{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![title](https://media-cdn.tripadvisor.com/media/photo-b/1024x250/15/33/f7/4d/lyon.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#
Sciences de gestion en hôtellerie et tourisme: comment extraire et utiliser les données de Tripadvisor.com pour analyser le service hôtelier à Lyon
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Roque Leal
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TripAdvisor, l'un des plus grand site de voyage au monde, numéro un de publications d'avis est devenu juste incontournable! Dans ce projet, nous allons extraire les données hôtelières de Lyon de 20 pages du site TripAdvisor. Nous obtiendrons des informations sur l'ID de l'hôtel, qui est un numéro unique de chaque hôtel, nom, note, équipements, fournisseur et avis. Nous examinerons différentes fonctionnalités telles que le prix, les équipements et les notes qui vous aideront à réserver un hôtel la prochaine fois que vous planifiez un voyage à Lyon! Nous analyserons également les avis pour comprendre que la prochaine fois que vous réserverez un hôtel et paierez un prix plus élevé pour un hôtel bien noté, cela en vaut-il vraiment la peine? \n", " \n", "** Pour faire cette analyse, nous nous concentrons sur les éléments suivants:**\n", "\n", "1.- Nous allons extraire les données de Tripadvisor\n", "\n", "2.- Nous aborderons les équipements hôtelier\n", "\n", "3.- Nous explorerons les commodités populaires de l'hôtel\n", "\n", "4.- Nous saurons quels hôtels sont les mieux évalués\n", "\n", "5.- Nous découvrirons les meilleurs prestataires de réservation d'hôtels\n", "\n", "6.- Nous analyserons les avis des hôtels pour trouver les 20 mots les plus fréquents\n", "\n", "7.- Nous analyserons les opinions des commentaires.\n", "\n", "8.- Nous analyserons l'évaluation des sentiments des commentaires en fonction du ranking de l'hôtel.\n", "\n", "**Bien, faisons ça!**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extraction et parseur les données Tripadvisor" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Import librairies\n", "from requests import get\n", "import re\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import string\n", "from plotly.offline import init_notebook_mode, iplot\n", "import plotly.offline as pyo\n", "import plotly.graph_objs as go\n", "pyo.init_notebook_mode()\n", "from bs4 import BeautifulSoup\n", "#import time\n", "from random import randint\n", "from time import time\n", "from time import sleep\n", "from IPython.core.display import clear_output\n", "import pandas as pd\n", "import numpy as np\n", "from wordcloud import WordCloud,STOPWORDS\n", "from sklearn.feature_extraction.text import CountVectorizer\n", "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "#Requests\n", "page = get(\"https://www.tripadvisor.com/Hotels-g187265-Lyon_Rhone_Auvergne_Rhone_Alpes-Hotels.html\")" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "#Créez une instance de la classe BeautifulSoup pour analyser notre document\n", "parser = BeautifulSoup(page.content, \"lxml\")" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "scrolled": false }, "outputs": [], "source": [ "#Get data\n", "hotels = parser.find_all(\"div\", {'class' : 'prw_rup prw_meta_hsx_responsive_listing ui_section listItem'})" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "THE 10 BEST Hotels in Lyon for 2020 (from $51) - Tripadvisor\n", "Found 30 hotels\n" ] } ], "source": [ "print (parser.head.find('title').text)\n", "print (\"Found\", len(hotels), \"hotels\")" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['0', '30', '60', '90', '120', '150', '180', '210', '240', '270', '300', '330', '360', '390', '420', '450', '480', '510', '540', '570']\n" ] } ], "source": [ "#Sur ce site, chaque page compte 30 hôtels, et c'est la seule différence dans les sites de chaque page.\n", "pages = [str(i) for i in range(0,600,30)]\n", "print (pages)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Request:20; Frequency: 0.059569106329448195 requests/s\n" ] } ], "source": [ "#Scrapper\n", "name = []\n", "new_price = []\n", "orig_price = []\n", "bubbles = []\n", "review_count = []\n", "review_url = []\n", "amenities = []\n", "provider = []\n", "reviews = []\n", "\n", "\n", "start_time = time()\n", "requests = 0\n", "\n", "\n", "for page in pages:\n", "\n", " page = get('https://www.tripadvisor.com/Hotels-g187265-oa' + page + '-Lyon_Rhone_Auvergne_Rhone_Alpes-Hotels.html')\n", " \n", "\n", " sleep(randint(8,15))\n", "\n", "\n", " requests += 1\n", " elapsed_time = time() - start_time\n", " print('Request:{}; Frequency: {} requests/s'.format(requests, requests/elapsed_time))\n", " clear_output(wait = True)\n", "\n", " if page.status_code != 200:\n", " warn('Request: {}; Status code: {}'.format(requests, page.status_code))\n", "\n", "\n", " if requests > 72:\n", " warn('Number of requests was greater than expected.')\n", " break\n", " \n", "\n", " parser = BeautifulSoup(page.content, \"lxml\") \n", " \n", " hotels = parser.find_all(\"div\", {'class' : 'prw_rup prw_meta_hsx_responsive_listing ui_section listItem'})\n", " \n", " for hotel in hotels:\n", "\n", " nm = hotel.find(\"div\", {\"class\" : \"listing_title\"}).get_text()\n", " name.append(nm)\n", " \n", " \n", "\n", " np = hotel.find('div', {\"class\" : \"price autoResize\"})\n", "\n", " if np:\n", " new_price.append(np.text)\n", " else:\n", " new_price.append(\"\")\n", " \n", "\n", " op = hotel.find('div', {\"class\" : \"xthrough\"})#.text\n", " orig_price.append(op)\n", " \n", "\n", " bub = hotel.find(class_=\"ui_bubble_rating\")\n", "\n", " if bub:\n", " bubbles.append(bub.get(\"alt\")) \n", " else:\n", " bubbles.append(\"\")\n", " \n", "\n", " rc = hotel.find(class_=\"review_count\")\n", "\n", " if rc:\n", " review_count.append(rc.get_text(strip=True))\n", " else:\n", " review_count.append(\"\")\n", " \n", "\n", " ru = hotel.find(class_=\"ui_bubble_rating\")\n", "\n", " if ru:\n", " review_url.append(ru.get(\"href\"))\n", " else:\n", " review_url.append(\"\")\n", " \n", "\n", " am = hotel.find(\"div\", {\"class\" : \"prw_rup prw_common_hotel_icons_list linespace is-shown-at-tablet\"}).text\n", " amenities.append(am)\n", " \n", "\n", " prov = hotel.find(class_=\"provider_text\")\n", "\n", " if prov:\n", " provider.append(prov.text)\n", " else:\n", " provider.append(\"\")\n", " \n", "\n", " rev = hotel.find(\"a\", {\"class\" : \"review-link\"})\n", "\n", " if rev:\n", " reviews.append(rev[\"title\"])\n", " else:\n", " reviews.append(\"\")" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "scrolled": true }, "outputs": [], "source": [ "#Appelez la classe DataFrame et passez chaque liste d'éléments sous forme de dictionnaire. \n", "hotels = pd.DataFrame({\n", "\n", " \"name\" : name,\n", " \"discounted_price\" : new_price,\n", " \"original_price\" : orig_price,\n", " \"bubbles\" : bubbles,\n", " \"review_count\" : review_count,\n", " \"review_url\" : review_url,\n", " \"amenities\" : amenities,\n", " \"provider\" : provider,\n", " \"reviews\" : reviews\n", "})" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namediscounted_priceoriginal_pricebubblesreview_countreview_urlamenitiesproviderreviews
0Hotel Lyon Metropole$133None4 of 5 bubbles1,837 reviews/Hotel_Review-g187265-d232351-Reviews-Hotel_Ly...Free Wifi Free parkingTripadvisorThe room was large, modern and very clean it...
1Hotel Carlton Lyon - MGallery Collection$162None4.5 of 5 bubbles1,880 reviews/Hotel_Review-g187265-d232355-Reviews-Hotel_Ca...Free Wifi Room serviceTripadvisor... the river and the old town with it's wonde...
\n", "
" ], "text/plain": [ " name discounted_price original_price \\\n", "0 Hotel Lyon Metropole $133 None \n", "1 Hotel Carlton Lyon - MGallery Collection $162 None \n", "\n", " bubbles review_count \\\n", "0 4 of 5 bubbles 1,837 reviews \n", "1 4.5 of 5 bubbles 1,880 reviews \n", "\n", " review_url amenities \\\n", "0 /Hotel_Review-g187265-d232351-Reviews-Hotel_Ly... Free Wifi Free parking \n", "1 /Hotel_Review-g187265-d232355-Reviews-Hotel_Ca... Free Wifi Room service \n", "\n", " provider reviews \n", "0 Tripadvisor The room was large, modern and very clean it... \n", "1 Tripadvisor ... the river and the old town with it's wonde... " ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Vérifier les données\n", "hotels.head(2)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "(592, 9)" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Vérifiez le nombre d'enregistrements\n", "hotels.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Nous avons extrait les données de 592 hôtels de la ville de Lyon**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Cleaning\n", "\n", "Les données supprimées du site Web comportent de nombreuses anomalies qui doivent être corrigées pour obtenir un ensemble de données propre avant de pouvoir commencer à analyser. Nous effectuerons les étapes ci-dessous pour nettoyer les données:\n", "\n", "Supprimer \"Sponsorisé\" du nom de l'hôtel.\n", "Supprimer les lignes en double\n", "Supprimez \"property_\" de l'ID de l'hôtel.\n", "Supprimer \"$\" du prix réduit des hôtels.\n", "Supprimez \"#REVIEWS\" et \"/\" des URL d'avis sur les hôtels.\n", "Colonne propre des équipements de l'hôtel pour les séparer par des virgules.\n", "Nettoyer les bulles, les colonnes review_count, discounted_price\n", "Pour certains hôtels. le prix d'origine est manquant, mais nous avons le prix réduit. Par conséquent, créez une nouvelle colonne de prix.\n", "Modifiez les types de données.\n", "Gérer les valeurs nulles" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "def clean_name(name):\n", " if \"Sponsored\" in name:\n", " return (name.replace(\"Sponsored\", \"\"))\n", " else:\n", " return name" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "hotels[\"name\"] = hotels[\"name\"].apply(clean_name)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "hotels = hotels.drop_duplicates()" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(330, 9)" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Nous vérifions le nombre d'hôtels après avoir supprimé les données répétées\n", "hotels.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Le nombre de rangées est passé de 592 à 326 hôtels" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "scrolled": false }, "outputs": [], "source": [ "hotels[\"name\"] = hotels[\"name\"].str.replace(\"property_\", \"\")\n", "hotels[\"discounted_price\"] = hotels[\"discounted_price\"].str.replace(\"$\", \"\")\n", "hotels[\"review_url\"] = hotels[\"review_url\"].str.replace(\"/\",\"\")\n", "hotels[\"review_url\"] = hotels[\"review_url\"].str.replace(\"#REVIEWS\", \"\")" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "def split_func(amenities):\n", " \n", " if amenities:\n", " output = re.sub('(?=[A-Z])', ' ', amenities).strip()\n", " output1 = re.sub(r' ([^ ]*(?: |$))', r',\\1', output)\n", " if \"Free\" in output1:\n", " output1 = output1.replace(',', '', 1)\n", " if not output1:\n", " return np.nan\n", " else:\n", " return (output1) \n", " else:\n", " return \"None\"" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "hotels[\"amenities\"] = hotels[\"amenities\"].apply(split_func)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "scrolled": true }, "outputs": [], "source": [ "def clean_bubbles(rating):\n", " return (rating.split(\" \")[0])" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "hotels[\"bubbles\"] = hotels[\"bubbles\"].apply(clean_bubbles)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "hotels[\"review_count\"] = hotels[\"review_count\"].str.replace(\"reviews\", \"\")\n", "hotels[\"review_count\"] = hotels[\"review_count\"].str.replace(\"review\", \"\")" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "hotels[\"name\"] = hotels[\"name\"].str.replace(\"property_\", \"\")\n", "hotels[\"review_count\"] = hotels[\"review_count\"].str.replace(\",\",\"\")\n", "hotels[\"discounted_price\"] = hotels[\"discounted_price\"].str.replace(\",\",\"\")" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 330 entries, 0 to 561\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 name 330 non-null object\n", " 1 discounted_price 330 non-null object\n", " 2 original_price 0 non-null object\n", " 3 bubbles 330 non-null object\n", " 4 review_count 330 non-null object\n", " 5 review_url 330 non-null object\n", " 6 amenities 330 non-null object\n", " 7 provider 330 non-null object\n", " 8 reviews 330 non-null object\n", "dtypes: object(9)\n", "memory usage: 25.8+ KB\n" ] } ], "source": [ "hotels.info()" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "NaN 330\n", "Name: original_price, dtype: int64" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hotels[\"original_price\"].value_counts(dropna = False).head(5)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "def clean_price(price):\n", " price = str(price)\n", " if price == \"0\":\n", " return np.nan\n", " else:\n", " return (price.split(\"$\")[1].split(\"<\")[0])" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "hotels[\"original_price\"].fillna(0, inplace=True)\n", "hotels[\"original_price\"] = hotels[\"original_price\"].apply(clean_price)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "scrolled": true }, "outputs": [], "source": [ "hotels[\"review_count\"] = hotels[\"review_count\"].astype(int)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 330 entries, 0 to 561\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 name 330 non-null object\n", " 1 discounted_price 330 non-null object\n", " 2 original_price 0 non-null object\n", " 3 bubbles 330 non-null object\n", " 4 review_count 330 non-null int32 \n", " 5 review_url 330 non-null object\n", " 6 amenities 330 non-null object\n", " 7 provider 330 non-null object\n", " 8 reviews 330 non-null object\n", "dtypes: int32(1), object(8)\n", "memory usage: 24.5+ KB\n" ] } ], "source": [ "hotels.info()" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "hotels[\"review_count\"].fillna(0, inplace=True)\n", "hotels[\"bubbles\"].fillna(0, inplace=True)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 330 entries, 0 to 561\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 name 330 non-null object\n", " 1 discounted_price 330 non-null object\n", " 2 original_price 0 non-null object\n", " 3 bubbles 330 non-null object\n", " 4 review_count 330 non-null int32 \n", " 5 review_url 330 non-null object\n", " 6 amenities 330 non-null object\n", " 7 provider 330 non-null object\n", " 8 reviews 330 non-null object\n", "dtypes: int32(1), object(8)\n", "memory usage: 24.5+ KB\n" ] } ], "source": [ "hotels.info()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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namediscounted_priceoriginal_pricebubblesreview_countreview_urlamenitiesproviderreviews
0Hotel Lyon Metropole133None41837Hotel_Review-g187265-d232351-Reviews-Hotel_Lyo...Free Wifi, Free,parkingTripadvisorThe room was large, modern and very clean it...
1Hotel Carlton Lyon - MGallery Collection162None4.51880Hotel_Review-g187265-d232355-Reviews-Hotel_Car...Free Wifi, Room,serviceTripadvisor... the river and the old town with it's wonde...
2Hotel Vaubecour97None4.5617Hotel_Review-g187265-d1058931-Reviews-Hotel_Va...Free WifiTripadvisorVery central location, comfortable room, enj...
3Mercure Lyon Centre Beaux Arts143None4.51404Hotel_Review-g187265-d219782-Reviews-Mercure_L...Free Wifi, Bar/,LoungeTripadvisorWe stayed two nights here in late May - I thin...
4Villa Florentine307None4.51091Hotel_Review-g187265-d551461-Reviews-Villa_Flo...Free Wifi, PoolTripadvisorWe were upgraded to a suite which had a hall w...
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" ], "text/plain": [ " name discounted_price original_price \\\n", "0 Hotel Lyon Metropole 133 None \n", "1 Hotel Carlton Lyon - MGallery Collection 162 None \n", "2 Hotel Vaubecour 97 None \n", "3 Mercure Lyon Centre Beaux Arts 143 None \n", "4 Villa Florentine 307 None \n", "\n", " bubbles review_count review_url \\\n", "0 4 1837 Hotel_Review-g187265-d232351-Reviews-Hotel_Lyo... \n", "1 4.5 1880 Hotel_Review-g187265-d232355-Reviews-Hotel_Car... \n", "2 4.5 617 Hotel_Review-g187265-d1058931-Reviews-Hotel_Va... \n", "3 4.5 1404 Hotel_Review-g187265-d219782-Reviews-Mercure_L... \n", "4 4.5 1091 Hotel_Review-g187265-d551461-Reviews-Villa_Flo... \n", "\n", " amenities provider \\\n", "0 Free Wifi, Free,parking Tripadvisor \n", "1 Free Wifi, Room,service Tripadvisor \n", "2 Free Wifi Tripadvisor \n", "3 Free Wifi, Bar/,Lounge Tripadvisor \n", "4 Free Wifi, Pool Tripadvisor \n", "\n", " reviews \n", "0 The room was large, modern and very clean it... \n", "1 ... the river and the old town with it's wonde... \n", "2 Very central location, comfortable room, enj... \n", "3 We stayed two nights here in late May - I thin... \n", "4 We were upgraded to a suite which had a hall w... " ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Nous vérifions les données après avoir nettoyé les erreurs et changé le type de données\n", "hotels.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analyse\n", "Examinons les différentes tendances de notre ensemble de données pour en déduire des modèles et obtenir des informations que nous pouvons utiliser avant de réserver notre prochain voyage à Lyon!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Quels sont les équipements hôteliers populaires fournis par les hôtels?" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Free Wifi 112\n", "None 70\n", "Free Wifi, Restaurant 48\n", "Free Wifi, Bar/,Lounge 27\n", "Free Wifi, Pool 17\n", "Free Wifi, Free,parking 17\n", "Free Wifi, Room,service 11\n", "Free Wifi, Fitness,center 7\n", "Bar/,Lounge 4\n", "Restaurant, Room,service 3\n", "Name: amenities, dtype: int64" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hotels[\"amenities\"].value_counts().head(10)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "scrolled": false }, "outputs": [], "source": [ "#Un graphique à barres des 10 meilleurs services hôteliers les plus populaires\n", "hotel_amenities_bar = go.Bar(y = hotels[\"amenities\"].value_counts().head(10).values, \n", " x = hotels[\"amenities\"].value_counts().head(10).index)\n", "layout = go.Layout(title = \"Commodités Hôtelières Populaires\", yaxis_title = \"Count\")\n", "fig = go.Figure(hotel_amenities_bar, layout)\n", "#iplot(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![title](https://roqueleal.me/images/commodites.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Quels hôtels ont le score le plus score?" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "scrolled": true }, "outputs": [], "source": [ "rating_price_bar = go.Bar(x=hotels[\"bubbles\"], y=hotels[\"name\"])\n", "layout = go.Layout(title = \"Classement des hôtels selon leur score\", yaxis_title = \"Name\", xaxis_title = \"Score\")\n", "fig = go.Figure(rating_price_bar,layout)\n", "#iplot(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![title](https://roqueleal.me/images/classement.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Découvrez les fournisseurs de réservation" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "scrolled": true }, "outputs": [], "source": [ "providers_bar = go.Bar(x=hotels[\"provider\"].value_counts().head(10).index, \n", " y=hotels[\"provider\"].value_counts().head(10).values) \n", "layout = go.Layout(title = \"Prestataires de Réservation d'Hôtel Populaires\", yaxis_title = \"Count\")\n", "fig = go.Figure(providers_bar,layout)\n", "#iplot(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![title](https://roqueleal.me/images/prestataires.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Il semble que Nustay.com soit le site le plus populaire pour les réservations d'hôtel et les remises, suivi d'un énorme écart par Expedia.com.\n", "\n", "#### Quels hôtels sont les plus populaires avec plus d'avis?" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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namereview_count
521Sofitel Lyon Bellecour2471
544Ibis Lyon Part Dieu Les Halles1969
385Hotel Carlton Lyon - MGallery Collection1880
1Hotel Carlton Lyon - MGallery Collection1880
407Hotel Lyon Metropole1837
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" ], "text/plain": [ " name review_count\n", "521 Sofitel Lyon Bellecour 2471\n", "544 Ibis Lyon Part Dieu Les Halles 1969\n", "385 Hotel Carlton Lyon - MGallery Collection 1880\n", "1 Hotel Carlton Lyon - MGallery Collection 1880\n", "407 Hotel Lyon Metropole 1837" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hotels.sort_values(\"review_count\", ascending = False)[[\"name\", \"review_count\"]].head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analyse des Reviews sur les hôtels\n", "\n", "Nous analyserons les avis sur les hôtels pour rechercher les mots les plus fréquents et attribuerons également des sentiments aux avis - positifs, négatifs ou neutres en fonction du texte. Mais, avant de pouvoir le faire, nous devons nettoyer le texte pour supprimer les signes de ponctuation et les mots vides.\n", "\n", "**Pour cette étude, nous nous concentrerons sur les commentaires enregistrés en anglais**" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "pd.set_option('max_colwidth', 5000)\n", "def clean_review(review):\n", " return review.replace(\"\", \"\")" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "hotels[\"reviews\"] = hotels[\"reviews\"].apply(clean_review)" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "punctuations = string.punctuation" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "hotels[\"reviews\"] = hotels[\"reviews\"].apply(lambda x : x.lower())\n", "hotels[\"reviews\"] = hotels[\"reviews\"].apply(lambda x : ''.join([a for a in x if a not in punctuations]))" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "hotels['review_length'] = hotels[\"reviews\"].apply(lambda x: 0 if x == \"none\" else len(x))" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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namediscounted_priceoriginal_pricebubblesreview_countreview_urlamenitiesproviderreviewsreview_length
0Hotel Lyon Metropole133None41837Hotel_Review-g187265-d232351-Reviews-Hotel_Lyon_Metropole-Lyon_Rhone_Auvergne_Rhone_Alpes.htmlFree Wifi, Free,parkingTripadvisorthe room was large modern and very clean it had a separate bedroom for us which was an added bonus99
1Hotel Carlton Lyon - MGallery Collection162None4.51880Hotel_Review-g187265-d232355-Reviews-Hotel_Carlton_Lyon_MGallery_Collection-Lyon_Rhone_Auvergne_Rhone_Alpes.htmlFree Wifi, Room,serviceTripadvisorthe river and the old town with its wonderful basilica shops bars and restaurantswe found our room extremely comfortable and would not hesitate to recommend this hotel to anyone visiting this lovely city205
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" ], "text/plain": [ " name discounted_price original_price \\\n", "0 Hotel Lyon Metropole 133 None \n", "1 Hotel Carlton Lyon - MGallery Collection 162 None \n", "\n", " bubbles review_count \\\n", "0 4 1837 \n", "1 4.5 1880 \n", "\n", " review_url \\\n", "0 Hotel_Review-g187265-d232351-Reviews-Hotel_Lyon_Metropole-Lyon_Rhone_Auvergne_Rhone_Alpes.html \n", "1 Hotel_Review-g187265-d232355-Reviews-Hotel_Carlton_Lyon_MGallery_Collection-Lyon_Rhone_Auvergne_Rhone_Alpes.html \n", "\n", " amenities provider \\\n", "0 Free Wifi, Free,parking Tripadvisor \n", "1 Free Wifi, Room,service Tripadvisor \n", "\n", " reviews \\\n", "0 the room was large modern and very clean it had a separate bedroom for us which was an added bonus \n", "1 the river and the old town with its wonderful basilica shops bars and restaurantswe found our room extremely comfortable and would not hesitate to recommend this hotel to anyone visiting this lovely city \n", "\n", " review_length \n", "0 99 \n", "1 205 " ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hotels.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Print Reviews Statistics" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "La moyenne de la longueur des Reviews: 127.4939393939394\n", "L*écart type de la longueur des Reviews: 82.09018111502637\n", "Le maximum de la longueur des Reviews: 214\n" ] } ], "source": [ "print('La moyenne de la longueur des Reviews:',hotels['review_length'].mean())\n", "print('L*écart type de la longueur des Reviews:',hotels['review_length'].std())\n", "print('Le maximum de la longueur des Reviews:',hotels['review_length'].max())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Mots fréquents dans les revues" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "scrolled": true }, "outputs": [ { "data": { 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cdpleL1I4jDE8fFbeVb2QRlZ9WEYJvZChmB4h2ryc3m2/wyznKaaGiDQuZaRz\nI5KsEa5byOjhzZzMiDaX6JlQ7XuxbZNQ7fzKvezIYaraLkJWvZSyCQRBQlLUF/Q8jm1hmwaeUJxi\ndgRPqAZv6JhYhIKIKEoIooggygiS7Dp0vYA6xYAPQXGlwoKiIMgyUjTEjMGKRRFtQRvaglbKXX04\n5szfi23Bzs0lXnG7GwO1qU2hrlFhbPiY9I5zwmbbjjPr8Fzxch+rLvVy0ToPiirw/s9UcbCjzIO/\nzuE4ruTzmYfzvOFdEe6/J0P+GM/8X96Z4W//pYa/+9daug7qROMSyYTFf349STJh8eCvc3zgb6t4\n8oE89c0KsixMacfYmE1vn4Vlwfe+n+MTHw9y/XUa9/++xF++18/yZQqFgsOHP+hnaMjmK/+cJZOx\nOXJkkqCk0jbd3SYO8Jv7itTVSXzusyGOHDH52c+LjM0yl50LJPrL5NMmwZhMx8ZJda0oufNtetQg\nM2aw7IowA4eKk2Pm8hw6t2bYcFs1Hp9IqWCj+UTmrQrw/O/HXnBgovSozvhAmWityrZHkpVxECX3\nHTsZ+juL3PAOlXBcYXxQx+OXqJvnZbTvzDYDHRszLN8QYuPvxhAlActw39Erbq0inTDY8USaW95b\nz13/1ItpOJQLNpFqhVidSqlgVZyeju+X3gNFRFGgkDZJjxn4gjLGsWvlMRnGhwzSYwaODQOHigSi\nrpRXlFyJuCwLePwiiiZglB3GBnVSowbXv6WG//mXvko5ITlOQIpQsDLElWYMu0TJziIiIwkKRTuH\ng01QqiIoxRih65T7yXTKZMwx9uafZkXgGopWloThChpEpAlyLCAJMhIyNtaEDPXE8EpBNNGLT4pU\nzBbGjIELzmb1nJFVQVUJXrke0ePBGE2Q37z1pIuDb+UK1OZGHNMk+/Sz2PmponD/JRej1FRPy2cm\nk+Se3XRai4/g0fAsXIB34QLkqhiIIlY6TelwF8W9+7CzUx2HlPo6/Betxi6XyT71DE55cjctyLL7\nrD6fe//JZ3D0YySNskxo4n5+87azSmDOJywL/v5LaV5xnYdVKxQSYzYf+WSSoeEzXyT6kzumXSvq\nSQ6NPDVj+nRxgHRxYMq1VKGPVKFvxvQzIXzNNYiqxug9/3N6jT0N+FesJHDxxQx+9ztnLUqFd+FC\nIi9/BQPf+jec8guXIllmmXJ+HKOYxrFNcmPdRJuWU8qO4jg2vTv/QOvFtxKpX4wgKRTG+0n2uRJr\no5THOsZe1DJKmGV3U5Hs2024fhGLrn4nplHEKGTQC2nAITfey8jB55h32RuwzDKiKJEdPULfzj8C\nYJbzFXOAmWBbBkYpO+3ayGsh8AEAACAASURBVKHnaFxxA9Xtl7lmIIkuLMv9BmvmX0a4fjFaIIbm\njxGIt5I4vInUwN6Zqjg5BIHom27Gs3wRCAKi1wOCQN3ffnDW9KLXg2Nb5J/e4tr4zIKffj9F90Gd\n+iaFTU8VufPbKSKxSbHWxkcLdOwoz2glYZnwb18YY6hv5kWov9ugXHLY9OSkJiWTtKZMm/fdnWHv\njjKH9k3VlAz3m3zuA0NcepWPmnqZfTvK7Hh+koTd9d0UBzvKNM9TefBXWX787eQUsvDgQ2Ueeth9\nX0ol+IcvZl11twXf+nZ+irmv47gb5E2bDbZsNSp1PP20zsaNeqWMb3wzhyy7ZQgTJPB8IZcyuf/f\nB7jtg020LPOTSRjEGzVGeks8+F9DFHMW9/9ggNd9pJnaVi8jPSVidSr7N2XY9nCSTX8YZ+0NVbzj\nC+3s35Rl0SVBLNPh+fsT08JYnS7KBZv7vtvPGz7WSm2bh7EBnVidSiFj8ptv9580/6EdWQYPF3nH\n37ez/ZEkbSv8qJ4zb9Pmh5LIisCr312PaTpsvG+MfNqkuknj/h8NUcxaVDeq1Ld76N1fpPdAgYPb\nc9z+/gZ2PJFiy0Mp0gmDwcNTJaHjQzr3frOfDTdXoXpFDu/MM9xTomtPHtOw6eqY+HtPgULW5Kdf\n6eWa11ez9hVRhrvLDBwsUjvPyzWvj2OUba55fTWHduZ58hcJHBt2PJ6mcYGX3v2T30vJzrPIfzkS\nMoqo0ZnfhOkYgMlAuZPF/nWUrDw2FqNG78Q9F4ZdnGbydhSWY1ZMBDJmgs7CJlq9K8lZSXS7yCL/\n5filCIrgodmzjFqtnf7Sfob1I5iOPsVUzsGmbOdxsBGRCMvVFKwsPsk1qavXFhJXmunIP82FFLNV\nOJHKTRCEFyB6EKn+87fjW7UCK5Vm8P99Ays9u52E4NGo/+sPoDTUo/f0MvTN704lfIJAzbvfgXfl\n8mPbB0Dp0GGG/u17M0s1ZoDa2kzsNbeitbZMd4pwHIyRUZK/+R3FPXsrBFhra6HuQ+/DsW0G/+Ub\nGEOTKli5Ok79R/8ayefF1nWG/vXf0PsnCZUci1L/8b9B1DSGvvkdykdOHhtyDucOVa99rUtWf3r3\nOasjtGEDgbVrGfjWt84aWfWvXk30hhvp/8bXzwpZBRAkZSJygumSKknBNie/O1FWUX0RbMtwCecE\nSxIlBce2cRz3mxNECQQBxzIn/i+j+aMuuSxmEETpGBMCkLUAisePbRroxYxbP7jqe8ephLKa3mAR\nUZSxreMnfQHVF0JSPOiFNLZlgmPjODaCJCMep8e0LXP2Ok4Bcm0cbXE7niXz8a5cDJKEOTrOjJO/\n7WClMuSf2Uphy64/uRB7f6oIxmQWXxpix6PJSngwAAQBSdEQRZG25RorrwrgC0mM9ZfZ9kiyonoX\nRJi/Jsyaa+N4AzbJYZ3n7x9jpKdUKf/yV8epa/Mw3O06aGUSBqrX9Vrf83Qa1Ssyf3WAnU+kqGrQ\nqG7S6D9YpG25n11Ppqhu8hCtU9n/fIbW5X5woLsjjyBAy1I/F10fJRhVGB8us/PxFL37CvjDEsvW\nh9nxWKpil9q0yEewSmbvRneNDlcrbLitmmityt5n04wP6giCGwLrvOFcbUCOL/dYS42J67Ii8Mp3\n1pJLWTz2M9duf773YrxSkP35Z9FEH7pdmrAVPVqMgEcMIAoSJTuP7RyVCE/MmUgT9qTTv38BEQFx\nigOVJCjYjmuOJSFX+M5RWI5VIaTAFNW+hIKFQUSuZYl/PZsyv6tIUqNyHUv863k+fR/WLA5bLyYc\nx5nRluncmQHYNvmt2/GtWIYUDuFZvJD881tmTa61tqDUuqq7/LadU4kqgOOQ+sOD5LZuR/L5kIIB\nglesRwqd3rGBakszNX/+Z0jRCHY+T3HfAYzBIRzHQa2rxbt0CUptDfG3vpnEnXdT7HClL+ZYEitf\nQAoFUarjU8iq2lCP6NFwLAtBUVAaG6aS1XgVoseDlctjjp071fMcTgcOUjCIUluLU9bRBwemqmcF\nATkaRamqwi6X0YeGpr2Tot+PWlsLgoA+NDRNE3A8pGAQx7KwC4VKHUpVFXIshlUoYAwP4xjHSMUE\nASUeR45EMVPJcxIp2zmGQOI4U4gqgG3qlDLTNQHHEk9gGvFzbPMY5yxwjpMmmuUcZnl62LOjZHf2\nBtszEFUAZ0J6O/00MccysU5W7mnCHE5gDifIP7WJqne9Ebk6xsjXfjTzhtlx3OefI6kXFLLjJpv/\nOH2+VjxBmta+Gm+kjrFDm/nF156cMb9jQyLRzOaNy+h65mccz7yy4yYP3Tk0LZ9etNn2cNL9d8lm\nx2NubONEX5nEhCp+5+PutZGeUoX8du851u7bJa3dHdPnpHzaYtMfpj7X8d7+6VGD3/9gqgbrvONc\nCf2OL/e4/0drFF774UYsw+Hhn07X2BlOGcOaLixwcCja0x22juJEdqIO9jQSe6ya3sKctT9mKtfC\nqJQhCyoRuYa8lUYVPDR5lpKxxrAuMLvVc2qzWuo8iDmeRI5X4b9oNfnN22aesAXwr1kFkoRdKFDY\nPXMcQr2vH71vQo0hy3hXLDstsip4PMRecytSNII5MsronXej9/ZNmg8IAmpLM9XvfBtyLEr01ldR\n7unBzuWxCgXMsTGkcAilvg52TbZRa2sBoLi/E+/SxWitzeSf31y5r9TVgShijo1h5c88BMgczh6U\n6mpq7ngrAHIkQqm7m8Qv7nUJqSAQuuIKQus3YOWyiJoHK5slce/PMVPuIuFZsICqW26dIJcOgqww\ndt9vKB06NGN9/lWriFx7HWO/vc9NI4pEXnYtgYsvxspmEQN+jJFREvf+vEJmg+vWEbn2OsxkEkEU\nsXKzT4RzeJFgO+i9g0hVUTciySlqd84VJNk9hepYEw1RUhEEceLahaP2e6nCKGboeuZnNF96yzEh\n12aGKKvImv+Eaebw0kJq1OAn/9gzEYVh8ntx1fQX1slPWSvJoeJWWjzLkQQFyzFJmyP0lvZyoc0F\n55Ss2rk8xT0dBK+5Cm1emyuRHJ4upZECQbxLFwNQOngYMzF2TtrjW77EJZaWTfK3v0fv6Z2awHHQ\nu3vIPvYk0dfeijIhac1v2gKWhd4/iNY+zyWrwsRB1pKE2tKMoxsUtu3As3A+alPjpKssoDbWA6AP\nDL7oi9kcXMjRGEP/8QP0wUGUmhrq3vVu/MuXk9u2Da25mcjLrmX0Z/dQPHgQUdOIv/Z1RF/5Skbv\nuQfR46Hq1lvJb99B+sknAAhtuIKqW29j8Hvfwy5MSDMcQBDwr15D5PrrGT9KVAHvggUEL72U4R/f\niT44iBQMUvfOPye0bh2pRx5BjsaIXHc9qQceILt1C6LXS+3b3vYi9dYcToTSPnfzcSbhtnzBWoq5\n0crJX7NB9YSxbQNTn32zKwgi1Y1riNYtpXPbzyoRFmJ1S6lpupgju++jmP/TjJ5y1iGIBKpbCVS3\nYpYLpPo6MEuTmgDHNmeNhuGN1BFqWIxZzk8c73thkYL/7XAcKOWnj21fef8FRlUBHAbLBxkqH+Ko\n/cOpOGW9FHHODwXIb9uJYxiIXi/eFctnTONZOB8pEqmYDpwTdZkg4Fu10pVwJpOUOmf3Gi8dPORK\nzAQBz8JJT2a9z1UJKDXVCBORuiW/H6WmBiubpXSkCzuXR4lXIQUmdtOyhFJX6+bvPblx+xzOD/T+\nfvTBQbBtjKEhyt3deBYuBMC7ZAnGWILiwYMwobbPbt6Ed/4CJL8ftaEByR8gt20rjmHgGAa5bduQ\n/H60pqZKHY5huBLV665j7Fe/pHjgQOWeb9lyjKSr6lPr6pD8fozEKJ4FC13v8aZGcBzyezvcNuRy\n5PfMfvLRHI6BKKBUh888u09DCvlOOb3R3U/294/NftLZLNB8MZoWXUcg2ozmO3oCk4DqDeP1xysh\nv2TVT/289URrFuML1iJMHOyuesL4grXIihdwD3oY7tmEbZan2Lcl+ndQLiYr5UmyhqIFJtvhjTLz\nwfb/e1G94DKaLroJ2zLxRutov/ItyJ7ASfN5I3W0X/VWJEVD9UWoXnj5eWjtHM4PLlyid9RW9nTa\nLyJRp82n0bO48ospjSfMo4m+KekbPYvxS7MfsnM6OOehq/S+fvT+AbS2VvyrV5J98umptn+iiO/i\n1W4oobHxE5LIFwJBVVHq6xAEAUfX0dpaZ90ZS8Eg2A7ChN2iGxXbRh8YwjFN5EgY0efDSqdRaquR\n/D6K/QNYyRRGIoGnfZ5LYFNpJK8PORbFMU1Xsvq/AYKAIMsIioqoKgiahqhq7jVRgqPBw20bx7Jw\nTBNb13HKZWzDwDF0N2j6ObTxswqFKeVbuSxyrMq1VQ2FsLK5KVJwK5tFUBQ3fFQgiGMY2KVjYhiW\nS9i6jhQKVa4p8Tixm16FmUqhD021TZMjYbT6euKve33lmiCK6MNuOtEfwJnok8k2vMjHCYvi5Lgq\nCqKmIagqgiQjSMeOq+sg5RgGtjExrvrEuJozRHk/y5B8GrVvu5b+b96HY56+JsO/ohUlHmL8/s0n\nT3yGEASJYLQZb6CaYKSZYj5BuTBOvHEVoVgbpl5AEEV69j+EL1BDINzoxo8VREr5cWRVo67VjXzg\nD9VzaOevMI1TMzFSPSHq26/g8K7foKh+Wpa8goM7fnFS6e4ZPiiIIqKiTMwHqvvOTIT7EkRxQkvl\nkm1M050DdB27XMYxdGzDcL/V8xRaUFK9VC9eT8/zvyQ30gWCSPtVdxBrXc3I/qdPmDc27yJyI10M\n7HgQcJBUD57Q9Ag2/1sgyLI7Z/oDiB4PguwecOFYJna5jF0suj+9/NK26RZFRM2D5PMh+nyIqgqi\n6HII85hnmVgHXtLPcoqQBJlW3yp8UsgNlyUojJSPMJ6eXejmlYLM969FEt0TtEQk9mafIl9MveD2\nnHOy6hiuelxra0VpqENtaqB8uGuyAVUxPO3uMY2F3R3YuXPjbSh6NCS/Ky1RGuqpee+7TpxhQjIh\nKHLl3+Z4EjuXRwoGkGMRrHQataUZJAljYADHMND7B/AsmI/a0kTpQCdSLOKGtMrlz2lczxcLgiwj\nBQIoVXGUmjrUmhrkWBVyKITo9bqERpJdonN0YarAcYmN44Btuc5HZR27VMTKZTFTKYzxMYxEAmMs\ngZVOYxULZ8WUQtS0SVMOQNQ8LjF0HOxCETkyuUkBED0e1/vdMLBLRQRJqkjXj/aDIMvYpWPOerZM\nRn76U2KvfCWxm17F2K9/VXHisosliocOTQ+fZbuOOI5edsuUpIrTlahOPcnonEEUEb1e5EgUNR5H\nqa5BicWRIxF30fF6EBR1gqCK7qk6x0vmnIlDA2x7ysJkZjKYyXGM0RH0kWF3XLPZqY5lZwGCIuNb\n1oKoyuR3d2OXdOSIH+9iV/Jd6OjByhZBAK2pGk9rDWa2QH53t/s8onsqjm9xE/pIGnP8JPbCgoAU\nDSNXxxA0ddZkdiaL3tWP41iMD3ZQVb+C4Z5NWGYZQZSpql/B4V2/xijnmb/6NXj9cTLjR8hnBhkb\n3E026ZouObrF2FAHmjdCKNaG6gmeMlkt5ccQBBGPL0Yg3Eg22VuJxvBCICiKOxfEqlDi1SjV1cjR\nGHLI3dyLmgdRkWEi5u20M54dZ8p7YxuGu/jn85jpFMZYAn1kBGN0BDM5Pm3DebYga34kWaWUmTCZ\ncGyKyUF8sYaT9QCeUJzs0GGOqv5L6eH/dWRVCgTxtLXhXbAIrakZORyZWAekyeg7jjMpqCjkMZLj\nlPv6KB05RLmvDyv/Im/Mced8taER74KFeFpaUariiF7fcZssZ8qzWIU8ZjKJPjRAqbuLcl8fZiZ9\nQZJXwymzOfVbJEEmpjSwKnz9SfOkjRGeGf85kqDQ5ltFm2/1WWvPeTkUoLC7g/AN1yP6/fjWrJpC\nVr3LliL6fRVSe65w7IfilMtYmVNzVrFSk97FdrGImUggRcIoNTWUu3rQ2lrBcSj3uCYCere7mGgt\nza43d20tgixjJsawCxNERhCRAoEXZqvtOFi53Pk/yEAQkAJBtKZmvPMXHPMReyv9e3yIjRNCPNoN\nLhGTfH4gCkw9ycid1AoY42PogwOU+3oo9/djJMfPKIyTWl+PFAphpdOIfj9aczOZ554FoHjoIP41\na1DicTcmrijiW7oUY3jYJVYTEmFP+3zyO9zToDzz5oEA+sCkB62Vz1Pu6SFx773UvP3PCF99NalH\nHwXHodjZSfSGG5BDIYzExKIoSZW+0wcHETQVtbGx4pDlmdd+2s95ShBFd0wbGvG0taE1taBUVyP5\n/RVJCJzmuDLxzQGgueMaBa2hcXJcbRu7XMJMJin391E8cphybw9mcnzWwPmnCqUmglITRg548S5u\nYuSuR1FqIwiyhBzyUf3Gqxn64R/xLWslduPFZJ7dhxz0Vo6zFIDQ5UvwLmhg9Ocze3tXnlNVCd96\nPf4NaxH9vgkSNnPa4rYOEt++c+ZyBAFBENywWzjYljFh8zgd8YZV+CONjA3unnCcOvWxcRyb5PA+\nquqX4/HF6D/4+CnnndJeRUWpiqE1t+JpbUNraESORBE9nikhAU/7vZn4W/R4IBiEePX0uSCfRx8d\nodzTTfHIYfTBfqx8/qzMh45ju+bmx4Q7EyR5YlxOmBPHtqbkO2/mFaKI5D+zNcUp69jl2WMbnxIE\nAbWmluCll+NfvhI5EnE1bCcYe0GSQFWRfD7kqjjeBYvg6pdhplMU9u8ju3Uz5f6+8+7nIUdjBC66\nmMCqNajVNTAxj53wWWQZNM01E4tX4124iPCVzsQa0E1uxzYKnfsnI8FcILAcA8sxTvn4VwcH09Ex\nHX3iaNqzh/NCVs3xJKXOQ/jWrMK3bCnpPz6EnS8gKDL+NSuBSXOBcwXHnFQrlw4eJnHnXad2rKPt\nTH4sR52sFsxHqatF0DTUulqccrmi4tcHBnF0HaV+4n79hL1q/0ClHDkSoeG973Mn4zOEXSzS/71v\nYaWnh+o5FxD9frztC/CvXIW3bR5SIOhK1c5BOKWjOLZsQVEQw2HkcBhP2zzgChxdx0wlKfX2UjzU\nSbmny7UDPdnk5oBVyFP9hjegDwygNbdg6zr5He5mqXjoEIWODmruuINi50GkUAitqYnEz3/m7p7T\naZIPP0T0xhtdrYDj4F20iPRjj02Vnk+8XsboKIlf3Ev1m96MkUyS37aN/O5deBcupPYd76TUdQQc\nBzleTfbZZ8nv3IE+PEx+5y7ir30dhb0dSIEAcjhy9nbokoQSq8K7YBG+JUvQGpqQ/P5zPqZwzLhK\nEpLPj+TzozY0Erz0cuxSCX14iML+vRT27cUYGT4j4mqOZUg/sRtBkWn80C0IqoKVLeJtr0MKelHr\nIiCIBC9dSPKBreR3T4197FvajGNaDHz3fuzSiaW+/qsuIXjDVdiFEsVd+90DRWaZW/TeSVMgZ+LM\ny0CkiVJ+jHIxTSE7QlX9Mor5MRQtQCnnOpuaRhF/uAlDL1IqjKN6w+jFFDg2qjc00a8iqieEKKmo\nnhCWWca2TFQtgCRrqJ4Q5WIKyyyTThymtuUS9FKGUjF5yv3qSpua8C9ZinfBQpR4HEHVJuo/j3NB\nJIIcieBdsJCIbWNmM5S7u8nv3U3x0CGsbOaMiatRzKDnkoTqFjB2ZCuS6iVY036MCYDgnoYmiBOn\nokkTJmUO+UQvwbr5jHY+i+PYBGvP0QbzOChVcerf/Zfukb6nidz2rSR+/cszrlsKhYlcfQ3Biy9F\n9PnO6D04dk5QYlWE1m0gePElFPbvJfX4oy5pPdfmQ4EAoXUbCF22DikUPvP3WZgI0S8IyMEg0rLl\n+JYuwxgdIfPcRrJbt2AXX0zSKiAhgeCeCnmh2OGen+NWbZv8lm34Vq1Aroqhtc+juGsPSm0taqNr\nsJvftuOsqwKnNKFcxsrlkYJBpGAAxzRxjNNfBMt9fQRxnazkSBgpFMIcH69IYM1kCiuVRg6HkSck\nsEfzVSAIiF4fktd7xs8jyAqSP3BuyaogoFRXE7zoEgKrViPHYiCcezJz8mZNSL80DbW2DqWmluDa\nS7CLRfShAQr791E4sB9jdGTGdyr77EbSjz2GFA7jXbCA/J7d5HftwspOSNtNk/Hf3od34UK05mbK\nfb2kHnxgUgIK5DZvxhgawrtwEQgwes//UO6eJDyFffvQB4cq5LLc1cXIj+90bZ0m7KYTv7gXz/z5\naM3N4EDx4EGKnZ1uAbbN+O9+i2/ZMtSaWgodeykdOYxSXfOCvhMpGMS3aAmB1WvQmltdiTjnlmic\nCo7WL3m9eFrb8LS2EX3Z9ZT7e8lt30Z+bwdW5jTedVGYkOxM/FeVqX3rtSR+8yx2ycDTVnts5dOy\n22UDx3bQWmoo7j/B6WiShG/tSuxCkcS37qR8sPuUF1XHsejrfJRIzSIkSaVcTNF/8HGq6lcQjDTT\nu+/Bimp/uGcT8cbVhOPtlHtTDPdsprpxNb5gLX2dj2PoOWTVT6x+Ofn0AJH4AsBV+cfql1PMj+EP\nN+DYFumxw1hmiVIhSTpx6OTtlSTUmloCK1fjW74CNV59StKm8wFBEFyCE4kihyP4V67CymYoHDhA\nbvsWSt3dOMbMpwbNBscy6d/2e5rW3ky0dSWS4qEw3keqz425HZu3hmjLSrRQHGwbT7iW8a4dJLt3\nMHZkG6H6RSy49p1YRhlLL02JInDOIIquPaWmnXZWtaHJHc/TlWAKAr4lS6m66WaUmtoKQTsbEAQB\nQdPwr1yNd8Ei0hufIv3k49jF4skzn35l+BYvIfbKV6PW1VfqP3vFu3ORUlNL1c23Ebj4EpIP/J5C\n54HTEj54xSCLgusYLXczUHKddUUkFgfX4xH9HM5vI2260ZY8YoDFwXWMlLsZLLlrioBAldpMk3cJ\nfjmKgEDRyjBQ6mS4dPiEcWBfCjg/ZBX3lClzbBy5Oo5/9UqKuzvwLl2MoKkTIa7O8OjDU4Sj6+i9\nfSh1ta4tVTyOMTg9IPPJYAy6gdvlaAS1oR5BU9H7BypOY065jD40jK86jtrYgByN4hjGGdV1Igiy\n7Kp9zgUmPqzwhisJrFyF6PO/6IvSiVAhOj4f3vYFeObNJ3rdK9CHBsjv2U1ux7ZKfFRwVewAZnKc\ncteRGct0TJPC3r0U9s7yXjoO5d5eyr29M942x8en2Sjr/VMN0x3DoLhvH8V9+2auQtfJb9/OsQqY\nCqE+HQgCSnUNwbWXupuOSPSkKroXE8duRjzz5uNpaydy7cvJ79xOZvPzGKMjJyVYUtBH9Po1SEEv\npcNDLvm0bLTGOEosiCBLgEP2uf3EXnWpGz1AEEg/tQfHgeLhIbLP7afmjpcxksz+/+y9d3xc133m\n/T333rnTCzpAEgA7KXaJRSLFIsoqVrfkyHGJY3vzbpLPvlvefffdfbPeZPfNxtl4N5uy2cTZbHZj\nW7bjJku2em+UKIpNbCDFXgAQdQBMn7ntvH9cAASIDsyAJX70ESXO3Dn3ztxzz3nO7/x+z4PZOTpR\nFpqKGg1jnGumcHbyRHUAmWQbmeSVaKttFehsHmmeYhbStJ27UtxjGRZt53ePOG7oMQNov7Bn2N8V\nVR9UEUjEz415bULX8S9aTGTjHfgWLULx+q7bPgNXSIEWjRHesJHQulsptLaQ2ruHzPGmKUWzMvFm\nzrzzHbyhcmyzQCHdMyhN1tfcRPLyyWHHO5a7gLTyac6+93184Qpsq4CR6UMoGtezfJWnrAzV73fT\nyiYJoWlEt+6gbOenEF5vyfqFEAI1EKBs5z34GubT/Ytn3Oe/WO3rOrEdO4lt24HQS/c94Er/9M6d\nR82XvkLig130vvPmpNPYbCzKPLUAg2TVqwap8y3BI7z0mZ2DZDWklVHjXUhnwQ2gCATzA2tZFNyA\nKfOkzG4kEPZUsDqyk6hWzan0nuuasM4aWXUyWbJHm4jcvQPf4oWosRj+FbcAA+YBJS4+kpLMgUME\nb12L8PuI3LWdnp8+M+UtxoEiKyUUwrugEYSgcGHIFqKUGBebCaxZhXd+I0o4hJNOY/XMvBpuGPqr\n1osNNRwhunUbkQ23owSvb5I6FgZW5d6G+XjrG7HTaVIH9l3ry5p9CIFeW0d0y1aCK1e7W3T9r98o\nGIxKlJUR3X4X4Q2bSB89TGL3+5idHaOSQztncPmvX3SJpF8ne6oVaVi0f+cNfPOryZ5sIbnvFDiS\n7IlmrL403rmVWMks0rTInWolf7ETsytB1092jZ936EikYc6KykGx4PGGiFYupPXse9jmyFxFoesE\nl68gcuc2fPPqh+VS3ygQQiA8HjdK39BItKOD5Ifvkz5yaNLROdvIke0ZWfnsWMYIp7fh7xfI9l5J\naZuJre9sQAkEUKOxSZNVoetUfPohIndsGaVotjQQioJ/8RJqf/1rdP7khxSaL824TSUQpPLRzxBa\ne6v7PWYJQgjQdWJ33Y2nqorunz8zKcMX0ymQtZME1RgKGg4WYa0ckGTsXqKeaujXUg1pFTg4pC2X\nV5Xpc1gUXE/C6uBo4h3yThqQ+JQQa6KfoiGwkl6zjY7C2IvXa41ZI6sAmUOHCW/djBqNEly3Gn1O\n7RBt1akN9NN5PnKnz5A5cozgbesIbbwNbJvEO+9h9/QOylgJTXWJ6Ly56I0NJF4bvvJxcjnMrm68\n8xvxLlqItCwKV+mnFpqbwXHwLlqA4vdROH+hJNsXanT6WpIjG1MJrlhJ+b2fdrd0brDJaTQIIbDz\nefKXLk588E0GrbyC2NbthG69za1gvUnupxoMErl9M6FVa0ju/4jE7vdHpsLYDoWLI6MvVk+K9ChV\n/UZbL0bblbxNqzc95L3xF9HSNCmcvYhvxRKUSBgncf27jBWyPaMXVakqgcVLid11N77G+bOSv1xq\nDEaz6uqo/MxniWy6g9533iJ7omnGRXw3C4TmQa+qxmgdJ91lyLEVDzxM5I7NwwvJZgGif4eo5gu/\nRscPvz8jwqqGQlR9T1MyGAAAIABJREFU9lcJ3LLimvTxgX4ZXLUGRdfp/MmPJiSsEoeUFafOtxhd\n8ZF30kQ9NeTtND1GG1XeBjThwZIGEa0Cw8mRt9OAoN6/AiEUzqYPkB9iCZt30lzMHqUsWkudbzEd\nhfNcr7sAs0pWzcttGM0teBctJLztToTPh9XZRf7MBGxeCIK3rsVTW+Nqtfl9KH4/nsoKwLUzrfrq\nr+Hk8sh8Hiefx+yOk9l/cHhOiGXR+/PnUYNBfEuXELrzDgK3rrlSqa+qqKEgaiSCEvBj9faSfOPt\n4bfOcVx5qqWL0efUYff2jXDcMju7cLI59Dl1IARGy+XSSKxEikNW1XCYsnvuJ7x+oyvLcYNPUAOQ\nUmJ0tGP13nySYWNBeH1ENmwkuv0utGjsprmXQyGEQA2FiO24m+DKNfS9/QbpI4dKmvM+HlKvv493\n6QLKv/QYiefewOqM9+u7jjLoS67LCKynuoayT91LcMUqVwP1Zuw3ioI+dx41n/8S2ZMn6Hn9VYy2\n0hX13kjQa2snPkhRiO28m8jts09UByCEQCuvoPrJz9P+1Lcxu7um3Ibi91P1xJPXjKgOhRAC/9Ll\nVH7mCbp++uMJVRmSZhfz/LfgV8MUnCwxrZq01Uuf2c5c/3J8SoisnSCoxchYfVjSQBMeoloVtrTQ\nFC9lnrphbXoULxJJUI2homJzfS7iZpWsStMic/Aw3oUL0Cpcx5bs0aaJ5RwUhfDWLXgXLRjZppQo\nAT+BNauGvW60Xib78eERwv92IknXd79P5K7thDZtQI1GXK3UoXAc7FSK3PGTSGvkBGi0tLoTjhAY\n7R0joqZOKo0Vj6OHgm5aQEvxnauEEC5ZHaIVOh146xuofOwJvPPqr/mDWwrkzpz6BxNB8dY3UvHA\nQ/gWLBxcud/MEELgqax0J54VK+l59SVXamyW4Zlbi51I4b9tFb5bFmN197qL31F2iwpnLpD4xeuz\nfo1jQXh0whs3UXbXp1AjkZtyDBgKIQRoGoEVq/A2zKfvvbdJ7vkQaRRXZudGghACvaZ2wrkktPZW\nYtt3DpGkuzYQ/TUVlY89QccPnhqmbT3hZzUPFQ8+QuCWlddNXxdCEFy5GjMep+fVl8YNbKWsHkC6\nZNTuI6jF6MpeGnw97KnAlAV8Soi40YJEogkdTfHiEV7WRe8bef7+PxWhMmDQcT1iVskqQObgIbdI\nRHF/lGH5nmPBceh7+VWUAQvTScDJ5sckKU4mS9+Lr5B6fzfexgY8NTUoAT/SsbGTacyOTsy2NleL\ndZSHN/fJSbq+830QYHXFR3QuaVn0PPscaiwKEvKnz076uqcCNRRyZVMm1P8bBUIQXL2WykceQw3f\nnJOUtC1yp09NfOANDuHRiWzeQtldd1/3xXDFxgD5CK5cjXduPT2vvUz68Mezqs0Y2LgG78IGZMEA\nRUGrrhjzWLtEpifTgaeyyp24l99yU2z5TwUD0fmKBx7Gv2gx8Refd3Ogp9cYvqWLCNy2GhBkDx8j\nf+I0SInw6gQ33oreWA8CCqfOkTlweLB/6vVzCW66FSUUxE4kSX+4H6ujC9+yxTiGgXH+0uA5AutW\nYrS2Y3V2j30t04Snogqh62MW++h1c6h44GGEZ5aMSSaAEMKVLdtxFz2vvTK5gI0QRO/c6u4gzmKO\n6qQgBNEtWylcukCm6diYh+XsFIaTJ6SWk1Z70YRO0uyi4KQpOFmiWjU5O4Wm6CTN4f3EcHKcTH+I\nI0cfGy1p4sjrN7Az62TVyWbJHj46tQ9JWRLCZyeSZI8cA8buHKPBSWfIHjoy7jGF86XPk1SDQYRH\nmzpZVVWim++k/L5Pl7wC8lrC6u0dtC+9WaHFyqh4+FF3+/YaRzyuJYQQaLEYVU88ia++gZ7XX5k1\nAe6+p18i+cJbkzp2qEXvNYMQBG5ZSeXDj6KVV9y0z/9EGNh9CCy7Bb26lviLz5FpOjrlnSrf8sVE\nH7yH5Ju7QEDs0fvpk5A/ccq1Gw34yX58FKF7iD16P3YmQ77pJErAT/kXHyf9wT7MI8fx1FYPPsNK\nKEBk83Y6/8d3wbJRo2GiD95L19+ObigxU6iRMGowhDUKWRVeLxUPPXLdRd6FohDZvJXsyZPkL0xc\nGORfvITYznuuP6JKf1/0eCi//0Hyly65OsGjwJLG4DZ/xK7EkiYZuw9LmqSsOGFPBWm7Bykd0pab\nh29LE0saqGjEjVYKkxT4v95w/d21X2LSUHx+xBR19YSmUXb3PZR/+qGbmqhKKcmfP18aXb7rBN7G\n+dR+9TcIrlrzD5qoDkAIgeLxENl8JzVf+nU8lbNjc2nH+zBb2yf1rx0vsirIFCE0jdiOndT86hf/\nQRPVoRBCoJWVUf25L1C2856pRQ+FIHTnJrKHjlE4c57C6fPkT50juMG1mXQyWZKvv9v/3jmMi658\nIuBGszUNp1DAuNRKetcezMvu4jr/yRmUYNCtewB8y5dgdnRhdZcm/17RvXgqRt8RiGy8Hf+iJddl\nX1F8PsruvQ+hj2+GoIYjVDz4iGvEcx1+D7iS3hDdcieMYUUmcUiZcXxqiJinhozdh+G4C+CE2UlA\njRDVqik42f6KfzClQcLsxKP4KNcnsgy+fjHrkdVfongQuo7qD0zaGEBoGmX33O9qymk3+a2Xkuyp\n0fVLAUIhwcpVGpmMpOmYNalgiqLAgoUqiiI4f87imqXCCkFw5SoqH3vipk3hmAmEEPgX9cvc/Own\nFC5emN0LUPtzv2z7uiqmUnx+yh94iMjG23+5uLkKA3J3Zffch1ZWRvyl5ye10BWailZRjqe2msCa\nFe5ruo5xqQWEQI2Eidy/E60simMYeBvrBwmpk87Q+8xLRO7dQXjHFjJ7PyazZz/SMHEyWXJNnxDY\nsBajtY3AulVkPjpQOo95RUGvqR2RNuWpqCS27a7rMhoJ/c/6gkUEV6wifejgWAcRu+tu9Lo51/1Y\nKYQgvOF2Ugf2DTOhGYqk1c0c/1IUTzWdhQtI3D6RNLvQhE5Mrx2MtrqQNGebqNTrWRzcSMHO0me2\n939OoAmdsFZOzk6Rc0ZTJBAog3FNgUAZPOeY36P/n4G/DUhqzQQ3OWO5uSFUFTU0SWMAVaXsU/cS\n277jmlVyzibsTIZC89ipGIuXaPzvp8o53mTyxSd7JkU8fT7Bn/5FjLo5Kl/6XA+nT10DtqoohDds\nGowSXO+D77XCQJSi9ktfoeuZn5L95HhpT6gq+JYtIrBpLZ66KoTHQ9/TL5M/7rrHqLEIamUZZms7\nMjf7xTxqKETl47/ipotcp8TjeoBQVcIbN6GGQnQ98/SY27EDkI6Dky+QeWc32Y+PDHldgpRE7t2O\n8OrEv/dTHMOg4gtPDPt8/sQpCmfOoTfWE3vs0whVIfW2a+yQPXCYil//Vbzz61HDIfKnSquBOeDe\nNAghiG6/q7gSiaWAohC9cxuZE02j5tz6FiwksmHTDTNWquEw4Y130PPyC6O+n7J6UNDwq176zCt5\n1hk7gSNtQmqMjvw5hpLDHrONU+mPWBraxG2xB8jYfZhOHlV48KlBdMXPx32vkjMGyKpgQWAtEU8l\nqtDxKQEECmV6LetjD/anFphczB4labmKDB7hZXFoI14lgCo8BLUYAI2BVVR5G7ClScHJcia9H1NO\nPR3ql6PWjQxFQQ1PwhhAUYht3dFfyaldt9sgxYKUkkJrC1Zy7Immvy6HqQSYDEOSz0liMUF9wzUg\n/IpCdPOdVD7y2C+J6iQghECNRKj+3OcJrl7LWFtrM4aqEn30Hir/6a8T3LoBfUE9noY5KAHf4CGe\nOdVU/9+/QfD2W0tzDeNdXjhC9ee+SHDl6l8S1UlACIXALSup/vyX0KKx8Q+2HXJHjxNYvwYlHOof\nk0MoAdfGWAkEcBJJ1/WwsgJ9QeOV83i9aNWVoCgYLZcxmi+jRsKD75sd3VjdcSL37yR/+hxOpnQ5\n2EII9KrqYQOiPmcOobXrrvtxRvS7QgWWLBv5nken7O57p5wudy0hhCC0Zt2Yc3vOTtJeOENH4RwJ\n84r6ieHkuJw/TWfhAnHjas1cSXOuif19L9KWPwVI/GoYVWgkzW5OpfaQGEJ8BaAJHQUNKR1ydprO\nwgV6jXZsaeFGZD2ugsCQT2lCR6DgSJuUGaezcIG01YsjbQQKHjH91MNfRlZvcEystSoIr99I2T33\nTY2Z3eDInTpZ9C0zx4FUykFRoKpqlid9RSG6eSvln37wptXBLAWEECiBIFVPPAlCkDlyqOjn8N+6\ngsj92zFa2km/s8fdTv78w8OOMZrbcDI5fCuWkH73o1lLD1DDYao/9wX8S5b+ss9MAW4qyWKqP/8l\nOn/8g2F2zVcj/f5elECAyq99wX3Bsul78XUKyRTp9z8i9viDVDXMw8nmyO4/hJ1wF9FKKED5r34G\n4dFASuxMlr5nXrzSsOOQ2XeIii8/SeKF0sudaUNtV4UgumUbis9f8vMWBYpCeOPtZE40DVMCCa5c\nhX/hohuu72uxGIHlt5Da99GI9yxpcCz5DgDqkGlI4nAyPdKCeSgSZicJsxMF15VOSomDw9Vb9BLJ\n6czeKV2zKfMcTU6u0HQ6+CVZvYEhhECbYIvGv3QpFQ8+jDJBAvrNBGkY5M6dKU3j/YOe7p3FwU8I\nwhs2Uf7pB645UZVDSZaUg/8OfX1Q4/Uqrddrdd1CCFcI/DOfRVom2eNNxWtcUQhuvg07mSH+Nz/E\n6orjXbpgBBl1cnns3gRaVTlC02bFwEAJBKh64nPXBVEd0W8cB4kcNkdej/3Gt2AhVU9+gc4ffd+V\nXBwF0jBIvPgaqbd2gaYhCwVXxgwonLtI51/+HcKrI3O5frMIF3a8l66/eQrh00HiavNeLbnmOBiX\nWjAul17VZKjtql5dQ3DF1LRIB++x4yClA7L/3g2xZC3VvRRC4J+/AL26ZtDoQfH5iG7b4Z5/Ghj6\nfYaOcUJRBtssWd8UgtDadaQO7h9Thk/3wO/9mxh/+bdJUmnJ3dt9vPxaDnsSMRoH+7rVUx0L15ys\naop3MLfhWkECGTPeH96+saBGImOKOes1tVR95rMo/kDJr2PYZOQ4rhmDY7uvD74nBh90MVCEAkX3\nqze7OsdMTp8JYmUKCxaoSAmpZIkKHUZBcMUqKh58BOHRZ33ilv3Ewsnnsfr6MOPdmPFurL5e7FQK\nJ5/DKRSQtu0O6kIgVBWh6yg+H2owiBaNoZVX4KmoxFNWjhIMuk5pMGspKW6ENUDV40/SkS+QL9Ji\nRng0PNWVGJdax6/UdiROvoAWCroa0yWG0HUqH37smrj0DIwF0rKw02ms3h7M7i7Mnh7sRB92NoOT\nz+OY5pUitP7KeMXrRfH5USMRPLEYWkUlnopKtGhssJJ7Nr/PQIS16vFfofOnPxq76GqAbI72VqEw\npn6pNAykYYx4Xa0oQ6soI3zPdtLvfshsVHO6tqtVGK0thNdvnNS8IaUE28Lo6iJ/8QKFlmas3l7s\nXBZsG6FpqOEI3rlz8S9ZhnfuvJK5JAqvl+DK1YNkNbhiFd4pFlVJKZGWhRnvJn/xAkZrC2ZPD042\n40pEKm6diF5di3/RYnzzF6D4/UX/PkIIvPPq8ZRXYHaNbnSiewV3bPTyV/8LohGF3/pamNffymGP\n7E43Ba45WS33zmNd1YPX9Boc6bC346ckjdl3v5kp1HDEXeVdtfpSAkEqP/PZosvTDF1tOvkcViKB\n2RPHiscxe3uwUynsTAbHKCBN4wqJkVw1IflQwxG0WAxPP5HRyspQg6FB6ZjpXLeUktzZM0hz+BPr\nDwgqK5TBtMWaWgUhwKu7+afjzQVCQGWlwpe/GqChUSWfk7NWXOVtaKTyM0/MXo6qlK4jqGlidLST\nO3eG/LmzGB0d2OmUa7Qx3S1sVUX1+9HKK/A1NOJfvATvvAbUYHBWSIgQwt0W/5XP0f7UtzHa22be\nqOz/Y6LfRFVc45F8YVRnq6JCUSi7+x5Ct942a8RuYFFqZ9IUmi+RO3Oa/KWLmD1xnFwenGmaNAgx\nSHj0mhr8CxfjW7gIvbpmRuPE1C7B1aWtePARup97dlai4r6li/CvWEpm78dkjxRxJ2ACeOfMI9/c\nTHD12nF/Vykl0jTJnjxBcs+H5JsvjknIAbInmuh79218jQuI7bwb/8LFRX/m3fu0gr533wKhENl8\n56SjqlJKpGGQOdFEau8e8i3N436f3KmTJHbvQq+qJrp1O6F1txV910vx+fEvXjImWbUscBzJlk0+\nLrVY+LyCeXM1Csbw8SWXk8R7Zi+4Uipcc7IqhCuFcK23qW5UqP1RKjmUrKoq5ffdf8V2c4YYmIic\nXJZCWxv582fdiaizEzuTcS1pZ5qDp6ooXh9aNIpeV4evvhFvfQOeykoU7xQiKo5D9vTJES9v3abz\nX/4kilAGT4eqwtLlGj9/oWLcHREBeHTBQCbF7g8MTp8uPVnVYmVUPfHkrMhTDdxjsydO5ugRMseO\nYHS0F3ditm3sdBo7naZw6SKJ3e+jRaP4Fy8ltO42fA2NJU9zGPAWr/rs52j/3rexxynCmwykZWK2\nd6PX16FGw9h9o7enN8zFU1tF9sDRUS2ci4nwbRuIbt0+K6ofA6Qlf+ki6Y8PkDtzGiuZKF6+eH/7\nVk8cqydO9sRxhEdHr60luHI1wdVr8JRXlHyxIxSF8PqNmL099L39ZslzjjMf7ifz4f6SnuNqCCEI\n334HwTXr0GJj73ZKKTE7O4i//KIrDzhJtzhpmuTOnCLffJHYjp3Etu+EIkdZ9epqPFXVaLEY3jlz\nJ9W2lJJC8yV6XnmR3Plzk++7joPR0U7Xs0+TO3vGLXwNhor6fQJLlpHcs3vU/pbPS777wwxf/1dR\ngkE3GPOLH1aPOPTVN3P8P7/bW7Rrula45mR1KhiRF1eEtiQSyzHcHJsbEIrPj+L1Yg9ZBYbX3UZ4\nw+1F+Y2cfJ78hfNkjh0hd+4MViJRGitL28bJZjCyGYy2y6QPHkBoHnfQqW8gsHQZvsYF7iA6jjWk\nlUhQuNw64vWzpy1efinPrbd5mFev4ve7k5uiSIKhyf1OhgF79xh84/dTlNpKXOg6FY88hl5bV3qi\n6jgY7W0kPvyATNNRnMwsOZw4DlZvL6l9H5H++ADeefVENt9J8JYVJTWsEELgrW+g4qFH6Xr6xzMj\n5I4ks3s/vt/8AmVffpzk828ifP2Vx5qKEgrgXdRI9LOfBiDzwYGS5op5Gxpdww+ttLaYA5Go7CfH\nSex+n0JL86j21gu8a+gwL5B30jhuzB4AFY25+jIiWgUJq4vLxmlsJrcAlKZBofkSheZL9O16h+CK\nVUQ333lFR7NU/UZRKLvrU5hdnWSOju9geKNC9flRxymqklKSO32SrmeexuqdnkGBLBTofeM1nFze\nzcMvYl8VHp3IpjtGKBuMeS22TergfuIvv4iTSU/vpI5D+tBBHKNA9ZNfQA0UJ+1uQOVADQbdordR\n8MOnM7z8eo4FjRr/6d/H+Kf/umdEZDWbvcGSU8fANSerBTtDV+78hMdJHCzHwHTylPvqCXsqB6vZ\nXMKZx7BzmE4eS5pI6bjbfkJHV3zoagBN8bpStUIgcWhOHaUrf4Gs2UfOmlmE5VpB0XUUn38wQqTX\n1lJ+3wMzEv2XUmL19ZE+dJD0oYMYnR2lE6Me7zos08116+4ifeggSiCAb149gRWrCCxZihYrG0Zc\npZTkL10Y1Wbz3Dmbf/f/JgkGBY3zVR5+1M9v/GaAzg6HH/19dkL+nU5LTn1iceSISa7UD78QRO/c\nRvCWqRU4TBVSSqxEH4ld75I6sB8nNzv2pKNei2WRv3Ce/KWL+BrnU7bzHvyLl5TMs14IQWj1WozL\nrfS9986MImW5IydJvbqL8P3b8C1f5G57Kwqxxz8Nj38aNRZG2g6JX7xO4cyFon2Hq6GGQlQ+8hnU\nUHGjO1dD2ja5c2fpfesN1+ZynLEholZQrtXhET5yTooz+QNknAR1+iIavMvpMluo9y7HI3TOFQ5P\n+VqcTIbUvo/IHDtC6Nb1xLbdhVZWVprvL4S7iHzoUczOzpveyvlqSCnJnTlF549/iJ0evdhs0nAc\nErt3oUWjRO/cVlRJtcgdW4CJA1rScUju2U385RdHpI1NB9kTx+l96w0qHnioaKYbaiiEp6pmTLIq\nJfT2Odi2yemzFpdaLEZJgb4pcM3Jal+hjYNdz0/qWIGgMbyWgOZWwJt2nvbsGTqyZ0ibcUwnjyNt\n3HjpQHqiQBEquuIjrFdTF1xGtX8BitAo882hJd1E1rq2FogzgdA01FAIs7MDoXspf+AR1Gh02vme\ndjJB8qM9pPbvxUpcR7+LlDiZDNmTn5A9+QlKMIh/wUJCa27Fv3gxSiAI9EtWjUE8pHRJZ9Mxi3w+\nyxd+zU9Hh83/+KvMtXOjGgW++Qv6NXFLt40rbZtM01F6XnsZs6urZOeZMhyH/PlztLd8h/D6DZTd\nfW/JPMmFohC761Pkm5tnVnBl2ySefwPjQguhHbfjqa9D5gsooQAyXyB/4iypt3eTP3qqdPmqikLs\n7nvw1jeUjKhKKbHTafrefpPkvo+Qk9heEChY0qTNPEdUrWSJbwOHs28TVau5bJzlXOEQZWYtS/0b\nuVhomnR09Wo4uRzJ3e+TPXmC8nvuJ7Rm3bAizmJBCIEWK6Pi4cfo+P53cQpTFze/ETGw9d/1zNMz\nJ6oDsG1633odX+P8ovXbybYhpSR95BDxV4pDVPsbJfnRhwRvWYGvWHJZqoqvvoH8+bPjHpZKS/7d\nH/TetEQVrgOy6mJyA3htYClLYltQhEbG6uVY/HX6Cu1jfn5go9+WDjnbJJdL0ZU7T3VgESvL7ybs\nqWJN5f0c7HyOnH1jRlZRFLSwKyQduWMzgaVTl6lx884M0oc+pvedt7Dixa+kLzacTIbMsaNkmprw\nlJcTXLWawLJbyF2YnMtLZ6dDvPv6S/1QAgEqHngYxV8afUMpJU4uR++br5H86MNZKRaZDqRpkNyz\nm/zFC1Q+9ji++cXJvx6Gfkmryoceoe3bfztm9GJSsB1yh46TO/oJSjDgisILgZPN4aQzTEpPZgYI\nLFvu2qiWkKgWWprp/sUzFJovTeozCiqa8NCUe5+ck6aDC9wa/JQrNi4ULOnOrGmnD4GCJjwzVmSx\n4nG6fvYT8hfOU37fA67yRAkIq3/xEiJ3bqPv7TeuK0vdUkEaBvEXn8fqiRe1XSebpeeNV6n98lcR\nntmRV5RSYrS3EX/x+VGVGGbUtlGg7713qG2c77rOFAHeefNGVfwRAhY0ajS3Wpgm5As3dz+8YexM\nvGqQxbHNKELDlgbH42/RV2hjqglgEoeO7GnOJvYCkpCngoXRjZTM3WYWoMXK0OfOc6NxUyyqGFgx\nd/z99+l69ukbgqgOg3Qw4930vfs2bd/+W6yeyeVRZTOS8+eskqTfThtCEN2ytWTRsYFt/84f/z2J\nD3Zdt0R1KIy2y7R/77ukPz7gyqEVGUII99nZcXdxonC2g5NMY7V3YbV14iRSJSeqaihE+X0Plmyy\nl45D9vgx2p/69qSJ6hUIPMJ18tKEB4/iI6CE+51sBqafgVzW4vR5aVkkP/qQ9r9/CivePVxWr0gQ\nikJs23a89Q1Fb/t6g5SS9OFDoxauFgO5M6fJnT5Vkvs0GqRp0vPKS9jJREnaz507M2rdxHQwYBs9\noHwxFD6f4E//Uxk11SqVFQr/+ffLGOWwmwbXSWR1YlT7FxLQ3O3teK6F3sLlGbXXlj3J/Mit+LUI\nNYHFnE8euGHTAaJ3biOy+U7UUGhKn5OOQ+bYUeIvPofVd+NXC06FfNk2/NE3Uvj94rohrHrdHKJb\ntpbEElNKidXTQ+ePf0D+4oWit19KOJk0Xc8+jZPPE7l9c9HTI4QQRDbdQebE8emlAygKesMc9EUN\nqLHIuPniZms7mfeLWOXdn9+s15WmEE/2F490P/fs2BqjY8DBpttqYXVgO0k7TlCJYjg5lvvvQBc+\nbNWiSwkTUSvdugNZ3ChX/uwZ2r//Xao//yX0mtqi/z6KP0D5/Q/S/tTfjStzdKPDyWboe//d0tUt\n2DbJPR8SWLq8aNHIsSClJHu8qWTEG9wodProkaIFHbRIFDUYxLoqCqyqEAopIMHjESxe6JkNCedr\nhhuErAoq/a6nspSSnnwLkpk9OKadI2P24tcieBQfZd45NyRZdV2spm6q4JgmiV3v0vv2G0XfCrlR\ncPbMdcJSAaFqlN19z2DubTExUDDX8aPvY3S2E757K1pZjMKlFrIHjuBfuQwnk6Vw7iL+VctxcgUK\nFy8R3rYZJ59Hr59LZs9+jObL+Fffgm/JQux0hvT7rhVgaOvtACgBP+lde7C6e9CqKwnevh6hqWQP\nHsG42IJn3hyCG91cwtzRE+RPniF050ZQVTzVVZgdXaQ/2DvqpCgNg/hLbm575I4tRSf0wuul/L77\nafv2+PqKoyG0czOxx+9zXYose9xJPXfkRFHJql5b5xL4EkXi04cP0f3zZ6adm3mpcJy8kyGqVtFn\nddJmnkXDlSebqy9lffABBHAmf3Da+arjwWi7TOfff4+aL30FT3V10XU9/QsWEr5tA8kPPyhau9cT\npJRkjh3F7OyY+OAZIHfhHEZHO96580p6HlkouMS7xBGK3OmTSOM+hNc747YUrxctVobVOzyglM9L\nOjps/vDfxzh/waJhnso/++0ItjU8Qn3qjMWLr01toXk94oYgq6pQB6OqUkoK9gxyy/ohkRRst/pZ\nCEHIUzHjNm8EDOSn9rz6MokPPyj5Q/tLTA7+JUsJLC++25CUEiebpeuZn1K4dJHQji1Iyyb17odE\nH74Xq6MLraIcuz+ioVaUIdJZxCWFwLqVJF59m0TTSWShgKe2msDalfT94hW8ixcQvutO0h/sxb/m\nFuLf/QlaZTmRe3bQ+7Pnidy/k8zufUjbJnL/TuLf+RF2X4L0rj0owSCRe7eTP3MevbEBs62DxGtv\nU/7ko+RPnsHAX/sjAAAgAElEQVTqHD0VRZom8VdeRAkECK29tejEw9e4gPC620h+9OHkP6d7CG3b\ngJPN0/e9ZzEvd477TDn5IhbkKAqxHTtLtsDJnT7pRlRnUETkYNNunqPdvJJLbmGAhLP5Q7QZZ3Gw\nyTkzH9PHgtHRTudPf0Ttr31l2sWnY0JRiG2/i+yJ4zfF7tTVkJZF6uMDJc/LlYUCmRNN6JPURp3W\nOaQke+YUhdaWkrQ/FANOf945c2femKriqaggf354PYZlwe9+o4+vfjHI0sUeQkGFVcs9I7KOcvnr\nL5d15RoPfT0OrS2T5x83BFkVKKhCH/L34nRmRVyJzmjKWCsgwfh5sRO9f31Bmibxl190hYavgRzV\nLzESQteJ7bhrRnJjY8K26XntZVclQYB3fj0Igaemyp2ArtpSH/ps2f3RVpl3I42e2mqMtg7sZIrC\n2QsEbl0NqoId78Xq7sHJ5ghtvR0lGESfW4fcsNa1ocxkEZqGd9F8vIvmIw0TJRAAIZC2ReHMOZxk\nGjuZRujj513KQoH4C7/AU15R/NxeIYhu20HmRNOkzQKkI5EFEzN+mey+w6V3pxoCX+MCgitWlWSB\nY3Z10fXzZ3CyM9fcVfGgKz6Uq0okLGmScUqTN3g1Cs0X6X7h51Q/+YWiRLsGIIRAKysnumUr8Zdf\nuOmKrczOjlkhdwDZk58Q23H3qPmZRYHjkDqwf1bmPWkYFFpbrmj/zhCe8spRXz9/0eI//FGCqgqF\nb/1pBb/1L+PcCBkpjzzu58jHJq0tk4/4zmh2jPnnUh9bR3fmPB2pUzgzrOQcCxKJwxUGHvSUz7hN\nRWj4+yWwgFGvXVE8LF78IOfPv4FpjjZoCxYsuIfOziNkMqXdJikGpGXR++brvySquLU0d+300tpq\nc+6sNSnpqqXLNObMUejocDhxvHh9PbB0Ob7G+SUhHamPD5Dc9xGuJShYvX0Yl1rJHTmOUBWkZaPP\nrUP4XZcwtbIcO50ZaGDYOsxOJPEubARFQY1FcDJZcByUcAihe1BDQaRh4hQKWD29JF9/F7sviVBV\npJSE7lhPz0+fQwgFb2P/dp90Cd9UYKdSdP/iGWq/+n8UVVNUCIGnsorIxtvpffP1yX3Iskg89zqx\nX3mA8N1byDWddj3ix3i+pGkNkv8ZQVWJbds+IbmfKqSU/QuCnxel2DKmVrPcfwc+ZWT0t9ts4Vhu\n14zPMVlkjh0lUTeX2M5PFTWNRAhBeP1Gkgf2YnbMfB7wLppH8PZVKOHhv1nh5EVS78yeq5WUkuzp\nU7OWJmZ2dmD19qBX15Sm/Z74iOhkKVFobSG8YdOM23Fd98bnPMm0w3MvTawXfjUiUUF5hUJvj0Oi\nzx2HK6sUshlJrExBUaH9sj04P3o8UFOn4tjQ0W5j2+5rVTUqba02UkI0JlAUQW+/xWtFlUIs5lqd\n2xa0XHIbU1Som6uiXnWOsTAjsloZXMCcyCqivjq60mdLRlYdaZO30oQ85QghqA4s4mLqEKYz/e2p\nmF5LuH/rX0pJ1hq5whdCIRisRhmzwl7S1XWMfP76z3WVUpLct4fEFBPlI/46FKHSl52d1fVsIRwR\nfP0/hKmoUPgvf5TiRz+YeIW38XYP//73I5w4bvHFz/WQzcw8iiI8HqJbtrpPbhExoPLQ8/orw7al\n0+9/RPTTd+NfvgRpmiReeYv86XPEHroXT10NasDfX6gmXdI1JFJUuNSCd+kiyn7lEYRHI/XOByAl\nQvMQffAe1HCIzJ79yFye9Pt7iT18L9IwMTu6Sb27m8L5S0TuvQuZz2Mlku458vnB63Pyk/eQL7Q0\n0/fW61Q8/NiknGomCwGEN95B6sA+rL7JPddGcxtGczuxzz1E1LCQhcKYygX5ptP0fOfpGV+nr6ER\n/5Kpy9RNBok9H5A9NfMCFIFgoW8taaeP47ndI2SpbDnLahRS0rfrHXwLFhbNinoASjBIdPNWun/x\nzIyiq1pFjMrf+iyFsy1YHfFhTdmJ0qVKjArHIXf29OydLp93o5ElIKtuWsupWTU+MTra3fFMnfmO\nmRaJgqKMOXcXCvC9H09tF+TWDTpf/c0gvT0OVTUqf/fXaQ7sNfjab4WoqlbI5yWVVSrHj5l8689S\nBIKCf/VvI/gDAlUTNF+0+B//LUVNncrX/2OUf/GbPRgFePBRP/6gwt/9dZptO708/mSAlmabez7t\n47UXc/zNX7r9+KHH/GzarFNZpfLJcZO//JPUuNRkRr9iUHfJXl/uMpZTutizxKG30EqFr95dxXoq\nWRy9g1N9H0xrwPNrEZaWbUUR7td3pEWi0Dbm8dHofILBarLZbrq6juE4FprmY+68zWiaj9aWD7Ht\nK98/GptPWWwRquYFJN1dx0kkLk75OosFKSX5c2fpefWVUS0Rx0NdbCXZQs8EZFX0/5ZOvynDFbiv\ni/6FzNU6cQogkNJGEWq/G9nsRHzr61Xq6txV3aWLkyNIB/ebGIZk4SKV+gaVkydmvjjzLViEt7Gx\n+KTDtul54zXsxPBFmN3TR8+Pf4Hi1ZGW5UZCM1ni3/8pqCrS7L9Plk3vz14YHlWxbJKvvo3i87mf\nNU3UWAQr3kPiJdcvfaA4KX/8JIUz5xGailMwwHFIvvEuis+HY5gIRbjtvfL2YJ9MvvrOlPpncv9e\nAresLC5pEwItFiN820Z635pEdFVRiD35EME71mH3JjDbu5EFg7FSg8bKx50SFIXI7VuKLlU1oD+Z\n2PVuUbazBSq6CHAm/zFJ+/qQxHNyOXpee5nar/wGahG1jAcc0RIf7MLs6px2O545lZht3XT/r2dL\nLnk2EexMBqP9yrwohLsuHO0RVdXilD/kL10ktO624o+HjkP21CfFbXMCWL29OAUDNTBzsqqGQghN\nGzfKreswt07D7x/+2yWTDi2Xh98cjw7/6LeD/OA7GY4eMtmyzctX/nGQwwcNdK+gs8Phz76ZpKZW\n5Y//sozv/m2anff6kMDv/us+NFXwzT+PcesGnbbLNrp+JYFMVQWa5vaX+x/y88xPsrz/TgGfX9B0\n1HWAFAIunLP4r/8pSXW1yn/9qzK+8z/TJBNjjzsz+BUFmuIOllmz9InlHdnTNIbXoat+hBDUh9fg\n08KcT+4naXRNKqqrCS+V/gYWRW8n5KkYLNjqM9pJmqMPpqrmIxSuoyd+mjlzb0dVdS5f3ottG3R2\nHGHpssfQ9fBgdNXvL2f+/E9x7uyrhCNzqahYdk1TBKSU7rbpC7+Y0qoy6p9DXdkqaqK3UDDTlIUa\nkVJyrvN9MoVuFKGyqGY7HYmTzC1fS9Rfh+UUaGp5kZzRh88TZWH1nYR8VQgUcmYfZzt2kSl0EwvM\nIxqYS8Rfi0f1cym+n8bKjZh2nuOtL2PZpXeFmVevouvQ3eVw+tTkCFJbm01Pj6SuTqGxGGRVUYjc\nfgeiCCvvoZBSkj15guzxY6MfYNtu1HToZwwTGL7wG3W7ut9UYBCOxMnlXZJ6FcGRhsEwNSJHDp5X\nDjmGUf5/MpCGQc8brzKnoQExjp/5VCGA8PoNJPfumdCtR3g0vPPnYlxopftb38NOpMYnekUggXpV\nNYFly0uywOl98/WZmSMMgcSmIDN4lQBcR3Wc+QvnSR3c78rEFTm6Gt6wiZ6XX5h2G0427/aREtrl\nThZmdxd25kq0btkyjccf9/PNb6aGdWOfD/7t70T4i/+eJh6fGcE22i67rLfI+ft2JkOhtTjap5OF\nk8tiZzOogcCM21J8foTHM+YY6fXCf/1GOXdv96GqoCruoiIUEvzl/0zxn/98eA6+3y9YsMjDl/9R\niEJBouuCXM5BVd3ud/yoiW1DKuUMljYsWqJx8riJZYJlujrlCxdrtF1FhAe6rpRw7ozFlm1eTEMy\nd57Ks8324HvHj5rY1tBzjF//M4MeITFngVQMIG32cil1mEXRTQihoAiFav9CKnwNpMwu+grtpI04\nBTuDLQ0k0nVFUXR8apiIXkXMO4egJ4ZAGSSqljQ4l9g7Jtl1HIu2ywfI5VwyO69+C5cv70NKh1yu\nB9se3nk8niC2VSCdbkNKh4rypSOOmVVISd87b2JMUaS4YGXoSp6mLNhAb+YSXcnTroKC6U5kAoXK\n0EKi/jm09h6hJX4QXQtiWJn+09oksq00xw8AkkU1O1hcs53Dl57F54lQX7GeppYXWVi9hYXVd3Kq\n7U2WzbmXWGAe3akZWF9OEmVlCooCPT0OqeTkBthcVpLoc5g7V6G8YuY5b3p1Df5FS4qfq1oo0Pvu\n21OOok8HdipN3y9evmaFJYXmS6SPHCZcTPcmIdDKKwiuWEly755xD5WGSf74GTzzanFy+VnJBQ+t\nu63oDmdSSnLnzpD95Pi4xwkBCJCT+JoSSUvhFIt86/AKPxm7D2fQAABMaZCdpQKr4RcmSXzwHqFV\nq6cl+zcWhBCE1q4j8cF7ky7QuxpGSwfSdij/3L1kD5/uj9K7sJMZrM7JmZ7MFFLKK8SxH6GQYNGi\nkZRBSli1SqOiQpkxWXWjkXlUbWqa4RPB6Gwv2iJssnBM013sVlbNuC3h8aB4fTiZ0bf6ly7ycNta\nnc9/rYt1a3Rqq1V++HSGf/zVEF2j3BPThO4um7/6sxTnzrjzhJTSLc6SYNsjx/N4l0NllZtyJQSU\nVyh8ctzEcVwyKxSXbFZWK2T6U+R2v5fnt/95mIb5Gt/68xSfNF0JiEx142BGy5e+XCt1kRWE9EpK\nXxUvOZ88gF+LMCe4HCFcwqkJDzG9jpheN3icHHIdbnDancSGTmZSSmxpcrr3A+L5sbe4pXRwHPdm\n2o6BomiDRHc0ZDIdSGmzdNlnUIRCW9t+5GRG9hJASkn+/DmS+/dO+bN5M0HBTLl6tIU4PZkLIw8S\nCj2Zi7T1HR3xVsFK09p7eOBA2vqOsaBqC4pwO3veSNCXaaYv24rPE6Yv20Ku0IvXU9xBaiwMpDna\n48tiDoMjr4zdHs/MiVFozToUn2/G7QyFlJLMiaZpOA1N+4TFKRiaLhyHxAe7CK5ajVpMCaf+opnU\nxwfGN5uQktQ7e4g9cT9V//yrFM5cxEmm+tMpRsLq7iHfNP08QCUQILh6zbQ/PxakZdG3671xv+uC\ndRG2fXEul09leOepFlbuKOfoW3GcUSa2AVR45uBTQizxrR9GVAG6zVaaZrHAaiiseJzkvr2Ufere\noi4WtWiM4IpVbhHrNKD4vWhlEbyNdfjXLRumLpE9cILen06y8K8IKLS5xjuqCtGoQjSqoOtQWakM\nGzMbGlTKyhUMY+bzv53NYKdSqMHizQNSSgrNzZPOhy8aHGfai5ar4ZLVsVUsYlGFcxcsmk6YzKlT\naZir0XLZ5n8/lebP/qicH/w4zZB1D7ms5IVnc/zmPw2x6+0C/oCg/bLNG6+MHYB849U8v/eNKJ//\ncgCfT1BRqbJ3t0GhIDFNya99LUgy4bB+k5f33nLbmVuv4Q8I/AHBitUekgmH5oG0uyl2lxmR1Y70\nKRrK1lMRnE9IryBtlDYvyZYmx3veJm+laIisRRNehBBXDTbjC1vJ/qronJXkVN8HdGRPM96vpqo6\noXAdhpEiGmkgl42PQj6Hk2CAy5c/opDvwzRnL6H7akjTdEX/S6ZlIckUxkifUHRqosspC9SjqV68\nnrB7r/p/K9sx3WWFdLD6830HouGzgWRSupWLUUEgKCY10Pp9gkhEICWkMzNbgCg+P8FVq2fUxmiQ\nhuEKlP8DUnswOtrJNB0jvGFTUZUB9Lnz8NY3kD93dtxjow/fjX/1clAVvEvmuy/KwT+GIXfoxIzI\nqn/hIjzlFUUlWFJK8hcvjPs9/WGNHV+ex7G348xfG8FxJKt2VnLu4ySp7rF3js7mP+Z8fuRiFsAp\ngQnAVJA6sJfIptvd4pViQQhCt64ndWDftOyM7USG9j/+7qj3V1qzSLZsG7OrC4CKCoU//EaU1as1\nKipUnn9uuCa5pgleeTVPa+tV28EeFWlO7ZqlaWIlE+i1dRMfPOlGJYXW5uK1N4Xz2qkUUsoZP69C\nUcYNbMR7HCrKFbw+QXOrzW99TaemSqG6SiUYEINRz6F49idZTp80uWWlSyKbjrr99Y1Xc3S0ufet\nkJf84DtpcllJX6/Nf/x6gju26mTSkv/wO32DFf//3+8k2LzVSyrl8Ie/l0DVIBAQbN7q5f13C/T2\nOFTXqHz996P8y9/u4c3X8nR3OsPOkc2OP2fNiKwWrDTHO15lVe2DrKy9n6aO10gXukf8KMWELU1O\nJ/bQmTtPQ3gNlf5GdMUPXE1ah2OgeCdnJWnPnqY5dZS8PX4+Gkhy2W7KYgupqVmLomicPfMy4BZd\nVdesxu8rp77+TtKZxTRf2oWq6mgePwsX3IcjLSwrx7mzr1IoFGeFNVkM5C3mJphoi3Ge0bC4ZjvR\nwBzOdrxPzuijPNRIfcX6oZ8s6XVNhIsXbAwDqmtUVq7y8MGuiVM1lizVqKlVsSyurA6nCW9DI56K\nyuKTjgvnyLdcg4G5H5rQcaQ9TGqu5JCS5L6PCK1dh9CLqKGpaYTWrJuQrKZe20Xmo0OTatNJTDTm\njHdBguDqdW5VcDEhHVL79iCtscmVN6iS6TU5fyhBw+rw4OsTXYopC8Doi2WF4ipgTBVWby+ZY0eJ\nbL6zqIsc75y5eOfMnZ6tsZTIXAERCaLPqUJ4dezeJGZb95jR+lLAMQyshFuH0dnp8M//RR87duh8\n7atB/vN/GV61nU47XLpkM5SbC1Ww6B9vxUzk6P7gLNmWXqQ1mdwR122vGARvsEnTHCTesw07U6TU\nAyHGJavnL1p8uLeAzys4c86kO+7w6rM1aJrgqR+mKRRGzre2DYcPmhw+OPy537v7ylxoGPDyc1ei\nrW2XbZ79yUjlnNZmm6d/ODwwN69epXGByrf+PEUm47B0uYfNW3WEEOz78Mo5THP4OcbCjMiqKjzk\nzARn4x+wtOouNtV/gZ7sJZKFDizHGDePLWv20p05P80zSxJGO0fjHfjUEFFvDRG9hqAWQ1cDqMLT\nv1XvYEmDgp0hbcRJGO0kja5JS17ZtsEnnzyD45homg/bNgZTAlKpVnK5bi7ytntFUuI4FvPn76Sj\n/WO6u08AgvkLPkUstpCOjslNZsWCNE0Su9+fYYmmREo5uHU/WShCpTzUyKX4AeJpV9euWl0G48a8\nZxfnz1lcvGCxdJnGb/+fQY43mfT2jN1fw2HBb/2TID4fXDhvc+bMzCaO4MpVRZVcAtwt6QP7rpkr\nmU8Nc1v1IyQKHRzveWtYOk6pYbS2kL94Ef/i4uUACyEILFuOGgyNO+kYF2encEONRPAvLK7kkpQS\nMx6fUKoq3WuiehTWP1RD+Rwfd315HrYpSfdOT34qqMSYpy/lZH7qKUpFg5SkDu4nvH5jcY0CPB6C\nq9ZMj6wCgQ0riD2x09UnthwUnwfjYjvxp17A7pvBYmcKsLMZ7OwV8pHLSQ4cMLl1ncnHH5sTpqhL\nW3LpR/spu62ehs9vQAhBfN8Feg9ewujNjhursJLFzWO2s5mitznpc4+RYzplCDFuGkAuL/nGHycG\n78u/+nc93LpGJ5eXHD5mXJOSgvY2m927Cvzb34/i2BLbhv/5V2lyueldzIzIakPZbSysuANFeFCE\nihCCmvAyasLLJvxse+qTGZDVAUjydop8NkVH1i3KGSieGsihnakc0oAk1dXb+Y5jYhgjB2rbNgmH\n52EYGXQ9RDBQRXvbgWmffzpwI2znKVyamVyWRJLKtVMXW0nBSgOS3vQlDHv81AZHOqTz3dREllEw\nUwT0MqojyyZXlTFLSKUkP/lRjq//Xpg7Nuv8xbdifOsvMhw7apLJSqTjJpH7/YJlt7iE9q6dXqSE\nZ3+Wo693+k+/4g8UlVQNwOrtJXum9MVpY0FVPPjUMHk1zWSc3yp880gZ3RjOzH2rpWWRPvwx/kWL\ni1pJrUVj+OYvINM0+lb2bMI/fwFqKDzxgVNE5ngTTnb8Z9oqOLz438+z8ZEaUnE3KvLCfzuHbU7v\nOfAILz5lZnmJixdp5HKS1v5qZCFg2VKNnl6Hzv4tRr9PsH69h4ULNAxTcvq0xdFjJgNF1UbbZQqt\nLUXVXR1Y5PS++dqU7XXViiixR3fQ++PXyZ+6CLaDEvQTfWQ70Ye30fP9l4pyjRPBTiZHRNq7uhz+\n5E9TkyY+Rk+Gjjc+oWf/RWrvvYX5X9xE3X0rSBxvo/npg1jp0SPudqq4hNxKJHCuka1TMe2VJ3T3\nG3JfUmnJe7uvrZWVZcG3/yaD15tBKALTkDOKo8yIrAqhMqChOVVDANspjSC0xLmmjnfNLR9QXraY\nQKASyy5w6vTz5LKzrDHYH2ErRjX4+a4PsRyDmsgyDDtHX7YVbNeo4WL3XtL50bZXJKfa36KhYgNz\nYqvJFOI0tTxP2FeDI21S+Q6cXhuQxNPnUfv1btv6miiYsxM5APjpj3Nsul3n3vu9bN6ic9t6ndZW\nm7bLNtmsxO8T1NapzKtXGdiBef89g+8/NbM8ZO+cOXhiZUX4BlcgpSR76hOcYm07TQMZs5d9HT/D\ncHITLhC9aoCVFfdwtPs1jEJxIpO5Uyex06ni5iAqCoEVK8kcPzbmTlH4/u0oPi+J598cO1dYUQjf\nvx0nkyXz3jSiiUIQWL6i6JJG0jTJHDsy4XGKKvDoCodf7xpch+g+FUW1RhRYzdWX4kibNvMstZ6F\nhNSRFfd+JTwj22xFwO9+Pcwnn1h884/dMUNV4Zt/GOWFl/L8r7/L4PHAH/5BhFUrPTQdN4mEFX79\nSyr/5J/1cqE/jUdaFpmjh/EtWDjtaxkNnopK9DlzJ0whuRr6nCrMzh5yR04P9jfbMEm9tZeKrzwC\nmgqzkLtqJROj7tDoumDVKo1weHjaXT4v2bfPGPaRQGM51TuWEF5cTfpsF8f+4CUKXSnq7l9B7T23\n0PLz0Xcbi7Z1jjsuWj3xa7bb5BSKJ0WmjJPiFAkLfuUzQZ76+/Sw7lFZobBzm4+fPZe9ZmUM7jph\n5qRsRmS1ufcg7cnxpU7GglUisnqt4dgG3d3T+02KBauvl9zpU0Vpy7RznOt8f8TrEofLvWNPcgUz\nxen2t4e9linEB/878P+JbOvgpDWRZFVQL3dJ2Ti6vl4tRGVwAVmjj97c+LmbmbTkd38nQU9PmEc/\n4yMQcKVZrpZnkVJSyMOrr+T55h+mBm3ppgv/kqXFTwFwHDLHmyZxYClVOySpMfSKr0bYU4VXCUyD\nsIx9/VYyQf7CBYKr1xQ1SuZfsBDF7x8z+uhdMh8lGIAX3hqnJYlv6QIUv4/M7gNTJhyK34+vofiW\nvGZX5zDh97EQjGk88i8XovsUhCKIVOlkek2++2+Ok00MXxQHlMigOUiNZz5+JYQhh0fPPcJHwZnZ\nok9VxbCcWYFb7DPwWnmZwl07vPyz/6uPD3YbCOHKL2Wucp7Lnj5FWT6H6p+5HuaQiyOwdPmUyaqT\nzaOGgwifjsxdiYxpVf8/e+8dJ9lVn3l/z42Vuqo6x5mePKMJGgWUkEQwScIYFjCyjeHFxqwTtjHY\n7xp71+yu7bW9775rYzBeDNgkJ0CIaCQQAuU00owm557QOVV15brx7B+3U02nqu7qkeSPnz+k6apb\n956bzvmd33l+z9OIX7Iq1AHWEzN81floblb45CeSbNumUbiiwHRkxOcD/zE9e22FKmh/7U4Kl1IM\nfuswTmYuwzj57EUSe5YuoAqc7Py69ZFOqj5yX4pqIBQFz6k+Wyptp26yfkLXl/wuGlV4+1si/ONX\nKoPVSETwC++O8Z0HSpTLL26dyFqxpmDV8ctrsjz9d9QfM37O9ZydridMNUpTtJfhKiY9QSZ/+emh\n61l4vkN7w44Vg1WAVEry3/5Llq9/rcRdd4e4dr9Oa5uCYQhcVzI54XPsmMMP7rd4/jmbtdpkC00j\nvHlr/SkAmallKl4FjWYXXdFdhLQGym6eocJJCk6aDQ37GCuenw0yW0KbSJqdDOSPLShAbA1vJmF0\n0J8/guXNcbHaI9uJG3NagnknxXBhoVuMQCFhBjbHHZHtKEKlJ7aX5vDG2W3GSxeYusJNThU6bZEt\ntIY2YahhLK/IWOkC46W+Ssc0KSmeOhGoLNSZCmB0dFHuWwPFwpf4ZQutrXmai1hbsGq0daAl65gx\nZrqvOFed93tu0uHLHz05+3ckoXHXr21aVLbqbDnQVoZgUnumfICUO1KxTZPWwQbjmrWdwArIZH1O\nnnT5vd9t4HOfL/D44zap9CKak6lJ7KGhgEJSJwghCG/bFgi516AKYPeP4uWLtH3wZygdPYtfttE7\nmgnv3xHIVl2F9JiUclHJpdtvN4hEBPfcM8lkqrIdvk/FJEB6kgtfeno2uBaqEhTj+pJif5riwNJW\nxr61fL1LrXDT9QlWe7a/hmi8g5MHvlx1+3ynjsHqEuYxphnQXVQFwmEFRZ2+5sDmXg1NW7oQ+uWE\n+tpE/DtefPj+0s5FLzGE9QSbmm6mwWwlajQzkj1J3p6gK74HxyuTjPSQKlxisniRxvAG2hq2MZoL\nMsYChZ7kfqT0COsJhnOnyFvjeNKhaKdJhrtnj6MIjc74biJ6kqnyEOP588zPzrkuHHre4dDzDroe\nLHVpWrByZNkSp46eDmo8gd7WVr8dMs1RvnxpycxfZ3QHu5t+IqBg2ONE9STXttzFROki3bE9FJ2p\n2WC1ObyB3obrmChdXBCstoR62dCwl7HS+Ypg1VQjxI02TDVCg97CWKlv0WDVUMNsT96GLkxMLQoI\nEmY7Mdk0u03enmSKuWBVU0z2Nr2O1vBm8k4a2y8QN9rpiOxgqHCSk+lHKihI5YsX8MvlurjGzEJV\nCW/dtrZgVVVQIuFVD1yhzZvr4jFeAd+vaQVm/oBnFT3MqIoZUSnnrwy857Ybcy5T8DJcmQ13pIUr\n62yWcsX8pFyGD/3OFO/5uQgf/q0GfvfD8PkvFviHfypWVK7jeZTOnSW0pb6TSL2lDS3ZWJP9qrQd\nJv/+W3XbCgoAACAASURBVMTuvJ7Qnq0opo4zlmLyC9/GOnuVVD6mJZeuRDyucOSIM0uhWAldd+9h\n4sk+FFNj26/ciZ0ucv6zj+OVlg/gpGMjfb8+5bhS4ubqo8RjhhJoRtBvVbs6Jb36KTgIbWGmWVXh\nD34nwU+8KsT2LTrfv69tNvkuCDKun/lCjheJsltXvOyDVYGCqUYIawnMeUoAvvQZK/Xh+v8G7lIN\ncHNZrIGlTQ5eSii7eSYLF/F9h0vp5wIFCaAluoWp0iADUy/gTasvZMpDxEPthPUkU6VBhBB0xq/h\n/MST5KwJtjbfxtHh7y3Kne6K70FRNAazx9ja/ErKToactbiUieOAs8qikWpgdnWh1NEadAal8+cW\nHQBMNcr2xCtxfYtD498lZ48DgpbwRvY1v2lNvMEZXM4dpj93hLCW4LaOn11yO8sr8PzoN0HAtsSt\nbIrfwInUj0nP46xeqWG8qeF6WsNbODP1BAP5Y3jSRVMMdibvoDu2mylrmMHCXFbezUzhjI2ibtq8\n5vOaj/DmzaTnGaCrzY0oIRMEKKEQimmgd7cvbsuiKoR2bsHc1ot1uq92CSKhEOqtPwXAy+WqogAA\nxJp03v572zBCwRq7ZiikBssrqgGMOH2Lfp73pjhTPlBbg+dBEjzu82kAui6IRiuv0cSEz8c/mefz\nXyrw5rtC/MHvxem74PHIo5XjQunCeRrrbPOphEKYGzbWFKwC+IUS2QeeJPv9p4IVgqtNNpRy0ZW5\nw4dt7r47REeHwujo8rUhQlVI7O1m7NFz9Lx9L+OPnyOyoYmGHe1MHV5+fJKuW7dspPS8FS2Tq4NA\n1VehGOF5gQxXPVqgLAxWPQ/+/C+zPPDDMv/jD5P8yf+fwbFnVjUC/dWz56vP7AtVIH05G4sLZdoA\nqZrbMXOS6zR8vmyDVU0YtEW20hXdRYPRiq6YFYLynnTIjoyRXyRY1YSBqQZuNxJJyc2uSTHgpQR7\ncPBlQwGQ0sP1LTzfxfHmOG2+9JgoXKDkZCo+u7Ioz/ZKZMrDeL4zba1rYi8yk22M9CBQiBpNKEJF\nU+onU1MrzI2b6l8kY9tLOlY1mt2EtQb6sgfI2jODpmS8dInJ8mU6Ijvq04Zpg4eV4OOBnAtKpfQr\nl/LnwVDCdEWvIeuM058/OjsRcX2LS7lDdEZ30BndyVDh1Oz7K12X8uVLmHUM7oQQ6G3tgYRVNgNC\nkHz7GwlftxsUBaFpIKD9o7+21A4QmoosW+Qefrrm4EMJhzDa6yiSTpAltUeHq5bWKWZd7v/rC9Pi\n4uA5ksy4taIagEAsKmEWFMKuvs+VEsbHPXbu1AmHBJYtueF6nd6NcwO6aUIspjCV9slmJT/4ocWv\n/YpP8yJWyfbYKG4ui97YtOC7tSC8aTP5g8+t7sdSzgZtSjyKubmb0uH61CIse1jfxy8F/XFrq8Jv\n/WYMXRcIBTo7FL721WYOH3bIF+aCmHTa5+N/NT+DJ5GeT7S3iciGRi79y3O0hw3UyNK8y7nje/UL\nVl03sEGeRiTeiabXniwQQmCGk/g1umDJefdwzViiPyuVJAcPW/z4sTKPP1lmEZGiqrH9nn2kjo8x\ncSSg7Wx/114mj48yeWzlCVf3qzejqAr9D62Ptnsdg1WBqcWIGc2YWhQhVAr2JFOl+msQJowOdjbe\nSdLsRCxlBrDM8xHRk9zY9jZUoeNLjyMTDzBRXpvM0ywUZeFgtNhn6wApJaWLfXXl+6w3AvHnKwcP\nuegAdyVUoaMpgZxHkE1fPGNluXnSpQEm8hcQQlkyOBIiWGlVRPD41HP5HwBFwezuqT9fNZtZkpfV\nMM0lnbJGr/hGkrXH6xasrgfCWgJTi1Iop2kObWD+S60JE1/6hLU4ilDx5gU+5cuXSNSpAncGaiSK\n0dZGKZsBKUl/9XsUDhwhtHML0VuvR+haoLe6yLsnpcRLTVF4+gWs04tnGpeD3tSM2lB/yapy/+Wq\n+yXflUz0V9YnbNofZ+R8YREawBx6jF2MORexriiwatF6aNa7OV16pvaGT+Or95b41F8l+YcvNjGV\n8WloEJw67c76mm/cqPF/PplkdNQnl/PZuFFjYsLn8ScWJjD8Ugl7dBQt2Vhfg4Dunpp5q4tBa2kk\ncuM1VydY9dxZqScpp1eapi/JE08u3im6buVzLz3JxBPn2fiuGxn+/nG8oo0WM8kcG1q5Ab6sG8dS\n2jbSnrnfgs173kyiZXXcZCEUsqmLNTZg/YNVCCru//wvM6z2MRNqsO9wSwRtekIhNIXhp/uxUqWK\n7aQvAw6yL+dxkgXpU+PBZzPbTmdlhaoE93T+d6qYnfhKr/K7pVCXYDWsJ9jcdCttDdsx1PBshvPy\n1MGKYDWsJ9iQvB7Pd7iYPoDn1x4NtIQ2sbf59ZhqdNWdSt5JUXKzJM1OpJR0RnfWJVhVwibJu15B\n6VQ/7lQeZzhFZO8mkm96BVb/OKlvPoG019GFxPMCD+SXEYpOmohxA9tb7mQoe4KCPTmdQZ3/8Ara\nG3bQFNmIxMeXLhP5PoRQ6G26CVXoTBYu4foWjeEe2mLbiZkt9CT2M5w9wcDUEbY030ZTpBcpfS6k\nnqnI5CYSgle/1uRVrzHZ2KsSDgvGx3w+9BtT5LJz7Ug2CnRNkM/LVQkbK+EwenPLGq7W4rBHR5fU\nEdQVMwi8FymEfKkXRxpqCAWF5tAGGs3uiu9m3nx7EYtee2QYaVuIetItpicapXOBVaqfzVE+fJLy\n4ZMokTBaRyvjf/UF5KISOXJNVdxGe0eQva0nZvzSV4Jgdun/Sux5dTPZcWvZYNVUwuyO3M6x4uM4\nsoxAodvYzmbzWs6XD6229QA8e8DmnndPcu21Oq4DB56zUVVms3sXLrh8+HczbNmsYoYEo6MlDr1g\nk80uci98H2ugn8jOXWtq05XQGptQYw3LF/koCpEbdmGd68cvlQnv34G4ohJe72oNBv2rAdfDny66\nm5jw+aM/zs00E0UJOP6L4crheOKpPiYPXEROU2MG7juEX5X9qqRea8nSsYMip9k2KniuRT7dX5Np\niUAQS/asogH1O5eVJt9Xdj3RqMDzWFEFoHlvO1vfvhsnbxHtbGD0wCBCEWz9D7vpuKWHk188xOSx\nUVAEez7wCryyS6wngWe5HP/cc1hTZXpes4Wen9jCwMMX6H8w4PZv++k9aGGdaGcDiqZw8ouHyPVn\naL+pm+5XbcZImOhRgxNfOMjk0SuTKQux5h4wZrayv+uniBmt065R05H2PB/4Gbi+TUfDTkJ6nEx5\nmIlCbVmGBr2FPc2vmw1UJcEyhCttHC/QdoxoK8+MfekyUbpMwuhACEGj2Y2uhNY+eCuC+O170dsa\nUWNhJu99lPgd+0jff4Do/q2Ed2ygeGytRghLwyuVcCbrrekqUBQVRdHnmS2sDVJKXDcoBrLcPMdH\nHkBVdOzpAPLcxONXcI0l6eIAmVLAr/Olh0TieCUupg4gpT9rVJC3Jig52elfSXzpUnTSnBj9Aboa\nwvOdin1fd73OH/73BvZdq6MozD47AwmP+Xx2IeC3PxLjTW8O8c2vl/n//qx6cewZaIkkajRa249W\ngJQSe3hoydn7zFKrwsKB7sogbyXU6mS2VvjTbR8pnOVi7uAS23gLCnW8bBY3l8OoY7AqALO7h8WK\nK5yBYbT2FqTvr8sKitHZVfd9+raFM7GyBWWy3eQ9f7oLz134fCXaTJ66d/lM2YXyUXaFb2F3+DZO\nl55lg7mLdn0Tp0pPM+6ubWItJfRd8Oi7sHgA5Lpw9JjD0WPVpZvs4cG6aWLOQAmF0Ftalg1Wha4S\nvXUfXraAl8rQ/PNvxhmr3F6JhLAvVccvXiuk6y5qvbtzp8Ydd5j8y78UkRLy+eCZ0HV497sjvPpV\nJmfOuHz2cwUmJ33UkE77G3YR39WJmy8z+tApcmeq4O/WMb7zLWtBFJdLX+bks1+siYYiULjm5vei\nroJCcDWM/JIJhf/0oTh//pcZsjnJW+4K8/sfSZDP+3z0v01x6MjiiUHFUNn13us49eUXyA9lue2P\nXx802Zecv+84sZ74XKYVSG5rZvjJyxz6+BPs/oUb6LhlA5e+f5b+H/dhJkOYyTlL2GhnA9KTHP7r\np9nwuq303r2D43//PFvfvpujnz4AAvb96s2kT1Vnhbs2u1XFYHf7G4gZrbh+mbH8OaZKgzRFeumM\nL5QlcbwSU6UhOvUkzZHemoJVBZVtydsIqbHZoDjnTNCfO0KqPIDlFQhrCW7tuAdVrMyLmbKGkEgE\nAlOLEtGSZOyRFX+3EoonLzP2+QeI7O7F3NyB0FSckRQlQ0NvT8I6Fuq7U2n8Yj3s3QTRSCtNTdtJ\nJHoJh5rQtFCwXF+Hjty2c7xw+O9x3WBy4PpWRQC52KTB9irPSxEqvnSnOa/zfIaXkFPzpTvtwjWH\nXddofPxTCXp6VHwfMlMSy/Jpa18YxEkJzx1wePd7I7zhTSaf/lSeTKa2XkhvaV2XDJk9snTAUHIz\nCAQRPUHKqixsCGsLl5bnJpuV10AgCGlrcxyqFWU3hyttNMUgZ49XnQmZCcSM1jqqLgiB3tqG0LUF\nS7ql42cCuZ31oPooCkZ7e92Nir1cDrcKpyBVE5x/LsOj/7SwKOZ179+4yC+uOA4Op0rPsCt8C6+I\n3Y0nHY4UHybrTa6q3esJe3wc6Th1tV5FUTA6OpdVXZCWw/j/uRc8D60lidU3wPjffC2Y/EwjtH0j\n0dv3169dy8B37Nls6HxEo4L3/2KEe94VBGxf+GKRf/7nIjfcYPD+90f58pcL3HG7yYc/HONjH8vS\n847rEKrC8PeOocdD9P7cTZz79GOUR+tTnV/VuVjWAkqBaxcDXmwNkHi4Tnl1wepVwJZNGvv3Gli2\npKVZ4fc/nOBzX8zT0CD40K818Eu/MbmoL4Ie0dFCGpnzk7gll8y5ufdy/jL/DHzHY/zQEG7BoTCU\nQ2+Yfld8ie9JFGWup5ISxg4O4eRtcv0ZElubQEqcgkNsQwIhwM5ayEXk7xbDmkbO5sgmkuFuHK/E\n4eFvM1m4BEgMNQIsrqGXtUbpZDcNobYlyfeLIW620xLaOBuojpcucDz1Q6x51p+1uGgV3Ck830ZR\nQyioRPWmNQer0nIQmkrTT92G0dOCYujobUmMzmb0jia8TJ18ghc9eODUsfgyZPUImUl6e19LW+se\nNC14MevNsRTz/rta+NLj1NiPVkUlgSAb8KGPxOjpURkZ8fnUX+V5/FGb7g0qn//y4u5Sx446FAqS\nzk6Vjb0qR4/URukw2trqX1zlujiTSw/8aWsIT7q0R7YzVDg9+47oSojm0MJgw/LyCBTiRltFlX5M\nbyZhtNet3a60EYjpvmJxFN0s6fIwjaFumkI9TJYrM3ECBYEIirbmQ0qc8THkrt11fXa1eAIlEsW7\nQjDdHR7HHa4uO1ArFN1ASzbV/blx0ylkFaTszJjFE18dojC18Fk/8ViK0iIUAEOEFmTtL1hHUYWO\nJx1sv4wpIvh4OPKlo9bi5bJ4xcKyHuyrgdHeUcXBg+vo5UtkH3xmgWKEl8njTlwdf3vpOLBIMBcy\nBaOjgeWqaQg++MEYjz9usWWLypHDDn/3d0V++EOLT34iSaJRJdLTyNlPPYxbCJ4zs62B6Kamqxqs\nSnv+JFKSGjmBba2uANlzXzrP6pWIRgWTaQ/bhte9OsRkyuOf783T3q7yk28MY+iC0iJBoe8G10Y1\nNdyyix5d2dJ1Vlu5iqXFmf1D0IVJTzL67ABdd/SSPjXO8c89VxVfFdYYrLZEexEojOROMVm4WNVv\nytN2moYaQQgVWWWA2RbejDJty2l5eU6lH6kIVGuF45VxfAtdDdLWES2+6n3NQLoek197hOj+rWQf\nPYp1eQw1EaXxrptAEUz843ION2s8NuBMTKyJzB2NdrDnmncRjXbUPUBdD8znndaKTZs1bnulgWXB\nf/3PWR56MOiI4omlz3ty0ic16bOxV2VDr1ZzsKq3tK68UY3wy6VlvbSz9jijxXN0Rnewp+l1jBbP\noQqNzujO2Wd/PibL/dh+iS2JVyCEoOCkCWtxemJ7caWDRmVnZigR4kYrqmLMFjuFtThd0WtwfRvX\nt5iyhxcUtU1Zw3jSY0viJhSh4PhlNGGStccouIFDmcTjXOYprjfewrUtdzFUOE3OHkcgCGtxkmYn\n/fljjBbPLjgPe7z+waMSCqElEguC1fWEEomgxupLHQECulAVmWDXlmQn5gW1Ym6aef65qQXdjUCw\nJ3IncbW54vOAsiXRFZMWPeD+TTiDHC89tpbTqCt8y8LLZuqqCCCECN77ebJny0GWLconFq44OiOT\nZP716lwr6TgVWd0ZbNqk8b37yzz2WPA8vOpVJl1dKpoqsCw5rdDg47oQDoGTK9N00yamjg6iRQzi\nO1eWrao3fKfSYGCo74lV72us/3l0MwZrULFYL4yOeXR1atx2s8n73xPj8/+Yp2yBaYhlWRVOwWb8\n8Ah7PvAK8oNZYhsC4xEtotN2QxexjUlaLRff9Zk8MlKxIwkIJEJTaLuhi6ZdLQhVoeO2DYw9v5Ca\nNvNnrCeOGTdp2JhENVQufPc0bmllqs4aglVBSA9OLFOunkszk9mphf8mUEgY7bM81fHSRYru2maZ\nPh7O9NKzEAJdrU96353Kk3/+DEINbAm9XJGxz38/yHius1WeswanDl2Psmvn2182gepasWOnRjQm\nOHXC5cnHq8vOWmVJPicRAhqTNV4jVa1rpfEMvHw+8J9eAhKf0+lHkfi0hbfQEdmGJx3GShe4lH2B\nXY2vqtg+70xyMvUw2xK3sC1xGwCuX2Ygf4KCk2J78rYKrldjqGt6HwFD3fHLGEqYHclXBrxi3+Lg\n2Lcoe5XZjClrhHNTT9Ebv47dTa8LWipdjqd+PBusAmTtMQ6OfYetyVvoiu5Ci10LSFzpkHcmKbuL\nZ2nc1GRdLRsBUFX0xiasy5XFmGpzI3geXiZXdyUOtaFhWU/w1UBKGUxsa4AQcONb2tnz6mZ0I8ia\n5tMO3/6L8xV2qxLJmdIBNLHy0OLU2xRgrfA8nHSaUG99NXq1eALFMGbloFYFKWu26F31oZbQOR2f\n8Hj7HWG6uhR0TbBnj4ZtmzQ2KYTDAiECmVpFAc+V9N97kN6fu5nOu/bg2y4jPzxF4dLVpX/Iteg4\nXYFcenF5wJcC+i66/OiRMh//80YOPG/znQeCZ23HVp2+Cy62vUS/JOHUP7xA484WpOcz9PglnFwQ\nF/mOx/n7Agtv6flIKTn15UOUxoMV4pGn+2fHM+n5DD56Mfj3dDb1wndPY6WDdmTOT2JPlYj1xIm0\nxzj5pUP4ns+Wt15D+03ds79dDnUh0NUiMzGjcbmw4ntpKEKd1UVFQsZeuXJsJUgp8ZnrZNV6FI8I\nQdPbbid67eZZO0Xp+Yx98Qc4w/WxfFsSUuJmVx/Ad3XeRLyhUlZJSomUHpaVpWxN4brlNWkjzsBx\nSsgl5KOuFpLJoHMdGfWwrCrdSJg336gx5lR0fV3kh9xsNhhcloHtlzg++UPOaw2zhYRlN093bPei\n248UzzBRvkRIbUARAssrYnlFBILx8sUK6oXnWAyljnLROrroviRy1uyh8nOfi7mDDBVOBe+2CKxy\nrwxqAXLOOIfHv0dMa0QoahBs+SVsr7SQAjBzXXI5pOsuqKpeK7SmyowhQpD86bsxersZ/8u/wx2v\n73uuJZKVyvf1gJS4U7Vlh6ONOvtf38rT3xhm+81JTj2RZvedTdilhf1Bwb96med6w02np+X06lhk\nFQ6jhCNVBatKLELs9v1kH3y6IrmhNsYJ791K/vFD616wI93FHaaefNLmHW8Pc+/Xgnfg8cdtLCvg\nSPo+/MovR2ltU8jlfaamfCynwJlP/hjFUINgZ57Y/NWCv0ih2L9FuG4gXfXXn8lSLMlZxYbHni7z\nxDPWsosovu0tWo0/8szCLHj69Nwktzgy11ePPb+wbiJ7YS7pYGcs7IxFYlsTeixYndPCOmYiRDlV\n3SRuDcGqpDxddR0zq5XjETRGgiWggp1aUu9y4a/ELAUAZF0kd4K69rlBwK9DEKaEDEKbOxj6y6/j\nF+f4LbX6gK8G0vOWtNtcCZoWpqPj+sr9SZ9U+jz9/Y+TzQ3geTNE9ZePhutymJG3CYVE1TK4kYgg\nmRRICelUbddBmCHUcH3J+VLKYEm6isnijPlFier4Yq5vLTDUCALPys80NFS0Vb+Ttl/E9ld+bgUK\n3fp2zpSexa/CwMMvFvBtq678QyEEemMln1noGnpXG9J28LL1N+PQksm681Xx/ZontpqhkB236D+W\nY/N1cU4/lWLX7Y1EkxqZseUzpIYI06ZvpGGaGpD3Uow5l7Hk6mlc6wV3Kr3yRjVCMQzUWCzI9q+0\nbdggfN1Osj98hvl9rTB1YrdfR/6pI+ueYfWXcFjL5SQf+u0ptmzW8CX09bk4DqgKbNmq8aHfioGA\nP/3THJYNG++5keEfnMBJB/e56y37mDo8QLG//td4KVSjbyuUGsKg6QTOSxG+D9lc5VgQFAG/dMbs\nbF+a8988SftNPfiux9mvHWPyeHXJxzVlVieLF+lJXkdHwy4GMkco2stnFZLhLtpjOwDJeA1KABI5\nL4Mi6iKhowgNXQk4e1JKbK+EMAyM3h7s/iFkufbBV7oeXq6IUNVg2f9qPiO+t+plpli0nXBobola\nSsnwyEHOnvtXPO+lSypfCy5edHFs2LxZo7lFYXRk5QBo37U67R0qxaLk3Lna+KpqJIzQlyevrwb1\n8r1eCzQ0eoxdhJUok+4wKTeYZRsiRIe+BUMJk3ZHmHSHAElYaaBN78UQIYp+lhG7Dw83cKXTeyl5\nOVr0bkp+gUH7NBElTrexg1ZtAzIkcbG5WD6Gx9IDkW/b+OUyNKydiz4fajwxXSkw40coEKqKm5qq\n3Ua1Cmjx+rYfmHb1qS1QLE45lAseVskj1mjwjo9up7k7tGhmdT6iSoJ9kVejCIWiF3CrG81r6DF2\ncbT4CHl/NYHLtHyYCMYC36/fdfdy2brLV6EoaPE4K/WkImQgQiZCUVAiodkkhxACo6d9+rTXf1CR\n3tJ2p+UynDhZeb1dD86ccfmN3wwy6lIGgvKxba3I7809H4qhEe5OXtVgdbFCsfnQzQZ2veLnUbXq\nJrX5zCDnXvg6L6UA8OUE6UvGnhtk7LnazaLWFqwWLpIpDZEMd3Nd19s4P/EE6dIAYjaYDDoTXY3Q\nGt3C1pZXoqthMuVhxvPVW3L50gs0OKcVqaLa4tXatSCsxTHnVSIX3TQICO/ZRfwnXoV9eYDikeM4\nI2NVEeOBwCc8GqL7938WZyQ9q7s48ZWHcUbXd2lMum6F+HEtiMU65t0zKJUm6bvw4L/ZQBXgzCmX\nvj6XHTs13v+BKH/xv+ZbBS5Ed4/Kb/9ODMOA559zuHShtgFSiUTrviQNLFtcdbWQ1DqYdIeYcsfY\nHnoFR4o/xvKL7AzfwpQ7Ssodotfci0Aw4Q6gC4OyXyDjj9Nr7kEiGbLPoqGzydzHqH2BlDtMQN8H\nW5ZJucM0ah0MO+fxpFtB4VkMQUC2Bo7gElBjsWlS3jTNx3FxJ9KoDdHAUtWub/GFGovXnefsO04Q\nyNcAu+xz/6cu4to+3/vkBTZfn+DRf8xTyi13HwSbQ/tJu6OcLx/EnZ5caOhsCV3PltB+jhQfoZaB\nX9PCtHXuZ3jgAL1bXksk2sblCw+Tz1XhjFQFvEKh/gGhEKixFSYdqkLjO19HeO82tLYmuj72y5W2\nKKrC1LcegUUkpeqOFWhFV8I0AwrAZz9XYOaVk77Et10i3UmyZ0ZRNIXIhiTZU2uXh6wFi0lwzYdQ\nFELRJlRtYbGpEAKhqLNjo2PlkS9h3uq/dawpWHV9m5NjP+S6rrfRYLaxv/ttWG5hVqOxLbaNRKgD\nU2+YDgwFZTfHqbGHcGtYNpT45OxxGs0uhBA0hzbSl32uJqmqK9ER3T6rx+pJm6w9jnRspr75PZSG\nGKFtW4i/4TUoIZPiC8coHT2BX1g+GyFdj8l7H70iKJG46fovDy48tgve6q5HyKzMqk5MnsK2X/wg\naD2RzUo+/7kif/xncd73ixG6e1Tu/WqJaZt3VAVaWlXa2uHmWwx+/v+JsG17kFX93N8Wlg1sF4Ma\njtSfewhVe7svhqIzxXDxNCVvbdnZrDfOsBNMPrv87ZgigqqoNKiNTDqDGCKM7Zdp0XuYcAfIe2kk\nEBJRbFkmosxxeX3pcdk+USFp5EiLgp/Bky55L70kT7UCvo9XF83hSiihMIqu489MYH2f/OMHaHrP\n2zG3baJ8YqEywaohBGp0aWmv1UJaVs32n9Gkzo0/2cbpp9KMXy5x+MGV1RYUFGJKkhPWk7OBKoCL\nw7Bzjr3hO1FR8VaYeMyHbkTR9QiRaCuqFqL/0mM0Nm+vW7Dql0vrwnVWYytoFHs+6a8+SOGZYzT+\n7JtIf+X7c4GWBD9fxJ24OlzgWuUPDUNw++0mn/9CkdmJhy8ZfuA4W37plThTJdSIQWk4Q/5cFaYA\n9cQK/C6nnOPYE5+BBZbfQbCq6WEamjbS0Xsrxdwol079gH/Pqi4NocwU2NV/32susMqWRzg4eB87\nW19DU6SXkNYwG/iE9AZCekNQqIPPVGmQ02M/JlOuvWOZKF9kQ8M+BCoJs52OyHaGCidX1eaE0U5P\nbM+sZmvGHqPoTHcEiggkapqTCE3DGRlDTcRp+rl3kL73O3hTy3C9fIk9UFlla25sQ4mYeOtps0rQ\nwaw0i1wKVy6B5HK1p+jrjZCI0mluo0FtZMA6TcodpkFtxvZLdeO6feubJTZvUfnFD0S5680mb3iT\niVWWaDq0tin8w780EokIQtOVruUyfPLjBR5/tPYqZjVS/6AD3685QzYfKWtggVHAalCplSnnccwF\nmtCRSLLeOAU/MCjYHr4JBYW0O4LEZ361moeLt4ZJ6Fwz5JquzVJQTAOh6cDcvkuHTpBtbiR5z0+S\n2Ki+agAAIABJREFUfeARrDN9SMtedEyTnhd8V9XBFJR6WsZOw7etmgMSu+Rhl3ze/MFNeJ7k5GMp\nTj+dJju+9LnIQEodUyx89kMiiodbk+UlBFqXoVAj3RtuY2T4IL5n1zXz7Fv2mrWqr4QQoir5Mem4\n2JdHKB87h3V+cH1MJqrAfNmqSETwM/eEeeQRi3xectfdIZQrLnc4ImhsXBjsZY4OcfxP7ifUHscr\nO5SGpmYrxa8WVir+ltKnVFheGSObukhmoo/dt/winZtuof/M+klQvtyx56YoW3aH+Pbn66/6UBc1\ngLw1zqHBb5AIddIa20LMbA10VBFBoYY9yUThAqni5VWLuKfKQ2TtscAiFYWdjXfiS4/R4rnpAa8a\nCBrNLvY0vw5DCTpQic9A7hg+HiJk0vi2N6PEopSOnyT1lW/g54KsaMOrX4mxsZvSEsGq0LVgRj6T\nmptG5NrNlE5exptaR0MACJau6qL/JnGcF7fwwRBh9kVfgyMtQkqUsNIADNOsdaEJnXPlxa03a4Vj\nw8f/d55zZ13+469G2bJVIxINbp6mCVpag8pzz4Pz51z+5pMFHvheuWpWyHwodS6uAoKAbBnZqquF\nxYaDsp/HkRZpb5SCl0ERKlL6KGgk1TaOFR+l5Odp1DqrO4aUKEJBFdrs5Hcl+OVy3Su7ha4j9Mpu\nM/aaWwldsw2tOUnz++/BL5aQlrXohSmfOEvqS/dVdyxFqa+b0jR8215UR3M5OJbP0/cNc+A7I7Rt\ninDjT7Zx+8908fcfPr5kwCrxGbEvsD38CgwrRN4LuIoxtZFecw/91qnqsuTzYNs5RoaeR9VMspl+\nwuEmJsdP17SP5SAdO+Bs1hlKuLrJqrQdpr796IsWqAIVx45EBK99rcmFix75vM+HfivG2bNuxaOt\na2CGFn/HnEwJJ1N/Ok71qE8WNJ8ZJD/VT3PXPgbPP47vvcRk19YIZXohQQhQVYFjy1k2jG4E99aZ\nlr/STYEzo6AjQNeD7TVdMHjBYmyg8toIEezD8ySeC5ou8NxAAlLV5n7rOsvfq7p5P/rSJV3qJ13q\nJ+CqBjOtageWleBJm3OZZ7iu5c1oioGhhNnX/AY6ozsYKpwia4+hKZUFLGJ6cNMUkwa9hY7oDtoj\n29CEMZtVnShdZLQ0zZ/1fHJPPBPwVK/g7RSPnlySyyNMnfZffBOp7z5N63tfX7GEpDfHKZ1cmwd2\nNZC+rElCbD5ct7IzEcrV9YC/Ek16FyU/z/HiY2wP3zj7ecHP0Glsq+uxHAe+8fUyP/qhxXXX61x3\ng0HPBpVwOBC6Hhr0OHTQ4fnnbDJTq+/4FHMhJ2qtkFIGDi0vIjw8vHl6ma608fGxZZm+8mG2hm4I\nvpCSPuswWW+SMecS28M3Bda40sKd/r1E4i7haGTJIhl3gr2ROyn7Bc6WnqtYWl4M65FZFYq6oFDO\n6G5H72zFL5agOO9dWmuMrCgo61CUV+nqUz1CMZXefXH2vraZZHuIoz+aoJxfPrAbtM+gCJVN5l50\nEbwDtiwxYJ1mwF5NkCkoFIKlZE0L4ThFfL9+8kTS89alUE4xzcrCvOVbgRKLIDSF+Q+RtB384vpP\nTudPZCYmfH7pA2lcF268UeeJJyw+8juVCZt4XOEzf5tc93atCvVasZcSxy4STfagqvq/uWB13y1R\ndl4fIdmi0ZDU+NrfjNF/zuJVP5XgutsbECo8eX+Gg4/lef/vd/L1vx1nYthhw1aTN9zTyBf+5wj7\nbo3yunc20neixH2fCbLVZkjw1ve30LXJxPck3/78BHtujnL6hSKJJo07fjLBpz82xM/8Zhtf//Q4\nxfzS/dKagtWwnkQIBcvNX6GbKquWpaoFE6VLnM88y7bkrahCQxU6beGttIW34Pg2nrRnJa5UobGv\n+Y3Tlo5hdCWwAJzPzcw7E5xKPzrLfZWOg18oEN67C6FOXxrfo3TiNF5q6QpGaTmM/cNDCAHOcJrJ\n+x6bvRSJ119P/d6Y5bD6Y5RKk/MyUALTrH8Fci3Q0LFlccEkRxP6usmGZDKSRx62eeRhu6IQuF61\nFsIw6m+24Ht1X7KsFZPOAClnjtZzuvQs3nS2bNIdJO2OoAoNX3qz3MQL1lF028CXPj4eyrSEnCWL\nHC0+umi2TeJzpvwsmjCQ0l8xUAWqshOtGYqCousVH6W/8t2qOY613C+hautSlFcrXxUg1qRzzx/u\nIDNmceShCS4fy2EVVj4XH49L1jEGrdMYShiQ2H65qvu3GAyzgS3b3oRQVBRFxQwlGLz8JKPDL6xq\nfwsbLNclsyp0o7pgVVNpfNcbiN54TWUGX1HIPvg0mW8/Uve2LcAVbZx5XAYHPb5+X2lBzqZclgwM\neC9qMni9oagGkVgb0nProjX+UkM4qrL7FVE+8XsDlIo+dtmna7PJrW9M8Lk/GSISU/nlj3Vx8mCR\n0X6b6++M8eBX09z0Ew1cPmPhe3Do8Ty6IbjmFXOUl5tfHyccVfj8nw2z64YI7/yVVp5/JM/G7SGa\n2nWiDSotXTqJJg2rvPx1XVOw2p3YS2/jTVhujrw9SbY8Sq48SsGexHIL09yzegZqkovZg/jSY1vi\nFjTFnA2wDDUEzGWvhFCIG4vbWwY81VGOTT5Y4YQlDJ3Gn34rXiaH3t6KOzGJEglTOnFmxZb5+RIo\nCqnvPo2XnVtGLx69iLveFIA1IpcbwvcdVDXI4iTivQwNHeDFIpJnvDG6zR00a12o6GhCJ6G20mNc\nQ7+9Op5yLVgPdRhxRYBTD0jPf9GD1UDzdK6TuTII8fEWmbjKCp6rN//3y7gaySt+txJWE5StBCHE\nNGd13nEse13eFKEqQaVfneEvIfq+HEpZl6/80RkKU07N3YJAIaw2EFUCx8OCyE4X2dU+6NtWltMn\npmkUQpBs3Ixh1M9sQ0p/XXSxFV2rSg7L6G4jcu12Jv7+W5ibu0FTKR0+Q/xNt+GM1OY6tnosfoOH\nh32Ghxe+n8Wi5L/8YZZi8eVXeCSEghFOVGiuV24AmhGhfcNNRJPdpEdP4bkvH5UcTYVYTDCVWfne\n9B0vkRqbm4l0bTLo2Wryno90IARYZR/TVDjw4yw/91vtPPVAlp3XRfjMH007mC7CRNy6J8z2a8P8\n4u93oukCu+wzdNHiljfECUUUzh0rseuGCOlxd8WirLWpAXgWEp+I0UjUaKY9tiMg1fs2ZSc7HcCO\nkLXGKNopLLewpgp+CDIsl3IvkLXH2Jq4hcZQFwrqilmrmSVyxy8zVDhJX+a5BWLkSiiEXyiSeeAh\nGu68lcz9D5F8610opoFXTfm37+NOVC6RlM+9+MVKK6FQHCeXHyYR34gQgqbGrYRDjZTK6+y6tQRy\nXopL5WNsD99MWIkh8XGlw5B9jjH7Yk37UtVgxfMqyBMui/XIkCH92pZzhYIWaUBRVdxyEd+ufklR\nMUKAwLfXj3+mhWNI38OzgmPosSRC1ZC+h5ObotYoaV3MOAJSV/33uxgUZVZZpa6oUZoIAvvMQrr2\n4F8XJjvDN9Os9cz2/arQSLnDnCo9jS1rXdYWqJrBzPK4EApmqI4rQb5cUZtzVVC1abvwFTZLxIIi\nq5N9qA0RtJYk9sUhMv/6GI3vfD3F506uP591peSvtlDYxJ7HcXw5QTcb2Hf7r6ItpbMqBELRUBQN\nx8ozeP6xl1VmdfMmjQ+8L8bvfWxlJYkr8x65KY+Lp8p8+r8O4rlB1+fYElUD15Xc8sY46XGX1NjS\n/UJ6wuXAj3J890tzBVfhqEJbt0Fq1OHs4RJvuKeRZ3+0svrQmoLVy1MHGc2fIawnaTBbaTBbiZot\nhLU4EaOJmNlKR8OuWeebspMlb02QLY+SKl4ia63WNlWStgY5OP5tkmYn7eGtNIa6CKkNqIo+u6wI\ngTOVK22KzhST5UuMFM+Sd9Is9kb6toNQFHBdtMYk5pZNqMlE1YOTMHXid+wl89Ch2c9it+yidGYA\n7yrIV60Wvu8wMPgU8YZuhNAwjAY2bfoJTp/5Vl35YLVgxOljwh0gpMRQULD84qpUAN77vgjXXqfz\nL/9Y5Nln5s5FVSEaFXgeFArr38uuT7BK9VG4otBx25uJ9WzHty3yA+cYO/CDqg/Vev1rEJrGyBPf\nXV1bq0D7rXdjT40zfuhhhKLStOdWol2bUfQQfd/4G3yntozGugwqQgR9xFWAEEr93atYuUK6nthk\n7sUQYQ4Wvk/JD/rAsBJje+hGNpvXcrr8bE37M8wGtmy/a9YYxvNtLl+o59L46rn/y6HaZ8YvlFBi\nYVBU3FSGyM17EKaBUFWUaAgUQR1KQFYFTYN3vjPMf3hbmHhcVDyao6M+H/yNqZdddlVKH7ucwVsq\nWJXB+FjIDDNy6VnyU+tff1ILIhGxQJ1hPtpaVBoTKz97wVBSee/6jpfIpFze9586yU252GXJN/9u\nHM+Fg4/keMcvt/Kl/zWC9IPJy/V3xth/e4yuzSZ3viXBwUdyPP6vGd7/Bx28+7fbkD5cPF3myQcy\nGKZgbNBmoM+iZ6vJfZ9dedVgTcGqLz1KToaSkyFVvASAIlQ0JURYjxM1momZLUSNRkJ6AlON0hHf\nRWd8NyO5kxwe+vZaDo8vXVLlflLlflShoSthTDWCqhgoKPj4uL6F5RVxlvERn4Esl8k+9Ch+2aLw\n3As03HkrVt9FvEx1OpRC1wht6STzoxembTwgtK0bZ2zqJR2sAkxMnGB07DAd7TcghKC9bT+uW+bC\nxYcWFGBdNUiJJ21KvrWsW9FSUBS4/U6D177O5IWDTkWwunOXxif+JsmZ0y6/9etTq0k2BcfQg8KJ\n+VlK1QzjOXZlhmadgo5qB1Y9liSxdT+X7/8C5XTtWoepY0+tyznMhzKPoyl9j9Fnvk+0ewtdr3r7\n6na4Xhmoxa6DIlAbE6jJRLB8v1ST8kWcoSon6YK1F2kt2oirE+0oqDRpXZwpPUvOm1ulyXkp+sqH\n2RW+FQVtRYOH+bCtLKeP3zv7d70DSynlOvGAqruRzvAE7mQGJWRg94+ihEN0/MH7UcImxQPH191q\ndTnccIPORz4c45/+ucSlS27FZSoWJbb98gpUARwrx7EnP8tyL5qUHnI9su1rRDQq+KfPtdDasnQi\nJBIWHD66Mnf/5HMFLp6sHOdtS/LF/zlCz1YTM6wwOmDPLtU/+1COsQGHvhPBb6SETMrj6QeDWMn3\nAhWdyRGHT/3nQXq2mEgJgxcsPBf+4X+Pkp1yyWc8PvHRAS6fXTkRUTc1gBkEblMFbK9IwU6RLY8Q\nM1uIhzpIhrvQVBNNUal3L+xJF8/LUfZWL2YvwiEi11+LN5XBHh4lfd938QrFqjp3vbOJprfeRmTP\nJjo/+FYkwWxabQiT/s5Tq27T1YLvu5w7dz+KotPWuhdFUenpvpVEfCMDg0+RSp/DcQpXaQlE0GVs\no9fcS0iJcKr0DMP2OXqMXZT8PJNuddqgug7tHSq+D/39lZ2NaQp6NqhkMms7n1jvDhTNYOrU87Of\nNe2/nfzFU5TG1q5humYIBSPeRLhtA0JVUcMxQoqKnZnAc4Pg3Wxsw8lPEWruItTcgZOfItd/Bnwf\nRTcwG9tBCNziwndLKCrh9o2EmtpxclPkh/qQbtA5GokWPLtEqKkTM9mCnZmkMNQ32/ELRSXStRkz\n3kxpYjHt5cUDB9UMo0UTWKlRZlZIhKphNrZhpUav+sAiTIPkO+4icst+lFBoumtbrH+TFA8eZ/Jv\n/+mqtu/FRr1DmPl9kKaFaWrdyVi9CqzWFSuPeX6xzOQXvzPrVDXx2fsI792GXyxTOnZuvRu4LHbt\n1HnkEZtPfCL/slzyXwq+9+KsHq4VqgLhkOCP/nyKYmnxG7Jjm86tN60sf5dNe2TTC/tNx5ZcOLmQ\nqlMu+pw6NLfSKSWcO7p4UquY8zlzuPK7gb654PT8seqoQHULVhWhYqhRokYT8VAHiXAnMaOFkBZD\nVXRA4EsXyy2Qsi8znn9xX7zFIMsWhedfQG9vI3zNDvTuDoSuk/rHe1fMrjqjadL/+gyKqZN+4DmC\n9QOJM5GpKLh6KcP1ypw//wAAba37EEKhoaGba3a9E9vOkS+MUiiMY1kZXLe86sp8z7OZmDy15O/j\najMbzT2cLx+kTe+dpXX4eLQbvVUHq4oqCIcFvs+6LE8JTUfRQyi6jmJMdwhCwWhonFOTmMF6LC0K\nsWLGRg2Fadl/J0a8GdUI0bznNnzPYfLoExSHLyJUle7X/DTlyWG0SAy3mCfc2k1+4DwSH9WMkNx5\nA7HubeQHzzH82LfmNUCh7aY3EO3aQnHkEvGt+0jsuJ7Bh+9Fui4dt96NFmnAKWRxCxla9r+K1Mln\nmTj0MAAt172a5I7ryfWfJrZxJ+HWbqyplbO+WjhG713v5eJ3/x47G3ChGjbupPWG13LhW5+ZC1bX\ng+8JXBl+RV95I7HX3oafz1M6cjJYYblmO6Wjp5Cej97Zit7RRuHZw+QeeLS2w6xHUHCVaAw+Hml3\nlC2hazlbep6SnKYBiBibQ/tJucNVZ1WFUGhuvQZVrRx4NT2ErtfPcKOad2pVkDXczHnmLl46R/6x\nQ8tsfPUwPu4RChnz3YZfdtCMKL5nv2wD1PnwfDh0xObHj5eXdFScTPncsL/+8nfVQI1HaLh9H16+\nSO7xY2seA9coXZWgKdJLItRJPNRORE+iqSYCBYmP45XJ2wFHNVMeJlceo+RkcH2rZueSqwGhaYR2\nbkNvaQZNwxkcxhkZC/QTV4IvsQcnSX3naawLV9f/eK0wjAZ6N76aWLSdUKgRw5izBpyTs0pgmgma\nGrev+XiWnSU91bckvSCutjDpDjLmXCKptc1+bsvyrFZjNZB+sDSlKBCP13kAEoLma19JcteNKLpJ\ncucNs185+QzlVOVS77pU7QtWLCz0SgWGHv0GoeZOet/8Cwz8+Gt45fnqFAJFNxCKSv+D/xzI9syT\n2HHyUww/9i06XvkWlCuq4EPNHSS27uPCd/4OJ5dCC8fY8o5fJ9q5mXz/WVAUfMdi4KGvID2H0sQg\nzfvuYPLIY6hmhKbdNzP48NfJD5xFDUXZ+o4PVnXaVmaScmqU+JY9TLzwKAhBYtt+sheO47tzS15i\nOTLXaiFl5UqLohC+fjd+ocj4J7+EfXEAY8sGjC29TN17P+7oBCIcIn73q4m84lpyNfR7Uq5PZWAt\nEmqaIejYFkVZ5Fr6nmT4XAFvGTHvi9YRdoVv48bYm3CliwAUoZFyh7hgHam6HYqi0dq+l6lUX8UV\nnOGu1hN1l5iDqqkXSixM5MZryD9xuGLJ39zSg5qMUTx4qv5tqxJPP2Pz8++J8pEPx3j4EYtScW4U\ndxw4d859SctXCaGw/bp34vseZw7+C9L3UFSDlq5rKWSHKGTqY9l7tVAoSP7wf0yxnNT2pQGXz33p\nxaEg6u1NtL3vjViXx8g9dWLNFJY1SlftY2vz7QC4vkXJyZIvXiRbHpmWsEphe8W6aK6qQseXXl0M\nBpaEpmL0dCM0FXdsAntgCGdkFFktoVFKnNE04T29KKYx+1npdD9+8aUrd2EaDXR33YyirPw41KMj\nX2kPrrQxRWSBnEhcbabsV//iOQ6Mjvjs3AVvvCvEY49alOtFv5WSiUOPYmfT6LE4mTOHZ77As8oL\ntBrXQ7tx1oi5Ksgr/j//K0m+/8xcGxcNkBZ+Fm7tRjFCNO+9LdDpVQSKbmI2tgXBKlAYvoCczmI4\nhSyKpiGEih5LgqJSmgwGCK9cWBDgL30qPlOnn6f1hteSOvY0qhkm1NLF6IEHKzZbkN2uB6SsmHgI\nXUNrTGBf6Me+NBB8Py0qL4wguJelMtn7Hya8dycNr7+D1Je+Xl2SzfdrdpqqCjVcl1BM45Xv6kI3\nFTq3RbGKHlMjFol2E6fs8aX/dJLSMiL6tixzrPgIMbWRiJIAJAW/dukq3/cY6n+GzNTFis81LUxT\ny86q97Mianqnqof0vKr4tXpXG7E7rg+C1fnNMnUaXn8LxcNnKjKvVxOdnSobN6js2R3hnnsieN7c\n+QwP+7znvamrUqy6WiiqTrihnVJ+fPa90o0IW/b+FAPnHn7ZBavAsoEqQD4vOXj4xTEwUMJGXd+l\nNfXmMyL7vvTIlIeZyPeRKQ9TdKaCgqY6Crj3xPbSHNrAcOE0k+X+BbJT9YAslUnf9x20lmZCWzcR\nu/1m1ESc8c9+CS+9uM1qBVSFtve9EaEquLnp9nkS6/LYSzpYfalh0h2ix9zJnsgdhJQohgjToDbT\npHVwtFh95a/nwZNPWNz5aoOfeluIzk6Fg8875HOSrm4FRYG2NpUP/Eq0pmUt35d851tlxkZ9Cv1n\nUYzQonzO+ZD2Omh+KkrdVAb8VQTTQtXxHRs7l54NcMcOPEhx5NLsNtK98rynJYcUZUGWUvrVtyE/\neJ62m95AuH0jRkMSKzWKnan0o14XbVspF05eFSW4v35wDWbutdoQmy0LlCUL+/IgxqYehKZXpQEr\nPW9dZJQUXa/aTSmfcvjqfz9DNKlz969v4tt/eR675GOEFd7yoS1VrZj7+GS9SbLeFfcHUfUKm5Te\nFYGqQAiB65YYGzm81M9qhyLWZZIjXbeq662ETfxCaUFA6hdKKCFj3Yscl8PZsy7vumdxz3fPWx+q\nVT0hhIqq6tM6qfPa+uJd0rohGhW8554oIXPhyZw573L/g1e/SFoJm3W9tmt6K9OlAcbz54kazTSG\nN9Ac2YSUHo5fpuRkyJZHmSoNkbNmlv9tVkvC0hSD1vBmWsObKLk5xkt9DBfPkLXH16zdOgMlEib5\ntruRroc7PknukSdxxibwpqpTA1BMHaGpjHz6O0jn5UPqmZGtuFr6cStlGBxZ5mjhEbrNnZhKmJAS\no+BNcbT4SEVVcTX49jfKvOWtYfbu07jtdpPbbq/kvHV1q/y/H61NVNx1JAefdxgb9fFsKxBZXwG+\nbdfdpx61fsHqamBNjYP0yZw7fAW1AFbqpdxiHiEEWjSOZ5UQSpBttVLVUWh8u0y27xjJHdejhaOk\nTz23QJF6PYJVpF8RgEvPw88XUJuSgbaP6+Lni0jLxti6kfKJs3O/VdQg21olPUF66+NQVuGMVCVU\nXRBr0jHCKp4jMcIq8VYDVV9d5iSiJOgytnKufLDm3za3XkNr+14URaNYGGfg0hN1UywRioLQ6v9O\n+Y5dVbDqTeXQWhtRkzG89NwE2NjSg5errth3veA4gUTVlRCaRmTHNSSuacEeH6N4+gRaPEFk5zUI\nTaN49jTO+BhqrAGjoxM1HEGJRMm98BzStglv3orR2YU9PETpwvl1a7+UPr7nYIbiCEWraXL8Uoeu\nCfbuNohFg75FEdDaonLNTp0/+4sqEm3rACVc38nVmoLViUIfk4ULaGqIiJ6crfhvMNuJGs0kQp1s\nSF6PJx0sN0/OGidTGiJTHiFvjWP/X/beM0qu677y/d1cubqrOncj50SQBIOYg0iRkiiJkixrLFmW\nLHmc7bE9y/abmbc8a2ZNkJ889qzxsy3JSZZt5UhSFINIEcwECIAAkWPnWDneuum8D9XoRqNz920A\ntN/+QrDrhlNVt87Z5x/2dhcXHb1YPxnS4qxWr6crspOCNcZw5TSj1QtUnQLL6UjwKlVyTzyD2hCf\nWFCUcAi3UFyQkLZXs3GLVQKburD6RhHjkRavWpuIulwpGLEm1ECYSnpwIg07G8xqhqPHv450hbaY\nnufgzuOtXBMVzpuHYHxUS61xHh31+M1fzfG5Xw5x510GiaSMqoCiSgQC9bm/WhWLemycSwJeoY61\nhDvXM7bvJ3Oe49VWwKdekleGkF2CQLIdo6GZQKINSVGJb7wOq5ClOtpHZbgHMztKx90fJn/mEEgS\nRmML2eP7cKpzu7ZZpSzl4W5ab3mIzNHXCDR3oscSE6+roSih1jUEW7pQjCDxjbuxy3nKA+cmyhXy\nZw+z5v2fxa1VKQ9MX+TkwPxdsIuF8Dy8S6PkjovVPUD4thtQmxtxhsbwKlWsvkEid92Cdb4Pq3cQ\nraOFwLYNOGOZhZsVeB7efHm+JaBu/SnDIjJfxbTF+YN5Pv2F7bi2QNEkjjyXopRd2vh0ySAsL95P\n3jDiNLXsoOf8T3Fdi2TTFlrbb2Cg79UljeNySLIyzaHMD4jawsiqNTCK3T9Cy2/9HOU3j+GVTfSu\nFkI3biPzz09e8XVkIYjfegdyIED55PHJiL2iYI2OIGkaifseZOQ730CJRknc+wDZvc/h5LPgugTX\nbSC0eSulI28Ru+U2hOPgFFaGXLmuRaU4SmPLZtZse4h86hyqFkSSZALhJA3NG+e9hmOZlPLXgMrL\nZcjlPX7r9zOTK7hUd6/66IdC3HCdXpfnneXRWYnNGYASDvp6vWXnOwQC262Sd6vkzSH6codQJI2A\nFiViNBMzWuvNV3ojydAaWiObEAgG80c5OvzjBd/HEw6e8JDG0z+SJKFIGo2BDhqMdtbHbyFt9jJU\nPkW2NojjLSHtrqo0Pvo+5GAQpSFWj5B4HumvfgNvAWRVUhWUWIiWTz+IVzbrc5PrMvL3T2MPXWE3\nKEkiufVdtOgBSoPnyPedwCplZpwwHdcknb56hfuXQ5V0VEkfr09dfitef5/Lf/2jIpFIiVhMQtMl\nbrhR4/N/EufMaYff/a08jrOYxhcYGqwv9IoeWFC01KuuQBpGkupSSQuAUymROvzStCiw8Dwyx16v\nR0lngB5LYCRaqYzWxbDrMlYy1dE+hGMx8NPv0LjtZhq23gSeR2Wkd7zJSZA/81a9RGAcVj5D+uir\n9W59z2Po5cdo2n0XiV23Uxm8wMDz38YdF/5XjCCBZFt9fMffQIvEUQJBKsM9E2S1lk9jFdKYqcEJ\n16tLIRv+TpYAwnamlTZUDh0lsHMzSkMcZ2gMPI/SC6/T9KufpOk3fwGvUkUOBpAUmfzjzy24lVp4\nHt5CnPMWCdkwkBR5URJfwoMXvz7AwadGCcVUKgWHUnZm69VWbS2GNHeHfliJL2lzLBCY1QwuQaJM\nAAAgAElEQVRmNYsQHuXSCJFoO4xvaZcLSdOQVP/LALyFFss7Lul/eILIXTcS3LkeyTBw0jlSf/dD\nzOPnfR/XsiHLGKtWk3ryMdxLSKasGwTXrkdSVZRobMIUwRobpXLm1MRxwfUb0ZLNRG+4CSUcRm1M\nrBhZRXgMXXiVWGItnRvupnP9XfW/SxKtq2+iddWeeS+Rz3TXdVmvURcrcck/bAde31/jM5+IYBgS\nVXP670PvbKL1Vz4wpzb0UqEmor5mElegAwFcYVOx81hulbKVIW8OETGaaQh20BjsQlMCKPLi5BT6\nSkepOgXaQptpDHSiy/WF6CJxNZQQ7aEttIU2UbZzjFbOMlw5S8lOL7iQXw4FQQgy3/oBkdtvofDs\nT4l/4OEFFwmLms3wl56YFvoWtSsvk1HLj9H70rfQww3Euray6vYP41pVMucOURw4M2+09WqiWVtF\nUu3i6CLqU+eDEFAsCorF+g82EJCwLajVBBfOO0s2BaiO9BFduxUj0YZdzk9sBuppv0skaMpzRxqX\nhMWQ1WqJ9JGXp78g6mRwNhQuHKNw4disr7tmeUKK6nLkz06tJbSLmbq5wMUxVYoMv/bkjOfWsqOM\nvjl3tFoNRVCDEXJnZtDYHP9s/O7sFrY1rd60dqabkc9/Ea842fxnHjtN9ms/JPruO5BjEZyxNOVX\nDlB+dRFpb89bkU2OrNfVH8QijTZa1oa45+c7aWwLkB02efGfBxg5PzU7JiGxxtiJKmm4c0RuNUmj\n5M5vAXk5hPCIN65je7QD17UIhVswqxmisS6ymbPLrl+VdH1FSmvcysKziF7FpPD0qxSeGTfiuJZb\n7McDMrJuTFruyDKN99xP7qWf4pRKGO2dk4dfNtF6tRrlk8coHT2MBHiOgxr10T73MuTGznDs9b+j\nqWMXgVACRQsSb1qPWUpRLc+8Yb8UleLo1ffungGyDC1N8hTVDkWBRx4OUbMEjjvzmOWATnDLqhWL\nrvoJH8iqhCpr6EqYoB4nojfVbVf1JAEtViemkgrjxfSOV6NgjlAwFyfv5Hg1hitnGKmcJaBGaQ6s\npTW8ibjeiiJpE6RVQiGqJ4loCdbEbiBXG2KofIqU2UPNnYcwOE59nJaFEo+hxOPIAQPJ0KG0MLJx\nOTENX78BayR75SOr1Lsf9WiSQGMbrl2jPNpDpG09sc7NDLzx+DXpygGgoGEv2jN8ccjnvRl3mouF\nHk8QaO5k9fs+hXvRxUoIhvb+YIopgFet1CNqfkZtJAklFPbveu8QGA3NNG67hWDrKkr9ZzDTQ9MP\nkmWUkH/6mxfh1WrTG6xcbwpRrR8oKL9ygMr+t5EMHWFZ9VTwYiAEbtl/2RnJMOrlI4soTdGDMg/9\n6hoOPDHCWG+VlrUhHvrVNXzjP5/Cql7WDCQcjlReoezNHiFrVNtYpW9d9Ngdu8LpY9+bsSTacZYf\nhZYDAd/JqljC96gkYuir25EDOk46j9U7dFWCHvNCeBQPHyJx34NYY8O41SqFN9/AKeQJb9t5CbGr\nG3xcrm5ROnqYxLsfRo3FkWSZwoHF2e8uBaVc37htqoQRjHP9Pf+O0f6D9J95YYFXuPbIajIh882v\nNBOPTQbWJAkqVcEf/fcc8/VzCiEQ1sKaABcKSVV8JcHLWjlbIhvpariekNaIoYZRZH0itSMQuJ5F\n1cpRstIUzBGKtRHKVhbLKeOKpf3wBIKqU6C3dIT+0jEieoKW4AZaQhuIaIkJhQJJklAlnWRgNcnA\nKky3TKrazVD5FHlrZMb7e1WT8v6DeJZN7dwFEj/3Eay+gfntViUJrbURJ11AbYpNCakHt63GLVaW\nYBa6PASTnbTf8CBWJU/u/GHKY331aKoks/rOn0ExQjjVpbt9rSRyzjBJrRNNMrDFyqgolEuCUnH5\nEYvqSD89j/3ttL+71lQi4JbLCNf1PcWoRBbXHPYvAa5lUsuOUh48R6n/3IwTrKQoyEH/ywAufo8L\nhbAsxDLqTt1CwffGPEnVkAMB3NLCf/+huIZZdDjxcgYhINVbZcc9SUIxDas6+RsVwJjTR01U5sxo\n2aK2KJvViesLD9PMzn/gEqGEwysiXeWWFk5Ww7fvpuGD9yAcF+E4yKEAzmiW1Fcew00tPhq90qic\nPkFtaAAlEqm/T9cl85On0RJJ3EoZ3nwD4bjY6RT5V6eaYjjZDKknvofa0IhnWTj5HGp88bXMS4PA\ndWo4jjnx/+9UZLIev/jr6SmPrudBOuOSL8z/voRpMfi/voWdXlgz+UIQu/s6Eo/e6dv1lrVyxgMd\nNIc3AALHsyhbacq1NIXaCIWLOqvLIKbzwcOlYI1RsMboLhwkbrTSFtpMU3ANASXCRXkTkAiqUboi\nO+mIbKNkpcajtOeoOvnJqkghME/VnbXK+w5SOfT2giRHJE2h8b03k3v2IG2/8n6cfHniuddaGyjt\nOzXn+SsBu1Kg//UfYpXzU+trhMfo0Rdxa9euq5YlTFxhc2PkPeSc0SkSaGlngIwzQyRtkahWBf/0\n1Qqus7wsm/BcXHP+z9KrVvGsGrLhb9OPElu5lNm1CqdSJHty/5zHyLqOHFgBsloszvnASIaOEosi\nherlGaJSxS2UFh9VHcdK1O/JmrZoIl/JO4RiKtvvTpLqrdKyNogRUqjkL5/bBT212ctGLqLs5jhT\nPTDvcVcaSiTqvzyU5+EWF0YC1OZG4g/fTvorj1E7P4DwPOSgQfz9d9HwyF11K9ZrkFO5xcKU9yhs\nC2tk6jwtbBsnP51se6aJNbz8OX0pcF0bq5rDe4cqAzQlZbJZD9eF7t6lmzJ4poV5YRg3518mxx6c\nWeZsqVgWWS2Yw5xJvUjRHKVsZag5JVzhcDV+TY6wSJt9pM0+dDlEItBFW3gzCaMTTa4vHJIkoaAS\nN9qI6a2si91EptbPUPkUGbMf25saDVuIFiKAsBxGv/IMclCndPAMmR++OvERNLxnz1WpcXGqJeKr\nt9O+52HSp/dh5kYwoknKoz2Y2WvbYUuRNBxhUXDSyChTXGok/Ekr2Db87Zd9IOyyTMPm6wm1rwW5\nPjbhOqTfegkrl5o4zKuZeJUK+FiPJUkSaiy+YM3Mf02Qg0HfNwbAjIstgByLEL33XQRv3ImabJgs\n97AdnEyWyptHKe19Ha+4uNplJ5erf7d+EihZRo3FWEzOwqq6PPXFHu7+RCfxFoPskMlTf9WNZS5t\ndfRwMcXcn4Wxeg3Rm2/G7O6mfOQwgTVrqZ49M+c5y4Xa0Oj7NYXjLDiyqrU3YY+kMU/1TNa/FyuU\nXjpI8jMfrBciLtMJ6P/HJITncOrAN/DmUae5FhEISPz5FxL8/v+dpVIV/Oa/jfI//zTPHB4ds8Iz\nrQkzE7/gVRemgLFQLIusjpROw9Vx8poTlldhuHKakcoZgmqMpuA6WkMbiOktqJI+USagK0Fagxtp\nCW6g6uQZrZxjuHKGopXCY5ETghB4lRrZH70xRSOi9ObpunTVFUYw0U7j+uuplTLo4QZq+RTJLbdS\nHutd0gOkKAbBQCOhUDOBYCO6FkGWNUDguhaWVaRazVCppjDNHJ639Gh61Stysvr6ks+/kgg2d9Kw\n7WaK548Ral9LeegC4Y71uJdJN12UZNFb23y9vxqLISnKwl3W/pVAiUR9l/USQuBkp9eeKw0xkr/y\nCYyNaxG1Gk4mjxi3aJbDQdTmJPEPPUhg+wbSX/o6bn7h6Xcnn0M4DpLuo7+3JC0p1Tp6ocLzf99H\nvMUgN1ojOzh/zWtS7aTi5akuwnkOQA6Hid99D2b3ebSmJgAiN9+M2deLWAGFhItQGxp9b8rzarUF\n16y6pQpKQxQ5FKibA4xD62ip//9Vlq5SFNiyRWXzJpWRUY/XXrPQ9TpxKiwg3XwtwjKvjg7pcqGp\n0JxUcD0wDImb9xhLrmDxTKtes+oj3GrN17iln90eBLU4idAqokYLuhICScJ2q5RqKbLVfsq1hXfm\n+wGBoOLk6S2+RV/xbUJanITRRVNwNXG9DUMJjzdlSYS1RtbG9rAqeh15a4SB0jFGKxdwFlkzKWwX\nvasZva0RJ1+m1j18VQwC9GiC4tAZXMtEVjSE5447syxG4kUiEm6jtXU3ycRmgsHEOEEdf3V8UheX\nFNG7rkWlmiKVOsno2NtUKqkF309GXVId24wjV1WCm7egJZspvrkPSVXqUkA+d+VrkQZKPScpnD+G\nGomROfwKajCKHk9OabDC83AyGd/rD5VIFMkIIJwl7holiXDHBqKrNiMrGpXRPnJnD73jI7VqY8L/\n2kPhzUhWow/cgbFxDZV9b1H48V6csfT45kGq27E2J4m99x5CN11H9ME7yX1n4ZJ9bqmIV6sh+0hW\nJUlCTTYt8hy4/Wc72HF3kmrRIRRXObY3zSvfHJz1UZFR2Bi4kQu1I4smq0okgp1OYZ47R3jXdROa\n1ZIsr1zeTpbRGv2PrLrl0oIlyOy+EZxUjpbf+QTm8fN4poXWmsDYvIbM1358VZUBdB3+/e9F+fCH\ng8gKvP66xeuvW2xYr/If/kOUX/213DXvYrVwXJyjr933Y9YEhaLH7/xalHMXHFqaZT78gdA0ZZu+\nAYc33pw5cmyn8oz+/Y9xcuWF6z8vEF61du1EVi9CV0KsS76LjtiOOkkFkMbt9MYH63gWqfI5zqZe\npmxd+c54gYfrWdieieWaM9bRXmzKShhdNBqdFKNjXCi8yUjlPGKBkdb4/dcTvnETzlgOJR7GyZZI\nfe153x+E+WBmh2m78T1YpSwIj+Z4S92HfYH6cIYRZ83qe2ht2Y2qzi0BNPmahKoGiEY6iUY66ep8\nF0PDB+nrfxnLmnux0qUgW4K3cKzyCoYcpFFtY9Baesovfte9GO0dqPEGysffRm9qwehaRfa5Zybv\nqc/vrTwfnEqRcOd63FoVPZYk2LYaPdY4I1GyRkeXd7MZIAeDqJEI1hK7xkMtq1nz4CfJnzuCXc7X\nNzTvcKIKTETj/ISwHezs1OYeSVMJbN+EPThC9ms/nBINg7oLld03SPaff4jW2Upg+yYk7dkFp9y8\nahW3WECN+ttIpyWbFlU+Em7UWHd9jK/+4XHMskswovLR/7iJt54eq+utzgIJCctbvPyWmy+gxuME\nNm5EiceJ3Xprve57BaOqsq6vSHOPk80uvKTMdkj/wxOE37WT4Pb1SIaOM5Ih9eXvYnVfnbrOi9iz\nR+fuuw0++9kMGzepPPBAvbxuaNilrU2htVXmwoV3ZomCJMmE4500tmwmFG1F1YIIPCyzRCnXR3b0\nNLXKlectc8G24b/8cY7f+uUYN91g0Nmu8plPRqYt8S++as5KVt18mdxTc9f/LxVOpkDhxSM46YIv\nGYFlk9WAGmVX+yMkQqsB8ISL45m442lgWdbQZANV1mmLbiMWaOPw4GOLlq5aKlTZoNHopD28mYTR\nhaGEmGy8GpdswMP2auhyYOI1CYmY3sKupodoKp/idPbleSddKaAT2rGW4b98DK9sgiLT8pn3oLU2\nYg2k5jzXb9QKKVInXiWx8SYUPUB5tJv0qYXJgjQ0rGfLpg8SCjUvKQp48Rxdj7B61V00Nq7n1Okf\nUiwOzHqOKmkYchgQGFKIpNqxZLIqaRpGRxdj3/8Wyfc+AoBTLBC+ZCFqaJT4wp/G6e1x+ebXq5w+\ntbSIbnVsABB4Vo3CuaO03fEIZmoQMzX9+bbHRuqbBck/OQ9J01ATCayRpf2eQq1rsIpZBl99fEJs\n/x0PSUJvbvE9netWytM76GUZSdex+ganEdVL4ZUr2ENj6KvaFxXxFY6DnUqht3f4+n60RAJJ0xas\nVCArEq4jsGteXXC85uK5HpIy+5g8XDLOEA1qCzl3cRs1z6ySe+45orfeimwYyKEQuZ88u6KRRSUc\nQQ77KwUnhMAeW5w2pzBrlF44QGnvAeDaqUfftEll/5sWR485dHZNzmG2Xf9ajBl86d8JULUga7a/\nl5auG5CVixkMwcXoauvqm7DMAn2nn2OkZ98VsyVfCA6/bfNvfztNW4vCX/yvBJ/65RRmberzcrUe\nH2csz/Bf/MC36y2LrMqSwpaW+0mEVuN4JgP5txkunqJq5yfJqqQS0KI0RzawKl6XudrR+hBv9n8L\n210BVx9AQiasNdAW2kxraBNhrWFC0uoihKhrvqbNPgbKxylaKRqNDtrDW2kMdEzUtiqodIa3E1Ai\nHEk9jeXN0ZQjRD2iPC5dJclyPW11lZ6WSqqfWj413pwhkOT5SVIyuZVtWz6CpoVnXBzr70Vc8u9J\nG9zJf09CkiSikU527fgEx058i3y+Z8b7OsJGkwza9PUoqOhykAalddpxpleatzEDT4DnjneDS0iS\njN7ahnNJt+qGjSp33GVw1z2w94Uap5co2CAcm8pQ/T3lTx+icO5IXUtwhu/cTqfxahaKn5JKkoTe\n1k7lxPFFnRZs7iTYvIro6q2owQhNu+8Gz6PYd2pct1Qi3L6O2NrtaJEGPNuk0H2CQs+Jiei80diK\nEW/CzA6T3P4utGgCMz3I2Ft7ryrxlVQNranZ9+s62ey0yJ6wHZxUGiUSAkUGd5aFTFVQouG63epi\nGhmEwBoeIrzrumWMfDqUaAwlEsXJLKxjt5SxyI/U+MR/20p20CTREWD4fIVSZm6yO2yfZ3PgFgwp\nTNFNT/GjM70yWfeyTdaEPq6EV62S3/sCF0uX6vONP05VM0FNNvlabnERS91I1t9m/b0qsQj6ug6q\nh0/7Nq7FYmTY5cEHDEKhyTlekmDzZhVVhXT62iFxC4Yks2bbw7StuYVaJUd6eB+lXD+OXa2vG4EY\n8eQ6Glu3sm7nIzh2ldTA8own/IYQkCt47H3FxLLEQg3y3nFYFlltCHbSEtmE41m8PfQko6WzTJ9I\nalhumYI5TKp0gRs6HyUWaKU1spn+vL9fuiobJI0uOiLbSBhdqLIxjaDW61hzDJfPMFw5RdnOTkyg\nQ5VTDFfOENGSrIrupD28dYK0JgOr2dhwKycyL8xqACpqNuW3ztH+mx/CyZaQI0FqPSPYIyunCzgb\n1ECEVbd/GEUPTpBKMzfCwL7HZ91qRaOdbN38oSlEVQgxoW1YKPZTKg1hmllsu1qX+5BAkXU0PUww\nkCAa7SQW7UDXo0xEqSUJw2hg6+YPc+Ttr1I1p6dTLFGlt3aMVcZWdCmEJulsD98x7bhe8zj91tzW\nsMJ1KL51kOZHfwYtkRy3+5NI/fB7E8esXqOgaTA64nH82NKJlRZtQJIVrHx6/N4uRrINu5jDu0xr\n1SkWcAt5X8mqBBhtHSx2EdfCDWjhOJKi1DdlmoEQ3uSGRpKIrduBGCewgcZWuu77WXqf/WdK/fUF\nM9jcScuN76aWG8VMD1EZ6UFW9aseCVIiYd/TuUKIOum4fCXwPEovvEHiUx8muHML1bdPTk95KTKh\nG3agdbSS+cfvLzo6WBsa8F0RQDYMtGRywWTVc+GZL/ewanuUhvYAb/80Rf/x0rxVRW3aegw5iCF3\n0aR1Tnkt7QyRrU4lcmpjI8kPfBBJVlBiMYTr4lUrKOEIdjrN2Le+sSzd2rmgt7X5XucsHAdrdGTZ\n11GbGwjt2XZVyeqrr1n83M+F+NKXGsjnBOvXq/zhH0R58D0G3/52lVTqnUdWA6EETZ3XUSkMc2L/\nP2GWp2dAh3veoLFlK1v2/Bva195GeugY4hqTuqpWBf/ni8WrPfWuKJZFVpvDG5AlheHiiVmI6lTk\nzUH6cm+xsekumiMb6M8fmfec+VCPojbSFtpEW2gTIa0R6ZI0P4w7iAibbG2AgdIJ0mbvNJmqiWPx\nKNpjHM+8wEjlHDsS7yaoxpAkifbQFnqLRyjZs0/whRePUD3Ri9ocx82XsQYzV6UoPtyyhmpmiJGj\neyfJgxCzEglFMdi04X3oeuwSouqRz/fQ2/8KudwFHGchkXAJXY/S3LSVrs7bJ0oJJEkiFGpm3boH\nOHHyu4gZrBgHrNMMWWeJqy106Vs5XpluD+otsEGvcuIY1vAQemsbwnWoDQzgVSYjsqGghCTVowHF\nwtK/n1DbGmTNmCCrAPHN11PqPkllqHvKscKysEaG0Vpa/UvpShJ6WxuSriOshdfzFbqPUeg+RsuN\n74ZVmxne9/Q0Pd6h156YeF4kWSHY3EW4fe0EWYV6I9/Ai9+lPHjt+JZrzS0LtqFdDGoD/TP+3eob\nwjx+huQvfRzzxDmsnv56SYAkoUTD6OtWYWxeR+1sD3IkROSeW6ec7xbLVA8dm/W3aY+O4NVq/kbk\nZRmjs4vqmYWRn2hSY+PNDfS8XWTwTJla2WXd9TFueG8LZ/fnePu51IzDP2Me4Kw5s8XsTJt+J51m\n5J/+ESUSoeHue8k+9xNEzUSJRondcefKzaWSRKBrle+X9SrlGZvypkBVCN2wZU71Cq2jeUX82xeD\nYlHwu7+X42M/E+LOO3UsS7BuvcKf/VmJp54y35FEKRBqQFUD9PU+NyNRBUAIsqOnyKcvEIl3oqg6\njs+d835AlmHrJo2d2zXCIZnhUZcDb9UYGX3nbSJmwrLIakhPAJCt9LNQ0pmtDiDwCGpxZEnBE0v7\n0jXZIBFYRUd4Gwmjc8YoKkDVLTBaOcdg+SRFK7UINQJB2uzlRPYFrm96P4qkosoGiUDXnGRVbYwS\nvWMHWmsjbqFC8eWj1Hr9b6yZD45Zqn8GnrcgW9WW5l3E42smPkPPc+nvf5ULPT/FdRdjfSqwrAID\ng/tIpU+xeeMjNDVtnyCszU3bGYztJ5e/MOPZHh5Vr0TJy+IuQxlA0g2cbGZioZBUFUnVEE69PCWX\nFxPBqqXyRr2hCS2WQNY0As0d9fvICoFkG8VzR6efIARmXy/hXbuXdsNZoDY0ojbEsX1u4FKMEOGO\n9RgNzSh6AC3SgKRMXVDtcp5qatDX+y4Xga7VKxAhs7GGZn6fDR99mNBNu0CWCd64g+CNO2Ye1/ZN\nBHZsmvZ3u2eA6pETs+pnOoUCTjaDEuyc8fWlwli1ZsFNVnpA4eFfX8vohQq26fGDL5zj7k92ceDJ\nEW54qIXB02VSvdM3swJv8eEIx0HWdFBkPLMKrotbqdRl2lR1RWTaJF1Hb2v3vc7ZGhvDrcyt5ywH\nDBIffwgnN7vhhBwOYvVc3QYrgGxW8OW/LvM3f1ueqHq5igIFy4bnufW6YmsezW3h4drV+lp6DbJy\nVYX/63fj/OyHQ4yMelRNj2RCQVHgD/4oy4uvXHn5zPrAlPrnNVt51GIutfRTJWSpviAshnBedCOS\npMUvJpNR1M20hTcSUmeOonrCIW+NMFg+wVj1AjV36eLvabOPop2iwajrY0a05OzjUxWaP/luzAvD\nFF85hpqI0vzz72boLx/31RliIfBch8YN1xNpW4dj1iOKtUKK4bd+Mu3HJssaHe17uFh3KoRgeOQQ\n57ufXZazR62W5+Tp77NLCxGPr0WSJGRZo63tRnL5bmbb4JheiW7zyJLvi6LQ9MiHyPzkKdxCvU41\nsGYdRmcXuRd/CsCpEzbFoqC5RaYxITM0uMgfkyQRal1NdO02lECIYGu9wRAhqAx1Y6ZnrlOr9fbU\nU8k+2q5Kuo7R0eUrWdVjCVa/51M45QLFvtNYhQyRzo3TjqtP3tfQaiXLGGvW+H5Zt1DEniVlXj14\nDHtw6aleNz+3K5awLGr9fb42WUmShNHejhwM1s0q5oEATryc4fE/O8+e97fSsSUCEpzdlyOa1Gla\nFZiRrAIYUoiE2o4hhxixL1D1SuhSAA8PR8yc0neyGSSg5ROfxCtXUOIxaj09K6YGoCWSvhsCCCGo\n9fcuiM3ZwylG/+JbCGtm1YDAptWE7/B3k7sUtLTI3HSTTkPDRWP1OkplwZNPmvN60F9rqJbGqJl5\nIg2djPUfYrY1SVEDhGLt9XpW5yoRvzmwdZPG+98T5Od/OcXJ0zaeBwFD4hMfC/N7vx7jtX1jV/y7\n0TqStP3KB7BHsgx/6fFlE9ZlrJiC2ri2Y1ifncBdjrDeiISM5VQW1VUX19vYEL+ZxkDXRB3pxEjG\nyVfNLTNWvcBg+QR5a3TJUdtL4QmHsp2hwWhDkqQJN6yZIGkqwvXIPrV/IkqidzShxkJXnKxaxQw9\nL35zyoTi2jM7SoRCTYQjbROfqWUV6e75qS8WdLZd4UL381y36xdQFA1JkmhsWIemBrGd2RfJ2eqC\nFwJJUVCi0Sm1bW61gtY82XTTfcHl2adNPvzRIA+/N8BX/q6yuA2zEOROHcQu5dEicXKnD015bTZY\nY6M4hQJaIrGYtzQ3JIngho2U3po53boUxNbuQFZ1+p77Bq5VRZIVkjtu8+36KwUlHMFo7/Q1QiaE\nwBoexKvOTMYqby5jY7VAVC+cJ3rzLYB/70uJxdFbWjG7Z85yXAqz5BBp0NjyrkbW7Y4hKRKJdoNg\nXCUQUXHtmZ/5mJJkZ+huFFQ0OUDRTVP1SrRp6wkrcU5UX5vxPOE4pB9/DK2lFTkUwi0UsFNjKxbV\nCqxe46/xAtQzKd3d8x9Ws8g/9SrCnN3xxy2UcdJXV7y+o0Pmb/6mkWBAIp2eGjEfG/V49tka9izP\nwbUKu1ai//TzrNryAJXCEOnh47i2WecUUj0gpwfjdG68B1UL0H/2Ylnd5b/Dq/u+o1GZcxccjh63\nJ/ZGJUfw7E9NHn0khKJIV/y7UWNhgltXIwcNX+rtlxXeyVb76YxfR1tsK/35w1TtuX9MmhKkK37d\n+Ll9izIIaAquoTm4foaGKY+ilWKwfJKRyllMd+HuMAuF402SnrnG7Fk2brFK/L7rsfpGURNR9I4E\nSjxMYHMX9mgWN+evKP1scK0qwrFpWH89ihGkPNpDrvvtGY+NRjpQ5MmJOpM9i2nObCu5FOQLvZTL\nI8RiXQDoepRAsBG76IPd6QwQrgueh5pIYg0O1Os6W9umpOMcB/70/ynR2anwq78RZmjI5blna4ve\nfVaGu5HkhWuTepUKtf4+1Eb/nHIkSSKwZi2yEcCrLaZkY3Z4jo2sqCiBIEJ4RFdvIayJ6dwAACAA\nSURBVNjUQWWk15frrxSMjk6USMT361bPn7uq6b9aXw+eaaIEQ75dU1JVAus3LIisVvIOr353iF33\nNXF2f47RniqNbQaP/v5GXMvjje/PlKKWWGdcR8rup7t2lN2h+yZeKXlZ2vWNyCizugVKgQCSpoLj\noIRCyJ2d1AYG/M87SxLBjdPLM5YLr1LGGppdru8ihO1gHj035zH20Bj5x1/ya2hLwu23GeSygk/+\nZoZSabo80jvRRE9WdBTVQHgOG3Z/lFWbH6BWzeI6FpIkoxphAqFGVC1EuTBI16Z7kWWFS8mq5zlc\nOPo4tap/a+ZicfK0jRCw53qd46dsPLfel/Gh9wd5fX8NCQgY9Rjalfqe/CKpF7EssjpWOk/FyhDS\nE1zX/gHOpF4kXx2aJrgvSypRo5kNTXfQEOyi5hQZzB9b9P0kadJkwPZMUmYPg6UTZGuDM4r8+4VL\nventOeo3JUUGzyW4uYvgpk6QJLyqRezOnQAUXnqbyhUiq3qkkfY9D5HrPoprVYh2bEYNRBg7Nn3C\nCwaTU7r/8/le/Nwpep5NsTRANNo5XgqgEDAa5tRdXRZcl+KhAzR/6KNYw0NIqoqaTJL6wXcnDpFl\nqJqCP/4fRf7jH8X4k//dwL7XLd54zWJ42J3zBy2E4LVXLLJZUZepurjYSjJaJIZrVvHsWVJFQlA9\nc8p3KSI1kURva8fsmZ94XAqnVsEu57n8+y50HyO+bidr3/c5hGdjl7Kkj7+Ga04Sfs+qYRezC5dm\nm0HaSdIUkKS6aYYPwtGhLVv9r1e17QUROqB+77km6PE68sXCyWaxRkYIrlnr2wIgSRKhzVvJv/jC\ngupAzx/Ic/7AZECi71iR029k6/qr5vT3JKMQlGNcqB3BFuaUbIkjbBRJQZolUiwHgzT/zMfA9ZDD\nobpdcT6P9f3vjf/m/IMSiRBYvdb3aHxteAin6FPwRDBdieIKQ9fh3DmHbPadFT2dC5oeYtXm+1G0\nevOiHoyjB+PTjhPCIxRtIxSdbpftuTaKaqz4WOeCENCUlPnuPzYzMORiWYLGBpmWZoVz5x3uu6ue\nEf7e4xX+/Ev+B/RmghzUrx2yarllTo3tZVf7+2gIdrKn62OUrQxlK4PtVhEINDlAWE8QNpIokobr\nWZwe20vFXryckyc8ynaG4cpphstnKDs5rkT4XZMDkw1bTmHW44TlMPbPzyOHDORwAGHauKXqVYnI\nBJMdFAZOkz1XTw2XR3vpvPUDIMnTagw17dJojaBm+Z9uMmuXXlO67J7+o3zsbazREYz2DoTrYvb1\n4OYnx7Blq8qf/1UDDY0y4ZCEpsPd9+rcfe/8qUDHgZ/7WIbsARsj0Up8025GX3+Gxh23kNhxC1Yh\ny8BPvjUrYa1eOD8eJfNRwkpVCW3dumiymj2xj+zJN6c9o06lSPfT/0Dz/XtIPrALL1ei+N3DVM5M\n1uIWek5Q7D890bQ29wAlOj99D5kXjlE9P15bq8i0feRWotetJvXMETJ7F6cVeznkQIDgxk2+N8nY\n6RTW2Nz1wPr61YTv2IPW0gTq7GS5dqab/PeeXvQYhONQPXOKwJq1PhYCgN7ejpZsWrIWqFmanUCJ\n8ZrUgByh6E7tiI8rTdS86qzqHkoshj02RnH/foKbNlF8cz+Jhx72dfG7iMCatSixmO/XrZ45fdUJ\npp/Yv9/mgx8MsmWLyrlzzpQ91xxCM9c0rFqJ4/u+uqQemkkIzKvsblU1Pb7wfwrMISgBQE/flXse\n65FV/6637C6P0dIZ3h56ki0t9xLSGokaLcQCU8XcJ4ieneP02F6Gi4tXYC9YIxxOPUna7MPxrmyB\nc2/xMMOVusRLrjb3pB69bTsND96I8ASSIlM+cp7MY6/50g23GNiVArGurRRCcTzHItK6DrdWmXFG\nuTy6sSIOHZffdwUWncvvZ6dSU3UkFWVi8TAMibZ2ZaLPaTGpEceZfDtGQxOeY6EYAeIbd9H31Ndo\nuvFujEQL1ZG+Gc+3M2mswQEC6zf4WgoQ2raD7AvPIxbRhFJXiphlAhMusdtXMfD1ZymfHsKr2VOj\nWsJDOAt8VoQg9fRh7PQlu3rXY+jbryHpKkp0+VJTxqo1dRtRHyGEoHru7Jyfqb5hNc2/8QvIsUi9\nQcYTSAEdUauXD0m6BpKEM5rGqyy9TKNy6iQN99zva22lbAQIbdu+dOH6OSDwGLTOsDGwh5AcRZcD\nxJUW4koLnfpmTpv7Zy2rEpaFpGl41Qp6aytqNIYcDiMp6oKtSxcESSK8c7fv85Gwbapnl24XfS3C\nNAXxuMy3vpng7FmHSmVyTh9Lefyn/1SgWn1nMVbhORQz3Vd7GMtGrQbPv7j4uUXSNfSOpK+k8iL0\nTn/nYh9akgWjpdPkzUHaoltoCq8npDeijtdAOp5FxcqRKp9npHgK01laCHqs2r38oS4RmdrM+oqX\nQwroRO/YwfCXfoSTKSIHdFo+8x70tsQVt1utpAYINQ2x+u6fRZIkrFKOoYPPMFMk2nEvXYglNNX/\nqOflkVTXXRlh74sIbdlG/Pa76kRhHNXz58g++xQAZ884/OLPZ5a0RgkBZ0/X2a1n2yh6kOi67dQy\no1j5FK5lIqlzbHFdl/LxowTWb1j8zeeA3txCYNUaqmeXLxweXN9K8r4dhNa1kHxgF9Hr1zL8nddx\niyaxG9cRu34tkqpQPNJDbt9ZjLYGojtXY7Q1UDreR3BDG9ZonswLx1DCAVo/cgtaPMTwd9+gNnhJ\nVsUT09K6ke1d6K1xMj+tlwoF1zQT2bWKsR8dnD2RIklErttd35D4CdelcnKOiK8EkbtvRQ6HKD61\nl/Lrh9Damkl8+qOk/vKfcHIF9FXtxN53L/bgKKUXXl/yUKyRYazREd/1QMM7ryP/6ssrIrY/ZJ9D\nIFhlbEWTAqwytmJ6Jc6aBxi1u2c9z8nnKR8+jFsuYw0Pk3z0USonT/pWk30RaryB4IaN/ktWjY74\nYgZwLcGyBd/7fnXGKpti0cN131lE9V8D2tsU3vdgkL/9x5kbvPWuJlb9l88g+T1vUi+L9PN35Zt+\nTs0p0ZM9QG/2IIqsj9d5SnjCwfXsRTVTvWPheTi5Em6xgrAdXCFwsqXF2Sv6BeGR7z1ONTOIJKt4\ndg15FgJlmjmEEBMPViTSxsiof+5ikiQTDk/W+gjhUautXGerpKrEbruD3Mt7sccmFwzvElmYUkmw\nf9/yIzTVkV4at99EsKWLwb3fB0lGMUI4pdnLRaAeJWt894MoIR+9yBWF6J6bqJ47s+ycXG04S+rZ\nI4S3dpB+7ijmQAa3Mk5mJInc62dAken6zL2Y/WnUWIjEfdtJPXWYzs/ex+A/vkjz+/eQf/McbrnG\n2I8Osva334caD00lqzPAyhTp+OSd5PedxS3XSNy3ndpwfs6KH7WhgdDWbf6XAGTS1PpnjpBD/VnT\nV7Vj9Q6Qf+y5ekRQVetGJPkCztAoztAo9uAozb/zi4Rv30Pp+VeXNBZhWVSOH8Xo7PI1Iq+3txNY\ns3bBBgGLgUAwZJ9jxO5GlTRAwhHWrE1VE/A8rLFR9NZWzJ5uav39dTK9QF3YhSK8YydKNOrb9aAe\nja+cOL5iTltXCyMjHn/91/WeC1Wtl2e77r+oSoc5EYq2oepBCunFlVpdTTQnZW6+Uedv/3Hm1yVJ\nQtY1JNV/suo3/BN7HIdAXPE0/TUDAUrQoPMPPo49mkOJh9GSMZRo3fK08NLbVI/1XJGhhFrW0H79\nA9QKqYkyDKuUYayQmjbZl8sjdatNqW69mWjcRLfyAq7rz/cYDCaJRSflhBynQrW6gjU+koRnmhMd\n1CsJt1al/5lvgCxP1G6OvPrjKY1IM8FOpzAvXCC0fYe/pQCbt6I1NWPPU2M5H7yKRW0oi1dzsEYL\nWCOTm4vKuWFCG9vQ4iGQJNRYPWpeG8xSONxD8t07KbzVQ/L+XciGhls0sTMlvNrCNgfWSIHaUI7o\nrtUU3+4lvKmdsR8dmvOc8K7dKFF/6w4vko7ZJKsAkGWkgIHdMzBBToTjgAApOFnaYA8MY53vJXTT\nLkp731jyCl8+dpT4Xff6W++sqERvuoXqubO+d9on1U5Mr0zFK2CJhf8WlXicpo98FCednoi8e2YN\ne28a4flDAiXDIHLjTb5c61KIWo3y8RlMQf4FoCkp88mfD3HnHTqRiMzoqMuTT5r88LEqKzzVXnW0\nrX0X4Vgbb7/65WtCW9ow4Nc+F6UhPnu9bXurgq7Nv74I18O8MDSrzu9SoCZj6K3+STT6Tlb/NUO4\nHtkf75t1l2INL76pbKnwbItKeoB8z1E8dzxl7dgzRiVK5WFqtQLBYF0UOxxupbV1N4OD+5Y9DklS\nWNV1B6paX1yFEBSKA1jWynUkCsfBHhul8f73UDl9EjH+/t1yGXsFUnPCc+vm6eNwzQUoPngexUMH\nCG3d5mvqWg6Hid50C5kfP+HbNS+Floyy9nffR/6Ns5gDmfrkJgGCeke/EPU61os2rUuss0jvPU7z\nQ7sRnqA2nMNKzf68yKEwsZtuWeI7mmMYtkXp7XkyDEIgLBs5GKiHmjyvXpcqPLSWJqxzvRPHuYUS\nWmcbkqrU5dWWAGtsFPPCeULbtvu7ydmyDb2tvS715iOSaift+noKbpph6xxpZ3BBpLX+Gx6jfOQI\n3kUbYddbWDPfAhHasg3DR6MFqM9vZl8v9si/rBIAgFhM4s/+LI7rwpM/NikWBe3tMp/+dIgNG1Q+\n/8fFd7Sb1XxQNX+lmJYLQ5f4+EfCHHjLwrJmzjaEw/KC9FW9ao2hP/02dsq/jGfDQzfT8tn3+nY9\n38iqLKloShBV1meVI7kUtlejtsT61WsWnketbwy9LVGX5AEQglp/CrHAqJJfkBWFSNs61EB4wm7V\nKmYYPfbSNMJq22XSmZN0drxr3BZVZv3aB6iZedKZ0yxVcaFOVG+nve2GS6SxPIaHD61ME9fF+yoK\nciCA2pggdsu7Jv5u9naTv4bqyKpnz2CnxtBbp8uhLBWSJBG9YQ+Ffa/hpGe3BV4q9JYYIJH6yduo\nsSBKZIGNUeOSTpIsTZDb8QFPWPFe+vfK6UHkR2+m+b3XM/r4gTlTv5HrdqM1t/hPOnp7Z7VYnTjO\ndnBG0+irO5BDQbxSGa9Uxs3kCd2ym8qhYwizhmToaB2t9eag5aSxXZfiwf11iS4/NzmBAPHb7mDs\n+9/xNbp61jzAsH2eVm0t6wK72cANpJwBhq0LFNzU7BqrsoLe3o5sGBMNVZ5pknvhp76k1yXdIH77\nnb7LnCEEpUMHJjbI/5Jw++31PpRf//UclUsaqZ54wuSLf9XIV/6hzOBinQDfMZBQ1OU3gfoJAXT3\nOPzhH2UpV2aeU3bv1Pi1z81f5uKZFl615msjuFf2ub58uReQJZWO+E464zsJaY0okrqg3cdI8TRv\nD9WjP40dAWplh0q+/gNXDZmGVmNW+7466m5ShhJEkfRlS08UrdTytVplmeZPPYCWiKE2xXGyRWRD\nY/B/fw/3CpNVAZSGzpPrPjIZWXVnXygHBvfR0rwLXY/Unbq0MNu3fYy+/lcYHHpzkZFQiVComTWr\n7qK1dTeyXH/M6hqu3aQzi1eDWAyE45B+8vEZXpidJBgGtLcrtLYrBAL17so391v4GMiZBq9aoXjw\nAImH3+cr0VJiMeK330n6iceWR4wEOLnylCig2ZPCGs2z9rffi52vUDo5gGe5gMAp1p1f7Hylfm6h\ngnA9IjtXkbxvB3pLjNZHbyZ243qGv/UaWiJM66M3E1zTgue4GJ0JRr77BtZYAa/mUDhwnqaHdlM6\nOXu0T4lEid9xF9IKkI7igf3z648KgXnsNMHrtqCv7cI8egph2VQOHSP+gXfT/Ju/gNXdj9bVjrFx\nDaWX9i+7m7165jTWyDBGR+eyrnMpJEkivGs3hf1v1C2BfYKHS8FNUXBTXKgdoUFpoUVbw87QXaSc\nfk5WZ2s4E1jDw5QOHkSMR1aF5/mmBBDeubPuWuVzpMzJZKicOrH0C8gySjSEm7+sIUaRkQMGXnmu\nNXFl0dKi0N3tTiGqAMPDHqYpiEZluMZ7U9rW3EogsvgudQmJcLydWvXquohdikpF8F8+n5v2fVyK\nsbTHwcPzb+480/K9t8ar1nytL18WWZWQ2dJyL6sabkBicYvFpUL72+5qYvhsifMH6g4QwajKnZ9c\nzQ/+53RSIyGTDKymK7KDuNGKJgeQJHlB0dzZ4AmXfSPfpmCNLfkaAHJAQwkFGP7SEyQeeRepb71A\n8mP3XJ3iZc9FDUVp2nb7xANTK2YYPbp3xgeoXB6hr/8V1q97sP55ShKqGmTd2gdob9tDJnOGbO48\n5cootl3BdW3qE1M9EqsoOoYeJRJpJ9G4kYbG9WhqaIrZgG2XOHf+mRVXAgCQQyFCGzYhBy6pG0yn\n681Hl0DT4N0PGvzCL4bZtk0lFJaQZRgYcHn0/Wly4wLYsgzvedigo0Ph4AGbtw75s2iW3jpI/PY7\nUGJxX9O60RtvpvTWIWp9S3ecEo5Lz//7FF5tchJzKzV6/uJpZENFWE5d0H98N17tSSEsh74vPotX\ns+n78nN4lo1TqFK9MFlDK4TAq9nURvIMfPXFS24Irjn5bEiaQu61M3iVWZ4XSSJ22x1ozS1Lfo8z\nvm8hsFNjVE4ujHRUDh2rW7J2T6qGlF54HWPjGgLbNmJs3QBCYPUMUHz6xWVLQ3umSXH/G+gfeNRX\nki4HAjTe/wAj//xVf+WhxuEJF0dYOMIGBDJzz4uSLBO79VbEuFmEZ1bJPf/csiOrSiRKwz33+28e\nIQTFwwdxS0u31lYaoyQ/9X5G//wbU6JcWmuShg/dy9iXvuu/g9cCcfq0w8c/HmTDhjpp9bx6o9Vd\nd+qoKoyOXuudVhJNndcRb9q45CtcS2TVdeHkmbkJ5uCQy5e/MvvzKDyBWzFxsyU829/v75oiq42h\nLrriu5GQMZ0CI8XTlK0MnpifoV+0Zl29K0bbpghGRMEI14fTsj40MUFdCllS2RS/jdXR65Al1edd\n8fKvJdx6rZ5wPeRwAK2lAdnQUMIGzpVVrqKaGaLv5e8s6py+/tcIhVpoa909QVgBgsEEHR230NFx\nM57n4Lg1PNfGEy4SdUcqWdZRVR1Jqn+Hl383rlvjzNkfUSjO3lntGySJ5MOP1G1Wm1sw+3sJdK0m\n9/LeKYfpOvy7fx/hM58NYxhTxyxJU7c/ngfbtmv8xm+HeXGvxa98Nrtoa9aZ4OSyFA8dpOGe++Y/\neBGQg0ESDz7E8D/9w7IWd8+c4U263owEUljjEfzxLMLF/wrHxXVmmAg9gVue3sQXWJUkdv1a4jdv\noOfPn5p1bEZnF/Hb7vA9OgZQfHM/XmVhbnNeoUT5xan13V6xTOqLXyOwZT1KshE3l6d26gJeyR8H\nu9KRw8RuvwutqcnnBr0tRK67nuKB/f5cE4mgHKVZW02rthZDCpFzRzhZ3UfOmV3b1S0WSf/wB76M\nYeqAJOJ33o3e2ub7c+OWSpQOvLmsa0iyhGTMoKMrBEoiBrJ01YKXBw9avPaaxVf/IcGFCw7lsqCp\nSaapSeHzny+8Y5ytqqUxhs6/MsVRbX5IdKy7fcXG5AckCTraFNatVRkZdTlzzkHXAQGz9U1ZfaP0\n/MGX61HVmeboZcCrWgjHW7jD4TxYFlltjmxEllQqdpaD/d+lbC2+Rk7RZKJJnVBcJdxQ/5GaRYe9\nX50eEVodvY41sRuQl5Xyr0MIgUBge1WKVhrbW359hajZ5J9/C2E7lA+dpfVz78UaTF/RxqrlwPMs\nzpx9HCEc2lpvnEJY6/+VUBQdRVm4KLkQAssqcubsjxgduzIdspKmIQeDjH3nGzTe/yC5F19ATSQI\nbdzMpVThox8L8tlfCqOq0NPtsu8NC9eFn/03M3dav/xSjV/+tTA7d2m0tMoM9PuzahT2vUb0xj2o\nsek2f0uFJEkEN24mdutt5F/aO/8J1xCE6+GWa/T+1bNTVAguhRwIkHjvI8gh/zWBnWyG4qEDU+8n\na0iSNJ5RmDr5yoqOBNNeE1WT6lvLc+WaDW6pSOGN10i+7xF/mz5khcYHH8Ls7Vm2ogTA+sANdOqb\nqHolhqxzpJw+ql6ZK+E8OBOCGzYSu+1234mqEILS4UPYmSXWicsSoT3b0dqbUBMxovfeNBlBlSQC\n29bhZgtX3FzmUlgW/PEfF3nmGZObb9aJRmVeecXixZdqdHdf61HVSVRLowx1v87inkGJhuaNaEZk\npYa1LEgSfOrjYX73N2LEojLf+WGZP/zPOR66P8junTr/7U9mnkeF4+KM5VZkTNZAisEvfBPPrPmi\nb7YsshrS6t3jQ4XjSyKqABcO5uodv2WXoTOzh6sNJcKa6PUT6X4hBJ5wKTsZynYWx7NRZZ3W0EZk\nSaZsZ8lb9WYaRVIJKBFCWgOqZCBJEgKPM7lXGSqfouZWfNOBrRzrBqC0/xTlw+d88zy/UnAck9Nn\nHqdYHGLN6rsxjKWlp4UQCOGRy53n3PlnKJb87TKeE54HnoekqrjVKkZnF55ZnSJt1NAg8ZnPhdE0\neOIxk//+X4uMjXrs2Kny0Y/NTFa7L7jkch6JhMzatSoD/f6UMzjpNMX9+2i4/wF/F1FZpvG+d1Pr\n68PsPu/fdVcYtcHs3FqsskzDPfcR9NEB7CKEEBT2vY5bmJzc21bdQmPTZiRJxjILXDj9Y1ynhqIa\nrFp/L+FoOwCZsZMM9S5d9H+xKB18k9jNt/jeoKc2NJJ8/wcY+fo/LcoNbSaU3AyHy89TdDPza6uu\nMJR4A8n3fxDZ8L9Rxi2VKLz+6tLTngJwPbSOZpRomNCNWyevJcBJZcn/eBnX9wm2Dfv22ezzQaP6\nakAIgV1bymZJ4Dq1a5asru5S+KVPR/jtP8iweaPGlk11TfW+AYdf/6Uohg61Kyz761VrlA/55+K2\nDLIqTUQ4K9byIofdb01n/aou41iTBDIZWEVAidaJphCUnSwnMy+SrQ1MNEaF1Aaag2uQJYOMOcCx\nzHNcfChlSSGoxumK7GBVZBeKpNEZ2UHa7MV0l15jNAUShHauo3qyDzkSoPGhmzG7hym9cfKqTzKL\ngec5DAy+Tjpzmo72Pfx/7L13mB3nfd/7mXZ62XK27wJY9E4ABEFSLCLBIlIiJYqiVaxILnGSm1zb\nccr1vTc3xXGePE5y48fx4+c+tmMnjmxJlGiKtCiSokgQAFEIovcOLLa30/uZM+W9f8wWLHYXWGAr\nSHz/ILFnZs6855x3Zr7vr3y/tTXr8XiqRprYJiMIw+F+y9LJZLrp7TtMPH4Ra4Z0EacKYZrkTp0A\nSaJw/iyRr7yMpKokd304ss+q1RqLFivEojZ/+F9yRAdvvVjJ5QTJhE1NRKahcWbrkNMHPyZw32bU\n6uoZTevKPj+Rl16m/3v/EzM5v/7VM4XAhvsIP/r4jDdVDdeqZo+MTeknBi8Q6z8NAlZu/CUCoWbS\niavUN29Dc/m5dPpvHcWNOZa1sfI5Uns/ouarr8yoA82wlFXlk0+TeP+9MbJst4uBIZcqBRWP5Bhg\nGELHYm675SWXm8gLX8Y1w1JVMFSrevQwRmwaPQ9CUDh2ntLlDiT1RaJ/9vrYKOpd9PxYuBB0nH8P\ny7yz55Gh53C5g8xXVuBmaGlS6eq22H9Qp6F+9F5QLAlcLglZvl6C5e7ENMiqQDcdkqfK7hkajgOX\nV+HRb7ew8y/bR16r8ox2vhp2idOx90mXx9Y82cLCHpJEUmSV638cW1jkjQQXk/vI6AOsrX4Kv1rJ\n+upnOTb40xkhrLLbRXj7JoqXuqn60oNYmQKhh9dSutKLOYP6ZXOFUilB27UP6OzaRzDQQCi8iIC/\nHrc7jKq4kWUVgcC2DIwhof9stod0uoNCMY4Q8xdJyZ85BTi1b/1//VdIijym8WHRYgVNg6tXLPp6\npzZO0xCO8LUEXt8M17ul06T27iby5a/OqCSRJEm46huo+drXGXz1+1j5GVqYzRO8y5ZT/eJLSNrU\nS1GmDNsmvWc3Vnas8oXHV0VlZCWK4sLjrRopgwlVLqav8xOM8szUod4JcqdOENxyP57WmY0yS7JM\n+NHHMTMZMgf23TFZkpBpdC2nxbUGjzxkHmEX6C5fpLt8aU6cDSVVperZ5/Cv3zgrRNVMJKb1HV0P\nO1ck/e4+J216d3OLBYlcamrW6ROh+/IuJFldkAuHaNyitlahvlYZWTOrCnz+EQ/dvSblKWitLnRM\nqwwgXuigKbyBav8SulInbvvGU93sxV+pUUgbNK4e1QJzeRUii3wjuosSMj61cuRGEyt1jKT4r4fA\nHimaVoas/cZf8YK+wmX8WhXLwg8S1CIsDT/AucTuCfa9TchOZ7Ra4UerryL2+l6qv+JGCXrnj6xK\n8tDFdeefzTSLJFNtJFNOKlmSFGTZsdMFRztVCGtWtVNvF1ptHUY8BpaFXRzvJuUa4jqFgj3l5lpF\nGT1OL838xZ89fpTAxvvwLJ1Zr3KnfnUFkZd/iegbr2Hn549cTQeeJa3UvPJNlEBgVkhHqaOd7Mmx\nTllubyWtq57n2oV3KRZiTmRl6NTCtm6rfns2IHSd5I73qf/uryN5Zja9Lakq1c89jzDKTrT5Dh7S\nDa5lLHFvoLt8gYzllIoF5WoWudchgO7yhRkd842QFJWK7U87jXgzLW8GYNuk9uzGTM1Q3Z8QlNvm\nsGTqHqYM05g/2bBb4UqbyZ79JV79nxGKRUEoKPO9P4+wbInKb/1u4lNhiTstshrNXSVZ7Cbib6Wl\ncjPdqRPYtxFN84U1Kho8NK8L0bI+RKrfqY/S3DKqa/RhJEsKLtm5EQshSJV6mYh8OaRpKLIqaRNS\n1aE96cqdoSmwDq8apM63gmuZoxTNm/u53wp2qYyVylP3D18g89EphG4gB7zYhXmwn5VkqlbcT2Xr\nfUTP7qWY6MNT2UC2Z/oap0JYWAt49kuaRvVzLzD4kx9NSswSCYek1tQouFxMghZXMAAAIABJREFU\nySowElGorVOwTOjtmfnPL3SdxPvvUf+rfx/FO7ONQ5Ik4V+3HkmWib75+piazLsB3uUrqXnl66gV\nlTNOVGHou//gF+NqNGVJRpJkbGERCDXiD9ZBn7MtNnCWhkUPYVn6UHMVZFN3LhV2pyi2tZE5csjR\nm53hRQ4uN5EXv4KkaWQOHritRgkJmSZtOVdKR0fKAQCS9FMSWZa4N9BbvjxrtaySy0XlU89S8ejj\nSOrMmzUKISheayN7fHoKADdCa4jg3bAcyTs2Y1nu7Kd4fHY1qu/h7oRlwX/6ozT7Duh8/hE34bBM\nR6fJv/2PKa5e+3QYVEzpCvZqYRR5YjmNtvgnrK7dzqqaJ6nxL2Ugd5m8Hse09ZtKQ5hWia6zGbrO\nZlj9WDWXPo6PmAC4fApP/caSkX0lJGRpdKi6PbHvuo09cuNznLRkxCQ3Qt3Kk9b78apBXLKXsKtu\n2mQVWxB7bTdK0IeZzAKC5M8OzKiF2VThizQRqGsl13cV1RNAAFXLNpPtvbQg0xgzCiGwy/pNH9wX\nL5jkcoKlyxU2bNQ4fIuGAUmCF1/yUFkpMdBvc+nS7NwASh3tpPfvo3L70zMeCZIkCd+atdT7f4Xo\nm6/f0p1pQUCWCW6+n+ovvojs988OUR1qqipdG9+EViwk6GnfR13jFkrFBJ1Xd1EuOddzfOAMtm1Q\nXbsOJInE4DTE4KcDYZPavRPvsuW46htmhbBWf/FF1HAFyZ07EPrUlFMkJBRJo2iPNxQp2jkU1Gnp\nY98MSjBI9RdfJLBpM5I8CzrXQmAXCyR+8e60m9CuhxIOUPNb38RK55BdjsGOlS3gXtJI4oc/n7Hz\n3MN4aO4AgYpmPL4qJFkh3nsavTgUMR9ydhS2zUKtzzAM2LW3xK69M+scBSC5VNyL63EvqUMJ+W/r\n2WQms6R3Hpt2o/ktyaqExLr656j0Nk+43RY2siQjSwoR/1Ii/qVOOv4WqeeB7EVODTlYXdgXH7Nr\nuWjx0fc6Jj18MgMCW1hYtkMiXLIXRVaxJ20OEOSMxEhTUECrBqbfuSbKJmZ8lPTaZRPZrWEX57bJ\nSPOFyA92YJWLyIrmENQh+amFerHNFIRlUbx6hconnyF/8dyIC5GVy2EM2a12dljs26PzxRc8/Jt/\nH+Jf/98Zzp42JpTb9QckvvKSh3/4j/1IEvz83dKUGrLubPCC9L6P8C5bhmfJ0hknZ5Ik4V60mIZf\n/Q3i773jNKIt0Ci54g9Qsf1pQg8+jKTOtK6yAyEE5Z4eUh/thAnLWATRvpNE+05OcKxNYvD8/JHU\n62BlM8TffZv6b3935ssBJAlJ06h4/Alc9fXE3/nZyHV0M9jYFOwsdVoreSs90lSloDqv2ZmZj6pK\nEp5Fi6l+8SXczS2zMmdgyI1v755pmW5MBK2pFiuZYfCPX8X3wDpkr5vsh4fwP7wR15JG8gfnRv7v\nswRJkqlt2ULzyu14vFXOc1LY5NO9I2S1IrKcRaueoevyLpID83+9T4TFLQrPPe0lUj1atwpw7qLB\nG29NHOCbClwtNdT+6nN41yxGct1+hkJv6yO9+8S0GjVhipFVWVLGRDbHbhv/moR8y8ZY6ToHKwRU\nt3hp3VKB6pLpvZCl+1z2us02lhgley5l4hSpEDZluwBU41K8uBQ/hj35qtccek9JkiZ9z+kiuG0V\nxSu96G19s/L+k6EY76XxgS9h6nmwbfy1i8kPdkzyQJaGVBYWTs3pdCApClp1NXIgQPD+B0a4ud7V\nQXroIWua8Cf/Lc+GjRpr16n8r+9XcuRQmUTCRlEg4Jf49nd9VFXLbN3qYuVqFVWF8+dM/sd/z89q\ncNouFom//Rb1v/L3UYLBWSGsSjhMzde+jm/lapI738eITs+9bUahKPiWr6Tq2edwNTXPKuGwi0Vi\n7741LdehhYLi5Yuk9u2Zlag8OE1XvlVrcDc0ktz1IdljR24RVRRc00+x0fd5qtVG8rbz4PfLFUiS\nzJn8ntsUZr85ZL+f8MOPEn7kMWSvd1bnTfHKZdL79858lkqRsQslhGFiF4q4mmpACPRLHQQe2+x0\nzcywePtnHTXNm1m64SWEsMkk2pEVjUC4ccw+pXwcb7CGmqb7SA5cYKEFfKqrZL73ZxGyWUF7pzlm\nWvb03nkWUAn7afitl3EvbRhRYroVhvcThhO4K5zvmBH5zluSVYHgauwAbnV8ZGE6GHawAqhfEeDL\n/3IFHafSGLrNU/+gldM7BjnylkPwbGGhW3mC1CBJEgGtapKx2iOpfEXSqHDVkTcml+tRpdHShukY\nDUiaSvUrj5HeeYLK57ch+0ZrjVxNEUpX55aoApRzSfqPf0Dl0k0obi/Z/jbS7acn3Nfvq2Fp6zMM\nRs+QSF7FMO7uB7cwTRLvvXPL/S5fMvlnv53m9/9jiDVrVbY/Pfq7hSskfudfOJp6kiRh24KTJwz+\n1e9m6O+bfVKvd3eR+MW7RF76GpKmzfj7D0fLApu34F2+nMwnB8geOYSZnh2B6ClBlnE3NhF+7An8\na9chadqsEQ7AaY7Z/SGltquAhKp5QJKcRgohQJJRNY/j1mYZSLI6YpQxvLCzh2pVFdUDEljGzKfg\npgwhSO3ZjbupGd/qNbPy3UmShBIKE/nySwQ2bSH10S6Kly8hjIkzR1krzrH8+9RprQSUShCCPuMq\nA+V2SmJmGv1kjwf/uvWEH3Miv8OL79mAEAIzlST+9k+xp1gOcTswB5OoVWEkjwujN0rFV57Ad/8a\ntIaIkwG5izS77waompfmFU9glPNcOvYjsslOapo2sWLTK2P2K5ey6IUU/lADsqJhz4Fl+O1g5XKN\nXF7wzV+Pki/M3BwJPrIed6ujI23liuQOX6B4qRtRKlPx3DY8K5tJ7zhK6XIPklvDvagO/+blqNUh\nCqevMfBnb2EmczOyqJtSZDVeuDbtE90MizaEOPRmLyfec6JeVc1envy1xSNkVSDIGnGqPYuRJImw\nqw5ZUie0dc2UBxFiLQAN/lX0FS5N2PQlIRNy1Y7c1Ez7zkWOhWWR/eQ8omygBDwkPzg6svAKPbyW\n+ViFyaobYVskrow68ajeAEZ+fP2sLKtUV68iEllDqZQiFr/A4OApsrk+7Gl8L3MNSVVRK6swooPI\nHg/2FLqmThwz+PXvJPnqKx6e/5KHxUtUfF5pREShVBJ0tJu8+3aJ118rkojPXfQ5e/worvoGp3Fm\nNjqZGRKBD4WpfOYLBB/YRu7EcXInjlGODs5ZeYDkcuNZvITgA9vwrVqN7PbMLkllyHHo1EnSH+9z\n5JVWPo4nUI2wLfqvfUIpF6N51VMoqoYsa/Re3Yc3ECFcuwLNHaCUj6NpPtpOvUVV/WpCNY6CQzbe\nTrTr+K0HMFufSy8R+9mbNFRVodXWzRphRVLwLF5C/be/S6mzg8zhgxQvXZgwQl20c7TrEy+UpzEI\n1FAY37r1hO7fhquhAWR59udNuUz87bcoD0xuFTsdmNEkyZ986ESlBpPkPz5F5defwS6VSf7oF0xZ\nuuQepgRPIILHV0X35d1k4sM8Z/zz2hYmRjmHL1iHrKgLjqyWSoJ83qZcnkGuIcsEtqwACeyCTt+f\nvEH+6OUR4unbuAzPymaKl7rJ7By650mg1VdR9w9ewL9pGZUvPEz0BzvAmiOyOlvQ3DJuv0J6QKd1\nSwWVp9JYpmDplgp6L44tyk+WelkS3AxI+LVK/GoFWSM27j2Tei+WcNysqjwtNAfW05U9PU5Wq9qz\naES7VQhBwZxGRMkW6Nf6kTSF5PtHKV0a1XJTgt45r1cF8FY3ULvh84CEJMu4g9Wku87Te/idSVc5\nkiTj9VbR3PQwjQ1byeb6GBw8RSx+gVIpxUJLfdwItaKS8OceI/7zt6l69nli77w1JcIVi9n8xZ8V\n+Jv/VSBSoxCpkfF6JMplQSxmMzhgUyzOw2e3LJI7foFWWYVv3fpZfRBLkoRWUUnFE9sJPfQ59K4O\n8mfPUGy7iplMIIwZXLRIErLHg6u2Du+q1fhXr3VcmBRl1skGONe73tlB/J23EIaBP9yINxDh6ok3\nHW1gARW1ywHBtVNvE6xaRP2Sh8gmO8mnevH4q0gNXibSvAm3N0zt4gfoa/sYSZJpWPYI8b6z2Hco\nPD4TMONxom+8Tt3f+y5KYObLSIYhSRKoKp7WpXiWtGKmkhQvXyJ/7ix6T7ej6TuT5EpRUIMh3C2L\n8K9dj3fZcpRQaHQsswxhWSR37SB/doaJ9/WwbUrnRhv9Mu8fILvnGNg2YjKD93u4Y6iaF0lSKObH\nc4kxEMOmN8N9H/MPWYLmJgVVldDLTkHNb/6jIO/vLI15XuXyNoPR278OZY8Lra4KSZLIH7tE/tjl\nMdxheD7K7usyfwKMvgQDf/4zWn7vV6l4bhuFs+3kj1664885jHklq6serebhrzuNW96gypJNYYQN\nbr/CqQ/G+lKny/3oVgGPGkCRNGp9S8mmx0+wvJEgUx6k0t2EhMyqikcJuWoZKFymZOZRZY0qTzOL\ngvcNabE6q6a0Pv2VsjCsMUQVGPqBp/3Wt438QDvXBjuG/pLwVtZRsXTTlMYiSRKK4iIcWkQ4tIgl\ni58gkbzKwMBJ0ukOTGseU503gRACJRhEq65GCVWgVlSMqe+yDQO7MHnqsVSC7i6L7q6FUxNml0pE\nf/oG9YEA7sVLZvehLDm92YrXi2/larwrViH0EkYsht7TTam7CyM6iJlOYRdLCKPsdMcKMX4BJElO\npEuWkd1uZK8PraoKV10D7pYWXA1NqBUVs9Y4NRmEEBjxGNGfvIaVdUqGNHeAcjGNsEczNZo7QLmU\nAQTlUgbV7UOSJCxTx7YMLFMHYaOoblTNi9tXCcIm2nl0qGN4flFqbyP21pvUfu0b4HbP+kIHSUKr\nqkbd9hDBrduwcjnKA33o3V3ovT0Y8ThWLout607DoxATE1lZduahqiJ7PKjBEFp1BHdTM+7mZrTa\nehS/f6g7ew7njW2TOXyQ9N49s6+mIkmodVVoDRHMaBKjexDJpSFpKsL4dMgQLRRYRgkhLFye8E33\nUzQ3Hl8Vhp5bMFFVn0/iz/9bNY0NCkKApklsu9/Nb3w3iGmOztFffFjid//t7buMSi4V2ed2NKgv\n94wrQbHLzlyUveNNoYyBJNlPzlH54sOEn9zk2K7OthrAbOLc7hgX98Un3Gbf8MF0q0C81Emjfw0A\nNd5W2jPHR6xWR44TFp3Zk1S4G5AlxbFV9a+l0b8GIWynVo9R21AhBAm9Z8Io7VQhuTVqvvUkst8L\nEkiKjLBsJFlGlE1ir++ZZwcrgVUu4QpUDHU63jDpbBPTLKFpY6WBhv/tcgWpq72P2poNFApRorGz\nDEbPUihE59Wl6kaYqSTG4ACRL7+MFqmh9mvf5Hp2Xmy7SnLHL+ZvgHcIK5Nm8PUfUfftX5lxaaKb\nQZIkJI8Xd3MLrqZmgtseckwWymXsUgm7WMAuFh0CYpkIy3bmv6wgaRqyxyGpiteL7PE4rlNDY59L\nojEMIQRWJkP09R+PSeMW8zHqWh/EG6jBsspYpk4+00/D0s/h8oQIR5ZRyAxM2IBoGkVKhSTFzADF\nfAxZ0caQ3vlE/vQp4j4/1V/6MpJrbswLJElyIqDhMEoohHfFKhACYZrYuo5dKmIXCs78KZfBthC2\nc69EUZBdbmSPB9nnQ/F4kdzuEY3U+Zgz4Myb/NnTJH7+NsKc5eimLBF67hFCT21Dcmvk9h4n+eP3\n8W1dg9ZQQ+onH976Pe5hyijmYpQKSWqbNxHrOTEqVXUdJEmmrmUrHn81vW37RurU5xv5guDX//c4\nyi1YXPEOa1glWRopP7P18Z/ZLjrNlUrYP/F5L3VRKR7Cvbge2eOatt78NMmqhN9VTclIjyONw/Bq\nYWoDy/GoIUpmlmjuKgXDYfm2JbCnXMsg6Mmdo8rTTKzYQVfuNNYENasAg4U2evMXaPKvdR64kuTo\n+d3QRCWEQLfyXEkduC0zg3EjM0zSH51C0lQqntpM4WI3eucAashP4IFVIz/qXMJf10rdxidG/pY1\nN8krxyZUA8gXohw/8ZdEImuoiazD769DltVxxFWSFAKBevz+OlqaHyGd7mRg8CSJ5GXK5QXQlGVZ\nJD54D9nnI/LFLxN7+6cI67o5couIl6KA1yvh80koqqMYUCgIigUx76ViRjTK4I9/SN0vfwetpnbO\nH9wj51NVFFVF8fmAiRsdFyKEEFi5HNGf/HicnqqeT9DfdoC61gdBCAbaD1FI95PoO0fD8scwSln6\nrx3AF6ofiSKb5SL5dC+mUaTr/PvULLqfanU9mXg7en7yps45xZB+rKS5qPrC88iz0Kh3M4zMGUlC\ncrmQXS4IBm9+0AKDEILCxQvE3vzJlGrgpwutPkLgoQ0M/smP8KxcjFLpfF/mYJLg5+8HRQZr/iP3\nnxaYRoHeq3tZuuHLrH3o1xjsPIrLEwIkfKF6NJefqvq1VDesRy+m6G//ZL6HPAIhoG9g9oJFwrSx\nDQMZL0povFqSlXKe+a6Gaqcm4cbIa74EAmS/B9k9z2TVq4bY2vJLlIwsp/veGSGhw6jwNLKh8QV8\nWuXIa61V2zjb/wui+au3fb6k3svB/tcoWXluls+2sbiY3As4TVYy42vhhBDkjQTnk7sntG69LQzV\nrMpeN8gSmV0nEEPpZ8/yJrTqEHp+blPnxXgP3Z/8dHSIpoFZnIxQCvKFQfKdg3R1f0ww2EhtzXqq\nq1bh8VSOdEAPQ5IkVNVDVdUKqqqWU9LTxOMXGRg8RTbbM79NWUJgFwpkjx3BLhWnlLKrq5N59jkP\njz/hYkmrSjAooagSpinIZQVtbSZ7dul88AudwdnSV50Cyn29DPzoB9R989vzQljvVlxPVAsXJ7b3\nTEevkI5eGfNasv88yf5RTcVsvH3M9oH2Q4CTSuw6//7MDnqmYNuk9+9BkiUqn3luzssu7mYIIShe\nukj09R879bdzADVSgdEXo9zRi2tJI8MCj8IwnQjzvd9uxjHQeQRF89C8/AmWrPvSyOut614YulYk\nCtkBrp56k1J+4kzwpxF2ScdK59Gqw7gX1Y6TaC/3J8C2cS+uQw0HhoyQRqEEfc5CVZYm1ji9TUyL\nrIa9jXhUp8DdvEHPVJU9rK57Gp9W6UhPmVk0xYNbDbKm7hmynVFKt+kYJbApWVO7aRh2iXPxnfQX\nLtPgW0lAq0aVXdjComhmiJU6GChcRrfuXCz3RtiGCZJE5ZcepNQ+gFYVxNNaR/LnB2fsHFMei1mm\nnL0uwiNJBJtWkO25zE2Jvm2QTneQTnfQru2iIryE2tqNVFa0ommjUk6j/5fweippanyQhvr7yeX6\nGIyeJhY7T7GUvOm5Zg1CULx6a4MHWYYvPO/mX/6fQRYtVpAnuKBqa2HpMpXtT7n51d+w+H//IMsH\n7+sTy9XOAco93Qz88K+p/fov42povEc8bgEn9Z8m+pPXJiWq84GKtVtBlkmdOTSl/UPLN+CqjBA7\nvOsme01i+GHbpPZ+hDBNqr7wRXC57s2bW0AIQeHcWaJv/C1WbrwD12zBTGZQaypQKsOjvFRV8G5a\nidEfuxdVnQUIYdFzZQ/JgYtUN64nWNGC5vIjhurV07ErxHrPYOhzNw8WAoRhorf3425twLO8Cdnv\nxc4VR7aXe2JY2SJqVZDwU5uJv7F3JLoqaQqBbasdOb+CPmEZwe1iemTVUw9AqthL2SqO2VYfXEXY\nU48tTM4P7KA/ewGfq4L7Gr+CT6ukLriKjuTh6Zz+lrCxiBXbiRXbkSVlyH5VDKX8Z4FEmRbR739I\n+PENBB9cjZUpMPg3O7BSM6MnOCVIMrI6Pt0nKSoVi9eT7b0y5QYBwygQjZ0jGjuPx1NBddVKamvW\nEww2oyiucdFWRdEIhVoIhVpYvOjzJFNtDAycJJVuxzSLNznT/ODpZ938wX8JEwhK2Db09li0XzOJ\nDjoSIG6PRG2tzOJWldpamdZWhf/8h2Hsf5Zmx/tzX9oxjHJfHwM/+B41r3wTz5LWe8RjEgghMGJR\noq//mFL77Mrv3S7MfPa2morVYAXuqrqb7lOxbivFvk70xASZItsm/fE+rGKRyAtfQfb57s2bSSAs\ni+zxo8Tffgu7OHPBjKnA6IlSPNtG3b/4e2ALJFXB3dqE7PcQ/fM3Pv1W2fMGQSHbT+FiP46CjgKI\nBW2vOusQkD9xhdDnN6HVVOBd1TKmq99MZCme7yDw0FqqvvoYSmWQwokrjuTVA6sIPuj0F+kdA9Mu\nAYDplgFoTgddptTP9T+oImk0VWwEJKL5NnrSjnRUpjRAd+okK2ueoMrXQkfyCHM1ERyCOvvNQFYq\nR+KtA7N+nskQal5F3X3bxzcCTOvBJCiVkvT0HqS37wh+fy01kXXURNbg89UgScoN0VZwuQLU1myg\nJrKOYjFGNHaOwegZ8vnBBdGUFQ5L/NN/HiAQlBgYsPmTP8qx4wOdVNLGskbdaRUFqqpknnrWzW/+\n0wB1dTK/8y8CHD5YJp2ev5uYEYsx8IO/JvLll/Cv3zhrOqx3K4QQlDraib7xGsbANMt8bhOSqiGr\nLoSw8dY2AYJifxe2UQZJRguG0ZNRbH38Ak7x+vHUNGIbZcxCFmwbIzfanOmqiOCqiGDmM5Ri/U4N\nuiSj+oNUrNmCrZewTQNhGs7x10MIcseOYOVy1Hz1a6iVVfcI63UQQiBMg/Tej0ju+hBRnoeub9sm\n9Xe7KJ65gmf1EmSvB3MgQeHERazk7WUi7+FOIRZMk+R8o3CmHSOaQva6UatDYzfaNsl3D+K7bxmy\n103FFx6g4tmtzrah+4ooG6R3HJ0RCbtpkFUJRXY6TEvm2NR8yFNHyF2LEBZdqRNjNE4zpQEEAo8W\nQpbkaTU23cN4yIrG4OmPyPWNrQmWFJWGLc9O+/2FsMjl+sjl+ujs2kso2Ext7QaqqlbgcYe53j1m\nuCnL76/D56uluelhMpkuBgZPEk9cplyev7TKuvUay5arlErwr/+vDLs+HL/yE8JpshoctHn1+0X6\nem3+5E8rWL5CZd0GjY/3za+EiZXNMPi3P6YyGiX82ONI2r30LjiRsdyJY8TffXtOU7jD8DUuoXrL\nY1jFAkgyisvFwP730OP9KG4Pka1P4mtcQvbqWQYPjKpTqMEKmp/7FsWBLmTVRWj5ejKXTzGw/+cA\neOtbqH/8BcxiHl/DYuIn9pE89Qm+hkVUbXoEb10L1VsewywVKA10Ez304YSRuOKlC/R/738Qeelr\neJYsvTdnGCoXyWaJ//xtcieOza/4vmWjX+xAv9hx633vYcYgySqK6kK6iZulsC3H4e4zAiudZ+DP\nf4YRS2P0jW8cLZ7vJPbqTiLf3I7sc48ETYQQiFKZ+Bt7yZ+4Mu64O8E0yKoYIaHSDfms+tAaZEkl\nqw+QKvaM2WbaZUefUNJYKOK6nyZkey8jhI1t3EC+JIlUx5kZTSNZlk4ydZVk6iouV4DKiqXU1Kyn\nIrwYTfNzI3FVVQ+VlcuprFyGrmeIJ5ymrEymB9ueW+LXslhBVeHcWZMD+6eWojiwX+fSRYP7Nmks\nWqzw8b5ZHuQUIMo6iR2/QO/rpfqLL3ymo2VCCOx8nuTOD8gcPODoec4DJFnGW9dCx5t/SWmwd0gu\nzrlXWqUCfTvfpO7R55Fu0JzxNy/FKhUY2PsOkqLirW0idf4Ydnl0fvbseB2rkCO8eguV67eRPHOY\nQm87pVg/rb/0vzGw710KfZ0MqZhPOsZyfz/9f/O/qHr6CwQfePAz3Xg1HIWP/+zv0Lu75nUscsCH\ne0ULxZOX77lVzRFkxUX94m1Emu7D7Q3flKxmk52cP/w3n6lyjMKptsk3CkHqvUPobX0EH92Aq6ka\nhKDcEyf78VmKFztnzCJ4WmUAJcOJWvhco93+HjVEbWAFAP2ZC1g3kBBZUkCSxjlK3cPMwCrfuOqT\nRtYE2e5LzFbZRbmcY2DwFAODZ/C4Q4QrllBdtZJQqAW3KzQihTXclOXxVNDYsI36ui3k8v0MDJxg\nMHqWcnmOUl1DX0M8ZjHVbJ9hQDy2AOetbZM/fZJyfx/Vz7+Ab/WaObGeXEgQtk2p4xrxd99G75z/\niFQ5nUCPDzAxaRQIIcb9Pna5jOLyILs8yJoLSVGxryvnKUX7sApOFsvIppx9JAmB8/kFQy47U+z+\ns/N5Ym//lFL7Naq+8EXUqs/WQkcIgdB1MgcPkNy986aGIXMF1+J6ws99juKpmYlG3cOtILFo1dM0\nLXscgcAsF7BvUgKwEAw/FhxsQfFCJ8ULnU7XMmLGCOr1mBZZTRV7aKnYRH1wFf2Z85StAq3VD+FR\ng+hmjr7s+O5bjxZCQsa0dMRntXB5DiCrLuru2463qgFwhNrzgx30n9gxy6tCm5KeQh88RTrdQUVF\nK7U1G6iqXI4kKWP2HG7KCodaCAWbaWl+lN6+w/T1HaFszK5UTGeHhWFARYWMqjIlwqqqUFUtY5rO\n8QsNRnSQgVf/huCWrVQ8+bTjEPUpJx/DslTp/XvIHPjYkStbABC2ddvXWb7zMpXrt9Hype9gGzqp\n80fHNEuN0QyeKVgWuZPHKXV1UvX0s/g3bvpMRFmFbaN3dZJ4/+cUr0696XTWYdnYpfKUFxz3MD24\nvRXULtqKUc7RdvpnZBLXHLI6yXRw7JgXyFxZiJhFMj8tshrLX6NgJPG7qnlg0bewbAOv5hThdqdP\nUTTGu0EMKwgUzcxtNdpIyMhD4Xlb2DMUmb3+hvzpmoD+2sUoLg+Z7ouIIZcYxeWe5QtNwuMOU1m1\nnJrIWkLBZjTNx/XlAJMeKUl4vZUsbX2GutqNtF37gFj8IsxSBP7sGYNLF02WrVBZvkLl3NlbE4G1\n6zWWr1C5esXk7OmF4WJyI4RhkDl4gMKVy1Q+sZ3AfZuQXLNrtzkfEEIgDIP8uTOkdn1Iub9vvod0\n+7jhJ5FUDcXtoX/P2xi5FLZeuo2bvxPBlW9lZzMJzEScwZ+8hu/MKSoo6EHmAAAgAElEQVS3P4O7\nqXnOLU3nAkIIzFSS9P69ZI8cwi4ujMXNMPT2PuxCCc/KxehXux1XuGFMZGt8D9OCx1+FqnnpvryL\nWO/J+R7OPdwE0yKrZSvPhYEPWVf/HG41AIqjhTqYu0xHYrwslSK7qPItAhhXy3orNAfWsSh4HwB9\n+Yu0ZaYne6VKLtZVP4UmezDtMmcTOzHshXXjmg5kzU0x0YeejePyhUl1nKFp24uOi9cMr9oVxU04\ntIj6uk1UVi7H5RqrxzoMIQRCmGSzfejlDBXhJRNavPr9daxb+3U6OvfS2bXnpmmZO0UmI/iv/znL\nH/5xmN/7DyF+//cyXDxvYkzAQd1u2LhJ49/8Xghhwx/919y8KgFMBWY8RvTN18keO0LF55/Eu3zl\npyJiJoasO0ttV0jt2U3xWhtYCyzKLYRjIzrBJv/ilYSWrsXX2AqSkwHJdVwk23YOWdOQXR4an/ra\nyAIzcepj0ucd5zlhX/85xZiUpDBNCr3t1Dz0DL7uZZTTMee424FlUTh3ltK1NgKb7if8yKNokchN\na/juFgw3UGWPHSHzyX7M5O17pc8FJEVG0lRqf/tbGIMJRHn0hlQ8dZn023vncXSfPgzP7WIuOs8j\nWbiQXCru1ga8K5rQ6iqR/V4kRZ6ywpAxkCT26s5pR12nabcK0fxVDnW9SsS/BFX2kNUHSeQ7JrRf\ndasBikaGopEimru9mhyX4iPoigCQKHVPd9gIBAEtQtBVjS1M2rMVpCaQkrlbUUoNEGpZg54apHbd\nYwQalmIZ5RlcmTtmADU166it3UjAXzdGwmoYYuh8hpEnkbhM38Ax0ulObNvE66kkEllDXe1GAoGG\nkeMlSUKWXSxZ/CSSJNHesWtCX/bpQNOgr9fi735S4ld+3cffvFrF2TMGVy6ZxOM2pglut6OzunKV\nysrVKl6vxHvv6jQ0Kvyjf+Kf0JTDNAWvv1YkmVwAZNa2KV1rY6CrE0/rMsKfexTvsuVId6EovBAC\nUdYpXrlC+pP9lNquzlsD1a1Q6Oug98M3wB5PovVYP8ligeTZIyOvmYUsyDJ1j32J+LE9ZK9dAATe\n+kXUPvQM2StnSF88Sbbt3MgxpcEeet7/8XWlAYLB/e/hb1mG4vGjJwbvePx2sUjmwD7yp08S2LyF\n0AMPotXU3nWRVjFsjZtOkTtxjOzhQxjxOAs5iyZMk8LhsxSOnR+3zRxcmAT7boZeTGNbZdzeylvv\n/BmEGglT9xtfwrdxKZLLoYu3ew8oXe0l9uNd006STpusAhTKCTrLt/bDLpQTnOh5Y+hWMb83DFtY\nI5FUCQW/WklKvwtTiZNAT0eJZRMI26Ln8Du4QxHyA+1M93tXFBfh0GLq6zZRVbViqOt/siiqTaEQ\nZWDwFIPR0xSLiTHnL5YSdHXvp7f3MOGKJSxqfpSKilbkoeYgSVJY1PIY6XQnieStHaluB6vWqHzv\nB1UEgxKyDKGQzEMPu3noYde4fYc/mxCC57/k5vkvuSd931IJdu3USSYXTrRPmCbFyxcptl3B3dxC\n6P4H8K1eixIKLWjyMUI2Uiny58+SO3aE8sAAnpoGbqokIkl4ahrR4wMzUufprm3EymcdIf8pwC7r\nlMsTR2rMfAYzP76JUFI1XMFKjGwKSy8gSTKK24NtlBG2jV3Mcb3vim2UKSfHnsM29DGEdrqwclnS\nez8ie/QwvtVrCW19AHfLogUvkTZcIlLu7SF74hj5s6exMneHRqnQDfIHz8z3MD4zKOXjJAcvUduy\nhXjf6XsR1ushS0S+tR3/1pXO37aNPeRGJW7DSc1MZGckSDYjZPV2sFCaqgQ2xnUWsR41OI+jmXn4\nIs14q5vJ9FxET0fRU3ceaRmOokZq1lJXe98to6iOpFUb/f3HSKbaMM3STd/dssskEpdIpdppatxG\n65KnRhyyZFmjpfkRkqm2GTUTkCUJBBQLw/PxZvNy6nO2pIuFqzhjWegd7UQ7O1DDYXwrV+PfcB/u\n5hZkrxe4/VXzTGOYoFq5LKX2dvJnT1G8cmVEL1Xx+mn4wit0vfFXGOmJF8iK20vd01+l773XKN8Q\nYZTdXhSPd9Jjx0Oi5pEvkLlwgsz549P5aDeFMA3iJ/ZR89AzVJf1Eb3CwY/fm53GqtuAXSiQO3aE\n/KkTuBoa8a/fiH/1GtTqyIIoLRm+7wjTxIjFKF66QO7sacq9PYiJ6noWMCS3htZQQ7m994YNElpD\nBNnrptwTRZTmz0HvboY/1ICqece8Fu89TSDcyLqHfp1ozwlyqW5MozQhwTLNEvl077jXP41Q/F58\n65YAYPTGif5gB6VrfY4b1W085IQtZsQmeM7J6kKCOSSrJUkSLtk3Z+e1i0XSe3YjaeNtUe8UVj4/\nJi1azqcJNK6g5eGXMIo50p1nyfdfm0DaanI4UdRF1NdtvmUUFQTFUpJo9AwDAyfJFwZvO3Vv22W6\nuvcDsGzZF5BwCHEo1ILXU0mhGLut97sZLlwweOmF+PSMvSaAENDft3CiqhNiKFqZOfQJmaOH0Sqr\n8C5dhnflKtxNzSjB0JyRkGFyKso6RiJBqbOD4uVLlDo7sLKZ8Q8MaeQ/k8IqFeh+86+wSuOtMgNL\nV6MFK4gf2jXxwZI0pIs62swy8j0Mb5voRn2zbeBIutyiQSZ94TjZaxdQ3B6EZWGVCvNOVK+HME30\nrk70rk5Su3bgamjEt2IlnqXLcdXWOQueOSoVEEKAbWPl85QH+im2XaF45QrlgT6EfvcSOSXop/Ib\nz1A8fRVR0skfPI2dL+Hfto6KV55GlA3MWIrYn/8EuzAaBLDzOVIf7UJSp/9IL7XfRFdzluDGi08K\nUqKAXiqR3vvRjDwfS9eu/ywSS9Z9kXBk+Q17CSScGszmFdsZlpabCJn4Nc4c+Msp931YhTypPbtn\n5nfpmGPLaEUeGXfqgyPkDo4vTZlLfKbJ6hiLWFm5yX4zC7tYILnzg1k9h1nMMnhqFzFVw1vdTGTV\ng1Qt20L77h/e4kKT8HgqqYmspa5uIwF//YRRVBgSYbcN0pku+vuPEU9cwjCmq1Uo6Os7Qn39ZoIB\nR3ZLVd34/bUzSlbLOnR1LnBSORewLIxYFCMWJXP4ILLXhxaJ4G5uwd3UjKu2DjVcgez1OjeuG5rh\nboUxN30hEJaFKJexcjmMRJxyfx96Tzfl/j7MdOq2LS7dtY0El60jeXw/VqmAf8lKAkvXAILYwV1Y\nQ6l72e0hvPZ+wuu3grBRg2Hssk784C7scgkkicCytYTX3o/i8WKVCkT3vkc56cw5d6Sexue/ieoP\nUuzvIn5wpyPWP3RcxfqtSIpGoesKieMfI4wyvpalaKEq3JE6PLWNmPkcsU92UE5Mnmq09eKENqzT\nQU1EZlGLytHjM2e8YZdKlK61UbrWhqSoKKEQrvp6Z940NqFVR1ACQWS3C25QKLjteWPbCNPELhUx\nMxmM6CB6bw96bw9GdBArl/v0COhLEq7GWqxUDiXgQ2uqJfGDd/FtXUv67b0UDp+l+u+/hGftUgpH\nRks+rFyO5Ifvz+PA7xwefGx2bccvhShT4qS+Z9aej7lk9w2NireHQnbgtlLadj5/1/4udq6I3t6H\nb9NylNDcBfMmw2eYrEq45NF0gP2p07WT0Hwhgk0rCDU5NSepaycnJaqK4iI01NFfXbVy0igqOA+S\ncjlDLHaB/oHjZHO9M9qxb1olUqlrQ0TZMRFwu8Mz9v7TgepWqF4RxixZJNoyTorj0wIhsAt59M78\niLC+pKrIHg9KIIgSDqOGwqjBELLfj+L1IrndSKo22h0qBMKyEaaB0HXsUgmrUMDKZTEzGaxsBiub\nxSoWHGI6wY1fccm4/SqF5M3Jlae+mbonXiR+aPdIFLU06KToGp79GskTn4yQVWHb6LF+zFwGq5gn\ne/mMQ5wtJ03sX7KK2se/SHT/+5TjA6jBMGZxWOtXItC6ioGdb2GXdeqffZlyMkb6zGG8jUuIPLid\nwT3vYJWK1D72PADxQ7txRxqIfO4ZBne/Ter0Iaq2PEbN556l550fzqkE0fJlKq+85JtRsno9hGVi\nJhOYyQSF8+ec6KrmQvH5UEIhZ86Eww559fmQPR5kl2to8TOkNDCk8iAMA1svYReLWPk8VjaDmc1g\nZTJY+Rx2qbRgG+tmAkpVmPyRcyS+/y6y103kH30Nye1CcruwEmnsQonSmSu4mmvHkNW7GSG5moAU\nRpIk3MJLtVxP2pq5wMQoBB0XZoI4foru+TeBMC2iP/yQhpoKwk9todwdI3f0khPRn4fn3meWrHqU\nAEFXDeCQL92aXkRQkmXn+bNASK+/fgl1G550jABO7kRPRyddUXo8laxb8w2CwcabRlGFsMjl+ukf\nOE40dg5dzzBbF67TjDUKWZ65kok7hgQP/IN1bP72Kizd4v1/+wnX9ny665eEaWLlck70aiIt05tF\nye6QkDXfV0XtihCHfzhJOlIIPDWNVG19jOjHH1DoHFUWsQo5in2d2DcQGmGUKXRdJbRqI0YuM+YY\ngPDaLaTPHSN70dFa1GP9Q1scB7jMhRMUup3x5Duu4K6uAyC0ZhOlwR6sQh4BFLrbCCxfR/yIIzGk\nR/scCSnbJnPxJLWf/xKSokyZcNXVytTVKkSqZS5eNlm7WuPAQZ1cXlBfJ7Nlk4tkyubo8TIul8Ty\npSpVlc6+a1apnBzSA9ZUiUcecuH1SnxyqEwuL5AkWLlcZeUKjbZrJucuGAgB69dqJJI2a1ap2Dbs\nO6BPKOk2KYbKOsyyjplKMmFSfrJ5IwDFKZmQZBlhmkiqOvb7UpTR73Aooipp2pj6VElVEdbdJ+Au\nSU7dKoqM5FJRQn60+giyzzPkDuSQCJS5ywTONixMBGLEtt1kNuuM7675MN/Q2/ro+YMfUvOdZ6j/\nx1/GiKUp9yWwUlnskjGl68uIpUm+fWDaBPczSVZdso+VlY/iVvxDrwiy5emt5BofeAGrXKT/+Oym\n96eKYqyH9l3fxzZvHU3RVC/BYCOyPH46CCEwzAKJxGX6+4+TznRgWbMTobkeN0ZqZ7K56k4hyRKN\nm2tQ3QqKS6ZuXfW0yOosSN5OG/VrwjRtrKJ6SYD2g1GaN1czeCnNmXe7cXkVNn5lEbXLQ6R6i5x4\no51iuswD31qKEOANu4hdy9J8XxUH/uoy2cESkaVBNn55EW6/StuBQS7t7kd1y2z7e8tI9xZo2VxN\nIalz+IdtFFJl1n+xmU1fXYzmValZHqLvXIrjr7ePGaOkaUQeeRZhlq8jldOALKMGQmSvnJ14uxAY\nueu6yW0bSdWcppdgGFdFNVqwYmhwEnqsf4SLmYXsCKEStjWk6zj1ms71azW++8t+4gmbX/6GTCxu\nU1crs3uPzr/7V2H27C/xuYfcPPiAm3d+XuTf/aswR4+X+Sf/MMjR42U+96CbHbtK3L/ZxamzZRrq\nFbY/4eHf/H6aRx528/WXfew/oPM7vxnkR3+b58PdOl9/2UckInP8RBnTgk8OlzGMGX7I3+QhF3zg\nAbTqalz19RSvXMGzdCn506fJHTmCd80aglu3Iskytq6TePdd7EKByMsvk9q5EyMaRVJVIq+8QmrH\nDozYbEToZg/lrgEqaiqp/z9+BcnjwowmqfrWF5DdGr7Nq7BzBXxb1pA/9OlRDEjbMfrtDirlWrJ2\nggGrc76HdA9DkH1uKp7Zinf1IlAVXA3VuBqqASat670RelsfyXcPTijldztYYGRVotG/Co8SGLel\n0t008u+Qu5aloa23/+6SjEcJUuVpxqeOWlGWrDzp8uQPvfCSDQjLItM1edqllBrAKt+8630uMRWS\nOhmGZaeKxZgjOzV4mkJxbvUJ5RtqiA1z/jVwhS0YPJ+gYUM1pm4xcC5+x+/Vsq2Ojd9YwckfX6b7\n0MCtD5gjBCIelj1Sy9mf9/D4P17Nzj8+x4PfWcbl3f1s+84yXD6VQz9so/WhGp787bX84j+dYtlj\ndZz6aSdLH651SkTyJsserePizj6e+ufrOPJqG/mEzhO/tZZiuszg5Qzrv9jMufd6OPxqG1u/3srm\nV5aw/y8u0XZgkKrFARRV5uiPr2GUJrjB2Tb9O94ktGojdU+8QN8HbyCMqc/3cVTRFljFAlrwJqUm\nE92YhcDM59AH+4h+/P7E+8/AJXPmnMGho2UefdjNrj0lHvucm6e3ewDIFwQdnSYvf9nHzt0lurot\nXv3bAk0NCq++luef/3YISZY4f8ngf/51Hr9P4nt/UU11lcw3vuajq9tC1wV9/RYvPO9l50c6igJ7\n9uv86G/HN6jNBZRAALtUIn/6NN7Vq0l9+CHhxx8nd/Qo5a4u4t3d2IZB1fPP41uzhuzBg5T7+/Fv\n2EBq5060+npkrxcjNd5BcaHDzheJ/unreNa0Ypd0SufakBQFJInQFx6m+te+Qrm9l8KJi/M91BmD\nicFZ42MUtKEo6wJbwX9WIUlUv/J5Kl98eCQTYpdNhG44WYspwsoW7k7pqptBQqIlsIEKd+NN96tw\nNVDharjz81yXghJC0JM7N3kZgCRT2bqRXH/bdfVV119MThdw/NLhSX4QCVnVQJKxjRKy5gYkbGMs\nsZVVF7KqYZvGtIjmdCCEwLJ0Uul2+vqPkUxexZwnkujYtA7DHio5mGcIOPinp+nY34eeKTN4/s5F\nupc/3cLSJ5po2317Tm5zgXh7ju6TCdJ9RbpPJNj6zVbcIY0l22p459+fINGRIxct8Y0/eQh/lRtL\nt+k+maRhbQW9Z5K4AxoVjT7qVoUJ1nqJLAtS3RpEkqB5UxWDlzOUCxan3uok3Vfk6seDrNruXM+F\nRBk9ayBrMpmBieeesG3MXJrovvdoeO7rRB7c7pBFW6CFKlADIWRVw11Vg7AtjExqZFVv5rO4axpQ\nA2GHbBYcDcDsxZNUP/wUpcFejFQcxRfAyCSxCjcvD8pcOEHdky9S6G6jnIyh+PxOfezgFCLuioK7\ntsHRcM2kJ92tpAtsa1QWTZYlQiGZki6QgETC5o/+vyyGIdB1gWUJSrrAskez7YWCc6xhCiwLXC6J\nYEBGL5tIEpw8VaarxxoRLBgcnMdMhhAYiQR2Po+ZTGJmMiOETfb58K1fj+Lz4aqvx0w45UL506eJ\nvPIK8scf41+/nsK5c3CX1rZaqSz5A6dG/hZDafHUm7tIv7PPKXf4NNXK40hamszPc+8eJobs9xB4\naA2SLGPliiTfPUj+2GXMVM5xDZziFBSW9WmUrhIUrSxBYaBITo3iRPWTMyGNMiy3NFC4Snt2YlvC\niqWbqGzdSLBpFb5IMxWtjt3rwIkPyfZeHtpnI5FVDyIpGun20wye2TN6fOtGvJUN+Gpa0Hwh+k/u\nJLL6IVS3j869r1GIdYMkU7XifmpWP4ysubEMneiZPSTbTjJXkUwxJDsVj1+gf+Ak+fzAvKfdLatM\nOt3u/Ns2KBbvPIo5kyjnTToPTC/1rHlVGjZGZmhEMw/LsAGBbTr/B+eak2Rp6DWwraHXFQnbFghb\nIGywTeEcIoHqkinnDVI9BYQNR19rJ97uNDxZZQtTH06PiylLiAnTJHftIrZRxi7rDHz4d1Q/+CSu\nyghGOknFpoedjv2+ToIrN+BfsorYJx9i5hwymD57hNrPv0DTC79MOZ1g4MO/wy7rZC6fQXa5iTy4\nHUnTsEtFBna/jVXIUei+hpEZXZiUYv3IQ5Iuha6rxA7soGrr48huD7ZeInFsPzq9jmj/dZ/LKubJ\ndVwaKQsILF9Dw9e+Tam3i+7v/wXCnHqt3tFjOhvXaRw66qToXS4Jl2vyL3Htao0lixRqahQsSxBP\n2Bw8ouP3Sez9WMftliiVFhABGu7uv67LX/Z4iLz8Mun9+8l1dBB65JERNm4mk5jxON41a3C3tJD5\n5JP5GPXsQgiEfo/Q3cPcQFIVZJeGEILUzw8Rf23XvJb8LiiyKhCcje/gmlpBhbuBKk8zYVcdbjWA\nzGjjz1RrJSY/j03RzNCTO0tn9hSmmPgGUIh2YRTSeCobSHecJtXu1AnpmdE6qGz3RUqJfpoe+gqu\nYPWY4zVfiMplm2nf9QPq7ttOw5Zn6fjoR9Suf4yK1vsoxLoJt6ym/r7tdH/yFqVkP4GGZTQ9+CJ6\nNkEhOlq74/NLFAvijqLpLhcEgzLlsiCbHf8GhUKMY8f/+zjZKZcLFFUaEc5XVaeufy5kDDu79tHV\n/fHQX2LG7VbnE6FmP6Fm/613XEAwdYuBi2mWPVrHmXe6aNlcTTFdppCY/OEZvZJBCEj3FUl25fEE\nNYrpMrJyc2ZaLpjULA/h8qvYlsC8rhTALusM7v7Z6LjyWQZ2vjV6zj3v3vS9jUyKnrd/6DTo2PZo\nHZVtkTp9iNTZo05jj22NEKUbNVmHm7AAJyp76TTZK2eRZGXMcfn2S+TbL41+rkT0hvENidnbo4uC\nG5FKC3r7LNIZm54ei2xW0NVt8snhMnW1RX73n4WQJPhgZ4mjx8tc6zDRdUFbu/P/q9dMMhmbn79f\n5Ne+G6CyQuYP/zhLsSj43vfz/Np3/Pze/xPm/2fvvcPkuM4z3985FTpPzglhMINMABQIkCApkiIl\nisqyJNOSJXsdrtfefbz2tf1ca9fe6/WVd53ktddRtiwr2MqZpERJFEkxgwAJgghExuQ83TPTubuq\nzrl/1GACpmfQyKCsFw+ememu1NVVp97zfe/3foWC5tP/mmFiUtHX7zI9cwPeb1L6E4lsFrOykuCq\nVWSPzXo/ak364EFq3v52ikNDeDPLR6rLgYFFWEQJixiWCCKRKDyKOk9eZ8jpDA5FVnp6CyQVogaB\noEiBrJ7PDgUIEZPVBEXEf1/nSelpcjp1SY1zTGxCIkJIxLBFEInAmz3erE6R02kUlx6AEAhsgoRF\nBUERwRQWAj+FX9A5cjpNQefwWDmaLRDERA0SuewyaT192UVWNkEiopKQjGJi4uGR02kyaoYC5WUL\nLQJERAUACkVKJy743UgMYqJ6rlgspacueE7Av1ZCIkJYxAiIMAam37hIFynorH9+yV9TiYRK58if\nHSFycxcqX7zutWk3FFkF8LRLypkk5UwykD6CJQNErRo6K3dTG+xACMFUYZix7OkLb2wJNI4qkHNn\nSDsJHLWyxrSYiuNkZ1BucQl5nDveYt7/Xyit7yokJ8nGB8mM9yFNi+zkALn4MMHqJhCS2u5dJAdP\nkB457T/Y+45Qt3EPlas2z+3PtuG//fcYf/nxNPHJi79YV602+fDPhwmFBB/9nZklloRKOSi1dHDY\nc4fN+g0W//j3Pom9/Q6b1WtMPvvpa6Fl05cf3RUQrglS111FzZoKQjVBpBQUMw6p0SxTvUmm+1MU\nUssPjNHGMGag9MCansjh5so/RsOWBCsDrL2rFSvk33rh2iBVHUs12lpDZiK3iKiZIYNovW+3Vsy4\nZOPlaaQj9SGskFFym+fDybnkposoV5OezKMVpCbyeI7iuU+e4PZfXs87/nAHxazHk3/9Gk7BIz2R\nR7mK7HQBJ+9hWC75GYeZkRzP/tMJ9vzCOsyAQSHt8tTfHSM3XSQ5mkPNpjKLOZd0fH4GdObZcVbd\nUs87/nAHPXsnlhRYXTa0QrvL3EfKuzQfRqVmSWf5SJ8+Tv+n/xY3lVrWHeDAwSIHDvrXw+GjfrX+\nuar9bzyU41uP5M7tHoBP/HMapeDv/tH/+dd/n0IpX/cKi/sWpDOav/lEGsPwt3/u9U99LnNdi+iL\n4+N4qRS6UKA4OoouFsn39aGyWaYee4zItm2oTIaZ557z05GzKAwMIIQgc/jwJWvkTGxajU5ajLWE\nRQzJ0qp7hUeRPDMqzpjXx7gaLEkiAgTZYd+NiU1CjfKK8yQmFqvMjbQYa7EJzZEaAJcicTXKWfcw\naX1hva3EoErW0yhXUSMbCYpwiePVeHik9TQD7inGVC/qIgiPQFAtG2kzuqiW9VgEFx2zvweNh0tO\np5lQQ/S4R5YlxiY22+w7CVDat1OjOeA8zpS6tI6LIRGlw1hPg2wnIEK+2f+CbRfJMe4N0ucdJ6dX\nbp9cK5vZYu0BoKCz7C1+d3aCsjyCIsLN9j0YWGgULxV/yIxevshPIKiTLbQb66mUtZhYnK+q1yhc\nHNJ6hglvkBGvhyJXvz5Gux4T//oDjIowFfdsJ3usj8LZEbRzfeQ1NxxZXQyNo/JMFYYZz/VQG+wA\nIFWcoC919VofXkkop+Cnb7TCm23hprVCCIk0TAKV9YTr24k0rgH8y9SKVpGL+1pGKSESFXzmU1lm\npmdtWgSEwgLX1YRDgnRaz8mzhIBIRGCakMloHAdOnXT53Kcz/OZvzZMi0/R1a9msBgGxqL8drSEY\n9N8LBgXhsH/jhMOC06c9jh+fv1CDQf9ZEQwJlOfv7xyiUYFt+7/ncpDLXdunX6Q+xPYPdtN1fwfR\n+hCiRDTPKyqSQ2l+8N/3ltSfSlPw5j/cTdOW2iXvaa159KPP0/dcCTun83BOn1q9uoJoY4hgRQAh\nBFprdv/qFnb98uYl6yileOS3nmXopflBO9YU4b3/cDeBqM348QTf/vWnLkiWrbDJ2z9+B7WdleRT\nRb75H59guj+97PL9BxIMHEygPM0P//dRvKLiB396GK/oX3s/+LNDGJaBctWcFOCxjx/BcxQv/usZ\n33dWiLm0fs/eCfpemkSaEuXMr/PI/3hlTgYwcCDB0Kvz5z85luOh33sZafnr/NjC8yiMrKxZPq+n\nwpLXlk48S/8ste6Cwyi5jeuF7OHDc78XR/z7a+ZHPwIgd/w4uePHS65nVlfjZbPk+/ouab8Bwmyx\nbqNGNq24nCFMQkQJygghEWGyOIy3DAEUCKSQhEWMkIixwdxJrSxdb2GJAI2yg0q7jqPO8yTUyoWX\nHcZ6Os1tSOQKWUeBKSwqqaPCqqHCq+ak+0pZEToTm3XmNlqNzkWZTWAuwihm/0lsTKrJi+wFtq1x\ntYslPP+48X20gdkxUXE+WSsXtbKZjeYuQiI6N74uhEAQFBHajU+AAm8AACAASURBVG7qZCvH3f1M\nqpXvP4Hfke18gr788n6UVAqJ0qy4nkDSaW5llbFx7vyWyhpLYWBjUE2ACrOGaTVOUV+bYm5vOsPk\nF5+g9gN30fb7H6E4OO5bV81k/Girpy4Ybfam0sw8+cq/H+uqtBNHoxAlZro3MvTC35Z8Vz5xTZx5\nhanTi3Wz7mykNhIVfPjnwtx2e4Bf/7Vp4pOKqmrB//c/K5mY8KiokKTTij/5oxSOAx/+uTC37LZx\nipp9Lxb54udzC/Y2j5u2W9xzb4C/+NM04bDgY39cwe99NElzs+Q3fivKzIwmGhX09fpPsjfcYvGB\nB0McOeTyT5/wI60//cEwXV0mUkJdveQz/5LlheeK3HtfgDe9OYBtCdZ2Gvz5n6bZ+/y101rVdVVy\n3//YTf2G6rnXnJxLMe2glcYKmdgRC8OWSEuSGi0dKdYa0mNZMs1hzKCJFTCwwqZPfLVf6HJBCOi8\np5XOe9rnX1qwmhCCUhmxUsPjTH+KsaMJ1t7dSuPmWpq21DK4f+UIROPmGurWV2FYkon9UySHVy4Y\nOqc9BeYI6rmf/vu+JGAhzr2v3HNX2OLhS7ka5S5e5xxRPbdP77yBTHkadREVp9ccQmBWVPltUdNJ\n/+/KKuzaBoRh4mVSFOMTqPzilKMwTcxY5aKLQDtF3FTpAkIjEkUGgnjZzJJtzS9kYFVUobXCnZle\nwkiFaWLV1GFV+veDMzOFE59ctpWrDAQxwhHc1Izvc2rbBOqbMKIxtOPgTMVxZqauP6udhbAsqu69\n19eqvvDCJbVbFQi6rO1zRNXDJa5GmFLjFHQO0FjCJiwqqZw1sTexGfX6ykrzBkSITdZuqkXDXHQv\nqeM42sEWAepkC7WyGYlBkDCbzFs54DxBdoXo35QamyWGkrzOklRxkipBTqfx8LCETbVsoF62YWIh\nhUGb0c2UGmdcDax4vAYmG61dNMlVcyTK0y4pPUVSJShof8y0RYioqCQqq7CwGfF6ViQvDkUOFB/H\nFDYmFqawiYgKusztGJdBR6pFA1usPdj4LhlFnWdSDTGtJijqok/YRS31RhsBQoREhC3WbRx2niOu\nLhxwuBpolO2sMjZhCAOtFdMqTlwNk1UpPFwMTEIiSoWsISZrCBIiqROkyoi6XxEYkubf+ClCm1Yj\nLBMEhLrbCXW3X3jdBcifGWbmqVd/3KyrlkfOncFVDvb1MEPWCnEV2rEqzyMXH8aOVpOfHiuZfkwl\nNf/49xm27bDPeUIjpWDVaoO/+osUgwMef/k3VXSsMrEs2HOnze/+9gyZ9MpFK7YliEX9BaSAykqJ\nlPChD4f57iN5Hvt+gf/06xEsy1/mmaeKRKOC9RvmzfljMUEur/nzP05x620273hXkH17i7zzPUH+\n9v+kSSQ0f/rxCg4dvJomz4sRrgsuIqozA2kOfeUUAy+OkZ3Koz2NHbGobI/SvquR3HSB3FTph5v2\nNE/80X4MW2IGTcygwa2/upX1b1tV/gFpeO5vDvHSp+f7Km/+qU62PdgFwL5PHintCKBZQiyVpzn2\ncA+r72jBsCUb3raaoZfHl/dqFdB1XweGJdFKc/J7fQsI5U9wOZCWTdvP/jJucobhr36O6tvupmrn\nbRjhMAiBdj2Shw8w9vBXFpHHQFMrrR/8JYRp+tMRAdme0wx9+dMlyV9s83bq730bM6++zPh3v0Ep\n4VhkbTfN7/sw+cE+hr74L4tIaKCljfo3vY1Q+2qE5ac6tFMk29/D5A+/Q2FsqWtBxdabqbvv7Qx/\n5bOoQp6G+99NoLkNYfp6AS+TYfDzn6QwemM4WWjXJbVvH8nnn8dLXpprSEhEqZetCCFQ2uOYs49R\n1VuSeJ3TF1bLRia98nyWJQbVooGkTnDEeZ6MXqypHfLO0GysZoN5C6awCBFltbGZ19wXWU4smNQJ\n+txjZHWKhBqlQH7JskPeGWplE1us2wnga29bjLVMqMEVSWWHsYEm2TFHVKf1BKedg8zo+JIUv0DM\nanBrmLpANBigQG52AuAfblYkWcdNF1xvOVgEWG/tnCOqaT3NUWcvSb24KHeYM/R5x9lk7qJaNvrr\nmTt5ufg4Ba6tTZtA0GJ0IpForRlRvRx39pfW6noCmwBVsh4X57K0xxd9nJbpdyS8DG91dYWKAl83\nZLXo5Sh4aWwjeE33qz2P/PQY1Wu2+YVVWpOfGsXJJhHSINq0FjMYIRCrwQxGqFqzDTefJjPWU8bG\nFRNHn2X1mz5M6+53kho+hTBMwjUtJE4fID+9/I0fn1QMDnoUCpBOa+wAtLcbnD7pMj118YRECF9y\n0NRscPqUh+vCqZMeGzfNXyKlUohHjzg4DsTjimBAoBT093vcdXeAREIxPq4oFq8RQRKw7cGuOaI6\ncXyK7/3XF5juXxydyM8USQ5nGHhx7IIZJ89ReI6imPEJQD558TdeejTLwsR7boHWND2WI366/GKQ\nwZfGSfQkqeuqZNXtzUQbI6RGSkdLQ9UBOvb4LWuTIxkGbiA/19c9hE9Yraoaau++n9jmbWROvUZh\nYhxp2wRb2skP9S25aYqT44w+9GWMcIRQaweVN9+KsJbvzpY5c4K6u+8n2r2R+NNRvPR5kTYhiG3Z\ngQwESZ98bTFRbWql9QM/jwxHSB59lfxgL0hJZG030e7NWB/4CENf+BRO4jxNnWEgA0HCa7uJrt+M\nl8uQeP5JVCGPVV2LVVXjR1ZvFGg9Z2F1qQiK8KxeEPI6y4QaWpbMaRRZnSLrrax5XAghBK52OOm8\nvISontvmsNdDTFTTYWxACEGD0Uavd3TZ6KpGc8Y7VPK9hUvF1QjD3mlWG5sRQhAT1ZhYy+ovQyJK\nu9ntT7q0ZkZPcqj4zLKFSRpNnix5dX18eZuNNX5RkxA4usBrzotLiOo5ZHWSo+6L7LTuJSgiREQF\n7WYXp91XSy5/tSAxCM/JFRQjXu8KRWWaIvkLRsOvODzFyN99C2ldHk1Ujgvu5RPs1w1Z9bRL2kkQ\nNqsuSiB++dCMvPx9mrbfR9O2e/GcAqMHvj9PVlvWYdoh34YKiDV34uYzZCcGyCVGULNm5bn4CGq2\naUAuPow728s8OzlAz+Ofo37jHhq23o32XLLxIdzCyulapZd2P5qYULS2GdgBKBZ88rlcps5xNMGQ\nQEqorpbEKgRawfS0orFRcuokNDbKC1oKnR8M1hoOHXS49Tabvl6Pj/9JCteFQKCSluadgMDzCgwO\n7S1Z1HU5CFUF6L7fT1s5OZdn/+rgEqK6BK+zQGMx7XDye33Udd1EuCbI2rtbefWLJ0su2/aGBmJN\nYbTW9Dw9tGwE+Se4dFg1tUS7NjL8pU+THx5k7oKSpTtVqXyOzAm/U5Y7M03ljt0rbt+ZipPtPUN0\nwxbCa7pIHV4sFzJjlUTWdOFl0mROzjctEYZJ3ZsewIxVMvadrzFzcN4HOvnKfurf+m6qdu6hZs/d\njH3n6yVnotW7bmdq37PEn34MXZwnNkvan/4YQGt9znENU1jYIrCsS8wlbR9NUidWLLYBzaB3mhaj\nEwsbiwA1svmiSPFyiKtRVhmbEAgMYWEKC2eZz9cg2wnMFn95uJxyD5ZdQX+tITFoNlaD8L/DcW/w\nAucYcjrFkHeGTvMmhBA0ydX0cRyndGPgqwY19/ARhETpgrPrDXf8xmms8bohq6A5MfUMPcmXKHrX\n9sYppqfof/ars00B9NzArtwiIy89uux66ZEzpEfOzP5+mvSsNOacR+s55OJDC7bPIhbauc7gnnsD\nNDdLPvizYfbtLXLqpIuzIFrpOr7O8PCrDuNjiv/1p5UkZxQnT7h8+Ys57nyjza17bDpWmfz8L4Z5\n/LECZ8+4VFZK/uvvxzAtyGY0SsM3vprjV34twm232zQ3G/T0uJgmvO2dQe64M0BdveRDHw7xyEN5\nXHe+OENr33BcSGhrN1i/waSySrLnDpt/+kSGQq6WVR13I6VBoTDD8MhLV5ys1nVVEW30b/rxYwlG\nXn19tVosF6d/OMCOD68nVB1g/VtX8dq3zuLkFpMHYQi63tKBkAI373HyB1e2haFZX4NRXUWxp/+K\nVoeadTVYrU04oxO4YxNXbLtXDUIyte9Z8sPnRT2ulJ5TKZJHDhDdsJmKLTtIHT24aNuRzm6MaIzU\nkVcWRTvt+gbCqzopTIySPHpwERnVnkvy1Zeo3LGL8NpuZDCEyi2OigmgODNN4rknFxFV4MeOqAJk\ndYoiOYJE5tLDp9wDpEtEQS8JGqbVxAUDLTmdJquTVArfh7lK1jHolZ6MXgwcXTivKKq0w4lAUCub\n54qpkjrOjLpx78OQiBIRlQgEGsWEGixrvQk1xBo2Y2ASFBFispqEugKtm8uEh0tKJ4joChCwxtxC\nQeeJq5FrmuZ/PeF1RFYh76XIX4FZ5iXjant9ltj+5ITi6aeKPPOU/8CYmVZMTys+9j/8giqAv/6r\nNFNTikIB/uyPUzQ3+9HVsTGF1nD6tMvYmOLb38yjNUwlFKmU5v/57RkaGiSTk4pQSJDNaF7a79DX\nlyQcFiTiCtsWeJ5PhE8c8x9SSkE+r/nal3MUZ3uGnz3j8n/+Ik1rq8GWrRa/+9szFIvwvg+EeNO9\nAX7waOCKNHNYCTWdlUjTT12NHo4vKgz6cUJyOE3fcyNseMdq6rqraNxSy+D+xSn+iuYIrTfXA74c\nYvLEFZwhmwa1H3k/gc7VTPzTv5F7dfk2xBeL0LZNVP/0O5l55IfMPPzYpW1EiCvS3q8caNch11+G\n5OcykOs9gzOVINS+Gqu6Fic+Sx4Mg9jm7aA1ySOvLNHGilk7jsqbdi5JaZuRGGgwwhGMEmQVoDAy\nWPL1H0cUyDHknWGtsQUhJHWyhUq7lnFvkBHvLEmdKKuQaiUs9FldDgqPjE5SSR1CiFn7LFl2NlEi\nkZgYGEhh+JXpSCKioqx6dt9fNgb4kcqpMgj29UREVMwVZnm4ZU8u8jpNkTwhoggEFaKGBNeOrAIM\nuKeos1swtU2QCDdZdzKtxhnyzpBQo9fEnur1hOtPVs8RmHMDrRCzmbTXWX72KmFmRjMzs3SQHBqc\nn32NjswPJq4LAwOLZ2bDQwpKDDippCaV9JedmZ4/3xPjC5f1X+85u3S2F4/PL1cowMiIoqlZEosJ\ntt9sIyRs3mry2X/JYhg2l2pJUi4idfN65uUq/H8coBUce6SHrrd0+IVWb1/F0Mtji+Y6q+9oJlgV\nAA0nf9C/pIL/8g4AVC6PKhTQ+RtLWiACNjUffA/pZ/dRON171fenlUIVru5DxctmSJ84SvVtdxFd\nv5mp538EgF1bT7BtFcX4xBLCbEYrEEIQaGql4YH3Lrtt7cFc5eb5+/13QlTPodd9DQubVmMdEgNb\nBGk1Omk2VpPW04x5/YyrAbI6zaU8nxxd3r0yV3yEXzzkR0GXJ4xBwtQYzdTIBiKiElsEMTDnIqgC\nsWI0dSFM4Vfon8NKbgQ3AoIL0ucubtnn2JtdNiSiIHx/1GuNaT3OMWc/3dbNBAhhCIMa2USNbCSn\nM0yqYUa9XpI6cX2jrYYsq12qURnBqq9Ea3AnZvCSK0sZLxZXhqyW3Stx6Q0e7uhEK4/cgD/YhtpW\nI6Qk23fmihzaT3BtMTqi+OOPpdi81UJ5mr/8eJreHo+W5sBV37dhzzs2XFFydgNi9HCcieNTNN1U\ny6o9zcSaInPuAYYtWXefby+SncrT+0x5Fctlw/OIf+5ryHAId/LyCluuNMyGOsI3byV7oWjvZYxZ\n1wOpowep2nkbsY03Mb3/ObTjEF2/xS+sOv5sSVsrrTWZ08eZeuGp5TesFW7yxtGlLYJpIAM2MhpG\nRkLISBgZDCBsC2EYvk7RU+B6qELRn0BlcqhsDpXNo4vOUhPZFeDhcsJ9mUk1zCpjI1WyHomBIUwq\nRC0VopbVbGLcG6DfO1GWcf88dNkRSk/PByfORUdLwcSiw9hAm7mupMm+nv137rfyIqvGou5SV1K3\nezVwrigOQGmv7O5ferZZAvjSB1MsX+R4NTGqekkWE6wyNtBodPiTk1lf3nbRTavRybSaoN87zqQa\nuaYdrADMugoafuEBMgdOkd53HC+1dAIrLIOqt+6i+oHdGNW+l7s7lWbmhy8z9Z296MKVkftdNlm1\nWhup+ukHEMvMzhfCGR5j6suPzmmuZCCIVV2L9lycmQQgCDa14aRu0MHzJygLvb0evb2LHxLGNXBx\nWEhQz3WI+nGFm/c4/t1emrbWzhVaHfyCr22rXVc154gw8OLYhaPMUvh66YVtjC4AlcmiMhcReRPA\nOfs3pS6OBBqzxUplrBfoXIWwV37w2GvbqXrPfWUR1tyhE6Qee678Y71KKIyNkB8ZJNjcTqCxhcLY\nCNENW1DFAqnXllaEu6nZdKjWZHtOX30J05WAZWLV12CvbSfQ2Y7V2ohZU4UMBf3vVMpZ1/US35v2\nawm056ELDiqbx5tO4o7HKQ6O4gyO4oxM4iVTK1YmazSTapiEGqNK1tNirKFWtmATRAi/5WirsY56\no40e9ygD3smyCUS5xvKLM1CaUlFcE4tN1q00LrCXKpBjWo0zM+u16lLA0x4Kj7CIsdW64yKO4fWB\n823/y8f5y16pSenFn9+sTnLM3U+/d5wmYzWNsoOwqJgthjOpkU1UyQbGVB+nnFeuabFbeOtaors2\nEt25HpUtkHrh6OIFBFS97VbqP3Svb203C7uxmrqfuQcZDjD5hSeuiIb/sp/oMhIitLlr0YEuBxEM\nLBpo7LpGol0bkXaQyJpuANxsmuSRA8tt4id4ncI0rz5ZzYzPk6fKtqUtTH/ccPapIXb+wkZiTRG6\n71/FkW+ewc15dN7ThhUyUa7vraoXGO6LQIDKd96HOx4n8+IBIru2E9q2GaMihs7nyZ/uJf3Mi3hT\nS7VfkVtvJti9du5vrTTJx57CHVuhkE1KghvWEdm9A6uxDoTAjU+j8/Op8+LgCKknziOEWmO1NhG9\nczd2RyvCMHDjCTL7DpI7fGxRWsqoriTQuRq7rYnwjq2+ndPdtxHeumFuGZXLM/3wY+h8AaMiQnBL\nV1kTbDd+Y0ycteuQOnKQUMdaohu2gFYE6pvIDfRQnFiqtcsPD6DyeYLNbVhV1ThTpa18rjsEGDVV\nhHduIfyGLdhtTYiQn4W5KI377LLCMMC2MWIRrMZadPdqIgBKoTI53LE4+dN9ZJ5+CWdk+YYaCo+E\nGiWhRgkSpt5oo9lYQ4WoRSCwRZBucwcCQZ93bNntLPygsszH7cIon7dMtLDN6JojqkorhrzT9LhH\nyC/jF1qOBAD8z72QfC+UBNyIWFjBb4jFUeGVIBCYs9+H1hpHX5no33xXrouFJqOTnHEP0ccxqmQD\nLcZaamUzJhaGMGiWa7CsAIecZ/GWtbm6ghAQ3rIGBHipLLlTS4vX7PYGat59OxgS7bjkTgzgZfOE\nNnRgxMJUvXUX6f0nyJ+4fNut6xp+yg/1Mfn0DxCmOV9Ne4Ok3X6CKwvTvPoygMnTMyhHYdgGzTfV\nYoXMJVXyNwIWXeGXEejITOQ4+6Mhbnqwi7ruKho21DB5coo1b2xBCMF0X5Lhg4uJpLBMIju3odIZ\nAutWEd62GXcygS46WM2NBNZ3EtrUzfjffwaVXNyWVYaCmA11sz9rEYZB5sUDK5LV2F23UvXeB/DS\nGQonfGlPoHstZl0NOpen2D9EcWSp/6vV0kjD7beAIfHi0wjLJLxtM6GbNjH9je8uIrehrRupuO9O\nkAIjFp1b36yd72CmUhmEYbyulfDpU69Rm3kLkc71oH0LqdSRg+gSqe5ifIL0iSNUbNtJ3b1vZ+L7\n31rUJUsYJmZlFWh93YisUV1B7N7biOy5GaO64qoUYM5t0zAwKqIYFVHsNW3kj55ekawuRJ4sA95J\nhr2z1Ms21pnb/MIcIVllbmTM6yfPhfV5AREqa38LdZgO+SXyAQOTZmONH1FFM6XGOOkeWLEArFwS\n52gHRxexhD9eR2aLrW5U5HUGZk3HDExsESyrFamJNfcZwXdhWBnlXZuWCJQ9MVgOLg6Taoi4GiYm\naug0b6JO+mN6nWymQbYzos5e1j7KgbBMAu0NCCEo9I3hTi31eK56yy0YFWHQmvg3nyXxzWfQrkd4\nyxpafudBZDhAxR1bXv9kFaAwNowwDIRpzc2OteuUDBubwkahULp8AiIQRK1aqgItBI3IrF9rnKnC\nCI66Mb3jfhxhGFefrMZPTTMzmKZ6TQW1XVWsur2Z0z+8xkbKZWBhv3s7fBm3oIbj3+1l47vWYIVM\n1t7TCkBVRwytNWeeHKCYLj0Dt9qakdEIk//8BfInz6I9D7O2mrr/8CD22g4iO7ctiXamnnye1NN7\nEaZJ/a9+hOD6zhUPz6iupOKtd6OyOSb+9tM4wz4ptZobaPiNXwalmPyXL+FNL62SDu/YQmbfQaa/\n/X28ZAphGER2baf6wXdTcd+dZPa/ikr5D5j08/vJ7HsFhKD2Z99L+JbtTH/tO4t1q5pLasN5JSFs\nm4otN2NEohjBIHZdI0iJXddIw/3vQeVzeIU8hZFBsj2nlqzvzkyTPXuS6MatGJEobipJ5vTx0jtT\nisknHsWqriW26SaCLW3kB/vw8jlkIIhdXYtd10D86ceY2vv0Vf7k50EKQts3Uf3++zGb66+6S8j5\n8GZSFPsvXsft4TKqeik4WXbY92BiESBEpawlry5MVqOi8oLLGJhERAUwqzlWySUyA1sE5wuCNIyr\ngQs6FYREtKyIn4dDVqcIE0MIQZVsQGLcsHZKGT2DQxEbv6gsJqrL0hKHRQxrtuOVRpFSS5tcLIxo\nl1ugFp210boS8L154xxxnmeHffesnZmgzmi+JmRVBuw5IprvGV1SZGXWVhDdvQEBFAYmfH1q0b8O\ns0d6yB4+S+zWTQS72/1OWJdpcXjdyaoRjlD/prcjA8G5kNPUS8+S61/6ZXRV7aHCbmA4c5zx3FkK\n3sqzIUsG6araQ3Nk/aJ0hkaTdac5M/0io9mTZYuyXy8wpE1r6+7ZCvwbAxWx1qv+UCqkHI5+6yy3\n/8Z2DEtyx29uIzddYPjAxKJU+BwEBCtsihkX5V47TV9qJHMuGEDbzkaOfP0MnnNp+588Mc3Iq5N0\n3NpE+y2NoPwCq2LG5fTjK3gOCkHyh8+QOzxPdtyxSVI/ep7aNR0E1q1empoH8BRaOegyNEhWUwNG\nRYzsK0dwFkRPndFxCmd6Ce/YitVYX5Ksuolppr/xKN6M/552PTJ7XyF6+y7sjhbM+hqKs2QV10PP\n6hD17ICqis5VdSrQGtxUEum6Jdskl4IRCFK16w6M0IIK5qQvt4hu2DL3Wuq1V0uSVbQmeehlQh1r\nQEjSxw7hppe3Q3KT0wx/5TNU776T2KZtRNdvBsMAz8PL5cj2nS1pu6WLBZzkDF6Joq3LhmFQcf8d\nVL7rTYiAfc2JKkCxZxCVuvRK5RkdJ6fTxIQfuV8YoVsO54ifibVCpyKf7IQXRDOn1NLor5z9dw4X\njiQK6oyWCx4j+M/GuBqZ81qtEDVUyfpr6kF6McjrLDMqTp30P1+D0b5sm9yFaDDa585hTqdJ66Vk\n1aEwW5gm/ImJCK14rgWS2tkI6JWEQ4GEGqNS+HZmvkOEuOq8RZgGImChAXdy6QQgcnMXZlUMDcw8\n+QoqvWC8UJr86WGiuzdiVkWRIRvv9U5Wg83tFMaGmT64j3NsVZcQwNsyREN4LUEjRlWgmcpMI0fi\nP4RlvjBDWGyuuZfG8LolF49AEDGr2Vx7H4a0GEwfudIf67rCMGw62u/Etn/8dZvn4+i3ztK+u4lV\ne5qINUd4+8fv4OyPhujfO0J6LIdWmkDMorI9RtPWWmrWVvDd33mOmcGlEx8zaCBNiRkwMGwDMyAJ\nVc1PAGItEao6YrhFD6/g4RUVnqvwLuBEMHY0QTaRJ1IXYvUdzez5L9s48WgfhWQRaQqssEWoymb0\ncJxCamVtkucojj/SS/uuRirbo9hRX+82emiSRM/yREYXiuRfW2o27sanQHnIUOiy/UqFZfotG4vO\n4ttU48+yhVi2GKp4tn+OqM6t5rq40zPYq9uQoWvbdvl86GKBwc9/EoQo27rKTacY+MzfcqGUYqm0\n/jlkzpyg9xN/4S/nOhf8frxMmsknHiXx/I98OyvL7z7lZdJ4uVzJwqvkoQOkjh1e1Lr1ikAKKt56\np1/cZhrXhahqrckdPbXkvF3Mw9/EXhT8KJZplxQRFTTIdoaXiYoJJO3meiR+/UeBHFNqqUTG0y4e\n7py/6IVsl2pkI3Wy/GDBuBpgFRsJ6BASgy5zB68Wny5L6nCtodEMeaeplU1IYVAnW6iVLUyqoWXX\niYmaeRmF1ox4vSVbz+Z0Bg8HSQCJQb1sI+Ut32a4RjZSLRvKPPJz30U515yYk4ZoredI9LWEPi+Y\nI0yD2G2bfT1rMkN639IMzznrKhmw/GfBZeK6k1U3NUOgqRVpWnODoxbeku+wwm4gYETmeukm8gOs\n9EW3R7fSGO6cu0H1+YOT8DUu3VV7mCmOkSreuF06foLyUUw7PP6xfdz9u29gzZ0tBGIWG9+5mo3v\nWI3yZju4SBDSvy6KGWeucdhCBGIWb//4HVS0RjAsA2lJDNsnrv5G4M7f2o5XUHiOwnN8sjp2JM4P\n/uDFRan+85EcyXDwCye59Ve3IC3J9g91s/X96/CKHkIKDEviuYqv/9LjTJRh5t/3wigzg2mqOmJY\nIROt4MT3+lY8BpUvoNIlijG0nov6IrisIllnfBKVy2N3tCKjEVR6dvCKRrA7WlH5PM54ab2km1jm\noTAX0b3+Vc0X7a+qNSp/mZ6sWpe0qboQVD5Hscz1tOdeeaIKhN+whcp3vem6EVUAnS9QONm75PUO\nYwO2CDLhDZLW07i4lLr4A4ToNLcRnLWKKpInpcuzbxMIuqztuI6vSVyoRTUw6TA20CRXLSBRPSUL\npooUyOoUtgiCgGZjDWNe35JlBZI62cwG6xZMLLTWZZ33a+RtFwAAIABJREFUnE7T7x5nnbkdKSQV\n1LDdvosz7iGm1NiSyLBEYhOkQtZiiwCD3umyzsfC87LS3xfCpBpmXA3SKDuQGGy0dnHc2U9cDS86\nxwJBpahjo7ULmyBaa9J6etnjLegMSTVFjWxECEGHuZ6UTjCphs+TCEhqZBMbzVswMMs6zxWihg5z\nPePeADNqkiL5kgTUwKTRWEWDbJu7LuLXKMqtHBedL0Is7MsBFiCwpolQly87yx7uwZm4+oWo152s\nIg2inesJta32IwXA1P6lMoCqQPOcZqSo8iTyy8+cQkYFqyp2IGZZiNKKiVwPo5mTfi/gcDd1odVI\nIbFkiFWx7StGaX+C1xcy4zm+//svsO5N7Wx61xpqu6qwIybSmL0ePI2bc0mNZ+l/foRsYmlkREhB\nuC5EsHJBik/7llGLF/TT7oYtIQKh2uCFh1oNBz9/gkKqyE0/3UVlWxTDNjAsiVIar+iRHsuV7RWb\nny5w6rEBbvmlTQghSI1nGNh7gQFNK/RVtjNyx+Nk9h4gdtdt1P1fHyJ38Chaa8Lbt2A11ZN8/Fnc\nidJktVR25SdYGRX1AXIpByd/49lUGXXVVL3/rb5H6nUiqgDOyATuxFJyGRQROoz1dBjryessaT1N\nTqco6gIahSlswiJGlawnyHzQZNA7VUZxjh8NTeoEVaKerdbtTKtJZvQkji5giwDVsokKUYMUEq01\nSZ2gzy3tMqDwGPbOUiFqkUISE9XssO9h1OslM9slKySi1MomqmUjEoMJNUhMVhOivGzbgHeSiKyk\nRa4FATGq2WbdSVanyegZijo/609qExIRgiKKjc2kGlmW/IVElDrZMhuZtjCxMIWFTXCBU4JgnbmN\nnF6Hpx1cHNzZnyk9VTLSrPA46RwgZEeoELUECXOTdQczs+e4qAuYwpqVNDTMebMWyXHc2U9xGSso\nhWLAO0GVrENiYBFgq3UHCTVGUsXxcLFFkEpRS+XsMnE1QlRWEmTlaLchTJrkaprkaorkyagkGT1D\nQedmo+YGQRGhQtYSE1UI/OtiWk8w7l2bOgydL+JMJrEaqgl1t803B5CSyjfvRARtcD2ST70KJWR2\nRswvKNSuNyfPuhxcd7JaGBti4IufRFo+KVBOoWTv6ahVOzfIpZ04BW/5lERLdCNBw78ptdaMZE7w\nWuIJvFl7irHsGbbU3kdTuNuvsAuuImCEV9wm+AUSZl0tMhxCpTM4E5PzptNC+K/n8pj1tRjRKO7U\nNN6CCJGMRbHq61CFIu7Y+KLPKcMhzLpahGXhTc/4kaUr5IygrwExuRCEkHOTh2sBN+dx/Du9nPpB\nP5H6ENHG8FyK3Mm6ZCdzZCZzFDOlI0iFVJFv/+cfIYyLe7B6RVWW/tRzFEe+foaT3++nsjVCuDaE\nNAVOziUbz5OdzJNPlW/IPXli2s/oSk3fsyNk4jdAqz6lmH7oB5i11YQ2d2M11YPSuIkpEl96iMwL\nL18R/72fAKQp+Knf38D+bw1z9MkbLEskBBX334HZUHPxRFXP2to7Ljqbx8tkUdk8OI6vQ5fC19bZ\nFjIYRIYCvhbWMkHKRfvTWpM/0ePLUs7fzWwEzhB+gVNYl66CPxfd8rTLgHeKXrf8VsNn3EO0G900\nyDZqZCM1NJbcdkpPcdR5YcV2myPeWSpFHc3GGqSQRKlinbm9xOfSjKgeTjgvs8HaSVCW16nJw+W4\n8xJFM0+b0YWJhRQGUVFJlMq5KODCKKifvVz+mVUpatlg3rLkM5//d5Wop4r6JdnQUdVbkqwC5Mlw\nyHmWjeYuamUThjCplo1UL3OO03qG4+5+pvTKjhATapBe7zVWG5uQGJjCol62Ui9blywbVyO85uxl\nk7WboHGh8+yfKykMgoQJGmFqdOOSpeYzw4opPcFrzl7cEpKFqwHtemSP9BDa2EF461qq3rKT7KGz\nRLavo+J2X2OfOz1M9rXekuvbLb7GVuUKJe+5i8V1J6sISdXNtxFqX4NAkB8ZIPHiU4uJHAZBc558\nJosTyxoxWzJES2TD3LIFL8OZmRfniCqApx16kgeoD63BFDa2ESZm1a1MVqWk+j1vx2xsQGVzWI31\n5I68xvTD3wOtMWJRan/+QxROnSHQuQaEwBkZZeobD4PWBLo6qX7nA3iptN/5Z2qaxFe/ic7lkeEw\ntR/5GYSUaM/Famxg5ns/JLP/8v1mtdZMxk/Q1/fkdYsbC2DtmrdQU7Pumu/bcxTJ4cxcd6dyodW1\nadlaTDuzqf5LT6MICWvvbkVInyyf/H7fDZMkCG3qJtC1hsRXHyG7/1U/jV0srmjMfln4d2p9p1zN\nQ392gvTUNfBfvEiYTXVEbt1+UURVa43OFymc6iX36nEKZwfwEjOofMGPui+c5Ejhe+aaBsK2MSIh\njOoKzMY67LYmrLZGzIZaZChI/miJwjX8SKKHR61sJiyis+1KF3pm+h2oirrAjJpg0DvNlBorWzso\n8P1QjzjP02p00mqsIyxic/pUhaKgcoyrfvrcYxc0fvfwOO7uJ6UTS7bld2dyyegkQ94pRrxeFB4T\n3hAxUY2LgyojeOHhcMo9yLg3QKvRSbVsJCB8Heu586JQKDyKOseMjjPkLd950sUho8/zb76I2zWv\nVx6PczrNq87TNBmraTU6iYjKubazGo3CI6fSjHl9DHlnyjLX12jOuodJqSk6jPXEZDUG1uzn96+J\nnE4z7PUw6J3CpUhCjREUkdkzUzoYklQJjrn7aZDtRGUVFvai88rs1h3tkNYzjHq9jHq9KxbnLYEU\nyzTQoOwgQfKZQ1TedzNmdYyGX3gAVXSQAWu2FsFl6tvPovNLj0kELAJrmn2N7WQSdQW6WF13shpq\naUfaAUYf+hIAVW/YQ6htDdne+UFFCIkp59OxWWd5kXNtsJ2wWTmv+8meIOsuJQIZJ0HOTRKz6+bs\nrSbzfcsfqFJMf/cH6II/WAa7Oqn5mfeTfOJpX4snBFZTI4WzvUx88rNoz0VIA7RGBAJUveOtJH/0\nDNmDh5HBAPW/8h+I7NhG+vkXUbkc8S98BZXNgdbE7rqDyO6dZF4+eEUiT7lcnGRqhcrwa4B8Ybps\nzdRPcHGINUdov9XXVU2enGLs2I3TAjW8YwtCSop9Q6h8YZ5MSlEydXS5OKcJNWuqrvi2z0FI6Lq1\nhm1vaURIOPL4BMeemUQr/3VpCk48FwcN7ZsrqGkLcuixcZq7o8RqAzSsDtO+tYLB11Ls/doQxaxP\n3CsaAtz6/lbqOsKMnUmz9+tDZBL+IL96eyWeq2nsjNB9Ww3JiSKPfeIshYxHbXuILfc2IAQceWKC\nyb75h7o0BVvuqWfjXXW4RcUr3x3l7MvToGHTXXVkkw4b31hHdUuI/kMzvPj1oTkZQUW9zc53t9Dc\nFcUpKA49NsbxZ3zZRl1HiN3vb6WyIcDAkST7vjlMIVN6AhLZvQ0ZXdoOdDlopcgfOcX0tx+n2Dt0\n4ZapnvbTjI6LzhVQMymc4XE4OpuONg2MaASzoYZiX2nLqpxOc8Z9lR6OYBEgIIKYwp4rYvIJWZ68\nzs4W41zstSswhIGnXfq9Ewx5ZwmLKAERQiAoal+Hes7kPlxts+62OqJ1AZLjeY4/MYZbXPws8PC3\nNeydJTS3LYmwFWvvreD4C/0kE/PXwqjqY7w4MPd5yoNmRk8y405iYhMUYWzh20TVtIdo31nJSw+f\nJlvM0nxThE1vqAbWcmbvJCPHFhdITqoREsVHL/K8+Xxr471NFMZzsLRZ2yJ4uAx5pxnxegiKCEER\nxsCkYX2Y9tuiKDK4r4xTeKV83bdGM64GmNTDrF7fSPeONmzTpv9QgjOHRma7hc2TsT7vGP3eCcA/\nz+Eqi23vaMW0JdMjeY58bxhP+8c57J3BxCYggliz5/UcuXZ0gYLOUSB38W1WhaDqvW8h0LVqyVvF\nvmGmvvydssZfZzjO5L8+RsMvPoCMhjBCAX8i6bhMPfIC6QOlJ392ax12Sy0A+ZMDS2yvLgXXnawK\ny8bLpFFF/yZ10ymkvdhySSCQYr5DVlGVTo8IBM2R9ZwrvvB0keF0aR9CT7vzZFWIucjtStCFImZD\nA2ZVJUZNtZ9+MhecQtcle/AwuuiH6c/pNMzaGsy6GmQkTHjHTf57jktg9SrSz7/op7pcF7u9FSMW\nxYhGkOd1+7ocOM71r+J03evrcXlpEASsGFKaFJ00nvK/VynMOa9fKUw0vsxCIOcr6IVACH99pT2K\nxfSiAUcIScCKIYSkUEwt8g4WwgA0AknAjqG1ouCkSks5BGx85xrCNUGU0hx7uBc3d+WjliIUxKyt\nRgZsRCiIEYuBEAQ6V4GU6EIRlcv5GtQFg2DhbB/hm7dQ/59+Di8+7X8GDTqfp9A7SPq5/Xjx5Sef\nF4vCqV5id91G7J7b8ZJp3Im4r5M0TfInzlxUr/jl0LW7hjf/6lp+9Gl/cvvmX1uLUprjz8RJJ4o8\n+LFNpBNF0vEi7/5oN0/8cy9awaqbqrjvV1bzxKd62f/NYe7+xdUEwgaPfaIHO2zw/v93AwNHk+z9\n6iDb7m/kPR9dz5d+7yieo+neU8uGO2t57clJXn54lFDMxHP881zIuCQGc9z/n9cy2ZddRFZ3PNDE\nG97ZxFOf7SdcafKej67nq39wjIGjSW5+RzONnRGe/Jdezr40zQP/pZNCxmP/t4YJxkw++L+2kBjO\n8fIjIwSj5hwZjdbafOAPN3Hk8XGOPxPn1ve3Ut0S4uGPn1xiLiCCNuGbN5V9brVSpJ/ax9RXHkXn\nrtCY4Xp408mSFmnnQ+FRIEtBZ69oduL8kdyb1WCmSlgmGZbk3X+wlXClRf+rU4QrLU48tXy62j1v\nW9GIzc5f7GRkeGwRWWU2unipcCmS1sW581K9qp5NH2nm6UdTuEWPQtammPXY85E1OHlvCVm91P0L\nAdve1cTAoWn6D5U3EVd4ZHWS7KyG18uECafq2PXgKmRQ0f/KxY85Dd1h3vOX6+nZHyc7ncRrniH1\naml/Vr3gcypXk5tx2HB3I1132Bx9bATt6rllHQo4ugDnR50vAzIcJLxrq9818HwoPcstyrvAk88c\npjiSoOKOrZgNVXgzGdL7jpE5dHZZEhreuAovnUNPpUo6BVwKrjtZzQ/3E9uwlaa3f8DXqGjNxJPf\nXbrgXHpveV1M2KyiOtAyF1WdKoyQdpbrzqJx1MJWbSt7kspohNoPvh+EoDgwNNunevEQpJWaI6qL\n1g0GEIaJ3do6V0TmjI372wGs1mZqPvBe3HgCZ2wcGQlzJaudHefqp7MvBM+7ATSUFwEpLTrb7qE6\ntgqlXLRWnBp4jHR2jE1r303P0FPkCtNsXfcBZjID9A4/S1PdTVhmkGw+QVPtVoSQ2GYYy4owOX2S\nM4NPoLXCNIJ0tb+ZaLgBrTWuV+BE36PkCv5A3N54C1KYREJ1hIO1SGny2tmHSGVHFh2jMASr72hm\n24NdAMRPT3Pqsf4Lf7hz0fpSt5HWvofqebPu8PbN1PzMu30doBT+9Q9UvestvnZQK7ypGUb//B/m\nPCxlNIIRi/oRVddDhkP+TqVENtYR3NRNePtmxv/203iJ6bn9o9Ty6XylZwfI0u/nDh8j/ew+Ire+\ngbpffHDucziTcUb/5O/Ql0nkhYDd72vl6JMT9B+aAQGn9yXY8UATx5+JM3IyzdOf6+cd/3cXmeki\nJ56Pc+yZ+Q5fk/059n51CM/1Hxjv+O0unvpsPx1bKqioD/DyQyM4ecVL3x7h5/73VqqagsQH/ChQ\narLIE5/qnXO1OId0wuHIE+PsebBt0euGJdj9vhb2fm2I4eMpf2Lzxnq23FvPwNEkQsDxZyY58Ihf\njNextYK2zTH2fwvW7KgiGDV56M9OLomYrt9Tg1dUHHpsHOVqXnpohPf+t/U8/k89ZKYXp/us5gbM\nxrqyMipaawrHe5j66veuHFF9HSJcZdGyqYIv//YrDB5eXh50rgTg/AlCOlHkM/9xH9mpZbSNwi8g\n9e/bi39fGKKkb/X46TSTPRk2v7lp2WO+EhCGn5UpNUT452Tp8SX6syQG+um8tQR5W7J+SUc32rZU\nkZrM89DHjlyUL3Y+7XLw4SHssMmWt1zdc3MOVksDZs2Fm1CUBa3Jnxokf2qwbDvDmSdeIfnMIbTS\nqMyVefZfd7KqCnnGH3sIq9oPGTtT8TlCN7cMCndOcyqwZGkT5sbwOix5zn9RM5o5eYHw+QL7iQuM\npcH1XRjV1Yz99SfQ+TxWSxPR3TtXXmkWXiqNyuVJPvEU7vjS4ofo7p248QTxz38FlCJyy83YbUsF\n3JeKG4Gsuu7lX7CmLdj1nhb2fXsEt1DeYLHS4LMSmmq3UBlp5dVTX8ZxczTX3kR3x/0cPPkFtFZE\nQvV42iVgR6mkDSEkVdE2EskeDMOmvqqbI2e+QXzmDLFIE1vXvZ/hiVfI5uO0NezENIMcPPlFlHLp\nbHsTa9vu5uiZbwIaywzTVLuF13oeIpkexpAWjpcnVB3g5p/bgJv3EBJqO6to29WIHfHbyr74D0fI\nz6wsvlfZHBP/+G/+77mlqbDi8Bjjf/lJP52+YMDPHT3B+F9/ipUmUdpzfSkLICyL2o+8z9erfuFb\n5I+fntehC4EMBal6x5uJ3L6T8LbNpJ70GxBkXz5MsW8Id6rEQ1prph9+jNSTzy3bKlMXHRJfeoj0\ncy9htzUjLAuVzeKMjl+RJgGGJaluDdKwNsLGN/oPPisgGTyWQkj/Ojv02DhveGczLetjfON/nlh0\n7aXiRZ+oAsmJAnbIwApKalpD1LSGePCPNp87RWSmHQxrvigxMZRbQlRXgh0yqGwM8saPdLD7ff54\nEggZfuR19pmTGJq/BtyCwjD9/dW0BkkM5eYkCgtR2x6muTvKh/7EL7KQUpCKFzGspddGYF3Hsl66\n50MXHaYffhydfX1NbK8UAlGTHe9spaErRrjSZvcHV7H1gWaGjs5w6Du+fGHjmxrJpxxi9UG2PtCC\nYQpe+LdeTj3nP1d2vLuNpu4YWsPeL/QyPbz4Hm/dUsmuB1dR0RBksjfDC//WQ2Igi5Bwy0+vYvx0\nik33NlG/NkpyPM9znz3L+On03PHd9uHVrNpRw/RIjvHTqfJicwLe8N52ZkZznH5+fuLWvKGCztvq\neOHfessif6FKi7f85nqaN1aSSRR54fM9DB3xo5HSEGy6r4mtb23GChr07I+z78v9FJYpoF2IujUR\n1u6qJTvjcNMDLSDgwDcHOfGjMbT2j3P9XQ103lpHZVOI+39rA0pp9n+ln3hfhq0PNOPkFcefnO3Q\nFzTY85HVHP7eCImB6/PsDXSvAfMq0LsyawJUrkAZkuCLwnUjq0YkSu3t9yIM00+lK+VnT6Vk+uXn\nyY/M2zMo7c12q6oHfGeA82HJ4FxhFUDOS62sQcVvHDC/j5VvFl0sIizr/2fvvaPrOs8z39/up+Mc\nVAIEQQDsVSJFURYlUs1qtiwrkeI6cWJ77CSeTHLvXXclM8n0yXjuZDKZG69M4rlxi0tcZMvqsnoX\nKfZOggRAkOjlAKe3Xb77xwYOABIkDkAAhGQ+a9kCz9n97O/9nu8tz4saKUOYfoI7dyCpyhX3GYM1\nPEy+tY3wg/eSeO1NRMFErSzH7B/AGhrGyRdQq6tQykLIPh/+7TeVdNxSIISDZV37trJzQVYVTWbT\nvVUcfL6PUrMKNt5dRaw3R+eJ5PQbFyFRFV7DwMhp8gU3jDQwcorltTvweSpJZfrwe6twhE081Y3P\nU46uBfAYEdLZvfh91WTyw0QT7TjCIpUdxLZNNNWHJMWojKxhON6G3+OSnXwhQWV4FaqiY9nujSXS\nvYwkzgOimH6g+71semwl2kUtWgtpi/e/eYxzb5fQQtJxKJy/fP6yyOXJt186bpxEinxieomeMaij\nntPciRYyB49e4qm1szkyR0/iv20bygQPgB1PXNIMYCKs/kGsqQuCJxzcptDRSaFj7iVeHFuQS9ns\n/mkXh3/VP+nzMRPStDWMN6SSHCqw6Z4q3v/F+O/i8StFUqt7FRxbYJuCbNKivz3Nd//oyPjELZic\npzjDsLRtCXIpixe+0Ub7gfFwpWONe8wuZ/ZyKQtvSHW9aNbkE2cTFucOxfjJn58sVmwLwZQLSL1p\nWUnXKoSg0N5JvrWEyMCHFMIRpIYLyOdS2KbDYHuKRH+O2IQFRdPNFdRvDtN9PMb+xy9gBFQSA+O2\nta/F9Zjf+8drOPFy7ySyWtUc4Df+02YO/rKLQ091seHeWn7zP2/mh3+0HzNrs/mBWvwVjez5UQen\nXutj26MNPPSvN/D9r+3DKjjs/GIzK26t4vW/P4MRUNn15ZXIcgkRQAGqIbPryyvo2D/svtMSbHts\nGSBhl9g9cNMDdez5UQdv/kMrmx+s4+F/u4nvfHkP+ZTFpgfruO0LTbz5D63kMxY7v7gCf7nBi399\nalpHRaTOx71/vJYTL/ey+0cd1KwM8PF/tZ7UUJ6uYzFs02GkO0usN4svotN7Ko7jiCIRXnlrFbmk\nWSSrqiGz5ZP1nD80cm3IqizjWdv0oasPuWZk1clliR3YjRYux79iLYlj+xFCEFx3wxSC1K4CQKWn\nEUmSqPA0oMkezAm5q3X+tfi1SDEFoD999orV/RIyhjKh7aFzZfaTa2kle+IU5Z9+FCebI3PoCHYq\nXZRkEKZJ9uRpnKn6j9sOI08+S+ieO4g89kmQZOxYjNizLwKQencP4U9+nMovfBY7mST5zh702ppZ\nVzYLBJaVQ5JkHMfCNLNX1Z5NQp55gvdFsO25CetJEqzbWUl1k4+uk0lOvjWEENC4OcSqj5STjBY4\n8uIAubTFxruruPN3lhHtzBLtzrHvyV6Gu6cnzZIkoaleTGvc0NiOieNYaKqXZKaPuqotyLJKPNWJ\nqhiE/HXIskKukMDvq8ay8wgx6pUalXQZy73WFA/lZc0EfONSJbHkhUlSLaaV5WJ2UsiYXNjTR9nS\nAIqhYGZMhs7EOPVsB71HhqZuKXuNIOk6kiJfIdQooTe43r5iCsAHAI4tOPHaADc+uIT2AzEyMRNf\nWMPMOyQG8oRrPTzwhyt48X+1E+/P8em/2EBPS4rO4y4Br1sXpH59iMGODDfcX0PXiQT5jMWFo3F0\nr8LqW8s5u2cYRZMJlGv0t06fb274FQy/imrI+MIa/ohGLmlRyNq0vBNl28O19LelyGdsghU6qRGT\nTOzK1bkdh+Pc85UmNt5dxdk9w6iajKJJxPrynN0T5ZZH61h+QxldJxJoHgVvUKW/ffK1SpqKVltV\n8qSZOXwaSmjJ6FlRizkQw07O7SJcjQRQQj7y568sZzRfKGRsjr/YS1mthx2/3czpNwYYaL10kS0B\nL/9Ny5Re797TCeL9Oe746qXKK1s+WU/f6QS7f3QO4cBge4rf+9EOGm6I0LZnCCSJ9j1DvP9TV00k\nn7H53P/cii+sY2ZtNtxby8vfaOHM264XN7LUx5ZP1l9ynqlw+o1+bv18E0vWhOg6FsMX1mncVsEz\nf3G85EVY55ER3v3BOYQtSA7m+eK3biFU7SFmZbjlM8vZ/aMOTrzsprQIBx75D5t453vtpIamn3sc\ny+Htb7cRvZChY/8wy7eWs/GBWrqOxRhoSzHQlsIbUglWeTj8bPeMI3ULCSUUQFtWe60vY85xzciq\nsG0K0QG0cDn5/h5yva63Ry+vQiuvIj8wOT9vKHuextBWFFQCWgWrw7fRntiP7RSo8DTQXLadsRCl\n6WTpSl1Z/06VdTyqq6U3JnF1xestFIg99RySqro5fRcVajiZLCO/eBotUIYcCmMlYiArMNo33Eln\niD39gutFliQ3JDpKTuxYnOgPfoykqG6rRcche+RYaQ/yIvjkMrJmkkNHvj1KUEG3VeqM1XTnW2Z8\nPAmJJu8NXMidwBJXCjFL+OQQGWfqJHHXYzjWGmn2CJTrhJcYnNk9zP3/oolodxZVk7nrS8t54x8v\nULc6wAN/2MRT/72VrpNJYn15Wt4b5sLxBMloafp0QgjyZhJDCxU/UxUdWdYomGlMK4OuBVBknb6h\no+hagIqyFZhmuugZvRwcYWNaGboHD9E7dHhG954dzvPCn76HrMlu6pAjXC/c4uGoRVhDUazhGJ71\nqwjcvp3siRZEvgCKghoO4d2ygdDdt2NHR8gem5sE/IXC3l/24CvT+OzXNyBJElbB4aW/byc5mGfz\nvdUce2WAM7ujCAfe/N55bnyghp4Wl3QMnc9w5+8uJ1RlkEtZPPXf3DSB+ECep/6fFu7+ShN3fGE5\nQgjOH43z3F+3ImxBrDdHJj5FJEeC2z67jGUbQghHsPnealbvqODt71/g/NE4r3+ng3t/v4l/9leb\nkJDIZyye/u9nycRMBjvSk8ZEfCBfHJ7RzizP/NVZ7vidBu74Hfd6Dj3fz7v/1ElfW5oXvtHGPf+8\nEc2juIV9bw3Rfy496V2UPAZK2dR6pZfAsii0TREJU2TKbltP/O0TRXtZfv9WYq8fJXNqbj3n3hW1\n+NY30P/9V+f0uHONwfbUlET1SpBkN5wdrDJ47L+6eqyyIuEJapTVeke3EvSdTRZ/QzNrAxKyKuEt\n0zACKtHz4/Pk0LlUyQvkRF+Ojv1RNj1QS9fxGMu3RsglTbpPlF5UNNCaQoymwZg5G+EIFM29h0i9\njxseqmPlDjda5Qm61+sLayWR1WzCJDU8WhjtCAbbU9SuKytGQT5I0BtqUYKl6el+kHDNc1Zz/T1U\nb96Gp3YpQoDqDzDw6rOXbBcv9BPL91JuuG3H6gMbqfGtxBE2ujIq2THqVe1OnSRtXblq0KeG0eUx\nz6ogY5UwaIRAmFN7JCRFoer2+/E3rSUf7afnuZ9Qddt9jBx+DyeZRJZc3T7FUcg5GUCgoKHLHgpO\nFtuxEI6JhIQh+wGJvJNB4FaZG7IPW1iYxc4hBtKoKlteuB4GjxxghW8L57JHKBRy5EUWBRVVCRA1\nJ3f80iQPiqQWz6FKOgKBJhlYolAkph7Zz0Dh/CSv2PouAAAgAElEQVSdWhkFQ/a5lbNOFgkIKBEa\nvBs5lzmCKXJudeMEmGaWfD6BJMkUCilmy7CycZN9T/eSipr0t6UpqzJYui7I6XeinDsYp/t0ii/+\nv24l7UhPjmzSYqQ3z2DHTLwwgr7ocZrqdjIYa6Fgpqir3EKuECOTGxr1ULve11whQTLdS331Nvqi\nx6e9LyFs+qLHWVq1lWSmj3whgaZ6kCWNVHa6+PYoQS2xs9W1hJNIMfKzZ4l8+hOUf/YRnFwOYZpI\nioJkGEiyRKGzl5FfPI81tHiktkqBmXN4+X+f4+0fdqLqEoWsQ2G0cOvtH14Yc6QDcPhX/Rx9uX9s\nzUq8P89P/91JDJ9CPm1PCvO3H4hx4dgRDL+bHpBPW8X99j15mRQPAa9/p+MS76UzSiKySYtn/uos\nnqCKrEgUMjbmaLj+pb9vnxS8OfR836S15Km3hjj7/jAev1JMKRg754nXBzmzO4rhU7DM0ZDoRa++\n7PMie6euL7gYTiaHNTS5slr2GQS2rKD8/psQlo0VS5M55aYJKEEvga0rsJNZsm194DhIHg3fyjqQ\nZbJnu3GyBfS6coRpYw7Gkb06Rn0V2bPdSJqCd1UdSsjv2tAetxBX0hR865YhGxqZM904mcVX6GXP\nIG95HBKSLNF3JsnJl8cdQUdf6KFvdCGFGE0RuRImfD0TVUUh4Mhz3Tz0ZxsJVLSz4aNLOPlq3ygh\nLg2XSxeQZDcBu21PlGjHeKrSvp+dJ95XWvqZJElzJb6DJEvIM2wmM5cw1jYXC2A/TLjmZNVOJeh/\n/ufo5VUgQWF4aMre146waI3tYUvVQ2iyB0mS0BXvpG2EECTNQTqSh6Y9b7lnaVEOyxIm6Stot5YC\no7oO1R+i94WfUr5tFwgHSVHQy6tQMipN3hvIOq5ROJc9girpNHlvxBQ5DNlHa3o/psizwncTqqTh\nCJue/BnSdpwVvq0A6LKXntwZsk6KDYGdxK0BvHKQvsI5ooUuKrVlBNUKqvTlpKxhBs0LaLKHpcYa\nBA5nM/vce9fqqDVWYjpuP+K2zEGWedbjV8LknBR+Jcyp1LuYIkdYW8JSYzVHkq9iijwyCmv8Hyn+\nfSF3AltYVOmNBJVyqo3ljJh9xK3JobRUqof9B/5utLBDzDqH1bJEMTdOFB21EyzoqCrHRFMxGyM0\nFDuD1wizvukTgETBTNFy/gVsxyXt8eQFJEnGdgqkc4Nk8sPEkq5nyDQzpDID43mBCJKZvmKqSc/g\nIVTVw/qmTxTFwnsGDxXJaq4Qn9ZD+0FA9uhJChe6MFY3o9fWIHkMhGlixxIUOnsodPbMSdHTNYFg\nnLxN/HiK+dS5aD628s5lCwStgnOJniZcOSPIVQO7/AZCuHmm013rVA2IrLxD6jLXauacK7Z2lX2e\nydJ+V4CdTLtFGRP311XUkA9JV5GUURUKAEkics+NpA61Ebj/JkZeO0LqYCtLfuejWPE0wrQp27mB\nvm+/SGj7GqxEhthrR9Aqy6j85Efo/B9PUPHQdmSPjhXPEL57M91/8xQA/k2NWNEkathPcPtqev/h\nxVmnYzk4xJ0oqqS5qVlXjEzNL4Qj6D+bIFjl4fQbA5cU6k1VHDcR2YRJIW1R3uCjfzQ1oaLBN6O8\nyK5jcbIJk43311KzKsTr35y6LetMkU2YxPtyZOMFTr46/YJ/KnhCGoEKg1zSQpLd/N7ohXRJXlWr\nYKNPqCMIVhp4gqUVFc41JE3Fs7rxmpx7vnHNySq4igATC6ouh5F8NyeHX2NtZBfGaDvVMW8qQKLQ\nz/Hoq9OG9GUUqrxNxX3T5jA5eyYFOJdC0T2YiRHsbKbIoiTFLRyTcDU3WzMHirmf9Z612MIkYQ1S\nozdRrteRtuPokoeT6XeK25Wp1QSUCN35M/iVMuqMVbRnD+MIh/bMIbxKkGbvVgYLF+grtFKhL+V8\n9lhRzy7npBgodFCtu+LAEhJLjdW0ZQ6ScRKs9d9KUK1AkRSGzW568mdZ5buZgBph2OyhL982uq80\n+rxldNnLUK6TEauvaID78q14lQAd2alVm4VwKJilF+jMBGd2j3DPP19O9+kUdWsCRLuyRQmd1HCB\nxi1lpGMmw925ogdsOgjhcKFvDz2Dh5ElBdPOjeegAm3dbxT/LphpjrT8uPibDSfaGU6cY2zmdxyT\nE21PFr93hEVHz9t09e9FljVsx5yU09s9cPWdyxYL7FiCzN7DXHs9imuP4e4smufD5/G4HGSP4TZ/\nKAFOJntJm20rlnYJ6Q1NxN89OalIL/bGMRK7T2HF0/hW1WH2x1BDPnq/9SI4grqvfRzPitG8vYsv\nQQJP0xIGf/Eu5lCc4NYVmNEkek2E3Ll+hp7agxLyUf9/fBJJUxCF6fNop0KBHIfM14v/nm3NQKnQ\nfQr1G8OEajzoPpWmbRUYfpXB9hTxvhwHnujk03+1lbu/tor2vVE0j0JVc4ADT3RSyFz5HrMJk5Ov\n9bPzSysoZG10r8LG+2qLdySrEvUbw/jLdfzlOrVrQqy6vYp4b5aBNtfumzmb4y/2cOvnm+g5FWek\na26sgpm12fNPHez65ytAQLQzQ6BcxxPS2P/4BZBg6YYw/gqdUI0HIQSrd1aRGMjT1+LmkquGzB1f\nWcn+Jzqpbg5QvynMe9+f3ukF0Hk0xt1/sIr199SQTZhse6xhkme1stFPpN5H7doQ/nKDNXdUkxkp\n0HUsPiMJrFKglIdRZ5An/kHCoiCrM0Ff5iyJwiC1/jWE9SUoskbezhDNXaA/0zqp6Opy8Gvl+LUI\n1miVdW+6BUdcXWg1N9hL5KadlG24CTUYpvym29EjFeQGewngJzcabh+DLnlGheAl+gsdJK0oPiVE\nQUzuVqFJRpF4pu04w6YbwrFFAQeB5ZjI0uQ2bVeGhCypRZJpOgU0SXfzNB3XeDjCvuzxbGHSkt7D\nEqOZWmMlZzP7yTrTi23PBWxTcOK1IaxRMfT2AzFivTn6z2V46wedrN9VQWrE5Lm/aS96Dt77aTc3\nP1LL5nur2PPznpLJ6hisy+rDiov+dbHRme770TzeKT2oizAJ9TquGi3vRt3OVr8mkHSt5LCGyBVK\n92AKgRVzCZCwHFe316vj5AqjGr3gZPIoPs+k3SRFcsmzECT3n6X6UzspDMZJHe/Aybr20IqlxrV+\n4aobs8yGoBbSNoee7iI7hQzd+YPDk+TMJsJbprF6VzWKJnPipV5CNR4CVQaOLYj35RhoTfH4nx7m\nls8s587fW4WZs+k8PIKVd3BsOPlqHwNt406bbNzk0NNd5FNuisdb32rFNpvZ9eUVxHqyvPyNFpZu\nKMM2Baous+LWSnxhjY79blrP6tur6DmdKJJVgJa3BrnjKys59qvekmXYhHD3i/WMk9tCxuLw091k\nRtsLH32+h3za4oaHlnJDRCcTK3DipT4EoKgyzdsrCFYb9Jx00/1W3VbFUEea/rPu3BXvzXLhyAg7\nv9gMErzwlycv0bjtOzOeLjERJ17qJVhpsP3TyzFzNkee66H7eJzkqEpD7boQDTdEsE2Hc/uiNG+v\nJJ8y6T+bnHOyajTXI3s902/4AcQHjqwCZKwYbfH3odihd2YGIWsl2Nf/xIR/X33nCDuTYuCNZwhv\n3o6Tz6IGQvS9+pSb0qBcmuw8YvZRqdeTLsRQJA1T5EnbMRo8GyhTq7GFScHJkbJHAImck8IRzmju\nqMCvhAmplQSUCBk74XYpFm4va78SJu+kKYgcCiqaZKBIGupoPmrKGqZSbyBhDeJXyujOt1CmVl/y\nFCUkNMmDjIoue7DtAiCjyx768+cwvD78ShlZJ4GNjSYZ+OQQBZGbl5CXVXB458fjsktHXx7XrD13\nKM65Q5f+jonBAq/+w5UlzK7jOq5jHlCiVxXcgtupzLiwbCRDRwn5cLIFxGV6jBd6h1FCfvQl5QjT\nQq8tZ/hXB1BCPoy6CmSfgW99w7jcoAT57ijJ/WcxB+OzDvXPB7IJk1f/9syU341Vu0+FeG+OX/3V\nqSseu68lwVP/6Riy7BbfigmE8b0fdEzaNhXNT7qOXNLi1b89gzzaFEAIaH/fXXzZJrz+91O33pyI\nsiUekoN5zu2bwaJNwP6fT5Y0yyUtXv1f49fm2IJTr/Vz+o3+YkODsRC+XXB469tt057m6HM97P9F\nJwimLBzr2D9cJOITYeYc3v5OO+/+4znEFPsee6GXYy/0XrLffMCzbsWcdb5cbPhAktVxzC6wYok8\nKXPuc+UKw4MMvPHcpZ+LHDFzspEZMt20Bzd3NE/GjpNz0rRlDlKlNwDQkz9L1knSnjlUDOP3FVzt\nzqyTIqxWI0tKMfTuYHE+e5wao5G4OcigeYGIVkuZ5grY1xkr6c61cD53jCX6Sqr1Js7njpFzUsSt\nQfKOuwKOW4PknDS67KPOWEnGSVCjNzFYuEDGjhNWa9BlL0lrmGHTLfzIOxl6863UeVYxWLhA3Lq0\n+cF1XMd1/BphDiZNcyRF+mg7S373o2TP9DD8wj4KA7GiJ9RO5zCHElixNNGndlP5mztAkhh55RCF\nvmHsdA7vp3ex5Ev3UegaItfeh6Qq6DUR9NoIkXtuQC0PEn1qT/FYAMJ2KHRPbh38oYFgRs0lLsZs\n9q3fHCZc6+XWzzdy4JedZONXlk6bLYQzNdEsef8Ffi5zCcljoK9o+FCmAMCCk9UP4cAfhRosw9+w\nkviJA6OfSIQ3byfZdpJcOkmuMDlfUyAYNC8waE5eMSbsIRLZoUmfJe0oyez4StQrB7BEgQu5E5dc\nx4jVy4g1voobMjuLxHjCyenKT16BT9xm4t/nskcuOcdU5wVBf+Ec/YVzU3x3HddxHdcxC9gOQ7/c\nDYrsEkcBQ0+8VySRmVMXyJx27VX6+HnSJ0ft6ej3diLj5rHKktumV5bQayIYy6ro/sZTCNshct9W\nPI01RJ/bS6bFjdw4mTy933npw0lWFxoSLN9aTv3GMo4838PBX859s46rQXo4z7l9wyU3J1is0Goq\nUCsj1/oy5g0LS1ZF8f8+dDAqavBU100gqwK9ohojHiWTvrrirYthCbOYu3od13Ed1/Ghhz2BSEwk\nkILJIfypyKUQMOb1cgTWSAo7lWXJ794LQiB7DQZ+9lZpx7qOmUPAu99rv9ZXcVn0nErQ8xfHr/Vl\nXDWMlctLbm38QcTCklVncQqYzwWE47jV/xMgK+q83K8p8vTkp85puo7ruI7ruI7Lw8kV6Pv2SyhB\nLwiBncohrMWvXXwd13FZSJKbr/ohxoKSVWE7s09kVxQkQ0P2eJANDVTFzYlyHETBwsnlEbk8wrRm\nf46rQH6oF2PHvUS27CA32IuncglG1RLy77284NcyLSQJSVVHn6fhrsYUxZV4cRyEaSHypvtMTeuS\nbl0faMgSkqa5926M3rssj967GL33wui9m5M9Or8OUGQkTUXSdWRDR9LU0XdDKlZJC9tGFExE3kSY\npjvRz0Qh/Dqu4xpDWDbWyPxI6c0a8tjY05A9OpKmjY89RseeZRdtlDAt1z7/uo49SUJSFfeZGTqS\nrrm6vorMqKD3hGc2aq+sD+czkwM+9MalH9p8VVhosmrNQK9OVdGqy9FXLMNY0YBWV40SDiF7Pe4E\nKo+3nMS2cfImTiqNNTBM4Xw3+bPnKXT24qQWRuHRzqTpe/VJIlt2EFixDisZp+/Vp7Az0xtEyaMj\n+7xX3MbJ5hHZ2QnpI4Ec8KPXL0Ff2YDeUIdaVe52b9F1t0L2oucpTAsnm8eOJ7EGopjd/RQu9GL2\nDmInUh8YAitpKkp5GH15HXpTPVpdNWpFGNnvLRo3abSLwCX3Hktg9g1S6Oih0NGF2Tf0wRWxnwKS\nrqGEQ2i1VWhLa9xnUxlBCQWQfO44kxQFSZaLZFUIAbZTNPpOJoudSGENjmD2DmB29Y2/I9e9VVcH\nVUEJBWa824I+ewnXdqijJMvrQQ74UEIBPOtWllxkJWkaSkV43kiEnUjDTOafeYakqchlQbQllWhL\nl6DVVbk2uSzoNlPQtAl2ecLYm0BYnUwWJ5HGio5g9g5S6OrD6hnAiifBXDz3OleQvB7Uqgh6/RK0\n+iVoSypRImUoAZ9LVlXFdWpJ0uXtVTaHk0xjDcewBoYxewcx+4awh2M4mdwHi8SqKkrAi1IexrN+\nJUq4tNbGkqailoddBY55hpNMu4uDOYAkruCFlCRpWhelsbqRmj/5yrgkyBWQ2X+cwf/1oyt6PpVw\nEO+WDfhv2YzeUIc02q5vJiuGsRfUGo6RO3aG9O7D5Du6FtCASzPy7gbuuoXIYw9ccZvkW/uI/fT5\nmV2GpqKvaMD/kRvxbFiJGgm5K3Vm8TwBHAcnlcHsGSB3qo3siVbMrj635/tigiyjLanEu2U93hvX\notfVuO+RJM145Tl276JgYg0OkzvZSmb/cQrnui/benfRQpZRIiGMFQ141jVjNC9DqSyfJN4+25X5\npHckncXsGSB74izZIy2YPf3XjLjKinRJla73xrVU/dEXXBI+DZJv7GX4e09Mu91cQ9I1wr/1AP5b\nt5T8mwgEuWNnGP7+UziZmbQXvtxFjHmuNCSvgezzooT8KGVB93+REEpZCKUsgBz0I/s8brRCG/Vu\nSaW/U8Ky582OCMdh8G9/SL7lGhZ/yhJKKIjeVI9n3QqMFQ2oNeWuJuboe3j1Y0/gZLNYvUNkT7WR\nPXIa80LvB89OTYAc8GGsbsR34zqMlctRKsLFvMyr9SIK4RbsCdPESaYxewfIt14gf6aDQlef6+ha\nDJJmsjQq3xZEra5Ar69xyXptFWp5GNnvgdFOcSWNNXt0rM3zrQkhGPq7H5E7Ob1s2EX7TXkTC+tZ\nNV2N0KkgB/0Edm4jcOd21MpykGb/MkqSBKqCVl2BevdH8N9+E7mTrSR+9Tb5s+fnf/U0+oIbVbUI\n26IwfGUZJ0lVXU/W5e5XCLSq8tJJsKLgWddM6IFdGKsbXQ/ZVQzs4r6KUpyojLXNhB66C6t3gPgL\nb5HZc6lqwIJDUTBWLSd490fwbFiJ7PNetUEb218ydHdFv7SGwJ23UGjvJPnaHrJHTi8+sj4RsoRS\nHsa7YRXeLeswmpchB3yzIu5XwqR3JOSSF2NNE2Ufu5N823lSb+wle+zMgj0rw69w5+8uJ1Ln5Yn/\ncpqV2yO07Rshn1783l5J1wh/6kGCd92CpEzvBAB3YsgdPsXwPz17VURVX9GA78a1KOEQSjiIHPSj\n+H1IHsP1XinypL7jEsyJRJWkKkjqlaNLs4VbT1Dac5xTSBJKOIhn3Qq8W9a7ZCsUcMnHvIw9CSXg\nR1nlR1/ZQOj+2yl0dJN6ez+ZgycQmVlG5hYaEqjVlQRu34rv5s2oVZFxD/NcnmY0oiYZbsqTWhnB\ns3E12Db2SIJ86wUyh0+RbzmHHU8uDHFVFWSfF7UijLakCm2MmFZXoJQFkIyrdyxIioI0TSR3LiAc\np+gcmwssKFl1CualXFWS8GxcRfjR+9EbakvydswEkuSuSrw3rsOztpnUuwdJPPO6+/LNzQnc/woB\n0uRr99Y2YKUT05LVUs6hlAXdSWIa171SESb8yEfxbd/shrnnKYdFkiQkXUNrqHM9c9cSEmjLail7\n6C68N6xdkPs21jRhrFxOvvU88WdeI3eqfVGFkCSPgWd1I/5bt+BZvwI5GLiqBeCMzz9G8r0Gng2r\n8KxdQb71PLGnXnE9XPNcab3hrioSg3lCVQayLFG7OkCsN0dPyyLLU7wIsyKqjkNm/3GGv//kVac9\neTesJPTQXR/q3Lf5hqRr6M3L8N+6Be+m1W54do4Xh9New+i8Z6xuxFjpLuDjz7xG9mjLos7DV8JB\ngvfsILBrG3IosODvoevoUt2UjMoIvls2Y48kyJ04S3rPYfKtFxCFufdU6031BO+6xU13rAgj+31u\nhIKFs9mLHQtGVoUQl3QfkXSN0P23E/rYHe7KfR5/FEmSkLwegvfcimfVcoZ/+LTrZb1KhNbdiKzq\n5If6qLrtPiamVWihMANvXtokYDaQAz4kXUVcoV2oZ/0KIp9/GK2uesFecJHNkT/TsSDnmgqSxyB4\nz62E7r8dOehfWDKmKhhrmqhq/G1Sb+0n/sxrOMn0gpz/clDCQXzbNuG//Sb0+prxHK5riInPqvqP\nvkDi5XdJPP+m22JznmD4FAbOZahp9iMrEh6/im0ugpDeFSAZOpFPPUjgzltcD2YJEI5Des8RRn74\n9NyE/q9j1pADPrxb1hPYtQ1j+VK4yojWXECSJFAk9KZ6Kv/gc6Te2kf8yVcWrJajZMgS3s1rCf/W\nAws6f10JY7mvakUY/85t+G/dQvLV3Yz89Lk5D6HrTfX4d25bFPe9WLGwaQCF8clJ8hhEPv0xAru2\njRdwLAAkSUJrqKPqD/8Zwz98msz+41fl3k+fb0WSZDw1S8n0nCd1dlyvLbhm81xcMgCyz4tsGNjZ\nKQp8JAn/rTcS+exDLqldKKIqBGbPANbgpS3oFgJqdTmRz30C76Y1JU/ucw1JklzCfO8O9KZ6hr//\nJGbntdHADey6mdBDd7rC0AvsySkFYwvGsofuQquqYPiHT+Gk54dgnX4nyr2/38zStUF+4891Yr05\nhjoX2QQ9AbMmqu8cYPjHzyKmsgvXsWDwbt1A+NH70GqrFu/Y0zWCd9+KVl1B9Lu/wB5JXOvLAtza\niuADOyn7+J1uqskie3bgPj8hy+TPdX1o5TcXOxY2DWDUkyIZOuWffQj/zpvmPOxfCiRJQg4FqPji\nbyKpKuk9h2dNWO1Rwf+CpmPGh8kPjbdVVYNlOPm5mUQkQ0P2e7FjFxkYSSJwx3Yin/nYNRno2ZOt\nc1btNxPoKxqo+NKji2oVbqxsoPqPfpvod35B7tTMksrnCmpl5JqMqZlAkmV8t9wAEkS/98S8eFhH\nenI8/ZctVNT7sAoOQ52ZRetZlQzdXbjfsb10omrbpN7Yy8jPXljcOdO/LrBttOqKD8DYk/BsWk3F\nlx9j6Js/xUld20iQpKmEH7uf4D07XNm8RWDLLwdrIEruxNlrfRm/tljQkSVyeZBlyj5xF/7bt17T\ngT3m5Yl8/hN4b1x71ccrjAxOIqoAqfYWMt1zU4EqaSpy0H/Rh+DfsYXIp68NUcWyyZ1oXdhzAsba\nZqq+9tlFQ1THIEkSSmWEit/7NJ6Nqxb8/JlDJ7H6h7iSwsdigSRL+G7eTOjBO+YlquIrU5EVid6z\nKYJVOrWrZi4BtRCYLVFNvrKbkZ8+f52oLhLkTreT7+j6YIw9ScKzYRXhx+5z9cqvFWSZ0MfvJHjP\nDrfAbhHZ8oshhCCz//jiS5/4NcLCelbzeXzbNxO87/aSigcmyuGIgumKIDtuYwFJll1JFV2b9YpM\nkiRkv5fyf/ZJBqJxzAs9Mz5G8ViKimx4JuuqijlMZJdlt8hqAjwbVxP57ENInmsTOrGiMcyuvuk3\nnEMYq5ZT+ZVPoZSXzeqeXbmSUe29wqhI9Gixj6SM60WizE5ORhothqv40mMM/d0/kW+9+rzoUuEk\n06TeOUB4Ghm0K2GiDE5RQNu23XGHNCfPaAySIhO67zZyp9rIn57bdoybPlpNtCuLrEhseXAJsiLx\n/N+0Eu9fPOHyWRFVyyLx4jvEn3zlmkQ0rmNqiHyB1OvvYzQ3gDJLWyyEG2F2hCsvZJpg2RfZJ2W8\niQtXp5gTuG2rK8W399jsrvcq4b1xLaEHd5UkezkVirZ8rJGNZbt2XYzbKpTRpgGjTYRmLQ+WzZHe\nuwgUb36NsaBkVW9Yim/LumKV21QoaqQOjZBvPU++7QJm7yBOPDneUQlAkZG9HpRwCL2h1tWuW7l8\nxjmbkiShlJdR/vlPMPiNH+CkZ7dy8tY1EFy5gf7Xn5nV/qVAjYSKf2tLayj/7Udccfsr3G+RfNg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TkDKZ/EAVnGtaCOTMMxcv1xPJ4yjHiGXDiJu7IIK2Pgqiii7OaVBFfW4ZtXgRrw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3dFQVz9gKFtcTWnUl5Y8+hHvB3HFdxoZCCIES8FFyz1bcCxrp+eHT0xZRUweIuaoS2nY7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VKi2VuXurl6/8xyxKYoRAb+9Ab7/4uo8lJTLvuttbdAlAvgBPPT1z0b9/41qsZJrBb/4AaziB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s0Kj07ksXsqSjRJKcl9sI/cRwfmTELL7O4j8TevVPS+CEUh/PDdKNFwbRoWguA9W92EvzKQ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D36FbguvWv1hVobMVOSZR9Z+v27dnr7mfxb9VXctQVnx/uxEJtHKw+5M1ouq7ZdmMp84y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\nxzFL04yeeomtd38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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "words = \" \".join(hotels['reviews'])\n", " \n", "wordcloud = WordCloud(stopwords=STOPWORDS,\n", " background_color='black',\n", " width=3000,\n", " height=2500\n", " ).generate(words)\n", " \n", "plt.figure(1,figsize=(12, 12))\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Analysez les avis des hôtels pour trouver les 20 mots les plus fréquemment utilisés\n", "\n", "Nous utiliserons CountVectorizer. Il compte le nombre de fois qu'un jeton apparaît dans les Reviews et utilise cette valeur comme poids." ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "scrolled": false }, "outputs": [], "source": [ "#Instancier l'objet vectoriseur\n", "cv = CountVectorizer(stop_words = 'english')\n", "\n", "#Convertissez les reviews en une matrice - où chaque ligne représente un texte spécifique dans les avis et chaque colonne représente\n", "#un mot dans le vocabulaire. mots [i, j] est l'occurrence du mot j dans le texte i.\n", "words = cv.fit_transform(hotels[\"reviews\"])\n", "\n", "sum_words = words.sum(axis=0)\n", "\n", "words_freq = [(word, sum_words[0, idx]) for word, idx in cv.vocabulary_.items()]\n", "\n", "words_freq = sorted(words_freq, key = lambda x: x[1], reverse = True)\n", "\n", "frequency = pd.DataFrame(words_freq, columns=['word', 'freq'])\n", "\n", "word_freq_bar = go.Bar(x = frequency[\"word\"].head(10), y = frequency[\"freq\"].head(10))\n", "layout = go.Layout(title = \"TOP 20 des Mots Fréquentes\", yaxis_title = \"Count\")\n", "fig = go.Figure(word_freq_bar,layout)\n", "#iplot(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![title](https://roqueleal.me/images/mots.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Attribuer un sentiment aux Reviews sur les hôtels et les analyser\n", "Nous utiliserons VADER (Valence Aware Dictionary et sEntiment Reasoner) qui est un lexique et un outil d'analyse des sentiments basé sur des règles qui est spécifiquement adapté aux sentiments exprimés dans les médias sociaux. VADER nous parle non seulement du score de Positivité et de Négativité, mais nous indique également à quel point un sentiment est positif ou négatif. Il ne nécessite aucune donnée de formation, mais est construit à partir d'un lexique de sentiment étalon-or généralisable, basé sur la valence." ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "def sentiment_scores(sentence): \n", "\n", " sid_obj = SentimentIntensityAnalyzer() \n", " \n", "\n", " sentiment_dict = sid_obj.polarity_scores(sentence) \n", " \n", "\n", " if sentiment_dict['compound'] >= 0.05 : \n", " return (\"Positive\") \n", " \n", " elif sentiment_dict['compound'] <= - 0.05 : \n", " return (\"Negative\") \n", " \n", " else : \n", " return (\"Neutral\") " ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "hotels[\"sentiment\"] = hotels[\"reviews\"].apply(sentiment_scores)" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "scrolled": true }, "outputs": [], "source": [ "hotel_sentiments = hotels.groupby(\"sentiment\", as_index=False)[\"name\"].count()\n", "\n", "word_freq_bar = go.Bar(x = hotel_sentiments[\"sentiment\"], y = hotel_sentiments[\"name\"]) \n", "layout = go.Layout(title = \"Sentiments Hôtels Lyon\", yaxis_title = \"Count\")\n", "fig = go.Figure(word_freq_bar,layout)\n", "#iplot(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![title](https://roqueleal.me/images/sentiments.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dans l'ensemble, les hôtels ont des sentiments positifs dans leurs commentaires avec très peu de sentiments négatifs.\n", "\n", "### Les hôtels de haut rank valent-ils vraiment leur classement sur la base des reviews?" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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1fTjrAABgTTTckeYzh7kOAADWOOssb2NVvTjJS5JsUVXvX2zTxknG9bMwAAAY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\noRkAADoIzQAA0EFoBgCADkIzAAB0+P8BXviAFE9Pkx8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rating_sentiment = hotels.groupby([\"bubbles\", \"sentiment\"], as_index = False)[\"name\"].count()\n", "\n", "plt.figure(figsize=(12, 8))\n", "sns.barplot(x=\"bubbles\", hue=\"sentiment\", y=\"name\", data=rating_sentiment)\n", "plt.ylabel(\"Count\")\n", "plt.xlabel(\"Ranking\")\n", "plt.title(\"Ranking et Sentiments Hôtels \")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Il semble que ce ne soit pas nécessairement le cas, regardons maintenant les prestataires hôteliers" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "image/png": 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kSRUYqCVJkqQKDNSSJElSBQZqSZIkqQIDtSRJklSBgVqSJEmqwEAtSZIkVWCg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\nS7t3xvXV2QzUWhMdAvyV4i4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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rating_sentiment = hotels.groupby([\"provider\", \"sentiment\"], as_index = False)[\"name\"].count()\n", "\n", "plt.figure(figsize=(12, 8))\n", "sns.barplot(x=\"provider\", hue=\"sentiment\", y=\"name\", data=rating_sentiment)\n", "plt.ylabel(\"Count\")\n", "plt.xlabel(\"Prestataires\")\n", "plt.title(\"Prestataires Hôteliers Sentiments\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusion\n", "Ce projet de recherche vise à creuser un riche ensemble de Tripadvisor données, à découvrir des informations exploitables qui peuvent avoir un réel impact sur les Hôtels de Lyon. \n", "\n", "Ce type d'analyse peut effet immédiat et tangible pour aidera les hôtels et prestataires hôteliers à améliorer l'expérience actuellement proposée. \n", "\n", "Les hôtels subissent actuellement un changement stratégique pivot, et les informations seront également intégrées aux futures itérations des stratégies d'affichage et d'audience. Cette recherche pionnière pourrait potentiellement avoir un impact sur le reste du secteur hôtelier et ouvrir la voie à une nouvelle méthode d'évaluation et de recherche.\n", "\n", "Par exemple, nous avons rapidement réussi à avoir une base de données d'hôtels à Lyon et à découvrir de précieuses informations en utilisant Tripadvisor pour découvrir ce qui suit:\n", "\n", "\n", "1.- Le wifi gratuit et les restaurants sont les services les plus populaires offerts par les hôtels de Lyon.\n", "\n", "2.- Les hôtels classés 4 et 4,5 sont les plus fréquentés de la ville.\n", "\n", "3.- nustay.com est le site le plus populaire pour les réservations d'hôtel et les remises.\n", "4.- Le Sofitel Lyon Bellecour a le plus d'avis avec 2470\n", "\n", "5.- Les commentaires sont plus concentrés sur les mots: chambre, propreté, petit déjeuner, emplacement et confort.\n", "\n", "6.- La plupart des commentaires consultés sont positifs.\n", "\n", "7.- Le nombre maximum d'hôtels classés 3 et 4 a beaucoup d'avis avec un sentiment positif.\n", "\n", "8.- Les hôtels avec une note inférieure à 5 ont des sentiments plus négatifs.\n", "\n", "9.- Expedia.com enregistre le moins de commentaires négatifs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 👍👍
Partagez vos idées et vos commentaires, écrivez-moi 🌍
##" ] } ], "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }