{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Structure of the notebook " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I. Creating the dataset.\n", "### II. Sentiment analysis using RoBERTa.\n", "### III. Data analysis in terms of type of seat.\n", "#### 1. Counting how many cases of each sentiment class we have for each type of seat.\n", "#### 2. Negative and positive word clouds for each type of seat.\n", "#### 3. The type of seat with the highest level of dissatisfaction.\n", "#### 4. The type of seat with the highest level of satisfaction.\n", "### IV. Data analysis in terms of type of traveler .\n", "#### 1. Counting how many cases of each sentiment class we have for each type of traveler.\n", "#### 2. Negative and positive word clouds for each type of traveler.\n", "#### 3. The type of traveler with the highest level of dissatisfaction.\n", "#### 4. The type of traveler with the highest level of satisfaction.\n", "### V. A Cross-tabulation of the variables “type of seat” and “type of traveler” with an aggregation of the ratings.\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from bs4 import BeautifulSoup\n", "from lxml import html\n", "import requests\n", "from wordcloud import WordCloud\n", "from transformers import TFAutoModelForSequenceClassification\n", "from transformers import AutoTokenizer\n", "import numpy as np\n", "import pandas as pd\n", "from scipy.special import softmax\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I. Creating the dataset " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# The Xpath for the different elements that we will scrape\n", "rating_xpath = '//div[contains(@itemprop, \"reviewRating\")]/span[contains(@itemprop, \"ratingValue\")]'\n", "header_xpath = '//div[contains(@class, \"body\")]/h2[contains(@class, \"text_header\")]'\n", "rev_date_xpath = '//div[contains(@class, \"body\")]//time[contains(@itemprop, \"datePublished\")]/@datetime'\n", "verfiyed_xpath = '//div[contains(@class, \"text_content\")]/strong/a/em'\n", "review_cont_xpath = '//article[contains(@itemprop, \"review\")]//div[contains(@class, \"text_con\")]'\n", "type_of_traveler_xpath = '//tr/td[contains(@class, \"review-rating-header type_of_traveller \")]/following-sibling::td/text()'\n", "type_of_seat_xpath = '//tr/td[contains(@class, \"review-rating-header cabin_flown \")]/following-sibling::td/text()'\n", "route_path_xpath = '//tr/td[contains(@class, \"review-rating-header route \")]/following-sibling::td/text()'\n", "date_flight_xpath = '//tr/td[contains(@class, \"review-rating-header date_flown \")]/following-sibling::td/text()'\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "ratings = []\n", "headers = []\n", "rev_date = []\n", "verif = []\n", "reviews = []\n", "type_of_trav = []\n", "type_of_seat = []\n", "routes = []\n", "flt_date = []\n", "complete_pages = []\n", "\n", "for i in range(1, 36):\n", " URL = \"https://www.airlinequality.com/airline-reviews/british-airways/page/{}/?sortby=post_date%3ADesc&pagesize=100\".format(i)\n", "\n", " page = requests.get(URL)\n", " tree = html.fromstring(page.content)\n", " \n", " # Getting the ratings\n", " rt = tree.xpath(rating_xpath)\n", " \n", " # Getting the headers\n", " hd = tree.xpath(header_xpath)\n", " \n", " # Getting the dates\n", " dt_rv = tree.xpath(rev_date_xpath)\n", " \n", " # Getting verifications\n", " vr_f = tree.xpath(verfiyed_xpath)\n", " \n", " # Getting the review content\n", " cont = list(tree.xpath(review_cont_xpath)[0])\n", " \n", " # Getting type of traveler \n", " trav_tp = tree.xpath(type_of_traveler_xpath)\n", " \n", " # Getting type of seat\n", " seat_tp = tree.xpath(type_of_seat_xpath)\n", " \n", " # Getting the routes \n", " route = tree.xpath(route_path_xpath)\n", " \n", " # Getting flight date\n", " fl_dt = tree.xpath(date_flight_xpath)\n", " \n", " rev = []\n", " \n", " # Code for cleaning the reviews.\n", " for j in tree.xpath(review_cont_xpath)[0].xpath('//text()'):\n", " if ' | ' in j and '{\"@context' not in j and '[]' not in j and 'Air Travel Ratings &' not in j:\n", " rev.append(j)\n", " # Code to make sure we get only complete reviews with no missing data. \n", " if len(rt)==len(rev) and len(rt)==len(route) and len(rt)==len(trav_tp):\n", " ratings = ratings + rt\n", " headers = headers + hd\n", " rev_date = rev_date + dt_rv\n", " verif = verif + vr_f\n", " reviews = reviews + rev\n", " type_of_trav = type_of_trav + trav_tp\n", " type_of_seat = type_of_seat + seat_tp\n", " routes = routes + route\n", " flt_date = flt_date + fl_dt\n", " complete_pages.append(i)" ] }, { "cell_type": "code", "execution_count": 253, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1100" ] }, "execution_count": 253, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(flt_date)" ] }, { "cell_type": "code", "execution_count": 254, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[2, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15]" ] }, "execution_count": 254, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Getting the pages with correct 100 reviews\n", "complete_pages" ] }, { "cell_type": "code", "execution_count": 263, "metadata": {}, "outputs": [], "source": [ "# Getting the ratings \n", "ratings_ct = []\n", "for i in range(len(ratings)):\n", " ratings_ct.append(int(ratings[i].text))" ] }, { "cell_type": "code", "execution_count": 418, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 418, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ratings_ct[0]" ] }, { "cell_type": "code", "execution_count": 271, "metadata": {}, "outputs": [], "source": [ "# Getting the headers\n", "headers_ct = []\n", "for i in range(len(headers)):\n", " headers_ct.append(str(headers[i].text).strip('\"\"'))" ] }, { "cell_type": "code", "execution_count": 419, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'battling a long overdue refund'" ] }, "execution_count": 419, "metadata": {}, "output_type": "execute_result" } ], "source": [ "headers_ct[0]" ] }, { "cell_type": "code", "execution_count": 296, "metadata": {}, "outputs": [], "source": [ "# Getting the reviews \n", "reviews_ct = []\n", "for i in range(len(reviews)):\n", " reviews_ct.append(reviews[i].strip(' | '))\n" ] }, { "cell_type": "code", "execution_count": 420, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"I have been battling a long overdue refund with BA regarding a flight originally booked in 2019... The flight was cancelled, a voucher was issued, another flight was booked using this voucher, and then again cancelled. After trying to use the voucher for a new flight, BA kept advising I couldn't as the voucher had been used. I asked them to check the status of that flight (as it never left) and the agent advised she didn't have access to that information. Two years in, I managed to speak to someone who recognised that either a voucher or refund was due and made a note on my record. I then decided to pursue a refund, as felt this would be less problematic. BA have acknowledged they owe me a refund. One phone call they said it will be with me in 18 working days. I then chased when it was long overdue. I was then told it will be with me in 21 working days. The refund never came. I try regularly to get through to Customer Service for the automated system to advise no agents are available. I have also sent two follow up messages via the case reference link they sent me, requesting an update, but with no response. Honestly feel very let down by BA who up until this, I felt were the more trustworthy and reliable airline. I suspect they will have ruined many trusted relationships with customers by now.\"" ] }, "execution_count": 420, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reviews_ct[0]" ] }, { "cell_type": "code", "execution_count": 311, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ratingsheadersreview_datereviewtraveler_typeseat_typeroutesflight_date
01battling a long overdue refund2022-05-18I have been battling a long overdue refund wit...Solo LeisureEconomy ClassLondon to GenevaMarch 2022
11I will never fly with them again2022-05-18When I tried to check in, they required a cert...Solo LeisureBusiness ClassLondon to MauritiusMarch 2022
23one excuse after another with BA these days2022-05-18Another dreadful mediocre experience with BA t...Solo LeisureEconomy ClassLondon Heathrow to MalagaMay 2022
32Cancelled connection flight2022-05-11Basel to Johannesburg via London. Cancelled co...Solo LeisureEconomy ClassBasel to Johannesburg via LondonMay 2022
44no cabin divider in the aircraft2022-05-11Very low standards for Club Europe: there was ...Couple LeisureBusiness ClassAthens to LondonMay 2022
...........................
10952worst airline I have ever flown2017-03-11London Heathrow to Las Vegas. Never had need t...Solo LeisureEconomy ClassLondon to Las VegasMarch 2017
10963cutbacks are a cut too far2017-03-11Gatwick to Bridgetown. Firstly couldn't book m...Couple LeisureEconomy ClassGatwick to BridgetownFebruary 2017
10975experience was a bit shoddy2017-03-10Flew Gatwick to San Jose, Costa Rica return wi...Couple LeisureEconomy ClassSan Jose to GatwickFebruary 2017
10981not worth paying for business2017-03-10Orlando to London. I had booked business class...BusinessBusiness ClassOrlando to LondonMarch 2017
10992not a business class product2017-03-09Newark to London Heathrow. This was the first ...BusinessBusiness ClassNewark to LondonMarch 2017
\n", "

1100 rows × 8 columns

\n", "
" ], "text/plain": [ " ratings headers review_date \\\n", "0 1 battling a long overdue refund 2022-05-18 \n", "1 1 I will never fly with them again 2022-05-18 \n", "2 3 one excuse after another with BA these days 2022-05-18 \n", "3 2 Cancelled connection flight 2022-05-11 \n", "4 4 no cabin divider in the aircraft 2022-05-11 \n", "... ... ... ... \n", "1095 2 worst airline I have ever flown 2017-03-11 \n", "1096 3 cutbacks are a cut too far 2017-03-11 \n", "1097 5 experience was a bit shoddy 2017-03-10 \n", "1098 1 not worth paying for business 2017-03-10 \n", "1099 2 not a business class product 2017-03-09 \n", "\n", " review traveler_type \\\n", "0 I have been battling a long overdue refund wit... Solo Leisure \n", "1 When I tried to check in, they required a cert... Solo Leisure \n", "2 Another dreadful mediocre experience with BA t... Solo Leisure \n", "3 Basel to Johannesburg via London. Cancelled co... Solo Leisure \n", "4 Very low standards for Club Europe: there was ... Couple Leisure \n", "... ... ... \n", "1095 London Heathrow to Las Vegas. Never had need t... Solo Leisure \n", "1096 Gatwick to Bridgetown. Firstly couldn't book m... Couple Leisure \n", "1097 Flew Gatwick to San Jose, Costa Rica return wi... Couple Leisure \n", "1098 Orlando to London. I had booked business class... Business \n", "1099 Newark to London Heathrow. This was the first ... Business \n", "\n", " seat_type routes flight_date \n", "0 Economy Class London to Geneva March 2022 \n", "1 Business Class London to Mauritius March 2022 \n", "2 Economy Class London Heathrow to Malaga May 2022 \n", "3 Economy Class Basel to Johannesburg via London May 2022 \n", "4 Business Class Athens to London May 2022 \n", "... ... ... ... \n", "1095 Economy Class London to Las Vegas March 2017 \n", "1096 Economy Class Gatwick to Bridgetown February 2017 \n", "1097 Economy Class San Jose to Gatwick February 2017 \n", "1098 Business Class Orlando to London March 2017 \n", "1099 Business Class Newark to London March 2017 \n", "\n", "[1100 rows x 8 columns]" ] }, "execution_count": 311, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "df_BA = pd.DataFrame({'ratings':ratings_ct, 'headers':headers_ct, 'review_date':rev_date, 'review':reviews_ct, 'traveler_type':type_of_trav, 'seat_type':type_of_seat, 'routes':routes, 'flight_date':flt_date})\n", "df_BA" ] }, { "cell_type": "code", "execution_count": 312, "metadata": {}, "outputs": [], "source": [ "df_BA.to_csv('BA_dataset.csv')" ] }, { "cell_type": "code", "execution_count": 324, "metadata": {}, "outputs": [], "source": [ "# Getting all the reviews \n", "all_reviews = []\n", "htmls = []\n", "for i in range(1, 36):\n", " URL = \"https://www.airlinequality.com/airline-reviews/british-airways/page/{}/?sortby=post_date%3ADesc&pagesize=100\".format(i)\n", "\n", " page = requests.get(URL)\n", " tree_reviews = html.fromstring(page.content)\n", " \n", " rev_list = []\n", " \n", " html_obj = tree_reviews.xpath(review_cont_xpath)\n", " htmls.append(html_obj[0])\n" ] }, { "cell_type": "code", "execution_count": 416, "metadata": {}, "outputs": [], "source": [ "# Getting the reviews\n", "all_rev = []\n", "\n", "for u in range(len(htmls)):\n", " for l in htmls[u].xpath('//text()'):\n", " rv = []\n", " if '{' not in l and len(l)>238:\n", " rv.append(l)\n", " all_rev = all_rev+rv" ] }, { "cell_type": "code", "execution_count": 417, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3479" ] }, "execution_count": 417, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(all_rev)" ] }, { "cell_type": "code", "execution_count": 421, "metadata": {}, "outputs": [], "source": [ "# stripping ' | '\n", "all_rev_str = []\n", "for i in all_rev:\n", " all_rev_str.append(i.strip(' | '))" ] }, { "cell_type": "code", "execution_count": 422, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Worst experience ever. Outbound flight was cancelled and I was not notified. I was rebooked on a very uncomfortable trip. Inbound flight delayed 1 hour, also not notified. On top of it, they boarded my hand luggage, which was the only bag I had. Extra wait in Milan then. Food is horrible.'" ] }, "execution_count": 422, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_rev_str[0]" ] }, { "cell_type": "code", "execution_count": 423, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
reviews
0Worst experience ever. Outbound flight was can...
1Check in was a shambles at BWI, just 3 counter...
2Beyond disgusted with the fact that my baggage...
3On July 19th 2022 I had submitted a complaint ...
4I booked the flight on Oct 8, but have to canc...
......
3474is the flag carrier of the United Kingdom, wit...
3475Branded as Club World for long haul and Club E...
3476British Airways offers a premium economy cabin...
3477British Airways has been reducing economy clas...
3478The comprehensive Airline and Airport customer...
\n", "

3479 rows × 1 columns

\n", "
" ], "text/plain": [ " reviews\n", "0 Worst experience ever. Outbound flight was can...\n", "1 Check in was a shambles at BWI, just 3 counter...\n", "2 Beyond disgusted with the fact that my baggage...\n", "3 On July 19th 2022 I had submitted a complaint ...\n", "4 I booked the flight on Oct 8, but have to canc...\n", "... ...\n", "3474 is the flag carrier of the United Kingdom, wit...\n", "3475 Branded as Club World for long haul and Club E...\n", "3476 British Airways offers a premium economy cabin...\n", "3477 British Airways has been reducing economy clas...\n", "3478 The comprehensive Airline and Airport customer...\n", "\n", "[3479 rows x 1 columns]" ] }, "execution_count": 423, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Creating and saving the reviews dataframe \n", "df_reviews_ba = pd.DataFrame({'reviews':all_rev_str})\n", "df_reviews_ba" ] }, { "cell_type": "code", "execution_count": 424, "metadata": {}, "outputs": [], "source": [ "# Saving the dataset.\n", "df_reviews_ba.to_csv('df_all_reviews_BA.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### II. Sentiment analysis using RoBERTa" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Loading the model.\n", "weights = f\"cardiffnlp/twitter-roberta-base-sentiment\"\n", "tok = AutoTokenizer.from_pretrained(weights)\n", "model = TFAutoModelForSequenceClassification.from_pretrained(weights)\n", "model.save_pretrained(weights)\n" ] }, { "cell_type": "code", "execution_count": 548, "metadata": {}, "outputs": [], "source": [ "def predict_class(text, model_output):\n", " \"\"\" \n", " A function to output the probability score for a given sentiment or the sentiment class.\n", " \n", " Inputs:\n", " ---------\n", " \n", " - text : The text for which we want to compute the sentiment score or the class\n", " - model_output : One of the following strings to get their probability score ['positive', 'negative', 'neutral']\n", " or 'class' to the get the predicted sentiment.\n", " Outputs :\n", " ---------\n", " \n", " - Probability score for the sentiment in question or the sentiment class.\n", " \n", " \"\"\"\n", " enc = tok(text, return_tensors='tf', padding='max_length')\n", " output = model(**enc)\n", " prob = softmax(output[0][0])\n", " if model_output == 'positive':\n", " return prob[-1]\n", " elif model_output == 'neutral':\n", " return prob[1]\n", " elif model_output == 'negative':\n", " return prob[0]\n", " elif model_output == 'class':\n", " return np.argmax(prob)\n", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Predicting the probability of the positive class and the sentiment class for\n", "# all examples.\n", "df_BA['prob_positive'] = [predict_class(i[0:510], 'positive') for i in list(df_BA['review'].values)]\n", "df_BA['sent_class'] = [predict_class(i[0:510], 'class') for i in list(df_BA['review'].values)]\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'df_DataFrame' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Evaluating the performance of the model.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdf_DataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_BA\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'sent_class'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'ratings'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mNameError\u001b[0m: name 'df_DataFrame' is not defined" ] } ], "source": [ "# Evaluating the performance of the model.\n", "df_DataFrame(df_BA.groupby(['sent_class'])['ratings'].mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the model did a decent job in classifying a large number of positive and negative reviews, but not a good job in distinguishing neutral reviews.\n" ] }, { "cell_type": "code", "execution_count": 556, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 134.000000\n", "mean 3.626866\n", "std 2.556641\n", "min 1.000000\n", "25% 1.000000\n", "50% 3.000000\n", "75% 6.000000\n", "max 10.000000\n", "Name: ratings, dtype: float64" ] }, "execution_count": 556, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Investigating the ratings of the neutral class\n", "df_BA[df_BA[\"sent_class\"]== 1]['ratings'].describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that we have at least two examples that were incorrectly classified as neutral, one example with a rating of 10(positive) and another one with a rating of 1 (negative)\n" ] }, { "cell_type": "code", "execution_count": 569, "metadata": {}, "outputs": [], "source": [ "# Fixing the mistakes of the model by setting the value of sent_class to 0 (negative)\n", "# for examples that have a rating less than 5 and were classified as neutral by the model.\n", "\n", "df_BA.loc[(df_BA[\"ratings\"] < 5) & (df_BA['sent_class']==1), 'sent_class'] = 0 " ] }, { "cell_type": "code", "execution_count": 572, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Series([], Name: sent_class, dtype: int64)" ] }, "execution_count": 572, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Verify the execution of the correction.\n", "\n", "df_BA.loc[(df_BA[\"ratings\"] < 5) & (df_BA['sent_class']==1), 'sent_class']" ] }, { "cell_type": "code", "execution_count": 577, "metadata": {}, "outputs": [], "source": [ "# Fixing the mistakes of the model by setting the value of sent_class to 2 (positive)\n", "# for examples that have a rating greater than 5 and were classified as neutral by the model.\n", "\n", "df_BA.loc[(df_BA[\"ratings\"] > 5) & (df_BA['sent_class']==1), 'sent_class'] = 2 " ] }, { "cell_type": "code", "execution_count": 578, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Series([], Name: sent_class, dtype: int64)" ] }, "execution_count": 578, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Verify the execution of the correction.\n", "\n", "df_BA.loc[(df_BA[\"ratings\"] > 5) & (df_BA['sent_class']==1), 'sent_class']" ] }, { "cell_type": "code", "execution_count": 800, "metadata": {}, "outputs": [], "source": [ "# Fixing the mistakes of the model by setting the value of sent_class to 2 (positive)\n", "# for examples that have a rating greater than 5 and were classified as negative(0) by the model.\n", "\n", "df_BA.loc[(df_BA[\"ratings\"] > 5) & (df_BA['sent_class']==0), 'sent_class'] = 2" ] }, { "cell_type": "code", "execution_count": 801, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Series([], Name: sent_class, dtype: int64)" ] }, "execution_count": 801, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Verify the execution of the correction.\n", "\n", "df_BA.loc[(df_BA[\"ratings\"] > 5) & (df_BA['sent_class']==0), 'sent_class']" ] }, { "cell_type": "code", "execution_count": 802, "metadata": {}, "outputs": [], "source": [ "# Fixing the mistakes of the model by setting the value of sent_class to 0 (negative)\n", "# for examples that have a rating less than 5 and were classified as positive(0) by the model.\n", "\n", "df_BA.loc[(df_BA[\"ratings\"] < 5) & (df_BA['sent_class']==2), 'sent_class'] = 0" ] }, { "cell_type": "code", "execution_count": 803, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Series([], Name: sent_class, dtype: int64)" ] }, "execution_count": 803, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Verifiy the execution of the correction.\n", "\n", "df_BA.loc[(df_BA[\"ratings\"] < 5) & (df_BA['sent_class']==2), 'sent_class']" ] }, { "cell_type": "code", "execution_count": 804, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "sent_class\n", "0 2.100000\n", "1 5.000000\n", "2 8.025773\n", "Name: ratings, dtype: float64" ] }, "execution_count": 804, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Evaluating the performance of the model after correcting the mistakes done by the model.\n", "\n", "df_BA.groupby(['sent_class'])['ratings'].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, the average rating for the neutral class is 5 which is the most representative rating for a neutral review." ] }, { "cell_type": "code", "execution_count": 805, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 negative\n", "1 negative\n", "2 negative\n", "3 negative\n", "4 negative\n", "Name: sentiment, dtype: object" ] }, "execution_count": 805, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Replacing the values of the 'sent_class' column\n", "dict_ = {0:'negative',\n", " 1: 'neutral',\n", " 2: 'positive'}\n", "df_BA['sentiment'] = df_BA['sent_class'].replace(dict_)\n", "df_BA['sentiment'].head()" ] }, { "cell_type": "code", "execution_count": 806, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEGCAYAAACKB4k+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAVsklEQVR4nO3dfbRddX3n8fdHAj7gQ0CuGUzAOJrq0FoQ7qIgbUfN1BHaGmqRgg8JNLNS16Cr2ul06KxZVVvb4rIt48MMLRUlWKsiLUN0MVYmSKd1CRo0hicfIpUhGSARAR+oOuB3/ti/uz2Em+TekH1Pkvt+rXXW+e3ffvrmnpz7uXvvs38nVYUkSQCPG3cBkqR9h6EgSeoZCpKknqEgSeoZCpKk3oJxF/BYHHHEEbV06dJxlyFJ+5Ubb7zxm1U1Md28/ToUli5dyoYNG8ZdhiTtV5LcsbN5nj6SJPUMBUlSz1CQJPUMBUlSz1CQJPUMBUlSb7BQSPK8JBtHHt9O8qYkhye5JsnX2vNhbfkkeXeSzUk2JTl+qNokSdMbLBSq6itVdVxVHQecADwIXAmcD6yvqmXA+jYNcCqwrD3WABcNVZskaXpzdfpoOfD1qroDWAGsbf1rgdNbewVwWXWuBxYmOXKO6pMkMXd3NJ8FfLi1F1XVXa19N7CotRcDd46ss6X13TXSR5I1dEcSHH300TMu4IT/eNmsi9bs3fjOleMuQdJjMPiRQpJDgFcAH9txXnVf+zarr36rqourarKqJicmph26Q5K0h+bi9NGpwBeq6p42fc/UaaH2vK31bwWOGllvSeuTJM2RuQiFs/nxqSOAdcCq1l4FXDXSv7J9Cukk4IGR00ySpDkw6DWFJIcCvwD8xkj3BcDlSVYDdwBntv6rgdOAzXSfVDp3yNokSY82aChU1feAp+/Qdy/dp5F2XLaA84asR5K0a97RLEnqGQqSpJ6hIEnqGQqSpJ6hIEnqGQqSpJ6hIEnqGQqSpJ6hIEnqGQqSpJ6hIEnqGQqSpJ6hIEnqGQqSpJ6hIEnqGQqSpJ6hIEnqGQqSpJ6hIEnqGQqSpN6goZBkYZIrknw5yW1JTk5yeJJrknytPR/Wlk2SdyfZnGRTkuOHrE2S9GhDHym8C/hkVT0fOBa4DTgfWF9Vy4D1bRrgVGBZe6wBLhq4NknSDgYLhSRPA34euASgqn5YVfcDK4C1bbG1wOmtvQK4rDrXAwuTHDlUfZKkRxvySOHZwHbgA0m+mOR9SQ4FFlXVXW2Zu4FFrb0YuHNk/S2t7xGSrEmyIcmG7du3D1i+JM0/Q4bCAuB44KKqeiHwPX58qgiAqiqgZrPRqrq4qiaranJiYmKvFStJGjYUtgBbquqGNn0FXUjcM3VaqD1va/O3AkeNrL+k9UmS5shgoVBVdwN3Jnle61oO3AqsA1a1vlXAVa29DljZPoV0EvDAyGkmSdIcWDDw9t8IfCjJIcDtwLl0QXR5ktXAHcCZbdmrgdOAzcCDbVlJ0hwaNBSqaiMwOc2s5dMsW8B5Q9YjSdo172iWJPUMBUlSz1CQJPUMBUlSz1CQJPUMBUlSz1CQJPUMBUlSz1CQJPUMBUlSz1CQJPUMBUlSz1CQJPUMBUlSz1CQJPUMBUlSz1CQJPUMBUlSz1CQJPUMBUlSz1CQJPUGDYUk30hyU5KNSTa0vsOTXJPka+35sNafJO9OsjnJpiTHD1mbJOnR5uJI4SVVdVxVTbbp84H1VbUMWN+mAU4FlrXHGuCiOahNkjRiHKePVgBrW3stcPpI/2XVuR5YmOTIMdQnSfPW0KFQwKeS3JhkTetbVFV3tfbdwKLWXgzcObLultb3CEnWJNmQZMP27duHqluS5qUFA2//Z6tqa5JnANck+fLozKqqJDWbDVbVxcDFAJOTk7NaV5K0a4MeKVTV1va8DbgSOBG4Z+q0UHve1hbfChw1svqS1idJmiODhUKSQ5M8ZaoNvAy4GVgHrGqLrQKuau11wMr2KaSTgAdGTjNJkubAkKePFgFXJpnaz19X1SeTfB64PMlq4A7gzLb81cBpwGbgQeDcAWuTJE1jsFCoqtuBY6fpvxdYPk1/AecNVY8kafe8o1mS1DMUJEk9Q0GS1DMUJEk9Q0GS1DMUJEk9Q0GS1DMUJEk9Q0GS1DMUJEk9Q0GS1DMUJEk9Q0GS1DMUJEk9Q0GS1DMUJEk9Q0GS1DMUJEk9Q0GS1DMUJEm9wUMhyUFJvpjkE2362UluSLI5yUeTHNL6H9+mN7f5S4euTZL0SHNxpPCbwG0j0+8ALqyq5wL3Aatb/2rgvtZ/YVtOkjSHZhQKSdbPpG+aZZYAvwi8r00HeClwRVtkLXB6a69o07T5y9vykqQ5smBXM5M8AXgScESSw4CpX9JPBRbPYPv/Ffgd4Clt+unA/VX1UJveMrKdxcCdAFX1UJIH2vLf3KGmNcAagKOPPnoGJUiSZmp3Rwq/AdwIPL89Tz2uAt67qxWT/BKwrapu3At19qrq4qqarKrJiYmJvblpSZr3dnmkUFXvAt6V5I1V9Z5ZbvsU4BVJTgOeQHd08S5gYZIF7WhhCbC1Lb8VOArYkmQB8DTg3lnuU5L0GMzomkJVvSfJi5K8OsnKqcdu1vndqlpSVUuBs4Brq+o1wKeBM9piq+iOOgDWtWna/Gurqmb575EkPQa7PFKYkuSDwHOAjcDDrbuAy/Zgn/8J+EiStwNfBC5p/ZcAH0yyGfgWXZBIAPyf33/BuEs44B39ezeNuwTtA2YUCsAkcMye/uVeVdcB17X27cCJ0yzzfeBVe7J9SdLeMdP7FG4G/sWQhUiSxm+mRwpHALcm+Rzwg6nOqnrFIFVJksZipqHw1iGLkCTtG2YUClX190MXIkkav5l++ug7dJ82AjgEOBj4XlU9dajCJElzb6ZHClPDVEyNX7QCOGmooiRJ4zHrUVKr8z+Af7v3y5EkjdNMTx+9cmTycXT3LXx/kIokSWMz008f/fJI+yHgG3SnkCRJB5CZXlM4d+hCJEnjN9Mv2VmS5Mok29rjb9oX6EiSDiAzvdD8AbpRTJ/ZHh9vfZKkA8hMQ2Giqj5QVQ+1x6WA33AjSQeYmYbCvUlem+Sg9ngtfgGOJB1wZhoKvw6cCdwN3EX3JTjnDFSTJGlMZvqR1N8HVlXVfQBJDgf+hC4sJEkHiJkeKfz0VCAAVNW3gBcOU5IkaVxmGgqPS3LY1EQ7UpjpUYYkaT8x01/sfwp8NsnH2vSrgD8cpiRJ0rjM9I7my5JsAF7aul5ZVbcOV5YkaRxmfAqohYBBIEkHsFkPnT1TSZ6Q5HNJvpTkliRva/3PTnJDks1JPprkkNb/+Da9uc1fOlRtkqTpDRYKwA+Al1bVscBxwMuTnAS8A7iwqp4L3AesbsuvBu5r/Re25SRJc2iwUGhfxvPdNnlwexTddYkrWv9a4PTWXtGmafOXt295kyTNkSGPFGhDYmwEtgHXAF8H7q+qh9oiW4DFrb0YuBOgzX8AePo021yTZEOSDdu3bx+yfEmadwYNhap6uKqOA5YAJwLP3wvbvLiqJqtqcmLCMfkkaW8aNBSmVNX9wKeBk4GFSaY+9bQE2NraW4GjANr8p+Gge5I0p4b89NFEkoWt/UTgF4Db6MLhjLbYKuCq1l7Xpmnzr62qGqo+SdKjDTlUxZHA2iQH0YXP5VX1iSS3Ah9J8nbgi8AlbflLgA8m2Qx8CzhrwNokSdMYLBSqahPTDJpXVbfTXV/Ysf/7dMNnSJLGZE6uKUiS9g+GgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpZyhIknqGgiSpN1goJDkqyaeT3JrkliS/2foPT3JNkq+158Naf5K8O8nmJJuSHD9UbZKk6Q15pPAQ8B+q6hjgJOC8JMcA5wPrq2oZsL5NA5wKLGuPNcBFA9YmSZrGYKFQVXdV1Rda+zvAbcBiYAWwti22Fji9tVcAl1XnemBhkiOHqk+S9Ghzck0hyVLghcANwKKquqvNuhtY1NqLgTtHVtvS+iRJc2TwUEjyZOBvgDdV1bdH51VVATXL7a1JsiHJhu3bt+/FSiVJg4ZCkoPpAuFDVfW3rfueqdNC7Xlb698KHDWy+pLW9whVdXFVTVbV5MTExHDFS9I8NOSnjwJcAtxWVX82MmsdsKq1VwFXjfSvbJ9COgl4YOQ0kyRpDiwYcNunAK8DbkqysfX9Z+AC4PIkq4E7gDPbvKuB04DNwIPAuQPWJkmaxmChUFX/CGQns5dPs3wB5w1VjyRp97yjWZLUMxQkST1DQZLUMxQkST1DQZLUMxQkST1DQZLUMxQkST1DQZLUMxQkST1DQZLUMxQkST1DQZLUMxQkST1DQZLUMxQkST1DQZLUMxQkST1DQZLUMxQkST1DQZLUGywUkrw/ybYkN4/0HZ7kmiRfa8+Htf4keXeSzUk2JTl+qLokSTs35JHCpcDLd+g7H1hfVcuA9W0a4FRgWXusAS4asC5J0k4MFgpV9b+Bb+3QvQJY29prgdNH+i+rzvXAwiRHDlWbJGl6c31NYVFV3dXadwOLWnsxcOfIclta36MkWZNkQ5IN27dvH65SSZqHxnahuaoKqD1Y7+KqmqyqyYmJiQEqk6T5a65D4Z6p00LteVvr3wocNbLcktYnSZpDcx0K64BVrb0KuGqkf2X7FNJJwAMjp5kkSXNkwVAbTvJh4MXAEUm2AG8BLgAuT7IauAM4sy1+NXAasBl4EDh3qLokSTs3WChU1dk7mbV8mmULOG+oWiRJM+MdzZKknqEgSeoZCpKknqEgSeoZCpKknqEgSeoZCpKknqEgSeoZCpKknqEgSeoZCpKknqEgSeoZCpKknqEgSeoZCpKknqEgSeoZCpKknqEgSeoZCpKknqEgSeotGHcBkg5sp7znlHGXMC985o2f2Svb2aeOFJK8PMlXkmxOcv6465Gk+WafCYUkBwH/DTgVOAY4O8kx461KkuaXfSYUgBOBzVV1e1X9EPgIsGLMNUnSvJKqGncNACQ5A3h5Vf27Nv064Geq6g07LLcGWNMmnwd8ZU4LnVtHAN8cdxHaI752+7cD/fV7VlVNTDdjv7vQXFUXAxePu465kGRDVU2Ouw7Nnq/d/m0+v3770umjrcBRI9NLWp8kaY7sS6HweWBZkmcnOQQ4C1g35pokaV7ZZ04fVdVDSd4A/B1wEPD+qrplzGWN27w4TXaA8rXbv83b12+fudAsSRq/fen0kSRpzAwFSVLPUNhPJFmY5N+PTD8zyRXjrEnTS/L6JCtb+5wkzxyZ9z7v1N8/JFma5NV7uO5393Y9c8VrCvuJJEuBT1TVT427Fs1ckuuA366qDeOuRbOT5MV0r90vTTNvQVU9tIt1v1tVTx6wvMF4pLCXtL8qbkvyl0luSfKpJE9M8pwkn0xyY5J/SPL8tvxzklyf5KYkb5/6yyLJk5OsT/KFNm9qqI8LgOck2ZjknW1/N7d1rk/ykyO1XJdkMsmhSd6f5HNJvjiyLe1E+7l+OcmH2ut5RZInJVnefoY3tZ/p49vyFyS5NcmmJH/S+t6a5LfbXfqTwIfa6/bEkdfm9UneObLfc5K8t7Vf216zjUn+oo0Lphnag/fipe21mlp/6q/8C4Cfa6/Dm9trtC7JtcD6XbxX929V5WMvPIClwEPAcW36cuC1wHpgWev7GeDa1v4EcHZrvx74bmsvAJ7a2kcAm4G07d+8w/5ubu03A29r7SOBr7T2HwGvbe2FwFeBQ8f9s9qXH+3nWsApbfr9wH8B7gR+ovVdBrwJeDrdMCtTR9wL2/Nb6f7CBLgOmBzZ/nV0QTFBN9bXVP//BH4W+FfAx4GDW/9/B1aO++eyPz324L14KXDGyPpT78UX0x2dT/WfA2wBDm/T075XR7exPz48Uti7/qmqNrb2jXT/OV8EfCzJRuAv6H5pA5wMfKy1/3pkGwH+KMkm4H8Bi4FFu9nv5cDUXzpnAlPXGl4GnN/2fR3wBODo2f2T5qU7q2pqcPq/ApbTvbZfbX1rgZ8HHgC+D1yS5JXAgzPdQVVtB25PclKSpwPPBz7T9nUC8Pn2ui0H/uVj/yfNO7N5L87GNVX1rdbek/fqPm+fuXntAPGDkfbDdP9B7q+q42axjdfQ/RV5QlX9vyTfoPtlvlNVtTXJvUl+Gvg1uiMP6P7T/mpVHciDBg5hxwtt99MdFTxyoe6GyxPpfnGfAbwBeOks9vMRuhD/MnBlVVWSAGur6nf3pHD1ZvNefIh2Kj3J44BDdrHd7420Z/1e3R94pDCsbwP/lORVAOkc2+ZdD/xqa581ss7TgG3tP9lLgGe1/u8AT9nFvj4K/A7wtKra1Pr+Dnhj+0VDkhc+1n/QPHF0kpNb+9XABmBpkue2vtcBf5/kyXQ/76vpTuEd++hN7fJ1u5JuePiz6QICulMcZyR5BkCSw5M8ayfra+Z29V78Bt3RGcArgINbe3fvuZ29V/drhsLwXgOsTvIl4BZ+/B0RbwJ+qx16PpfuVATAh4DJJDcBK+n+iqSq7gU+k+Tm0QuUI66gC5fLR/r+gO4/+KYkt7Rp7d5XgPOS3AYcBlwInEt36uEm4EfAn9P9wvhEew3/EfitabZ1KfDnUxeaR2dU1X3AbXTDGH+u9d1Kdw3jU22717Bnpzn0aDt7L/4l8K9b/8n8+GhgE/Bwki8lefM025v2vbq/8yOpY5LkScA/t1MGZ9FddD4wPr2wH4sf/dU85zWF8TkBeG87tXM/8OvjLUeSPFKQJI3wmoIkqWcoSJJ6hoIkqWcoSHsoyXFJThuZfkWS8wfe54uTvGjIfWh+MxSkPXcc0IdCVa2rqgsG3ueL6YZrkAbhp480LyU5lO5GvyV03wn+B3QDmv0Z8GTgm8A5VXVXuuGvbwBeQjew4Oo2vRl4IrAV+OPWnqyqNyS5FPhn4IXAM+g+cryS7uaoG6rqnFbHy4C3AY8Hvg6cW1XfbUMmrAV+me4GxFfRjbN0Pd2wDduBN1bVPwzw49E85pGC5quXA/+3qo5tN6p9EngP3WiZJ9CNjvqHI8svqKoT6e5Ef0tV/RD4PeCjVXVcVX10mn0cRhcCbwbW0d0Z/ZPAC9qppyPo7l7+N1V1PN1wGqN3RX+z9V9EN+rqN+jupL6w7dNA0F7nzWuar24C/jTJO+iGMb8P+CngmjZU1EHAXSPL/217nhpxcyY+3u5Yvwm4p6puAmhDjiylO0o5hm74EugGYvvsTvb5yln826Q9ZihoXqqqryY5nu6awNuBa4FbqurknawyNermw8z8fTO1zo945KidP2rbeJhuKOaz9+I+pcfE00eal9J9b/KDVfVXwDvpvnRlYmp01CQHZ+Tb7HZid6No7s71wClTo6+m+6a8nxh4n9IuGQqar14AfK594cpb6K4PnAG8o42WuZHdf8rn08AxbQTUX5ttAe2Lds4BPtxGRP0s3Zft7MrHgV9p+/y52e5T2h0/fSRJ6nmkIEnqGQqSpJ6hIEnqGQqSpJ6hIEnqGQqSpJ6hIEnq/X8/t2/edqTBeQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Counting the cases for each sentiment\n", "sns.countplot(x='sentiment', data=df_BA)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### III. Data analysis in terms of type of seat." ] }, { "cell_type": "code", "execution_count": 807, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Economy Class', 'Business Class', 'Premium Economy', 'First Class']" ] }, "execution_count": 807, "metadata": {}, "output_type": "execute_result" } ], "source": [ "seats = list(df_BA.seat_type.unique())\n", "seats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1. Counting how much cases of each sentiment class we have for each type of seat.\n" ] }, { "cell_type": "code", "execution_count": 808, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# the case of the business class\n", "\n", "sns.countplot(x='sentiment', data=df_BA[df_BA['seat_type'] == 'Business Class'], order=['negative', 'positive', 'neutral'])\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 809, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The case of the economy class\n", "\n", "sns.countplot(x='sentiment', data=df_BA[df_BA['seat_type'] == 'Economy Class'], order=['negative', 'positive', 'neutral'])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 810, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The case of the premium economy class\n", "\n", "sns.countplot(x='sentiment', data=df_BA[df_BA['seat_type'] == 'Premium Economy'], order=['negative', 'positive', 'neutral'])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 842, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The case of the first class\n", "sns.countplot(x='sentiment', data=df_BA[df_BA['seat_type'] == 'First Class'], order=['negative', 'positive', 'neutral'])\n", "plt.show()\n", "plt.savefig('num_pos_rev.png')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Negative and positive wordclouds for each type of seat" ] }, { "cell_type": "code", "execution_count": 812, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Word cloud for business class \n", "# Negative sentiment.\n", "bc_df = df_BA[(df_BA['seat_type'] == 'Business Class') & (df_BA['sentiment'] == 'negative') ]['review']\n", "words = ' '.join(list(bc_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 813, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for business class \n", "# Positive sentiment.\n", "bc_df = df_BA[(df_BA['seat_type'] == 'Business Class') & (df_BA['sentiment'] == 'positive') ]['review']\n", "words = ' '.join(list(bc_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 814, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for economy class \n", "# negative sentiment.\n", "bc_df = df_BA[(df_BA['seat_type'] == 'Economy Class') & (df_BA['sentiment'] == 'negative') ]['review']\n", "words = ' '.join(list(bc_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 815, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for economy class \n", "# positive sentiment.\n", "bc_df = df_BA[(df_BA['seat_type'] == 'Economy Class') & (df_BA['sentiment'] == 'positive') ]['review']\n", "words = ' '.join(list(bc_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 816, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for premium economy \n", "# negative sentiment.\n", "bc_df = df_BA[(df_BA['seat_type'] == 'Premium Economy') & (df_BA['sentiment'] == 'negative') ]['review']\n", "words = ' '.join(list(bc_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 817, "metadata": {}, "outputs": [ { "data": { "image/png": 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OsWlnF9WKTSFfuY4rmL+OEmV7iGz5WRRRMzvE/A+hKVEAQtZ+yKjkK4dpDf/Cws4GBJqSAEAROqoSwfGSeLJC2RkhW34JVTk+19870eeOBTC1DtZqs5WyStUZJVd5lZJ9FoCI7z50tQnHS6MrcRThm+tPASGQ2NjuzIqaq5QOVXecQuUwFXuodo3mLRhq2wrHSmZSBYrlKuGgRTZfxm8ZuJ6H7biEAiavvnGJA3vXkSuUCQctbMcjHLTq+lqO6xK6hqKyLdJN1AhyPHORe5p2kDAvOxBUoRA3QqwPtaErKg3NEUYvzhCOBtbU/2ujY2xubOClS8Mk/D56YjGevXgRx/PoCIfZ39V11T4URRDymUQCFlJKNEVBIPCZGlt6mvm5R/YTD9cWmgCkhN/78jNs623lo/fuIluoMDyVXtKnEAI5d+xizUIRV3YkKsrS78J+C11TmMkUaIoG8aQklSuxsbOR7uYYjx08TUdjhI2djXz7xRPEw376OxoB0PStqGo7QpjML15V60Zl+ZwI6o21At3ct/C54qapuCkS1nYUdOohcbwyk8WXSVVPU3XTuLKClC6erC4cZaoxDDU816sgoHdQcZNIacMKgrweAkttXBC4AIYSoeCM1h3Z7A/y0Y07+caFk8yUCuSqFXyaxie37OXpkQHOpWfZFGtY9IvLc6DMCdudjfXC7FoQ1sNYqkXRLSxpD2lhgupSR5o/YPLOD97M8MA0UoJh6iiKoH9rO5t2dVEuVpkcTSHmbMkf+/l7SCcLaIaK9HIcuNelqTUDbgWpNBKNTHH3gx6l8gSGodC7zgJvDM+ZQSghQCC9WYQII2URIYKgrVtxfSrCxK9vpCX8s1ha3+Uv5rTQTOlJhFAJmftIF3+IGe5GEQYgcdyZ2uxKG9fLoSkRhNDx6b00hX6KgLFtUX8Cx03OfVyqzV4RQsPUOmgMfpjQwroFEKRLP0QIdUVbrKZGKVZP1ncnVHS1mYT/fUR89yzpbzkc1+OFwwPomkpzIkSxVKVQqhAMWLQ2hmmMBVFVBYlkYGSWSNAi4DN/dEJXEQpxM0TcDLE92sOtDRtp9cVXPFZKyfREhoaWCD0b1xZukyoVuZTOUHVd/LpOUyCAoao4nkdsDVruqhCwob2BJw+d58UTQ9y9q490vkQmX2ZLdzNSQqXq4EnJa2eHOXFxkvfevhUAVVWIhXycujTJRCqHz9CJrmGCV4Lf1Llvdz9ffOoIP/fIrQyMJRmdyfAzD+9DVxUK5QqqqpAI+zENjZGpNA/etHFuHD3UEgmXL5SVhP6V24RQEEKZE6Cy7nhPepxJ/zVTpVfoCNxPg7UDRZiMFZ5bepxnL3yWSKS0EWjAWh8wsaKWvRKipoUiBJqi4HkeEcMkVS6BlBTtKpqi4NcMctUKUkpS5TL5au0FoSCImjewfuawPrCRBrOZS8WBJddwU/w2Qnp9uFdTa5Sm1uiSth231IScYWiEFzm3+rd1LHyW7jjrN/vAPQ5OIygZFO8sm7YKoAxKDKFtBgFSppDVkyBCtb+9IaCKREVovSy/F0IIDLUVTY2RKj5OQ/DHkbJKxRkkZO6j7IwwmftrWsO/gKE2MZb5n+QrrxO29iOlR7L0KEHrFirOELY7TdC8CU2J4tM3kSo+iq42IlAo2acIWbdfcT6X7xrm/1aEScS6k9nC1zHUdhTFR7F6nLB1xxX7i1j3MFP4Csnitwhbd+F4SVThrwncwHuYLnwJU+9BUyIUqycImjejinqFcN6UmMmVqFQdsoUyfp9JUzxEueowMpFidDJKW1OEl44M8t57d1xxXPO4YUfaL/e/d4ljbDkmR1MMnByjWrEJhCwe+ODNV+0z7vNxd19vbas+9+9DGzbgeh66evUHWRECv7k0680yNXRVYV1bAx+9bzdf+OEh/vy7B4mHfLx7/xa29rTwyXfczB9+43m+/9oZ9m/p5vat3QvnU4Rgz4YOjpwf5Z/+/tdoiAT4o1/6MVRVwTI0lLlzCSHwz2kzQgj8lrHw3TyEEHzm3fv4o2++yD/7/W8QDfr46XfcTGdjlHS+RGM0iCIEpq6xsbOJF09cpG0uBviaNIWrwKc2EdBaGSs8S4O1G03xMyc2UdAAj7HCMzT7b6Uv/AEQgnTlDMs16LKXJFu9QNjoQ+KRqpwiqHcihLooOqLWL9QC4ecF/HyEwFq2nKoQWFptremKgotgV2Mrh6bG+Pknv0mzP8gnNu+mJxwjoBv806e/hanq3N7aBQIs7fJ9mn+wXc9DW8OaWoxmq42Pdv4035/4FhcKZzFVi33xO7ij4R5M5fpexCtBumPg1XwRaOuQlScRxi1I5yyoPQgvDUocnIvgpUB6cxucCqit4E2A2sVqc6urzTSHPsVE9rOcnvwQquIn6nuQgLGb2eLXCJp7CZu3gtCI+O4hVfo+Pn0DQigEjO1cnP01XFmkJfQpTK0LgU5z6FNM5j7L2amfQAidsHX7nNAVKMJXZ7cFmM5/genCF7HdaZCSbPklmkOfoiHwPprDn2Yi+1nOzfwMAggYuwhbdyCEhhAWl9eRgiL8CBQsfQNdsX/PeOaPGMn8d3QlQXvkX8xd7yeZyP45F2b+KRIHv76ZoLm3bkyaqvCOA1tAXk6kmbePq3M714+9+yYURWFwZIbejgSWuTZxKq5CYn7DacCe6zF8YQrTb5CezbNxR+dVHWHZSoWQsVRoSimRshYvC+B5tTAYw9DwPA9lzpgtpURVlaueYzXIOXudEALPlQhRM5qrmoLreLiuh6apIGqC2PPmPdxzuqIQICWq9uYJx7WOex7Xcu2j+Sc5mfpzQkYPMXMznrTxpE1P6D34tEYOz/wXctWLdAYfxJU2M+XD5KoX2RT7JN2hhzmV+kuG89/DUhM0+W6m5EwxXT7E1vjP0ea/C4lL3h6h4Iwxmn+SkcIPubnp36MrIcJGH5Ya55XJf4ftFbm99b8tjOu1qf+bgjPKXW1/dEPzYrsuBdtGUxQ0oVBybExVYzyXI+738cLFIW7v6cZUNWzPXTAVOa6LT9cxtZUfpFS1Fu/rSo+iW8X1PBJmkLBe75y7Mcy/oMRV26QEWfoWaG0I4UfoW5YcJ+eeGUUReK6H63jYVRtVUzEsHdfx5tbt3DOgKAvKw2K8Mf4OOqO/TsR395t4nf84IaUknSsRCfmWK1c/ujTg4eIMCoJ2fwJXelzIj3MxP0XcCLIz1ot0JGOXZpGerIXB1O9i6xA2V85WGhyYwnbcWl9CYNsunV0JxkZT6LqK43pIT7J+QzPG9abkShgemEZRBMnpHIGgRbFQwTA1ivkKPr9JJB5geiJDOOrDF7Tw3NqCn53MYJgalt+gq68JRX3rYv88TzI9mSEaC6CoCtKTqJqCY7touornSkBiV11sxyUaq22n2gJ3Y2oNTBZfIm9fQhUWMXMzuhJEoLI59mmGco+RqZ7HVGNsjf8cs6WjBPWaoyJqbCAYa8dU44wXnkcIhS2xn6XZtx8hFByvyEz5yIJTrD1wL2OFZ1GERnfo3VhqnAbfniU2YoAGaych7+q2+6thIpfn/OwsHZEItudybmaW9nCYgWSSLc1NjOdynJqaJl+tUqhWsTQNn6ahayobGxpXFbrnchNMl3OEdIuZcpaMXeL2xo2E9Otzzq2OldbQym0CCb53giwilCjLH7TUZIbJS9Popo7neniux+xEGk1X6d/Tx8TgVE2TM1ScqkPbumbCiRtL9rgReN5c4pXy5s7omwkhBLGw/+oHLsINC91vjLxEd6CJdn+Ci4VJPjf4BI7nUnAqfNS7k9sbt7Dz1nXopoamXQ61GstnyVUrhA2LsXyW3c1tddvwxZASTp4cxa462LbHuvVNlCs20ZyfUydH0XQVAYTCPtraY9ctdCWSiZEUqZkclbKN5TOolGs2y0DIQiiCmdMZzp8co2dDMzv3rWPo/CSzU1lGBmdobInQ1p2gpT3+I0m5lMBsqUDJcQBJ2LCImBbnT48zeH4Sn89A02te8HmCoUy6iGO7tHbE8TwPx3GJRP0L4T8N1g4arJXtUX6thc2xn17SFjHWLXxuDVy2rzX5bqr7va4E6Qu/n77w+1e9ppW+6wm/+yozsTZUXIeGgJ+eWJQfnj+P63lUHIe434+uqvgNgw0NCR49fQZDVfHpGvlqlX3NnTQEVn+YuvwJ/KpJsxVmxgzh10wazfAVBW62VOa5sxeREu7e1FvH4/D0qQF6G2N0JaLXpy0LgcCEVVKsU9MZxgemKBcrSKB3ayfFbAlFEeTTBc4eGsCwdPwhH/lMkcaOxIr9tIZ/AUvfcO3ju0bkMyVmJ9K09TZSLlQpFys0tNWiP/4x44aF7snMJfbE1uF4Lq8nz2MIjU+te4BXk+d4YvIotzduwb+Cw2mykGc4l6Fo2/RF4yTLRRp8q0c3CAG3395PMpknny+zYUML1aqL5dM5cOdGFFWpZQ4ZKpZ1/cJOCMG2vT1UyjaKKjh/YozJsRS7b11POFZ7CCtlm/5tHVh+g1DYh7aplY7eRrbf1Itp6Rimhr5G+8614lsXTvHS+BCWWuv/QHsv93WtY3oiQzpZQEYlkViA0UuzJJrCDJ2fwvTpaKqCbqiYpsn5MxNXOctbD9dxGbowhWFqdPQ0rnhMOpknEgtck0BqD4cXolf2trcDNduuM+cfeHDDeqKWxbs2bpz7ruawDa2y25pHiy9Ks1ULBWxYFLlzpbFZuk7EZ3FseIKy7dQJ3WPD4/gNna65zLc3G+3rW2jsSODaLq7rEgj7aelpRDM0DFNn/yM3Yfp0ZsfTnH71PJVydcWdaSLwnh/J+JbDMHUunRlndGAKX8BC01USLRH4EQrdi+kUJ6emeGDd+jX5j64HN869gCSgWcxWs5zKDLOvYSO9wWZSdoHnpk+s+ruEz89oPkvQMBnKptnZdOXIBiEEsXiAaMyPlLUwLP+cjPb5jOtOEZ3/3byTRyDwB00CoVqo2a5b1+G5HpqhLYSJBULWknOFY4HrPv+14lRyin+y/Raa5l5QxtzC2Hegn5scD0VVaoZ/r2bb3rKtY8HMUQu6h0TjPxxinqOvDJCazdO9rgkhBKVilbGhGU4dG6apLUZqpsZOF28I8uz33uDuh3fg2C4+n0Eg7COWCF6xf59+ORSuMVCbs8XZZvPCtSl47fdwteOklIymsnzhpSNMpLNs7Wjhp+7Yg6GpNIWDWHNZklJKprIF/uq510kXS8zmi+zr+9FlRll+E8tvLrH/W4HL2XNWoDYXwViQjg0tNfuuuHxNV7MMvtlrf2YizeRIkkDYRyDsp5At1cxk+lyK8Jz/RcJCRIvreXMRNLX3ha4oSJhrZ8ExP//3fGClNucTag4ESXT70RQFKSXe3FypioLt1mz+3qK5mP/tlXbpy3HDQndzuJPvjb9Ol7+JoltlU7gDgWC2kiWgre7JdbyaHdSVLh/s37qmc817D905Ahzbq2J7VVzpzvnGaw4GhZojTRMamtDRFB1DMVDF8owXScEtMlWeJWVnUFBIGDGarASWWluMmq6CfvU33uI0Ug+Piluh6lVwpD03vstjU4WGoRiYqokurswtvBxB3SBVKuJTay+BICamqqEbGppe7/dUF6V+zp/HMOudIzXqTIeyW8L2qjjSmQv0lwgUVKGiCQ1DMTEU84oRK9eCqfE0u25dx5GDF+hZ34xddTh2ahxFEQydnyTeEKwJ2JCP5vYYjc0RzhwfYXYqx6YdHVc/wSJcLfvxzRIaVdfltcERNrU08q/eeSf/+TtPc2x4gr097UuO86TkxOgkDeEA//JdB/iNL33vhj3XtftoU/Eq2J6NK52F52P+Xtb4qWv3U1Nqa3HxOlRVBVVdulvMVipcTKWI+fwoAvy6QaZcJmyZ+HV9IapktTG50qXilal6VRxp4y2MqcaVrYnaM2oqFpqoEQ219zbyoV98YFFHLEj9VLnEF44dYzKfp2jbrIvH+dmbbuY7Z85wPjlLxXWxXZdfv+MAb0xP8d2zZ8lWKnRGIrxrwwa+fPIEw5kMXZEIg6k0n9l7Ewm/n786cggFwa8fuBPH8/j2mdO0hkLc1dPLbz31JO9cv4Hnh4cYz+Vo9Ae4lMnw6T172N+5dv/DNT05UkoKleqSbdGPddzGZy98n6PpAR5s2UOnv7Y1TFXz7ImtW60r0pUyHaEwUWs+3fTKC15KScUrM1keZ7w8ykhpiKnyBNOVSYpugercIlOEiqEYGIpJWI8QMxLEjQbarA4azEaiepyYEUdXDFzp8f3xZym5ZaJGGE96HEmfoMPXygMtB65lagCoelXGSyOMlUcYKlxgrDxKsjpDwclje1WEEFiKj7AeoclspdPfQ7e/l3ZfJ2E9uiZu4BZ/kM+fPkJroJY6ur+1kwPtvXVzOFQYYKY6zXwAii4MugN9RPR6e2HRKTBausRQcZDBwnkmy2Nk7DRlr4yUHoZiEtCCRPU4zVYrnf5ums02mq1WIlcYt+M5XMifIe/mlrQbikm3v5ewHq1FtwxM0d6VwK642LZL38YW8rkyDU1hqlUH09Tx+Q2i8QCVio3l06lWHSLLkm1mKtOMlIZw5/iW55EwGunwdaEpKyWA1KM2d1NrOnYxonqcbn8vUkLVcUkEa3bzWMBHqlCqO15KamYGsxZWGPFbq6bzXg2OdEhWZpiqTDBWGma0PMx0ZZJsNUPBzeN4Nh4SXdHQhYFfCxDRY8SMOM1mK81WK1E9TsJoJKyHUZYpKK7nkatUuTCbYltLEyenpjk3PUtfPMaO1hbawvUONyklZa/EWGmYkdIlhgqDTJRHSdmzlNwijuegCAWf6ieqx2i22uj299Lp76HN10lADS5dq8vmpuw4fHDLVrY2NfGr3/8eo9ls7T5YPj62Ywd+XSdXqfDy8DBdkQgbGxr530ePsKWxkdZgiP54gtlSif0dXZyameYTO3fx3k2beW5o6PI1LLseCTT4/WxqaGSmUOCunh6OT06++UJ3NJ1lLJ0FCSOpDO/fc1kz7fA38OtbPkTFs4nofhRRU8sPNG5d0HRX2rZ1hiKM5rMMZpL0hKNXPL8rXQYK53g99TIX8meYKk9gS3vFYz3p4bg2RbdA2k5yqThYOzeCiB6j2Wqh09dDb2ADvYENjJbG+bn1n8CYeyALTpE/H/jiNQldT3pcKg5yOP0qp7LHGS+P1j34tYmAgpun4OYZL49yNPMaYS1CX7CfXdGb2Bm5CUO5suZ7V0cfd7T3LKy/gL6y/fr5mSd5cfaZBbNJUAvx8a6fYWf0ckyiJ10uFS9ycPZ5TmSPzAnpepS9EuVqidnqNBcKZxCzgrAe5f6md3Fn4/2rCl1XurySepGXZp9Z0h5Qg7yv/cPc3nAPfZva6N3QXMc3sNKa2X/vZlzHo5ir0NqZWOLVdjyH11Mv8d3xry9bG4J3tbyPVqtjzRrGczNP8uLs02s8+jJ2RW7iY92fxqcGWNec4KXzQ8zki2RKZba2NzOZzfPcmUFOjU0RMA0e3Lae7kSU7xw9xTdeP8lMrnjNQZqudJkoj3IsfZhz+VMMFy9ScPOrHl/1qlSpUnDzTFcuc6FoQiNuNNLu62RreCd7YrdgqZcTSUKmSXc0SmMgQG8sRsl2iFoWtutiaVrdmnU9l7P5kxxKv8K53GlmqlN4ciViLI+ckyXnZBkuDfF66iBxI8H64Cb2xvaxOby9boc6D4XL60NVFNy5lP3WUBB9PoQUSdV1SZZKTBcKPNy/kZhlMVUo4NN1gq6HpioL5PVL+p/r2/ZqBPYzxRrfRi0BRyNomOiqiuNd201b0zrUFIWGoH/uBEsHJ4TAr5n4MZe0tfsvez5/OHSBbQ3NtAZDTBcLPDcyREcoTLpc4lx6lns6+1gNRafAs9M/5JXUC0yWxxeEyLVCIknbSdJ2knO5M0T0l/n5df+Sdn8Lf33xq8SMCJ70SFXT7IhuXnO/FbfC66mXeWb6B4yVh3FXWFhXQtbJcCT9KgP5c5zJneS9bT9OWI+sevzjl87xrp6NxKxry6wquyXK7mVty/EcTmSP8r2Jb85ph2sft0RScotI5KoPBNQY4nZG9vBa8sUlgrDoFriQP8ue2D56+5tXjKtebfuvqgotHbGa2WcRsk6awcL5updxVI/RG9iAcR00oNcLVVHY2t5ExGdSrNrcuq6T5kiQYqXKreu62N3dhs/QsXSd9c0J3r93G47rsqmtkdbo2kO0ql6FV5Iv8PzMU4yXRrGXhd1dCxzpMFUZZ6YySVALcnN8/5LvdVWlIzLnCxCCHa0t2K5L2bbxG0vnNu/keGb6B7yafJGpyiTX8iaReMxWp5lNTnM+f5qb47dxf9O78Gv1TnZHenzz9Cm+deY0neEw7aEwxyYmlyjEAd1gf2cXz18a4tTMND5doz+xclTGG5OTfO3kSQZSKUxV4wNbttAcDPL4+fO8MXn5BXWjRqg1Cd2GoB/wI4BydakGN13OEDOCaEr9wzevjo/ksvREYjieR6pc4lI2xYGObrRYgvbQygJmfmvyw6nv8vT040sExo3CwyWkR4gZcd7Vci8z1RSz1RSqUGk2E0SN1YXe4vHZssqzMz/g+xPfrsvDv1ZknTSvJJ8nWZnh490/Q8JoWFHwJMslbM+95mQIRzoU3cJCzbnTuTf40vDnSNlLGeLWirAeod3XeUWTiEDQbLXR6e9loHB2oV0iGSldYrI8Tre/74oOKVhmi1UE+rJwQCkls5UZBgrn6/ro9HfT6mu/Jnvtm2HZrQnUhiVtQctka0c9AX5/S0Nd25Uwb7f9yvAXeDX14hKKyRtFQAuyIbgZTdSbYpbPoaGqC47c+XHlnAzfHf86B5PPU/Gun4wHYLY6zZNT3yNnZ3lP24cIaqElYwibFjf1ttMbi2FpGqam8eD69QguO8ZUReGmtjY2NzTgziU9hQyDtlBowSmmKQq7WlrRFYVf3n8brpToikLINLm9s4udzS0L5/XrOnvb2lAX/XZ707UVNViT0D01PsXJsdrWcyKb458337bw3X8+9WVub9jCBzpvq/td0bH51rlT/N2pY3zt7AlMVcNQVT6xdRdF28ana6wW9+zhcTx9mKenHqfs1QtcQzEx55w6UT2OX6ulAJbdEkU3T97J4UgH27OxveoS9ieB4Ob4bZiKRcWrEtB8JIwoWTtP1s4R0oOwIgHMZbjS5bmZJ/nm6JfqmKWgZkO1VAu/6iekR/CpfqpelZydIe/kqXjluofFlbUt2ZeGP8dHuj5JTE/ULfSecIxvXDjFjoYWFCFoC4ToWOXFtRx5J4vj2UxVxvnCpT8nY6eXzImuGOhCRxXqgjD1pMSVztxcXp7HmB6nzXdlT7sQgpgeZ2NoM4OFc0t2KRPlMUaKQ3T5e2ulmeS8x1kuRKc4rreQ+j1PNL6S8HSkzfn8afJOdkm7LnR6/euJ6SvzgixGLbOwdu51wY0U3QI5J0fByVHxyrjSQ0oPDw/Hc6h45evedQELmWHX47wrugX+9tJfcij9Cqu9MAViwTmlCLWWaVdLn8CT3tw9tbE9e8l1xI0GNoW3XVcUUNEt8P3J7/DczFNzjuOl45l/ZgNakJAWwVBNKm6JrJ2h6BYoe2Vsb6m2XvUqvJx8Fp/q4x0t78Wn1uzkihCETZOoaRIzrbkMUg9LqUVceJ5EiJqQ1RSljplweTjY/D59eTKMpiiYmobtulQ8F1URWNpSzX61BJrVsKaj1zUl6IxHyZerpEtLBWDOLtEdWLkETkA3+OiWnTT4A2xJNNESqBnGq67LU5cGKDkOAtgYb1yiXUgpydkZnp35YZ3A1YROp7+bXdGb2RTaRquvHU3Uaz4FN89UeZzh0iUGC+eYrkySrM6SszPEjDj9wS0AfGXku5TcMk1mA3knj0DBnznNj3W8c9X58KTH0cxrfGsFgaui0unvYWtkF9vCO2nzdaIp2kJ1BVe6TJcnOZM/wavJlxgpDS1UH4Ca0DmTO8Ez0z/kHS3vwacuDdB3pUfervDieM3Yv6+l8xqEbo7pyiRfGPpfCwJXQSFmJOjwddMX3ECXv5eoHsOvBlCEoOSWSVZnGCuNcLF4nqnyBCk7SZuv84pmkHkYqkl3YB0RPUbaTi60O9LmXP40O6N7CekRbNdlPJ0jYBgkC0V8hs5oMkumWKarIULZdtna0bxAx7kwX1JSckscyxyuO3fMSLA+tOmqAsTzJKPTGfLFChXbYW/fbeyL37HwO9urUnSLFJ0CJbfIUHGQH04+Ssqever1l4tVCtkSQhEYlk61bGNaOkNnJ+jqb0F6kmrFJhwNrCm2u+Dk+c74VzmWeZ2VBK5AIWE00O7rpMvfS3dg3dz99KMrBra0KTh5ZipTTJbHGC4NMVOZIlWdpegW2BbZdV0lhzxcXpp9hmemHq8TuKZi0eNfx87oXjaGttJstS7ZIbmey0jpEiezRzmcfpWJ8uhC8VmoPTPPzzxFs9XGrYk7UNGIWj4+vmMnYwOTnL1wgWA0gFN1kJ5E0RRyyTyJ1hj+iJ9QNIC6hgikK+F4coLT6Wk2RRvZ3dB2Q5EuaxK6Pl3nwlSSYtUmUyqzpbVp4aR74+s5lR1md2zdqrFqt7Z1YmnaAtmvpWnsbGohZNT4clf61Wj5EheLF5a0KShsDm/jvW0/TqvVseqFCyEIaiGCwRB9wX7ubLiPpD3LUGGAi4ULhPUIcSOBhyRdzfGTPR/gK8Pf5dbEbjaF1/PHF/73FedjuHSRR8e/Vmc/1ITO/sSd3N34AC3WyltaVai0+Gqe/63hnTw19X1eTj5HaREpti1tXkm+wPrgRraGdy5ZoHe193Jry2UNczVH2kqYKI/z7fGvMFK6BIBP8bE9uoebY7fRH6ptKZePOaCFaDAb6Q9txpP3MVuZZqg4QMJsXHiRLMdkOUNMD2DMJXB0+rpp83UsEboA5/OnSdlJglqYYsVmeCbDhtYGzk3MYjse+UoFS9dq/MOOuxAzuRxj5WFGSheXtAkErVY7nb7uq86LlJJ8scJUMofP0utEma4YRBSDiB4FavfQUn2wsi93CUYHpxg6O4kvaBJJBJgcTtG5rolThy4Sbw5z4tVBJJKtN/XR2rWyrXEejudwKHWQ11MvLxFK87AUHzfHb2NndC/rAv1LygYtRlSP0e7rBPbieA7J6gyXioOMloa5KbZ/xd9cDWdzp/jexLfqlJCAGuSuxgfYn7iLuFG/cwNQFZXuQC8d/i62RHbyg4nvcCxzCGfR81X2Svxg8jv0BTbQYl0WehODU5x7fQBfuKbJGpaOW3UoZEv0bO1EURX23Lf9uq5pMZy5TMbp8o2ZEeEaQsZURVCoVOoes5vj/Xxl+Hn+9Pxj9AVbMBbFb4Z1P3vj6zkxM0VfNM54Psc3z53kvRs2z1HLqbw2McJDvf1LNV0k53Nn6wjEfaqfexofuuq2djmEECSMBuJ6gm2RXbjSxVRMPOkR1YN8efhRwnqQo+lTnMqdp9FYfTtadks8N/3kEs/vPO5ouJd3tr6XkHb15IPamBp5sOURSm6RV1MvLnFmZewUL8w8xbpA/xInwpPDFzifnsX2PNKVEo/0beKujtUdkYsxVBzA9Wrxtz7Vz92ND3Cg4f4Vw8hWQrKSZ6xYot23ibFSioI9TMIMMVZM0miFkUDWLjJbydEfbsP2HLoDjUT0GH2BDZzPn1mi1afsJOfzZ2j3dRIwDbZ1NuM3dbZ3tnB8eIIgBnt624kGLEoVu1ZZYRkkkleTL9Y5AnXFYFtk16qCZzFUVaGjKUI87COVK12VH/laYFcdCrkSLV1xxi/OUq04aLqK5TdxHY9yqUogZC2UfroSJivjHEw+T97J1X0X0sK8q/UD3Bzbv6LTaTVoikaT1UKT1cJO76YrOkZXQ8HJ892Jb9T5NQSCh1rew+0N9+BTr+74VYVKl6+HR9o+SNpOLfEDAExVJnh6+nE+0vnJhbb1u3po7WsGKZGexPQbCyRUExen8QXNN4UDJWH52d/SRcV1bnhtrFnoWrrG9o4WfPpSbehLl57jdHaY4+khLHXpdxuCbQtCt8Hn529OHuXB3vW8Mj7Ku9dt5MXRYXRFqRPkErlinKShGPQFr57zfSXmtMVebIHg/R3voOxW8KkWGTtH1s7T6V+Z5FpKyUDhHOfyp+oe8v7gZu5perCOxPpKEEIQ1iIcaLyvFh9bGV/y/cnsMcbLI/QF+hfm9d7Oddze1o2UkhPJKdKVtTtR5gWegsKuyE3c3/wwlupbVWNdjpJrM1iYJmz4ma3kaLIiDBdmKLlVBmamaDCD3NKwgUy1yGOjh/lIT83OrwiFTaHtvDj7DMnqUufKodRBbkvcjaVZRLXag9nVECUerNFM+g2jRkhvrZyWW3KLHE2/XtfuVwPsiNRT9q2GXLHCkbOjCAE9rXHU67S3Lkd6tkB7TyPDF6a47cGaxmX5DRJNYUy/wd2P7K7RTvqvnHZsezZncicYWsLhW4OhmLy77YPsi9+BPucAW61I6GIsP0ZX9AWWvSv9bnkfh9OvMFocqvtud+wW7mi4Z0no2dUghKDJbOEdLe/hzwd/n+oyG+9rqZd4sPlh4kYtHyAUDxJOhOqcrlJKQvFgXZTL4nGv5frmMZhNsb+li6dGL7A90XpNGWjLsWahO5UrUHFc4n4fAfOy4PrtHT+xqjthfliKEJycnSZm+eiLxDmTnKHiOpQcm5ZIbMXfrhzCJBArMixdhpSSTLlC2Z7XjGo0fZ6UqIpCQ8C/pKaRqZgoKOiKjk+1MBQdS135AXBkbeHPVJa+EDShsy9xgPgqEQdXghCCHv86egPrma5MLtmeOdLhpdnn6Qv0Xx6vOm+mkViqxnTp2rc7jWYzH+j4KJbqmwvkr9WMu+rYBUQNPxfz0wQ1H6aiM5ifwq+a6IoKQnAoOUDVc7mtsZ+jqSFua6xxGvQEemm12klWZ1lsixwsnGeiPFoXxRBcxp+x2tgOp19dYpqZx87o3muyTfpMnc7mWI1fdw1a51qx58BGZifSbNvXtxB1sZDpCEvaVoOUkryT43Dq1brnQiDYG7uVXZGb0BeZh4ZHknzlG6+Ry5f58AduYdPGekUilS7ypa++Qrli84mP3kYiHiSTLfGlr75KvlDmEx/dT+NVqk+XvRKHUq9QXuYUNhWTB5oevi5+YSEEW8M7aLO6uFhcGpFSccu8knyJ+5sOMFP4GhHrAH6jvhqyEOKKL7KZwpfRlDgx//1rGtPWRDPfHjpFTzD21oSMAbRHwwynMuTKFZrCl/Pd9TWkg+5qauVrZ0/w09v3oKkKzf4gmUoZT0ouZlLsbWlfQm0sEIRWeGCqXoWLhfNsCF05jvaZc4N0x6OcmqgJR0WpeW7zlSrv2LKBtrl4Q1d6fHPsccZLU3T4Wpmppsg5eXZHt3Jfcz3b/Wx1hsHChTqvdddcZtn1bM2gtkC2R/ZwOP1KXZjNqexRHGmjz1VW+OaFk5xNz+DN5YW/s6d/pS6viHuaHgKnVnFBVRSePjHAQzs3YLsezpxX3XbchUrKFcchYBp0+hO0+2I1ur25Rb450l4jeF52PcuhCJWbYvs5kzuxxB4pkbw8+yzd/rWZSBbD8WxeS75Udz80obEvfuCaXoCO6zEynSabL7O5p/lN41QxTI3W7vqQsGt9OU9XJhhcISSuwWxib+xWQnptTUspyeXLvPL6II0NIR5+aCd9vY2k00U8KYnHAoyOp4hG/MRjAR66fxsHX7usPUcjfh66fxsvv3KeK1Nt13CxMFCnhABsi+ymwWy67t2CEAq3xG+rE7oeHqdzx7mn8TY8WaXiDCNx0ZUYhtaK7aaw3SkkDpoSx9Ra8WSFijOGJ8sIFHz6BqT0kHi4XpmKcwlL75krRVSPiuugCYU7W3u5lE+/deaFjliEjtjavORQE2gTpRTt/gS7m1vZ1dy6oNK/v38L4/kcVXccn6avqLt2+Hrq2kpuiaenHydqxGkwVr+hm5obaI/WPOICcKUkPJc9s5gAxcNjojTNT3S/n+9NPM29Tfvp9Lfx2Qt/Uyd0pZSkqrOMlUbqztdqtRMzruwEuRo6/T2oQgOWCt2MnWayPEGHv5Zm+ED3eg7MZaQFDIPINZafiepxtkf2cmF8lpHZDNu7WtBVBU9KXh8YwWcaTKZzNIQClKs2iqKQL1fY2tlMb1N8xbjctW61tkZ2EdGjzFZnlrQfzxzm4bYfW5MtfDGGi0OMl+vvR7d/3cJ8rRWu5xEN+nBd78aZ+99keHicyr2BR72W2+7rpMffu9AmpSSVKjIykqRSdTh1Zoy2tiiHj12iUrF5xwPb+ca3D3P3gY1s3dy+/FTXBCk9RkoXyTrpunGtD2684SoafYGVTYnJ6iyp6iyul6VYPUnZGaLqjNMR/WVsd5J85TCuzFO2L9KT+B1ylUPkKq+iiTBCGFh6HyBwvRyp0uM4XgpDa11V6JYcm4HsLK7nMVOu31VdK34k/INSSopOhc9ffIpf2/JBTsxM8v3B80wXC6hC4c7ObtpCYXY1tRHQVwjCRtAX3EBYi5B1MgvtHi4nssdwpcvtDfewKbQNfVk+vRCCjc01e89NXe113y2HpZr4NYubYjtImDFUoa740NXSLccoLkuxNBSTJqsVS7mx2lsxI45P9dc5IyQwWrq0IERenxrjttYuQobJSC7DQCbFnqb6aqaroS+wAVP4GJ6dpFy1mUjnmEjnGE/lyJerqIpCrlTh5nUdvHBmCL9Rm9/FJqXrRUANsCt6M09MPbakPedkOZE5yq2JtadeSyTHMocorZA0c2viAMpVzFDLkYgE8FkGg6Ozb5o992pwPI8LqSQbE1dOjpDS41zuVF27oZisD27Cr13eeSqKQndXgl07uqhWXe66c2NdYdSrVItZM0pemcnyRJ3d1a8FaTJbrnvnN4+E2YihmEucr1AL4ZuuTBATJhHf3QSMzQzO/iYVZwRPVufYxILkK4eRskqxeoqAvpWo7x4uF7KUJIuPYWlddER/FVVZ3fkYNX1EDIvJUh6ftjb+jivhuoTuYiP0ajcw75S5kK/xtr48NsKOxhYeGzjLAz29TBeLtARCnElO49N01kWXRgsIIYgbCXZFb+bZmR8u+a7qVXgjc4Sh4gA9/nUcaLyPjaGtC8xiy/u5EjSh8o7Wu9AVg3XBbhShUPGq3NFYX8fNljYT5bG6dkuxiOqxG35IVaESUIPMspz/QDI751SUUnIqOcWepjaC0mCimOdMavqahG5PoA9D1bi1vwsBGJpKd2OMoGXSEK7RG27rbCFoGdyzdR2PHz1LayzETK5AU+TKNIprwa2JAzw9/fgS26QjXQ6lXubm+G1rflAzdi3t11kWtpcwGlkf3Lhm5yBAOlfihWM1jo6RyTQbu5vQ38RySy+MDDFVLNAWDC2UBQrqJoOZJOlymZxdwfE8dja2LNmJzcORLqOl4bp2QzHpXGFHuByCWvRRpWLjuh4Tk5laIsoqBSGXt622tgtOjlS1PlY5rEXwq9fGe7wSNKHhV/11QteRDhk7TVQvI6kldzheHimr5Mov4zP60dVmJrN/wXyVDU+WmS9DNHdlRHwHKNsX5wpuXtkc1RmMEjf9vDY9giflW+NIm0feLvFXg09wU3w9tzZs4o/Pf5dkpT6EpeBeNqxLJD2RKCHDoC8aYySXIWyaKEKQs1dOFbQUH/sTdzJYPM9w8eKS7zw8MnaaY5lDnModp9Xq4I6Ge9ka3klACy5Qw10NAkGnrw2JxMWj4BQ5mT3P+fxF9sS2LTnWlc6KYWL6HKPZSs6ca4WprqxNZu0M6XKJvzt7nK+fO8EPhs6jKoKAbvCZbbdc0zkSZlOtmnPgMrvbPGuclEudOvGgj3fu2UixbNMUuawJ1OgrHdw5DUdXfAsaRI3Gr4InXYQQ6MrS5I4Go4n+4BZO5Y4vapWMl8cYLl6kJ7A6M93i818sXGC6Uk/GviW8k7AeuaYH3m8Z3La9h6DfZHwmW5eAcaOYLZUo2lUm8nka/H6GsmkKVZv39W/m704d5/DEGEHDZH00vqLQTdmzK6b6GopBi7XyC1fVFDSvZmtXVYXOjgTPPH+Wk6fHMQ0NVRUMXZrlC3/3MpNTWYYuzfKTH7sNx3b5/BdfZGIqy+DQLJ/46H7aWlcOKSw6xSU70XnMJ/Tc6DNR9aqYSr0zzJMuBbeAbjUylfsSZeePSfjvwGdsIF89ynT+q+hqEz5jEwKFmO9eJnP/m2TxMRThozP2fyGEgak00xD4AEPJ/4CuNuM3NtZSrD0PTbmsxEkpOZeZ5Wx6igZf8K1zpC2GEIJ5y9eLM6dZF2zBWiYwVO/ywl0fTeDTdVqDIf7y+CF2NDWTLJfY3thCYpWS6kIIOv09vKvl/Xx3/GuMlobrAq8lkqpXZag4wNClgTl75W72xvbRaDYT1MJ15oflmK4kSVXTnMqd58WZ17k5vpMDDfWCzJVune0Kavnhfzrw3694jhvB/DVGLR8/u+MWoqbF/V3ricyVIr/WN65f9S9xhC3GSjuFqN9H1L/0HklcRgsHOZr8a4rOLO/q/ANCes07bnsFjqf+hqH8cwih8v7uv1rSn6bo7I3t43TuxJLMpZyT5VT2Dbr8vVeluHSkw2DhPOlFacxQy3zaFNp6zaYeQ1cx9Jqg6GpZOZrmRhCzLExNw5NejYPWMEn4/ByZHKclECRm+QibFgFj5ZfuStok1HgS5h1oy3HH/g24UuK4Hulimdb2CL/0Sw+gqbW0ViklilD4zX/9blzPo1Cu4jcNDE3l3/zrR9Z0XVWvTGkFzpGBwln+y5nfWlMf1wMPCSJIa/jjZCtlvn32NB/ZuoNC1cZnfAif8UEcz8NUNQq2g+020xr5TQxVpeTYPHvpEje3PoyhquQqDi3h/wdJjQe5UK3wg8ELvG/j5oXknorn0uQLEDNriTYz5SIJy3/d2u41C92g7uMXNzy88LdPNfjVTe8nrF/WaKSUTFXS/MaRvyZXrXBHRzeKEPz09j0M5zJ0BCMMZdO8MDqEqWp8dPPK9bkUobAjsoeQFuLZmSc4mT22YmD4PNJ2kudmnuDl2WdZH9zE1shO1gc31mj9FqXizsORLt8cexyAndEttPtaeKjlLsJ6/Tbakx4F58azUa4Hi7fiD3ZvwJOSdKVE3PJf81bnzSgRrgiNruAdBPUWXpn+wyXfGWqQvQ2fodHawuHZv1zhtwo9gfU0mk1MLdJUq16Fi8Xz5J3cVdOLk9VphgoX6tJNO/09tFo3lqL5o8CBzp6Fz4u38POVDK4WM7qcU2IefnV1O2SpanNucpbWaIgjQ2O0RENMZvOYmkZjKIDnSXxGrYxTslBkYCrJuqY4W9tbVkxCWQm2tCm7bx7ZztohF56JsGmhCoWy4/D6+BiqIpgqFGgOBCk5NgIoODb72jpoCYbwPMlINoOhqAQNg7F8Dl1R8Os6HaEwilBq4Y+LZEXZsTmTniakmziehyM99ja2X7d994YdaT/Vex8BrX4LENR8dFgtvDR6iYBu0B9voNEfYF205uV3pWRHYwvjhfwVy4AIIegL9tNktXIqe5zD6Vc4kzuxogNlHra0OZU7zvn8aVp9HWwMbeWm2K10+LqXLGxVKOxP7CHvFJitJJmpJHk9dZyt4X6arKXRCPMa598HFlvaLuXSPDMyiCoED/dtYrpY4OaWtVVQEHMs/fNzMF06ScXL0erfw2jhFbLVYbbGP8xk8RgSjybfNkYLB5kqvYGqmHT4byVh9dcRXF8LBIKoHmNTaOsSoQswXhphpDTEFn3llzDUXn4T5XGGS0uD8VVUegPriZsr11f7h4IljGkrtK2EiruyCW45L8diTGTyvHT+Eg9sXU+qUKIxHKRQrlJWHCYzOVzPm9O+a5EbrucxnStSqlYJ+db2Ynalu2I68o8ckoWHIlUuMVHIM1HIU7CrGKpKulzm/t51fPPsKUKGiaVpC5UthIAGn5+4z8epmWlMTWMkmyXh95OvVon7fEwW8kzm83SEw7XdnuljX3MXPlXDQ1J07AUWs+vBDQvdOxq31LUJIfCpJg+33MpTFy+iCgXbcxeIWUJGrcTMUCYFcm1UekEtxN7YrWwIbmKoOMiryRc4njlyRQ5RW9pcKg4yVhrmjcxh9sXv4EDjfQuLVREKW8P92NIhU83SF+hitDTBs9MH+WDnu5b1JlckYX6r8czIILe0dPC3Z45xW7nEQCa5ZqG7HEV3lmTlPI3WFgZzTyCRVNwME6UjhPQ2RguvcDbzKOvCD1ByUxxJfo59jf+UkH5tVInLYak++oL9vJZ6eUm0RrI6y6XiIBuCm1c1C1W9Cufyp+rshWE9yrrAhquak9aCZCXHqewYt88ldvx9YzWu4+VET4vRHAnynt2bifgt7trcR8gy6YxHaoTdrofjeahCMJLKcn5ylh1drXTGI/iMtc9fLXutnmHvrYRf03n/pi0kfH4ipgVIdja3EDAM7uzq4eXRYSxNI1upmehMVeO2zm5MVaXB75+jdwRNETieh6VptIXCxC3fkjXun9NqVQQh/crZg1fDNQvdmhNF1iotXWFrpAhBf7SJ475pHr1whnOpWUJGbbA3tbRzoLObW1o7GMnVG+JXgyIUokacsB5lU2grM5UpXph9itdTByk4+RUpFqFmAxwvj/Ldia9zqXSR97b++ELgthACQ+g0WgkazDh9we5Vs+FW8qybikWr1Y7+IyLJFghafZedJVXXpS0YqfH5eh7XXd8F8KlxPOlie0XKbppW/x7SlYtU3Rx+XwNHk59jQ/hddARuRUqPseJrjBRfYXPk/Td0TYpQ6PTVeG4v5C/n13t4NeLq2G3EzYY6c9A8feAbmSN1fTaaTfQFN6watSCl5JmpU3jSo8UXZbpcq+FnqTozlSxhvZbaHDeDbAl3kKrkydpFjqYuYSo6u+M9c9vOtx7qKsLVXoGv1pVVxgrPIVBpj96NELVwPyklfkOviziKB/1saWtCm6umfbWX6ZnU54lZm2m09sxRLKqwLIIkpEVoNJtvOGRsNehCJzG3ozE1je5IFGAh/HT+GroiUfy6jisljf6aoqUqCvE5P1LAMOoiNoQQCyXEVsKbUYD22qMXnDLfHjvIgy17aDDDHEkPsincjm+F1NmoafHpHXtpDgTZ3dxKe/Cy0f/I1DgR0+J0coatjS1cy+1RhIKpWrT5OvlQx0/yrtYPcCT9Kq8lX2aiPEreya0ogKtelUOpg3ieywc6Pl5HFC6EQBca+grTUuMDNeriaBvMRj7W9ek51qbFkDiyiCosxDVd3fyvvTkBsvTm3tXRyx8cfpFLuTTfHTzNxzftuua+5+HTYkhc0tVBAnozYb2T6fIJVMVAV3ykKxd5febPOJL83MJvmq1trFiX+xrRZLbS5etlMH9hSdD/QP48M9Vp4kbDiqcYLFyoM0vowqA/tJXAVXgvpssZbkms56nJE/g1E0Mp4EqPWxrW88zkSbZFOxkvplgXbKbquYwWU4yVkliqzg7ZiX4d9/HNgLlKWnpxFRObKyu4XpmiM44qDEw1jsSh4qbxpI2q+DCVaK3NSyFxkJ6JqcZxpU3VrSlCnrTxaY2AoOKm8OTlPoCFYqXLRf+6YD8f6vgEUT02Zw7KoCkKjueiCRWfZuBTDbQ1C+WaPcGVFVRhsdraq3MEA43+K5P/XKvwtF2PbLFMIuS/bsF7zUK37FZ5fvokdzbWQqp+7/TX+X92/BSdgfqFMT+ou7t66+oorY8lOD49ycZ44zWGsdf3H9RC3NFwL7fEbud8/gyH0q8wWDjHVGVyxVplRzOHaLJaebj1AwsEIVeDIhQCWoi0nVrSXiO0Li1oEGV3Eik9NMVPsnyImLUTgY7j5dCUIK6soAgVgYory+hKCMcrIIRaC+yWHpoSoORMoCthfFrLooBu2NPURl8kzmQxR3swMreluj5Yas1TP10+RYO5kZDeylD+aaJmH4YSRFf93Nzwi3QE9i36Vf2L4HqgKiobQ1s5lH6FzKI5LXslTmaP0RdYv5D6PA8Pj1eTL9T15df87Ijuubpt1HOYrmTZEevGlR4JI0jOKTNdztJiRZkopWn0Rcg7ZUxVw1R11gWbiRmBNaW7/6gQ0lZ2LBbcPK506zRKV1aYKR+n5M5SdmbZnvh5CvYow/kfoiomrldlY/TjSCTD+R9SdTOU3Bn2NPwrSs4Up9OfJ2x0Y3sF+iMfpuKmOZf5MpYaJ21foJE9QO1lZ6pWXU22+SrYQgjKrs1TU8dpNMNMlTM0W1E0oXJn05bLfMVuCsfLoyp+pHQBgRAqriyhCT+2l0ZKj6I9gF9fh6El0JWrZ8e+2Q5VKSUDE7N8/aU3+LUP3nPdT8E1r6SatxWGClMENR+u9Ci4ZbJ2fUyeKhQCmrVgVliMkGFyW/vKqZrp6ighvYmcPS/ALAJaw1VDiQzVZHN4O/2hLVwsnudo+nUOpQ6SWsbjKvF4YeZJ9sRuodPXs6abowqVqB5jdI6Ldh5Vr7okqmG6dJCg3oXiGShzAn2q+BweNpbahMTF8XL4tXYK9ihRaytFexjby2K7eSLmZgr2CLaXwa+346NlyfmeHL7Ara1dbElcW4mQlaApFpqwSFbO0RH7GLoSoOxm0YSFqYbpDNzBxfzTxM11GEqIvDNBSG9DEzceAQHQF9xAo9G0ROgCHEu/zv1N76rj983YKc6ukJnV419Hq3X1lNadsW62RTpXTOqZrebwpKTRrDlPOuZq/PUGatvYtyIiolCo4PfXFyZNGCtnrBWdAhk7VdsVLIJAocHaQV/kfbw+9Z9JV85RcEaImZvpCt3PG7N/xmzlBAlzKz61EZ/WyHjqhQUNVlcCdATuJaC3IqXHVOkwfq2FjbGPc3jm9xZMOJZqEVCDJJmpG9d8QoNAkDDCdPgSNFtRFAQlt7qkvFe28gaZyhGCxnpUJQiylsygKWH8eg9lZwLwsL0UjpelXBkh4bsTqDkBXzw1xJnRacrV2vi7m2Lcv2sD05kCJ4YmaI6FeP38CIoQfPjAToI+k8l0jhdOXWQylaclFuKu7X3Eg34yhTIHz17i4mQSIQSbOpu4aV0HhqbytZff4PCFUU6PTPE/v/MCAvjU/TcTsK5cTHY5rlno+lSTbdFu/uzC9whoFlPlNL97+muYKzgwegPN/MvNH1j423U9TpwZJxK26GyL16UnzmOqdAafGmG6fA5VGAS0BgLa2rgNhBBoQmNdYCNtvi56Auv4xugX6/L9C26B11MH15TRAzUmsWazlRMcXdJecovMLqqiW3FmMZQwitAp2mPoShhPVhBCw5UlHK+I42Xxaa2AR656Accr4Hg5JB4BvZNU5TiaEkRKh+XVAU4kp9jV1EaIGzPmQ+2B8GsNDBeeJ6i34uGgCh2Bgq4E2Br7EMeSX+DFqf8GEiwtyk0Nn0EKl+OpLzJdfoPZyjlenPyvhPQ2tsU+RsXLcC7zKLOVs2TtEZ4c+7c0+bazIfxOTHVpTGlAC7IlsoPB4oUlO5KpOXKX7ZHdS45/I3OkrpKIQHBr4s4V7Yf5bIlsukjbHDn4pvBlB+DyhyRuBFds/1EI29nZPJcuzaIogkDApFy2iUb9HDp0kT17emhvX5rhGNajBNRgnUZpyyoT5dE6oStrRYWombjKaMJCoOHNOZ0dWUJBZaZ8lKIzQZNv79xLqLbWNMWHtiipRZnbhYHEW1Tex68GieoxhpcRyKeqsxSc2lhNVee2xo2ENR8IyNtl1GXKU8WdxK93U3bGsbRaspLnVQiZWzHUJqruLFVvBiF0AsZ6potPLPz29fMjfOWFY3zojh0MTCR59sQgmzub0RSF0dkMf/6DV3j3zZvpaoySypfQVIVMocS3Dp6k6rhsaGvg6OAYZ8em+RfvOUDVcUjlS3Q2RClWbL7zyil0VeWWDZ1sbG9kbDbLVCbPTes7EHBdmYvXIXQNfrLnXu5q2sZYMckflR7lnqYdC4t2MaLGUnuKogi62mM8f/A8z718jnfet414tD5dUBEqQ4WD2F6JgOYnZ08QNTrIOxUCWoCyVyFdzdDma1konb4cQgj8qp9d0ZsouSW+NPy5uvCWE5mjvK/tw2u6bl3RV7Db1rbD05VJbM9GExqGGqXBdwsCjZi1CwWdkNEPeAhUPGokPELohPV+EALJZZYuVfhosG6hFtYhYJnxZX00wZPDF9jV0IaiCOKmj4Rv9dChq6EvdB8dgVux1AgSyR0tv44qjFrZIrWB/uBP8vTFM/Q3xBmYzeLFQ2i6zpboj+HK9zCcSdMSDGGoBqYaxkeCnfGfxsOZM0QoaIqJvkJuu0BwU2w/P5h4lNIy5rFXUy8sEbpSSg6lXqnrI240sDm8NHtwaiLDicNDxBJBLl2Yoms8TUNzhAunx2loDjM+nETVFCyfTrXq0t6VoFp1KJeqhCN+xoeTaLqK63r4AiaxeIBLA9N0r2uit7+lbgzXionJDDOzeQIBg2SqQGtrlGKpimnqxOP186QJlXZfF2fzJ5e0V9wKg4UBNod2LAuFNJkuHWGmdBRLSxA1N2CoYc5lvsTYxPME9Q4afDtJlU8xXTpC0ZnEUCMLtKlL6VMFUaOfscLzvDr5OzheceH7kBaqE/hQq3CdrM7iSQ9VKEQWxfCH9HonVVPgnQg0JDYsjEEsENAEjPX4ZS8gUYRFk/+Bhd8eHRynJRZi/6Zu2uJhzo/P0hD2o82ROBmayoEtvfS2xBfq7Z2fmGVoOs0n791LV1OUzZ1N/NpffpcLE7NsbG/kkVs2oykKhYrNxekUw9Np9vV3sq2rmeHpNBOpLPs3db91yRG1UjgWW8NdbA138Z2xV7iraRvtvqtrop4nOXFmjL7uBpoawziOt2Ju97rQnQuCSM45bQ4mDxPXo5zJDRDQapWJW6yVa7Mthio0bk3cwfcnvrVEIwVIVmfmznP1yVNQaLJaiesJkstqY43M1ZlqsdpoDdyHqtSyvtQ5bXReM6ixAc9prhJQ5rzJi76vjdmsa5vHVLHAqdkpXpscBeC+znW84zroHeehKRbaXMKEACw1uvCdJyWDqTIzeY17eroYSQ/jScFLl0bojcWYLVYYzym0B+M8cX4AU00S8/mYLRZxpcc7+/uXcBevhITRyKbwVg6nX13SfiJzjIKTJ6jXnGMTlVHGyvX8A/vid9RVrj168AK33r2ZbLqA53rYtsvUWBpVFZw5Poxh6SiKwuxUjnse3slLT52krTPB5GiK6fEMmqag6SqqqqDrKi8/fZpEU5hLA9NvitBVFEEhX6atNUo6XWBmOsu69c0IUdOCOzqWcpEoQmFzeHud0LVllXO5U2QTdxMxavZ5BZ3u4DvpDr5j0ZGCoN7J7oZf4bITVNDo20ujbzeLIoYJKgG2xD610CaEwKc1sbfx15b0B7UU+HZfJ341sMTBLJGczr3B9sieuYKxV+FAWXghr7budYTQFz0fl4V4R0OE18+PMjqbZXgmg6YqhP2XzV8hn0V7QwRVUVAVpUZ9WSzzxJFzvHpuGFURICER9lMoV5nNFvnaS29wZHCUYsVmMp3np+5dOxn+WnDdacDzeLBlNyHNt+ZtmOdJRsbTJOJBmhpCK/5OCLEwwfPfxvUoEompmpiKUbdFuRJUNBrN5jqh6+Fie/aq3uHlY4obDXQFekmmlwrd4eJFhooXaLJaMNR6A//iBbTwWaz8/ZXaAD619c1dAFeCIgQbEnGy5TJB06BQtSlUq+iqyuHxcbY0NVFKpchVKuQqVfb2tfPs4EV0VaUlFFwb/4WomQeOpF9bwotb9aoczx5if+IuAE5mjtcRn1iKj12xm+rmqm9jKycOX6ShOUK8IUS16jA9kcEXMGnpiKPrGkKBofNTDJwep6U9jl11iDeGKOYrVKsOps8gFLbQdI3NO7uwbZeuvjcn8cJzJf39LaRSRW67bcPCPLQ0RxY+L5kjFPpDm7EUX515ZbIyzpncSfbGb0UVi4noV5r7ldpW2h6vZGJZ+V52B/qIGQmKy8j038gc4e7GB+lW+67J73otzwLA7Zt7+NpLb/A/vvUcjZEg79y7ka7G6ML3ihB1L35FKOzf1M0vv+8ALdHLES+KIvjj777EeCrHb3/8IXyGzp987+Xlg6mtUjm/E7123LBL9t3t10a44jge+UKZYunasrv6Q3Mk19dpYlse6gU1O612DV7psB6hP7iF07kTlBeF61S8Ci/NPktfYAONZss/uDTUG4GpavTEotiuS1s4hOtJGgMBLiSTNAUCtASDuNJjR0sLIcOgMRCgUK1SqFZrdsI1zMX64EZarDbGy6MLbR4ex9KH2Bc/sFBi3faWxoNuDG9dsUx938YW+jYuvQ8bttRinZdUpwj7Wb+pFXVRpYhzJ8ZQNQXHcdmwZc45t6H5TaNDBNi8uZV8vsLGja11IYsrQYhaPb3+0Ja5KsCXkbFTvJx8ju5AH01/D2uv1WqnN7CeifLokvj2olvgB5Pf4Se6/8kVM+duFIVKldlckR09rfgMnUvTaToaojRHV2bEE0LQGAmiayonL00SD/qwXY9UvkRHQ4R0oUx7IkLQZzIwkeTEpUna4uH5HxPyWeTLtXMGLBPL0K7ZzPDm1SVZCwSEgha27c7VpV/7YOcTGZb/sxZMlsdWZLdvslquiXdVFSpbIjtot+qjLi7kz/LYxDfrNJF/7LB0jb54nIBhcFtXF+3hEKoQ3NfXR8Aw2NfZSVc0yvaWZsKWxe62VjY1NtAXj6/5/hqKuUIVWslYeYTZyjST5XGmKpNLNGFVqGwP716x/tb8Wrla27o5gbuwtoRg/ZY2Wjvj9G+t52J+swSaoiiEwz7UayhPEdCC7I7evGKBx/P5Mzw++R3yTu5NfTmsBZqic3vi7hVjpI9lDvHDyUexf0Tp847r8u1XTnHH5h7WtcRpiYU4OzrN914/sxDJsBLaE2Ee2LWBZ94Y4N9+/vv8py8/yTNvDICEO7f2cnpkin/3+e/z7VdO0hwNLghVAaxvTRD1W/zOl57g//3q0xTL135t16TprlT8bTmuWOvJkxRLFd553zYsc/X42OHiEEfTr7E3dmsddd21LHwpJVWvwmMT31iRZm5TaOua+5pHg9HEvsQdjJWHl/Tp4fF66mVKbomPdv00YW3lreKVxjqPolvkROYIrnTZG791oZim63rkCmUMXUNVa9qYlBJPQsBXK+B4vYLhSrypy9EWDqOucmzc5yNsmqhzBUfXIgQUFLZGdvLk1PeWeOiLToGLxQtUvSrZZYxiLWYbHb6uayYrXwx9haKFiiLwrxBz/vcNRShsCG1mQ7Be23WkzavJFyk4OT7W9emFChzXs/YKbh7bs4ldoSL2cnT4u7m94R4em/gGi6NtXOny1NTjlN0y72p9/wJBz/WMK22nOJp+lZAWZU/sFoQQTGcKvH5+hN/80L10NkbnmNMExy6OY7seu/vaWdeSQF/2cjN1jTu39rK9p4VS1UEVgoDPQFMVbt3UTX97I2XbwWdoGJq6YJ4QQtAcDfLL77uTfKmCqgh8V5Bjq+GKQldKiet4eJ5E1RQGT47Rt7UNx3ZBQrlY4cXvH+f+D95MqVAhnynR0BrFdb25t7jE8ySarqIotSKR5YrDE8+dZte2Tnq7Vok/dAt8b+KbPDn1PdYHN7Into/+4GZ8mh9VaKhCXZG0fH7MHh6OZzNbneF7E9/kSPrVujpapmJyS+yORb/zkLKKEOaSfmu55ZeFmSIU9sfvZCB/lleSL9QVkjyeOcT42RHua3oXOyK7sVQ/mlARQlnQzOVchk2tzpmLK10qc/XfTmSPcSp3nEw1xW2Ju9gdu2y+uTSWZGg0ie14+H06lYqDoiqcPDfO+x7cSWvj1cvdOJ5H2XEQYrHjTnAyNcnWeAtV10WImi3MlRIFFijuYD4kb/WHRgiBrl4WZlU3w2z5ZQQKAb2HbOUUlt6CLsJIJD6tDUONENXjbAxt4VD6coRC2StzPn8GRSh14VJ9wf4bqsG1Fsw/9HL+H1n7vy3tuvUELKw727OZp89cvCNbaayeJ3HsWllvVVWwqw6Gpddr6ghiepzbG+5mrDRcVy3bkTbHMoe5ePrfcH/Tu9gT24dfrT0vyqK1N7/6auvOw5MuOSfDYOE8h1OvMlwa4qGW93BX49oKNkJt1/FQ8yNcyJ/mXP70krkpeyWemf4BF4vneaD5EdYF+jEUA3WO83rxM1GbX29hXEW3yLn8KU5kjnI2f5KiU+Dh1sshqEGfiaFpvHZ+BJ+hM5XJ8/zJQbZ0NWPpGqau4V9FKBq6RnO0Xjs3NJWW2OqZjaqikAj5SYSu32RyRaHrOi5njlwiOZlh3dYOLp4Zo2N9E8dfOo9h6azf1oGiCDxPkpzMkk0XmBlPk00VMCwdx3Yp5Sts29dHY1sMIaC9JcqGvqarVlz1kJS9Em9kj/BG9giGYtLrX0+Hv5sWq5WE0YSpmihCQZmLCfDmhNdsZYqz+VOcyZ4gswIHripUDjTcR8K8nAbsyRIzxR/Q4H8AKT08WUERFmV7CFPrQFPCC8eqisoHO36CrJPhTO7EEluWRDJdmeTvhv+Kxye+TW9wHV2+XoJaCGvOtlWVFSpuhZyTZroyxXR5kvHyaJ1pQi76L0A8GmBkMo2uq2SyZdZ1NxD0m4SDJrHI2hbBydQkh6slApqOpekIYF0kwenUDJ3BKE+PDhA2LExVZbKYJ2H5uav92otGzsOTZYr2MEIoKMJAUUzy1UF8WhsSF79eC8MLaEE2hrZxLHNoIbTPlQ7n86frTAhBLURfYD1+bfUUT8+TFIsVgsGVEzmKxQqGoaHNxVnaXpWUnaTslhdehK50qHgVym5p7t8yFa/MdGWSnJ2p63OsNML3J75FUA9jKT5M1cJSLSzFh6GYaEJFESqqUFGFRovVRj5d5NiLZ7H8Bp0bWnn1h8d55ycOUK3UMrpcx8Ou2PhDPgxLZ2t4B1NND/C9iW9RqKM5lWTtNF8b/Rt+MPkdegPr6fL3EtIi+LUAmlCpelXKbplkdYbZ6jTj5REmyxMLFTh8qv+6SGx0ReejXZ/icxf/hEvFwSXKiIfHYOECnx34HzSZLfQF+2m3OghoQSy1lmBVnZvnjJ2qPROVScbLI1dkMQv5TP7pw7fxlReP8YMj5whZJjf3d/Dg7v6Foqr/EHHFkTmOR3omRz5bplSskJnNk5nJI6Vk3dZ2FFUhkyyQSxdxXJfUdA4hBFtv7uP57x7BsV3CsUBNM6YmPlKZAmcvTNLWEiUeu1Je9FJNoupVOJM/wZn8CQAUVAy1VrVBFxqelNhehaJbXJX4BubssuEdHGi8b0mokaoEUNCRSJLFp5HY+PQ+8pVjRBU/mrJUi/Spfj7S+Um+OfZljmder6N9lEiS9gzJ1Ayvpw5eaZrXjEjIxx17L1dWmH8JtK3i9V4J6UoZTQYI6AFKjgOiRqIzXS4wWy4S0k0CusFIPkPVdYlbN+YEUYRFwrp5ToOpoqtRfGortperBeGL2hpQhUqnv5tmq21J1t9UZaLOdt9oNtMTWL/i+Uplm8mJDJalc+LECJs2teLzm2QzJYJBE0VRKBYrTExk6OpKoKqCeDzITHWa74x9dcGcUXVrqawrabSrYaY6xTPLyksthqEYGIqBrpgE1RC/uvHfUa042BUbw9Sx/AZCUSjmygyfG0fVVaplh4mhaXbfuZmGthiKULmz4T486fHDye+SW6FyA9RI4Y9lDnEsc2jN418O6V2mALza2hJC0Gg288GOn+Db41/hfP50HXGURDJZGWeyMn7dY1qOjR2N/Jsfv+9N6++twBWFrqYpdK5vRghBIOJj2751mH6Dvi3tWH4Tx3bZfut6NE0lEguiblAxLZ1AyGLXHf2oqoqiCuJz2955c/SZC5MYhnYVoVuL0l0NHu6CBrLmixU62yO7eWfLe0kYjUsWkuPlqLgTVJwxHC+LqgTQlSiqElkY+ZLRzXmU39f24zQYDbww+8yqZNNvJtZS8eFKyFYrbAj6KTkOG2MNIGsp2fubuwgbFlsTzahCYbyQJWH5mSzm2X4DhY4NNYKh7gQuxyt7skrZmcBQlmZeNVutdPl7GSsNLxy7/MHVhEaPfx0N5sox2ufPT+KzanGdxWKVmZk8o6PDIEDXNQJ+g76+JmzH5eWDF9h/6zqEENieTbI6s2qVhjcDVa8693LOU1QKC6XrFUVh/fYuXMdjZjTJ7ESambE0lVKVeEut9NDsRJqGtlosrq4Y3N34IFE9xpNTjzFUHHzTx+o6LsMXpog3hVE1FVUVKKqCYeokp7LYVYfmFeKJuwN9/Fj7x3hq+vu8lnwJW67u0HqzcCIzyGvJ05TcCrqisTHUxS3xzRjqjdN8LoYnJZPlJK1ryEm4Eq4sdHWNzvW1HH8hLgvPeVRdl5Z1jRiGhjBVEiELBAhNobW7YcE7u2APVQQ7t3YwOpFG05RVnTcxPU67r2PFYnzXi4ge5aGW97IrehNhLVLH46AIi8bAu9GUIEagCZCoSpC4EkYRq5cUihsNPNjyCOuCG3l88jucz5++4bFqQqcvuJ5d0b1vCj/sYtzS3EFYjZGw/MTNy3XSlmu0d7T2kKyUiF2B5u5aMa+xKuj4tHbEstRdS/GxLtDP8cyhVSuEWKqfbZGdq9IGCuDi0AydHXHCYQufz8B1vdo1NgfIpItcGp6lUrZpaQ4zNDRLQ8OV2cl+lIg0hLj5/m34Qz7sisO7fupOgtEA8eYIruNh+HScqou2zOmnCY09sX20+Tp5afYZXpp99k2p06cJDb8W4OKZcc4eHcawNHRDo1yssmFHJ90bWpgYrqUwLxe6UNuxtPu6eF/bR9gc2s53J76+YkHXa4WpWGwOb2NrpJ7gvtPfhCpUnps+Ql+wjc3hbjRFXeKIW835v5yHYyVejnk40uHbYy/wT/oeWfXYtShAVzV8XKmTk+cnOHp6lJu2dvLC4UEa40FCARO/ZXDTti78y/KSPU9y9MQIyVSBnVtXJ95uNJv45Q3/lnP507yafJHz+TOUvSKe9Gp52XN54vVbv3kyRAVFKKhCoclsZW/8Vm6J30ZoTtiuFGqmCB1Tq71g5rPGBAJljonrSnRyPtXPlvAO+kObOZs7ybPTTzJYOEfVq+DhLYx7+UjnnS3K3HgbzRa2hHewM7qXdl8nKi5C2kjUa9JmoaYN+VQ/3iL7nBCCZl+Idl9iLhV59T4Tlp+45a+76toi85CyjBDWEsEppTvnjDTqBOqSaxfKslTTy+PrD22myWzF8Va25bVYrawPbl61782b2+jvb0FVFdata0JRBH19jTVnsKrMEW/XwofnH5r5e2Aq5jXXV7temKqFADRdRZtLjdVNjcb2miCz/LWIldWEgBACFZU2q4P3tX2E2xP38PLssxxKHyTnZPHk5XV39bWn0mg2szO6l1vitxM3Gjg/PEq5WEWognKpSqwhhKqquJ5HojnMwKnVTQRCCEJ6mD2xfWwJ7+BY5hAvzjzNaGkYW9p40r3KuBQUBKrQaPd3si28i53RvSSMxhW5hcN6AIEgaoRoNuMkzAiO5/LFSz/gQmGMRjPKI2230e5r4nfP/C1dviYGCxM80HITu6Ib+PLwU5zNDxM3wjzcuh9FKHzx0g9RhUrFq/LO1lvp8DXytZFneHbqKOlqnnuadrMnvpFvjj7H8cwgYc3PO1pvYVOo+6rPqrhKSM8VvxwcmeXSeJJKxaVUrtLREiXgNxkaTXLf/v4FJ8U8XNfj8PFLzKYKbNrQQlf72mI5K26ZsfII4+URZirTZOwUeSdH2S1hzxFw6IqOqVhYioVZDrChuZ8OXzdNVsubri1eDVJK0naKwcI5RkqXmKlMkbOzVGUto8oQJqZqEtLCNJrNNJotdPq7iRtLmdSmU7+F603RHP8jxDVk4P0oIaWk6pxlIvmLNMf+f1jGZd6DSvUEqfyfEQ3+DJax/e9xlCtDSokjvb83MvIfNSQS13O4VLzIpeIgk5VxUtVZim4Rx7NRhEBXTEzFJKRFSJiNNJktdPt7iRmJut3fgk1XglhETiWlrGu7GjzpMV2ZZLBwnrHSMLPVGQpOjqpXRREKhmJiqT4ieoQGo4Vmq3nBCbgWGZGzi3xv4iBbw71sifTwRnqAJ6Ze55/3f5Dnpo9SsEvc07yH/3bm73ioZR83xWtVQU5lLvLYxMv88sYP89rsacbLs6wLtvO/Br7D/7vzFziUOsNEOcmDLbfgSY/fPvlX/KcdPwfAudww3xx9nl/Z+GFOZ4c4kRnkodZ9hPUAXCGN64ZcfL0dCXraa/aN+XmZTuaJhnwoKwR+S6BquzSvIbTJdT1SkxmqpSqGz8Ash9gS2oMrXFzVQ9EVoo1hkpNpnKqDoqqYPoNitsipoxfY99Hbr3qOlVjgPenx3NQptke7iJvXt+0UQhAz4sSMfeyJ7Vv1uKxd5HR2lA2hToLam0OX+PcJRYniN29FVdYe4/lmouhUSVYKmGqtCGnJtbFUjaBmkndqL7wLuWk2R1rJOWUModJghVbMKCpkS1y6MMXGnZ0oczn7YxdnkBI6+hq5dH4STVMJhC0OPX8Oy68TiQXZsL0D3fj78ZwLatWW+4Ib6AtuuPH+5oXqsukRtXjDa4IiFJqtVpqt1hse11pQcMuEtJrJzFQMUjKPK+UcedBlm2zRrRCai4IxVB1nLpSu3deIKhT0uYK23lzoqCcv88WU3CrBOW4JXdGQolbs9mq4YfWptk27/HdjPEhLY3jFhSyArvY4uq4SDFxZyFTLNqdevcC5o0OcPTTI9GiKcrHC+aNDjA1McfjpE5SLFY48fYpTr1xg8tI0h558g3ymRD69NtuWIz2+MXJwzlxRgys9/vzCDxgu/ugcKvOYLmf50tALJCurVzi+7rznvwfoWjvhwEfRtatz2/4oMFnKMlxIYnsuh5KXSFULvDg1wEwlz7HUCCXXZjA/y3AhycHpQV6ZvYi7SnhUcjrH0986hOfWvpee5MRrF3nj1QEAjr50npOvX2RqNM0TX32Natnmia+/zsRw8i3PCnsb9egPdVL1bL428gynskN0+5sX6GcXmxfXhzrw8PjayDMcTZ+n09+ETzVX1K5r/OA+vjbyLIP5cXoDreiKytdGn+Hg7ClarARB7erRPtf0Ss7kShw5N8Zde9Zd/eAVMDqe4vSFSYJ+k7GJNFv6W2lria68fZCSSrGKL2AigKb2OJGGEKV8hWrZxnM93njxLMmJFG3rmvGHfBRz4yQn07ju2gpIJqs5vj36Gu/tuIV/uMJNIV34C4rlZ1CVGJHAJ7GMnQs2U8edJFv4MqXKiwjhJ+R/N0HfuxCiVv/J9abJFr5IuXoEiY2p9xMNfgZVuZxYMJ3+DwR8D+E4Y+RL3wY8oqGfx2fcjBAqjjtLrvh3FCvPoypNBH3vYPF8SekxkfxFHHccXWsnFvpnmPqmhe+LlRepVI+jKgkK5cfxZImAeTch/wdQ52zmnlckX3qUfOkxXC8FSIQwCfk/QCSwNvpNW7pETT9NVgjbdZgp1yornM5MMFJMc3ND71yWoosnJWHdWnMq+ap3RxG0difYe+cmXn3qNHb1R1sdN29X+PLF13l5epCwbvGJdfvYEb++wqRw7TW/fu/ED9mb6ObO5vXLkogkpzIT/P7Jp/CQ/OKmu9h5A+O6Vvg1k7ubdhNQa8pcVA/y/o67KDglDEWj0YyiCoWPdT9A3Ly80w5rft7ffid5p4SuaDSYEQSCD3feixCCDaFOuvwtmKqBQPCp3ndT9WwSZpiQ7ue97QfI2gU0oZIwIxhr4HK56hH5YoVTgzVB2deRIJktkC9WODEwPkfgK5iYybK+q4H+ritTLba2RNF1jUQsQDpbWuLUWA7XcfHm0lw7N7bT3N2AUAS3vXsP8/R0Ukp23bUZVVVQVIXuTW1ICXvuvnJ6r+O5/OG5x3hu6iST5Qw/9tx/BeDfb/8wmyMdONLlmak3+P2zj+JIjw917uddbXuRSF5PXuBvLz7HaGmW3bE+Pr3uPhrNCP/z7KN0+ht5T8fNqELh0dHXGC+l+GjPARzP5Y/OPcap7ChZu4gqFN7Ruod7m7dTciv8zcVneSMzjF8z+VTffexLbFhY0MXKiwglQDjwEYqlp5jJ/EdaE3+CqjTjyTTJ7O/juJcIBz6E52VJ5f8MT+YI+z/OvGB03ElC/keQSNK5P8VxpmiO//7CfFSd09j5IVQlSjjwIRx3Fk1tARQ8WSFX+ia50neJ+D8CQmE2+19Zyk4laIr+DqXKy6QLf4XnLc0ec90k2cIXUJQ4keBP4nl5soUvIISfcODHAUGx8iKZ4t8QC/0iQmpMpn+FWPAzhHyPXPFeLkZfsMYCpgrB/W1bFmg757OdTFXnfV270BWVzZEWNEVdNZ15JZSLFR7724O8+P3jTI2mec9P3Y7reLzy9CnOvTHCne/aSVvPylmWbxZemh7g1ZkhfmHTXQQ1k0ZrZWKXtUBKyeNjp9AUhXtbNq5J8A7kZugJrhwytSHcxK9svY8/O/s8Wbu85nEcvDBMMl9kU2sjXQ1RoJYReXZihv6WBgoVGyklQctYaJvfTBweGmNzWyOWodNoRheu66mTA9y1uRef9FOq2ug+HU9K2q3GOdu3t+CkbDCiNBhRhKiRh0kkrb7afQxqPoKab6HfsB3A9STSFeTVMkpFpdmM4zoSv39tJsKrCl0JFCtVDKNG6mzbLqlcCUVRyBYqTM3mmEzlCPiMqwpdTVVoaapldjUmVl4sUkpGszksTeW2R/bguh7hWHDBvqSb8/Xr6ysRq5q6pq2dKhT+ef/D3NW0ld899Q0+t/+XUOYFlHTJ22Umyxl+a9uPM1yc4XdPfpNbEhvI2EW+MXKQd7XvYVesj68PH+QPzj7Gb2z5MYpOlcoiFqyK51Bya0xbXxl+EYHCZ2/5Bb49+honM8P8RO9djBWTDBdn2RHt4ff2/DQHZ8/yB2e/y+abPkPEmCsTrwRpjP7fCDQsfQcTyV+kWHmJkO+9VO1zVO2TJCK/jmXcArgIESBX+iZ+8050rRtVaaQx+juL5rdIMvs/6+bEdadojf8Zi4WpEOC6KYrlJwj7f5xw4OOABClJF/5yyXGKEkdT2xCs7LT0ZJWmyG9iGTcjZRnXnaTinMSThVrmX+VlTK2fgFkLdA+YB7CdQRRl7ckZ2iIKP2POWbbc++9T9blU5qXhjGuB5Td57yfv4KEP38J3Pv8ihqmjagq33L2Zm+7exKXzk7iOC3NzYHsu6WqRvF2zJwc0kwar5mnP2CXS1VqMeUS3iBg+Sq5dW0eug6aoaEKh4FRotELoispYMcPpzCQh3UIVAk1R8GtmjSPWrpCq1iJ8QrpFzPSjCoWq6zBVzhEz/MxUarHBLb4wuqJyqZDk0OwwEcOiO5BAFYKeYAJPSjJ2iZxdxpMSn2aQMAMLDkjH8xgupHClR8TwETV8KEJBFyphw7eio7Ls2iQrBcqug6XqNFiBBa1wNJlhe2cLL18YZmg2jd806EpEODk6RU9DjBfPXcSTsLunjZOjU3Q3xDgyNIaiCC5Op5jI5GiLhdndXeNpmcrmeWVgmN6mOBXHoWI7pIslLs6kaI9FGE1lKFcd1jXFuTibIh7wo6sqiaCf2XyR6VyBLe1NdCeW7sJd1+N7jx7FMnVUrZaJq2kqmq6yY1c3ofDaIl+uKnQ1VaElEaZUsUllS/hMHdfz0FSFyFyK5e7NHWQLV3+zrYXGzpWSf/Xd77GntZV/dfeBa+5jrRyui/5aGj4lIaBZ3Nu8ne5AI13+Bv5A/S6XCtOk7SIB1eLm+AYiup/3d+zjt9/4EudyV45DnC7naLIi6IpKwgxS8ZwFQdDui3NH02aarAj3N+/k84PPMFXJLAhdQ1uPmAsZ09Q2VCWGbZ8Dn8T1ZkGYqMp8ooeGrvUgvQKOO4OmdQEuVecCjjuOlCVs+yKeLAAui2+/ZdwMK4SmSVnF8/LoatucAAPT2ApLmDLFiruVxdC1TlR1fpw6ihLGscdBOiAEQvHj2eN4MgsoOF4aS9925U6vgDdjnaSm8xx+4RyqqrJ++5ydWqz82+239HH0xfMMnBpj2819uJ7HodlLfGv4GLlqGVVRWR9u5NMbbiNZKfDX5w8yUcoikbT5o3ywZw/DhSRfvXiIiOEnVS3SE0zwRnqM93bu5M7m9Xx+4CBHkyPk7AqfPfsCjVaQf77lXiqOzd8OvsZgbgYPScIM8IHu3WyNtjJcTPErr3yFj/fdwpHkMAWnyi9uupsWX5i/GXiVg9OD+FSdC9lpLE3nt3e/h5xT5tGRNziWGsX1aoUiP9y7l32NvQC8OjvE0eQIyWqRNn+ET62/jTb/6lEGZdfmyfEzPDtxjqrnogrBPa0bebBtC5qiUKzaHBseR1UUTE1la3sTihCkiyVs16W7IUahUiVg6KSLJfLlCq4nqTouQgju3NjLEyfPLwjdk6NTbOts4fDFUbZ2NJMuljA0lfXNCVojIV4dGMaTElNXMTSNgakk/S0NnJucpTUSxHZdSquwlFmmTlNLBEURKIrAcTziiQDNLVcvlDmPqwpdn6nT33W5OF97U63z7pbYQttacWRsnJjPR3csuuoxCvCRndtpDl7/tulGoSnqkppZuqJSdqvk7BI+zcCc15YUBZ9qknfqXzg14p2aYD3QtJkvX3qJvxp4iplKllsbNiy85f2aSWAuckERAlUoq8aoMheFPE+Yw1xG01Kz5GViEyTkS4+RL30HXetFEX4cb5KVIgEVsdp8z9fOujHbp6grRb+4P5WAdS+z1SPMpP8DihJGESYh/3tv6Jw3gkg8wO47NpCeqZlKeje1smF7x8LLcvPubjRdJRIPsv+BrfiDFve8bw+uU3O8zVTyPDryButDjbyncyemqpGzyxiKxreGj1F2bX59+0Ooivj/yPvv8Myys8wX/q2d3xyVs1RS5djVVZ2TO7jdyTmCOdjEGTAwBxgOMDMMA5PgDAMDzAzZYGOMbRzaqXN05wpdOZdKOUtvfnc+f2zFklQlVZeNv/nuuuqStOPa6VlrPeG++fyFN3l66CQtkRTDlTy/sOVd/O8zL1FrRHlf6y5eGj3L+1p38hs7HuQLF97kYnGSz2y+m6gajHKfGDzOaCXPL2y5h4Qe4mt9b/PN/qO0RFLgw4RZQpVkfnX7/TheMDpVJZlf2nIPf3rqBdpiGT7UtqCmHJY17qrv4aHmbaiSzGfPvcZTQyfZN2t0y7bFr+x+CNN1+OOTz/PmZC8Ph7avKqneV5zi1bELvLdtFztSTRyc7ON/n36J7akmWiIpdrUFvMKe55OJhtEVmYrtsLGhBsf1SEfDaIqM43lsbKjBB9qzSSq2TTYWRldltjQtCLW216RoTMY5NzZJSFPJxiJEdY1UJIQiy9zY2YyhqpRMC12RaUrGEQJmylXasimiqwhNSpLE3pu6aGhMvqN3a02BtHdaejqHv3jjAA9u7L6y0ZUkHtuyevL79YQkpHl/32IbIGbXXb5tQgtTyZlUXQtDUnE8l7JbJaYGL/FcuojtOeSdynxhQq2RxPYcNieaSahh2iI188oXgYTP6vfSds4DDqDhuCO43gya2gVIyHIG37dx3SlQOvF9F8ftRwhjPm1rpvhXGNouUrGfRhJRZkp/S7n6/JrvkRAakoguMtY+ln1mzfsvOtIVziEhSymEMNC1bWjqJhS5EVVuu4bzXDuKzgy6FEKVdOKpCA9+9KYl61M1CymEG7Y1L1oe5Hx2L1o2aZYo2iY3ZtvJGEFKUlTVKTkmp3OjPNC0hdpQFIFgS7KBl0bOktTC1BgxaowoTaEkNUaMjB6hYC9VzFgM03M4lx9nS7KBpkgSRUjsTDXxhelhJqpBh6EIidvqNpDU1uiqETBQmuaF0bNMmSWGyjkaw4n5Dmdfto0aPYoPdMSyXCxMYnnuEoXfOfi+z3i1yEtj5+gtTmHICrbnMm4WGSxN0xJJsa15uQRSTJa5pbtt/hjZaBghxJJlsGCHeuoXfOkdNcG7v7VpZcXsxecLqFF9hmcK7OuKkwgbxEP6kmOf7hvj7586yI2bWnjoli3XZPsW46pGd9qa5mLpIm3hNjRJQ5d1Km6FkBRCkiTkq1RLzV3URKnMgcEh7urqwPECYxQYNzHvd/P8hRoVAUtkNnzfD6gGhVioWZ/93Z87Dgs+vIB1zF92nsWo1eNYrsOxXB+t4RoiirHqNFkSgo5ILc+NHuXViTPckOrkK/2vktai9MQaOZ7r59WJ09xZs5VxM8/3xk+yLRGQnXuey4XiGP/1xFfRJIWN8SZ+adOjV7v1ALhejvGZ3yYaejel6tP4vklI2w8INGUDmtrFdPF/4fkfnw2k/TnR0IOoSstsuw0cpx/bGcB2L1Esfx1/HfXwkpQkpN9EvvQlJBFHCHnWn7u4Ei2oUHP9GXxMPD+H55VnK9aunpUYZFnM4LlThPSb0ZS5HFMP31+ZwvN6wPd9TuZfwfRKZLUWbN+k1mijt3QUx7NIarVU3RJhOU6N0Yp0hSq7y+H6HgKW+Tddz8fxPAxZZa4jUoSEO0tJOudrliWBLIIKrSvFKTw/OJ4mK/Pd2lyH7s4KQ0pCEFPWxhHs+z5vTVzi8xfe5ANtu9mUqOeZ4VMcmRqY30adpfoUs213Vqi4XAzbc9kUr+dnNt1BatbwK0Iira+tE7heg77Vji0BDcmFfO3Lj50rVjh4eoC6K1A+rgdXNbqO71B2yoyb4xzPH6c13DqfHNweaSe7ghroYpyZmOSv3jzAq339TJRK/O6zz/P7L74MwIMbe/jVO28jpKpcmsnx+y+8zMGhIWYqVd6/bQu/88ACp2d/LsfHv/AlfvamfXzu0Nt0plP8+N49/OHLrzJRKvOT+/fy6JZNyMB4qcRfvXWIFy5cpGhaNCfjfGrvHu7s7EBbxPWa1eN8uO1W/vvpb6JJKr+8+THaIzVk9TiapMxfZ0aPo0sq7ZFaPtByM3/f+xKfu/g8u1Id/FzPe9Akhfc03sBYNcevv/05msIZ9mW6SWkRSo7JfzzxFX5n58fZHG/C9Bz+x+lv8fjgm9xZu5WUFkUWMo7jggjapM66HmQpSSbxqzjuMKNTv4WQ0tQmfxNFbsQHTDtGLPzzTOT+krHp30GRI8TDHyIe/ggIBXzIJn+L8en/yOjUZ9DUTWQTv8H4zL9n8chTlmqQpJVfKIFBPPJhPD/PVOEPUKQGMvFfoVj+BmKWpa1Y+SaT+f+C77uAx9j0byAQZBK/QSz8MJIIo0iZRa+bQBJRZCkFIuBdDgysyeD4J4IPQUQJ6beSif8ysvz9K7YwvRKe7+Hi4PsejmcxbY2wNXE7F4qHkYWKdg1yM1ElyPUcquTojGWREDi+R0TVqA/HOZMbZX+2HVlIjFbyxFWDsKzNP5W1mpSQrNIQjtNXmqLkWIQVjfFqAUWSiGshSnOj5BUOGLjIZEzXme0kgn8DpRlqjRh70i3ossJYdWke+fn8GJbn4ngeY9UCjaHEqq4FgKQeRpcVFCHRHE7iMdfx/HDQLwoh1pXF8k5x1avWJI2klsTyLOqMOhpDjYxWR+dLa6/W49THonxi9072tTTzO888z4/u3s0dncEUIRMOzxvB5nic33zXXUyWy/zkl7+2pGABAB9y1SpvDQzy2JZNfPHtY/zusy/wvq2bOTk2zrdOnWZfSxMJw+DfPvkM46UyH9u5nVQoxBsDA/z6d5/md+5/Fw9sXKjUUSSZD7Xewodab1lyqj+44VNULZtS1SKkqfzXHZ9EliQc12N7vI3/tKNtmUpDXA3xmY0PLbv+84URTM+hO1aPMVvxoskKEgKjovPpuvuJ+Bqne8fobqvlP2z8BKoiky9Wcd2fQpZlFAHVyo8gyYKwEeh1TU4XeenAefZsbeF838fYu+1fIwuJsmlREgLTKqEoMoJWZnL/mZ72GrRZjtHWum8vfUaL0scuRxDAqyeb+E2yid+cXx4x7pn/PRZ+lFh49ZF7JHQPkdDC9kLIJKIfn//bcScZn/ltYpEPEtZvm80NHmd85jcpVZ+eTStbHZ7vUXCmmTJHsXwTCZmEmqHWuHqRRlypAXxUoWH6ZUpOjrTWgCxUYmoKVRjYXjXgmL2CYTG9KiOVS4SVKFmtkcZwkt3pFr4zcIzJapGQouH7cG/jRh5q2s5fn3uFr/W9jSQEb08N8FDL9jVVM10OIQS313Xz12df4auXDhPXDN6cuMQttV3UGjEuXsE1ocsKnbEsr45d4LvaCaKqzp113TSEE7w6foHnR87g+j7Hp4fJGguMgBeLk3yj/whFu8pYJc9jLTvRJJmTMyNcKI4zWs1zYmZ4PjWvPZqhO17L1/uP0FucDEbGvs/DLdtR1zF7+D8FVzW6CTVBIpFYMn3I6lmKdpG4evVy3oRhsKOhHlWWUGSJ9nSSvc3LPwZFlqiPRamPRZfJa8xBlxXu6urgnq5O3hwYRJcVPrZrB6/3D/CHL79KvmpyZHiUtwaG+O+PvIfbOgLjfl93F0eGR/nC20e5e0PnktHuapguVLg4NIWhBVy9miIHHYEP0bBOW31qNk/5ymgIpdiaaOHvLr5AVDEouyaW63BTuodX3ryA78PWDQ2MTOTpbMkyOJZjeDxHLGIwOlkgZKjIkkBVZKLhhSlixQxcBLWpGH1DM+DDK29fwHI8dE3GNB0MXaG7rZYT54fpaE7PG90fNvh+MSiskJuQpCRgz2ZYCCTpSvSfwXS45OT5zvDfMVrtx5AjCCQ2xndf1egKIeiK7V51fXtkx5qLB3L2JN8c/hu6Itu4v/5j6LLCwy3bqQ3FOJcfAwQ98VpkIbEz3cSPb7iZtyb78HyP97btYne6haHyDPc3bUGXFfZm2sgYUUKyykPNC1kcW5MNNIYT8ylxAD3xWj654SbeGO9ltFLggaYt7M+2IwlBSg/zI5375t0WiyELidtnixz6SlNk9OBe70o3U3VtzubHSGkRfmXbvfSXphHAA01b2BCr4eBkP5bn8rHOG9kQD4JbvcVJ+ovT7Ew1Y3sux6eHaImkaAon+UjHDbw6dpFLpUl0SWVLsmFZ1artuFwYmuT4xRFyxcqygde9e3torQvoQOe2Pdk7ykwxyKrqbq5hc3vdMgkd03Y40zfOmf4xCmWTaEhnU1st3S01y8jOixWTw2eH6B2eRAhBZ2MG03aump2zHqz5K1xcuaNLOrr+g9eRkiVBJhQmpChoskxjPPDDzBlRz/c5ODRExbH56wMH+cLbR+b3HSsWcTyPgmmSCa9huujDVL6E43rEwwZThTKm7eB5Hjs3NK35IYRkjZ/acD8Xi2NYXpCj2BhKU6slOMIYsiwwLYeRiTxDYzPki1WqpoOgiut6hDSFqXyZSGjhfgshyCSjZJKRgONzMs/wRJRy1UbXglpxx/UwNJVsMoIiS3jeD29pqizXEQ9/kFzpb/FLnwVAEjrR0MOE9FuusjcMVM5xsXSS27OPsCEWGErjOinQvhPfYUILcV/jZu5rXB4Y3pVpYVemZcmyjliWjljgrrupdkGtozmSmv99peozIYJg3Jbkcl6DtB7h0z2r85Ck9QiPtiylS4ypxrJ2b5499iOz225e4VwPNq9elFRjxHi0dTkt4xw8z+PQ2UH+9J++hzqbpto/Ns2xCyM0ZuPctqNz/h22HJcXD5/nc08coFQxSURDlComnu/z8C1bee8d24nNDlAqps23Xz3JV154G9fxiEUMCuUqiizx4Xt288D+jRhaYKQL5Sr/8PQhvvnKCVRFJhUL8fRbZ6hJRqlex0rDH86hz6oQyNIC2cNiLa65T6Ni2chCYntdHdIiFqSNNVky4TC6srZLrklFuGtPoE4gSxK2O6tgTJBGtzjId8UWC0GdkaTOSC5Z7vs+9928ERCoikRrQwpDV6nPxueDga7ro6kyjhvo1GmLOFVDusqN29rQNYX7b9mErim01CXx/GDWYDsumiqjqQr33LSRsKGt2L71loGud/u1QKCTiv0MrjeN71sEeb86spRatThisX7ZhDmMLoVpjfRQp7dccftl516Wl3z17fzZdLwfJC5vl4e/YtaLi4e8in7gDzNM2+XzTxxAkSV+/kO301qXolSx+E9/9zSFsslDt2yhtS7ofIbGc/zJV16mszHDr378brLJKBXT5hsvH+XzTx6gqSbBnbu7kITgxMUR/upbr3PTllY+fv8NxMIG+VKVv3/qAH/29Vdob0ixoyvI7z10ZpCvvniUGze38umH92NoKpdGpvjzb7zGTOH6qXz/wIzuXArW9SQDWem1ak0m0RWZ92zqoSuzPACzVo16RZaJhhaMnOEvVMJdDwghiC0i/VlJHXnuXumL9pmDJAnCocCQJmKhJdsLIebbC5CIGisaF9tzOZkbpjGcnK1ykvBmAyqSkHB8F1lI88eVhGCgPENzOBlQ+yHw8PF8b/75er6PKslrvs8L1xUBQkiSQJEXjmW77pLOdQ5j5gDPjf0T/eWzFJxpbM/mry/+LtJsVsWnO/8NjaEgr9T2LE7k3+TVye8yZY5gyBG2J25if+Z+YsqCeoXj2ZwqHOTVie8wbg6iy2G2xvexP3M/SXVBT8/1HI7mXuWVie+QsyepM5rZFN+7hLv4eqNqObx1vA/P99mzuYVDpVNsjLagSsqsIKaHEPDC2GHe23wH2gq8sz/McFyPt88Nct+NG9naUY8sSURDOrds7+BLzx6mVLGQZQnX9Xj6rTPYjsujt21jc3vd/CDloVu2cvT8CN9+9SQ3bGpBlSWeP3SOiKHx2B3b6WzMBNWwyQiP3b6dE72j/NMLR9nSXo/luBw6O4jjenz8vj201Cbntz3ZO8qpS6PX7Vp/YE8mHQ6hyQrHR8fY39qCLASGopAIBWTOjudhOkFE1PN9LNclX60iSxLGGkenAPf3bODLR4/zV28d5NM33kBEU3E9n7xpElZVOtKpK+7vz6bgFMomxapJxXSwHCcYbc4RXovAMGiKjKEphHWNiKFhqMr1HQGu81hrqfibQ9ExOTjZx1BlhtFqgYJdIaNHKTkWUUUna0Q5XxgnrUdwPY+IopHSIzzef4RHmneQs8vE1RCD5Rls36U5nGKwPI3pOtyYbafGWFt6jWU75MomIU3h/MgUmizRUpMkrGsMT+e5ODLFtrZ6oiF93hgDxJQU+9L3sjN5Kydyb3K2eITbsg+R0RsQQEoNcjQdz+a1ySd5eeJxOiJb2J64mYIzzdHca0yYwzzW9BOElRiu73Bg+jmeH/sqLeFutiT2UXLynMy/yYQ5xGNNP0FUSeLjcyz/Ok+O/ANNoQ72pu9h2hrj7ZnvMW4O0h1dfQr9TuC4HrliBdvxKFcspqw8r0weo+xWg+wL3+O27A6aw7X/P8sXrCoBSbrrevMzSdsOqs7mXmfP9zl6fohsMkJL3UKZbmAgo7TVp3j1WC+mZeMrCqf7xmipTVKbjC7ZtqU2SW0qytvnBgMR06rF0HiO9oY08YixdNu61BL33jvFD8zoZsJh3rdtM8+cu8BAPk9IUbitvY3Htm5GEoLDQ8M8dfY8FdshVzV5e3iE//elVwirKh/avnVJXf2V0J5K8n/fcStfPHKU3376WaK6ju+D6Tq8d+vmKxrdXKnCif4xTg6McWF4kv7JHBO5EvlylYpl43heQAQty4R0lXjYIBUNUZ+M0ZSJ05xNsrWlls7a9DwloKzIWFUL23KQFZnoKqq9Lxy7wMBEbl1CiIvx0N5NJCOhNRtqy3UwPYeEGmKgNE1CC5GfrbV3fJe+0hSqJHOhME5HtIaNiXoiik6tESOsaJwtjDFtlZkyy+zNtlGjx3hzopeEFsKZHfH5vs9EvsSR3mEm8mUkIWjMxNnZ0UDUCF7ik/1jeJ5PS22SiK5iOx5He0fY1dnIm2f6cT0fwQibWmrJxBeCamElSmd0a3AOc5i+ylnaI5tpDi9lwBu3hjgy8zLd0R082vQTaJKO53vU6218a/hvOFU4yO7kHUxZo7w98z3aIpt4b9NPokuhoEQ31ME3h/6aE/m32Je+l7Jb4FT+AAktw6NNP0FMSeLh8tbUczwx8vfrfm6W4/D2xWFOD44vW9dZl2ZPVxOGpqIqMvFoiKGxHJIQdEUacXyXiBKaT/WqN9KElCszp829X+thV/N8j+HqGGcLF7B9hw3RdtrDLQghsDybs4ULDFVH0YTK5ngPtcb6NcRURebW7Z2cujTGswfP0dWUYWKmxPOHz9HRkKa5Nhm03/fJl000VcG4jLc4GASpFComnhfk/RcrFjWpKOplckeGpqApCvliNSDAcT2qlk14BddhSFOQ5es3mFqX0fV9j8OTv4/tlQgr9XTEHiWiro07VRKCn9y3l30tzcxUKgFtWiYznx+XMAw21gRBhF2NCxUjQghCmkpM0/k377qLrkwGSQg+uWc3UT0o1+tMp/gXN++nKRH4Q+/r7mJDNs3FqWlKlo0my2QjYXqyK78MtuNy4Pwgj79xgrcvDjM4mVuesjYL1w/Y+au2w3SxwqWx6fl1YV3lJ991I2Z0CkmSGDw/Sm1zBkWTEZIgmY2vanS/+uoxnj92nmv1vtzY3UIysnapmahqsDFeh+W5bE024s66CI7NDLIhVhv8jURPvI6YohOSVSQhuCHTRlhR2ZJowPIcOqM11BoxdEnlzrpuZEkio0XwfZ+pYpnf/+oLvHVukJliBSGgLhnjgT09fPq+fUQMjULZRJKCYOLYTBHTdnA9j2O9I0zkSqSiIcqmje1e29R9ojrEjD3BvXUfQRWBO0YSEl3RrYTlGMdzbwRG1xxj0hrh5sy70aRgpCMQtIc3EVNSnMi/wb70vRSdHFPWKBuiOzDkoEpKRqEh1E5cXblD932fM0f6CEUMbNMhlgxT0xiM0kzb5Zm3z/GFFw8v2+/hGzezsbkWQ1NxHBdNkdm/vY1oWGOb3rn8REBUvfI78OrEATbFN5BS16bIAFB0yjwz+jI+Hg1G3RKx0AvFSzw1+iJd0XZkRcZj/WlvAJoq85F37eKPvvQif/pPL5NNRvE9n5pUlI++a/d8YYIQgmhIp1gxMe2lwS3bdTFth7Cuzs9II4aGabk4ztL3x7QdbMclGtYDd5okoakKhbKJ5y3d1nbc6xqIXudIV9ARe4zx6iEGis/QGL5zzUYXAsN6R0f7iut6arL01Fy50OLhzRvnf7+5bSFgko1EuKurY/5vWZLYkMmwIXP1HtdyHJ44eIY/e+J1BidzuO/g5pZNm57GGsyRIqna4KWWFYkLR/vYvH8DhZnS1Q/yA4IuK7RGAp/3nE/M9lzCikaNHl3CzrX44+yJB0xycTW0bF3LZcf75psneerw2SX3dGAyxzffPMm2tnru2bGBPRuaqFg2YUMjFtbxPB9JErieT3t9CkkEH0Q0tHIg8GowvQq2Zy0ziBEljiKpzNgTAFheFdszianJJaPAsBJDlTRmZlWCbc/CdCtElBjSIg0AQzJQxOptHDg3Nv8+tHbXk6qJrVthYjJXYjJXIhYxCK0WGF0hyDf3PCzP5s2pwzSG6kmpiavGV+b2q7hVJs0p7q+/i42xzvln7vs+Q5VRInKYO2tuJiwby8rn1wpB4GqqWA4fu28Pu7qbUBWZZMQgFQ/PB8UlIdje1cA3v3ecoYk8HQ0L3/hUvszA+AwbmoNUME2V6Wmt5eDpfibzJerSCy6v4ck8E7kSW9rrg/iIrlKfjnGid5RS1V5COTs8VZhP0bweWNdTFwISWg+OV2ZIvHDdGvHPBc/zef1MP7//1ReZKb3z6GQ6GmLPxhb0LUH0uH1LE0KS2HRjF7Iqww9Z2tblPmBVkucN7uXrV9rnauueP3JhxU5sqlDmaO8Id2/vImxo83mVIW0hmHgtKqsrQRYKkpAwvaXP1/IsPN8lLMfmtxPImO5S8iLbM3F9F10OOhkJCVkoVN3KEldQIAK5+mi8oTXDcF+gQux5HrKyPuOkyBLRsM7gWA57lmd6peBo3inyD31f43ThPLKQ2ZPczodbH6G31M9fXvwHBspDnMifRZFkOiOt/FLPTzFpTfP40NOcyJ9GINiT3M6DDfeQ1OL8wZk/40Kxj5yT52ThHKqk8Ms9P0NcjfKHZ/+K4coolmdxaOYYKS3Jr276WRJryN+/HK7rcfTiCBXToimboCmbmC3dD/y6qMEMRZIE997Qw+MvH+c7r56kvT5NJh7GtB2eO3iOU5fG+MUP30k0rCFLEnfu7uLZA2f4zqsnqU3FiBoaxarFE6+fZngyz798/23IskQkpLG9q5HvvHaKr714hJ989GZURWZwPMdLhy9QrKxeZLJerHukK+ZprVb+CDzfpuKMY3l5BDKGnEGXk/M1+L7vUnWnMd0pPD+YHgghYcgZQkrNtV/JNWCyUOb3/+mFKxpcTZEJ6xq6Ks/7enzfx3E9LNfFtBxMx8H34eZNbWiKhDwbbZ/TiZv/wK4Q36hPxWivTWPPBhMdd+6/G/ycDTB8P8329U4zGs8VV1xuux75yoJx+37W1qe1WmJqmoulk7SEupFFUN49XO2l6pbZEt8HQELNkNKyXCqfpjO6FWWWE3fU7KfsFtgc3wsEvuS4mmKkegnLM1FmS6Gn7QnK7srXC2BWbWRZ0NrdSNcVlLBXg+162I5LNhVZkgp5OV6ZeIuqW+XfbPklLNei6JaQkOiKtvMrG3+WPz33WT7e9j7aw83z99iQDW5M7+S9TQ9Qcsp8ZeBbHMud4taaG/lXG3+akeo4X7j0VR5uvI/u2MKM8re3/TJPjbzIYGWYD7c8Sli5NiXlOcKppmycYsXi3/3ld+ezXwxNob0hw8fu282+LW1oikxLXZKf+8Bt/MXjr/ELf/hV6lIxcqUKU/kyj92+jdt3dqDMfoPbOxv45IM38sWnD/HGyT5qklEmcyUKFZMfe/eN7OpunD/Xvi2tvPumTXz39VO8ebKfdDzMdKFCe0OKmuT1Yz28roE0z7cZLr9MX+E7uL4NeESUZrqTHyOqNs+SLfdzJvd5XK+E7VUYq7xBRt9Gd/LjhJQ7r2dzroovf+8IvYt8sosR1lW2ttazra2Ozro02XgEQwv8mrbrUqxazBQrjM4UGJkpMjpT4N6d3dc8vfoX77mZj9+5i0LFolS1KFZMClWT4uzvxarF2aEJDp0fpGp/fyVhKq7JpdIwXdHmeR6Ia4G+yvRZEmK2Euj7n0taZ7TSHd3BwekXSKoZMnojVbfMm1PPYMgRdiVvAyCrN9IT282x3GuktVpqjRZMt8LB6RdQhMKuZMDtHFNStEc28erEExyefpGWSA+mW+Fk/i3KzupadzOTBdp6Gkhmr400JaSr7OhuYmBsGkVaPQ83rSUwPZsT+TN0Rdtpj7RetQMLSTpxJcq5Yi8Vp4LruxTd8jtm9Az8+hVsJ3hfFVkmFQ2tmOP+1ql+/uHpQ+zf0sam1tr5nPRC2eTlIxf4i8dfo6U2SVt9GlWRueeGbhoycV4/cYnxmSI9rTXs6Gxg7+bW+cIICO7b++/cQVdjhrdO9TNTrLC5rY7dPc3s7mlaUr2WjIb4iUduYmNrLScvjSIJwbbOBnZ0NfDNV07Q3bTU/TlWKuJ6PposU3FsmmLxNQ0WrqvRzVu9nM99mcbI7TSE78B0pzgz83kGS8+xIf5hhJAZKb+C5U6zO/urCCReH/sNMvouGiM/WIM7U6rwrbdOrbguomt87M5dPLp/C83pBPJlZcmTxTKvXuzjsf1bkaSgJHGyUCYe1pdVqvm+z9mxSSq2w84VKOzmEA8bxK8i9/HEoTOcG56gmvv+Gt28XeLF8YM0h2rfkdHd0lLHueHlAp/RkEZHbfq6llauBkMOc0v2QWSh8PLEt+flexJqmgfqP05Gr0cIgS4b7EsHBEuvTT05S0fsE1NT3Fv3EeqMYGSoCJWdydsoOnlem3qSQzMvEVZitIS7yeqrK93GUxEOvXSaLXs7SNeub/rteR6HTg6A8JmYLtGQXZ0we0dyC5Znc7pwngPTR9iX3sW+9O4rDgaO5E7y+tQhOiItKMi4vntd8uk93+e/f/0lpmdnkm01SX7i/n2kosuDyUF1mcXPf/A2UrGF9Z7nEwvr/PFXXqZQXpjiq4rMjg2N7NjQeNV26KrCvi1t7NtydarQZDTEI7du5ZFbl1bX/dSjNy/b9tTEBCXLwvU9aiNRUkaIiHb12MN1Nrrn8XGpD99KWGkgpNSSMrYwbZ7C9opocpyyM7zIlSAIK42Y3sqjzZXg+xa2fRxJqkWWG3Gci6hq5yyVoIQQa9MpOto7zER+eWBLALdsbuPH7rlhVSOYr1Z5/WI/797ag0TAi1B/Bdq32ljkHQXorgUHp0/RWxpmoDxGS7gOD489yY0cmjnDw423kbdLHJw+xc2Z7eTsEt8ZfgXbd+mINLAz2U3Ftfhi/9OYns22RCe31+xat4jjB27ZzvPHLpAvL3YlwNaWOu7Y1nGFPdeHHclb6IxuJautbPTSWh131b6PXcnbsDwTSchElQRxNY0kZEpOid7SRVrDbdxR8yg7kjdjulUkIc1vJwsF27MpOAVSWg13176f3ak7cDwLXQqR0LLsSNyMKunMWNOMmWNsii+U0ZoVmxvu3IxVtVb0x14ZglQ8RDxqEA0by7gF5rcSgpBscEt2L9sSmzg8c5zHB59ib2onkpDmnYKLDarnexyaPkqtnuGumltwfIeL5f51tG11DEzk+O7B01hOkNEw2VKHaa+c3VAom7ieN78ts+3MlascvTBMKhZaMnNy3UGs8pdARDDCn0CsQ9bpeiETCjFVKeP7ULDMNae1Xleja3slpqrHeW7w0/MqAa5vkta34fk2AomUvoUL+X9iyjyJJFQmzaNsSf7EkuNY1hEc5zxChFHVjXheHiEMbPsYqrqDQGqmiudNYduHkeU6qtUnkEQUIYVR1T049gk0fe+qbX27dxhnBdVgWZb42B275g2u7/sc6h/mb18/iA/c3d3JtqY6ZioVfuubz1AyLR7Y2s39m7v56uHjvHyul4iu8diOLexta+K5Mxf5p8PHuLunkw/s3obv+5wYHuNvXjuA7XrsaKrnR/fv5tULfXzz6GkQPvdt6ubeTV3vyK+Zs4tElRANoQzubD7nQGWM4cpEUHzi2YxXp7E8hy/0PcF7m+6iIZRFERI5u8i0VeD9zXfj+R5PjLzGrmQPcfXK5DOXY1tbHf/lxx7kb549wKmBMQxV4V07N/Cpe/eRja/9I/F8H8/zkaXlnMhCCBJqhoS6eqbKxdIFxqpjZPVsQEnom7i+zMXSJdJahqpbYbAyQEyNMVodIaWlkVAouVVkYXOpfJR6vR4hJCbMIJ+2r9xLXEkwbReQKGH7ElPWBBElSqPRSHGRq8H3feLpCKcP99K5Zf3y9EJAU22Sw2cGGJ8uUZOKrBpIO5I7SVQJk9IC4nxpkSEIyyGiSoSjuZOktaDQI6nG0SSNaStH1TM5lTvH2zMnaA5dfQR5Nbx5th9njal+H7hrB7/398/yy//j62zvaiRsaEHA9dwQuWKVTzxwA801yfntJakeRduHYx0A5vLCPQLb4BNo0Mjz64SQZ3mk5dn1i7/9uU7MYUEpRZk9xtwyASwtflIkibJjE1ZVbmttW0JCdCVcV6OrSCHSxlY2JT9FSFnwf8gihKFkAIm60I2MlF/m9dFfJ6TU0h3/CC3R+5ccx7aPout3UK08jiQl8NxxJCmGEAqOcxJJyuD7JrIcxffyCKGgKB0IYeD7FSzzRST5ykG53tHpFUef2ViYXZ0LL5zjefzBs9/jDz74HjKRwFD0Tk4zUzH5r+9/kHNjk7x8/hKHB4Y51D/Mf37fg1yamuapk+foyKa4u6eDkmlSqFpAkOf7py++zr++/w5aUsE0caJU5tvHz/DpW/dStiy+e/wsO5vrqY29M+d9Uo3h4Qdcp35Aaj0Xcfd8H9t3qLgmru9RZ6QD+WoB2EGifVKNYXoWmqRgeUtTZlzXw/c8fM9HUZV54dA5eK5HpVDl5k1t3LypDbNioWrKfHBxPR3K4ESOI73D3LNjw6qjvCshZ+foiHRyJPc2WS1DV6yb/nIfzeFWTuVPsDO5G9f3mbFmKLtlqpUqdUY9FbdCXE1Qdsp4ukdEDlFxK0yY49TqdZwtnsH1PbYntnOxeBFd1uktXaRWr8P2HVzfRRYyF08MkczG0A0Vx3KvqdLQcV3woakmQb4UkLwo8nLfbs4u8PXB71Jxq9TqWX6s7UPIs/SJqqTynsZ7eHzwKV6fPMi2xCY+3vY+7q27g68Nfpf/fPKP6Yl18p6Ge4gt6mAVIZPWkmjS8nsfVcIk1OW+TN/3efXUpVXz3edQdW1USeahm7eQjof5zqsnOXp+mKptk4iE2LuplXtu2MCu7qYlFYlCyCB0YC647eHaJzDLX8D3i0hyM0b0p7CrzwGgh99LOfcf0EKP4LmDWNUnESKE75eJJv8rnjdJtfQX+F4Bxz5OOP5vkdUNVEt/h+8OI6QEodgvAgtVcEPFAne3dRLRVPR1cAOvszgiIJv2sGd/OrO9SzACiWudSEKn6k4Q19oRQsFy80iz6TgApjuD7RW5ue6/kNR7WMlTr6obcZyzCBEhKPLX8HwbSUoDMvguvl/B86YQwsDzZhAiClRRlA6KlW8Ti//aqtfheh6ThfKKL8SGxuwS3oCq7aDKEpHZQoy5PdrSCVRZRpFlFEkiV6mSCOlIAjRZRpYEVWe579V0HGRZIqrP+n6EoGzZTJcrfPvYaXRFprs2s+apynoQUUJ4+BzNnaNglym7VUKyTr2R5uD0KVJanIQaQZe0BSWOVY6VnygwOTSNVbWobc3i2C7hmIFVtZFkCUWVefErr/PuH7+LmfE8Zw9eZMvNPSQyK7thXNdjeDrPeK40y5CmsK2tnrJpkytVaa9NocxmgViOQ9/YDNPFCr7vs2dDM7brcml0mkLFJB426Gla4EoIKqqGaAk1Y8ghdEknq2WZsaZpDDWjCpW4GseQdRRJIaNlZnkUgjzVeqOeslsOpuhCEJJDFJ0iDUYjnu+hSwaGbKBICrVGHWW3jCJkqm6ViBKhpjHJS986jG253P7Qrmt6dqoio6oKuVKFctUiHQvNc27MQQjBHTX7uaNm/4rHEEKwIdrBL238qSXLG0K1/OyGT6567qye5sc6VuY0vjm78mxyplRZscruchyZGiSuGdQaMTb31NLdncWQVc7kR+mO15JQ11hl6Vdx7MMo+m3ooXdTyv0WjnX48o1mf9oo6g6M6E9Ryv0/uG4v+BIQQg8/iKh8C1Xbg2W+hO/NoIc/jFn+Eq59EkVb8O02xeIcHRtBEoJ7OzdcvY2zWJfRnageYrj8EiV7kILdx7ncFxiS62mLPURC30Bc66Qt+h6Gyi8yWn5tPk2sJXo/RigNCHwRGN5z+S+hSQkUySClbaYufBPSLEmHpt2A71dw5EZUdeNlrVj6AMKRjwIgy0HSvusOEQq/H3EFwo+q5WCtkgFQl1xqFCK6xg2tTfzDW0eIaBo9tRlihj5beLnQms5MiqODI3z50DEqlkNNNEI6HOJ75y9xoG+IquPQcynD1sY69jQ38tXDJ4gZOs2pODua6rm5sxVVltAkmfpEjERobb7p1dAZaUKTVLJucjaI4hNTwhiyxnh1Bl3WuKNmDxHF4JHGOziWO8+UlUcWEplwgn3prWiyiiwkbkhtDkbBi2BWLI6+fApZkRi9NEHjhnrOvHWeUCxEXVsNjV21CCEoTJW4eKSPwlRpVp58ZViOywtHLzKRL9HdmOGFoxf4tQ/fgywJTg+O0zc2TVttCsWQuDA8xfNHz9OUCXI5HdfjzOA4b50ZoCEd46lDZ/jU/fvm/ez1RgNpLY0u6/N+6VqjjhojeGcEgrASzGKy2sIMqZ65AoGFgUW9EfiNLy+n3ZHcuWRZvbEQNLVtlw3bW/A9P1AIuQYYusreLSszqF0PTE4UGR3N0dCYJJVanxtpJRy7NEqhYl11u4JTRQjoLUyiyTJRxSCiapycGQmKd9Y1sfFZkIdSARuEwPdN8D08b5LA8BoIOT0bAwrjexaSHBTPeO44evgjIDTwbXy/gOeNoep3IMkLM+BctYrtuqRCIQbz+fU0cn1GN6zUUxvaByGfDt47v1yfbbAsNJqid5PUe6g6E/h4KFKEqNoMSHhY9Oa/RkLfQELtQggZ2ytwauazSEKjLrxv9ogCCKEoG1h7zspsxYqURZKu7I+yXXfVaU/4sumrJASf2LeLvqkZALLRMAnD4JM37UYSguZUgge39lAXj/LhPdsZL5aQJYmGRIyQqtKcSvDYziCgUhOLoEoyH9i9ld7JIHgYDxmENY3HdmxmcCYf+P9Cy1nB1ou2yMpBpYyehMuC34asc2ftniXLdqVmOztJZXtyeS/uWA5aSKVSrFIpVSlMFaiUTJJ1CepaM+TG84z0jjM+MEkxV8aqWlelQ1Rkia1tdbxr5wZeO9U3a4CzbGmtZbJQBgK3yOBkjmQkxEM3bkKSJEzb4filUd6+OEyxajEyXWB4Kj9vdOuMOiSkZYHAlQKDK+cML591rLjvKu9qpi5Bpm7tEt3/HDh7doSZ6RKlYpW9+zrf8ft3tHd4VRnzxdCETGe0hnP5cWKqgedD1ohiyCrWKqrYvu/hOqcwy1/Ccy7hY2OEP4GsbsOqfBPbfAOEhKLtxXXOYpa+QNm5hO+XFx3lcndIBc8bwbFdHPttDCmNou3Cdc7g2McBH9W4e357XVHQFYXYLLfLerAuoxtRG4moVzZostCIax3EteXR6aI1yGj5dW6q+09EtUC00fWqjFXeomD3Use++W2Dh75+l7MQV2cD8jx/1Ru1Ug5hMmSQbFqa7tVdG/iso7o27yqoi0epi0VBgB8opNOWTtKaSuI6LueO9OPFyySzccZeucQ9H9w3/3KnwiFS4WtLLr8c0+MFThzoJV0bY+Ou1iXBlOuF+o5ask1pPM8L/Ll+8MwkRULVFJKqwod/+RH0sEbLxkZ8z0ePXPnZqLKErgTBClWW8TxvQbB09qcQQbZIqWphOS6qEnSMmXiYPRuaeOjGTXieT2IRbab8zywJ488qjgSpA8x/7z9MnLd1dQnOnxslk33nRQBVy+b00PgyboSVsK+mHUWSebR157wZ1CQ54PNY1U8qkJUuwrFfBjwQCkIkUKQUstIOvgtCQ4gYiroLOd45v5+QIuB7zI0AAj+thFX5GnroERR1F2b5yzj2YTTjPRjRnwI/GLELsTAL7svN8PpgP4LgXb2xsWnNz3NdVs3xAkYeWajzroDF8Hw3mHavkhNoyGkQEv3FJ6gJ7cX1LcYqb2C5OTLG94cS7weJvjMj9J4cpLGjhtOHLqFoChu2N9N7coj2zU3oIRXHdomlwpjVq0+9rhUzU0WK+TL5mRIbtjUjadff6CqqjDKbwL4SR4OsysRmp6m+dnUuYiEgbGjzzFGJiIEiy5zqH+Mfnn+bsVyBmWKZT75rL9vbGzg/PMm///xTAPz6R+5hT1czXxs7xh987SUAfvMj77rOV/zO8PK3DxNJhLGqNrVNKdo3Nf5A8pTXAs/z8DyPhx/ZzcxM+eo7XAW9YzOMTK9enbcYuhzMLCOKtuQ9iojVA67BMh0hL+/EhbicdEhFyJdltiw6pCQl8H0XWenCLP8jViUIsOmRjwISkrRyTnV3OsNgIc+WbC2HR4fXVUeyLqM7WH4NgUxIThFVGxFCQkLB9kqoUgTTyyELDQkF17dRJAPfd/Fw0OUkmhTnhuyv0198gnP5f0QgEVNb2Vv770jpl/turz/82dSjimXjXkcy9UVnoFq2sEwn8AV6PpMjOTRDo/fUEA2twcOvlEwqRROzbGFcZfR3LUhlY8RSEQQLpchzsByXyVyJhszSl8m0HDRVvqbR19X2WcsxDU3l3TcsvAOfeey2+d//wycfWLb9j99345K/Y8BPvnvlANJqqFg208VKQN1p2piOizvLMKXKMpoiEzU00rEwiYgxywVwjZZSCCaHZ4Ln0ZTCdVykdRLeXN72yUJ5vu3WbNvnuJ51VSFq6CQixqpVYPPHqtgcOzpAMhlG0xRa29ZPzQjB9+V6PmeHxlctAb8S1sMHfT0hhIyq34K6BmmohX0ETbE43z53mtpwdF2k/et66mVngpTeyZR1Dtsr4+FiuQVc3yKq1qNIIVQpwox5nrBSS8WZABGMgBvD+9DlONnQTrKhnaueY2Q8T6FYJZuOEA7puI5HOLx2hinbcSlWTfLlhRLawuz/YjX4OZEvMT6z8ktxpHeIP3/yjfXcFgxV4a7tXcRTUTbsCNwmG3a2IhC4joNSq4AIcoB938esWDR31WFW7etudF3HZXRgCl1XqVYsLvejOI7LK0cu8tgd2xmfLmI7LiFD5e0zQ+zZ1EzFtHAcj4ZsfFUhy6pl8/yxC/SNz1xTGxNhnbu3b6D2OtazrxWe5zEyU+TwhSFOD4xzYXSS4ekC08UKxaqJ5bhBREFTCRsaNfEIHbVpmrKJJSlLa0FnXZpbNrcR0lQytXEunRkhHjOIpyPzs4QrQYiloyff9xnPlTh8cYhjl0Y4NzzJ8FSeqWI5oL90XGRJQldlYmGDmniE5myCnsYsOzsa2dxSS1hf/i1FIjp33rWZaEynVDLXbPA8z6dQNRmbKTKWKzI2U2R0psibZ/tX5DOZyBf5+xcOEb1GQvAHdvfQWpP8Z3XL2F6RnHmahL6JvGmyrbaOsLq+NMZ1GV3XN8lZfXi+g+2Xg59eCUkoSEKl4kxRFTNYXokmvZMp8wyKMNCVJJJYW8POXhwjlQhz8Fg/XW01eJ5POhmhb3CKSEijq33l/NuhqTz/9OpRzg1NUrFsKpZN1XKW/bRXKIhYjIPnhzh4fmg9t4V4WKejLs1tW9pJZmNLclZX0xTbf//2dZ1jrRBCoBsqnueTqV/OmRrSVYQIjO/QRI6RqQLbuxoYmc5jWjavHbuEripEQjrZ5CpG13b45hsneOlE7zW1sSWbYEtL3Q/U6Pq+j2k7fOONEzx16CznRiaZLpZX9e0XqxbFqsXYTJHjfdcm1XLfrm52djYS0lRmJorsvKWbSDxEIrO269YUZZ7cxrIdvneyl6++dpzjfaNMFkortt3xPBzTo2TajEwXOHpphKcOn6U1m2RvdzMfuX0nnfWZJSOz6akSly6NUy5Z5HJlHlwlrc31PC6NTXNhZIre8Wn6x2cYmymSK1fJlarkylVKVWvVIPVYrsRnnz2wpmtfCT1NWVpqkj8Axo7VYXsFxquvE1FbqDg2BdMkFVpfLGZdRrc7/jBBMrKPmOcSFfi4KMLAnRUVBA9FhGgI72WiegLbK+N4FVTp6o0rFKuYloPARxKCctUiGtYYHstx057VS0dnihVePtHLyf6x9VzSdYVYNDS5vHb9SrXsE2aeqGJgyAujkGvtzYUkaOmqBQSjg1Nc7jgcmypyaWSG84OTDIzNYDtuIDPv+ZSqFooSUAjq2g8u+HQtYpfroX6cI1753X98hjfO9FO4jjR9a4Vl2hx+5QxdW5vXbHQNVUGRJBzX47PPHeDvnz/MTGm5NPnV4LgeF0an6J/MceTiML/2wbvZ2bnArhWLG9TVJwmFVKYmVncL5Msmf/D1lzjSO4JpBzJWP+jy9pXQV3icicobyEKjMfpussZeRssvMlR+BkWEaY4+SErfwenp/4Wh1JCzTpHStxFR28lbp2mLfQDTnWK0/BI1oZso2X0Mlp5AoNAUvZessZ/h0jMMl59HFgbybLC+Jhzh7OQkZdteV2n3uoyuLi+kvVwuKyMQyCydusTVFjQphkBCl9dG8qEoEpWqhSQEw+N5pmdKFEpVqlWbfKG6LCF8oT3XV/TynWLczHMq309KCz6wwfIkMTXEqDlDWNbpjjVyrjBMV7SBKatAZ7SeNybP4OLRGamnPVp3Teetli1OHuxlYjhH/4UxPvmv3r3Ed1ibjvLzH7odSQg2tgV5qrIk+Nh9e5BlifaGIJ9avgJ94PWBj+fPBRMFFfscYXUjPjbB2yTh+w6IuVLOpcuK1hFcN0fc2I/ljmEorUGV0uVn8X0GJnL85uee4Ejv8KoGS5IEiiTNGyJvVivvWhUDBMwXmADUNCXpPTXMHDH42vzcCq7n80ePv8znnj/4jg2c7bicGhznX/3l4/zJz7yXzS1zoo6QSoaDe3OFdnm+x3Sxcl24p68nRkrPsSHxSSJaO4oUpuqO0194nO3ZXyVvnWei8iZRtYOqO0lYbWZ75l8DEj4OF2Y+R1PkQSrOCFV3AkkoDBS/xabUz1J1JxkpP48upxkpP8/WzC9hudOcn/m74LzFIk3xeJBdw/cpkLYYayE/EUIipCxX5L0S7r9jy7U26YcKFdcko8fpiTXypf6XSapRpqwCEgLLc5gw80hCMFqdRiAoOVUmrDz31u3iRL7vmo1uKKLTvb2Fpo4aWrvrljGkCSFQZIHreeSrJoKAhalkWoQ0hXzFxPV8MtEQJdPGUJX54FJUD8QhZUmitSZFT2Mx4Hl1AzkU23WD/84CD/BqZsLx8sxUTgI+EW0rFfs8qpSmaB1Fk2vwcbG9GTS5FssZRZWzSMKgZB3HUFqoOv2ochbTHWGi9DXqY59EW6H0ezxf4g8ff5mjl1Y2uImwQXM2QUddmrbaFImwgQ/kyxUujc1wYWSSgcn8EtKeJfeTILc7pKsYqoqhqYQ0hUTEmNU3Cz6xmYkiW/d1Ya2hYGAOkhB8+ZWj/MNLb69ocKNGIIiqqwqSCJ6p6bgUyuYVc2SnihX+7d8/xR//9HupT8U4c2qYkdEc+FAqVunsql1zG38YsC37K/QXvslw+TkaIu9CFjpld4SzM3+DEBIxdUE3L6lvWuTqlKkJ38xQ8Qk8HFL6NhyvRMUd5Vzu75CEQlhpxvZKKFJsdpQbQpWTwXlra5mpVjk3NfX9C6T9MCMdC/PgDZu4oevqBNFV2+G5I+eYKi7vsbe01LKrs2ldfiNDU2i8LBsgpoQIyRqykLgx1Y3tu4RknaJTDegNfJcGI40mK5SdgP+gJ9aEJqs0GOvrqC6H7/tMjRU4f3IwSBlbwVNQNC2ePnkOAWysr6Fvaoa4oSNLUlBSOykxki+SCBloikw2GqarJoMiS0QMjZ9+90189I6dlEx7nv+3bNqUzIAPuGxanBwY48VjF1dso+sV8HwLyx0lom3BcsewvUlUOU1Y28Rk6TuEtU2AjyIliGgbyVXfQCBhezOElHZUOYuuNKFKWWSxnEDHtB2ePHSG1073LTNaAtjaVs9792/ljm0d1CZiywZ5nu8zMl3g5RO9fPW1Y5xYwberawoP79vMnq5mMrEw2XiETCxMLKTPj2anxvJ4rsebz55g2zoKDw5eGGJwIrck31WRJTrr0mxrq6e7MUtTJkE8rKPKMqbtkC+bXByb4mT/GAfPDzCZL6/Y8V0cneLvnjvILz56G13ddTS1pBgbvXJllaGqPLBnIzvaV6ewBDjWN8KRi8PLzpuOhrljWweRFYJ5a0FzJrHsu/TxyZkniartFO1eSnY/9ZE7qQndSELbjEAioragSnMunaVHaIjcw+Hx3yasNNASewSBIGvsJaK2IqFiKHVEtXZk8TzDpWcBD9evMlwsULL82dn1+mYg19Xo+r6DbR+jar6E4/SDEMhSHYZ+F5q2HSFUPK9IufJVZLkRVd1KpfI4jn0OhI5h3IWh3zpf4OB5RUzze5jWa3heAVluJGS8C00Lcnpz+f8XRWknEv4g9ckQH9x/HNM+RCrxW0hSEts+R7nyVSLhj6EoTczd8KlCmRN9oysa3X09rfzio7e94whpWl9IpN4QCwpKFh/zSn7Max3lzsHzfBzbJRI1Vp3zWI5L1baRhODc2CSqLDFZKrO5oZaJYonCLAWhLAUCf22ZJIYaqC5UqxZTYwVS6Qg1sQi25TIwOEXHhhZCs1pmvu/z5OGzqxpdWYoR0dKE/Q1IIkRc34sqZxEoCFTixn5cv4Qi4mhyLQIVQ2kBpRlJGEhCR5olPIkb+1jpQoenCzx56OyKPtzdnU38/MO3sKuzaVUlBkkIGtNxPnjrdjY11/A7X3xmGZ+A6/nIksQdWztWzAyAIGslU5/Ecz3qWtbeoR48N7Dkc05EDB7eu5n7d/fQ05QlpKkrvj93+p1MFcocODfAXzz5BmeGJpZt47ger5zs5aG9m9jSWsfJE4NEowZTU8VV3R8RQ+NH796zbPnl+Isn3+Bo78gyd199KsbPPnjzFWlQF8Pz/CCD4yrfoiJF8XybjLGLqNqJKkVpj32Iot0LMPueCFpjj2DIS0fxmpSkM/ERFBGdN8ytsccoWBcJOnwDVURoi72PkjOALAziWjfTlQiyEEG2yDrIbuA6Gl3fd6hUvk2+8AcgVDR1K77nULWeRpbr5w2l75uY1usIDIqlz4HvIMu1OM5FFKcZ9ICh3/PKFEt/Q6n8JVSlA0lKU60+RaX6JIn4rxAy7sF2TmNbR4iEP4DnTVIxn6JafZZI6IMYxm3Yzjmq5kuEQ++9Xpd5Tfh+ytGshGKuQu+ZYUr5Cq88cYy9d24kHF3KnZAMGzyyYzOIwHBIYlbRQVFoSMSQhMByXEKaguf782kxvg9vvHEBSZawLIfp6TKSLLh0aYJqxWb79pZlctcrQZEShNS5Kj+BKi9NateU+tk1C/cppLbPb78An4i2icuNrusFfAwn+kaWnTsbj/CRO3ayo6PxitI3c5CEYHtbPb/wyG3833/1OBVrYeRpOy6vnLzEPTs2cGP3Um6EOaMzPV6g7+wIxVyZieEZ0rVrKwlebLJiIZ2fvH8fj+3fumQUvVp7s/EI79rZTVttip/7319jPLecO3pkpsAbZ/rZ0lpHJKLT1zdBPL56sPt66NZZjkuuVEWVJRzPw/eD9paqJsloCEWWqZg2iixxvHeEjS01xK5E7u9DxriRt4YHubGhab6dIaWBkLJ0RJ7SAxtkuQ6m6xLTgvtYE7ppyXYhpZ6QsrQCNaq1E9Xa5/+OqR5i1mffnry8IOPKuC5G1/d9HOciheL/QlF6SCZ+c56AxvdthFC5XCCsXPkaifivEQl/BCE0fLxZJjJl9ninKZY+Rzz280TC7wckXG+SqenPUCr/I5q6FU3dQan0eXzfxXEHEWgoygZM6wC6fiueN44kErNsZd8/I2fNCgVqyrUVF1xv2LbD9n2dDF6c4IY7NqKHlqfrqbJMapFk++IPylCV+YAPLP+4LMvBByYmi2iazODQDNlsjFBYw3HcNRndAGL+3K7vz/vFggDUSvdxrcvAtF1eO923onT79rZ6bugKqAJ938fxXWQhBaXb+MhiZTmcza213Lq5naffPrdk+cBEjgPnBtjduUA/WChVmSlUmM6VaW/O8K7OGvCXF6usBYok8ZHbd/KBW7dTcR1sz0Vbw+hKkSU2NtXwy++7k1/77LeXpZiVTZszQ+MUKyaSJCjkq4TDK+fQuq7H2HiByeliUNKtKfR0r66EshoGxmf4+ukBNrbUEA3pyJKgu7mGIxeGgeBb6h2ZoiYZCKRuuEwi53KcnZ7k5MQ4Y+UStudSsi1a4knOTE2wIZkhZ1UpmCaykCjaFs2xOEXbYrhY4OENG4lp15YzvLjYRFf+WUa6Po5zHscdIB77RRRlocdfjQtBVTdjGPcgSbN69ouP5ruUK99CEqFZN8GZ2eUmityBZR3AcUfQ1B0U/L/AcftxnX6EFEHX9mHZhwKWMmcARWlFkt45a9KV8OXvHWEsV+Qn7t9H1Lj+FWbrRaomxqmDlxCSQNWVNXUEax2NS5Lgvnu3LVm/9xpSvuYQ5DpaHB4dZntt4FaJaRqWGxgW23ORRKBUXHVsdFmZrSb0CavaqhSYtuOs6IPVFJmuxjR6WJ73pX936DB7M10MVabBh52pNhzfRZMUHN9DFoKwrBMzdG7sbuGZt88tGYU6nsf5kSmmi2VqElE8z8e0HE5dHEWSBD0dteuWW1+MbW11fOq+Gzk3PcXF3DS3t7STDq3teEIIbt7YxtbWOo5dWn4/hqcLjOWKjI7m2X/zBk6dGKJUNAlH9CWzgGMnBvnmE0dIxAMe32QyfE1Gd3iyQG0qSkMmTiYWRpYlXM+nYjl0NWYYnSqwd2MLjuMxVShfNYvm3PQUN9Q38vVzpzg+PkbSCDFcHOCu1g5CisLL/b2kQmFyZpUPbNzKUxfPcUtzK4oQhJX1czNfD1wno+tgu33IUg2SfOWeaQ6y3IgkVjOGPrZzFscdCNwVl42SA8JyDUXdCghs+xSOO4Ak0mjaNnL5/4bnjeO6g2jaTsQKQZb/k5FMR7np3q1X3/AasZJ6w7Xi8OgIrucxVi4yUY6hSILj42OEFIW8ZWK5LgndoOo45MwqKSP46NNGiJ50dkWj6/s+tuvRPzGzbF3U0NCigpO5QRzPpTmcpuxYhGSNabNEWyTLgakL5OwKSTWMJCTqQwk6orUoskRDOk5IVymbS7MDhqfzzJSq1CSiQRHB8DTlqkW5amGaDoZ2bR+4qsj85AP7CWkqhqpQMC2qjo3vr52JztAU7tzWuaLRnSlWmClVaWpK0d83ia4rjI7maG3LIi2KwDquy637u7jzto1Lzut5Pr7nIa1AqL4SbtnaTn1qedDysVuC93Vbe/38DGstaVhdqTTDpQKb01niuoGhKKiSTH8hR3Mszt6GJnRFwXRdDEWmM5kipKiEFBXb865YHr0YZ08M0Xt2JCjWqomxbXcboWusJr2i0fV8C9M6jhAakhTD9SZRpCyuVwRsNKUTaS4q6HuAN/vz6hBowBUu2PdRlE4S8V9Dli4nrNBQ5BaECCHLDdj2MTxvEkXZhK7dhO+Xsay38fw8stx4RW7d64VS1eIr3zvKeL7EhoYM9+zYQDxsMJYr8tyR8wxN5tFVhf0bW9jR3oAiS0wXKzz99lmGJvNUbQdNkdm/sZVbN7dfUxscy+HNJ4+Qnyxw4wM7yTQEvqZqyeTi8X5qmtJkm4JAjlW1KeXLpBb5F23TpjBTIl2XBIKS2QNPHWX00jg33Ludhs53FuBbCdOVCplQGN+HvFml4jjMVCvs7+rmH08cpS2RIqKqXMxNE5LVWSEWQVcqfcXyy6plU1yBVEhTFcIhFc/3yNlldhvt1IeSs/8T1IeSnC+OIgsJx3fJahFaw1nkWQKWsK4SNfRlRndxmpaqyLQ3pZmcKc5bjvXrogXY0lI7ny2gyQqaIq8zVh64knoaa5AlsSyLo1A1KVUtOjekSTZGmaiW6Uos516QZYkDb19icqqEritEIzp33b4pkLPvm2RyJEdrdx2pmivn4weBsSu3d+4+reVubUxnV/Q1d/sZBNAWTy455o2NgSp5JrRGcvRZVMomw4PTHH2rF0kStHTUfH+Mru9Xsd1LKFI9VeswYeNWStUX8f0qnl9GDqdmja6MIjfjehOLiILfiW9ToCpduOYgkpSaD8Itb5+Ppm7Fto8jRBRFbkaWG5HlBkzrTfBdZKn2mtvizyfli1WWM3/st84N0F6bYntbPU8dPovluHzo1h1YjovjuuzuamRgIscXX3qbmkSUxnSMb711kuGpAu/auYEvvvw2vg9d9ddGNgIgKTLZhhQXjlyiMFWcN7qKplDfvvQlmRye5vBzx3nwU3fPL5sey/PGtw/x8E8HqrhCCGpbM5x+8zxTIzPfF6N7S3MLluvSnkiiytI8EVFYUXlowyYMRUGWBB3JFI7vE1GDEuerTQ0XB7sWQ5YEHfEaeuI1QY6yrLIvG+Rxbow3Ysgqd9VtwfFcdFlFEhLKohGfLEloynKftWk7S/TAdFWhoSbBwOjMOu/IUty+pQNDUwOdON9nd10DNeHIugyGEJCMhAjr2rJMDtNyMG2Hk9NjjFaKJDWDznh6Wd5pQ12CHVubkSUJWZbms1Q812NsYApFkRntn7qq0b0SHMvBrFhEEuubma7oBrsio9367cG23W1s2NyIqikcfu38uvdfjKsMAQWSiCCEjhAapnUsCHr5NqrciOfPpVxJKGoXslxLqfJVVG07shQkqvt+IBQXHGOtQQSJUPhhSuUvUak8gap0zroIfHzfxMdCEglAQlO3ky/+Cbq2bzZ4J6FrO7Dst5GkBPJVtNJWgu/bVO0LWO4ImtyAKtfjejPIcgLf9zCd86hyI5q8QM+3oSHDfbt7SEfDaIrMdw6c5u7tG2hIxXjfzduQhGC8ocSb5/rJlavUJaOc6Bvjli3t7OlqYnAyzzNvn6XuHfARSJIg3ZgkvKhqz6rafON/PUnv8QHe+3MP0LWjjUsnB/nCf/kal44PcPzVM3z0Vx7F83y+8F++xvm3L3HqrfN86JceonVzE5mGFNHkIkls1+Pbf/ksb79wgmRtgkd/5j6aexqu2cWQNEKrBuzqowv3IqbpS7bzfe+Ko0dtlYCV5/kIX5DWFlxbSTUQeowqQZQ8oS5c7+XHdz1vRf4OSRJLRnC+7zM5UyIW0dFXIQ66GmRJsK2tHlWW8Akqwk5OjJMyQmTDazdMYpZ5LKQpy4yu43k4nkdKD6PJMiFZW3GIks3E2LyxkdGxHJs2NuC5gT7ewPkxSrkyY4PTPPqpO6/pOiEI1B158SRD50fYsLudwXOjZBpTKIpMKV9h495OkrUJfN/H93xcN+Bx9lwfeVbGyXU8JFkgz7o65niMHdfFnx3hS7I0vx4WmAc915t/vyRJQlaWukskWUI3VLR34JufwxWPIIkoESMY9RjaLlYbwQbE0l3EIj9NvvDfmZj8JKq6FYGC7ZwnbDxINPpjwNolaFR1C/H4z1Mo/iWWfQhV6cDz8jjOBXT9DuLxX0RgoGo7cN0h/NnUs2Df3RRL/0g4/CiSdA1GFxfbm8Rxx7DcARLGPRTM15GlMJKIYDq9xI2lx61NxAhpKrIkyMQjuJ43y2pW5YsvvU3fxAxVy6F3dGqegq8pG+fMwBgXW+o4PTjGltbrP5JUdYV7P3Ebz33xVVw7EEVs29zEB3/xIZ7/0mv8xO9+dH7bj/zyI3znr5/jZ37vR1c93uC5EQ48fZSf/r0f4fVvHeTka2epa6tBM67NZ+n7FUAHvzwriyMHpb++ReB+mn3fhAK+CULD91xwToOUxZeSs4TVi98tQdjQ0RR5iaQ3BNHxQrm65KMbKxap2A6SCMqfI5pO2bLwfWhMxJZsW7GCYpDLEdG1Jca1ajrkSyae52FaDrqmBMx8vo0ihZDF1QsE6pIxUtHQ7BVBVzJNV/LaCmeCEfryz92fJYi3PIfe/DSu77M5tfybOX9xjG89cYTRsTz/988/wF/87Uv86198kJrGJEZIo3lD/ZqY01aDJAlaNjXiOi7lQpXeY/0Up4tEEmFaNjUxMTg1a3Th1edP8Y0vvEbnxnpee/4U7/uRW7BMhye+dpDdN3XysZ+8i2Q6gud6HD3Qy9e/8BqXzo8jKxK7buzkQz9+GzWzZFCe5/PVv3uFN146zeR4Ad+H9g21/F+fuY+W9uw1DyauhCsa3eUnvNKQXSMcfh+K0ka1+hyOO4AvBIZ+K7p+C3NiR0JoaOqe2d9X9okE+W8hIuFPoigbMc0Xcd0xJBElFHoUw7gbgY4QoCodhEPvRddvnhWuBF3bRzj0IIZ+O5K0/iCaEGowikVClmKAjyxFMZQNSFII37eRxNJ8RtO25+v07dkPXZYE/+1rL9Nak+T3fvwhihWL//DFp4N1ssStm9v5o8e/R6lq0ZRN8oFbtq27rVe/FgGIZY9OAL7nzW8zH7zwrpyJkJ8qMt4/wTOffwl8aO5uYM0TmBXgW28htL345jOAAlIEkMCbBBEGoYNIIEQU3zkBIhrMl91JEH3g2yA3IvRbF10zqIpEe12KM4NLCwNKVYvesRk8z0eSBI7n8dL5PtLhEJoik6tW8Tyf0UKRhkSMulgURQ7uheN6DEzkVvQVZxMRYosoC8MhjYZsjIppo6oyHg6jlcOAT0rvJqJcvdQ2Gw9jrFIAAcHI1/JMDPmdK440RRKEFZVLhZkV1+fyVXZtb+XkmeH5rAZJEiiqzBvPHCOejtDWU4+Qr5GoSQg0Q0XVVWRF4o4P3sRY3wSJmhhWxaKha2FA4vs+wwNT7L9zIzfc0s2XP/sye2/r4dGP7ufpbx6m/8I4yXSEi+dG+es/epotu1p46EP7KBWqfPXzr/BXf/gUP/8bDxOJhZAkQbVicce7t9PQnKYwU+Yf//ol/u5Pn+HX/+tHrularobrGmESQkXX96Prq5NJS1KMWPRTazqeJIUIGXcRMu66wjZJMuk/XrJMVbvIpP/nms6xEgQyhtqOobYzZ600pWl+va40z285h5P9Y1wcm6KtJsmBcwNk4hFS0TDTxTK3bmlHkWWO943QP8dB6/vkylUsxyUS0qlaNi+f6OWB3T2oK/gM14JyocKrjx/gzIELQUVaPEw8E+WVb7zFmbcuUClUiaej1LfXood1itMlnvjsC9z00B4S2Rh6SKdcqPDE3zzPvvfsJpoI872vv8npAxcoTJdI1iZo6Wlg1z3bggCcENR31KJc4/Q5uA8VsE+COwRSNlBl9U3wqyA1ITBB6Q4MLhK4vSDVgAiBNwIiBiyf7uuKwq6OxmVGt2o7nBoYYyJfmqeWlGYH1JlImNZUgqJpsbE2SzJsLElZKlRMXjt1adm5hID22hTpaNDBe57P2FSBfKmKIkuBXL0vcLwSITmDtMbPLhE20C97FypOiSk7uKaYEmfKmiCj1aJKGnl7BkVSKTkFNEnHdCuElSgZ7eoGfqiU582xfjri6RWNfDxmcPrsCL19Ezz57HHaWoLYg2061LVmKEwvL75YL+KZGDvv2jJ//u49Hau6ntI1cfbe2s1kd4GXnjrOfY/uJp4I89oLp6iUg1nKc98+ghFS+cin7yCZjs5LPv3dnzzD+dMj7NjbgRCCH/nZe5Yc+9L5MZ55/PA7vp7V8H8M98L1x5V67OXruhoyfO3VYwxPF4iHDX70rj1EDY0P3rqDr79+nJeOX6S9NkVNIooAClWL7751mvfcsJHGTALLdvjG6yeIh3Tu2Na5/JRrgKqpbN7fTef2VjRDIxQPIasyG/d20ralGVVTiCQjIKC2Nctj//IBXNtFDwfy8pnGFO/7+QepmhaW6mMLj5qt9dzbWUNFOEwoVXxdZ8eP3EAoH4zko+9QOVZoe8E3Efpt+O4AQt2Fb70BUgP446DdghAhkDtBbiFgHJMBZ/anB2J5hZeuytyyqY2vv34c015qlA9fHOKNM328+4aNyJLErR2tqLJC0jDmR3GXf+ye7/Pa6T7eODuw7FypSIitrfXzoqZCBNJD2WSUdCKMrilIwkcRBtPWWUJKDSGu7iYIaeoy4vRpe5LhSj+GHCKuJCk5RXQphOVVydkzTNsTGFII27NoCrfRV75AWru6i23GqnBnYyd9xZkVfeVtLRkcxyUUUsmmo2zfGgw8bMshEjNI1cTf8VR8PZWbmq5ghDSMsBbEMrJRfC/wx85p6518u5+hvkl+7ze+Mr9fMV+hWrGYnqWw9H2fvgvjvPrsSQb7JikWqgz0TlAqmXiej3yNI/cr4boYXduzuVS6QFe0B4CR6jB1Rj2u72J5JmF5fdHW641r4WtdDx7bv5VH9m3BcV0sxw1UQsNBieEDezZy86Y2XM8jpKm4nk/E0DhycYjxfIkP3roDVZHxPJ9XT/dx6RrVGCDw327Y1b5sedfO5cv0kEbXjrYlyzRDpWtHGwcn+/hevhe1KNPUkeTAZB9JNURrxGegMoOXURhJWHTGMkSj7+zZCikN+PhSBiE3IaQU6HeDNw5SLWKueEbOspxYRKywbHaNEPQ01bB3QzPfO7l0dDpdrPAXT71BYybBzo4GaqPRVXOP/VnavrcvDvHfvvbiiuxdXQ1Z9ve0LKQ6CUE8YuC6LuPTRdKJCLIccFDXhnYFKWT4V2XqU1aocBQIKm6ZGr2eaWuSkWo/DUYLR3NvsSu5H9OrBFSqik5UjjPhrY2APa2HOTg+SF145UCu7/u0tmTonp3m9/ZNkE5FMCI6vaeGyU+X6N7R+gMjGJeEWFK8ISRp3l0290bYlkN9c5pb3rWUudAwVLq3BHwop48O8F9+/ct0dtdx671bydYl+N4zx3nu20e+b22/LkbX8z0ulM5RcorUhRrpr/SS1bOcK55hrDrCjelbCCv/PAUKnucxPVEkHNExZkd01xsRY/WgiKbIZOPLR4N1qRhl0+bAuQGaMglO9o9xom+Uj96+upTRDwqm51B2Leq1OBvjdUybZRrDCabMEs2RFGdzY8S1ECXbQroun5lAoIJIBb+LGL68EinK2suAhRA0pOI8eMMmjveNMlNaSs14cXSaz/zZ1/jxd93Iu2/YSNTQURUJadZB7fketuuRK1V48tBZ/urpN1cMoGViYT5y+85lz7hUtTh0ajBIUWvK4voOPh7jleM0hvctO85KWEmTreKWqTOaGKkOsC99By3hdkBwX92jgKBGr58tqQ+uI6tfPTjreh7tsRRNkTj9xZkVv5Ez50YZHJ7hlv1dvPHWRc5cGKNnNni24+YNHH/jwqw01Nreh6D020YICfn7kEcvgMaWNIVchXveswMjtPI3+uTXD+I4Hr/yux9ED6n4vs/rL5z6vnJzv+OrLVknKTvjRJQohhLC8kwqbgXTM6k3GrB9G11e+YJ936doHUKRUoTUjnWf2/d9ctWX0ZXmVfevlm2e+tpBmtuz3Hrv1nWl7JqOQ29uhqJposoyW2pqVy07LVnWbE7plaNKRctkplqlPhXjp9+9n+8cOE3ZtMnGw/zq++9iY1MNE+UyluvQGLv2nMd3gqZQki2JBuJqUPX0roZAMHLuk2oIJbhUmqLeeOdTynksPo4Qy7TdYDE/xNL0rNUgSYI7t3VyvG+Uf3r12DJJ8ELF4o+++T0+/8IhtrbW0ZJNEp8lVylWTQYmchzrG2EiV1pxPB01ND582w7etWPDsvsQDWns6GnE98HQVabMoxTsQRQpjONfu3JFe6SbopOnM7KR4D7MnXfRqI/1xQSmzAqvj/Zhug45y2R7Zjl1Y8+GOkbGcnz2C6+QiIX46f/rjoBxrmxRmCkvS7FaDbZnkrcraFKY8epFQnKMhNZA1c2jSiE830US0iyFZxVDjqJI6y9CEEJw54M7+Ls/eYbnvn2E3fu7UFSZStnEMl3aN9SiqDJGSEORBZPjeUIRneGBaU683b+EvN73fGzbxTJtzKqN63pUyibVioWqKbPpgmv/Dt6x0R3K/yXT1TeoSfwZuqwTkSNktRpsz0aXQiTUJJ7vsbJrxKV3+j8SN26iLfnL13B2n9PjP0dj/MdpSf7iiltoukJbVy2TY/l1GVzP93ltsJ8joyMkdANdVtiUXd039sKlXvY3NZO5Sv5k2XYYK5Woj8a4a3sXd23vWrbN2yPDjJSKfGL7P8+otzW61N94eYWQLiv0xK8P0XVffoamaHxZZ3VheIqGTAxFkvEJ8jIVWWZoMkdDJr7m3Nd42OCT99yA43p8/fXjy1LIACYLZV48vjIF5WpoysR5/83b+ZG7dq/IVGboKi31qfm/a+SdOL4ZKKysIV1sNUhCIq4mr3n/lVATitCTrKEuHGWgmFuyznFcvv7twwCUyxanz4xwy/4unnvpFPfdvQWzbOJ7PvF0bE0uk5HKKZRwFkXV0aTZDs6eYKR6BlUykIWCKoXQpBBj1fO0R/YQvQaji4A9+7sYujTJ9545wVvfO4uiyDiuR2Nzmh/52btRVJk7372dsyeG+N+/990gzczz2LS9iaG+hQDs5ESBZ7/1NuPDM5w9McTYSI4v/fXLJFIRbr9vK5t3tlyhIctxXcb1ilDojm2cvVZBRp8tjMCnVWm/woOQaE3+Mqr0zki7rwTf99ENFWWdGQF50+To2Cg3Njazr6kZz/dRJImjoyO83HeJomWxq76B29vaOTA0yOePHubwyDD10Sj3dnZxbmqKqKZxYXqKh3s28viZ09zZ1s4T585iKCrbZsldctUqz1y8wKXcDD4+P3fjQubHRLnMP508zge3bCUd+j+LPyJvmbw1OsiJyTF21NSxMVXDpfw0FcdBk2WOnxmmOZskpKuMTBVorU1SqJhM5ctk4uF1FRw0puP8zIM30VGX5nPPH2Ro6spk3VeCIkvs3dDMx+/czf6eljW3QwgJgUzevkRUbVqT8soPEudyk6SNMBfyU7TFUvMVXUIImhqDzkPAvE83NMtcp4d1ZiaK5KbXJrlueRUqbh5DjpN3xpBQcH0bD5eSM01craXi5pCQkZDIO+NE1QU+FyFg044WEqkIsUQYzVD5xd96L4lkGN/3+ehP3EF9U9BePaTy8Ef2sXNfB1PjBTzPJxTWqWtMos0GPbu3NPEvfu0hxkZy+L5PTV2CTE2M3Td1zXemhqHStbGexpY0O/ctDXInM+sPJF83Z8pKL9HVXiwhJBLGTVfc5p3CMh0K+Qo1jcl17Ve0AimbTDjM3759iJf6evmF/bfQkUyRCYexXI9/+/zT3NPZxbbaOhqjMe7t7KItkWSmWmEgn0MIwZuDA9zW2salmRmym8N0ptIcGB7C8z18X+Kt4UEmyyXev2kLqhyUnAohmCiX+NyRw9zZ1r4u+rmVfFFXm/qcnZygI5Ve1XUC8MXjR9mUybKz/sqqAWvFcKnAhlQWXZE5PjlGSzTJy4OX0GQZVZIJ6yq263KhdxLf99nZ1cjA+Az50sqyOVdDJhbmg7duZ2trHX/4jZc5eGFwXfsLAbs6GvngrTvY19NCJhpeJoV0JXi+i++7dMYeRFmDQOtizD3TqYkipunQ0JRc1/5rmfq2xJJ889JJmsLxJV+tLEvctLdzNu3NR5kN+lZNOyiKUmUmRqaD8t81uEFbI7vIhnRUYRCe1VxcrLcoIePjIgmVtN6MdJm/18dn2jhCf/2LUNlFT/xO9t+xcX791t1BcNj3ffpKB/Hx6N5y46rtkSRBR089HT1LGdP23b6Rgj3G+cKr9MTvJL1jmpO5Z+iK3cLG+LVX3sE6ja7ve7h+GX9WUFASoWWG1fNNXK+CIsXx/CqeX2WuDFgWkdlEfAfXK+ERRIJlYSBL0UXn8fH8Ej4+ktBwvQrgIpCRpPCsxtHKL5LvuzheHiFkZBFFUSSqZRN3BV7VK2GODd50HD6+fQcjxSJFy+KVgT5e6e9DlSSGCwXwfWK6TkhVqQlHqI1EcH0PgWC6UiGm67wxNMCmmho0WSFhGPPGzfE8ctUqtdEorYnEvF/T8z2eunCO/Y0ttCaTVzSGS++9z2QxkGcJqSpTpRLFqsW25pUp+Dzfx3Qc/vrwQX5u303EdYOIqmK5Lqbr4PmgyzIhVWWmGpDROJ5HxbaJaBqe71OxbTzfD0pIr0BAs/z+BkxQZdsmEwrz0mAvhqISVTUaIjF2b2hAkWQ830cQfBx16Z75Gce1YLJQ4m+eeZNDFxcMriQJsvEwdYkY08UKVdtGVWRiIYNkxKAlm2RnewO7OhtpTAdukIC0RcznfcqShOsFpNb4YLkuuiIHLFYiUBcQCEwvx/n8t2iK3EJiESH21dDXO8GFc2NEojrDQ9M0N6cJhXX6+yZpak6Rz1VQFIlEKsLI0AztnbUMDUwhSYJdN7Sjr6Fa0HRsipbFpFRecf3Bty9RLJrcfccmPM/jj/7X0/zaL70HVVeJp6JYVXtNxl2VDAw5ikCgLBKynXNNLM40UvylgW/P9zDdAhdLr7Mr/V6yegeqMDDdEpKQcX0HWagoQsP1LWqNDSjSwjkcz8LxLQSgzNISOJ6Jj4ePjyI0FEmb367qFqi4OTzfpS2yl6I9gekG+ciu7+D5DorQAR/Ht5CFirSCOOrlWIfR9SlZx+nP/REV+zyyFCNh3ILtzSzZarL8JAO5/0F39r8zVvhHCtZBPK9MInQL7clfRwgD0xlkIPcnFK2jVOwL1EY/RFfmdxYdxePSzO9TtXtJhm5jsvwUjjuNJBnURj5IbfT9S4z0wkOxyFVfpXfqd0iF76E58XNUKhINLRmGLk2u/VKBdChE2ghzcHgI2/OoODZVx+Hi9DQ3NjbTmkjwxmCQsykIkvHPTU/i41MbiVJ1HRRJ4rbWNr584ji/ftud5KpV+vM5JstlLk5P05FKkwmFOTU5zrGxMVRZYkM6g0Dw0a07UCSJr546wUe2bCemX320a9oO3zx8ipihEzU00pHwvKjkSijbNs/3XuDNoUH+4uABmuNxfnzXHg4OD/HipV7ylkkmFOaXbr4VAVQdh1f6+3hjsJ9P7b6BUxMTvHjpIqbrEtd1fuaGfWs2vO3xFNvaFjoDnyBaP2dk5z62xdkRslhviGj22L7PmaEJ/u3nnuDUIrkdXQ0oDz/zyG20ZNem5uC4HkXTnCfBOTcxycbaLKOFIjE94KB94tRZPrBjKwf7h6iJRujKpkGIoDBCKEhCXZP/cw4njw9y4/4upqaKRGMGUxNFTp8cJlsT48L5MVzHIxzRicRCVCoW01NFRoZnCEd0HMdF5+rPZLxaoj2WxFnlfRGzz8bzfBzHY24z23KwTPvq1GGLj3WFWfFiI3u5Ea+6BY7NfIfRylkkFLpjt9ES2cXzo/+TjN5OxZmhMbyVjug+BspHODbzBB3RG9mafADXtzme+y7T5iA+Hk3hbWT0Dt6Y+DxRtZaqk6fW2MCW5H0cnv46eXssMKBzfAxCmjXsQUxgxhriTP559qQ/gONbHJ35Npvid5HUmrga1mx0LXeci9P/Ad+3aUn+IooUI1d9jbJ1EsTSh+p4OYZyf05E20wqfDeeXw10imanCrrSRGvqV3G8PMdHPrrS6cD3KJiHUeUMDbEfRZYSzFSeZ7jw1xhqK6nQXYs2lvC8KpOVJxnK/xU10cdoiH0KWQoDRbJ1iXUz9suSxLs3dPNc70XeHBygK5VmS00NMU3j9OQEBbvKJ7bvDEqWheCh7o0cHhmmYts82J2gO5PGkFW6MxnOTU7SEItybnqSmWqVumiUU5MTNMRi7GloxHQdDo0MIYSgPZmiJZEgaRhsrMnynbNnmTGrazK6QggSIYO2TBLb82jNJpksrDxyAYhqGu/Z0MO3zpzmF/bfTMIw8HyfmkiEm1pacD2fP3nzdX7xplsAePrCORRJ4ldvvQPHc3l9sJ+YbrAzleLxM6cYyOfozqyNT3muvfO/z/6c8yX6vk8hV6FUrNLQ/M58/n0TM/zePz2/RN9MkSQe3beFzzxy65Ly3auhZFkc6B+iNhYhFQrxyqU+WpIJxoslJCFoSQY1/aosE9LUhQvzfXw8DDnFeoUMN29tYnhohljcIJEMYxgqtXVxHNcjkQiTz1WIxnQ0XUVRJCRJsGlrE5GovqZRLkBLNMmZmfGg01uxIi3EiVNDPPHsMUoli7ZFWm+arq428byuCCsJbkh/gJw9zN7Mh0hqjfPraowO2iI3zP/dFtlLyZlm7l7n7THOF15jW/IBSs40E2YvUaUGy6uyP/txCvYoZ/IvMmleYtoc4K76f0HBHuPI9LdWbEtaa0YgkbdHAR9ZqMTVtbne1mx089W3qNjn6Uz/e7KRhwGI6XvIVV/D8ZYGJnzfI6R20Bj/NGKF4bYQCpqcRZOzV0xvUeUMNZH3kzCCjz6ktDNdeZaKfWHB6M4SdE6Wn2C0+IXZkfAHkGf9ZpbpMD6aQ9PX775OhULc2dHGheIEGT3CsDlDOKxwZ7KN18YvclttFxcLk5Rck0TEYGdLDWk9wuncKOgOnYka+sqTPLZ1I1NWGUn1uaurjZFynowR4XRhFM/36axJkk0aJLUQp3LDCCFRmwjz3MgZ9rU20RxZW+qYpsjcsbGDbGwh6FYfvwprmRA4/uwEy/fJmyYvXLpIbThKVNMwHSeYRuPTEIsxUSpzYXqK1kQyOKcsE1E1Pr5tJ9nw9VXoMKs2l86PEYkaDPVNEkuGyU+XQAgSyTCFfAXP89m0vXnVqa3jenzj9eMc6R1ZYuq2tNbxibt2X1VvbCUIIZgsVejKpAkpKq7vMVWu4HgeqiwznC8wnC8wWihQMDVakwkUSSGld1OyR5GFvq5AWmt7dv68ALV1iSXT8MbmhSurrYsv4dJY67UNlnI0RRKMVgqrVKSlMS2boeEc6WSEXTsWqcNclr0RzFRYsW/5/mS/CmJX4bKYu9+KpJPSmmmQNyMLlYiSRkIOXJfIs66Gq7sihZDYEL+VC4XXMeQY7ZG98zneV8OaLVHVuYTvW8T0BTVQRUpgKC2UrBPLtk+EblvR4K4HqpzFUNsWppqSgSRCs37iWfg+JfM4Y/ZXyITvoyb6CNIixqlQSCM/UyKVWZsC6eV4Y6KXsmNxPj9BTNWpC8UxPAXb81AlmZdGTxJTdVRJoT2aJmsEPl3JlKi6NtNWmQuFCW6p7aJom8xYFRpCcQ5PDmB6DgI4mx/DkBdGJNtTjUybZXzfJ6aufRQmCUHNCoUYV4IAttfW8dsvPMfWmlo+vn0nluPyUn8vteEoTbE5OSXBDQ1N1IQj/MWht/jJPXu5raWNJ86fo3dmmpimsa/p6lOrNbdLiPlR2lDfJKGIzvGDl7Bth807Wzl+uA9ZlghH9SvSNw9O5jh0fmhZju7+nhbqk7F1G9yorrG3pRHP99EVhYc295AwDPa1NiNJAl1W+Miu7aRCIW5saZ5lLpMAD11OYrozON76goFXK4+9HsKnrudzcnqMKbNMTDXYlW1YonKr6yrbNjexuScQ85yczVawTZtw1GDw/Oj8Y1AUGUmScL2l6XlzHfj3A4uv1vM9Dk59hb7SQUBClUK0RW6gJ34HFwqvAYLm8A5qjQ3LOr+YUkNab+W5kT9GkyIokobnO7w9/U3OF76HDyhCpTt+G2mtlTPeC1TxyehLqzuvhHUM/9zgpl7mSlhtpCqvKsWzdkhCRRaXR3rFkgfn+SYl6xi60spU+UlSoXuI6/uZJ6oxVMqFKq6zvkDaHLJ6lH5nmg3xGkqOiS4raJISVLpZZbJ6hLCiIQmJlBYmLGvokkLRrnK2ME7RNnE8j8HyDOeLE9TqURJaCA8fTVaQEERVHdtzaYtmGC7nCCsaJcfE92GiWiSlff/SxYQQ/MzefTizQR9Nlvn0nr0LgSECwcgf37UHWQRy7P/uzrtRJZm2RJLtdfWzIyNQpXfWyS6G7/kMXppg8NIkRkgLZiuGiqJKhMJBcCRwPaSuOLUdmS4wnl9OxpKIhK6JWEiWpCWunprZMujF4oQNatBRGbPpZL7vM149Ts66iI9HXejqMuZrgef52I6Lfh04XjviKVpiCfoLM9xQ04S8yM3jOB6SJOaD0Zbt8ZWvH+BnPnUXRlhn2/4umrvq5t26IU1Bk+V5tr055EtVbNe9ZhUNAEko3F33L5dUsb2r/ueQF9klgWBX6jF2ph6Z3UdGQmFL4l42xu9atEzmzrqfQRYqKa2JvZkPIwmFPen34/nurEEWyEJha+IBtiQCmlsJGSEkXN/G9Ep0xm5eUwBtDmt+WprciCQUytZptFCQh+t6VUxncEnKx8KF/2AgCY2a6PtpiP0Yl2Z+jwtTv0VP9g+JaEHFjut4RGIhZiaLVxwRrYYba9rYk20NmF0XvSgf77oRAWyI1cwHgebQGE7QGE7MBx/mAkN7s63z23ywffeS88xttyezMG3blKhfElT6fkGTZTRZXvI3srxsmzkYi1Qb1qoxtV4ISbB5Zyubdwb3zPd8EAv3opirUClbjAzNsHF7y6pxHMfzVgwmnhkaZ6ZUIRMLX5N7Yb3b14Z2UBtaWQHlWjEymeezj7/B//Op+97xsfqKOYbLeZrC8SXlx67r8dxLp2hpSvPC906j6yqe53GhNyge0AwVzVCJLlJ7CLiFZUqXFd6N50sMTeZpzSavuZ1CCJTLiksur1grly1mpkv4PsTjITQdSqUSiUQYWdKYnioRjkj4vs30dBnP84jHQkSiOpMzQVqe53qEwhqZTKDnpggJFgUkJ81LHJ95Ek1kqTN61nUNaza6cf0GdLmJ4cJfIQkNSYpQMA9heeNcUevsMgQEIlaQMuZb+Lh4fhnLGUUIDUWKsT7LKBBIqHKG5vjPcnH6d7g49e/pyvwOIbULIYER0ojGQ9fcE8grfGSLjezla5cwzq/xA11pu7Xue61wXI+xQpFUOBQEfX6IcbnfsGtTA4V8hc27Wq8YOI8aOmF9eQXYs2+fIxuLcMe2DprSCWLhgPR8Jb6DHwaYlsOZS2PkS1VS8TA9rTXL1jXXJ0lG16f9NYeeRJaOWApVkpa8d5Iksam7npl8hfraBBu6avFcj/Hx1YshapNR4mGDqWJl2bpvv3WSG7qa0N4JHegVYFkOLzx/kplcBd/z0DSFG/d18tyzJ3jk0T3omsKXvvQGDz64kzNnRhgfX4hH3XnXZr7x9QNEIgaSLMjNVPj0T9yJYagM5QsULZOIqqEpMrabYk/qxzgyPILjeQzl8yiyTE0ksmSAshLWfOWG2kpL8jMM5v+Si9O/gyql0JVW4vqNFMxDa74pPg4zlRcYL30DzzdxvDz56htcmPq3SMKgOfEvCanLS2PX1sY22pK/wvmpf0PfzB/QlvzXCFGHosoBq/07lW77PxDnxqbYWJ8lV6kykiuSjYWpWDaRWUM1U67Skk4Q+yGQll8MSQ7yUq+G5kycxlSMc0MTS+ZjxarFZ599ixePX6A5kyAeMdBVJTC6qxxLVxUMTSEW0mlIxWmtSdJem1qTAfF8l4LdR9mZIKF1EFbWnuXh+z5n+8Z5+fBFNrXX8tybZ9FVhZChYtkubxy7xFSuRGPN2tLeVsJq7GKSJGhtyZAqVmltTpNMhANegisY9raaFJl4mN6x6WXrnj1ynv0b23ho76bvS+c2PV3i4MFeOjpqkRWZwcFpbtNVDEOlr28SRZHRNIVQWOPQ4V7qahOEwxoXe8eZng44Nu64cxP19XH+5I+fZmamTH19guNjowwXCqRCIWojUUaKBW5obGQwn2eLXcvR0VFSoRCqJFEbvXLweh3djSAVehchtRvHmwEkdDlgNLLdhTrlpHELm2v/HF1ZuR5ZIBPRtqFIQaleU/ynlqzVlHpAojH+aVy/iiwtRO4VKcmGzH9FlVPz22+p+2s0eYFJKaR2syHzn3G9IoqcQlZUOjfV43vLR0v//w5FllBnU+mePXUBQ1UYL5bwfZ/mdBAhPzs6SUPy2oKQPwxIxcLcvWMDhy8OkysvDWC5ns+54UnODa8th1sWgf6WqgQVczFDpzET5/7dPdyxtXNeWmcl+L7DZPUUPj5hpRafzJozGDzP5/zABK31Se7a281UrsSp3jF2bWzi9KUxNEXmww/sJp1Yv6tkrYhGDPKFCpf6JwMZ8uTqcYZMPMyWljqO9o4s47ooVi3+x+MvM54r8t6btl3xns3B94McdHVW3+xK0DQZXVfZvKWRZDKMosik0xH27e/iqSeP4bge99+/HV1X0HWVjZsaqK2Ns29/F5qmEInoaJoMBNV23hxdpB+42MqWTb8zg+m6TFUq9M5MMzCTI6SoGIqCtYJ+3uVY1xhfCHlFNi9dWchPU6Q0UW05+7zv+5wr9vGl/ifoKw+T1GK8u/42bsnuRhUKZ4uXeHr0VXpiNq9Ovs1geYSmUD2PNsH2RHdQrYLEhYrC1wa/xlBljIye4oPN97MzuXB+IcSyNsaT1xbUG6/m+OrAq0xZBYpOld2pTt7XfDMHp8/z5PAhbN/hluwWFCGR0qKcyQ9SdCvcVbuD47k+HmlancLP933KpsX5kSny5SrFikW+UqVQMSlWLAoVc/Z/lXzFolgxmS6WlxmOOfzMn3yFeMQgHtKJGjqxkE40pBMLacRCBtGQFiwzdGJhnfpkjFhYp3dyGt+HZNjAdl1q41Fy5QoDUzlq41FUWaZ/KkcqHGI8V2RoqkC+XF3UPpNixZxt+6J2l02miivnCA9O5fmFP/8GyUiIWEibb1PssrbHQxqR2b876tLEw+tP75KE4KEbNzM4meNvnzuwjNB8PXB9H9cJOJNLVYvxXImLY1O8dW6Ax984wWceuY2trXUruiiEUEjpGyjaw7CGlKSl+wrS8TAXBiexbJex6SK7NwV+7E1ttWzvbuSt433UZ+KEjdXlfd4JTp4e4svfOIAsCRQ5MGQ/+WN3rLitLEk8fOMWnjh0hrGZ5W6IkZkif/rtV/nqa8e5oauZDQ0ZkpEg48i0HYpVi5lSlYl8kYl8ieGpIpIEv/uj72ZT85VTwxKJEHfdtYknnzyKY3u0d2T56EdvoqOjhnLFwjQdNmyoRQjBHbd38/QzJzCrLo2NSR55dDeKvNAVKouY0+7q7MCbk7Sa/alIEl3pNJos01OTDSon13Dv11kG7M9ziiqyjOO6yJIUlNDJMq7rMZ4rkYqGiIaWlvCdK/bxn0/+OXvT27i//hYGK2P8Q993qLgm766/Ddd3OVO4xIn8eR5uuJOH6m/nxYkDfLn/CTJagqZQHWcKl/if577I/swOHm64i5OFC/zRmc/xmZ4fYXdq83ouZU3w8Okrj/Nz3Q+jSDJ/d/FZektjvDB2jMea96NKCl8feI3OaAO6rDJq5ig6FQp25aqRfB84fHGYf/E/v3pd2jpVrKzoQ1sJkhC8e89G/uMn381Hb1wI7ng+SIIl0eXtTXXzL9Lfv3CYzz1/cEWmrvXA83wmC+UrFm5cjt/+xP08tHfzvF7ZeiAJwSfu2kMspPMn3351WfrYO4HvQ9VyePPsAJ/5s6/zbz7yLu7c1rWknUG5sE1YqUMSKqoUXfMo1/U8ClWTnRubOD8wwX/6qyfpas6ys6eRQsmkvibOu2/dzBefPMSRs0PctH3tqUvrQalscftN3dx1+8arbwxsbMry2L4tfPbZAyu+L5bjcmlsmksruCBWQiYexvVWTjcLjKAFvonvXGTP/9fee4fXcV3n3r+pp1f03gGCvYtVonqX3C3H3Y4jO3Fcktw49+ZLcZKbL3GqE5e4xEWusmzLsixZxeoixd47CBC9nwOcXqZ9fwxwCBAACVKS7/2eh68eieKcPXtm9sys2Xutd71rjYf162+e+tUAQQcrz2c/s2P6arAsi+Xtp1i1ajOC4MUihyCoPPBANaIogmDw8U9sRJhiT830087kQCuX8d/Ohyv2Zr9wuJPigIe8ppNI53A7VUoCHiaSGSqL/BzpHKS9rowltaWzHqunhl+hyBHiY43vRBYl1gNpI8svB5/nxlJ7RqiZGvdX3cRNpZuQRQmH5OC73Y8R05JUukp5augVaj3lvLv2TlySg9WhJZyOd/H86B5WBZe8KYGnMmcQp6RgAQ5JIalniOVTvDh6DLfkpNlXSYUzTG96FJekIAsiZxMDtPuvTO7tt4+5tJ1pOzFz+3xBxP+/wDBNhqJxDp8fYuepbvZ19L2hBvdiTCQz/P1PnsftUNi8pH7Wbyl9hHi+h7yZJOxoW7RPN5vXePF4J2/fvIJ7blyOYZi4HSrRZBqPU+Xtt64mls5y745lnOobJZXN472CDLvLwTRNTp4eYnhkkonJNIeP9qEoIqqq0Nq8sEC6IAj87m0bGZ5I8OzhDrJv4riDhZE/AMhYZhTQMY0e2/4IaiGVV5ArsfReEBQEsZzpCtKm0YmhnUaUajD1DlCWYZqjWOYEkrIcSZldeeL1riSu2OjmNZ36shAvHD6Hqsg4VQXDtKuktlaXUOR341LlOWTl/vQITZ5qpBlZG82eGp4cfIlIbhIAp+SgylVWyGtXRQVJENGn8p27Uv0ooswjfU8B9mwxpiXRLcMWS38dOqULQZzi6k3n0oRVH2vDzeimgSrJhFUfbf4qXhw9xsaiFhRR4pmhQ9xavuaS/V7DmwtNN3jxeCeP7TnJwc6Beas+uFSFgMeJU5Hn1CKbhsUUH9YwyOQ0EpncJWf644k0X/rVLprKiwuFLwVBwKdUoZkpAmIjbvnyNcum4XHawiypbJ5XT3UjiSI1RQFGJhOIomhn1GEXxjzRN0Jr5eL7XgxM0+J0xxCGYaIbJqfPDqEoEj6f85JGF+zA46fu20Zp0Mfje08yGluc/ONVnacxjCS3YAkqkrwEPb8HCxFRqsI0uhGlCgQUDDOKKFVhmSOYxhiCNIKpdyNggpVFkOyip5YxBIKLK3UFLQZXbHS3r2gg4HFx89oWLAtcDgVNN6gtC6HKEssaKnAos6fcAgKiIKFbsy9At+yEC2mKWKyI8txUOqvwHyRBxC058c4o/bOjdANFahDxCmhri0VQ8XBv1XV4ZHvmcE/lRkocAW4qW8lQZgLTMnHLDvyKm7fXbKHUEWCke5zfqduBX5kdaNA1g97TA7i8Tioa3hgB8GuYH6Zl8eNXDvP9Fw8xMpGYxVpQZYnVjZXsWNFEY1kYj1NFlsRLrpIsy541a4ZBOqcxEIlxsHOAl453kc7NrZl2bijCkwdO86Gb1xe2CYg4pCCjmUME1SaKnEsWdS2ReIqBaIyhyQS6buB2KwxOxDFNk2Qqg9/lIJ6xK5uoskTeeGNnlJIkcsfNy+2lvWUhSSKWxZzEh/kgTGVIfuSW9axprOSpg2d48VjnvCXsL3kOokBZwFtINpnnSMiO7YCOJJUjiF5kx/XYVFYLUW4GNATBPdXOAkFFlGpB9CIJfhBEBMGFZWkIggPBeQeg2zX73mAIl0nLu/SP8+R3L5Tz/e3zj3Jw4gT/vOpPUUVbZelb5x/lyORp/n3Nn3E20c13ux/jg/Vvod1vCwV3JHr4VtfPeaDuTlYEWvl65yNMaDE+2fxeHKJaSMoQBQFZkBc97TdNk2gygz6P3KPHqeJ1zl9LLZvKcfZAFxY2KTw6NEFJTTGJaBLVqVBeX8rxnadZf9tKJkfiaLqOJEl0H++jYWUt+UweURJpXFGLZVnkdYOJRfphXy9mJrAICDhkCZ/LMW80+OL7GYmn6RgYRxQFqooDC84Kp2EYAxjaSSS5EV0/a8t6SjXo2jkkqQoECdMYRpQqMfROJKkaWV19yT4DbidO9fL32LIsHt93in/86QtzXm6fy8Fn7tvGLatacDtVFGlxJWYu7l83TbJ5nRO9w/zZd3897z3csqSOf/3dewv8Z8PSGE7vRxE9hB0tBU1d07RIZnPzGm+nKuN2qGTzGk5VQTeMKV2Fab87BVlJhyKTzmnzVhAG20hOpjJz/KKCYFfXuBxP+9DRXlKpHNs2t6DrBl/+5gt8+uO3LHrcDNMkk9MYi6c43DXIkfODdAxFiCTSJDJZcnkdRZbxOBTCPjelQS91JSGaK4torSyhPOQj4HZe4tm7UMpp/m3zFTW90nZXhAV3fF0M5SvJ+b63cgfHYh3805lvsTa0lKHMGAeiJ3h//X2LmqUKCNxbdSNfPPs9vnX+Zyz1N6NbBv2ZEdp89Vxfsv6yfUxDFMV5i0VeDlpOQ8vpDJ4fwel2sGLbEhSHTDqepmlVHapTIRXPoOd1hrpHAXB6HEiyRMfB89S0VmAaJpZpIYgCDkWmPPTm0rEsyyIeS5Ob0js1dBPDMBlP5jjUPc6KtXVIsoiW10klcqhOmeq6C/7GvGbw+O4T/Ocvd7GhtZp//OjdBC9D8zF0N1o+j6y40DURSa7CNEYRhCCGfhxRLEF13o6We8Wm5AiDOFzb3pCoe9dIlK89tXuOwXWqMp//ndu4aWUTMLfG2nTW2kIZdoZpFlgJiiShuCQ2ttTy6Xu38fkfPzunpNtoLMn5kQmW1tirGhGZSvdcwX5RFPC7nYXabNOwLKuQhedxqLaGA/azC/bEQRAETNO0XWCmhfcSBVIVWaIkcBnxo0vAMEw0zU7hNU2LdPpKZ6siXpcDj1OlvjTE/dctmzeTdRq2P3ZmuPFydfHm+1G4zO9X2u6NwZuTFjIPih0hPrfkozw1/CpHJs/gk918rOkdrAq2IQgCXtlNm69hluvAI7to9dfjk+2HpcJZzB+2vJcXR/exf+IEsiBR666g2Vu70GHfUGh5HV03KK4K43SreIM2UTxYGkBxKMQjts9K1wzcPheKUyGdyOD0OnH5nKQTWSzLQsvrqPNI7kWjSdKZPIIg4Pe58Pmcc9pc+TkbHNzdidOpEhlLICsS0bEEqzc2oOsGe145iyQJtK+sIZXMYlqzgzCpXJ5j3cO2EVikWIk9s23ANEewzAkwS6Y0OhQkqR5BDKBrRxCkckRBRZLfmIi7YZo8ue8UY7G5Wgv3bVzK9csbZhn28WSKjKbjVhUymo4kCDgVmaym41KVgtaEbpqcHR2nvbwUzTDQTZOgy4ksSmxeUkeJ3zvHX5nOaUQSF87jSj8o2VSO8YEIpmESjyQpqS5C1wwUh4ypG5gWeAIuRrrHMA0Tp8eJN+QhUOxDvYTxBdugdya7QRBo9tYv6nxcTpVzXaMcOtpLMpmjaIHEFMuymMxk6YlOksjmcMgy1UE/5QHf7PRi02AonmQoniCn6ciSSLHHQ31RsMAIyOsGneNRouk0oiBQ6vVQVxRCmupnPJliMJagLhzkfGSCZC6PS5GpCwcJe9wFl5FhmgzHkwzE4uR0HZ/DQV04SNBlv1+xbI7OsQglXs9UfwEkUaRzPEqRx019OIQgwP7eAaoCfmrDwcL1mpbF4f4hfA4HzaVFizLZvzWjC1DmLOKD9ffP+1uNu4IPN7x11rZKVykfbngrGSNNTJsgbaQodZTy7trbEREwLANZlAvCwm82wuVBNt5hF4uc+RL5w97C7/d8zKaqlFQXAQu7W+bDZCzN0aN9lJT4KC7y0dpa/rpnf5IkUtdYimVZBEJuXG4HmqYTCHlwe5ykUzkURaK6vpjEZIbsjBmiZVkkM3lOdI9c0TFFqQxRKsGydEQhiKyuYOGlmzn15+ufYUQSaY72DM9hKLhUmbvWt8+pOHGwb5DhRJLKgJ9yvxdFFDk2GKPY62Y4nqDU58Uh27oU+3sHKPf72N9rl1Xf3FBLideDqkjUlgTnGN1pLu98OB47TV96kFvLrkcW538F0/E05w51ExuLk8/mGa0I4w15mByNYZkmK25YRnIiRf/ZQUJlQeLRJJ1HurnhnZsXNVY/6n0MURD586WfWlT7xvpiohNJTp0ZQhRF7rtr9Zw2FjCSSPH9vYc4MzqOIknkNJ2Ay8mHNq1lRWUZwtRHbNf5Ph4+cJRkLo/HoaKbJlUBP//jlm0okl1A8scHjvLM6XN4VAXTtKt0vH3Ncu5c2gLY9+/rO/exrqaKgVgc07SYyGRoKy3mMzdtJeB0YAFHB4Z5aM8h4rkcqiSR1XSWVpTyvg2rKfd76Rgd588ee5rb21vY1zNAc0kYv9PJ+cgEFhaf3rGFppIw//7CLpqKw/zdvbcWDPpkOsP/fOxp3rlmBc2lRYsay9+q0b1aTOajJPQ4Q5k+Io4x3JKHnJFhNDeCV/bZqkLBDUgLPMBvJN5McZT6umLGRhOks3kU9Y1R7JJkkYaW2VHmhXzwdpG9CzMYC+gaGmcsfjVRZ1sgRFLauWBQ5xuLNy4AOhCJEYnP5f7WlAQpDXjm3AsTu+KHZhhEU2lyukEil2VLYy3Hh2ypwqymcV19DU7FbpfTbSMy7YYQBQHPPDNL07LQF8hOOjp5ilfH93Jj6VbkBV5Bf7GfpZtbMQ0TRZULJcHz2TySLFFaW0w6kWHZliU43A5Ge8emVNjenHfA5VLZtrkFTTOQZWnepX5e13n29DlOj4zx/uvW0FQcZiyZ4us79/GzwyeoDQUIuJxMpDP8x4uv0VAU5Pe2baDI4yar6eQNo1B55LXuXv77tf08uHUjmxtrMUyTXxw5yZdeeo220mKaSmwR9UgqTc/EJJ+8fhN+p4O9Pf18Y9d+bhsaYXNDLWPJFD/cfwRVlvnU5rWE3W7OjozznT0HecZ3jnevXYEFaIZJa2kx9UUh/uuVvbxt9VI+vn0jX35pN2dHx1leWcZbVy3lO7sP0h2ZoLHYPv6rXT1ohsmNbY2Lnja8/hLs43FOnB9iVXMlJcHL+4wM0+Js3xgOVaY44OG1493cvrHtksbJJbkZzPThklxYloksyOQFCbfsQTPzhNQihMsICF+Jjud8Rgko1MN6I44z//UKyIpIdCBJVWVo3jbWDDbHYo9zqbG9lC6rZVrsPds3x195JcdmEaVi3ijE0jnS+bmzyyKfZ14Zx22NdZiWNataBYBbVbh/RXvBZ+pxqNy/cikeVeEubxuiIOAuyDbagjMXQxKvjjg/DUWVKa1dmMsrCAK+kBdfyItlWXgCLmwZtqs+5GUhCALqJWQk03mNV86dZ1lFGZsbags6BFsa6nj82CmGE0kCLicHeweJZTK8ZdUWVlbOv5p7+mQHAaeTt69ZVpDN/OCmtfz8yEmeO9NZMLqGafHONctZVmFnmSHAIweP0zk+waaGWgZjcc6OjvOpHVtYUVluuyl8Ho4NDfPKue7CrNnjUGkvL0EzbBnLzY211IaCBN1O0nkNy7K4rb2Fb792kFc6e2goslkNjx09xZqaCiq8XlKZ/KIyAl+30X3tRDe3rG/lyd2nWNdWja6b5DWdnpFJakoDpLMaqiJRHPBwqnuE5upiVEVC0wz8bgfp7Nyo7cUIKCFWhzZeqKOEgDX1z3y1lWbCNE3SOY2u4SjPHzrHyd4R+scnSWTyWJaF26FQHPDQUBZmeX05G9pqKAv6cKo2d9O0LHae6yGb17GA25e3LHieed0gEk+x62QPO0+cp3tkgkg8hSJJlAS9LKsr48ZVTSyrK8fvdiIIcw18IpHljttXznm4p9kO2bxOx8A4u0/1cKpvlL6xSWKpLKZp4naqFAc8tFWXsKW9jtVNVQS9rsuyDab7t2dnZuHfWCrLayd7Cm00w2QiOTcCPhOyJBZoWFcDy9IBDXBe8aoip+lo8+gmK5I0LyXMO4/62DQCLuesVUBoyv83nZk0XZ0hp+n0jk/O2d+pyJcNOF4KlmWhWwY5M2eL4iOgigqqqBaOnTVzWJaFIsrkJA0Tk7wh4hAddlXpKe1pC4uskUO3dJu5Is1NnrAsi5yZRzM1TCwkQcQpOpAEuzq1YRlkjRyqqKJbOpppv7eKIOOQ7PRszTDoiU6yr2eARw4dK/RtmBZ14SDa1My/KxLFraqF0kbzoXdikuqgf1YmWLHHjc/p4HxkdhZbU8mFZb1DkpEkkaxmn18qp6EZtg9++hlQJYkSr4fxVIqcbtjC66KAU1FsyhjgdzgQBLs22vRz4HOo3NjawJ7zvdy/cgkj8RRnRsb5m7tuZt+JXtLZPDvWt+ByXHqi8bqNriyJxJIZVFliJJpAALqHJ/B7HAyMxygNellWX8754SgOh8yZvjEaK4vIazrZvE4mlyeb1y95ooIgIDGX+3s5ZPMaR7qG+N5zB3jtZE8hd3ompnPoT/WO8uS+0wgCrGqs5D071nDrWtvALq0oJZ7NLbhctCzLzrw5eJaHnj0wb3prJJHmdN8oj+48zsYlNbz/5nWsa6nGMWM5KAjgcTt4dedZWlrKaJzi8+qGSedQhOcPn+OZA2foHZ2c91qS2Tyjk0lO9ozw6M7j1JUG+d07N7FjZeNls5SGonEOdw3ROThO11CEzqEoA5FYYVkLcLhzkLf9zXcv2c/SujL+8r230HaZHPkFYQyBfgIcNwJXllkliyLSPKJGk6nMonilF+Ny1RkAjnYPMRiNz9nuddn6FlcDy7JI6EleHtvD3uhhEloCVVRp9TVya/n1VLtsrZEf9/yCoewoK4Pt7IseIaEnUUWVHaWbuaFkMy7J/lCciJ/hsYFnGM9F8coe1oaWY1hGgRNvWRb9mSGeGHyOzlQPuqnjV7xsKVrPtpKNuCUXfelBvnP+J2wqXkd3speuVC+6pVPpKuPeytto8dp6Jw5Z5t4VS7h7edusd9SlyDQU2bNTRZKwLOuSRVMVSSJ/EaXTtCwMwyyINE3DKUsL3h87eMec90U3LURBnGVFLlLLmNOXLIrcsbSFv/31C5wYHOXIwDDFXg/bWuoZHJlkIpFBVS6/unndRre9roxoIs2a1io0zUCRJSqLAyTSOcJ+N5ZloSoSkihQGvKCZRtqy5JIZvKUFflsfuECRlczNbsSJyJJPYFPWVy9sLym89KxLr78y130jU0WtouCgNupoMp29YdMXpslgmJZcLZ/jOGJhG3sBQFVltjd2UvA7aSlrGSWP8u0LDoHI3z9yd28dKxr1svtVGVcDgXdMEln8xhTwYDdp3o52z/Gx+/ZzN0b2wt6r7FYhnDYiyxLszwIOU3niT2n+N5zB+Zc57TilSgIZPIa2RlL3Z7RSf7+R88xOpnkPTeuviQX85evneRrT+5e1Ni+XljmBBgDIHjAGAF1NeQPgLIcjG4QAoAIlo5lnAe9D9DsDCF1O1hJ0E6CNQFiCShr7eW2yzHvNfaMTjAeT1EeuvLyPJfC0ESC7zy3f852URCoLgpQEb46o5s3NV4e283LY3vYXLyORk8dCS3Bq+P7+Gn/E3yg7h2E1SAmFh3JbvyKn9vLd+CR3RyeOM6vB5+n3FHC6tByxvNRvnX+YUocYR6ovR9ZkDg0eZyBzBD1Hpv1M56L8t3un6BbBvdV3opP8dKT6ueJod+QtzTuqbD5uJqp8dTQC2wtXs+monWkjBTPDr/ME4PP8WDT+3DIMo3FYUzLYklZCQHXBfZN4XGe+u0HucOcGR2nrig07ypkWUUpT53sIJLKUOy1GU0doxGS+TzLKy+dCTcTQZcTj6rSPxlnTbWJLIkkcjm6IxPUhQNXpCMtCALVwQB14SC7u3s52DfEvcvbUEQRj8tBTjMwDD1MUQAARSZJREFUTIvLLfJet9FtqZ5dNA/mj9i315UVtif1BCO5ITTJYPXyENF8L0Y2SNbMopkaYTXMeG6coBpiJDuEV/ZR7CihO91Js3cJOSOLZtnLh4l8hBJHGSE1POv4A5E4331mf8HgKrLETauaWNNcRbHf9vGZpkUmrzEymaBzMMLx7mF6RycJ+9zsWHlB09epKNSEg/N+mYejCb751B5enjK4ggBNFUXcuKqZhvIwboeKYZqMx1LsOdPLntO9pLJ5ookM33hyDw5Z5p7r2hFFEUEUyGs6qkO29X+nj6/KrG6q5PE9J5lMZigP+VjRUEFbtU0adzsVREEkk8/TMRDh+cMddI/YS7BMXuPnO4/RXlvK5vaFqVmVxX42LZlNvTMti0PnBtCmZhx+t5PWquJLug7qykLziobP7jgK+X0geCG/B+Q6rNzzCMpKMMex9E4EZRUIov27MQrqeqzMzxHkVtC7QT8JcjNkfgFSOUhVVIR99pL+IhGVWDrLz187zpLq0qsq0TMf+iMxvvSrnZzsncvscKoy25bWo8pX93rFtQR7IodYFVzKHeU34pKcmJaJR/bwUM9P6U71EVT8CEBA8XFDySaWB2whmgpnKQcmjjGQGWZ1aDmHJo4T1xJ8uP5drAzaGgItvkb2R48Ujnc0doqeVD9/3PZx2nxNCILAMn8ro7lxnhl+iRtLtxbaNnpruaviFtySEwuL8dwEz4/uJG/m8al+7lzWytd37uNbrx3guvoaRAH6JmIEXC52tDagiCLLK0pZWlHK9/YeJpXLU1cUJJHNM5nJcOuSFrxTPvQXznTxr8+9yu1LW8gbBj8/dIKGohA3tTYueixrQgGuq6/h54dPYFkWVUE/B/sGOTowxIc2rcN/hTrRAZeTTQ21fG/vYfK6wU1ttp0oDnooDs4N1s6H1210ryRBYnp7XI9jWRYj2SHGcqN4FR9juVFkUUYVVUREYtoEGTONIth+LIfoJKEnyJs5RnJD6KbGUHYQt+whZ2ZnGV3DtDjUOcCZ/gsltz9+9ybu37ycgGd2Votl2Xn1qUyeeCZH52CEyVSG6uILM2rdMEhkczSVhmfNcnOaztP7z/DS0c5CPv725Y185q3bKQ/5ChlU9lLK4sbVTTy68zjfe+4gyUyO8ViKn+88Rmt1CUtqSvH7XPT3RxkamqSp8cLyXBJFltWV8e4bVhHyulnXXEXI58LrsqsdTI+rZVlcv0JjY1sN//bzlwvXPxxNsOtENxtaa5BEgZiWJKDMDnretKqZlc1ljGQj1Hvs0taaYfKBL/yokHHVUB7iT9+1Yw6RfyYUScLnvsyDLLgBBcwIIIN2CkFuQhB9WFITgj44o7EKyhIEdTtW9mkwhrD0Y5DbhaB32+4IY8Q2uiEfTWVhjnUPz/lAPnngNOUhPx+9bUOB53klmJ4w6KbJ/o5+/vvZvRzqGpw3pNlYFubmVc1X1P9MZM0c0fwEla4ynFOlaERBpMgRwiu7Gc6OYli2ql5A8VHuLClcjyqqOCSV/JTPtT8zhCxI1HsuCDD5ZS8ljgt+0KHsCIqoUOuuKvSjiAqNnjpeGz/ASHa0kKrf5KlHFe1gkYCAW3Khm7odZJZEtjfVY5gmjx09xdOnOuwUXp+Xt61ahoA97n6Xkz+6cSsPHzzGQ3sPTXGlVTbVV3PrEtul11AU4u/uu5Vv7tzPPzzzEqIosKyijM/evJUij3tOwHqhALbXofK+jatRJYnv7ztMIpuj3O/jPetXcVNr4xwa4eUgSxLLKkpxyBJLy0so9S7O0M7qY7ENNc0gP0+UVhSnhJ2V+f0qhmGSy9n7uVzK1JJdxCW7SRlJQmoY0zIJOsKMZYfxyQGGsgNIgoSIgCjYbgVJkBjNDtPsaSOhxfErQcocFSSNJCXq7OWGbph09I8X/Dhhn5t3bF85r7EQBAFVllF9MiGfm5rioB3RnnEzIqk0pmVxfmyCtnJbUMSyLEYnkzz0m/0F90RrVTGff/9tBDzOOf5AWRIo9nv4wC3r6RyK8JuDHZiWxcmeEfae6aWpogjTtBgbS7B1SwvKRdSf0qCXj96+0R4/cX6jIQgCbofKhtYa3rZ1BV/65U4SmRyGadI7NkkknsZwZnh6eCc3lV5HNB8DwC07GctGCag+DDKklTilzjAKKuIMH6k6ldX0egJE9ol6AR0szZ7BZn+F4PnIVBAtj4WGQBbLcoIgA8pUdpJk58hLVViOm8F1J2CCEATsF+LWNa28fOL8nGKU2bzON5/Zw+n+ET5yy0aaK4qQJLEwlhePpmXZM33TsjBNk7xucLBzgMf2nGDP2T7S2fy8BtepyHz6vm14X2elDbtm3sVeRvsfwzKZTuyWBRlVUue0m17QT3PYpYsKJ84UnrKmjnXxMzXt8zUtq6BA55Kc87gDpla22L7b29tbuKm1sRBwFUUBRZQK/nZREGgsDvMnN29HN+1ED0GwfabTgTNREFhREeZvb3yefO44olyHJ/g/cao+0pF3IAguNhULPP6R+/F5RVJjOxClOrwWfO1t78HhXlmoL1jq9fDx7Rv56JZ1mJatnKfIUkFBb21NJQ9/5D04FRnLsnjswffhlBUEAf72nltmxwksO8jokGVubW8pUNyuBIs2us89f4KvfPU58pqBMrX0lWWRgN/NunX13HPXKurqSma9pJZlceBgN//+xaexgK9++YME/C7KnfZMqtpVW4iuRvLjaKZGxkixLnQdqqQWWAr2DRV4S9W7ACh1lhX6t7DmiORYWKRyF6hDi3FuT0MUBcSLHvaAy8nmphoudq7/as9JJlO2qLgsifze3ZvxexaOuguCgFOVeff1q3jl+HkyU5HVPad7uWVNK8O9UcbGEzzx5BHWrq2fNdsVph6UxV7D1mX1fP/5gyQydnXAeCpLIpOlMVhEmaPINrS5KABn491sKl7JrvEjGJaJR3ZRI5ZziTjH64IguLGkEhADCMomrNxzILeAfgYr+wQYEUh9B1zvBDFo+34BpCoQfKBsQDAeh8R/AAL4P8c0Ne261lpuWdPCI68enaOtkdcNnj/ayasnu2mvKWN1QwUNZWFKg17cqoIiSximRVaz1cTG4ykGInE6hyKc6B0u3OuF4HM5+Njt17G+ueZ1+Y4dokpQDTCWi6JZOqqgYFkWMS1BUk9R6iyeY0QXQpmjBMMyGcqM0Oyzg105M89YLkrVVECu1FlM1swxlotS46oosBUGMkMookyps4iJqQ/05a5qOg5yOWqlMBUrUReoJg4gig784T9Hz/wMSd2CpDZhWTkEMYgr+G8IU1VlLEsDIYy76KEFj6VI0oIUPkkQcKvidGPc6oWP2LTIjmlZxDJZ8rrOzq5e/E4HbaVFs+zdYnFl7gUBNl/XxPLl1ViWRSaj0dsX4Zlnj3P+/Bh/8sd3UVkRLDTXdZPz3WMkU1kymTynzwxx3YbZ/pjpZUqRWoxb8qCICoqgzKKHLXg6U/teDEkQKJvBGR6dSPLysfPcvq71qnx6hmlxdnic5rILSzLdMPn1vtOFvzdVFLG0tnRRmr4rGioIeV1kpkROzg2MM5nMsGplLalUjkxGw+VUXlep6vKwb9YyP6fr5DW7rHSxI4RlWYWU61ZfPeO5SVq8dbaOsaiSM/MovPFSmQAIEoLz7sJfxdBX7f9RliEoy2a3nVH2SfA+eGG75yPzdi2KAg/evolILMXzxzrnFTXK6wZHztuiK28UKsJ+3r1tFe/cumJRL6JhGXSn+lDFCzMlVVSpdJXhV7ysD63kcOwkZc5i6tzVpPQ0r47vIagEqHNXz4m8L4TVoeU8M/wiTw+/iInNcT8eO11wPwCsCCxh1/h+ftr/K+6c8iEPZkY4NHGMLUXr8cu+gtG9GuQyeXJZDf8iatotClYaPfcC4EJSVyCIRWAl0TLPgCAgKasRpTdW4jKVz/P1V/cylkwzmkjywLqVlPuvLlB6hT5dgdWra7n/vnUXTiad4z+/9Cz79p/n5MmBWUY3Hs9w8uQAK5bXcK5zhBdePDXH6E5DFEQ88htzU2RJYlVjJW6nSjqbx7QsvvzLnfSNTXLLmhYaK8JXXDrctJhFn+ofjzEUTRT+3l5bdvkA0hQUWaK+LMRgxKYajcfTjMdTtFICgkAymSU7j+rUlUASxVkCKDZzwgQBNhTZhq3EaRO8L15RTOP1VohYDDrHotQXBZFEkXQuj8ml+bOLQdDj5I/ecj1Ffg9P7DtFPJO7/E5XCVkSWd9czTu2rmTLkrpFPwNZI8d3zj8866Na5izhE00fwCE6uL50E1kzz3MjrwL26i2o+Hlr1R2UTvljF5OzUuOq4G01d/P8yKt8p/sn+GQvlc4ylvvbSBm2r77CWca7au7j18PP88OeRwvc1NXB5dxdsXglsYUQG09wav956pdW4gt6GOkdJ1QaIJPKIUkiFQ0lKJdIurgYtg5Izk6IKsjFWkAOrOnU8sXDtCxS+Tw+x8Iuob7JGM0lRdQXhagvCrG8oqwwc87pOiOJJLWh4KKO97oDaW6XyvJl1bz22jnS6QsPt2VZTEymONsxzLveeR0ul8qhQ90kk1l8vtfpE7wMBEFgSW0pN6xoLMxGhycSPPSb/bxw5BzrW6u5c0M7S2tLF2V8FUkklskQSWUoC9hft5M9I7OMcGWRf46O8KVQ5LvwgTEti4lE2s4scqkMG+a8PrYrhSSKsxQP7GLIC7g+fgvqSuPJNMf6h2goDpPK58nrBh0jEbrHozQUh8npOg5ZpjuvMZZI0VAcor7Y/jBEUxmO9g1REw6QyOYwLQi5nfREJyn3+0jl8miGQXtlKQGXk/KQj4/fuYkVdeX84KVDnOofnXW/Xi9EQWB5XTlv37KCDS3VlAV9i04IuaVsO+tCK+eobKmiijwVpCpWw9xfdRuR3ARZI4ckSgQVPyE1gCTYPNe7K28hb+bxSPb7NJHMcLBjmE+0fqAgEgWwvfg62ryNjKfjKJJMtbeUjqERSovtlY4gCCz1t1DuLGZCi2NYBk7RQbEjTDSfpC92jrDqZ0vxFrxKkPPJIWJakmJHEKfk486KO4hpaTqSg4QVH5N6Ep/sptlbjSLaKcxOt8rQ+TGSoTSR4Ri9Z4cprgxR11Zx2WKTF0MQPSjOOy5yL/hQXPcuuo/JTJaO8QglHjdZXWdf3wA3NjUyHI/jVBTiuRy6aVLm9TKRyXBmdJzrG+vpnZgk4HJybGgEt6qgSiKdkQkUUXzzje50tNA0Lfr6o7g9DkpLL5SANk2L06eHUBSZ+tpifF4ne/d1cuBgDztuWJyAM0wHFBZmRMxHTxMEKPK5+cjtG5hMZth3tg/dMAvZXOeHozz+2knaakp4x/ZVbFtWj2uK6zrfcfKGwYmBUTTDpL2iFEGAkcnZ4tjfenovP3z+IJfRnysgfZEYSjyTQ9MN4vEsG9Y3YJjWHPfCdNaYYZgMROOc6hnh3GCEkckEk8kM8UyOXF4nN5V4MpFIX3I2ND12M/VZp4/3ZhQ33N3Zy/bWegRgJJ6kb0qJ6qYljew618OSilKymsb5sShbW+rYda63YHQPdPezpq4SWRQZmIizrKqM1zp7yek6w7EEmbxGRtOpDtv5/YIgEHA7uX1tG1uX1rPnbB+/3H2CQ12D5HR9aizti19ojKafu+lxkUSRyrCfrUvruXVVC41TlMBLGVt7VmYrXU23K3EUFdgD5pR623TgdnrUbeU9D94FVn+dQxH6R2PUl4fZ09mHLImsbKoknsxRKtZxpGOIc0KCsiIfp3tGaa4qYmDAxOMUKK4TGB3SaC8tZs/JHkRJJJPVyOQ0miqLaKu+kH48lI0ykptAFiQavbU0eavYFzlFg7eSnJEnkoujSAqvRY5T4ggxnB2n3l1JLJ8kb2ooU3ooY4MTuLwOoiMxVJeKltdxOBV8IQ/iQlU7rBy5+BcwtGOI+cM4/X+GIJUjzJNabpljpCMfBEBxvx/ZuQNBWNi86abJSDxJ0Omgwucj4LSZQGld58zYODnd4M72Vp45e47VleX4nCqRdJpkPs/B/gGaiotoCAd58tRZtjfWc2xo8aJQV2x0o9EUPT3jWJbtWjh+vJ+duzq4flsra9dc4IFqmsFru89RXRWiujpEQ0MJqirbbbe3zmIHXAqnxsdwSBKVPj+iAHnDRJVEdNNCEUU002Q4maA+GJpF/xAEgaaKIv7+w3fy8EuH+dUeW/Ivp+nohknSyHOgY4CD5waoKw3x7htWs215A+Uh3xx2gEdVuW91O7HMhUBKPJ1j5gIvm9dnJSZcKTTd4MiRXmKJNMdPZGlrK5/z++hkkheOdPLk3lOc7hu9AgWG+TEyNGkXiRxPEp9M4XSplFWEUFWJ0vLA5Tu4QtQVBXn5zHlqi4KMJ1M4FRndtDjYO0jI42I0kSST13EqMk5Fxj2DuF4dCvDauV6aSsN4nSpuh0J9cYi+6CQ14WK6xyfwqOqs2ew0ayTgdnLb6hZuW91CLJ3leM8IZwbG6BubYCyeIpbKktP0KWK7MJVwohLwOCjxe6kI+akvC9FWVUJp0Ds7i+livQrLYqRnHEkWKaoMMRxL2h+YyCSrpz4agmBLSJqWSffYBMlsnsqwn1Q2z/Lq8kUV3zQNi3gqx9hkkt6RCVwOldYajbxmMDyRpHs4itupcn44yh0b2/A4VXKajkORCXqcJNI5JpMZTMsin9PoHBznnTtW8eqx8zTPMLqyIOGXPWSMHFnDdtWpooJPduEUVYodQYpUP0lHiJyRp8pVjFNyTOnG2ddRVlvE3R+8/sIXxV5yLQIqzuA/ztnqnI4BXDhLvKWvLKbDAkQBijxuBmIJKgN+NMOkb2KSZDaHx6EScIk4ZZmwy8VIIoVmmPROxHCrMl6HA7/TgUOWKfN5OTw4hOcKWAxXZnQti58/up8nfm0Tq/UpQeybdrRz112rC6wGy7KYnExz6vQgd96xkqIiL6IosmJZNWc7hhkbS1BWtriXOpHP0Z1O0x2bRDdNUlqeSq+PiWyWplAYy7J4ta+Hd3k8+B2zKWGCIBD0uvi9uzZx69pWntx3mgMd/ZwfjhJPZZma6NA9MsEXHnmRX+87zQM7VnP9isZZylGKJNFcVjTLFXGxfKDboaC+DuK9U5VZv65h3kBfXjd49fh5vvvsfk70DF+g4ggCPreDgMeJ26HiUCSbCiOKyJLI0fNDJNIL+zM1zSAeyxCbTGPoJl3nRohNpll33eLJ5xdDN0zGkimKPO4547G8qoxllWWIosDKavujIgjCgquZm9ovJKi0V5bSVl4yaza+vKqMpVMrj+VVsz9SMzGz36DHxbal9WxbWn/V13gpaDmNP7/vHymvK+FPv/375C2DeCZLPJPjYPcAWU3HIUsosoxhmMQzWfueSSKmaV1S2HsmvC6VmtIggiDQXF1C0OucSqeXEUWB1poS/G4nhmlyqmeE5qoSPE4HOU1nMpXFocrkdQOnahddbaspRZEkyi/Koqtzl1PrLpulQTBzPLcWX6gmPR+TqNB+4XzbBbHY1dbVrMrCbjfX1bkKp/LWFUsRpzj1M/u8d9mSWRxgi9ll1q9vrJ+z7XK4YvbCDdcvYcP6RluARTMYG42zc1cH3/nuK/zOezbR0mw//Pv2d5FO5ejoGOG/v/UyABOTaeLxNEeP9XHrIo2ugD3THE4myOo6fofTXpJhEc2kWVZSit/huKRvVhAEGiuK+PjdmxmIxDjaNcShzgEOnO2ndypjzbIsjp4f4vxwlN7RCd5/y3rcU6nJhmnSORbBsCzqi0J4HOocOb/b17extrnqqpflS6pL5tUNsCyL/Wf7+PdHX5mVzry8vpyNbTU0lIcpCXjxux24HAoORbbpMbLEH3z5UU50Dy94TH/Aja4beL1OMpk8xaU+giEvHu+ViadblsVwLEEqr1Hi83B8YIT1dVVEUzqRVJqwx008k8OpyGQ0DdO0qAz6CLptX+RiH9j5WAFXQ9l5M2GZFnpuyn1hmpQFvbZWbCiAIkkkszlE0U7Z7o/G8bmcLK0qpcjrZjKdWfRYVBT5KS/yzzEU921dDkB9WWhWe+GidvdPtasrm21kVjdXzdnvUqJSs9x6v4W4wBsJcda5T/152Wuc+9uVXvUVsxdamsu44foLPlldN6irK+Zv/u4xqipDNDaUIooCL7x4ClESGRtLMDZmR/kty0LTDI6fGGDHDe2FmfGl0FZUTCqvsaSoeOrBAY+ikNV1LCzcisLm6loUcRFCE5JIXWmI2pIg25c30D8eY++ZXh577QS9o5MAJDI5Hn7pCOVhP/dvtqP8mmlyfnyCYq+HyXQGj0Ml6HHNivq3VBZz+7q2NyzNdBp53eBLU8yLabx92woe2LGa6uIAzkvkjl+ufHog6CYQtIMpVyK2Ph9GEymGYglKfZ6Cm+e50524FIW8YSs5KZJEXjdYW1dJ52iEdfXVV3Ws/5uhulT+5/c+iepUCRT5ECWRplI7W3Km4QOoDgcQEAh7XUiiSNiz+ADzzJddEAR0wySRyeJSZeQp8fBkxq69VlnkJ5PTEAUBl0OZ9Yy+Gb77a7g0Xjd7QZJElrZXIggwOhYjncmTiGfo7Bplxw3tfOyjNxTaaprBV772PD094wyPxKipDl+iZxtBp4vAPG4D7wwCc7XPf0UPz7TbIeBx0lJVzPblDXz1V6/x8rEuDNNiIpnhuUMd7FjZiM/l4ED3ALphMp5MsabWTuxoKA8xkxowPJEgrxtvuNE93DXImb4L6cyrGiv5yO0bqQhfWrzFNC2y+cXTzl7vy2dhrwg6RiN0RybwOx02BUeAIq+bsUSKioCPI31DnBuJzFLgmg42WaaJKIq2aOe0b1YQCrPZOUHFGRlP0/sXrkcUZsUNLgQNZ/Q91e5izWFDNxCmjmmZdjBTEIUZdcvsc5q5j2mahX5b1jYU+r74vO22FlgWJb55hNWneMXS1HNkGGbB9WLXk5saD8s+pn39Iqd6R5hIZshrBk5VxjAtHIotabnrZDeJdI6Ax0ldaYh1rbPV7SzLmtXf9DkvdP6FsTQvKuEk2OWNhIsSpOa0XaDd9PiKkrio+3TxfpdqOz2ulxvH6fs83V6cp3jp5X6/HF630bUsi57eCLpu4HI5UBWZna+dwzQtNl/XRGgGIdowTDZvbOSb336Z7u4xqqvmF+qe7tfW67YKPhPDsgWnpwdJEAQymoZTUS6R17IwBMEuDtlcWczv37uFgfEYZwfGARidTDIwHqetpoS2imK8qkoyly9EoFc2VOCQZTJThu1s/xjpXB634/IixleC493Ds2Tprl/RQJHffdljRBKpWeppbwQu5W1cVV3OiqoyREFgTW0lArCmrtKOzE/7bQWBSCrN7ctbZi3tTNPihR/v4pF//RUf/Kt30HWslxd+vIvYeIK69ire+qk72XD7KtQZAtGGbvL5d/0rlgl/+u1P8PIju3nqOy8y0jOG0+Pkro/eyHv+7C2zznF8IMqvvvYbdv5yH5OjcfxhL1vfspH7/+A2iiouPIsfWvpH3PLebSiqzBPfeI6lm1r5vX96Hy/+ZBe/+NLTlNUV84l//gDNq+sLhuOXX32WH/3DL9ByOplkhmVb2virRz6LLzRb42JyLM6/ffwbdJ/o5+sH/xGn5wI3VM8bvKf+9ymrK+HLu/83AH9+7z9S1VJO69pGfvj/Pkp5fQkf+4f30nOqn4f++qeobpUP/fU7qd/SQsfAOC1VxQxE4ngcCm6HQjSRoSzko6E8TC6vo8rSLFF6y7LIJLLsfGwfT3zzOQbODaOoCsu2tPLWP7yTtvWNcwxLPqtxancHj3/9Wc7u7yKdyOLyOKlfVs09D97CprvXFvrW8zond3fwy688zam9nWh5nbqlVdz38dvYeMdqHG5bH9g0TJ774as8+qWn+OBfvoNzR3p48SevER2eJFga4Lb3beeOD+8gUHJhgmWaFtGhCZ785nO8/LM9TI4nCBT52PqWDdzzsZspqSkqtP3HD38V1Smz9uYVfPfzjxAqCfDRv38Pk6MxvvUXP8E0Dd77v97KTQ9sRRRFPrvj86TjGf7i4c9Q1z7b5dJzop//+MNv4fQ4+F/f/0O8wSvLL7hiozsyGufMmSHANqKRaJLv/2AXxcU+Vq2sQRBg374unE6FFStrZu0rigKtrRWYpkVn1ygbNzTiWEDS0bAsBuJxcoZOMpcn7HbbswlAMwxMy8KpKJwaHWVrbS1B19Vzf6eZDmUhHx0D41gwJRiu2UEpQeTE4CgtMzLSPC4H61ureeX4eYCCP/hqqgxfCvHk7NTTkoBnUXzQY+eHCinAVwsBZs3cNd2c1/BOP9jT7ozCstf+sfCbZVnsaGuY1/9umRaRgSg/+PtH8YW8bLhjNYZucPzV0/zXHz+EIHyATXevLcwAASzDYqR3jF997VkO/OYYbeubWL61jcGuEdz+2c/DaF+Ef/7IVxnpHad9UwuhsgBjfRGe/u6LnDt0nk9/+aOUT+sX5w32P3OEstoSmtc0sPfpwzg9DgY6R1i9YymHnj/BMw+9RHVrBa4p//fGO1dTVBEiHknwtc/9YNascfaF2tdqz5Tmjqahm4VZ1PS4nNh5htHecZZuauXgc8f4/t/9nNh4nHW3ruTISyd5+jsv8Qer63nL1uWcGxhnQ2s1YZ97+nCFBdl8/uJULMMj//I4z37/FRpX1nLTe7aRSWQ4tecc/+/7/5M/+ebHWXl9e6G9ltd56tsv8J2/+glldSWs3rGMQImPydE4kcEJjIsCzK/96iBf+9PvEyzxs+W+dagOhXNHevivP/keQ+dHue/jtxbG0LJgrC/Kt//qEZweB6tuWIqiypzZ38mP/uEXWBa847N3oUzZjKHOYb7yRw/RdayX5VvbKKsrYXwgyvM/fJXTezr44288SFndlFaKaXJmXyfRoUmWb13CoeeO8YO/f5R8Ns+am5Zx7NXTPPXtl2hb30xNWwV3fHgH3/izH3Lg2aPUtlUWPq6madJzeoCeUwO8/y/ejuNy4k7z4IrZC08/fYxXd3YAdtXbXF6jojzIA+/axKbrmujuGad/IMryZdUEA+5ZuwuCgN/voq21nJMnB5mYSFO+ADVJMwzOjI8zkkqS0XQCTgeVPj89k5N2EoFqSyamtCsrBb0QslP81unXQJWlgr9UliQO9AwQy2S5ZamtHiUA77p+FXvP9JHTdNI5je8+u5+miiKK3kDD67zoo5TK5jEvo9kZTaR57tA54pfRClgMgh4nw1OZdyMTCfKaftXpyYIg4J2R9RMZjuENuJCnspHi0SQt6xr5xL98gJq2CizT4ugrp/jKZx/i8a/9hpXXt8+ZOQ53j3F6Xyef/a+PUdVsl37JZfLoM+h7hmHy0399gq5jvXz6K7/L5nvWoThk8lmNn33xCX70D4/x3I928p7P3W8vbU27Au/nvvMHSLLE3z7w77zw8C7+7cW/pry+hP/60+/TcbibfDZfMBiVjWVUNpZhGibf+eufXElFpcui78wgf/KNBympLuIrf/wQL/7kNf76kT9i3a0r+MWXnuaZ771MbDxBWV0JrdWz01+Fi/6cCcu0OL7zNM8/vIubf2cb7/4f9+EJuDANkwPPHuM//vBbfOevfsI/PfsXBanRM/s6+dE/PkZtezV/8G8fpHl1fcEdMDEaw+W54AqcHI3znb/6CaHSAJ/60kdoXlOPIAhMjMT45v/6EU996wXa1jey6oalhX3ikQTlDSV8/J/eR9uGJgQEzh3u5kuf/jbP/3gn9zx4C4pDIZ/J89yPdnJ67zk+9Pl3cudHbkJW7Xv64k9e47/+5Hs8/E+/5JNf/HCBB9xzaoBPf/l3qVtazXf+6ic8/rVn+R///QlueMd1PPv9V/nxFx4jMhilpq2C6+5aww//4Rcc33mamx7YQnAqByGTyHLytbO4fU7aNzbNkmBdLBZtdFevruPPPncPuj7T7wOqKlNS7KOmJoyiyBSFvXzqk7cuSAnz+1186IPbSSSylywx7pBlVldUkM7ncci2+g+CQG0ggICtcasZBlldnyVQATad66n9Z9jQWk1F+PL+XsM02Xmym56RCzqsYZ+7IEItCgINxSGb0mNdyH9Y2VjBTaubC1lvu0/38i8/e4nfv2cL1SXBSx7Tsizi6SxHuoaoLg7QWDF/JdHmyuJZWWV7z/Rx54Z2Agv4jpOZHI/uOs7Ok93or1Oxxl4BFHN6yqc8Fkvy2ske7t+y7DJ7QsfRPlLxDMUVQbLpHKZp4Qu6GeqJUFIZJJPK0X16kPU72gkUT42zJLLmpuVUNtn1rgRJoHVdI+3XtfD8j14lNpbAe5FmaT6rcfsHb6C6paKwzeFScbguPBPj/REOPX+c6tYKtty7rmDkFYfMLe/bzkOf/ymdR3pIxtJ2ZWdBIFDss42oaeH2ufCFvTSurMWy7OrPp6PJWTPSNxNun4v65bWIokC4PIjH76ZlbQOyKlNUFSaTyJBfRNmri5HN5Di15xyGZnDDOzfhCbjsJBBZYtWOpZRUh+k83MNIzxhVU6yknY/tIxVLc/fv3kTrugvUQkEQCJcFZ/V/5MUTjA9Eecsn76B5TX3Bxx4qDXDLe7ez58lDnN5zjvbrWmYZr813r6NpVV2hfU1bJTVLqnjhxzsxp1LTI0MTnN57joqmMra97Tqkqf1Vp8L1b7+Ox7/2LHufOsJoX4TyevtD5PQ4aFpdh+pQKKkuwuV10by6DlmRKastIpfOkcvk7clh2Mv2t27ktccP0HWsl7U3rwDsicHB546zbHMbJTXFVzX5WLTRLS8LUL4ImldRkZeiooW1RBVForVlYU7lNERBoMTtBrd73t8vpsDMRDav8+XHd+F2KCyvK2Pz0jpW1FdSVeyftcSyLDsA9tT+0/xi13HGYrYcoNuhsKGthsCUhOHJoRFUWcY3gyYmCAJel4PfuXEN3SNRTvXaaabPHujg3ECEW9a2sH15A3VlIZxTJaSTmRz9kRidgxEOdgxwtHsI0zT5w/u2LWh017dU4XM7iaftWeuuk918+5l9/N5dm3BdlK/eORThu88e4MUj50hm8zgVmax29QkboiiwbXkDT+w9Bdj6Df/5y52IosBt69pmpT1bU+OeyeXxu510nehn3Y52dj11pJAGGo+mCJb4GOoZo6wmjC/onuVfdLhUgqX+WS4El9dJUWUQXTcY6R2j6qJnRwCWbLi0du1g1wipeJrRvnEeXPe5Wb+Zhp3hl0lkyCQy+MNeBAHcfrftyxQtJFnEF7K55qZlB3oM3Zh17m8mPAE3kmwbIEmW8ARcSLJdA02SREzDXFBP9lLIJLIMnR9hcjTG37zr31AcM4NrMNYfwTQsosOTVDWX2/Gbk/2YujnL5bAQzh3pQVYk6pdVzwpqCqJAqMxPqCzAwLlhcukc8tSqWHWplNYWFVwIYH8cVaeClruwEo1FkkQGJ2hZ24DDpc6yAU6Pg7r2aoa6Rug/O1gwum6fG0myg2WyKuH2O+3qyYI9rqZxwbUjqzJb79/AM999ibMHuli+bQmyItF1tJfRvnHu+b1bCJQsrorNxfg/XoLdDphpmKa9hJVEP4JwYcBNK41lZQEBSZwdeFswCIdFMj2VrTM6wVP7z0zRZVSK/W5cDgXTshiPpZicKrQ4HaySRIG1zVW8c/vKgoFOZvNMpDOokjgry1cUBJbWlvGJe7bwxUdfoWs4gm6adAyO0zkU4Ru/3sO0JKNuGIV02+l0XsuCgMd5yRmp3+Pk/Tev5WtP7kY3THKawfd+c4An9pxiRUM5AY/TLrw5GKFnbBLdMBAFgZvXNLOyoYL/fGznvEpbi4EArG2uYl1LFQc7BrCwXRd/84Pf8G+PvkJF2IckimRyGpOpDIl0jo1ttXzuXTtwe514fE6cLgeqUyFQ7CVU7CcVz1C1pJTxwUmS8cys8ZRkcaq89+x7rDgUO1U1MY+7RBDwXka9KpPIYhomobIATavr5/zesq6BhmU1OGbUkZPlCwUoQSgYvcKZvQkGdyHDKc04F0EAUZJm+QusqzwfQzfIpnL2THpZDU7vbP9k85p6ZFnCF7ZdOoZmkMtoWLCo4FE6nkEQhFkuh8I1SRIOl0omlcOY8XwqqoxycTB6Bld4GnpeJ5/VcC4gper2uzBNi/SMZ0aWRbuvqfaiKF7S/1LRUMrybUs49PxxdrxrC0UVQV7+2W7K60poWVt/1Rzx/+NGFyCbP8FQ7Avk9T5qwv+C13kdAJaVZTL1c6KpR9CMMdorX2ExpywKAsUBD4ORGIZpYVgWBhZaOluYMV4MQbBdCutbqvncu2+cVchxZmbUnGOJAtuXN+B1qnzz6b2c7BlmMpm1xa8N+01YqCiiIomUBb34LlE0UhRE3rF9FQORGM8dOkcik7M/GPEULxzpnNPe61TZtryBj9+zGbeq8M1f773qgJog2MLrD961mX/7+ct0DI6jGyaGaTKZzDA5VVFiJnTTwAK237sGgNse2DQ7o2cGJWj6GNMvnZbXyee0WT5jy7TIZfKYuoEnsNCq59LX4fK5ECWR5tX1/K/v/eGVDsMbi6lznc/AphOZq5qxXi0kWcLlcRKuCPHgF943ZxUxp70i4XSpCEBiInVZw+sv8mKaFqn4PM+JZpBJZnH7XbNWNouF6lRwehyk4+lZdLFpJKJJRFGcfY5XSCsNlPhYe8sKvvf5nzLYOYzikDnwzFHW3rKCuqXVV81S+j9udAVBwO1YQ034nxia/IdZv4miiyLf+3EoTQxMfH7RfbocCp9923b2n+2nezjKaCzJZCpLKmMrURmmiSiIOBQJv9tJadBLY3mY69pruWFF4yUTDhbCmuYq/nfFHbx4pJO9Z/roHZ1gdDJJKmtXO7bpaRI+l4OQz01lkZ/G8jDrWqpZ0XCpFFYIeBx88r6ttFQWs+tkD90jE0SnKGGCAC5VIeRzU18W4roltdy6tpXSoBfLsvjgreuJJtKUBr1XxawQp2b+f/bum3hq/2mO9wwzFEmQmBLokSR7HL1OB0V+N8vqyucUGZ01c5UWzm7KZzTGB6JoOR3VafeRiqcZ74ugutRCJPpKUd1cjjfooetoL7HxRMGH/KZigfdRVmQkRSIdz6DnDZhxS7pP9P3W/MRg+4qrmsvZ+/RhRnrHqWgqu+TsTRAE6pZVc/TVUxx+4QQVDZeu+Nx+XQs/++KTdB7p5qYHthQCWqZpMj4YZWI0RnVLOc6rYAAESwOU1hTTdbSXbCqHy3dhxpuKpek52Y/L56SmreIyPS0MWZFpXddIcXWYfU8fZahrFMMwWb61DY9//gnAovq90h0syyCVO4Bujk79/x5kMUyJ/xNIoodM/hSx9JPoZgSXsoyA+y5kKYRmDDGZeoKcfh5BcOJ3Xo/HuQlRuPIB140JoqmHCbjvRpXsL04mf4p0/iAB110oUogdK5vY0l7PWCxJJJEmkbazc3TDrtgpigKqJOF1Oyjyuako8uN1qlf99QI7r//eTUupa3bzw1MvoUXjbPE0sMbfhixKIJiczHTRrfUTCMJNzStpD9Rdtl9BECjye3jXDbYuxEAkTiyVIa/bouQO1RYxqSzyUx7yXVCsEgR+59ZV/LTvRW4rX0mZ8+p8UJIksrKxguaqIvrGYoxNJklm8+iGgSSKqLKE26kS8rooDngIXWU5H8uy2PfUYa67cw3Nq+sxTZNTuzs48dpZVt+wDH+R96ruT1FliM33ruMX//kUv/jSU7zt03fhC3kKCRb9ZwZRXepljciVXcz8m11eJ+EyO7i487F93PbBGwoR/ae+/eJVBcSuFg63yrKtrTz/4508+h9PUt5QQkVDaSFeMtYXITaeKLAOALa/bSPP/2gnT3zjOeqWVrNkY5Od0GJZJCZS5NI5Sqrt+MTyrW3UL63h4G+OceLeMyzb0oYgCkQGJ3jyv58nXBZkycZmFId8xR+bcFmAFduXcHL3WZ7+7ksFKlkuk+fZ77/CYNcIt33geooqQpfv7BKoW1JF67omDr9wgq4j3QSK7dnv68FVzHRNcloHkdTDhD1vJ+C+C90YRxQc5LQeIsnv4lSW4nFuIJZ+Cj05Ron/97EsHUFQCLhvJ6/1Ekn+EEWuwKm0XvEZiKKHnHaeROYFirzvxbIE0rn95I1+BOGC/8uhylSXBC/LJHgjkbc0Xpk8SFtNCe9ZuZUiNUCN264ocSrew6H+KG8Nb6DI4afYcWVKXrIkXvH1aKbOnshJlvrr2Rc9w3Xhdkqcl9+/Lz1KhbPI/lhMIWrEaKwM0Vb9xqryT8MTcJOKZ/jXB79Ow8paLMPk5GsdmKbJPQ/egvsqdZhFSeTtn7mLgY4hHv3SUxx56SRVrRVoWY2x/gjZVI63ferOqza6sfEEx3eeZnI0TiqWJpvKM9Yf5ZdffZZgiR+338XW+9ejOlVkRWLLfet47VcH+NZfPMxrvzqIN+im78wQHr/rtzMLn4IgCCzb0sY9D97CT/7pcf7yrf9M8+p6FKdCdHCC0b4Iq25op3nNhwr7tKxt4P1/8Xa+9qff5wsf/gqNK2rxF/mIjccZ649y83u38dZP3gHYftWP/ePv8K8PfoN/ffDrtKxtxOFW6Th4nsnROO/8o3toW990dQwAVeam92zl7MHz/Pw/nuTQC8eoaCxjrD9Kx4EuWtc18sCf3r+gbORi4fI5WXVDO/ufOUJ/xyBb7t9ARcPiS8DPe+5Xs5OFgSpXEXDdgSyVMEW9JpXbj4CKz3UDkhgES2As8d8E9H4cch0hz9sBC1WqIZF9Cd2YwFLmFuC7HERBxe+6kUjyh4S978Y0U+T0LjyO6xCFN/ehtSwL3TLQTH2qMKCEKtpVf7NGnoSWZjgb5Y6K62j11eAQFQQgrecYzkRQRYUWXzVFjgBuyZ7lG5ZBfrqiqiCiijKiIGJaJjlTQxUVcoaGhYVDVApFBfOmjmHZs11FlAvbDcucOj8LzbT9ybplEM3FSRlZvEYOWZBQRHlWW1mQkAUJ3TJ4rH8n7669Eb/iQRVldMvgV4O7eEvVdkKqF1VUMLHsSrBT+yqiPFVo0GRaL8sxJcptmubUn3bKpoWFJEmzlrOyIvG2T91JOp7mN99/lVgkQeOKWt7+mbtYeX37rLRRQQCH24HHvzhD7A97+eNvPMhLj+zm+R/t5MAzR1EcMsVVYW589+ZZ0Xi3zzVryet0O8jPqOShOpVZy9mBzmG++fmHiQxOoAoSsiySmEzy4y8+bn/8ZYVVNywlXG6zX9bcvII//dYn+Mm/PM6Z/Z04PQ7W3bKSd372br7+Zz9gYiRWCOw63Y4CFxhAcSi4vBeOLSsSbp8LUb4y42JN6TJLisxb/uB2WtY08Kuv/YaTu89iaAbB0gCrbmjntg/umLWfrMjc/qEbqF9WzeP/9Sxn9neRTefwBty0rm+aE6hcvqWNv3z4M/zkX37F4RftMugtaxr4yN++mzU3r5hFFZu+lpnbplN8VZeC2++a5ZYNlQX4zFc+yjPffYnffP8V9v76MKGyAG/91J3c9bs3ESjyFfqQHDKuGYFCRZVRPY7CgkQQRdu/fBHvVhAEVt+4jECx/WHZ8c5NhaDq1UK4jON+zo+WpRFJ/oicfo6K4P+DKKhT203GE//NaPyryFIJAvaJOZVWSgOfxLJ0IskfohmDmGaWrH6G2qIv4nVuQUAgr/czNPkPFHnfXwikTSOZ3cXAxOdpLX+CaWFiw0zRNfoAVaG/QxAUIskfUez7EE5l4aDXG4GknuHXQ7vZGzlFzsjR4q/l/spt1LhL+WbX4xyLddGbHiGk+vFITh5suo9mbzX/dPqHdKeHiWtpih0B3JKTv1j2QTyyk13jx3lu5ABxLUW5M8y9lVtZGqhnOBvlf598iAdqb+GZ4b3EtRTvq7+NtaE2RrMTPNz7HD3pYRyiwvaSVdxWvhHLsnh57Ai/HtqNhUW7v55jsS7eW3cr+6JnbENuaNR6ynhr9TYOTZxjX/Q0eVOn0lnEnZUb2R89y/e7n2VFoIFyZ5i3VG9jb/QU3+9+lnZ/HaWOEL9TdwvHY13sjBwna+QpUgO8p/YmdkdOcibRh4hAxszze033oIoK3R3D+IMe+rrGyOd1YpEka7e2EC7xYRgmz/9wJ1/9k4f4wy9+mBsf2PKm3sM3GmPZGA/37kQzDT7adDN+xc14Ls4jPbvImHk+3HgzIfXK/OkD6Si6ZVDnmbuqyJsaiiAveoZoWRaGZc5atei6wa4XT5NO5bjj/rVXdG4LYWwkxkNff5E//ov7Z22PjMV5/JH9RMYT3HznSlauW3zkPxHP0N89TvtF2a1XgkxO4+WT59nUWoOqyOQ0HVWWee1MD05VZkVtOUMTCRrLw/MWrxzrj/AXb/kn0oks3zj8hVkc8EtgwQt8HYE0sWBYC0cRFILuuykLfAZJnPYf2pSbnvHfR1XqqA3+O4aZZGDiz6/+0IAkegi47yaaegSfcxuS6EeVbdUqwzAZGIsRDrjJZO1oeFHQQyqTxz+DvmJZFolUDv8CUoZ5zUCaKjE/3X5v5CQdiT4ebL6fsOLjiaHXeGp4D++ru42PNd1HQkvzhdM/4P6q7awPX1Bj+8vlH2bn+DH2Rk7y/vrbKXYEATgd7+FA9DTvqNlBk7eKl0YP87P+l6hy2y/bRD5BX3qET7e+EwD3lED0z/tfIuzw86GGuxjORviXMw/T6qtFFWV2RY5zf9U2VgWb+dXgLpJ6unAe91dtpdQR4j87fk5XcoiDE2epc5dR5PDz4sghElqGG0tXs2v8OB9uvJOQas8Wri9Zxe7xk3yw4Q6KHQGSeobDk+coUQPUesp4amgvg5kIAH7Fwz2Vm/HIM7KTxpOcPNSLokis3dpCz7kRwiVzVyW/jdh9QsvQlRwhpWcpdvhp9pXTn44iAGWuIAejXawO1SMg0JUcYTKfwsTiuqIWcqZOV3KYhJYhpHpZ4q+ixBng5rKVHIheYJMUO/zcXL6SvZGOwraskaczOUIsnyKgeGjzVzKWi9OfjmBYBrIgsSpUTyyf5rmRo2T0HGvCjawONpA1c6T0DD7FQ196mEZPNUk9jWbpSIJE3sjjkp0IQM7QcEoqWSOPKtkFTvszoyzx1eGYUa7dNC2GByfZt6sDr99Fa3sl2Uye8+dGEUWBZCJbMJDdnaNMRlP4/E5a2isxdJMzJwbIZPL4/C5a2isL/eZyGl1nR6ioDiEKAnt3niMaSbJxawtNbeWYhsmJw32k03k8XictSyqQFYlzZ4aITaRRVZnWpZXousG+nec4uLeLdCZPa3slOdUgrefxKA5yhoY85U5MG3lCqpuAOnfl43IoqIqEBew83U0qm6e+NEQ0mWZZbTnj8RS7z/ZSGfKjuGcbXcuyOPryKaLDk9z10ZsLAd7Xg9c3T54BQRBxKm1oxgjp/FFMK49mjJHXewET3ZxAEe1SG+n8EbLaXLrTlSLovpdUbi/p/GEEawVneybpGYwyOBbjxX0djEQS7DnWQ2d/hFgyy5nuUXJ5nXO9Y/QOTRBLZjl1foRMTuNs7yjnByKcPj/C8XNDDI7GOHS6n87+cYwpHq1m6XQmB2n11VDrLiWk+lgbamU8F2M8F7vi87csi4HMOGeT/fxmeD/f7nqSo5PnGMtNMJq1s+NMy2JHyRqKHQF7hiw7MSyTV8aP0pUc5HvdT/Ps8H5iWpJT8W4mtSRYFm3+WvyKh1vK1xdKys/36TUsk7xpf5huKV+PX3EDgl3E0poh+YiAgVngGWPZ+hh500A3DW4r30BQtfmcRap/jtRmNmvrWMQn0hefwm8VumlwZKKbM4kB8qbOL/r3EMkliGtpXho7wc/7dnM2MYgFnE0MsjtyloyRRzN1TMvkTLyfo5M95E2dXw7sYzS7uPtuWhZdyRH2RTrImzq/HjrIQCbKsVgPz48cJWdoPDl0kJFsDAOTtJ4jY+TJT7l+hjLjnI53M5KNEMnFMCyDc8k+klqagcwo0XycY5PnOB7rYkJLcDR2jqHsOLppkDc1BtJzK41omkF8MkM+p/P0Lw4yPhpnIpriN08eYWRoEi2vY5kWg71R9rxyFi2v89KzJxjojdh62jmdfE7n1784SHKKD6vnDQ7tOc/5cyOFpA1dNzBNE103pnj5FrmcTj6v88LTxxgfS5DP6Tz28F4mIkn7uFM89mw2TzqVRcsbWKbFydgQ0XyasWyC/tQEJyYH2TPeza/6jtGZGJs78EA6l2cslmQkliQSTyMIAh6Hg4qQj4qgj/KQzxaqmscajvdH2fXL/Siqwk1v0ArsDaWMudXV+N23E0n+gNH4lxBFHwHXXYTlWop972c88RDx7LM4lSWocg0ggKUzHPsiydxecloHOb0bVaqiLPBHCILMePy/SWtHyOvddI19EJeylBLf76LIZShSBW51FVmtg1T8bZztGUGWRLauaiDkd1NZHKBveJLa8iBORWYinmY4EieT0ygr9iOLor1tPM6xjiEUWSKVybNtdQM9Q1F7gCSpkCQxbaCckgMRW3lJFiQEbIN8pbCAvKFR7gyzuXg5rikfr1NSqXKXENdSCEBAna03YFgmummwIdxOpcsurbKtZCWVriIGMuMgCMhTy0+X5ECeqlPlEFWeHNpD1shT6y6lwVPBxvASDkx0MJyNElS9rA21IACN3kr+u+sJGrwVvL3Gluds8FTwnfNPUe8p4+01N7Au3MLu8VMcnjyHS3KwPtxmn+A81r19dS2yLJFKZPEH3bQuv7SWrmVZDI/EGI8kWbFscbq7WU0nq+u4FJm0pqFKEqZpocoSsigiCgIZI8/JeB9dyRHKnEFGs3Ei+SRt/kqOx3rYFznH55a+FUWQGMxMUOLws6Ns+YV9Y/0cmjjPqDvGSHaS0VycMlfwsudmWAan4/0cjHYxkU8xlJlgJDuJJIjUeUq5vnQZRyd7iOYTrAjU0eyrIGvk2VbSjmEZ9KSHMC2TyXyS4WyEgcwYumVQ6gyTTA0wlptEM3VkUWIynyBvavgVD0Wqn5ypYWKhmTrOGTNdWRapbyphy44lnDk+wEBPhNLKIP6Am5Vr6ymacv10nBniyP7zJBNZRgYnGBmK4Qu4OXdmCNOy6Dw7TH5Kr7erYwSHU+H+d28kNMU2aV9RTTqVY/3mZrw+J6lkjnNnhjENk/Mdo2TTeeRyibUbGznfOYokiYiigD/gon1FDf29ETZttwPu2UGdZYEgGUOjNzlBztQZzsRo8BYxnkvNO/aqLHH9UrsaTMkqm7XiczspCXjwTCVibF/agEOWC8/e9/72Z8QjSXpP9XPuSA/v/pN7qWgqe0MUBK/C6MqEPe/CwgDsqqTZvE4ym0ORJURuwyVvBgxkSSboDgISAdcdeB3bARNBcAAmouAEZEr8D1JsfYQLmkgCkugFBCpCn8OyjMJvgqAgCu6pGZiFJIZwKE0IriIUeYjKkgBul4rHpeJyKvafDpXRiSTdg1HKi/0MjE5imBYBr5PuoQjlxX4cikxp2MvgWIyA10XfyCSyJBYy1mRJwCEqhFQfY7lJ8qaGKIgk9QwWFh7pyqotMHWlPsWNW3LS6K2k1BGCqQCUiEBcSxXazYQiypQ7w3hkJ6uCTYCAhYmIyHguhmVZpPQMYdVHdOoFDKk+3ld/K4Zlzz4UUcYhKawNtbIs0GCXWkFAEuyMsHfV3Ihm6oXgnCAIvL36hsI2URBZHmigxVuNiR0MlQWJzcXLsLBQLioKGJjKGvNM6W3MLLktAKIsojoVEsksL+88S0V5gJIiH4lklvFIguMnBygKe/G4HfQPRnG7HMTiGUpLfCxfalfsOD8xwcvnzyMKIuOpFFUBP36Hk5DLSXNxEZU+H6ooU+LwU+suYWNRCyYmftnNaDZGUssSVr0cm+xhR9lyVFFiIpcka+RRRAlJECh1+tlc3MpNZSswsfDLbkzLxJj6VzfNgiypbpkYloVu2sHOUkeAteFG7qvagImFW3KwN9KBU7JffGkqzRimBP9NO8CqCBI3lNh+V1EQWRZoRBYk6j0VyIKEQ1Rp8dVQ5rT1qaffIkkQERFxSQ5uKduIKs6+J7pmEI9n0PI60WiSQNi+R4oioagXWEAlpX6Wrqzhre/ZhGlZeNwO9u0+B8Bt96zm+KFeOyVahMaWMpavruXwvvOUVgRxu+f6P08e7SOTznHfOzfSe34M07KQJZFN21tZvaGBR763k8bWMhqayxCmzlPL60iyxI6yFmRRIohFsdOLgC0bKosXEm4uhixJlIcuBNWmr2u6nJRlWZQFZtMRO4/0cHrvOdx+Fw/8j/u44yM3XpW4zbznc6U72KmIs/2ie870Ek/n6B+ftKP4eY2qogDZvMZt67yUhwRAQZaC8/YpXYJxIAlzaVWmmSVv9JPNnySdP0Bd0Vcp8YWpLQ8Xops3bmgBYP1S2wEf8rv42Ns2A7C8qaLQ7sG3bwVgZUvlrMjo5pX1c+rnCQisC7fxcO/zvDJ+lCLVz3MjB1gWaKTUeeV8QEEQaPXVsCd6kmeG97Iu1EpCz2BaJhvDSxfcT0TgLVXbeWZ4Hw5RwS076U4Nc2vZBkqdIfyKmxdGD7E62MxzowdQRQUBYdYsZxqyKM0KsEzDISk4JOWS2yRBwn1RNtHFxnYxEESBmx7Ywk0PbOHw0T5CITflZQGSySz5vE5n1xjxeIZkKkdleZBsVqN/YJLrt7Zy7GQ/y9qrEATwOVQaQrbhWVpagmGZSKLIQCxO3VR5bFWUua6olScGD7A/2olDlPlEyx2cjPfTHqjmfQ07+M8zT7AsUMvqUANPpA/wr6cfQ0Dks0vuZU2okScHD/KVjqcRBYHPtt1Ld2KUxwf2Ec0nmdBSvLduO3Etw2P9e4nmE0TzCd5bfz3Lg3X0psf5SsdTAPxh6924ZQeGZbuvQqoX59T41ntLebRvN188PcgftN6FS7bvnTBPLdxGTyWiIM66jzMZQRYWDkmZtU1AIBj20nl2mC994Umq64qorS8mGkkSCLlncL2hpb2Cnq4xvvXl5wCLj/zBLdQ1lrL75bP8/Ie7KS7143DKWKZFWWWQHbev4Jc/2cuZ4wOs2diAqsr4g+5C8Ky+qZQXnznOT7+/C5dbxet1kM3k+fI//xpJEimrCBKaSj0OhD3IisSXvvAk7/7QNioLhQ/mF7e/7LM2T9uLtwmCwF//9I8Wte/V4IrZC3MaWBb94zE6B8cJet029UgSbUaCplNfHi5oe75R0IwxIskfoOnDhL3vxONY94b2fylYlsXxWBcvjx0hbWRZEWhie8mqQtAoY+T45cCrrA8vock7W/z4TLyXc8kBri9ZhU+5MCZ96VFeGj1Ef3oMr+JiXaiNjUVLiWtJHup+mo83vWWOAcwbGq+MH+Xo5DkMy6TaXcpbq69HFWTOJQd4bmQ/aSPHdUVLGc5E2FK8ggrX/KI6/zdhZDROT1+E8lI/pmXR2xelqiLIZCxNSbGPoeEYkiyiaQZLWsvp6Y2wakXNrBdieqY57RZ6vaWIruEargILPmyv2+jCwkId1x7ya7gazGckL37Grj1b1/B/Od5co3sN13AN13ANs7Cg0X3DKGPXcA3XcA3XcHlcLupxbQ13DddwDdfwBuLaTPcaruEaruG3iGtG9xqu4Rqu4beIa0b3Gq7hGq7ht4hrRvcaruEaruG3iGtG9xqu4Rqu4beIa0b3Gq7hGq7ht4j/DzhC0rf2FUFNAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for premium economy \n", "# positive sentiment.\n", "bc_df = df_BA[(df_BA['seat_type'] == 'Premium Economy') & (df_BA['sentiment'] == 'positive') ]['review']\n", "words = ' '.join(list(bc_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 818, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for first class \n", "# negative sentiment.\n", "bc_df = df_BA[(df_BA['seat_type'] == 'First Class') & (df_BA['sentiment'] == 'negative') ]['review']\n", "words = ' '.join(list(bc_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 819, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for first class \n", "# positive sentiment.\n", "bc_df = df_BA[(df_BA['seat_type'] == 'First Class') & (df_BA['sentiment'] == 'positive') ]['review']\n", "words = ' '.join(list(bc_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3. The type of seat with the highest level of unsatisfaction\n" ] }, { "cell_type": "code", "execution_count": 820, "metadata": {}, "outputs": [], "source": [ "# Getting the dataframe\n", "neg_df = pd.DataFrame(df_BA[df_BA.sentiment == 'negative'].groupby(['seat_type'])['sentiment'].count()).reset_index()\n", "\n", "# normalizing the counts to neutralize the effect of the number of examples for each class\n", "\n", "# Getting the number of examples for the economy class\n", "num_econ = df_BA[df_BA['seat_type']=='Economy Class'].shape[0]\n", "\n", "# Getting the number of examples for the business class\n", "num_bus = df_BA[df_BA['seat_type']=='Business Class'].shape[0]\n", "\n", "# Getting the number of examples for the first class\n", "num_first = df_BA[df_BA['seat_type']=='First Class'].shape[0]\n", "\n", "# Getting the number of examples for the premium economy\n", "num_prem = df_BA[df_BA['seat_type']=='Premium Economy'].shape[0]\n", "\n", "# normlized count for business class\n", "neg_df.loc[(neg_df[\"seat_type\"] == 'Business Class'), 'normalized_count'] = neg_df.loc[(neg_df[\"seat_type\"] == 'Business Class'), 'sentiment']/num_bus\n", "\n", "# normlized count for economy class\n", "neg_df.loc[(neg_df[\"seat_type\"] == 'Economy Class'), 'normalized_count'] = neg_df.loc[(neg_df[\"seat_type\"] == 'Economy Class'), 'sentiment']/num_econ\n", "\n", "# normlized count for first class\n", "neg_df.loc[(neg_df[\"seat_type\"] == 'First Class'), 'normalized_count'] = neg_df.loc[(neg_df[\"seat_type\"] == 'First Class'), 'sentiment']/num_first\n", "\n", "# normlized count for premium economy \n", "neg_df.loc[(neg_df[\"seat_type\"] == 'Premium Economy'), 'normalized_count'] = neg_df.loc[(neg_df[\"seat_type\"] == 'Premium Economy'), 'sentiment']/num_prem\n", "\n" ] }, { "cell_type": "code", "execution_count": 821, "metadata": {}, "outputs": [], "source": [ "# Dropping the old column\n", "neg_df.drop('sentiment', axis=1, inplace=True)" ] }, { "cell_type": "code", "execution_count": 822, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.catplot(x='seat_type', y='normalized_count', data=neg_df, kind='bar')\n", "plt.title('The level of unsatisfaction per type of seat')\n", "plt.xlabel('The type of the seat')\n", "plt.ylabel('The normalized count')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The visual shows us that the class with the highest level of dissatisfaction is the \"economy class\"." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 4. The type of seat with the highest level of satisfaction\n" ] }, { "cell_type": "code", "execution_count": 823, "metadata": {}, "outputs": [], "source": [ "\n", "# Getting the dataframe\n", "pos_df = pd.DataFrame(df_BA[df_BA.sentiment == 'positive'].groupby(['seat_type'])['sentiment'].count()).reset_index()\n", "\n", "# normalizing using the number of examples for each class\n", "\n", "# normlized count for business class\n", "pos_df.loc[(pos_df[\"seat_type\"] == 'Business Class'), 'normalized_count'] = pos_df.loc[(pos_df[\"seat_type\"] == 'Business Class'), 'sentiment']/num_bus\n", "\n", "# normlized count for economy class\n", "pos_df.loc[(pos_df[\"seat_type\"] == 'Economy Class'), 'normalized_count'] = pos_df.loc[(pos_df[\"seat_type\"] == 'Economy Class'), 'sentiment']/num_econ\n", "\n", "# normlized count for first class\n", "pos_df.loc[(pos_df[\"seat_type\"] == 'First Class'), 'normalized_count'] = pos_df.loc[(pos_df[\"seat_type\"] == 'First Class'), 'sentiment']/num_first\n", "\n", "# normlized count for premium economy \n", "pos_df.loc[(pos_df[\"seat_type\"] == 'Premium Economy'), 'normalized_count'] = pos_df.loc[(pos_df[\"seat_type\"] == 'Premium Economy'), 'sentiment']/num_prem\n", "\n", "\n", "# Dropping the old column\n", "pos_df.drop('sentiment', axis=1, inplace=True)\n", "\n" ] }, { "cell_type": "code", "execution_count": 824, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.catplot(x='seat_type', y='normalized_count', data=pos_df, kind='bar')\n", "plt.title('The level of satisfaction per type of seat')\n", "plt.xlabel('The type of the seat')\n", "plt.ylabel('The normalized count')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two visuals show us that the most appreciated class is the \"first class\", it has the lowest level of dissatisfaction and the highest level of satisfaction.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### IV. Data analysis in terms of type of traveler \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1. Counting how much cases of each sentiment class we have for each type of traveler.\n" ] }, { "cell_type": "code", "execution_count": 825, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array(['Solo Leisure', 'Couple Leisure', 'Business', 'Family Leisure'],\n", " dtype=object)" ] }, "execution_count": 825, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_BA.traveler_type.unique()" ] }, { "cell_type": "code", "execution_count": 826, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The case of solo leisure\n", "sns.countplot(x='sentiment', data=df_BA[df_BA['traveler_type'] == 'Solo Leisure'], order=['negative', 'positive', 'neutral'])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 827, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEGCAYAAACKB4k+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAARwklEQVR4nO3debBkZX3G8e8j4IoKOCNBQMcoxuA2yi1E0QQlpWhFcUEERUBJjVbAihqTwlTK3QQLl3KJC0ZkiCsuxNEyKhnFrUQcDDIsohPFwARhxH3P4C9/nPe+tHpnpmeYvj137vdT1dXnvOf0Ob/b5/Z97tneTlUhSRLALaZdgCRpx2EoSJI6Q0GS1BkKkqTOUJAkdbtOu4CbY8mSJbVs2bJplyFJC8pFF130/apaOte0BR0Ky5YtY82aNdMuQ5IWlCTf3dQ0Dx9JkjpDQZLUGQqSpM5QkCR1hoIkqTMUJEmdoSBJ6gwFSVJnKEiSugV9R/PWOOjvzp52CYvCRacfP+0SJN0M7ilIkjpDQZLUGQqSpM5QkCR1hoIkqTMUJEmdoSBJ6gwFSVJnKEiSOkNBktQZCpKkzlCQJHWGgiSpMxQkSZ2hIEnqDAVJUmcoSJI6Q0GS1BkKkqTOUJAkdYaCJKkzFCRJnaEgSeoMBUlSZyhIkjpDQZLUTSwUkuyf5LNJLk9yWZK/ae17JTkvybfa856tPUnemGRdkkuSPGhStUmS5jbJPYWNwN9W1YHAIcDJSQ4ETgVWV9UBwOo2DvAY4ID2WAG8dYK1SZLmMLFQqKprq+prbfinwBXAvsCRwMo220rgCW34SODsGlwA7JFkn0nVJ0n6Q/NyTiHJMuCBwFeAvavq2jbpe8DebXhf4OqRl13T2iRJ82TioZBkd+DDwPOq6iej06qqgNrK5a1IsibJmg0bNmzHSiVJEw2FJLsxBMJ7quojrfm62cNC7fn61r4e2H/k5fu1tt9RVWdU1UxVzSxdunRyxUvSIjTJq48CvBO4oqpeNzJpFXBCGz4B+OhI+/HtKqRDgB+PHGaSJM2DXSe47EOBZwBrk1zc2v4BOA04J8lJwHeBo9u0TwCPBdYBvwCeOcHaJElzmFgoVNUXgWxi8uFzzF/AyZOqR5K0Zd7RLEnqDAVJUmcoSJI6Q0GS1BkKkqTOUJAkdYaCJKkzFCRJnaEgSeoMBUlSZyhIkjpDQZLUGQqSpM5QkCR1hoIkqTMUJEmdoSBJ6gwFSVJnKEiSOkNBktQZCpKkzlCQJHWGgiSpMxQkSZ2hIEnqDAVJUmcoSJI6Q0GS1BkKkqTOUJAkdYaCJKkzFCRJnaEgSeoMBUlSZyhIkrqJhUKSM5Ncn+TSkbaXJlmf5OL2eOzItBclWZfkyiSPnlRdkqRNm+SewlnAEXO0v76qlrfHJwCSHAgcA9ynveYtSXaZYG2SpDlMLBSq6vPAD8ac/Ujg/VX166r6DrAOOHhStUmS5jaNcwqnJLmkHV7as7XtC1w9Ms81rU2SNI/mOxTeCtwDWA5cC7x2axeQZEWSNUnWbNiwYTuXJ0mL27yGQlVdV1U3VtVvgXdw0yGi9cD+I7Pu19rmWsYZVTVTVTNLly6dbMGStMjMaygk2Wdk9InA7JVJq4Bjktwqyd2BA4AL57M2SRLsOqkFJ3kfcBiwJMk1wEuAw5IsBwq4Cng2QFVdluQc4HJgI3ByVd04qdokSXObWChU1bFzNL9zM/O/CnjVpOqRJG2ZdzRLkjpDQZLUGQqSpM5QkCR1hoIkqTMUJEmdoSBJ6sYKhSSrx2mTJC1sm715Lcmtgdsy3JW8J5A26Q7Yi6kk7XS2dEfzs4HnAXcBLuKmUPgJ8ObJlSX9rv95+f2mXcJO764vXjvtErQD2GwoVNUbgDckeW5VvWmeapIkTclYfR9V1ZuSPBRYNvqaqjp7QnVJkqZgrFBI8m8MX45zMTDbe2kBhoIk7UTG7SV1BjiwqmqSxUiSpmvc+xQuBf5okoVIkqZv3D2FJcDlSS4Efj3bWFWPn0hVkqSpGDcUXjrJIiRJO4Zxrz763KQLkSRN37hXH/2U4WojgFsCuwE/r6o7TKowSdL8G3dP4fazw0kCHAkcMqmiJEnTsdW9pNbg34FHb/9yJEnTNO7hoyeNjN6C4b6FX02kIknS1Ix79dHjRoY3AlcxHEKSJO1Exj2n8MxJFyJJmr5xv2RnvyTnJrm+PT6cZL9JFydJml/jnmh+F7CK4XsV7gJ8rLVJknYi44bC0qp6V1VtbI+zgKUTrEuSNAXjhsINSY5Lskt7HAfcMMnCJEnzb9xQeBZwNPA94FrgKODECdUkSZqScS9JfTlwQlX9ECDJXsBrGMJCkrSTGHdP4f6zgQBQVT8AHjiZkiRJ0zJuKNwiyZ6zI21PYdy9DEnSAjHuH/bXAl9O8sE2/hTgVZMpSZI0LePe0Xx2kjXAI1vTk6rq8smVJUmahrEPAbUQMAgkaSe21V1nS5J2XhMLhSRntn6SLh1p2yvJeUm+1Z73bO1J8sYk65JckuRBk6pLkrRpk9xTOAs44vfaTgVWV9UBwOo2DvAY4ID2WAG8dYJ1SZI2YWKhUFWfB37we81HAivb8ErgCSPtZ7dvdbsA2CPJPpOqTZI0t/k+p7B3VV3bhr8H7N2G9wWuHpnvmtb2B5KsSLImyZoNGzZMrlJJWoSmdqK5qgqobXjdGVU1U1UzS5faUaskbU/zHQrXzR4Was/Xt/b1wP4j8+3X2iRJ82i+Q2EVcEIbPgH46Ej78e0qpEOAH48cZpIkzZOJ9V+U5H3AYcCSJNcALwFOA85JchLwXYbuuAE+ATwWWAf8AvA7oSVpCiYWClV17CYmHT7HvAWcPKlaJEnj8Y5mSVJnKEiSOkNBktQZCpKkzlCQJHWGgiSpMxQkSZ2hIEnqDAVJUmcoSJI6Q0GS1BkKkqTOUJAkdYaCJKkzFCRJnaEgSeoMBUlSZyhIkjpDQZLUGQqSpM5QkCR1hoIkqTMUJEmdoSBJ6gwFSVJnKEiSOkNBktQZCpKkzlCQJHWGgiSpMxQkSZ2hIEnqDAVJUmcoSJI6Q0GS1O06jZUmuQr4KXAjsLGqZpLsBXwAWAZcBRxdVT+cRn2StFhNc0/hEVW1vKpm2vipwOqqOgBY3cYlSfNoRzp8dCSwsg2vBJ4wvVIkaXGaVigU8OkkFyVZ0dr2rqpr2/D3gL3nemGSFUnWJFmzYcOG+ahVkhaNqZxTAB5WVeuT3Bk4L8k3RidWVSWpuV5YVWcAZwDMzMzMOY8kadtMZU+hqta35+uBc4GDgeuS7APQnq+fRm2StJjNeygkuV2S288OA48CLgVWASe02U4APjrftUnSYjeNw0d7A+cmmV3/e6vqk0m+CpyT5CTgu8DRU6hNkha1eQ+Fqvo28IA52m8ADp/veiRJN9mRLkmVJE2ZoSBJ6gwFSVJnKEiSOkNBktQZCpKkzlCQJHWGgiSpMxQkSZ2hIEnqDAVJUmcoSJI6Q0GS1BkKkqTOUJAkdYaCJKkzFCRJnaEgSeoMBUlSZyhIkjpDQZLUGQqSpM5QkCR1hoIkqTMUJEmdoSBJ6gwFSVJnKEiSOkNBktQZCpKkzlCQJHWGgiSpMxQkSZ2hIEnqdp12AZJ2foe+6dBpl7DT+9Jzv7RdlrPD7SkkOSLJlUnWJTl12vVI0mKyQ4VCkl2AfwEeAxwIHJvkwOlWJUmLxw4VCsDBwLqq+nZV/QZ4P3DklGuSpEUjVTXtGrokRwFHVNVftfFnAA+uqlNG5lkBrGijfwJcOe+Fzp8lwPenXYS2mdtv4drZt93dqmrpXBMW3InmqjoDOGPadcyHJGuqambadWjbuP0WrsW87Xa0w0frgf1HxvdrbZKkebCjhcJXgQOS3D3JLYFjgFVTrkmSFo0d6vBRVW1McgrwKWAX4MyqumzKZU3TojhMthNz+y1ci3bb7VAnmiVJ07WjHT6SJE2RoSBJ6gyFBSLJHkn+emT8Lkk+NM2aNLckz0lyfBs+McldRqb9q3fpLwxJliV52ja+9mfbu5754jmFBSLJMuDjVXXfadei8SU5H3hhVa2Zdi3aOkkOY9h2fznHtF2rauNmXvuzqtp9guVNjHsK20n7r+KKJO9IclmSTye5TZJ7JPlkkouSfCHJvdv890hyQZK1SV45+59Fkt2TrE7ytTZttpuP04B7JLk4yeltfZe211yQ5D4jtZyfZCbJ7ZKcmeTCJP81sixtQntfv5HkPW17fijJbZMc3t7Dte09vVWb/7Qklye5JMlrWttLk7yw3aE/A7ynbbfbjGyb5yQ5fWS9JyZ5cxs+rm2zi5O8vfUJpjFtw2fxrLatZl8/+1/+acDD23Z4fttGq5J8Bli9mc/qwlZVPrbDA1gGbASWt/FzgOOA1cABre3BwGfa8MeBY9vwc4CfteFdgTu04SXAOiBt+Zf+3voubcPPB17WhvcBrmzD/wQc14b3AL4J3G7a79WO/GjvawGHtvEzgX8Ergbu1drOBp4H3Imhm5XZPe492vNLGf7DBDgfmBlZ/vkMQbGUoZ+v2fb/AB4G/CnwMWC31v4W4Phpvy8L6bENn8WzgKNGXj/7WTyMYe98tv1E4BpgrzY+52d1dBkL8eGewvb1naq6uA1fxPDL+VDgg0kuBt7O8Ecb4CHAB9vwe0eWEeCfklwC/CewL7D3FtZ7DjD7n87RwOy5hkcBp7Z1nw/cGrjr1v1Ii9LVVTXbOf27gcMZtu03W9tK4M+AHwO/At6Z5EnAL8ZdQVVtAL6d5JAkdwLuDXypresg4Kttux0O/PHN/5EWna35LG6N86rqB214Wz6rO7wd6ua1ncCvR4ZvZPgF+VFVLd+KZTyd4b/Ig6rq/5JcxfDHfJOqan2SG5LcH3gqw54HDL+0T66qnbnTwEn4/RNtP2LYK/jdmYabLQ9m+MN9FHAK8MitWM/7GUL8G8C5VVVJAqysqhdtS+HqtuazuJF2KD3JLYBbbma5Px8Z3urP6kLgnsJk/QT4TpKnAGTwgDbtAuDJbfiYkdfcEbi+/ZI9Arhba/8pcPvNrOsDwN8Dd6yqS1rbp4Dntj80JHngzf2BFom7JnlIG34asAZYluSere0ZwOeS7M7wfn+C4RDeA/5wUZvdbucydA1/LENAwHCI46gkdwZIsleSu23i9Rrf5j6LVzHsnQE8HtitDW/pM7epz+qCZihM3tOBk5J8HbiMm74f4nnAC9qu5z0ZDkUAvAeYSbIWOJ7hv0iq6gbgS0kuHT1BOeJDDOFyzkjbKxh+wS9Jclkb15ZdCZyc5ApgT+D1wDMZDj2sBX4LvI3hD8bH2zb8IvCCOZZ1FvC22RPNoxOq6ofAFQzdGF/Y2i5nOIfx6bbc89i2wxz6Q5v6LL4D+PPW/hBu2hu4BLgxydeTPH+O5c35WV3ovCR1SpLcFvhlO2RwDMNJ553j6oUFLF76q0XOcwrTcxDw5nZo50fAs6ZbjiS5pyBJGuE5BUlSZyhIkjpDQZLUGQrSNkqyPMljR8Yfn+TUCa/zsCQPneQ6tLgZCtK2Ww70UKiqVVV12oTXeRhDdw3SRHj1kRalJLdjuNFvP4bvA38FQ4dmrwN2B74PnFhV12bo/vorwCMYOhY8qY2vA24DrAf+uQ3PVNUpSc4Cfgk8ELgzwyXHxzPcHPWVqjqx1fEo4GXArYD/Bp5ZVT9rXSasBB7HcAPiUxj6WbqAoduGDcBzq+oLE3h7tIi5p6DF6gjgf6vqAe1GtU8Cb2LoLfMght5RXzUy/65VdTDDnegvqarfAC8GPlBVy6vqA3OsY0+GEHg+sIrhzuj7APdrh56WMNy9/BdV9SCG7jRG74r+fmt/K0Ovq1cx3En9+rZOA0HbnTevabFaC7w2yasZujH/IXBf4LzWVdQuwLUj83+kPc/2uDmOj7U71tcC11XVWoDW5cgyhr2UAxm6L4GhI7Yvb2KdT9qKn03aZoaCFqWq+maSBzGcE3gl8Bngsqp6yCZeMtvr5o2M/7mZfc1v+d1eO3/blnEjQ1fMx27HdUo3i4ePtChl+N7kX1TVu4HTGb50Zels76hJdsvIt9ltwpZ60dySC4BDZ3tfzfBNefea8DqlzTIUtFjdD7iwfeHKSxjODxwFvLr1lnkxW77K57PAga0H1KdubQHti3ZOBN7XekT9MsOX7WzOx4AntnU+fGvXKW2JVx9Jkjr3FCRJnaEgSeoMBUlSZyhIkjpDQZLUGQqSpM5QkCR1/w/oLf1XUscOcwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The case of couple leisure\n", "sns.countplot(x='sentiment', data=df_BA[df_BA['traveler_type'] == 'Couple Leisure'], order=['negative', 'positive', 'neutral'])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 828, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The case of business\n", "sns.countplot(x='sentiment', data=df_BA[df_BA['traveler_type'] == 'Business'], order=['negative', 'positive', 'neutral'])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 829, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The case of Family Leisure\n", "sns.countplot(x='sentiment', data=df_BA[df_BA['traveler_type'] == 'Family Leisure'], order=['negative', 'positive', 'neutral'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Negative and positive wordclouds for each type of seat" ] }, { "cell_type": "code", "execution_count": 830, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for Solo leisure\n", "# Negative sentiment.\n", "solo_df = df_BA[(df_BA['traveler_type'] == 'Solo Leisure') & (df_BA['sentiment'] == 'negative') ]['review']\n", "words = ' '.join(list(solo_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 831, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for Solo leisure\n", "# positive sentiment.\n", "solo_df = df_BA[(df_BA['traveler_type'] == 'Solo Leisure') & (df_BA['sentiment'] == 'positive') ]['review']\n", "words = ' '.join(list(solo_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 832, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for family leisure\n", "# negative sentiment.\n", "fam_df = df_BA[(df_BA['traveler_type'] == 'Family Leisure') & (df_BA['sentiment'] == 'negative') ]['review']\n", "words = ' '.join(list(fam_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 833, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for family leisure\n", "# positive sentiment.\n", "fam_df = df_BA[(df_BA['traveler_type'] == 'Family Leisure') & (df_BA['sentiment'] == 'positive') ]['review']\n", "words = ' '.join(list(fam_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 834, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for couple leisure\n", "# negative sentiment.\n", "fam_df = df_BA[(df_BA['traveler_type'] == 'Couple Leisure') & (df_BA['sentiment'] == 'negative') ]['review']\n", "words = ' '.join(list(fam_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 835, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for couple leisure\n", "# positive sentiment.\n", "fam_df = df_BA[(df_BA['traveler_type'] == 'Couple Leisure') & (df_BA['sentiment'] == 'positive') ]['review']\n", "words = ' '.join(list(fam_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 836, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for Business\n", "# negative sentiment.\n", "fam_df = df_BA[(df_BA['traveler_type'] == 'Business') & (df_BA['sentiment'] == 'negative') ]['review']\n", "words = ' '.join(list(fam_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 837, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Wordcloud for Business\n", "# positive sentiment.\n", "fam_df = df_BA[(df_BA['traveler_type'] == 'Business') & (df_BA['sentiment'] == 'positive') ]['review']\n", "words = ' '.join(list(fam_df.values))\n", "wordcloud = WordCloud(background_color='white').generate(words)\n", "plt.imshow(wordcloud)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3. The type of traveler with the highest level of unsatisfaction\n" ] }, { "cell_type": "code", "execution_count": 838, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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traveler_typesentimentnormalized_count_trav
0Business2100.786517
1Couple Leisure2350.630027
2Family Leisure800.536913
3Solo Leisure1750.562701
\n", "
" ], "text/plain": [ " traveler_type sentiment normalized_count_trav\n", "0 Business 210 0.786517\n", "1 Couple Leisure 235 0.630027\n", "2 Family Leisure 80 0.536913\n", "3 Solo Leisure 175 0.562701" ] }, "execution_count": 838, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "# Getting the dataframe\n", "neg_df_tr = pd.DataFrame(df_BA[df_BA.sentiment == 'negative'].groupby(['traveler_type'])['sentiment'].count()).reset_index()\n", "\n", "# normalizing using the number of examples for each type of traveler\n", "\n", "# Getting the number of examples for the solo leisure type\n", "num_solo_l = df_BA[df_BA['traveler_type']=='Solo Leisure'].shape[0]\n", "\n", "# Getting the number of examples for the couple leisure type\n", "num_couple_l = df_BA[df_BA['traveler_type']=='Couple Leisure'].shape[0]\n", "\n", "# Getting the number of examples for the business type\n", "num_bus = df_BA[df_BA['traveler_type']=='Business'].shape[0]\n", "\n", "# Getting the number of examples for the family leisure type\n", "num_fam_l = df_BA[df_BA['traveler_type']=='Family Leisure'].shape[0]\n", "\n", "# normlized count for solo leisure\n", "neg_df_tr.loc[(neg_df_tr[\"traveler_type\"] == 'Solo Leisure'), 'normalized_count_trav'] = neg_df_tr.loc[(neg_df_tr[\"traveler_type\"] == 'Solo Leisure'), 'sentiment']/num_solo_l\n", "\n", "# normlized count for couple leisure\n", "neg_df_tr.loc[(neg_df_tr[\"traveler_type\"] == 'Couple Leisure'), 'normalized_count_trav'] = neg_df_tr.loc[(neg_df_tr[\"traveler_type\"] == 'Couple Leisure'), 'sentiment']/num_couple_l\n", "\n", "# normlized count for Business\n", "neg_df_tr.loc[(neg_df_tr[\"traveler_type\"] == 'Business'), 'normalized_count_trav'] = neg_df_tr.loc[(neg_df_tr[\"traveler_type\"] == 'Business'), 'sentiment']/num_bus\n", "\n", "# normlized count for Family Leisure \n", "neg_df_tr.loc[(neg_df_tr[\"traveler_type\"] == 'Family Leisure'), 'normalized_count_trav'] = neg_df_tr.loc[(neg_df_tr[\"traveler_type\"] == 'Family Leisure'), 'sentiment']/num_fam_l\n", "\n", "neg_df_tr" ] }, { "cell_type": "code", "execution_count": 839, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.catplot(x='traveler_type', y='normalized_count_trav', data=neg_df_tr, kind='bar')\n", "plt.title('The level of unsatisfaction per type of traveler')\n", "plt.xlabel('The type of the traveler')\n", "plt.ylabel('The normalized count')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 4. The type of traveler with the highest level of satisfaction\n" ] }, { "cell_type": "code", "execution_count": 840, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
traveler_typesentimentnormalized_count_trav
0Business530.198502
1Couple Leisure1340.359249
2Family Leisure670.449664
3Solo Leisure1340.430868
\n", "
" ], "text/plain": [ " traveler_type sentiment normalized_count_trav\n", "0 Business 53 0.198502\n", "1 Couple Leisure 134 0.359249\n", "2 Family Leisure 67 0.449664\n", "3 Solo Leisure 134 0.430868" ] }, "execution_count": 840, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "# Getting the dataframe\n", "pos_df_tr = pd.DataFrame(df_BA[df_BA.sentiment == 'positive'].groupby(['traveler_type'])['sentiment'].count()).reset_index()\n", "\n", "# normlized count for solo leisure\n", "pos_df_tr.loc[(pos_df_tr[\"traveler_type\"] == 'Solo Leisure'), 'normalized_count_trav'] = pos_df_tr.loc[(pos_df_tr[\"traveler_type\"] == 'Solo Leisure'), 'sentiment']/num_solo_l\n", "\n", "# normlized count for couple leisure\n", "pos_df_tr.loc[(pos_df_tr[\"traveler_type\"] == 'Couple Leisure'), 'normalized_count_trav'] = pos_df_tr.loc[(pos_df_tr[\"traveler_type\"] == 'Couple Leisure'), 'sentiment']/num_couple_l\n", "\n", "# normlized count for Business\n", "pos_df_tr.loc[(pos_df_tr[\"traveler_type\"] == 'Business'), 'normalized_count_trav'] = pos_df_tr.loc[(pos_df_tr[\"traveler_type\"] == 'Business'), 'sentiment']/num_bus\n", "\n", "# normlized count for Family Leisure \n", "pos_df_tr.loc[(pos_df_tr[\"traveler_type\"] == 'Family Leisure'), 'normalized_count_trav'] = pos_df_tr.loc[(pos_df_tr[\"traveler_type\"] == 'Family Leisure'), 'sentiment']/num_fam_l\n", "\n", "pos_df_tr" ] }, { "cell_type": "code", "execution_count": 787, "metadata": {}, "outputs": [ { "data": { "image/png": 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PmdlCrU7ivgi4Fvgj8Go/6p4IrJnvQJkBfAzYo1pA0poR8bc8uwPwN8zMrK06iXvJiDisvxVHxCuSDgDGA8OAUyJisqSjgEkRcTFwgKRtgJeBJ+ijm8TMzOZUJ3FfIun9EXFZfyvP21zWtOyIyvRB/a3TzGxhV+c+7oNIyfsFSU9LekbS0x23MjOzrujY4o6IkUMRiJmZ1dMxcUvasq/lEXHN4IdjZmad1OnjPrQyvTjpG5E30+LLMmZm1l11ukqq35pE0qrAcd0KyMzM2hvIsK4PAW8d7EDMzKyeOn3cP2H24E+LABsAt3QxJjMza6NOH/ekyvQrwNkRcX2X4jEzsw7q9HH/StIIYK28aEp3QzIzs3bqdJWMA34F3A8IWFXS3r4d0MysN+p0lfwA2DYipgBIWgs4G9iom4GZmVnf6txVsmgjaQNExL3Aot0LyczM2ql1cVLSycAZeX5P5rxgaWZmQ6hO4v4s8Dng83n+WuBnXYvIzMzaqpO4hwM/iohjYdavty/W1ajMzKylOn3cVwJLVOaXIP0ajpmZ9UCdxL14RDzbmMnTS3YvJDMza6dO4n5O0oaNGUkbAS90LyQzM2unTh/3F4DzJf2D9AWc/wB262ZQZmbWWp2vvE+UtA6wdl40JSJe7m5YZmbWSp0WNzlR39XlWMzMrIaBjMdtZmY95MRtZlaYll0l1TtJ+hIR/jEFM7MeaNfH/YP8f3FgLHA76a6S9UljlWze3dDMzKwvLbtKIuI9EfEe4GFgw4gYGxEbAe8AZgxVgGZmNqc6fdxrR8SdjZmIuAv/WLCZWc/UuR3wjj6Gdb2jeyGZmVk7dRL3vqShXQ/K89cAJ3QtIjMza6vONydflPRz4LLqL+GYmVlvdOzjlrQjcBtweZ7fQNLFXY7LzMxaqHNx8mvAJsCTABFxG7B690IyM7N26iTulyPiqaZl0Y1gzMysszoXJydL2gMYJmlN0m9P/rm7YZmZWSt1WtwHAusCLwFnAU+Rxug2M7MeqNPi3gg4IiK+2liQxzHxWCVmZj1Qp8U9HrhK0oqVZSd3KR4zM+ugTuKeAhwDXC3pnXmZuheSmZm1U6erJCLiEklTgHMlnYLvKjEz65k6LW4BRMTfgC3z3/rdDMrMzFqr85X3d1SmnwU+KmlUV6MyM7OW2v0Czpci4nuSftyiyOe7FJOZmbXRrsV9T/5/81AEYmZm9bRM3BHx+/z/V0MXjpmZddKuq+T3tLl7JCJ27EpE82ijQ0/vdQg9c/Mxn+h1CGY2BNp1lXx/yKIwM7Pa2nWVXD2UgZiZWT0dbwfMIwJ+BxgDLN5YHhFv7mJcZmbWQp0v4JxK+o3JV4D3AKcz+4eDzcxsiNVJ3EtExJWAIuKBiDgS2KG7YZmZWSt1xip5SdIiwN8kHQDMAJbublhmZtZKnRb3QcCSpG9KbgR8HNi7m0GZmVlrdcYqmZgnnwX27W44ZmbWSZ27SsYCXwVWq5aPCI8QaGbWA3X6uM8EDgXuBF7rbjhmZtZJncQ9MyIu7nokZmZWS53E/TVJJwNXkn7pHYCI+G3XojIzs5bqJO59gXWARZndVRKAE7eZWQ/USdwbR8TaXY/EzMxqqXMf958ljel6JGZmVkudFvdmwG2S7iP1cYv0y+++HdDMrAfaJm5JAj4DPDCQyiVtB/wIGAacHBHfbVp/MPBfpAGsZgKfjIgB7cvMbGHRNnFHREg6PiLW62/FkoYBxwPvBR4CJkq6OCLurhS7FRgbEc9L+izwPWC3/u7LzGxhUqeP+xZJGw+g7k2AqRExLSL+DZwD7FQtEBF/iojn8+yNwCoD2I+Z2UKlTh/3psCekh4AnqN+H/fKwPTK/EO5rlY+BfxfXysk7QfsBzBq1KgaIZuZLbjqJO73dTsISXsBY4Gt+lofEScCJwKMHTu25Q8Ym5ktDOqMDviApLcD786Lro2I22vUPQNYtTK/Sl42B0nbkAax2ioiXmpeb2Zmc+rYxy3pINJAUyvmvzMkHVij7onAmpJWlzQC+Bgwx5gnkt4B/ALYMSL+2d/gzcwWRnW6Sj4FbBoRzwFIOhq4AfhJu40i4pX8iznjSbcDnhIRkyUdBUzKA1cdQ/o1nfPTnYc8GBE7DvjRmJktBOokbgGvVuZfzcs6iojLgMualh1Rmd6mTj1mZjZbncR9KvAXSRfm+Z2BX3YtIjMza6vOxcljJV0NbJEX7RsRt3Y3LDMza6VOixvgNuDhRnlJoyLiwW4FZWZmrdX5zckDga8BjzK7fzsADzJlZtYDdVrcBwFrR8Tj3Q7GzMw6qzNWyXTgqW4HYmZm9dRpcU8DJki6lDl/c/LYrkVlZmYt1UncD+a/EfnPzMx6qM7tgF8fikDMzKyeOn3cZmY2H3HiNjMrjBO3mVlh6gzrupakKyXdlefXl3R490MzM7O+1GlxnwT8D/AyQETcQRpb28zMeqBO4l4yIm5qWvZKN4IxM7PO6iTuxyStQRqfBEm7kgacMjOzHqjzBZzPkX6odx1JM4D7gL26GpWZmbVU5ws404BtJC0FLBIRz3Q/LDMza6XOsK6LAbsAo4Hh+bchiYijuhqZmZn1qU5XyUWk0QFvpjLIlJmZ9UadxL1KRGzX9UjMzKyWOneV/FnSel2PxMzMamnZ4s7flHwtl9lX0jRSV4mAiAj/dJmZWQ+06ypZGdhgiOIwM7Oa2iXu+yLigSGLxMzMammXuFeUdHCrlf7pMjOz3miXuIcBS5P6tM3MbD7RLnE/7C/ZmJnNf9rdDuiWtpnZfKhd4t56yKIwM7PaWibuiPjXUAZiZmb1+DcnzcwK48RtZlYYJ24zs8I4cZuZFcaJ28ysME7cZmaFceI2MyuME7eZWWGcuM3MCuPEbWZWGCduM7PCOHGbmRXGidvMrDBO3GZmhXHiNjMrjBO3mVlhnLjNzArjxG1mVhgnbjOzwjhxm5kVxonbzKwwTtxmZoVx4jYzK4wTt5lZYZy4zcwK48RtZlYYJ24zs8I4cZuZFcaJ28ysME7cZmaF6WrilrSdpCmSpkr6ch/rt5R0i6RXJO3azVjMzBYUXUvckoYBxwPbA2OA3SWNaSr2ILAPcFa34jAzW9AM72LdmwBTI2IagKRzgJ2AuxsFIuL+vO61LsZhZrZA6WZXycrA9Mr8Q3mZmZnNgyIuTkraT9IkSZNmzpzZ63DMzHqqm4l7BrBqZX6VvKzfIuLEiBgbEWNXWGGFQQnOzKxU3UzcE4E1Ja0uaQTwMeDiLu7PzGyh0LXEHRGvAAcA44F7gPMiYrKkoyTtCCBpY0kPAR8BfiFpcrfiMTNbUHTzrhIi4jLgsqZlR1SmJ5K6UMzMrKYiLk6amdlsTtxmZoVx4jYzK4wTt5lZYZy4zcwK48RtZlYYJ24zs8I4cZuZFcaJ28ysME7cZmaFceI2MyuME7eZWWGcuM3MCuPEbWZWGCduM7PCOHGbmRXGidvMrDBO3GZmhXHiNjMrjBO3mVlhnLjNzArjxG1mVhgnbjOzwjhxm5kVxonbzKwwTtxmZoVx4jYzK4wTt5lZYZy4zcwK48RtZlYYJ24zs8I4cZuZFcaJ28ysME7cZmaFceI2MyuME7eZWWGcuM3MCuPEbWZWGCduM7PCOHGbmRXGidvMrDBO3GZmhXHiNjMrjBO3mVlhnLjNzArjxG1mVhgnbjOzwjhxm5kVxonbzKwwTtxmZoVx4jYzK4wTt5lZYZy4zcwK48RtZlYYJ24zs8I4cZuZFcaJ28ysME7cZmaFceI2MyuME7eZWWGcuM3MCuPEbWZWmK4mbknbSZoiaaqkL/exfjFJ5+b1f5E0upvxmJktCLqWuCUNA44HtgfGALtLGtNU7FPAExHxFuCHwNHdisfMbEHRzRb3JsDUiJgWEf8GzgF2aiqzE/CrPH0BsLUkdTEmM7PiDe9i3SsD0yvzDwGbtioTEa9Iegp4A/BYtZCk/YD98uyzkqZ0JeLBsTxN8Q8VfX/vXux2sPTsuAHwtaLbCz09dvq8j92AdW6nXh4R2zUv7GbiHjQRcSJwYq/jqEPSpIgY2+s4SuPjNnA+dgNX6rHrZlfJDGDVyvwqeVmfZSQNB5YFHu9iTGZmxetm4p4IrClpdUkjgI8BFzeVuRhofL7fFbgqIqKLMZmZFa9rXSW5z/oAYDwwDDglIiZLOgqYFBEXA78Efi1pKvAvUnIvXRFdOvMhH7eB87EbuCKPndzANTMri785aWZWGCduM7PCLLSJW9Krkm6TdLukWyS9c4D17C/pE4Md31CQ9B+SzpH0d0k3S7pM0lqDvI8jJR3Sj/L7SPppP8pfJmm5AQU3jyrnUONv9DzWt2NjaIgBHLfTJO1as+xKki4YaJzdIumrkiZLuiMfz+bvfTSXnyCp9q18/SkvaaykH9ete6gVcR93l7wQERsASHof8B1gq/5WEhE/H+S4hkT+huqFwK8i4mN52duBNwL39jK2/oiI989rHZKGR8QrA9h01jk0GPIF++Y7rwZdRPyDdBfXPJmH49ZXXZsDHwA2jIiXJC0PjBiMugciIiYBk+a1HknDIuLVQQhpDgtti7vJMsATAJLGSbqksULSTyXtk6e/K+nu3CL4fl42q2WU39GPlnSTpHslvTsvHybpGEkT87afycvfJOma3Lq4S9K7c9nT8vydkv67S4/5PcDL1TeeiLg9Iq5Vckwlht1qHJv7JX0vl79J0luadyhpDUmX59b9tZLWqRuspL1yvbdJ+kUeC6ex3+UlLSXp0vwJ6q5KzPfnJNBoRU3I00dK+rWk60l3Nq0g6Tf5OZooaYv+HlBJS0u6Mn+Cu1PSTnn5aEl/zc/rvZLOlLSNpOsl/U3SJrncXJ828jG7pTK/ZnW+QzytzrvRku7K0+tWjusduf5Z63OZQyQdmacnSDpO0iTgIEkbSbo6P6fjJb2pv8ctexPwWES8BBARj+U3GCRtLenWfExPkbRYH49197z+Lkm1xzzK580p+RjcWnnOZp3rkrbS7E9Vt0oaWeO1cHR+nj4iaVtJN+Tz4nxJSw/wGM2yMLe4l5B0G7A46aT5z3aFJb0B+BCwTkSEWn88Hx4Rm0h6P/A1YBvSYFpPRcTG+aS7XtIVwIeB8RHxrZyIlgQ2AFaOiLfl/bbaz7x6G3Bzi3UfznG8nfSV4ImSrqlR51MRsZ5S19FxpBZU1YnA/hHxN6WPwT+jw3EHkPRWYDdgi4h4WdLPgD2B0yvFtgP+ERE75G2WrRHvGOBdEfGCpLOAH0bEdZJGkW5jfWuH7RvnEMB9wEeAD0XE0/nN4kZJjRb0W/L6T5K+47AH8C5gR+ArwM597SAi/i7pKUkbRMRtwL7AqTUeG7Q+76q3ku0P/CgizlT6vsUw0qeudkZExFhJiwJXAztFxMz8Zvmt/Bj76wrgCEn3An8Ezo2IqyUtDpwGbB0R90o6Hfgs6fwCUtcPaYC6jUgNsCsk7RwRv6ux36+Svj/yyfxau0nSH5vKHAJ8LiKuz0n3xRr1Ph4RG+bz4LfANhHxnKTDgIOBo2rU0dLCnLirXSWbA6dLelub8k+RnrBf5nfaS1qU+23+fzMwOk9vC6yv2X2QywJrkl7Ap+QXwO8i4jZJ04A3S/oJcCnphB5q7wLOzh/xHpV0NbAx8HSH7c6u/P9hdUU+4d8JnK/Z4zPM1XJqYWvSi3Ji3nYJ4J9NZe4EfpBbW5dExLU16r04Il7I09sAYyqxLSNp6Yh4ts32c3SV5Ofx25K2BF4jjcXTSIL3RcSdudxk4MrcALiT2edJKycD+0o6mPQGtkmNxwatz7tqV9gNwFclrQL8Nr+pdqr33Px/bVID4A95m2HAwzVjm0NEPCtpI+DdpE+D5yr1999KOnaNmH8FfI5K4iadmxMiYiaApDOBLYHf1dj1tsCOmn09YXFgVFOZ64Fjc72/jYiH+nGMNiM1EK7P24wgHfN5sjAn7lki4ob8zrgC8ApzdiEtnsu8ovSRdmtS/+AB9N1afCn/f5XZx1fAgRExvrlwfpHvAJwm6diIOF2pr/l9pNbQRxlYC6aTyfS/n7PPY1MRLabJ2z05wD5hkfri/6dVgdwa2xB4P/BNSVdGxFFNMTfH+1xTfJtFRJ3WVCt7ks6hjfIng/sr+3ypUu61yvxrdH4d/ob06e0q4OaIqDssRJ/nnSoXUSPiLEl/IZ2Dlyl1p9xL++e5cdwETI6IzWvG01ZuKEwAJuQ3tL1JibubBOwSEXMMXCdp1qeOiPiupEtJ59b1StfEOr0WqsfoDxGx+2AG7T5uQKmvdRhpnJQHSC2vxfJHp61zmaWBZSPiMuC/Sd0IdY0HPptbZEhaK/etrQY8GhEnkVpVjY9Wi0TEb4DDgQ0H5UHO7SpgMaWRF8lxra/UL38tsJtSH+kKpNbLTbQ4NhW7Vf7P0aqIiKeB+yR9JO9L+Q2qjiuBXSWtmLd9fT52s+SPy89HxBnAMcw+bveTWusAu7TZxxXAgZX6NqgZW9WywD9z0n4PsFqnDerIbybjgROo300CLc67agFJbwamRcSPgYuA9YFHgRUlvSF3sTR3eTVMAVbIn1iRtKikdfsRXzWOtSWtWVm0Ael8mwKM1uxrJh8ndc9U3QRspXStYxiwex9lWhkPHKjcHJb0jj5iWyMi7oyIo0mfkteh82uh4UZgi0b8+XU/z3duLcwt7mr/pIC98zv+dEnnAXeR+i0b7/gjgYtyn5tI/VR1nUz6OHxLPkFmkvo0xwGHSnoZeBb4BOnj9amSGm+qLVuZ8yJ/TP8QcFzud3uRlOS+AFwHbA7cTmo5fykiHgFocWwaXifpDlJrsq8Wxp7ACZIOBxYljdF+ex/l9pG0c2V+M9Kb2BX5uLxM+rj8QKXMesAxkl7L6z+bl3+d1L31DVJrrpXPA8fn+IcD15A+8fTHmcDvc2txEvDXfm7fqe4P0b7r7BeSjsvT04Et6Pu8q/oo8PF8Dj4CfDu/8RxFSogzaPE4IuLfuRvmx0rXFIaTujAm9/fBAUsDP8lJ8BVgKrBfRLwoaV9SF9twUuKc406uiHg4d6v8ifTavDQiLmqxn0vzY4XUuGhcj7kjn1v3Mfcb1RfyG/Fr+bH9X77zpd1roRHbTKWLlmdr9kXVw5nHO7f8lXcbFLlbYGxE9G5s4wVY7oNdNiL+t9exWO8tzC1usyJIuhBYgxp34NjCwS1uM7PC+OKkmVlhnLjNzArjxG1mVhgnbhuwfJ9vYwyHRyTNyNNPSrp7HuodpwGO1jgYlMb3mCzpmHZxqR8j8rXYz1fmJc5+7Kdfo+jZ/M+J2wYsIh6PiA3ytyF/ThrrYwPSlydem4eqx5G+Ht8r+wHrR8ShTcvHMbhx9Zm485eTevbazF9isfmYE7d1yzBJJ+WW6xWSloDOIwQqfR17f+C/c+v93ZLuq3z7b5nGfG5J/kizR1dsjLLX54hvTfuR+h4B8WLSl0FubixrFVdetaWkP0uaVm19SzpUs0fl+3of+/8u+UtgSqMFjpY0RWkQpbuAVSWdIGlSPoZfz9ttJ+n8Sj3VUew6jkLXqoyaRrRr+8xa70WE//w3z3/AkcAheXo06dtvG+T584C98vSVwJp5elPSyGwt68rzpwI75+n9gB/k6QnASXl6S+CuPP3tyv6WI31LbammfewC/IHZo+E9CLwpr3u202PM86cB55MaQGOAqXn5tqSREJXXXQJs2Ud9z1amR5M+pWxWWfb6/H9Yfqzrk7578WDj8ZC+Br8XaRTHayrLDwOOqBynsR3K3E/6hmzPzyX/df7zF3CsW+6LNAwp5JESNfARAk8GvkQa7W1f4NOVdWcDRMQ1uTW+HK1HfLunsl2rERD7+0MGv4uI14C7NXtgom3zX+Nr0EuTRuXrNDTuAxFxY2X+o0pjyQwnDT08JiLukHQ58EGlX7HZgXRstqLzKHSdRqo7FyuCE7d1S3U0vFdJQ7EOaITASOMgj5Y0DhgWEXdVVzcXp8WIb11SfZyq/P9ORPyin3XNGq1Q0uqkcaA3jognJJ3G7BHoziGNTvkvYFJEPKOUiTuNQtepzHMtltt8xn3cNmSi/giBz5AG9ao6HTiLuUfHa/RNv4v0owFPUWPEN1qPgNhOX3H1ZTzwyUr/8crKIxs2ebnRd9+HZUiJ9Knckt++su5q0uiHnyYlcag3Cl1XRqqzoefEbUNtT+BTkm4njbQ214VD4PfAh5ouAp4JvI7ZP9bQ8KKkW0l3tXwqL/sGafTBO5R+tOAbfezjQuAO0uiEV1EZAbGNvuKaS0RcQXqTuUFppMAL6Dvhn5hjPLOPOm4ndbX8Ndd1fWXdq6R+8+3zfyL9iMA+pFHo7iB1gazTVGfHMlYGj1ViRch3bOwUER+vLJtAulg4zz/qalYS93HbfE/pZ9y2J/0CidlCzy1uM7PCuI/bzKwwTtxmZoVx4jYzK4wTt5lZYZy4zcwK8/8BhqpC2+jaNj0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.catplot(x='traveler_type', y='normalized_count_trav', data=pos_df_tr, kind='bar')\n", "plt.title('The level of satisfaction per type of traveler')\n", "plt.xlabel('The type of the traveler')\n", "plt.ylabel('The normalized count')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the two previous visuals, we can see that the most satisfied type of traveler is the \"Family Leisure\" traveler.\n", "They have the lowest level of dissatisfaction and the highest level of satisfaction.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### V. A Cross-tabulation of the variables type of seat and type of traveler to aggregate the ratings." ] }, { "cell_type": "code", "execution_count": 684, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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seat_typeBusiness ClassEconomy ClassFirst ClassPremium Economy
traveler_type
Business2.02.53.02.5
Couple Leisure5.02.07.53.0
Family Leisure6.03.03.03.5
Solo Leisure6.03.07.07.0
\n", "
" ], "text/plain": [ "seat_type Business Class Economy Class First Class Premium Economy\n", "traveler_type \n", "Business 2.0 2.5 3.0 2.5\n", "Couple Leisure 5.0 2.0 7.5 3.0\n", "Family Leisure 6.0 3.0 3.0 3.5\n", "Solo Leisure 6.0 3.0 7.0 7.0" ] }, "execution_count": 684, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cross_tb = pd.crosstab(index=df_BA['traveler_type'], columns=df_BA['seat_type'], values=df_BA['ratings'],\n", " aggfunc='median')\n", "cross_tb" ] }, { "cell_type": "code", "execution_count": 687, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cross_tb.plot(kind='bar')\n", "plt.title('Average rating of the different classes by the different types of travelers')\n", "plt.xlabel('Type of traveler')\n", "plt.ylabel('Average rating')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the cross table and the visual we can see that :\n", "\n", "- Travelers of type \"business\" are very unsatisfied with all types of seats.\n", "- The first class is poorly rated by travelers of type \"family leisure\" and highly rated by travelers of types \"solo leisure\" and \"couple leisure\".\n", "- The \"family leisure\" type of travelers appreciate the \"business class\".\n", "- The \"solo leisure\" travelers give on average a decent rating for all types of seats, except the \"economy class\".\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }