlzXpykiYiYKNnEW9SZ9K5SZ8I7x/anIuKdSbvrJK2RtCr9yUQW2z8taU5E7Onx9g2SbkrVP0fSdknvjYgvdW3bs8ni92x/Qt8/D8+S/l3G15m3dLX7t5IOFYkZAMqYrXOv7bmSfjoiHk+q/bmkHVOrqKa5l9MtALRORGyKiAsiYqE6k+gXuybpK9X59PYdEfHdEs2+dt5bN9sXSzpP0mNdZWdKekDSn0bEX6Tqz0+eLekadX4MI0kPSfqtpFy2fyZ5fn3y1Z9sr5b0SkQ8WSJuAGhEi+fe70j6MdsXJa9X6/s/LKxt7uWTZACNsn2tOr9mnitpu+29EXGF7R+XtCUirspp4i51vk7cmcyJX4qIdydtH1Hnhx1n2r5G0tu6JsVfktSr7bWSPpP6VOSXJK2UdL7tiaRsIrmSxaeTTzUsaa+kdyfv/1d1zuV7Ipmsj6jzics8SQ/ZPiXpafX+yhEAajXqc6/t35D0l8lc+h11zouWapx7XfDTcgAAAOC0wekWAAAAQApJMgAAAJBCkgwAAACkkCQDAAAAKSTJAAAAQApJMgAAAJBCkgwAAACkkCQDAAAAKf8f2YQI5HC6np4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,9))\n", + "\n", + "plt.subplots_adjust(wspace=0.1, hspace=0.3)\n", + "\n", + "plt.subplot(321)\n", + "plt.plot(data['time_passed'][0:100],data['duration'][0:100],'+')\n", + "\n", + "plt.subplot(322)\n", + "plt.plot(data['time_passed'][1000:1100],data['duration'][1000:1100],'+')\n", + "\n", + "plt.subplot(323)\n", + "plt.plot(data['time_passed'][2000:2100],data['duration'][2000:2100],'+')\n", + "\n", + "plt.subplot(324)\n", + "plt.plot(data['time_passed'][3000:3100],data['duration'][3000:3100],'+')\n", + "\n", + "plt.subplot(325)\n", + "plt.plot(data['time_passed'][4000:4100],data['duration'][4000:4100],'+')\n", + "\n", + "plt.subplot(326)\n", + "plt.plot(data['time_passed'][5000:5100],data['duration'][5000:5100],'+')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Comme pour le premier jeu de données, il ne semble pas y avoir de lien entre le temps et la durée d'envoi.\n", + "\n", + "Nous allons maintenant regarder l'évolution de la durée d'envoi en fonction de la taille du message." + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,9))\n", + "plt.plot(data['size_message'],data['duration'],'+')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous allons supposer ici qu'il n'y a pas de seuil, contrairement au premier jeu de données.\n", + "\n", + "Nous pouvons effectuer une régression linéaire comme dans le cas précédent." + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.023103989841964157\n" + ] + } + ], + "source": [ + "modele=LinearRegression()\n", + "modele.fit(data['size_message'].values.reshape(-1, 1),data['duration'])\n", + "\n", + "print(modele.score(data['size_message'].values.reshape(-1, 1),data['duration']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous allons essayer le modèle réduit comme dans le premier cas. Le modèle moyen donnant des résultats similaires nous n'allons pas le faire pour ce jeu de données. Pour cela, nous ne conservons que les durées d'envoi inférieures ou égales à 113 ms." + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8371922626025792\n" + ] + } + ], + "source": [ + "data_reduced=data[data['duration']<=113]\n", + "print(len(data_reduced)/len(data))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Puis, nous appliquons la régression linéaire." + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.47431238776980406\n", + "-0.12276793980489287\n" + ] + } + ], + "source": [ + "modele_reduced=LinearRegression()\n", + "modele_reduced.fit(data_reduced['size_message'].values.reshape(-1, 1),data_reduced['duration'])\n", + "\n", + "print(modele_reduced.score(data_reduced['size_message'].values.reshape(-1, 1),data_reduced['duration']))\n", + "print(modele_reduced.score(data['size_message'].values.reshape(-1, 1),data['duration']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous obtenons des résultats similaires à ceux obtenus avec le premier jeu de données.\n", + "\n", + "Nous pouvons maintenant déterminer la latence et la capacité pour les deux modèles." + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "112.09420526325596\n", + "470.69432452502195\n", + "\n", + "110.6015263223915\n", + "1501.9562382783452\n" + ] + } + ], + "source": [ + "print(modele.intercept_)\n", + "print(1/modele.coef_[0])\n", + "print()\n", + "print(modele_reduced.intercept_)\n", + "print(1/modele_reduced.coef_[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les latences sont assez similaires. Par contre, les capacités sont très différentes.\n", + "\n", + "Traçons maintenant les trois régressions linéaires avec le jeu de données." + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "size=np.arange(0,2000)\n", + "plt.figure(figsize=(12,9))\n", + "plt.plot(data['size_message'],data['duration'],'b+',alpha=0.1)\n", + "plt.plot(size,modele.predict(np.reshape(size,(-1, 1))),'r')\n", + "plt.plot(size,modele_reduced.predict(np.reshape(size,(-1, 1))),'k')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Avec un zoom." + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(110, 120)" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,9))\n", + "plt.plot(data['size_message'],data['duration'],'b+',alpha=0.1)\n", + "plt.plot(size,modele.predict(np.reshape(size,(-1, 1))),'r')\n", + "plt.plot(size,modele_reduced.predict(np.reshape(size,(-1, 1))),'k')\n", + "plt.ylim(110,120)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Comme pour le premier jeu de données, il me semble que le modèle réduit est celui qui explique le mieux les données bien qu'il ne prenne pas les durées élevées en compte." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/module4/challenger.ipynb b/module4/challenger.ipynb index da173e6..e6c2490 100644 --- a/module4/challenger.ipynb +++ b/module4/challenger.ipynb @@ -40,66 +40,65 @@ "name": "stdout", "output_type": "stream", "text": [ - "3.6.4 |Anaconda, Inc.| (default, Jan 16 2018, 18:10:19) \n", + "3.6.4 |Anaconda, Inc.| (default, Mar 13 2018, 01:15:57) \n", "[GCC 7.2.0]\n", - "uname_result(system='Linux', node='3a716011d2b6', release='4.4.0-116-generic', version='#140-Ubuntu SMP Mon Feb 12 21:23:04 UTC 2018', machine='x86_64', processor='x86_64')\n", - "IPython 6.4.0\n", - "IPython.core.release 6.4.0\n", - "PIL 5.2.0\n", - "PIL.Image 5.2.0\n", - "PIL._version 5.2.0\n", + "uname_result(system='Linux', node='1a8f1c635b65', release='4.4.0-164-generic', version='#192-Ubuntu SMP Fri Sep 13 12:02:50 UTC 2019', machine='x86_64', processor='x86_64')\n", + "IPython 7.12.0\n", + "IPython.core.release 7.12.0\n", + "PIL 7.0.0\n", + "PIL.Image 7.0.0\n", + "PIL._version 7.0.0\n", "_csv 1.0\n", "_ctypes 1.1.0\n", "_curses b'2.2'\n", "decimal 1.70\n", "argparse 1.1\n", "backcall 0.1.0\n", - "cffi 1.11.5\n", + "cffi 1.13.2\n", "csv 1.0\n", "ctypes 1.1.0\n", "cycler 0.10.0\n", - "dateutil 2.7.3\n", + "dateutil 2.8.1\n", "decimal 1.70\n", - "decorator 4.3.0\n", + "decorator 4.4.1\n", "distutils 3.6.4\n", "ipaddress 1.0\n", - "ipykernel 4.8.2\n", - "ipykernel._version 4.8.2\n", + "ipykernel 5.1.4\n", + "ipykernel._version 5.1.4\n", "ipython_genutils 0.2.0\n", "ipython_genutils._version 0.2.0\n", "ipywidgets 7.2.1\n", "ipywidgets._version 7.2.1\n", - "jedi 0.12.1\n", + "jedi 0.16.0\n", "json 2.0.9\n", - "jupyter_client 5.2.3\n", - "jupyter_client._version 5.2.3\n", - "jupyter_core 4.4.0\n", - "jupyter_core.version 4.4.0\n", - "kiwisolver 1.0.1\n", + "jupyter_client 6.0.0\n", + "jupyter_client._version 6.0.0\n", + "jupyter_core 4.6.3\n", + "jupyter_core.version 4.6.3\n", + "kiwisolver 1.1.0\n", "logging 0.5.1.2\n", - "matplotlib 2.2.2\n", - "matplotlib.backends.backend_agg 2.2.2\n", - "numpy 1.13.3\n", - "numpy.core 1.13.3\n", + "matplotlib 2.2.3\n", + "matplotlib.backends.backend_agg 2.2.3\n", + "numpy 1.15.2\n", + "numpy.core 1.15.2\n", "numpy.core.multiarray 3.1\n", - "numpy.core.umath b'0.4.0'\n", - "numpy.lib 1.13.3\n", + "numpy.lib 1.15.2\n", "numpy.linalg._umath_linalg b'0.1.5'\n", - "numpy.matlib 1.13.3\n", + "numpy.matlib 1.15.2\n", "optparse 1.5.3\n", "pandas 0.22.0\n", "_libjson 1.33\n", - "parso 0.3.0\n", - "patsy 0.5.0\n", - "patsy.version 0.5.0\n", - "pexpect 4.6.0\n", - "pickleshare 0.7.4\n", + "parso 0.6.0\n", + "patsy 0.5.1\n", + "patsy.version 0.5.1\n", + "pexpect 4.8.0\n", + "pickleshare 0.7.5\n", "platform 1.0.8\n", - "prompt_toolkit 1.0.15\n", + "prompt_toolkit 3.0.3\n", "ptyprocess 0.6.0\n", - "pygments 2.2.0\n", - "pyparsing 2.2.0\n", - "pytz 2018.5\n", + "pygments 2.5.2\n", + "pyparsing 2.4.6\n", + "pytz 2019.3\n", "re 2.2.1\n", "scipy 1.1.0\n", "scipy._lib.decorator 4.0.5\n", @@ -134,16 +133,16 @@ "seaborn 0.8.1\n", "seaborn.external.husl 2.1.0\n", "seaborn.external.six 1.10.0\n", - "six 1.11.0\n", + "six 1.14.0\n", "statsmodels 0.9.0\n", "statsmodels.__init__ 0.9.0\n", - "traitlets 4.3.2\n", - "traitlets._version 4.3.2\n", + "traitlets 4.3.3\n", + "traitlets._version 4.3.3\n", "urllib.request 3.6\n", "zlib 1.0\n", - "zmq 17.1.0\n", - "zmq.sugar 17.1.0\n", - "zmq.sugar.version 17.1.0\n" + "zmq 17.1.2\n", + "zmq.sugar 17.1.2\n", + "zmq.sugar.version 17.1.2\n" ] } ], @@ -179,6 +178,13 @@ "Let's start by reading data." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "William: link corrected for an external call to the Mooc gitlab (I didn't copy all the documents on my session)." + ] + }, { "cell_type": "code", "execution_count": 2, @@ -434,7 +440,7 @@ } ], "source": [ - "data = pd.read_csv(\"https://app-learninglab.inria.fr/gitlab/moocrr-session1/moocrr-reproducibility-study/raw/master/data/shuttle.csv\")\n", + "data = pd.read_csv(\"https://app-learninglab.inria.fr/moocrr/gitlab/moocrr-session3/moocrr-reproducibility-study/raw/master/data/shuttle.csv?inline=false\")\n", "data" ] }, @@ -452,12 +458,14 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -506,10 +514,10 @@ " Method: IRLS Log-Likelihood: -3.9210 \n", "\n", "\n", - " Date: Wed, 24 Oct 2018 Deviance: 3.0144 \n", + " Date: Mon, 06 Apr 2020 Deviance: 3.0144 \n", "\n", "\n", - " Time: 11:05:55 Pearson chi2: 5.00 \n", + " Time: 07:33:03 Pearson chi2: 5.00 \n", "\n", "\n", " No. Iterations: 6 Covariance Type: nonrobust\n", @@ -537,8 +545,8 @@ "Model Family: Binomial Df Model: 1\n", "Link Function: logit Scale: 1.0000\n", "Method: IRLS Log-Likelihood: -3.9210\n", - "Date: Wed, 24 Oct 2018 Deviance: 3.0144\n", - "Time: 11:05:55 Pearson chi2: 5.00\n", + "Date: Mon, 06 Apr 2020 Deviance: 3.0144\n", + "Time: 07:33:03 Pearson chi2: 5.00\n", "No. Iterations: 6 Covariance Type: nonrobust\n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", @@ -599,10 +607,10 @@ " Method: IRLS Log-Likelihood: -23.526 \n", "\n", "\n", - " Date: Wed, 24 Oct 2018 Deviance: 18.086 \n", + " Date: Mon, 06 Apr 2020 Deviance: 18.086 \n", "\n", "\n", - " Time: 11:05:55 Pearson chi2: 30.0 \n", + " Time: 07:33:03 Pearson chi2: 30.0 \n", "\n", "\n", " No. Iterations: 6 Covariance Type: nonrobust\n", @@ -630,8 +638,8 @@ "Model Family: Binomial Df Model: 1\n", "Link Function: logit Scale: 1.0000\n", "Method: IRLS Log-Likelihood: -23.526\n", - "Date: Wed, 24 Oct 2018 Deviance: 18.086\n", - "Time: 11:05:55 Pearson chi2: 30.0\n", + "Date: Mon, 06 Apr 2020 Deviance: 18.086\n", + "Time: 07:33:03 Pearson chi2: 30.0\n", "No. Iterations: 6 Covariance Type: nonrobust\n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", @@ -680,12 +688,14 @@ "outputs": [ { "data": { - "image/png": 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r4bJfwqUfYH0JVnXpy5AhQ1aqalpN7Xy5WkaqmVf1FcEFpACDgWTgcxHpoao5pyykOg2YBpCWlqaDBw/2YfM/tHjxYmq7bLBZvHgxj1w5GOf7G5j+xQ4G9+vGzQM6BrqsWgmX/RIu/QDrS7BqiL74clomC2hfaToZ2FNNm3dVtVRVdwCb8IS98dHkK85nSNeWPDJvvY0iaYypM1/CPRNIEZHOIhIBjAbmVWkzFxgCICItgC7Adn8WGu6cDuGZMX05t2UTfv76SnYcOh7okowxIazGcFfVMuBuYD6wEZitqutF5DERGeFtNh84LCIbgE+ASap6uL6KDldxUW6m35KO0yGMfyWT3EK7gsYYUzs+Xeeuqh+oahdVPVdVn/DOe1hV53kfq6rer6rdVbWnqtbunVJDh8QYXrg5lV2HC7jnTbuCxhhTO/YJ1SA04JxE/nhNDz7bfJA//9+3gS7HGBOCbGyZIDUmowOb9uUx44sddGsdxw1p7WteyBhjvOzIPYg99NPzGXReIv89Zx0rvzsa6HKMMSHEwj2IuZwOnr+pH22aRnHnayvtNn3GGJ9ZuAe5pjERTL8ljaLScia+upKiUhtF0hhTMwv3EJCSFMdTo/qwbk8uv/33GruLkzGmRhbuIeLS7kk8MLQr767ew9TP7PNhxpgzs3APIb8YfC4/7dWGv374LYs32cCbxpjTs3APISLClJG96NY6nnveXMX2g/mBLskYE6Qs3ENMTISLaeNScTsd3PHqCrvJhzGmWhbuIah98xiev6kfOw8XcP9bq6mosDdYjTGnsnAPUQPPTeThK7uzcOMBnly4OdDlGGOCjA0/EMJuGdiR9XtyefbjrZzfJp4rerYJdEnGmCBhR+4hTET44zU96NuhKQ/86xu+3Xcs0CUZY4KEhXuIi3Q5efHmVGIjXdzx6gpyCkoCXZIxJghYuIeBpPgoXhyXyv7cYu5+w8aAN8ZYuIeNfh2a8fg1Pfhi6yH+YmPAG9Po2RuqYeTG9Pas25PL9C92cEG7eK7tmxzokowxAWJH7mHm91d2p3/n5jz477WsycoJdDnGmACxcA8zbqeDv4/tR4vYSO58bSUH84oDXZIxJgAs3MNQYmwkU8elcrSghF/8cyUlZfYGqzGNjYV7mOrRLoG/Xt+LzJ1HefS99YEuxxjTwOwN1TB2dZ92bNh7jKmfbueCtvGM7d8x0CUZYxqIHbmHud8M68aPu7TkkXfXs3zHkUCXY4xpIBbuYc7pEJ4Z05f2zWP4r9dXkp1jN9k2pjGwcG8EEqLd/OOWNErKKpj46goKS+wm28aEOwv3RuK8VrE8PaYPG/YeY9Lb39hNto0Jcxbujcgl3ZKYNKwr76/Zy98Xbwt0OcaYemTh3sj814/P5arebfnbgk0s2rg/0OUYY+qJhXsjIyL8z/W9uKBtPL+ctZot+/MCXZIxph5YuDdC0RFOpo1LI8rtZIKNAW9MWLJwb6TaNo1m6rhU9uYU8Yt/fk2pjQFvTFixcG/EUjs240/X9eTLbYf54/sbAl2OMcaPbPiBRm5kajKb9+cx7bPtpCTFMW6ADVFgTDiwI3fDb4d3Y0jXljw6bz1fbj0U6HKMMX7gU7iLyHAR2SQiW0XkwTO0GykiKiJp/ivR1LcTQxSc06IJ//XPr9lx6HigSzLG1FGN4S4iTuB54HKgOzBGRLpX0y4OuBdY5u8iTf2Li3Iz49Z0nA5h/MuZ5BaUBrokY0wd+HLkngFsVdXtqloCzAKurqbdH4H/AYr8WJ9pQB0SY3jx5lR2Hy3grjfsChpjQpnUNMaIiIwEhqvqBO/0OKC/qt5dqU1f4CFVvV5EFgMPqOqKatY1EZgIkJSUlDpr1qxaFZ2fn09sbGytlg02wdiXz7NKmbGuhMHtXdzaPQIR8Wm5YOxLbYRLP8D6Eqzq0pchQ4asVNUaT337crVMdX/ZJ18RRMQBPAncVtOKVHUaMA0gLS1NBw8e7MPmf2jx4sXUdtlgE4x9GQxEfPgtLyzexo96d2H8RZ19Wi4Y+1Ib4dIPsL4Eq4boiy+nZbKA9pWmk4E9labjgB7AYhHZCQwA5tmbqqFt0tCuDL+gNY//ZwMLN9gYNMaEGl/CPRNIEZHOIhIBjAbmnXhSVXNVtYWqdlLVTsBXwIjqTsuY0OFwCE+O6kOPtgncO2sV67JzA12SMeYs1BjuqloG3A3MBzYCs1V1vYg8JiIj6rtAEzjREU5m3JpG02g341/JZG+u3cXJmFDh03XuqvqBqnZR1XNV9QnvvIdVdV41bQfbUXv4aBUfxczb0zleXM7tL2WSV2SXSBoTCuwTqqZG3VrH8/zYfmw5kM9db6yySySNCQEW7sYnP+7Skieu6cFnmw/y8Lvr7DZ9xgQ5GzjM+Gx0Rgd2Hy3g+U+2kdwshruGnBfokowxp2Hhbs7Kry/rStbRQqbM30SbhCiu65cc6JKMMdWwcDdnxeEQpozszcG8Yn7z9hpaxUVxUUqLQJdljKnCzrmbsxbhcvDiuFTOaxXLz19fyfo9tb8Gfu6qbAb95WM6P/gfBv3lY+auyvZjpaa+2f4LXhbuplbio9y8fHsG8VEubnspk91HCs56HXNXZTP5nbVk5xSiQHZOIZPfWWsBESJs/wU3C3dTa60Tonh1fAYlZRXcMnM5x0rO7gqaKfM3UVhafsq8wtJypszf5M8yTT2x/RfcLNxNnZzXKo6Zt6WxN7eQJ1cUkV9c5vOye3Kq/8Tr6eab4GL7L7hZuJs6S+3YnL+P7cd3eRVMfHUFxWXlNS8EtG0afVbzTXCx/RfcLNyNX1zSLYnxPSL4ctth7pu1mvKKmk/RTBrWlWi385R50W4nk4Z1ra8yjR/Z/gtuFu7Gbwa1c/P7K7vzf+v2MfmdNTV+ivWavu3483U9adc0GgHaNY3mz9f15Jq+7RqmYFMntv+Cm13nbvxq/EWdyS0s5ZlFW4iPcvPfPz3/jHdyuqZvOwuDEGb7L3hZuBu/+9WlKRwrLGX6FzuIi3Lzy0tTAl2SMY2OhbvxOxHh4Su7k19cxpMLNxMT4eSOi88JdFnGNCoW7qZeOBzCX6/vRWFpOU98sJEot4NxAzsFuixjGg0Ld1NvnA7hyRv7UFRSzu/fXU+Ey8Go9A6BLsuYRsGuljH1KsLl4Pmx/bi4S0sefGct/16ZFeiSjGkULNxNvYtyO5k2LpULz01k0tvf8O5qG3vEmPpm4W4aRJTbyfRb0sno3JxfvbXaBpcypp5ZuJsGEx3hZOZt6fTvnMj9s1czZ5WdojGmvli4mwYVE+Fi5m3pDDgnkftnf8PsFbsDXZIxYcnC3TS46AgnM25N56LzWvCbt9fw+lffBbokY8KOhbsJiOgIJ/+4JY2fdGvFQ3PXMeOLHYEuyZiwYuFuAibK7eSFm1O5vEdr/vj+Bp5euKXGwcaMMb6xcDcBFeFy8OyYvlzfL5knF27mif9stIA3xg/sE6om4FxOB1NG9iIuysX0L3aQW1jKn6/rictpxx7G1JaFuwkKDofwyFXdSYh28/SiLRwtKOW5m/oSVeVmEMYY39ihkQkaIsKvLuvCH0ZcwKJv9zNuxjJyCkoCXZYxIcnC3QSdWy/sxDOj+/LN7lxGvriUrKMFgS7JmJBj4W6C0lW92/LKzzLYf6yI6/7+JeuycwNdkjEhxcLdBK2B5yby9s8vxOkQbpy6lI+/3R/okowJGRbuJqh1bR3H3LsG0blFEya8soJXvtwZ6JKMCQkW7iboJcVHMfvOgVzSrRWPzFvPw++uo6y8ItBlGRPUfAp3ERkuIptEZKuIPFjN8/eLyAYRWSMii0Sko/9LNY1Zk0gXU8elMfHic3h16Xfc9lImuQWlgS7LmKBVY7iLiBN4Hrgc6A6MEZHuVZqtAtJUtRfwNvA//i7UGKdD+N0V5zNlZC+W7TjMiOe/YPP+vECXZUxQ8uXIPQPYqqrbVbUEmAVcXbmBqn6iqieuV/sKSPZvmcZ874a09syaOICCknKufX4JH67bG+iSjAk6UtM4HiIyEhiuqhO80+OA/qp692naPwfsU9XHq3luIjARICkpKXXWrFm1Kjo/P5/Y2NhaLRtsrC+1d7SogmdXFbM9t4IrOru5PsWN0yF1Xq/tk+BkffEYMmTISlVNq7Ghqp7xC7gBmF5pehzw7Gna3oznyD2ypvWmpqZqbX3yySe1XjbYWF/qpqi0TCe/s0Y7/vZ9HT11qR7MK6rzOm2fBCfriwewQmvIV1X16bRMFtC+0nQysKdqIxG5FPhvYISqFvuwXmPqLNLl5E/X9uRvN/Tm611HueLpz1m67XCgyzIm4HwJ90wgRUQ6i0gEMBqYV7mBiPQFpuIJ9gP+L9OYMxuZmszcuwYRG+li7PSveGbRFsorbOhg03jVGO6qWgbcDcwHNgKzVXW9iDwmIiO8zaYAscC/RGS1iMw7zeqMqTfnt4ln3j0XMaJ3W/7fR5sZO/0r9uYWBrosYwLCpyF/VfUD4IMq8x6u9PhSP9dlTK0s3LCf5TuOALBs+xF+8r+fMjq9PfPX72dPTiFtm0YzaVhXrunbzu/bnrsqmynzN9X7dnzx0Ny1vLlsN/f1KGX85A8Y0789j1/TMyC1mMCw8dxN2Ji7KpvJ76ylsLQcAAUKS8qZuWTnyTbZOYVMfmctgF+Dt+q262s7vnho7lpe/2rXyely1ZPTFvCNhw0/YMLGlPmbTobrCdWddS8sLWfK/E31vu362I4v3ly2+6zmm/Bk4W7Cxp4c38+vZ59F27ps+2xq8pfy03x25XTzTXiycDdho23TaJ/bOh3CF1sO1fu2z6Ymf3FK9R/kOt18E54s3E3YmDSsK9FV7rnqdghu56mhFuF00LxJBDfPWMYD//qGI8frfiu/6rYd7XYyaVjXOq/7bI3p3/6s5pvwZG+omrBx4o3LqlesVDdveI/WPLNoC9M+286ijfv53RXnMzI1Ganl0e3pth2Iq2VOvGl64hy7U8SulmmELNxNWLmmb7tqA7W6eb8Z3o0Rfdry0Jx1THp7DbNX7OYPI3r4fduB8Pg1PXn8mp4sXryYbWMHB7ocEwB2WsY0at1axzP7zoH89fqebDt4nCuf/ZzXNhSTU1D3UzXGBJKFu2n0HA5hVHoHPvn1YG4e0JGPd5Xx4ymLeWnJDkrtjk8mRFm4G+OVEOPmsat78NigaHq0i+cP721g2JOf8eG6fSdGPTUmZFi4G1NF+zgHr4/vz/Rb0nA4hJ+/vpKRLy5l2XYbbdKEDgt3Y6ohIlzaPYkPf/kj/nxdT3YfKWDUtK+4ZeZy1mTlBLo8Y2pk4W7MGbicDsZkdODTSUP43RXdWJOVw4jnljD+5UwLeRPULNyN8UF0hJOJF5/L578ZwgNDu7Diu6OMeG4Jt720nMydRwJdnjE/YOFuzFmIi3Jz9yUpfPHbIUwa1pW1Wbnc8OJSbnxxKQs37KfCbhBigoSFuzG1EBfl5q4h5/HFby/h4Su7k51TyIRXV3DZk5/yxrJdFJaU17wSY+qRhbsxdRAd4eRnF3Vm8aTBPD26D1FuJ7+bs5aBf1nEX/7vW3YfKQh0iaaRsuEHjPEDt9PB1X3aMaJ3WzJ3HuWlJTuY9tk2pn62jUu6tmLsgA78uEsrnA4bmdE0DAt3Y/xIRMjo3JyMzs3Zk1PIm8t38eby3Sx6eQVtE6K4Ia09I1OTad88JtClmjBn4W5MPWnbNJpfD+3KPZeksGjjft5YvotnPt7C04u2MPCcRK5PTWZ4j9bERtqfofE/+60ypp5FuBxc3rMNl/dsQ9bRAt75Opu3V2bxwL++4aG5a7mse2tG9G7LxV1aEOly1rxCY3xg4W5MA0puFsO9P0nhnkvO4+tdR5mzKpv31+zlvW/2EBflYmj31lzeozUXpbQgym1Bb2rPwt2YABARUjs2J7Vjcx656gKWbD3Ee9/s5aMN+/j311nERrr4cdeWDO2exOCurUiIdge6ZBNiLNyNCTC308Hgrq0Y3LUVJWU9+XLbIT5ct4+FGw/wnzV7cTqE9E7NuKSbp01Kq9ha3zHKNB4W7sYEkQjX90FfUaGs2p3Dx9/uZ9HGA/zpg2/50wff0iYhih+ltOCilJZceG4iLWIjA122CUIW7sbIwl0aAAANK0lEQVQEKYdDSO3YjNSOzZg0rBt7cgr5bPNBPt18kA/X7WP2iiwAurWOY8A5iQw4J5H0Ts1ItLA3WLgbEzLaNo1mdEYHRmd0oLxCWZudy5Kth1i67TCzMnfx8pc7ATivVSxp3heF8uMVqKqdxmmELNyNCUFOh9CnfVP6tG/KXUPOo7isnLVZuSzfeYTMHUf4YO1eZmXuBuAvKz+id3JTerdvSu/kBHomJ9AqLirAPTD1zcLdmDAQ6XKS1qk5aZ2aw2CoqFC2HcznjQVfURiTxOrdOTz38RZODFrZKi6SHu0S6N4mnu5t4zm/TTwdmsfY8AhhxMLdmDDkcAgpSXH8uL2bwYN7AVBQUsb6PcdYk5XL+j25rMvO5dPNByn3Jn6U20FKqzi6JMXRJSmWlKRYzmsZR7tm0Rb6IcjC3ZhGIibCRXqn5qR3an5yXlFpOVsP5LNh7zE27ctj0748Pt9ykH9/nXWyTaTLQecWTejcogmdWjShc2ITOibG0KlFE1rGRuKw4A9KFu7GNGJRbic92iXQo13CKfNzCkrYeiCfbQfz2Xognx2HjrNpfx4fbdhPWaUbkkS6HLRvHkNys2jaN4uhXbNo2jWNPvm9RWykHfUHiIW7MeYHmsZEfH8Ov5Ky8gr25BSx4/Bxdh0pYPeRAr47fJyso4Ws2pVDbmHpKe1dDiEpPorWCVG0jo8iKT6KpPhIWsVH0iouilZxkbSIjaRpjNuu6PEzC3djjM9cTgcdEmPokFj9kMV5RaVk5xSSfbSQPblF7M0pZF9uEfuOFbFx7zE+2XSAgmruUuV2ColNIkmMjSAxNpLEJhE0r/TVLCaC746U02ZfHs1i3MRHu23snRpYuBtj/CYuyk231m66tY4/bZv84jL2HyviwLFiDuQVcSi/hEP5xRzMK+bIcc/j7QfzOXK85AcvBH9e/tnJx1FuBwnRbuKj3J7v0W7io1zERbmJ836PjXIRF+miSaSLWO9Xk0gnsZEuYiJdxLidYfuegU/hLiLDgacBJzBdVf9S5flI4FUgFTgMjFLVnf4t1ZjwNXdVNlPmb2JPTiFtm0YzaVhX/rViF0u2HTnZZtC5zbkhrcMP2gE/mLfiuyO8uWw39/UoZfzkDxjTvz2PX9PTp+1Wt75r+rbzue4T2y5XxSnyg23HRrqIbRnL2qzcGrf96FUp/KhLC44cL+HTpSvokHI+RwtK+WrbYT7dfJD9x4q9p4JiKCwtZ+uBMo4VlZJXVHbyKqCaRLudxEQ4iY448d1FtNtBTISLaLeTSLeDaLeTKLeTKLeDKNf3jyNdnucjXd7HLgeRbgcRTicRLsf3X87vv7udgmr930i9xnAXESfwPHAZkAVkisg8Vd1Qqdl44Kiqnicio4G/AqPqo2Bjws3cVdlMfmcthaWeo9TsnELue2v1D9ot2XbklLDPzilk0tvfgEKpN8iycwq5/63VVFRarlyV17/aBXBKyFa33Un/+gYESsu/X9/kd9YC/CDgq1ve39t+ZN56/nxdT67p246DiU4G92rL3FXZfPztgZPLFpVWkHW08GQ7AFWlqLSCvOJS8ovKyC/2fhWVUVBSzvGSMo4Xl3G8uJzjxWUUlJZTWFJOQUkZhaUVFJaUcTCvmELv/KLScgpLPd99fM04o3HdIxhS99WckS9H7hnAVlXdDiAis4CrgcrhfjXwqPfx28BzIiLaEC9PxoS4KfM3nQyqs3UiCCurqKYdwJvLdp8SsNVtt7Sa5CosLWfK/E0/CPfqlm+IbVe3bNV2IkK092i8VdxpiqoFVaW0XCkqK6e4tIKi0nJKyisoLq2guKyckrIKissqKCmr8MwvK6e0TCku98wrLa+gtKyCuPxd/ivqNKSm/BWRkcBwVZ3gnR4H9FfVuyu1Wedtk+Wd3uZtc6jKuiYCE72TXYFNtay7BXCoxlahwfoSfBq0HxGtz0utr3WXF+TijPn+MseSfVtX1na7lZet6/K1XLYFcOhMy1atMYjV5Xeso6q2rKmRL0fu1b3bUPUVwZc2qOo0YJoP2zxzQSIrVDWtrusJBtaX4BMu/QBPX8pyD4RNX8Jpv9R3Xxw+tMkC2leaTgb2nK6NiLiABOAIxhhjAsKXcM8EUkSks4hEAKOBeVXazANu9T4eCXxs59uNMSZwajwto6plInI3MB/PpZAzVXW9iDwGrFDVecAM4DUR2YrniH10fRaNH07tBBHrS/AJl36A9SVY1XtfanxD1RhjTOjx5bSMMcaYEGPhbowxYSjow11EokRkuYh8IyLrReQP3vmdRWSZiGwRkbe8b/YGPRFxisgqEXnfOx2q/dgpImtFZLWIrPDOay4iH3n78pGINAt0nb4QkaYi8raIfCsiG0VkYCj2RUS6evfHia9jInJfiPblV96/93Ui8qY3B0L1b+WX3n6sF5H7vPPqfZ8EfbgDxcAlqtob6AMMF5EBeIY4eFJVU4CjeIZACAW/BDZWmg7VfgAMUdU+la7XfRBY5O3LIu90KHga+FBVuwG98eyfkOuLqm7y7o8+eMZ5KgDmEGJ9EZF2wL1Amqr2wHMhx4lhTULqb0VEegB34Pmkf2/gShFJoSH2iaqGzBcQA3wN9Mfz6S6Xd/5AYH6g6/Oh/mTvjrwEeB/Ph79Crh/eWncCLarM2wS08T5uA2wKdJ0+9CMe2IH34oJQ7kuV+ocCS0KxL0A7YDfQHM8Vfe8Dw0LxbwW4Ac9giyemfw/8piH2SSgcuZ84lbEaOAB8BGwDclS1zNskC88vRLB7Cs+OPTEERyKh2Q/wfAJ5gYis9A4rAZCkqnsBvN9bBaw6350DHARe8p4umy4iTQjNvlQ2GnjT+zik+qKq2cDfgF3AXiAXWElo/q2sAy4WkUQRiQGuwPOBz3rfJyER7qparp5/NZPx/HtzfnXNGraqsyMiVwIHVLXy2Bc+DdsQpAapaj/gcuAuEbk40AXVkgvoB7ygqn2B4wT5aYuaeM9FjwD+FehaasN7/vlqoDPQFmiC5/esqqD/W1HVjXhOJ30EfAh8A5SdcSE/CYlwP0FVc4DFwACgqXeoA6h+SIRgMwgYISI7gVl4Ts08Rej1AwBV3eP9fgDPed0MYL+ItAHwfj8QuAp9lgVkqeoy7/TbeMI+FPtywuXA16q63zsdan25FNihqgdVtRR4B7iQ0P1bmaGq/VT1Yjwf8txCA+yToA93EWkpIk29j6Px7PiNwCd4hjoAz9AH7wamQt+o6mRVTVbVTnj+Zf5YVccSYv0AEJEmIhJ34jGe87vrOHUYipDoi6ruA3aLSFfvrJ/gGc465PpSyRi+PyUDodeXXcAAEYkREeH7fRJyfysAItLK+70DcB2efVPv+yToP6EqIr2AV/C8Y+4AZqvqYyJyDp4j4ObAKuBmVS0OXKW+E5HBwAOqemUo9sNb8xzvpAt4Q1WfEJFEYDbQAc8f6A2qGvQDyIlIH2A6EAFsB27H+7tG6PUlBs+bkeeoaq53XsjtF+8lz6PwnMJYBUzAc449pP5WAETkczzvr5UC96vqoobYJ0Ef7sYYY85e0J+WMcYYc/Ys3I0xJgxZuBtjTBiycDfGmDBk4W6MMWHIlxtkG9OgvJeJLfJOtgbK8QwRAJChqiUBKewMRORnwAfe6+aNCTi7FNIENRF5FMhX1b8FQS1OVS0/zXNfAHer6uqzWJ+r0lgpxviVnZYxIUVEbhXP+P6rReTvIuIQEZeI5IjIFBH5WkTmi0h/EflURLaLyBXeZSeIyBzv85tE5CEf1/u4iCwHMkTkDyKS6R2f+0XxGIVnOOq3vMtHiEhWpU9WDxCRhd7Hj4vIVBH5CM9gZS4R+X/eba8RkQkN/1M14cjC3YQM79jY1wIXegeSc/H9zdgTgAXewcxKgEfxfGz9BuCxSqvJ8C7TD7hJRPr4sN6vVTVDVZcCT6tqOtDT+9xwVX0LWA2MUs946jWdNuoLXKWq44CJeAaUywDS8QzC1qE2Px9jKrNz7iaUXIonAFd4hhwhGs9H7QEKVfUj7+O1QK6qlonIWqBTpXXMV9WjACIyF7gIz9/B6dZbwvdDLQD8REQmAVFACzxD0f7fWfbjXVUt8j4eCpwvIpVfTFLwfCTdmFqzcDehRICZqvr7U2Z6RgqsfLRcgecOXiceV/49r/omk9aw3kL1vjHlHbflOaCfqmaLyON4Qr46ZXz/n3HVNser9OkXqroIY/zITsuYULIQuFFEWoDnqppanMIYKp57psbgGTN8yVmsNxrPi8Uh76iY11d6Lg+IqzS9E8+t7qjSrqr5wC9ODGUrnvugRp9ln4z5ATtyNyFDVdd6RwtcKCIOPKPs/ZyzG9f7C+AN4FzgtRNXt/iyXlU9LCKv4Bne+DtgWaWnXwKmi0ghnvP6jwL/EJF9wPIz1DMVz8iAq72nhA7gedExpk7sUkjTaHivROmhqvcFuhZj6pudljHGmDBkR+7GGBOG7MjdGGPCkIW7McaEIQt3Y4wJQxbuxhgThizcjTEmDP1/pGenSMj5bcYAAAAASUVORK5CYII=\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -728,9 +738,17 @@ "execution_count": 7, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", + " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -772,7 +790,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.4" } }, "nbformat": 4, -- 2.18.1