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Naveen701372/Whatsapp.ipynb

Created August 19, 2019 16:55
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Whatsapp chat analysis
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Whatsapp.ipynb
!pip install jovian -q
{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"!pip install jovian -q"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"!pip install wordcloud -q"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"!pip install emoji -q"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"!pip install dateparser -q"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"import re\n",
"import jovian\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from wordcloud import WordCloud, STOPWORDS\n",
"import emoji\n",
"from collections import Counter\n",
"import dateparser"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data Preprocessing\n",
"\n",
"* Regex cheatsheet\n",
" * https://www.rexegg.com/regex-quickstart.html\n",
"* Datetime format\n",
" * http://strftime.org/"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def rawToDf(file):\n",
" with open('Brooke.txt', 'r') as raw_data:\n",
" raw_string = ' '.join(raw_data.read().split('\\n')) # converting the list split by newline char. as one whole string as there can be multi-line messages\n",
" user_msg = re.split('\\[\\d{1,2}/\\d{1,2}/\\d{2,4},\\s\\d{1,2}:\\d{2}:\\d{2}\\s[APap][mM]\\]\\s', raw_string) [1:] # splits at all the date-time pattern, resulting in list of all the messages with user names\n",
" date_time = re.findall('\\[\\d{1,2}/\\d{1,2}/\\d{2,4},\\s\\d{1,2}:\\d{2}:\\d{2}\\s[APap][mM]\\]\\s', raw_string) # finds all the date-time patterns\n",
" \n",
" df = pd.DataFrame({'date_time': date_time, 'user_msg': user_msg}) # exporting it to a df\n",
" \n",
" # converting date-time pattern which is of type String to type datetime, format is to be specified for the whole string where the placeholders are extracted by the method \n",
" df['date_time'] = df['date_time'].apply(lambda x: dateparser.parse(x))\n",
" \n",
" # split user and msg \n",
" usernames = []\n",
" msgs = []\n",
" for i in df['user_msg']:\n",
" a = re.split('([\\w\\W]+?):\\s', i) # lazy pattern match to first {user_name}: pattern and spliting it aka each msg from a user\n",
" if(a[1:]): # user typed messages\n",
" usernames.append(a[1])\n",
" msgs.append(a[2])\n",
" else: # other notifications in the group(eg: someone was added, some left ...)\n",
" usernames.append(\"grp_notif\")\n",
" msgs.append(a[0])\n",
"\n",
" # creating new columns \n",
" df['user'] = usernames\n",
" df['msg'] = msgs\n",
"\n",
" # dropping the old user_msg col.\n",
" df.drop('user_msg', axis=1, inplace=True)\n",
" \n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'user_msg' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-14-5f2f778c9cd8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0muser_msg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'user_msg' is not defined"
]
}
],
"source": [
"user_msg"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"me = \"Navi\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"df = rawToDf('Brooke.txt')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date_time</th>\n",
" <th>user</th>\n",
" <th>msg</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2019-08-01 18:11:01</td>\n",
" <td>Brooke</td>\n",
" <td>‎Messages to this chat and calls are now secur...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2019-08-01 18:11:01</td>\n",
" <td>Brooke</td>\n",
" <td>Tanya asked about you ☺</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2019-08-01 19:58:41</td>\n",
" <td>Navi</td>\n",
" <td>Aww. How is she ? What did she say ?</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2019-08-01 20:11:27</td>\n",
" <td>Brooke</td>\n",
" <td>She’s good, also started classes this week so ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2019-08-01 20:19:46</td>\n",
" <td>Navi</td>\n",
" <td>So nice of her. Please say my thanks and Hell...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date_time user \\\n",
"0 2019-08-01 18:11:01 Brooke \n",
"1 2019-08-01 18:11:01 Brooke \n",
"2 2019-08-01 19:58:41 Navi \n",
"3 2019-08-01 20:11:27 Brooke \n",
"4 2019-08-01 20:19:46 Navi \n",
"\n",
" msg \n",
"0 ‎Messages to this chat and calls are now secur... \n",
"1 Tanya asked about you ☺ \n",
"2 Aww. How is she ? What did she say ? \n",
"3 She’s good, also started classes this week so ... \n",
"4 So nice of her. Please say my thanks and Hell... "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[8/1/2019, 6:11:01 PM] Brooke: ‎Messages to this chat and calls are now secured with end-to-end encryption.\n",
"\n",
"[8/1/2019, 6:11:01 PM] Brooke: Tanya asked about you ☺\n",
"\n",
"[8/1/2019, 7:58:41 PM] Navi: Aww. How is she ?\n",
"\n",
"What did she say ?\n",
"\n",
"[8/1/2019, 8:11:27 PM] Brooke: She’s good, also started classes this week so she’s adjusting to new schedule. \n",
"\n",
"She asked how you were and if we’d seen each other recently 😊\n",
"\n",
"[8/1/2019, 8:19:46 PM] Navi: So nice of her. \n",
"\n",
"Please say my thanks and Hello to her.\n",
"\n",
"Hope she fits well soon in the schedule.\n",
"\n",
"[8/1/2019, 8:20:04 PM] Navi: How’s your school going ?\n",
"\n",
"[8/1/2019, 8:25:25 PM] Navi: With* the schedule\n",
"\n",
"[8/1/2019, 8:58:15 PM] Brooke: Will tell her ☺\n",
"\n",
"[8/1/2019, 8:58:40 PM] Brooke: Good vibes so far 😊\n",
"\n",
"[8/1/2019, 8:59:09 PM] Navi: Happy for you ☺️🤗\n",
"\n",
"[8/1/2019, 8:59:18 PM] Brooke: How was your day?\n",
"\n",
"[8/1/2019, 9:03:38 PM] Navi: It felt like yesterday continued to be today, hardly slept.\n",
"\n",
"Good day though, had to go to Apple office. Now I have a professional security guard for 8 hours in a day. Which is funny as makes me feel like national ambassador of a country.\n",
"\n",
"But he is a good soul, told me about his earlier professional and hehe asked to not to share with anyone. He hates mainland people just like every other hongkongnes, he is from here.\n",
"\n",
"Good profession day.\n",
"\n",
"[8/1/2019, 9:04:21 PM] Navi: Earlier professions*\n",
"\n",
"[8/1/2019, 9:06:27 PM] Brooke: I hope you’ll be able to get a wonderful night’s sleep in tonight 😌 \n",
"\n",
"\n",
"\n",
"That’s so cool you have a new buddy! What’s his name? \n",
"\n",
"\n",
"\n",
"Funny how locals don’t like mainland people 😂 \n",
"\n",
"\n",
"\n",
"Glad you had a good day at work!\n",
"\n",
"[8/1/2019, 9:07:35 PM] Navi: His name is Calvin, I saved his contact as Kelvin and then he corrected me 😜\n",
"\n",
"[8/1/2019, 9:07:51 PM] Brooke: 😊😊\n",
"\n",
"[8/1/2019, 9:08:04 PM] Brooke: Kelvin like the temperature unit\n",
"\n",
"[8/1/2019, 9:08:34 PM] Navi: That’s how pronounced it 🙈\n",
"\n",
"[8/1/2019, 9:10:37 PM] Navi: Partially I was zoned out, it was a surprise to me that I would have him around as I hold some company valuables while work.\n",
"\n",
"[8/1/2019, 9:11:52 PM] Brooke: Pretty cool 😎\n",
"\n",
"[8/1/2019, 10:19:58 PM] Navi: Heyie, I am sorry.\n",
"\n",
"I have been a little rude lately.\n",
"\n",
"[8/1/2019, 10:21:09 PM] Brooke: What’s going on?\n",
"\n",
"[8/1/2019, 11:08:46 PM] Brooke: I’m here if you wanna talk about it\n",
"\n",
"[10/1/2019, 12:52:47 PM] Brooke: By your place about to grab lunch. Wanna join?\n",
"\n",
"[10/1/2019, 12:53:33 PM] Navi: On the way to home\n",
"\n",
"[10/1/2019, 12:53:39 PM] Navi: Crossing the tunnel\n",
"\n",
"[10/1/2019, 12:55:34 PM] Brooke: Honbo\n",
"\n",
"[10/1/2019, 12:58:46 PM] Brooke: (Hong Kong, Wan Chai, 6 Sun Street): http://www.honbo.hk\n",
"\n",
"[10/1/2019, 12:59:21 PM] Navi: Thanks\n",
"\n",
"[10/1/2019, 12:59:53 PM] Navi: I am not hungry though.\n",
"\n",
"[10/1/2019, 1:00:07 PM] Navi: Had lunch already :p\n",
"\n",
"[10/1/2019, 1:01:00 PM] Navi: I am coming anyway\n",
"\n",
"[10/1/2019, 1:01:17 PM] Brooke: Okay 😊\n",
"\n",
"[10/1/2019, 1:01:23 PM] Brooke: It’s up a staircase\n",
"\n",
"[10/1/2019, 1:04:51 PM] Brooke: Soooo I didn’t see anything on the menu\n",
"\n",
"[10/1/2019, 1:05:01 PM] Brooke: I’m going to go somewhere else if you wanna join\n",
"\n",
"[10/1/2019, 1:14:24 PM] Navi: Let me know where you are\n",
"\n",
"[10/1/2019, 1:16:40 PM] Brooke: At Nom Nom Dumpling right by your place\n",
"\n",
"[10/1/2019, 1:28:29 PM] Navi: Okie\n",
"\n",
"[10/1/2019, 1:28:46 PM] Navi: Sent that earlier, had no data\n",
"\n",
"[10/1/2019, 1:29:23 PM] Brooke: ‎Location: https://maps.google.com/?q=22.276901,114.173988\n",
"\n",
"[10/1/2019, 1:29:28 PM] Brooke: 👍🏼\n",
"\n",
"[10/1/2019, 1:32:18 PM] Brooke: I have to leave as soon as I’m done\n",
"\n",
"[10/1/2019, 1:32:49 PM] Navi: Stuck in traffic\n",
"\n",
"[10/1/2019, 1:32:56 PM] Brooke: No worries\n",
"\n",
"[10/1/2019, 1:33:07 PM] Brooke: We can see each other this weekend\n",
"\n",
"[10/1/2019, 1:36:36 PM] Navi: Okie\n",
"\n",
"[10/1/2019, 1:38:02 PM] Navi: At my street now\n",
"\n",
"[10/1/2019, 1:38:42 PM] Brooke: Want a hug?\n",
"\n",
"[10/1/2019, 1:40:37 PM] Navi: Yes 🤗\n",
"\n",
"[10/1/2019, 1:41:07 PM] Brooke: Meet you at the entrance to market?\n",
"\n",
"[10/1/2019, 1:42:20 PM] Navi: Okie, in ?\n",
"\n",
"[10/1/2019, 1:43:45 PM] Brooke: Very soon\n",
"\n",
"[10/1/2019, 1:43:47 PM] Brooke: Like 3min\n",
"\n",
"[10/1/2019, 1:44:34 PM] Navi: I am here\n",
"\n",
"[10/1/2019, 1:44:37 PM] Navi: 4:14\n",
"\n",
"[10/1/2019, 2:25:05 PM] Brooke: Ended up getting off the bus and catching 962B home because he was through customs 😜 waste of 40 🤪\n",
"\n",
"[10/1/2019, 2:26:52 PM] Navi: Oh damn 😐\n",
"\n",
"[10/1/2019, 2:27:05 PM] Brooke: Oh well\n",
"\n",
"[10/1/2019, 2:27:45 PM] Brooke: I feel like something is off, hopefully things go back to normal soon\n",
"\n",
"[10/1/2019, 2:29:38 PM] Navi: Thanks for meeting me\n",
"\n",
"[10/1/2019, 2:29:51 PM] Navi: Hope you have had good birthday week\n",
"\n",
"[10/1/2019, 2:29:58 PM] Navi: A* good\n",
"\n",
"[10/1/2019, 2:30:45 PM] Brooke: I now understand what older people mean when they say “oh it’s just another day” lol\n",
"\n",
"[10/1/2019, 2:44:48 PM] Navi: Oh it is.\n",
"\n",
"But also it’s a very different day. \n",
"\n",
"From the moment before you go to sleep on earlier night to the moment you go to sleep after your birthday, it feels so different.\n",
"\n",
"[10/1/2019, 2:45:41 PM] Navi: No matter what you have to tell others when they ask you hey how was you birthday.\n",
"\n",
"[10/1/2019, 2:46:06 PM] Navi: Lol, you can take that advice “ hey it’s just Another day”\n",
"\n",
"[10/1/2019, 2:56:13 PM] Brooke: ‎Missed voice call\n",
"\n",
"[10/1/2019, 7:16:34 PM] Navi: Hey sorry, couldn’t take the call earlier. Was on a client call.\n",
"\n",
"Just returned home.\n",
"\n",
"[10/1/2019, 7:16:43 PM] Navi: Hope you made it home\n",
"\n",
"[10/1/2019, 7:17:00 PM] Brooke: Am home. Wbu?\n",
"\n",
"[10/1/2019, 7:33:09 PM] Navi: I am home 🏠\n",
"\n",
"[10/1/2019, 7:47:37 PM] Brooke: Great 😌\n",
"\n",
"‎[11/1/2019, 11:47:17 AM] Navi: ‎image omitted\n",
"\n",
"[11/1/2019, 1:34:50 PM] Brooke: ?\n",
"\n",
"[11/1/2019, 1:35:29 PM] Navi: The Brooklyn hoodie\n",
"\n",
"[11/1/2019, 1:35:39 PM] Navi: Nvm :p\n",
"\n",
"[11/1/2019, 2:04:30 PM] Brooke: Ohh! I see the oklyn lol\n",
"\n",
"[11/1/2019, 2:10:35 PM] Navi: Hehe Not so used to with the camera these days\n",
"\n",
"[11/1/2019, 2:15:45 PM] Brooke: I wish this friend wasn’t here\n",
"\n",
"[11/1/2019, 2:15:55 PM] Brooke: But can’t change the circumstances now\n",
"\n",
"[11/1/2019, 2:16:11 PM] Brooke: He’s here and now I have to deal with the consequences\n",
"\n",
"[11/1/2019, 2:16:59 PM] Navi: How long is he here for ?\n",
"\n",
"[11/1/2019, 2:17:09 PM] Brooke: Until tomorrow night\n",
"\n",
"[11/1/2019, 2:17:59 PM] Navi: It’s okay, it will be over soon.\n",
"\n",
"Have good memories with him.\n",
"\n",
"[11/1/2019, 2:18:37 PM] Brooke: I should clarify, I wish he wasn’t here because I feel like I don’t have proper time and attention to give him\n",
"\n",
"[11/1/2019, 2:19:05 PM] Brooke: I feel like he’s expecting something from me\n",
"\n",
"[11/1/2019, 2:23:10 PM] Navi: You can be a good host, with whatever time you have, as you were thinking to before he arrived.\n",
"\n",
"[11/1/2019, 2:23:35 PM] Navi: Tell him where you can participate comfortably\n",
"\n",
"[11/1/2019, 5:11:57 PM] Navi: How are you feeling now ?\n",
"\n",
"[11/1/2019, 5:58:48 PM] Brooke: Better. Think I was overwhelmed with my class.\n",
"\n",
"[11/1/2019, 5:58:54 PM] Brooke: How are you?\n",
"\n",
"[11/1/2019, 5:59:25 PM] Navi: That’s great.\n",
"\n",
"[11/1/2019, 5:59:57 PM] Navi: Did a little winter shopping.\n",
"\n",
"Working in cute pajamas :p\n",
"\n",
"[11/1/2019, 6:00:11 PM] Navi: I am feeling better\n",
"\n",
"[11/1/2019, 6:07:34 PM] Brooke: Hehe cool. I’m glad you’re feeling better!\n",
"\n",
"‎[11/1/2019, 9:42:29 PM] Navi: ‎image omitted\n",
"\n",
"[11/1/2019, 9:42:39 PM] Navi: Sums to 9\n",
"\n",
"[11/1/2019, 9:42:46 PM] Brooke: DOPE\n",
"\n",
"[11/1/2019, 9:43:30 PM] Brooke: Wait it adds up to 6\n",
"\n",
"[11/1/2019, 9:44:04 PM] Navi: 3 twelves in the picture\n",
"\n",
"[11/1/2019, 9:44:21 PM] Navi: 🙈\n",
"\n",
"[12/1/2019, 12:23:15 AM] Brooke: Wish I could’ve given you longer hug\n",
"\n",
"[12/1/2019, 12:23:49 AM] Navi: Me too 🙈🙈\n",
"\n",
"[12/1/2019, 12:24:00 AM] Navi: Thanks for coming 🤗☺️\n",
"\n",
"[12/1/2019, 12:24:09 AM] Brooke: Energetically extending hug*\n",
"\n",
"[12/1/2019, 12:27:42 AM] Brooke: https://youtu.be/JKxnUxLDNsY\n",
"\n",
"[12/1/2019, 10:22:41 AM] Brooke: Good morning\n",
"\n",
"[12/1/2019, 10:25:31 AM] Navi: Good morning\n",
"\n",
"[12/1/2019, 10:25:45 AM] Navi: It’s my dad’s birthday\n",
"\n",
"[12/1/2019, 10:25:50 AM] Navi: Just talked to him\n",
"\n",
"[12/1/2019, 10:25:57 AM] Navi: So happy ☺️\n",
"\n",
"[12/1/2019, 10:27:03 AM] Brooke: No way! That’s dope\n",
"\n",
"[12/1/2019, 10:27:32 AM] Navi: 😊\n",
"\n",
"[12/1/2019, 12:11:03 PM] Brooke: Can you bring my papers tomorrow? 🙈\n",
"\n",
"[12/1/2019, 12:11:45 PM] Navi: Okie 🙈\n",
"\n",
"[12/1/2019, 6:19:23 PM] Navi: Heyie\n",
"\n",
"[12/1/2019, 6:19:34 PM] Navi: How was your day ?\n",
"\n",
"[12/1/2019, 6:19:39 PM] Brooke: Hi Naveen ♥️\n",
"\n",
"[12/1/2019, 6:20:34 PM] Navi: Did your friend leave ?\n",
"\n",
"[12/1/2019, 6:21:29 PM] Brooke: Yes, just now\n",
"\n",
"[12/1/2019, 6:25:31 PM] Navi: How are you feeling ?\n",
"\n",
"[12/1/2019, 6:36:48 PM] Brooke: Calm and under control\n",
"\n",
"[12/1/2019, 6:39:10 PM] Brooke: Wbu?\n",
"\n",
"[12/1/2019, 7:13:10 PM] Navi: Glad to hear\n",
"\n",
"[12/1/2019, 7:13:56 PM] Navi: Just met Kunal and his friend\n",
"\n",
"[12/1/2019, 7:14:04 PM] Brooke: Nice 😊\n",
"\n",
"[12/1/2019, 7:14:31 PM] Navi: What are you up to ?\n",
"\n",
"[12/1/2019, 7:14:39 PM] Brooke: Heading to school to do work\n",
"\n",
"[12/1/2019, 7:17:07 PM] Brooke: Can I order in advanced too btw?\n",
"\n",
"[12/1/2019, 7:17:30 PM] Brooke: How open are the dealers of their number being shared?\n",
"\n",
"[12/1/2019, 7:18:07 PM] Navi: I think they should be quite open to do more business\n",
"\n",
"[12/1/2019, 7:18:35 PM] Brooke: Okay maybe we can discuss more tomorrow\n",
"\n",
"[12/1/2019, 7:19:22 PM] Navi: Okie. I can share with you what i am getting from the Chinese dealer.\n",
"\n",
"[12/1/2019, 7:19:33 PM] Brooke: Sure 👍🏼\n",
"\n",
"[12/1/2019, 7:19:37 PM] Navi: If you like that stuff\n",
"\n",
"[12/1/2019, 7:19:43 PM] Navi: I think it’s pretty good\n",
"\n",
"[12/1/2019, 7:19:50 PM] Brooke: Okay, we can see. You got it already?\n",
"\n",
"[12/1/2019, 7:20:00 PM] Navi: No, getting it tomorrow morning\n",
"\n",
"[12/1/2019, 7:20:03 PM] Navi: 8:30 am\n",
"\n",
"[12/1/2019, 7:20:06 PM] Brooke: Excellent\n",
"\n",
"[12/1/2019, 7:20:25 PM] Brooke: How much for how much?\n",
"\n",
"[12/1/2019, 7:20:54 PM] Navi: I don’t know how much quantity he is gonna give me in the morning\n",
"\n",
"[12/1/2019, 7:20:58 PM] Navi: I paid him 1200\n",
"\n",
"[12/1/2019, 7:21:09 PM] Brooke: Okay cool, we can see what’s up\n",
"\n",
"[12/1/2019, 7:21:15 PM] Navi: Yes\n",
"\n",
"[12/1/2019, 7:21:26 PM] Navi: Working till late ?\n",
"\n",
"[12/1/2019, 7:22:45 PM] Brooke: Only until like 11\n",
"\n",
"[12/1/2019, 7:22:54 PM] Brooke: Then going to Jordon to buy that ring 🙈\n",
"\n",
"[12/1/2019, 7:24:02 PM] Navi: Aah, that’s great\n",
"\n",
"[12/1/2019, 7:24:09 PM] Navi: Would it be still open ?\n",
"\n",
"[12/1/2019, 7:24:23 PM] Brooke: Yes. Was there at 1am yesterday lol\n",
"\n",
"[12/1/2019, 7:24:31 PM] Brooke: Wyd tonight?\n",
"\n",
"[12/1/2019, 7:24:40 PM] Navi: In Jordan right now\n",
"\n",
"[12/1/2019, 7:24:50 PM] Brooke: No way lol\n",
"\n",
"[12/1/2019, 7:25:08 PM] Brooke: Doing what?\n",
"\n",
"‎[12/1/2019, 7:25:21 PM] Navi: ‎image omitted\n",
"\n",
"[12/1/2019, 7:25:39 PM] Navi: Giving these peeps some company\n",
"\n",
"[12/1/2019, 7:26:11 PM] Brooke: Aweeeee\n",
"\n",
"[12/1/2019, 7:26:34 PM] Navi: Would you leave before 12 ?\n",
"\n",
"[12/1/2019, 7:26:49 PM] Brooke: Leave ssp? Yes\n",
"\n",
"[12/1/2019, 7:27:15 PM] Navi: Leave Jordan ?\n",
"\n",
"[12/1/2019, 7:27:16 PM] Brooke: Leave Jordan? Maybe depends\n",
"\n",
"[12/1/2019, 7:27:27 PM] Navi: Hehe okay.\n",
"\n",
"[12/1/2019, 7:27:47 PM] Brooke: What’s up\n",
"\n",
"[12/1/2019, 7:28:22 PM] Navi: Message me before leaving Jordan ?\n",
"\n",
"[12/1/2019, 7:28:52 PM] Brooke: Sure\n",
"\n",
"[12/1/2019, 7:29:12 PM] Brooke: When are you leaving?\n",
"\n",
"[12/1/2019, 7:29:52 PM] Navi: Okie 🙈\n",
"\n",
"[12/1/2019, 7:29:57 PM] Navi: I don’t know yet.\n",
"\n",
"I’ll be here\n",
"\n",
"[12/1/2019, 7:47:47 PM] Brooke: Lol okay :)\n",
"\n",
"[12/1/2019, 8:43:31 PM] Brooke: Leaving ssp\n",
"\n",
"[12/1/2019, 8:49:55 PM] Navi: Okie\n",
"\n",
"[12/1/2019, 9:13:00 PM] Navi: Where you at ?\n",
"\n",
"[12/1/2019, 9:13:16 PM] Brooke: Ya me tei\n",
"\n",
"[12/1/2019, 9:19:08 PM] Brooke: ‎Missed voice call\n",
"\n",
"[12/1/2019, 9:19:20 PM] Brooke: Heading towards temple market\n",
"\n",
"[12/1/2019, 9:21:17 PM] Brooke: Wya\n",
"\n",
"[12/1/2019, 9:23:04 PM] Brooke: ‎Missed voice call\n",
"\n",
"[12/1/2019, 9:25:31 PM] Brooke: ‎Missed voice call\n",
"\n",
"[13/1/2019, 12:33:18 AM] Navi: I don’t know which question I answered 🙈\n",
"\n",
"Happy birthday 🎁\n",
"\n",
"‎[13/1/2019, 12:38:38 AM] Navi: ‎image omitted\n",
"\n",
"[13/1/2019, 7:40:35 AM] Navi: Good morning\n",
"\n",
"[13/1/2019, 8:09:10 AM] Brooke: Gm 😴\n",
"\n",
"[13/1/2019, 11:09:09 AM] Brooke: ‎Missed voice call\n",
"\n",
"[13/1/2019, 11:09:10 AM] Brooke: ‎Missed voice call\n",
"\n",
"[13/1/2019, 11:09:09 AM] Brooke: ‎Missed voice call\n",
"\n",
"[13/1/2019, 11:09:10 AM] Brooke: Here\n",
"\n",
"[13/1/2019, 12:49:34 PM] Navi: Hey, hope it’s going good.\n",
"\n",
"I am gonna say goodbye to him in a while.\n",
"\n",
"A pizza slice and a bumble tea ?\n",
"\n",
"[13/1/2019, 12:50:30 PM] Brooke: Wanna share a bubble tea?\n",
"\n",
"[13/1/2019, 12:50:40 PM] Brooke: Or just milk tea with no bubbles\n",
"\n",
"[13/1/2019, 1:27:10 PM] Brooke: Rolling another one\n",
"\n",
"[13/1/2019, 3:34:46 PM] Navi: Podcast’s icon\n",
"\n",
"[13/1/2019, 6:43:42 PM] Brooke: Is this the name of the station?\n",
"\n",
"[13/1/2019, 8:42:08 PM] Navi: How are you feeling ?\n",
"\n",
"[13/1/2019, 9:19:48 PM] Brooke: Feeling okay. Wbu?\n",
"\n",
"[13/1/2019, 9:24:16 PM] Navi: Took a big nap 😴\n",
"\n",
"[13/1/2019, 9:27:58 PM] Brooke: Are you wide awake?\n",
"\n",
"[13/1/2019, 9:28:12 PM] Navi: Yes\n",
"\n",
"[13/1/2019, 9:28:47 PM] Brooke: I feel embarrassed about earlier\n",
"\n",
"[13/1/2019, 9:29:32 PM] Navi: You shouldn’t.\n",
"\n",
"[13/1/2019, 9:29:53 PM] Navi: Don’t have to\n",
"\n",
"[13/1/2019, 9:30:16 PM] Brooke: Cant take it back, but I can learn/grow from it\n",
"\n",
"[13/1/2019, 9:30:40 PM] Brooke: Got all my work done today 👍🏼\n",
"\n",
"[13/1/2019, 9:31:21 PM] Navi: Yayie. Happy for you.\n",
"\n",
"[13/1/2019, 9:31:24 PM] Brooke: Think I am just going to keep my hair the way it is for awhile more\n",
"\n",
"[13/1/2019, 9:31:50 PM] Brooke: Will you promise to tell me when it begins to look bad? Or does it already?\n",
"\n",
"[13/1/2019, 9:32:38 PM] Navi: They are good, and I promise.\n",
"\n",
"[13/1/2019, 9:34:19 PM] Brooke: Thank you\n",
"\n",
"[13/1/2019, 9:34:33 PM] Brooke: I think I will learn a lot this year\n",
"\n",
"[13/1/2019, 9:35:08 PM] Navi: Yes, you shall.\n",
"\n",
"[13/1/2019, 9:35:19 PM] Brooke: Wish I was with you right now 🙈\n",
"\n",
"[13/1/2019, 9:35:28 PM] Brooke: Enjoy your company so much\n",
"\n",
"[13/1/2019, 9:35:59 PM] Navi: Me too.\n",
"\n",
"[13/1/2019, 9:36:06 PM] Navi: Wish you hadn’t left in the evening\n",
"\n",
"[13/1/2019, 9:43:47 PM] Brooke: I am tempted to feel disappointed\n",
"\n",
"[13/1/2019, 9:45:36 PM] Navi: There is nothing disappointing.\n",
"\n",
"It was just a day and there would be so many.\n",
"\n",
"If you somehow didn’t feel good about the day, you make sure others day go well.\n",
"\n",
"[13/1/2019, 9:45:58 PM] Navi: Other* days*\n",
"\n",
"[13/1/2019, 9:47:07 PM] Brooke: Yes, there will be others\n",
"\n",
"[13/1/2019, 9:47:19 PM] Brooke: Just wasnt what I was expecting... at all\n",
"\n",
"[13/1/2019, 9:47:45 PM] Navi: I know.\n",
"\n",
"[13/1/2019, 9:49:05 PM] Brooke: Ive been wondering the difference between 'the universe having other plans' vs 'creating ones own destiny'/manifesting\n",
"\n",
"[13/1/2019, 9:49:19 PM] Brooke: There's a reason today went as it did\n",
"\n",
"[13/1/2019, 9:49:49 PM] Brooke: I cannot change what happened nor how I reacted. I can only control how I act going forward\n",
"\n",
"[13/1/2019, 9:50:25 PM] Navi: Oh I totally Agree\n",
"\n",
"[13/1/2019, 9:50:47 PM] Brooke: btw these cookies are AMAZING\n",
"\n",
"[13/1/2019, 9:50:48 PM] Navi: Even I doubt these all the time\n",
"\n",
"[13/1/2019, 9:51:16 PM] Navi: I am glad you like them ☺️\n",
"\n",
"[13/1/2019, 9:51:30 PM] Brooke: Sometimes I feel like I really understand the universe, but today Ive been challenged\n",
"\n",
"[13/1/2019, 9:52:27 PM] Navi: Universe is a higher power and it would keep challenging us time to time.\n",
"\n",
"[13/1/2019, 9:52:52 PM] Brooke: True true\n",
"\n",
"[13/1/2019, 9:53:07 PM] Navi: If it challenges you, because you know it so well\n",
"\n",
"[13/1/2019, 9:53:44 PM] Brooke: Always room for growth\n",
"\n",
"[13/1/2019, 9:54:01 PM] Navi: Yes\n",
"\n",
"[13/1/2019, 9:57:04 PM] Brooke: Overall, today was a good day. \"Good\" because I learned, produced art, and was able to share it with someone amazing\n",
"\n",
"[13/1/2019, 9:57:19 PM] Brooke: Oh, and was able to get high LOL\n",
"\n",
"[13/1/2019, 9:57:33 PM] Brooke: Imagine if we were both out of weed 😭\n",
"\n",
"[13/1/2019, 9:58:19 PM] Navi: Hehe, sure it would have been so different. But we would have got each other’s back I’m sure.\n",
"\n",
"[13/1/2019, 9:58:25 PM] Navi: Gotten*\n",
"\n",
"[13/1/2019, 9:58:54 PM] Navi: Thanks for the weed today.\n",
"\n",
"[13/1/2019, 9:59:08 PM] Brooke: Of course, thanks for last night lol\n",
"\n",
"[13/1/2019, 10:03:20 PM] Navi: Can you send me some of the photos that you have taken in your phone since I have lost my phone or since your phone went black and white ?\n",
"\n",
"Mine or ours\n",
"\n",
"[13/1/2019, 10:03:53 PM] Brooke: Like which ones?\n",
"\n",
"[13/1/2019, 10:04:57 PM] Navi: I don’t know 🤷‍♂️ \n",
"\n",
"May be next time when we meet.\n",
"\n",
"[13/1/2019, 10:05:08 PM] Brooke: For sure :)\n",
"\n",
"‎[13/1/2019, 10:21:52 PM] Brooke: ‎image omitted\n",
"\n",
"‎[13/1/2019, 10:21:57 PM] Brooke: ‎image omitted\n",
"\n",
"[13/1/2019, 10:22:52 PM] Navi: Looks dope 👌\n",
"\n",
"Are these the photos you did at school ?\n",
"\n",
"[13/1/2019, 10:23:19 PM] Brooke: Yes\n",
"\n",
"[13/1/2019, 10:23:34 PM] Brooke: Not sure which layout I’ll submit, but this is what I did today lol\n",
"\n",
"[13/1/2019, 10:23:44 PM] Brooke: I’m thinking too\n",
"\n",
"[13/1/2019, 10:23:50 PM] Brooke: Top*\n",
"\n",
"[13/1/2019, 10:25:13 PM] Navi: Love it\n",
"\n",
"[13/1/2019, 10:41:20 PM] Brooke: Wyd\n",
"\n",
"[13/1/2019, 10:42:22 PM] Navi: Starring walls\n",
"\n",
"[13/1/2019, 10:45:58 PM] Navi: Time 🙈\n",
"\n",
"What’s up ?\n",
"\n",
"[13/1/2019, 10:46:13 PM] Brooke: You doing time?\n",
"\n",
"[13/1/2019, 10:46:29 PM] Brooke: Nothing is up, just thinking about you\n",
"\n",
"[13/1/2019, 10:47:21 PM] Navi: What are you thinking 🙈\n",
"\n",
"[13/1/2019, 10:47:26 PM] Navi: 1:11\n",
"\n",
"[13/1/2019, 10:47:40 PM] Brooke: How grateful I am for you\n",
"\n",
"[13/1/2019, 10:47:43 PM] Brooke: Ahhh hehe\n",
"\n",
"[13/1/2019, 10:48:16 PM] Navi: Same :)\n",
"\n",
"[13/1/2019, 10:51:09 PM] Brooke: May this week be peaceful and productive\n",
"\n",
"[13/1/2019, 11:27:50 PM] Brooke: Debating on when to smoke the rest of this green lol\n",
"\n",
"[13/1/2019, 11:32:14 PM] Navi: Yes, it will be ☺️\n",
"\n",
"[13/1/2019, 11:32:16 PM] Brooke: Left my lighter at your place 🙃\n",
"\n",
"[13/1/2019, 11:32:45 PM] Navi: Yes it’s here\n",
"\n",
"[13/1/2019, 11:32:53 PM] Brooke: 😂\n",
"\n",
"[13/1/2019, 11:33:34 PM] Navi: Do you have school tomorrow ?\n",
"\n",
"[13/1/2019, 11:33:41 PM] Brooke: Yes, at 2\n",
"\n",
"[13/1/2019, 11:52:12 PM] Navi: Okie\n",
"\n",
"[13/1/2019, 11:52:33 PM] Navi: Can’t sleep 😴\n",
"\n",
"[13/1/2019, 11:52:38 PM] Brooke: Me either\n",
"\n",
"[13/1/2019, 11:54:23 PM] Navi: I hope I get the American Visa :)\n",
"\n",
"[13/1/2019, 11:54:36 PM] Brooke: Second that!\n",
"\n",
"[13/1/2019, 11:54:40 PM] Navi: Results will come by may June\n",
"\n",
"[14/1/2019, 1:04:00 AM] Navi: The photo on insta ❤️\n",
"\n",
"[14/1/2019, 1:04:38 AM] Navi: Mudit texted me that I have become slimmer, I was like how do you know :p\n",
"\n",
"[14/1/2019, 2:24:43 AM] Navi: You gonna hate me for this.\n",
"\n",
"Thinking about Cambodia 🙈\n",
"\n",
"[14/1/2019, 7:12:47 AM] Brooke: Okay 🙌🏼\n",
"\n",
"[14/1/2019, 7:13:08 AM] Brooke: Aweee it’s the angle\n",
"\n",
"[14/1/2019, 7:13:25 AM] Brooke: Thinking for when?\n",
"\n",
"[14/1/2019, 10:47:53 AM] Brooke: Is today a kite festival in India?\n",
"\n",
"[14/1/2019, 11:02:53 AM] Navi: Yes it is\n",
"\n",
"[14/1/2019, 11:03:07 AM] Navi: In most part of India\n",
"\n",
"[14/1/2019, 11:03:14 AM] Navi: 3 festivals today\n",
"\n",
"[14/1/2019, 11:03:20 AM] Navi: For different religions\n",
"\n",
"[14/1/2019, 11:03:30 AM] Navi: Talk when we meet next ?\n",
"\n",
"[14/1/2019, 1:03:08 PM] Navi: Such a good day 🤗\n",
"\n",
"‎[14/1/2019, 1:10:19 PM] Navi: ‎image omitted\n",
"\n",
"[14/1/2019, 1:13:07 PM] Brooke: Ayeee nice jacket!\n",
"\n",
"[14/1/2019, 1:13:12 PM] Brooke: Sounds good\n",
"\n",
"[14/1/2019, 1:18:17 PM] Navi: How are you feeling?\n",
"\n",
"[14/1/2019, 1:18:42 PM] Brooke: Goood, today is a fine day\n",
"\n",
"[14/1/2019, 1:19:04 PM] Navi: Okie ☺️\n",
"\n",
"[14/1/2019, 5:32:36 PM] Brooke: Repeating numbers have come almost hourly today\n",
"\n",
"[14/1/2019, 5:57:40 PM] Navi: Good days ☺️\n",
"\n",
"[14/1/2019, 6:19:51 PM] Brooke: No one even asked about my hair lol\n",
"\n",
"[14/1/2019, 6:20:57 PM] Navi: Hehe 🙈\n",
"\n",
"[14/1/2019, 6:21:09 PM] Navi: Everybody likes them the way they are\n",
"\n",
"[14/1/2019, 6:21:43 PM] Brooke: I guess so lol\n",
"\n",
"[14/1/2019, 6:23:07 PM] Brooke: A fellow photographer asked me to model for him\n",
"\n",
"[14/1/2019, 6:23:38 PM] Navi: That’s nice.\n",
"\n",
"Pose well 🙈\n",
"\n",
"[14/1/2019, 6:24:06 PM] Navi: Still at school ?\n",
"\n",
"[14/1/2019, 6:25:33 PM] Brooke: At home but working on schoolwork\n",
"\n",
"[14/1/2019, 7:38:56 PM] Navi: We should meet everyday 🙈\n",
"\n",
"[14/1/2019, 7:39:22 PM] Brooke: You just put the biggest smile on my face\n",
"\n",
"[14/1/2019, 7:47:38 PM] Navi: ☺️☺️\n",
"\n",
"[14/1/2019, 9:23:07 PM] Navi: Hair oiling night 🙈\n",
"\n",
"[14/1/2019, 9:32:18 PM] Brooke: Which oil?\n",
"\n",
"[14/1/2019, 9:33:56 PM] Navi: Mixture of Fruit oils\n",
"\n",
"[14/1/2019, 9:35:11 PM] Navi: It has green apple, sweet lime\n",
"\n",
"[14/1/2019, 9:35:17 PM] Brooke: Ooooo coolio 😊\n",
"\n",
"[14/1/2019, 9:35:21 PM] Brooke: From India?\n",
"\n",
"[14/1/2019, 9:35:30 PM] Navi: Yep\n",
"\n",
"[14/1/2019, 9:35:36 PM] Brooke: Lovely\n",
"\n",
"[14/1/2019, 9:35:55 PM] Brooke: Lots of homework this quarter 🙃\n",
"\n",
"[14/1/2019, 9:36:17 PM] Brooke: How do I cancel the wing event with Janice?\n",
"\n",
"[14/1/2019, 9:38:06 PM] Brooke: My mom told me I should go and be social\n",
"\n",
"[14/1/2019, 9:38:38 PM] Navi: What is a wing event ?\n",
"\n",
"[14/1/2019, 9:38:57 PM] Brooke: All you can eat wings and drinks for 300\n",
"\n",
"[14/1/2019, 9:39:06 PM] Brooke: I’d rather buy double weed than wings\n",
"\n",
"[14/1/2019, 9:39:13 PM] Navi: Lol\n",
"\n",
"[14/1/2019, 9:39:14 PM] Brooke: Idk why I said yes initially\n",
"\n",
"[14/1/2019, 9:40:08 PM] Brooke: Well, I do know. I like her and wanted to see her, but idk about this event. She’s always inviting me out but I haven’t been able to make many of her offers\n",
"\n",
"[14/1/2019, 9:40:34 PM] Navi: May be it’s her lifestyle.\n",
"\n",
"[14/1/2019, 9:40:38 PM] Navi: Are you the only one going or group of people ?\n",
"\n",
"[14/1/2019, 9:41:16 PM] Brooke: Just us two right now, but she’s looking to invite more friends\n",
"\n",
"[14/1/2019, 9:41:49 PM] Navi: You should go if you have time\n",
"\n",
"[14/1/2019, 9:42:35 PM] Brooke: But 300 😭\n",
"\n",
"[14/1/2019, 9:42:40 PM] Brooke: For chicken and beer\n",
"\n",
"[14/1/2019, 9:43:04 PM] Navi: Aah, you can’t eat meet\n",
"\n",
"[14/1/2019, 9:43:18 PM] Brooke: Nor do I drink beer\n",
"\n",
"[14/1/2019, 9:43:31 PM] Brooke: I would eat the chicken but I’m cautious\n",
"\n",
"[14/1/2019, 9:44:08 PM] Brooke: Idea! I could tell her I ate meat the other day and had a bad reaction so idk if I should go. This is true!\n",
"\n",
"[14/1/2019, 9:44:27 PM] Brooke: I really want to see her though\n",
"\n",
"[14/1/2019, 9:44:34 PM] Navi: 💡\n",
"\n",
"[14/1/2019, 9:44:39 PM] Brooke: Ughhh what a silly struggle\n",
"\n",
"[14/1/2019, 9:48:14 PM] Navi: See her somewhere else noe. Come up with something else.\n",
"\n",
"\n",
"\n",
"Tell her you were unwell recently as you ate meet and this is where we can go instead.\n",
"\n",
"[14/1/2019, 9:50:27 PM] Navi: e.g Indian food :p\n",
"\n",
"[14/1/2019, 9:51:02 PM] Brooke: Hehe 🥰\n",
"\n",
"[14/1/2019, 9:51:09 PM] Brooke: Perfect\n",
"\n",
"‎[14/1/2019, 10:06:08 PM] Navi: ‎image omitted\n",
"\n",
"[14/1/2019, 10:07:35 PM] Brooke: Hehe Chloe\n",
"\n",
"[14/1/2019, 10:07:50 PM] Brooke: Sweet dreams!\n",
"\n",
"[15/1/2019, 12:23:34 PM] Navi: Got the new strain\n",
"\n",
"[15/1/2019, 12:23:53 PM] Navi: It smell awesome 💕\n",
"\n",
"[15/1/2019, 1:03:43 PM] Brooke: YAY!!!\n",
"\n",
"[15/1/2019, 1:04:32 PM] Brooke: So glad it came through\n",
"\n",
"[15/1/2019, 1:08:53 PM] Navi: Me too.\n",
"\n",
"[15/1/2019, 2:04:20 PM] Brooke: Can I see??\n",
"\n",
"[15/1/2019, 2:10:46 PM] Navi: Yes of course\n",
"\n",
"[15/1/2019, 2:13:20 PM] Navi: I don’t have a picture right now.\n",
"\n",
"[15/1/2019, 2:28:50 PM] Brooke: no problem\n",
"\n",
"[15/1/2019, 2:29:14 PM] Navi: Wyd after school ?\n",
"\n",
"[15/1/2019, 3:36:34 PM] Brooke: Have to do some work in the dark room, then nada\n",
"\n",
"[15/1/2019, 4:09:04 PM] Navi: Would you like to come over during nada ?\n",
"\n",
"[15/1/2019, 5:08:51 PM] Brooke: Haha sounds great\n",
"\n",
"[15/1/2019, 5:09:25 PM] Navi: Okie\n",
"\n",
"[15/1/2019, 5:09:39 PM] Navi: eta?\n",
"\n",
"[15/1/2019, 5:20:44 PM] Brooke: Hmmm not sure how long I’ll be at school. I’ll message you when I leave here. Is that okay?\n",
"\n",
"[15/1/2019, 5:22:09 PM] Navi: Okie\n",
"\n",
"[15/1/2019, 5:47:39 PM] Brooke: Wyd tonight?\n",
"\n",
"[15/1/2019, 5:48:09 PM] Navi: Nada :p\n",
"\n",
"[15/1/2019, 5:48:17 PM] Navi: Just trying this new strain.\n",
"\n",
"[15/1/2019, 5:48:32 PM] Brooke: What an awesome to-do list!\n",
"\n",
"[15/1/2019, 5:48:53 PM] Navi: Lol.\n",
"\n",
"[15/1/2019, 5:51:11 PM] Navi: Also cooking\n",
"\n",
"[15/1/2019, 5:51:17 PM] Navi: Had dinner ?\n",
"\n",
"[15/1/2019, 6:01:15 PM] Brooke: Semi eating now\n",
"\n",
"[15/1/2019, 7:09:40 PM] Brooke: I’ll be done soon\n",
"\n",
"[15/1/2019, 7:10:09 PM] Navi: Okie, waiting\n",
"\n",
"[15/1/2019, 7:25:25 PM] Brooke: On MTR\n",
"\n",
"[15/1/2019, 7:46:09 PM] Brooke: Exited\n",
"\n",
"[15/1/2019, 9:42:03 PM] Navi: I am sub a duffer 🙈\n",
"\n",
"[15/1/2019, 9:42:09 PM] Navi: Such*\n",
"\n",
"[15/1/2019, 9:42:21 PM] Brooke: Duffer?\n",
"\n",
"[15/1/2019, 9:43:07 PM] Navi: Thinking out loud 🙈\n",
"\n",
"[15/1/2019, 9:43:18 PM] Brooke: What is a duffer?\n",
"\n",
"[15/1/2019, 9:45:27 PM] Navi: an incompetent, ineffectual, or clumsy person especially\n",
"\n",
"That’s what the words mean.\n",
"\n",
"\n",
"\n",
"But in my surroundings we call it as phrase for jokingly calling ourselves crazy and have a mild laugh and slow claps 🙈\n",
"\n",
"[15/1/2019, 9:46:08 PM] Navi: As a* phrase\n",
"\n",
"[15/1/2019, 9:46:22 PM] Brooke: Okay okay\n",
"\n",
"[15/1/2019, 9:46:41 PM] Navi: Hehe\n",
"\n",
"[15/1/2019, 9:46:48 PM] Navi: Thanks for coming 🙈\n",
"\n",
"[15/1/2019, 9:47:10 PM] Navi: Have a good week ahead 💪🏻\n",
"\n",
"[15/1/2019, 9:47:30 PM] Brooke: Same to you 💕\n",
"\n",
"[15/1/2019, 11:02:03 PM] Navi: Heyie, hope you made it home\n",
"\n",
"[15/1/2019, 11:02:15 PM] Navi: Good night 🤗\n",
"\n",
"[15/1/2019, 11:05:20 PM] Brooke: Sweet dreams 😊\n",
"\n",
"[16/1/2019, 8:23:39 AM] Navi: You are awesome ☺️\n",
"\n",
"[16/1/2019, 8:23:58 AM] Brooke: You are AMAZING and\n",
"\n",
"[16/1/2019, 8:24:08 AM] Brooke: whoops mean to delete and\n",
"\n",
"[16/1/2019, 8:24:19 AM] Brooke: but since it sent already... *and wonderful\n",
"\n",
"[16/1/2019, 8:24:21 AM] Brooke: hehe\n",
"\n",
"[16/1/2019, 8:24:36 AM] Navi: Hehe 🙈\n",
"\n",
"[16/1/2019, 8:24:43 AM] Navi: Working from home today\n",
"\n",
"[16/1/2019, 8:24:54 AM] Brooke: Yay that means you get to be high all day haha\n",
"\n",
"[16/1/2019, 8:25:02 AM] Navi: Hehe\n",
"\n",
"[16/1/2019, 8:25:15 AM] Navi: I was thinking to smoke one joint for the day at least\n",
"\n",
"[16/1/2019, 8:38:40 AM] Brooke: Space it out haha\n",
"\n",
"[16/1/2019, 8:38:48 AM] Brooke: 1/3, 1/3, 1/3 😂\n",
"\n",
"[16/1/2019, 8:39:18 AM] Navi: Yeah :p\n",
"\n",
"Made a really small J\n",
"\n",
"[16/1/2019, 8:42:04 AM] Navi: Yayie this time right now\n",
"\n",
"[16/1/2019, 8:42:25 AM] Navi: it was 11:11 :p\n",
"\n",
"Not anymore\n",
"\n",
"[16/1/2019, 8:42:32 AM] Navi: Momentarily happiness\n",
"\n",
"[16/1/2019, 10:41:21 AM] Brooke: 😊\n",
"\n",
"[16/1/2019, 10:41:46 AM] Navi: 🙈🙈\n",
"\n",
"[16/1/2019, 2:53:20 PM] Brooke: I’m going to China next week 🙈\n",
"\n",
"[16/1/2019, 2:54:04 PM] Navi: Yayie. Meeting the cousin ?\n",
"\n",
"[16/1/2019, 2:54:21 PM] Brooke: No, going on the school trip hehe\n",
"\n",
"[16/1/2019, 2:55:09 PM] Navi: Oi that. It’s next week now ☺️\n",
"\n",
"[16/1/2019, 2:55:35 PM] Brooke: Yeah, I didnt realize it was Jan not feb\n",
"\n",
"[16/1/2019, 2:56:13 PM] Navi: It’s going to be an amazing trip 💕 excited ?\n",
"\n",
"[16/1/2019, 3:00:38 PM] Brooke: Could low-key cry of happiness\n",
"\n",
"[16/1/2019, 3:00:46 PM] Brooke: My friend Miranda is also going\n",
"\n",
"[16/1/2019, 3:11:30 PM] Navi: That’s even better.\n",
"\n",
"So happy for you ☺️\n",
"\n",
"[16/1/2019, 3:18:50 PM] Navi: You will be gone for a week right ?\n",
"\n",
"[16/1/2019, 3:19:01 PM] Navi: Do you know the dates ?\n",
"\n",
"[16/1/2019, 3:19:17 PM] Brooke: 24-27\n",
"\n",
"[16/1/2019, 3:19:26 PM] Brooke: Just weekend R-Su\n",
"\n",
"[16/1/2019, 3:19:48 PM] Navi: OhKay that’s short\n",
"\n",
"[16/1/2019, 3:20:15 PM] Brooke: Yeah 😜\n",
"\n",
"[16/1/2019, 3:20:25 PM] Navi: Give me some sketching tips, would you ?\n",
"\n",
"[16/1/2019, 3:20:38 PM] Brooke: Of course\n",
"\n",
"[16/1/2019, 3:20:43 PM] Navi: Consider me as a complete beginner :p\n",
"\n",
"[16/1/2019, 3:20:53 PM] Brooke: Right now? Or in person?\n",
"\n",
"[16/1/2019, 3:22:20 PM] Navi: Whichever way I can learn.\n",
"\n",
"Like if I can practice some tasks meanwhile until we meet\n",
"\n",
"[16/1/2019, 3:22:53 PM] Navi: I have got some stationaries today\n",
"\n",
"[16/1/2019, 3:23:14 PM] Navi: From cosmos\n",
"\n",
"[16/1/2019, 3:45:48 PM] Brooke: YouTube can help too\n",
"\n",
"[16/1/2019, 3:46:34 PM] Navi: Yes, it should.\n",
"\n",
"[16/1/2019, 3:47:13 PM] Brooke: But I’ll definitely show you next time we hangout\n",
"\n",
"[16/1/2019, 5:58:47 PM] Brooke: Got your moneyyyyy\n",
"\n",
"[16/1/2019, 5:59:27 PM] Navi: Yayie. Thanks\n",
"\n",
"[16/1/2019, 8:01:00 PM] Brooke: Soooo if I need more week, how do you recommend I go about it?\n",
"\n",
"[16/1/2019, 8:01:19 PM] Navi: Weed ?\n",
"\n",
"[16/1/2019, 8:01:28 PM] Brooke: Yes\n",
"\n",
"[16/1/2019, 8:02:24 PM] Navi: Do you want me to help scoring from our old guy?\n",
"\n",
"[16/1/2019, 8:02:54 PM] Brooke: I don’t want to inconvenience you though\n",
"\n",
"[16/1/2019, 8:03:17 PM] Brooke: Do you plan to continue with Canadian?\n",
"\n",
"[16/1/2019, 8:04:01 PM] Navi: I am living this green. Thinking to stick to it until any money crisis.\n",
"\n",
"[16/1/2019, 8:04:07 PM] Navi: Loving*\n",
"\n",
"[16/1/2019, 8:04:26 PM] Navi: But it’s really costly wrt quantity\n",
"\n",
"[16/1/2019, 8:04:52 PM] Brooke: A bit too costly for me\n",
"\n",
"[16/1/2019, 8:05:33 PM] Brooke: Did you get an eighth for 300 from the old guy?\n",
"\n",
"[16/1/2019, 8:17:44 PM] Navi: If I compare the quantity vs price.\n",
"\n",
"It’s almost twice of what we used to get from the old guy\n",
"\n",
"[16/1/2019, 8:18:04 PM] Brooke: What’s twice?\n",
"\n",
"[16/1/2019, 8:18:13 PM] Brooke: Like twice what?\n",
"\n",
"[16/1/2019, 8:18:30 PM] Navi: The Canadian\n",
"\n",
"[16/1/2019, 8:18:39 PM] Brooke: Twice what tho?\n",
"\n",
"[16/1/2019, 8:18:45 PM] Brooke: $$?\n",
"\n",
"[16/1/2019, 8:19:03 PM] Navi: Price vs quantity, yes\n",
"\n",
"[16/1/2019, 8:19:23 PM] Brooke: ?\n",
"\n",
"[16/1/2019, 8:19:43 PM] Navi: What’s an eighth?\n",
"\n",
"[16/1/2019, 8:19:46 PM] Brooke: Eighth= 3.5g\n",
"\n",
"[16/1/2019, 8:19:51 PM] Navi: Yes\n",
"\n",
"[16/1/2019, 8:20:19 PM] Brooke: I like the price too much, and quality is decent...other than the chemical aspect\n",
"\n",
"[16/1/2019, 8:21:00 PM] Navi: Yes, not bad though.\n",
"\n",
"[16/1/2019, 8:21:10 PM] Brooke: I can ask Fabian but he’s a little too unreliable\n",
"\n",
"[16/1/2019, 8:21:23 PM] Brooke: Could just pick up 2x and have a stock lol\n",
"\n",
"[16/1/2019, 8:22:25 PM] Navi: Let me know if you need my help to pick it up for you.\n",
"\n",
"[16/1/2019, 8:22:40 PM] Brooke: Okay 👍🏼👍🏼\n",
"\n",
"‎[16/1/2019, 8:28:27 PM] Navi: ‎image omitted\n",
"\n",
"[16/1/2019, 8:33:43 PM] Brooke: Omg 😍\n",
"\n",
"[16/1/2019, 8:33:59 PM] Navi: Still working on it\n",
"\n",
"[16/1/2019, 8:34:20 PM] Navi: ☺️☺️\n",
"\n",
"‎[16/1/2019, 8:46:24 PM] Brooke: ‎image omitted\n",
"\n",
"[16/1/2019, 9:04:24 PM] Navi: Hehe, Okie\n",
"\n",
"‎[16/1/2019, 9:04:29 PM] Navi: ‎image omitted\n",
"\n",
"[16/1/2019, 9:04:41 PM] Brooke: !!!!\n",
"\n",
"[16/1/2019, 9:04:45 PM] Brooke: 😍😍\n",
"\n",
"[16/1/2019, 9:04:57 PM] Navi: 🙈🙈\n",
"\n",
"[16/1/2019, 9:05:08 PM] Brooke: So proud of you\n",
"\n",
"[16/1/2019, 9:05:18 PM] Navi: Me too\n",
"\n",
"‎[16/1/2019, 9:05:52 PM] Navi: ‎image omitted\n",
"\n",
"‎[16/1/2019, 9:06:06 PM] Brooke: ‎audio omitted\n",
"\n",
"‎[16/1/2019, 9:06:08 PM] Navi: ‎image omitted\n",
"\n",
"‎[16/1/2019, 9:06:28 PM] Navi: ‎image omitted\n",
"\n",
"[16/1/2019, 9:06:40 PM] Brooke: Loving it. My roommate that just moved out left a sketchbook if you want it\n",
"\n",
"[16/1/2019, 9:07:30 PM] Navi: Yes, true. ☺️\n",
"\n",
"[16/1/2019, 9:07:50 PM] Navi: Hehe, if you don’t want it 🙈\n",
"\n",
"[16/1/2019, 9:08:05 PM] Brooke: It’s all yours\n",
"\n",
"[16/1/2019, 9:12:07 PM] Navi: Thank you ☺️\n",
"\n",
"[16/1/2019, 9:20:48 PM] Brooke: Okay ill be down\n",
"\n",
"[16/1/2019, 9:20:54 PM] Brooke: whoops wrong person\n",
"\n",
"‎[16/1/2019, 10:42:31 PM] Brooke: ‎image omitted\n",
"\n",
"[16/1/2019, 11:17:20 PM] Navi: Awwww ❤\n",
"\n",
"[16/1/2019, 11:20:23 PM] Navi: Thank you so much for this wonderful voice note ❤\n",
"\n",
"[16/1/2019, 11:44:38 PM] Brooke: You’re welcome 😊 it randomly hit me\n",
"\n",
"[16/1/2019, 11:49:09 PM] Brooke: Yo. Fabian is 700 for 4g wtf\n",
"\n",
"[16/1/2019, 11:51:59 PM] Navi: Really ! 🙄\n",
"\n",
"[17/1/2019, 7:28:40 AM] Brooke: Exactly\n",
"\n",
"[17/1/2019, 7:29:05 AM] Brooke: Can you help and I’ll buy you dinner 😁\n",
"\n",
"[17/1/2019, 7:38:21 AM] Navi: Hehe, A place of my choice ?\n",
"\n",
"Okay, deal.\n",
"\n",
"[17/1/2019, 7:38:34 AM] Brooke: Yes 😁😁\n",
"\n",
"[17/1/2019, 7:38:42 AM] Brooke: Friday night?\n",
"\n",
"[17/1/2019, 7:40:48 AM] Navi: Cool.\n",
"\n",
"[17/1/2019, 7:41:47 AM] Navi: https://www.google.co.in/search?q=the+alto+causeway+bay&ie=UTF-8&oe=UTF-8&hl=en-in&client=safari#trex=m_t:lcl_akp,rc_f:nav,rc_ludocids:9407494276774094086,rc_q:ALTO,ru_q:ALTO\n",
"\n",
"[17/1/2019, 7:45:10 AM] Brooke: Sounds good\n",
"\n",
"[17/1/2019, 9:45:02 AM] Brooke: NAVI\n",
"\n",
"[17/1/2019, 9:45:18 AM] Brooke: JANICE INVITED ME TO SIRM REAP FOR LUNAR NEW YEAR WTF\n",
"\n",
"[17/1/2019, 9:45:24 AM] Brooke: LIFE IS CRAZY\n",
"\n",
"[17/1/2019, 9:45:50 AM] Brooke: Don’t think I can afford though\n",
"\n",
"[17/1/2019, 9:53:15 AM] Brooke: She’s going 8-13\n",
"\n",
"[17/1/2019, 10:24:33 AM] Navi: Damn universe\n",
"\n",
"[17/1/2019, 10:25:47 AM] Brooke: Wanna go? It’s a little cheaper\n",
"\n",
"[17/1/2019, 10:26:17 AM] Navi: Wanna go, yes.\n",
"\n",
"But have to think on the dates\n",
"\n",
"[17/1/2019, 10:27:14 AM] Navi: If you get the Canadian about 5 grams for 500, not bad ?\n",
"\n",
"[17/1/2019, 10:27:24 AM] Brooke: That’s great\n",
"\n",
"[17/1/2019, 10:27:41 AM] Navi: I am convincing the driver if that’s possible\n",
"\n",
"[17/1/2019, 10:27:45 AM] Navi: 🤷‍♂️\n",
"\n",
"[17/1/2019, 10:28:22 AM] Brooke: Same\n",
"\n",
"[17/1/2019, 10:28:35 AM] Brooke: Okay, lmk\n",
"\n",
"[17/1/2019, 10:28:48 AM] Brooke: 100/g is the max I’ll pay\n",
"\n",
"[17/1/2019, 10:37:12 AM] Navi: Hehe, Okie\n",
"\n",
"[17/1/2019, 11:10:09 AM] Brooke: So you’re grieving?\n",
"\n",
"[17/1/2019, 11:27:08 AM] Navi: That’s what universe is telling me\n",
"\n",
"‎[17/1/2019, 11:27:36 AM] Navi: ‎image omitted\n",
"\n",
"[17/1/2019, 2:33:53 PM] Brooke: Your butt is telling you?\n",
"\n",
"[17/1/2019, 2:34:15 PM] Brooke: Beautiful shot!!\n",
"\n",
"[17/1/2019, 2:34:33 PM] Brooke: Your expression is great too\n",
"\n",
"[17/1/2019, 2:34:41 PM] Navi: Yes. That’s how you related grief right ?\n",
"\n",
"[17/1/2019, 2:34:54 PM] Navi: Thanks🙈\n",
"\n",
"[17/1/2019, 2:35:01 PM] Brooke: Yes it can be related\n",
"\n",
"[17/1/2019, 2:36:15 PM] Navi: I was grieving may be. \n",
"\n",
"But butt is taking it out somehow\n",
"\n",
"[17/1/2019, 2:37:06 PM] Navi: But butt 😂\n",
"\n",
"[17/1/2019, 3:39:49 PM] Brooke: Hahaha\n",
"\n",
"[17/1/2019, 5:12:46 PM] Brooke: Feel like I’ve taken a few steps back recently\n",
"\n",
"[17/1/2019, 5:13:22 PM] Navi: What do you mean ?\n",
"\n",
"[17/1/2019, 5:24:38 PM] Brooke: I haven’t been patient, understanding, and quiet\n",
"\n",
"[17/1/2019, 5:25:28 PM] Brooke: Got in a fight with Charly today\n",
"\n",
"[17/1/2019, 5:26:04 PM] Brooke: Was so mad on my bday about my hair I was cussing to my mom complaining\n",
"\n",
"[17/1/2019, 5:26:57 PM] Brooke: Idk if it’s good or bad to be quiet\n",
"\n",
"[17/1/2019, 5:27:07 PM] Brooke: Pros and cons, guess it depends on situation\n",
"\n",
"[17/1/2019, 5:33:28 PM] Brooke: “Will what I say impact the other person in a positive way? Is this other person receptive to hear what I have to say? Will it make a difference?”\n",
"\n",
"[17/1/2019, 5:42:21 PM] Navi: Some people tend to have a rigid opinion about things you say or suggest, wouldn’t care about right or wrong.\n",
"\n",
"I am not sure if being quite is right, have been working on it but being patient should definitely show you better or number of ways to deal with the situation.\n",
"\n",
"[17/1/2019, 5:44:55 PM] Navi: You would never know,\n",
"\n",
"Depends on Time and situation I would say. But if you really choose or want them to understand what you say in a positive way, let the patient you jump in, find the right time and situation to discuss.\n",
"\n",
"[17/1/2019, 5:49:03 PM] Brooke: Yeah...\n",
"\n",
"[17/1/2019, 5:50:21 PM] Brooke: My professor’s husband comes to pick her up after work everyday, it’s so cute!!\n",
"\n",
"[17/1/2019, 5:50:40 PM] Navi: Hehe\n",
"\n",
"[17/1/2019, 5:50:46 PM] Navi: It is 🙈\n",
"\n",
"[17/1/2019, 5:50:57 PM] Brooke: The really intelligent and intense one lol\n",
"\n",
"[17/1/2019, 5:51:21 PM] Brooke: They just got married 😊 both art geeks, so cute I wanna be friends with them\n",
"\n",
"[17/1/2019, 5:51:48 PM] Navi: Aww. \n",
"\n",
"Give them a group hug 🤗\n",
"\n",
"‎[17/1/2019, 6:21:45 PM] Navi: ‎image omitted\n",
"\n",
"[17/1/2019, 6:57:39 PM] Brooke: OMG YOURE AMAZING\n",
"\n",
"[17/1/2019, 6:58:07 PM] Brooke: You could make 2 more folds and have it be a marijuana leaf!\n",
"\n",
"[17/1/2019, 6:58:15 PM] Brooke: At first I thought that’s what it was haha\n",
"\n",
"[17/1/2019, 6:58:28 PM] Navi: Me too 😜\n",
"\n",
"[17/1/2019, 6:59:01 PM] Navi: Could try that tomorrow 🤷‍♂️\n",
"\n",
"[17/1/2019, 7:00:02 PM] Brooke: 😊\n",
"\n",
"[17/1/2019, 7:00:30 PM] Brooke: I miss you- feels like we haven’t seen each other in a feed day\n",
"\n",
"[17/1/2019, 7:00:58 PM] Brooke: But I was serious, I feel like I’m a an even better person being around you\n",
"\n",
"[17/1/2019, 7:07:06 PM] Navi: Wish we could meet everyday.\n",
"\n",
"[17/1/2019, 7:07:59 PM] Brooke: Me too.\n",
"\n",
"[17/1/2019, 7:08:20 PM] Navi: Wyd ? 😆\n",
"\n",
"[17/1/2019, 7:08:32 PM] Brooke: Bout to draw up some notes\n",
"\n",
"[17/1/2019, 7:09:04 PM] Brooke: I’m looking forward to tomorrow!\n",
"\n",
"[17/1/2019, 7:09:16 PM] Navi: Me too.\n",
"\n",
"‎[17/1/2019, 7:10:01 PM] Brooke: ‎image omitted\n",
"\n",
"‎[17/1/2019, 7:10:08 PM] Brooke: ‎image omitted\n",
"\n",
"[17/1/2019, 7:10:23 PM] Brooke: Excuse my bitch face 😂 found these cool glasses!\n",
"\n",
"[17/1/2019, 7:11:21 PM] Navi: Haha 🙈\n",
"\n",
"It’s your colour\n",
"\n",
"[17/1/2019, 7:12:56 PM] Navi: Brooke, your expressions 🙈\n",
"\n",
"[17/1/2019, 7:13:22 PM] Navi: Cool glasses 👓\n",
"\n",
"[17/1/2019, 7:16:15 PM] Brooke: Haha ikr 😂😂\n",
"\n",
"‎[17/1/2019, 7:16:54 PM] Navi: ‎video omitted\n",
"\n",
"[17/1/2019, 7:17:28 PM] Brooke: What a beautiful day!!\n",
"\n",
"[17/1/2019, 7:17:35 PM] Brooke: We are blessed to live here\n",
"\n",
"[17/1/2019, 7:18:12 PM] Navi: Ikr, I am so happy about this phase of my life\n",
"\n",
"[17/1/2019, 7:18:40 PM] Navi: That it somehow put me here\n",
"\n",
"[17/1/2019, 7:19:02 PM] Navi: Blessed, yup 🙈\n",
"\n",
"[17/1/2019, 7:20:24 PM] Brooke: Blessed to have you in my life\n",
"\n",
"[17/1/2019, 7:20:55 PM] Navi: You are making this day even more beautiful\n",
"\n",
"[17/1/2019, 7:21:00 PM] Navi: ☺️☺️☺️☺️\n",
"\n",
"[17/1/2019, 7:21:20 PM] Navi: Me too. Super blessed ☺️\n",
"\n",
"[17/1/2019, 8:45:28 PM] Navi: Hey hey you you 🙈\n",
"\n",
"[17/1/2019, 8:45:41 PM] Brooke: Heyyyy what’s up\n",
"\n",
"[17/1/2019, 8:45:52 PM] Navi: Just happy :p\n",
"\n",
"[17/1/2019, 8:46:19 PM] Brooke: Awesome 😊\n",
"\n",
"[17/1/2019, 9:01:52 PM] Brooke: My mind can’t seem to get off the incident that happened earlier\n",
"\n",
"[17/1/2019, 9:02:18 PM] Navi: With charly?\n",
"\n",
"[17/1/2019, 9:02:24 PM] Brooke: Yeah\n",
"\n",
"[17/1/2019, 9:04:55 PM] Brooke: I guess she was talking about it and crying on the bus to this girl that lives in my building, and in the elevator filled with 2 other people she told me how upset Charly is. Idk it was super weird, and the other people in the elevator were like damn what happened 🙄\n",
"\n",
"[17/1/2019, 9:04:58 PM] Brooke: I’m going to have to confront her\n",
"\n",
"[17/1/2019, 9:06:01 PM] Brooke: But I honestly have nothing to say to her\n",
"\n",
"[17/1/2019, 9:08:14 PM] Brooke: Yeah, I agree I should not of gotten as upset as I did, but I did because she was insulting my beliefs. And honestly this has made me realize that we are just too different\n",
"\n",
"[17/1/2019, 9:13:19 PM] Navi: Which has Happened, it has happened. \n",
"\n",
"You can’t change that.\n",
"\n",
"But you are clam person, have your own good deeds and beliefs. \n",
"\n",
"She wouldn’t change it by not believing in them.\n",
"\n",
"[17/1/2019, 9:17:00 PM] Navi: However if it bothers you, forget what happened as we can’t change that. \n",
"\n",
"I would suggest, you talk to her and tell her that you were sorry about you reacted but I realise we have our own believes.\n",
"\n",
"You didn’t mean to hurt her in any such way.\n",
"\n",
"It not only gives you power over such people, also give you control how you would handle them in future. You are an artist, make your critics your best friends, if they are positive.\n",
"\n",
"[17/1/2019, 9:19:30 PM] Navi: Confront her when these emotional clouds are clear. She might take in a positive way. Isn’t that what you wanted at the first place ?\n",
"\n",
"[17/1/2019, 9:33:52 PM] Navi: I feel like you are already on your way to confront her 🙄\n",
"\n",
"[17/1/2019, 10:56:13 PM] Brooke: Hey, you awake?\n",
"\n",
"[17/1/2019, 10:56:29 PM] Navi: Yes\n",
"\n",
"[17/1/2019, 10:56:51 PM] Brooke: Just spoke with my mom for 2 hours 😂\n",
"\n",
"[17/1/2019, 10:57:12 PM] Navi: Hehe\n",
"\n",
"[17/1/2019, 10:57:15 PM] Navi: Feeling better ?\n",
"\n",
"[17/1/2019, 10:57:30 PM] Brooke: Yes\n",
"\n",
"[17/1/2019, 10:57:35 PM] Brooke: I texted charly too\n",
"\n",
"[17/1/2019, 10:57:54 PM] Brooke: Smoking now\n",
"\n",
"[17/1/2019, 10:58:08 PM] Navi: Hehe, look at you ☺️🤗\n",
"\n",
"[17/1/2019, 10:58:52 PM] Brooke: Need to do my homework still\n",
"\n",
"[17/1/2019, 10:59:10 PM] Brooke: It’s due tomorrow night and I’m busy all day tomorrow lol\n",
"\n",
"[17/1/2019, 10:59:45 PM] Navi: How much time would it take ?\n",
"\n",
"[17/1/2019, 11:00:43 PM] Brooke: 11-around 7/8\n",
"\n",
"[17/1/2019, 11:00:56 PM] Brooke: Well wake up at 8am to get ready and catch bus\n",
"\n",
"[17/1/2019, 11:01:29 PM] Navi: Oh well. You got this.\n",
"\n",
"[17/1/2019, 11:01:47 PM] Brooke: Definitely\n",
"\n",
"[17/1/2019, 11:01:56 PM] Navi: I sleep 1 hour more everyday because I have to work near by 😆\n",
"\n",
"[17/1/2019, 11:02:08 PM] Brooke: Hehe yes you do 😅\n",
"\n",
"[17/1/2019, 11:03:38 PM] Navi: I am gonna crash now.\n",
"\n",
"Good night 😴☺️\n",
"\n",
"See you tomorrow 🙈\n",
"\n",
"[17/1/2019, 11:04:01 PM] Brooke: Sweet dreams 🤗\n",
"\n",
"‎[17/1/2019, 11:04:28 PM] Navi: ‎GIF omitted\n",
"\n",
"[17/1/2019, 11:04:53 PM] Brooke: You made a giff!!??\n",
"\n",
"[17/1/2019, 11:06:27 PM] Navi: Yes, Is that not normal ? 🤨\n",
"\n",
"[17/1/2019, 11:06:52 PM] Brooke: It’s really awesome!!\n",
"\n",
"[17/1/2019, 11:07:21 PM] Navi: Hehe\n",
"\n",
"[17/1/2019, 11:07:30 PM] Navi: Thanks\n",
"\n",
"[18/1/2019, 12:30:03 AM] Brooke: We are going to pick up tomorrow right?\n",
"\n",
"[18/1/2019, 6:48:24 AM] Navi: We can.\n",
"\n",
"Waiting for the Canadian to revert.\n",
"\n",
"It’s so time taking as I don’t have a direct contact to him.\n",
"\n",
"[18/1/2019, 7:31:40 AM] Navi: Good morning Sunshine 🌞\n",
"\n",
"[18/1/2019, 7:32:39 AM] Brooke: Gm 😊\n",
"\n",
"[18/1/2019, 7:33:15 AM] Brooke: When will you finish work today?\n",
"\n",
"[18/1/2019, 7:33:26 AM] Navi: About 6:30\n",
"\n",
"[18/1/2019, 7:33:33 AM] Navi: Hopefully.\n",
"\n",
"[18/1/2019, 7:33:34 AM] Brooke: Perfect\n",
"\n",
"[18/1/2019, 7:33:46 AM] Navi: Got the bus at 8 am ?\n",
"\n",
"[18/1/2019, 7:34:22 AM] Brooke: Well woke at 8, on bus now\n",
"\n",
"[18/1/2019, 7:35:55 AM] Brooke: Not feeling very good about yesterday\n",
"\n",
"‎[18/1/2019, 7:35:56 AM] Navi: ‎image omitted\n",
"\n",
"[18/1/2019, 7:36:15 AM] Brooke: That’s a good idea!\n",
"\n",
"[18/1/2019, 7:38:34 AM] Navi: Aww. \n",
"\n",
"I am sure you will find a way out to give yourself an emotional permission to deal with yesterday.\n",
"\n",
"[18/1/2019, 7:38:50 AM] Navi: New day, new learnings ☺️\n",
"\n",
"[18/1/2019, 7:39:02 AM] Navi: We’ll talk about it in the evening ?\n",
"\n",
"[18/1/2019, 8:40:30 AM] Brooke: Yes, today is a new day. I get to start it by spending time modeling for a fellow photographer friend who is awesome! And I get to end it with you!\n",
"\n",
"[18/1/2019, 8:40:41 AM] Brooke: Would it be okay if I spent the night?\n",
"\n",
"[18/1/2019, 8:41:10 AM] Navi: Yes, of course ☺️☺️\n",
"\n",
"[18/1/2019, 8:41:22 AM] Navi: 🤗🤗☺️\n",
"\n",
"[18/1/2019, 8:41:34 AM] Brooke: 1111\n",
"\n",
"[18/1/2019, 8:41:54 AM] Navi: Hehe 🙌🏼\n",
"\n",
"[18/1/2019, 8:42:18 AM] Navi: Have a blossom day\n",
"\n",
"[18/1/2019, 8:42:44 AM] Brooke: Thank you, you too!\n",
"\n",
"[18/1/2019, 2:02:08 PM] Brooke: Charly hasn’t responded and I’m about to see her 😬 kinda nervous for how I’ll react\n",
"\n",
"[18/1/2019, 2:26:26 PM] Navi: Hehe\n",
"\n",
"[18/1/2019, 2:26:35 PM] Navi: Give her a smile\n",
"\n",
"[18/1/2019, 2:26:49 PM] Navi: Energetic positive smile*\n",
"\n",
"[18/1/2019, 2:29:33 PM] Brooke: Excellent advice\n",
"\n",
"[18/1/2019, 2:29:44 PM] Brooke: Hopefully she won’t show lol\n",
"\n",
"[18/1/2019, 2:35:24 PM] Navi: When would you be free ?\n",
"\n",
"[18/1/2019, 2:35:28 PM] Navi: 05:05\n",
"\n",
"[18/1/2019, 2:42:28 PM] Brooke: Lol she didn’t show\n",
"\n",
"[18/1/2019, 3:02:12 PM] Brooke: I’ll be done around 7\n",
"\n",
"[18/1/2019, 3:23:28 PM] Navi: Okie perfect ☺️\n",
"\n",
"[18/1/2019, 4:44:53 PM] Navi: Heyie you\n",
"\n",
"[18/1/2019, 4:45:47 PM] Brooke: Hey I’m on the island at an art gallery about India\n",
"\n",
"[18/1/2019, 5:07:41 PM] Brooke: Okay... sorry just leaving\n",
"\n",
"[18/1/2019, 5:08:12 PM] Navi: No worries.\n",
"\n",
"[18/1/2019, 5:30:49 PM] Brooke: ‎Missed voice call\n",
"\n",
"[18/1/2019, 5:31:03 PM] Brooke: Here\n",
"\n",
"[18/1/2019, 9:02:23 PM] Navi: He just brought one\n",
"\n",
"[18/1/2019, 9:02:26 PM] Navi: Getting more\n",
"\n",
"[18/1/2019, 9:02:30 PM] Brooke: Okay\n",
"\n",
"[18/1/2019, 9:05:20 PM] Navi: Coming\n",
"\n",
"[18/1/2019, 9:05:45 PM] Navi: Haha, the music will connect when I’ll be near :p\n",
"\n",
"[18/1/2019, 9:06:03 PM] Brooke: I was thinking that earlier\n",
"\n",
"‎[18/1/2019, 9:06:38 PM] Navi: ‎image omitted\n",
"\n",
"[19/1/2019, 5:09:02 PM] Navi: Everything is so perfect ☺️\n",
"\n",
"[19/1/2019, 5:35:22 PM] Brooke: Truly ☺\n",
"\n",
"‎[19/1/2019, 6:12:19 PM] Brooke: ‎image omitted\n",
"\n",
"[19/1/2019, 6:12:54 PM] Navi: 💕🙈\n",
"\n",
"[19/1/2019, 6:12:59 PM] Navi: Dope ☺️\n",
"\n",
"[19/1/2019, 7:52:09 PM] Brooke: Just finished my work, my computer died\n",
"\n",
"[19/1/2019, 7:52:51 PM] Navi: Aah. Hope that doesn’t stop your work tomorrow.\n",
"\n",
"[19/1/2019, 7:53:02 PM] Navi: The clock.\n",
"\n",
"[19/1/2019, 7:53:12 PM] Navi: Leaving ?\n",
"\n",
"[19/1/2019, 7:57:42 PM] Brooke: Damnnn\n",
"\n",
"[19/1/2019, 7:58:01 PM] Brooke: Yes, soon. Debating on which home to go to 🤔\n",
"\n",
"[19/1/2019, 7:58:23 PM] Navi: Hehe, both are yours.\n",
"\n",
"[19/1/2019, 8:19:23 PM] Brooke: Fuck it, I’m coming back\n",
"\n",
"[19/1/2019, 8:19:47 PM] Navi: Okie ☺️\n",
"\n",
"[20/1/2019, 2:58:13 PM] Brooke: So grateful we got to spend the weekend together 😌\n",
"\n",
"[20/1/2019, 2:59:06 PM] Navi: Me too. ☺️\n",
"\n",
"‎[20/1/2019, 4:06:57 PM] Navi: ‎image omitted\n",
"\n",
"[20/1/2019, 4:07:32 PM] Brooke: Yay!! Congrats!! You got both??\n",
"\n",
"[20/1/2019, 4:08:14 PM] Navi: Yes 🙈\n",
"\n",
"[20/1/2019, 4:08:18 PM] Navi: Thank you ☺️\n",
"\n",
"[20/1/2019, 4:10:20 PM] Brooke: You’re ready 😎\n",
"\n",
"[20/1/2019, 4:11:11 PM] Navi: Totally. I am so excited to go through all these one by one\n",
"\n",
"[20/1/2019, 4:11:25 PM] Navi: Precisely what I am going to do tonight 🙈\n",
"\n",
"‎[20/1/2019, 6:32:15 PM] Navi: ‎video omitted\n",
"\n",
"[20/1/2019, 6:36:20 PM] Brooke: 🤗\n",
"\n",
"[21/1/2019, 10:41:34 PM] Navi: Brooke !\n",
"\n",
"[10/2/2019, 7:28:18 AM] Brooke: ‎Missed voice call\n",
"\n",
"[10/2/2019, 8:54:06 AM] Navi: Heyie, I’m home\n",
"\n",
"[10/2/2019, 8:54:22 AM] Navi: Hope you got the bus.\n",
"\n",
"[10/2/2019, 9:04:43 AM] Brooke: Me too, just got home 😊\n",
"\n",
"[10/2/2019, 10:10:47 AM] Brooke: So grateful for this past week\n",
"\n",
"[10/2/2019, 10:11:12 AM] Navi: Me too.\n",
"\n",
"[10/2/2019, 10:11:28 AM] Navi: 🤗\n",
"\n",
"[10/2/2019, 10:58:21 AM] Brooke: Can we meet up around 430 tomorrow to take pics?\n",
"\n",
"[10/2/2019, 11:09:53 AM] Navi: I would have my office.\n",
"\n",
"Let me figure out by the evening ?\n",
"\n",
"[10/2/2019, 11:10:13 AM] Brooke: How about morning?\n",
"\n",
"[10/2/2019, 11:10:28 AM] Navi: What time ?\n",
"\n",
"[10/2/2019, 11:10:41 AM] Brooke: I’m available until 1\n",
"\n",
"[10/2/2019, 11:11:03 AM] Brooke: It should be particularly cloudy 👍🏼\n",
"\n",
"[10/2/2019, 11:12:41 AM] Navi: Can’t confirm right now Brooke.\n",
"\n",
"Have to go through my tasks for tomorrow.\n",
"\n",
"Usual tasks start from 11 to 5:30.\n",
"\n",
"I will try my best to make it possible either in the morning or in the evening.\n",
"\n",
"[10/2/2019, 11:13:05 AM] Brooke: Okay, no problem. Lmk 😊\n",
"\n",
"[10/2/2019, 11:13:55 AM] Navi: Okie\n",
"\n",
"[10/2/2019, 12:53:21 PM] Brooke: I have a backup plan too\n",
"\n",
"[10/2/2019, 12:53:50 PM] Navi: What is it ?\n",
"\n",
"[10/2/2019, 12:54:55 PM] Brooke: Myself\n",
"\n",
"[10/2/2019, 12:59:46 PM] Navi: I hope I’ll able to find time in the evening\n",
"\n",
"[10/2/2019, 1:38:49 PM] Navi: Thank you so much for such an amazing time Brooke ☺️\n",
"\n",
"This trip couldn’t be better than this 💕☺️🤗\n",
"\n",
"[10/2/2019, 1:39:31 PM] Navi: Sending healing energy, hope you feel better soon 😊\n",
"\n",
"[10/2/2019, 1:43:06 PM] Navi: You are the best 🙈\n",
"\n",
"[10/2/2019, 3:24:47 PM] Brooke: You are the best!\n",
"\n",
"[10/2/2019, 3:27:20 PM] Brooke: Thanks, I got aloe vera and it feels better already\n",
"\n",
"[10/2/2019, 5:56:17 PM] Navi: Brooke. \n",
"\n",
"If it is convenient for you in the morning, I have time.\n",
"\n",
"We can do the evening 4:30 too.\n",
"\n",
"Let me know.\n",
"\n",
"‎[10/2/2019, 6:17:41 PM] Navi: ‎image omitted\n",
"\n",
"[11/2/2019, 7:03:55 AM] Brooke: Good morning\n",
"\n",
"[11/2/2019, 7:04:07 AM] Brooke: It’s not sunny 🙁\n",
"\n",
"[11/2/2019, 7:04:15 AM] Brooke: Let’s see what evening brings\n",
"\n",
"[11/2/2019, 7:04:23 AM] Navi: Good morning\n",
"\n",
"[11/2/2019, 7:04:31 AM] Navi: Okie ☺️\n",
"\n",
"[11/2/2019, 7:04:40 AM] Navi: How are you feeling now ?\n",
"\n",
"[11/2/2019, 7:33:07 AM] Brooke: Slept 6pm-9am 😁 feeling great and the burn pain is more manageable\n",
"\n",
"[11/2/2019, 7:33:10 AM] Brooke: How about you?\n",
"\n",
"[11/2/2019, 7:34:22 AM] Navi: Awesome.\n",
"\n",
"Slept 9pm to 8am 🙈\n",
"\n",
"Feeling good ☺️\n",
"\n",
"[12/2/2019, 9:58:22 AM] Brooke: Nice new pic 😉\n",
"\n",
"[12/2/2019, 9:58:48 AM] Navi: Thanks\n",
"\n",
"[12/2/2019, 9:58:55 AM] Navi: So as yours ☺️\n",
"\n",
"[12/2/2019, 10:01:48 AM] Navi: My mom asked me to change the last one. 🙈\n",
"\n",
"[12/2/2019, 10:08:17 AM] Navi: Just recalled you in business formals, on the day we went to HKECE and met Thomas.\n",
"\n",
"[12/2/2019, 10:15:19 AM] Brooke: Yes?\n",
"\n",
"[16/2/2019, 7:48:42 PM] Brooke: ‎Missed voice call\n",
"\n"
]
}
],
"source": [
"r = open('Brooke.txt')\n",
"r = r.readlines()\n",
"for x in r:\n",
" print(x)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date_time</th>\n",
" <th>user</th>\n",
" <th>msg</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2019-08-01 18:11:01</td>\n",
" <td>Brooke</td>\n",
" <td>‎Messages to this chat and calls are now secur...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2019-08-01 18:11:01</td>\n",
" <td>Brooke</td>\n",
" <td>Tanya asked about you ☺</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2019-08-01 19:58:41</td>\n",
" <td>Navi</td>\n",
" <td>Aww. How is she ? What did she say ?</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2019-08-01 20:11:27</td>\n",
" <td>Brooke</td>\n",
" <td>She’s good, also started classes this week so ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2019-08-01 20:19:46</td>\n",
" <td>Navi</td>\n",
" <td>So nice of her. Please say my thanks and Hell...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date_time user \\\n",
"0 2019-08-01 18:11:01 Brooke \n",
"1 2019-08-01 18:11:01 Brooke \n",
"2 2019-08-01 19:58:41 Navi \n",
"3 2019-08-01 20:11:27 Brooke \n",
"4 2019-08-01 20:19:46 Navi \n",
"\n",
" msg \n",
"0 ‎Messages to this chat and calls are now secur... \n",
"1 Tanya asked about you ☺ \n",
"2 Aww. How is she ? What did she say ? \n",
"3 She’s good, also started classes this week so ... \n",
"4 So nice of her. Please say my thanks and Hell... "
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(735, 3)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape # no. of msgs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### No. of Images, group notifications and dropping them"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0, 3)"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"images = df[df['msg']==\"<Media omitted> \"] #no. of images, images are represented by <media omitted>\n",
"images.shape"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0, 3)"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grp_notif = df[df['user']==\"grp_notif\"] #no. of grp notifications\n",
"grp_notif.shape"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"df.drop(images.index, inplace=True) #removing images\n",
"df.drop(grp_notif.index, inplace=True) #removing grp_notif"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(735, 3)"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.reset_index(inplace=True, drop=True)\n",
"df.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Q 1)\n",
"## Who is the most active member of the group. Who is the least active. Is it same on weekday weekend?\n",
"\n",
"https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DatetimeIndex.weekday.html"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"user\n",
"Navi 366\n",
"Brooke 369\n",
"Name: msg, dtype: int64"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby(\"user\")[\"msg\"].count().sort_values()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"df['weekday'] = df['date_time'].apply(lambda x: x.day_name()) # can use day_name or weekday from datetime "
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Sunday 186\n",
"Thursday 149\n",
"Wednesday 129\n",
"Tuesday 94\n",
"Friday 77\n",
"Monday 76\n",
"Saturday 24\n",
"Name: weekday, dtype: int64"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.weekday.value_counts(sort=True)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"df['is_weekend'] = df.weekday.isin(['Sunday', 'Saturday'])"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"user\n",
"Navi 100\n",
"Brooke 110\n",
"Name: msg, dtype: int64"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df[\"is_weekend\"]].groupby(\"user\")[\"msg\"].count().sort_values()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Q 2)\n",
"## Count of all the emoticons that i have used till date."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['Brooke', 'Navi'], dtype=object)"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"user\"].unique()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"emoji_ctr = Counter()\n",
"emojis_list = map(lambda x: ''.join(x.split()), emoji.UNICODE_EMOJI.keys())\n",
"r = re.compile('|'.join(re.escape(p) for p in emojis_list))\n",
"for idx, row in df.iterrows():\n",
" if row[\"user\"] == me:\n",
" emojis_found = r.findall(row[\"msg\"])\n",
" for emoji_found in emojis_found:\n",
" emoji_ctr[emoji_found] += 1"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"☺ - 38\n",
"🙈 - 37\n",
"🤗 - 11\n",
"💕 - 4\n",
"😴 - 3\n",
"🤷‍♂️ - 3\n",
"❤ - 3\n",
"😜 - 2\n",
"😊 - 2\n",
"🙄 - 2\n"
]
}
],
"source": [
"for item in emoji_ctr.most_common(10):\n",
" print(item[0] + \" - \" + str(item[1]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Q 3)\n",
"## What can my activity say about my sleep cycle?"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"def to_hour(val):\n",
" return val.hour"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"df['hour'] = df['date_time'].apply(to_hour)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'df_top5' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-40-6d3f1361ba73>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_top5\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'hour'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_top5\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'date_time'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mto_hour\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'df_top5' is not defined"
]
}
],
"source": [
"df_top5['hour'] = df_top5['date_time'].apply(to_hour)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1c070438>"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df[df['user']==me].groupby(['hour']).size().sort_index().plot(x=\"hour\", kind='bar')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Q 4) \n",
"## What is the difference in Weekend vs Weekday usage pattern?\n",
"## How many words do I type on average on weekday vs weekend?\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Brooke 369\n",
"Navi 366\n",
"Name: user, dtype: int64"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"msgs_per_user = df['user'].value_counts(sort=True)\n",
"msgs_per_user"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"top5_users = msgs_per_user.index.tolist()[:5]\n",
"top5_users"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"scrolled": true
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'top5_users' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-43-2c1cf38f6057>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mdf_top5\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdf_top5\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_top5\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf_top5\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0muser\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtop5_users\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mdf_top5\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNameError\u001b[0m: name 'top5_users' is not defined"
]
}
],
"source": [
"df_top5 = df.copy()\n",
"df_top5 = df_top5[df_top5.user.isin(top5_users)]\n",
"df_top5.head()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1bf364e0>"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2160x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(30,10))\n",
"sns.countplot(x=\"user\", hue=\"weekday\", data=df)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"df_top5['is_weekend'] = df_top5.weekday.isin(['Sunday', 'Saturday'])"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1c8bd048>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,10))\n",
"sns.countplot(x=\"user\", hue=\"is_weekend\", data=df_top5)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"def word_count(val):\n",
" return len(val.split())"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"df['no_of_words'] = df['msg'].apply(word_count)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"df_top5['no_of_words'] = df_top5['msg'].apply(word_count)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3377"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"total_words_weekday = df[df['is_weekend']==False]['no_of_words'].sum()\n",
"total_words_weekday"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1101"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"total_words_weekend = df[df['is_weekend']]['no_of_words'].sum()\n",
"total_words_weekend"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"675.4"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"total_words_weekday/5"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"550.5"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"total_words_weekend/2"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"user\n",
"Navi 2312\n",
"Brooke 2166\n",
"Name: no_of_words, dtype: int64"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df1_1 = df.groupby('user')['no_of_words'].sum().sort_values(ascending=False)\n",
"df1_1.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"user\n",
"Navi 6.316940\n",
"Brooke 5.869919\n",
"dtype: float64"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(df.groupby('user')['no_of_words'].sum()/df.groupby('user').size()).sort_values(ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"user\n",
"Navi 6.316940\n",
"Brooke 5.869919\n",
"dtype: float64"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(df_top5.groupby('user')['no_of_words'].sum()/df_top5.groupby('user').size()).sort_values(ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"user is_weekend\n",
"Brooke False 6.185328\n",
" True 5.127273\n",
"Navi False 6.672932\n",
" True 5.370000\n",
"dtype: float64"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wordPerMsg_weekday_vs_weekend = (df_top5.groupby(['user', 'is_weekend'])['no_of_words'].sum()/df_top5.groupby(['user', 'is_weekend']).size())\n",
"wordPerMsg_weekday_vs_weekend"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1d7359e8>"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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+nGQhcCawRbNuMfCXwOn9GyQ5BDgEYN4660+iNEnSRLQ5HXo4sAPwA4CqujLJ01tsPx+4Z1Rb/+nQ/YDjgFc0686tqt8073cGTmkm6NyZ5CJg+xW03wc8q9nfblX1i2Y/uwF7JXlvs7w68FR63022dWNVXTaBfrsCmzenfwGemGSNqnoIuAt4yugNquq4pnZWW7BZjV4vSZoebULwkaq6t++XOTz2XqLjeYhe6IzlDODLfcv9o7OwfGO1A9zeHG9bYCQEA+w7HZNveGx9fxhVS//nDGNPpFmd3s9FkjQEbe4Yc02S1wLzkmyW5HPAjya6cVXd3Ww7VhDuDNw4xrqLgf2a6xXXB14ELFpBO/RGnbsDRzSzRQHOBg5tJrOQZNvm3w2TnM8kNZNi7m5+LisB+/StPg9468hCcxp5xDOAayZ7XEnS1LQJwUOB59B7puAp9E45vrPl8c6hF3YjNk1yZZKrgCOAN42x3beBq4GrgAuA9zWPdhqrHYCquhPYE/inJM8HPkrvQcBXJ7mmWQZYAEx1Burf07v843zg1r72twI7Jbk6ybXAm/vW7QJ8d4rHlSRNUnqTFFtu1Huq/FpVdV/L7bYF3l1VB7Y+6AA19z+9uarOmMFjPgU4qap2W1G/1RZsVgsOOnqGqpI0aD5ZfmYkWVJV243Xb8IjwSRfT7JOkrWAnwA3JPmfbYqqqiuAC5sQnTWq6tiZDMDGxsB7x+0lSRqYNqdDn92M/F5F7xTeU4HWI7qqOrGZzdlpVXVpVV097DokqcvahOAqSVahF4LfqaqHB1STJEkzok0IfhH4ObAWcHGSpwH3DqQqSZJmQJvrBJ8EfKl5/0F6AfqD6S5IkqSZ0iYEH+h7vzrwSiZ3pxVJkmaFCYdgVR3Vv5zkU/Tu8iJJ0pzU5jvB0dYENpmuQiRJmmltniKxlD/dK3QesD7wkUEUpT/ZcsN1WezFtZI0EG2+E+x/SvsjwJ3DeNitJEnTpc13gjcNshBJkmbaVL4TlCRpTjMEJUmdZQhKkjrLEJQkdZYhKEnqLENQktRZhqAkqbMMQUlSZxmCkqTOMgQlSZ1lCEqSOssQlCR1liEoSeosQ1CS1FmGoCSpswxBSVJnGYKSpM4yBCVJnWUISpI6yxCUJHWWIShJ6ixDUJLUWYagJKmzDEFJUmetPOwCtGJLb7uXhYedNewyJOlxlh25+7BLmDJHgpKkzjIEJUmdZQhKkjrLEJQkdZYhKEnqLENQktRZhqAkqbMMQUlSZxmCkqTOGmgIJlkjyUVJ5iVZmOShJFcmuSrJj5JsPk3HeUmSM6dpX482NY68Fq6g78Ik10zyOOcleeJk65QkTd2gR4IHA6dX1aPN8o1VtU1VbQ2cDHxg9AZJhn0rt4eaGkdeywZ0nH8G/seA9i1JmoBBh+DrgO+MsW4d4G6AJK9PcmqSfwPOSc8nk1yTZGmS/Zp+y23vl2T7JFck2STJWklOTHJZ07b3ZD5EM+K7JMnlzWvH5fR5TpJFzejx6iSbNe0H9LX/nyTzmk3OAF4zmXokSdNjYKOuJKsCm4waSW2a5EpgbWBN4Pl9614IbFVVv0myL7ANsDUwH7gsycXAjmO0jxxzR+BzwN5VdXOSI4ALqurgJOsBi5KcV1UPrqD0NZoaAX5eVfsAdwF/VVW/a8LtFGC7Udu9BTimqr7WfPZ5SZ4F7AfsVFUPJ/k8vT8MvlJVdydZLcmTq+rX4/9EJUnTbZCnHucD94xqu7GqtgFoRnHHAa9o1p1bVb9p3u8MnNKcRr0zyUXA9itovw94VrO/3arqF81+dgP2SvLeZnl14KnAdSuo+6GRGvusAhybZBvgUeAZy9nuP4B/SLIRvVPA/zfJy4Dn0QtrgDXoBeqIu4CnAI8JwSSHAIcAzFtn/RWUKkmaikGG4EP0QmcsZwBf7lvuH51ljG3Gage4vTnetsBICAbYt6puWHGp43oXcCe9EehKwO9Gd6iqrye5FNgdODvJm5rjn1xV7x9jv6vT+zmN3tdx9AKd1RZsVlOsXZI0hoF9J1hVd9M7JThWEO4M3DjGuouB/ZpZpesDLwIWraAdeqPO3YEjkrykaTsbODTNMCzJts2/GyY5v8XHWRe4var+ABwIzBvdIckmwM+q6rP0An4r4Hzg1Un+S9PnSUme1rwP8BfAshZ1SJKm0aBnYp5DL+zOa5ZHvhMM8HvgTWNs92163xFeBRTwvqq6I8lY7c8EqKo7k+wJfC/JwcBHgaOBq5vQWQbsASwAHmnxOT4PnJbkb4ELeeyodcR+wAFJHgbuAD7SfL/5v+hN9lkJeBh4K3ATvdOkP66qNnVIkqZRqgZ3tq0Zeb27qg4c2EEmIcnbgJur6owh1nAMcEZVrXBEutqCzWrBQUfPUFWSNHGz+cnySZZU1egJjI8z0JFgVV2R5MIk8/quFRy6qjp22DUA14wXgJKkwRr4helVdeKgjzEXVdWXhl2DJHWd9w6VJHWWIShJ6ixDUJLUWYagJKmzDEFJUmcZgpKkzhr2s/s0ji03XJfFs/iCVEmayxwJSpI6yxCUJHWWIShJ6ixDUJLUWYagJKmzDEFJUmcZgpKkzjIEJUmdZQhKkjrLEJQkdZYhKEnqLENQktRZhqAkqbNSVcOuQSuQ5H7ghmHXMQXzgV8Nu4gpmMv1z+XawfqHba7Xv3lVrT1eJx+lNPvdUFXbDbuIyUqy2PqHYy7XDtY/bH8O9U+kn6dDJUmdZQhKkjrLEJz9jht2AVNk/cMzl2sH6x+2TtTvxBhJUmc5EpQkdZYhOIsleUWSG5L8NMlhw66njSQnJrkryTXDrqWtJBsnuTDJdUl+kuQdw66pjSSrJ1mU5Kqm/g8Pu6bJSDIvyRVJzhx2LW0lWZZkaZIrJzpLcbZIsl6SbyW5vvl/4IXDrmmikmze/MxHXvcleecKt/F06OyUZB7wn8BfAbcClwGvqaprh1rYBCV5EfAA8JWq2mLY9bSRZAGwoKouT7I2sAR41Rz62QdYq6oeSLIK8EPgHVX14yGX1kqSdwPbAetU1R7DrqeNJMuA7apqzl1nl+Rk4JKqOj7JqsCaVXXPsOtqq/kdehvw/Kq6aax+jgRnrx2An1bVz6rq98C/AHsPuaYJq6qLgd8Mu47JqKrbq+ry5v39wHXAhsOtauKq54FmcZXmNaf+2k2yEbA7cPywa+mSJOsALwJOAKiq38/FAGy8DLhxRQEIhuBstiFwS9/yrcyhX8R/LpIsBLYFLh1uJe00pxKvBO4Czq2qOVU/cDTwPuAPwy5kkgo4J8mSJIcMu5gWNgF+CXy5ORV9fJK1hl3UJO0PnDJeJ0Nw9spy2ubUX/NzXZInAKcB76yq+4ZdTxtV9WhVbQNsBOyQZM6ckk6yB3BXVS0Zdi1TsFNVPRd4JfDW5uuBuWBl4LnAF6pqW+BBYE7NRwBoTuPuBZw6Xl9DcPa6Fdi4b3kj4BdDqqVzmu/STgO+VlWnD7ueyWpOZf0AeMWQS2ljJ2Cv5nu1fwFemuSrwy2pnar6RfPvXcC36X29MRfcCtzad+bgW/RCca55JXB5Vd05XkdDcPa6DNgsydObv2r2B84Yck2d0EwsOQG4rqo+Pex62kqyfpL1mvdrALsC1w+3qomrqvdX1UZVtZDef/cXVNUBQy5rwpKs1UyoojmVuBswJ2ZJV9UdwC1JNm+aXgbMiQlho7yGCZwKBW+gPWtV1SNJ3gacDcwDTqyqnwy5rAlLcgrwEmB+kluB/11VJwy3qgnbCTgQWNp8rwbwgar67hBramMBcHIzO24l4JtVNecuM5jDNgC+3ftbipWBr1fV94dbUiuHAl9r/vj+GfCGIdfTSpI16c2q/7sJ9fcSCUlSV3k6VJLUWYagJKmzDEFJUmcZgpKkzjIEJUmdZQhKkjrLEJQkdZYhKEnqrP8Prduixsy8rmgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"wordPerMsg_weekday_vs_weekend.plot(kind='barh')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Q 5)\n",
"## Most Usage - Time of Day"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>weekday</th>\n",
" <th>Friday</th>\n",
" <th>Monday</th>\n",
" <th>Saturday</th>\n",
" <th>Sunday</th>\n",
" <th>Thursday</th>\n",
" <th>Tuesday</th>\n",
" <th>Wednesday</th>\n",
" </tr>\n",
" <tr>\n",
" <th>hour</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>7.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>14.0</td>\n",
" <td>3.0</td>\n",
" <td>9.0</td>\n",
" <td>1.0</td>\n",
" <td>8.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>18.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>NaN</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>5.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>NaN</td>\n",
" <td>4.0</td>\n",
" <td>NaN</td>\n",
" <td>7.0</td>\n",
" <td>11.0</td>\n",
" <td>NaN</td>\n",
" <td>6.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>1.0</td>\n",
" <td>5.0</td>\n",
" <td>NaN</td>\n",
" <td>4.0</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>5.0</td>\n",
" <td>NaN</td>\n",
" <td>9.0</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>3.0</td>\n",
" <td>7.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" <td>29.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>21.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>8.0</td>\n",
" <td>17.0</td>\n",
" <td>6.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>2.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>21.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>2.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>7.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>9.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>NaN</td>\n",
" <td>17.0</td>\n",
" <td>12.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>2.0</td>\n",
" <td>8.0</td>\n",
" <td>3.0</td>\n",
" <td>11.0</td>\n",
" <td>8.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>NaN</td>\n",
" <td>3.0</td>\n",
" <td>8.0</td>\n",
" <td>47.0</td>\n",
" <td>27.0</td>\n",
" <td>9.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" <td>12.0</td>\n",
" <td>NaN</td>\n",
" <td>33.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>13.0</td>\n",
" <td>34.0</td>\n",
" <td>NaN</td>\n",
" <td>53.0</td>\n",
" <td>20.0</td>\n",
" <td>12.0</td>\n",
" <td>18.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>NaN</td>\n",
" <td>4.0</td>\n",
" <td>NaN</td>\n",
" <td>23.0</td>\n",
" <td>14.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>13.0</td>\n",
" <td>15.0</td>\n",
" <td>3.0</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"weekday Friday Monday Saturday Sunday Thursday Tuesday Wednesday\n",
"hour \n",
"0 1.0 NaN NaN 7.0 NaN NaN NaN\n",
"1 NaN 2.0 NaN NaN NaN NaN NaN\n",
"2 NaN 1.0 NaN NaN NaN NaN NaN\n",
"6 1.0 NaN NaN NaN NaN NaN NaN\n",
"7 14.0 3.0 9.0 1.0 8.0 NaN 1.0\n",
"8 8.0 NaN NaN 1.0 NaN NaN 18.0\n",
"9 NaN 3.0 NaN NaN 5.0 NaN 1.0\n",
"10 NaN 4.0 NaN 7.0 11.0 NaN 6.0\n",
"11 1.0 5.0 NaN 4.0 3.0 NaN 8.0\n",
"12 NaN NaN NaN 5.0 NaN 9.0 4.0\n",
"13 3.0 7.0 NaN 1.0 NaN 29.0 3.0\n",
"14 21.0 NaN NaN 2.0 8.0 17.0 6.0\n",
"15 2.0 NaN NaN 1.0 1.0 1.0 21.0\n",
"16 2.0 NaN NaN 7.0 NaN 1.0 NaN\n",
"17 9.0 2.0 2.0 NaN 17.0 12.0 3.0\n",
"18 2.0 8.0 3.0 11.0 8.0 1.0 1.0\n",
"19 NaN 3.0 8.0 47.0 27.0 9.0 NaN\n",
"20 NaN NaN 2.0 3.0 12.0 NaN 33.0\n",
"21 13.0 34.0 NaN 53.0 20.0 12.0 18.0\n",
"22 NaN 4.0 NaN 23.0 14.0 NaN 1.0\n",
"23 NaN NaN NaN 13.0 15.0 3.0 5.0"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = df.groupby(['hour', 'weekday'])['msg'].size().reset_index()\n",
"x2 = x.pivot(\"hour\", 'weekday', 'msg')\n",
"x2"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1d7a7e80>"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"days = [\"Monday\", 'Tuesday', \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"]\n",
"sns.heatmap(x2[days].fillna(0), robust=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Q 6)\n",
"## In any group, do I have any inclination towards responding to someone? "
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 2 4 5 6 9 11 12 14 17 18 20 24 25 28 29 30 31 36\n",
" 38 39 43 46 47 49 51 54 55 57 60 61 62 64 65 66 68 69\n",
" 71 73 75 76 78 82 84 87 88 89 92 93 94 96 97 100 101 103\n",
" 104 108 109 110 111 113 115 116 117 119 121 124 125 127 131 133 135 136\n",
" 138 139 142 143 145 146 149 150 153 156 157 159 161 163 165 168 169 172\n",
" 173 180 181 182 188 192 194 196 198 200 201 204 207 210 213 214 216 217\n",
" 220 224 226 227 229 231 233 237 238 239 241 243 247 252 254 255 258 259\n",
" 262 265 267 269 271 272 274 276 277 278 279 284 285 286 287 288 289 290\n",
" 293 295 297 299 300 303 304 306 308 309 311 312 315 320 323 326 327 329\n",
" 332 337 339 340 343 346 347 350 352 353 355 357 359 360 362 364 365 367\n",
" 368 369 372 375 376 378 380 381 383 384 385 387 388 390 395 396 398 399\n",
" 402 403 404 405 407 409 411 413 416 417 418 421 423 425 427 428 429 431\n",
" 434 436 438 441 442 443 446 449 452 454 456 458 461 463 465 466 468 469\n",
" 472 474 475 477 478 480 481 483 487 488 491 494 497 498 505 507 508 510\n",
" 511 515 517 518 522 523 525 526 529 536 537 540 541 544 545 549 550 554\n",
" 556 559 563 564 565 567 570 571 572 574 575 576 577 579 582 588 589 590\n",
" 591 593 595 596 600 603 606 608 610 612 614 616 617 619 620 623 624 626\n",
" 629 631 632 633 636 637 639 640 643 644 645 648 649 652 653 656 659 660\n",
" 662 663 665 666 669 670 672 673 674 677 679 681 682 684 685 687 688 689\n",
" 691 693 694 697 698 700 702 705 707 709 711 712 713 714 717 718 722 723\n",
" 724 727 729 730 731 732] (366,)\n"
]
}
],
"source": [
"my_msgs_index = np.array(df[df['user']==me].index)\n",
"print(my_msgs_index, my_msgs_index.shape)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 1 3 4 5 8 10 11 13 16 17 19 23 24 27 28 29 30 35\n",
" 37 38 42 45 46 48 50 53 54 56 59 60 61 63 64 65 67 68\n",
" 70 72 74 75 77 81 83 86 87 88 91 92 93 95 96 99 100 102\n",
" 103 107 108 109 110 112 114 115 116 118 120 123 124 126 130 132 134 135\n",
" 137 138 141 142 144 145 148 149 152 155 156 158 160 162 164 167 168 171\n",
" 172 179 180 181 187 191 193 195 197 199 200 203 206 209 212 213 215 216\n",
" 219 223 225 226 228 230 232 236 237 238 240 242 246 251 253 254 257 258\n",
" 261 264 266 268 270 271 273 275 276 277 278 283 284 285 286 287 288 289\n",
" 292 294 296 298 299 302 303 305 307 308 310 311 314 319 322 325 326 328\n",
" 331 336 338 339 342 345 346 349 351 352 354 356 358 359 361 363 364 366\n",
" 367 368 371 374 375 377 379 380 382 383 384 386 387 389 394 395 397 398\n",
" 401 402 403 404 406 408 410 412 415 416 417 420 422 424 426 427 428 430\n",
" 433 435 437 440 441 442 445 448 451 453 455 457 460 462 464 465 467 468\n",
" 471 473 474 476 477 479 480 482 486 487 490 493 496 497 504 506 507 509\n",
" 510 514 516 517 521 522 524 525 528 535 536 539 540 543 544 548 549 553\n",
" 555 558 562 563 564 566 569 570 571 573 574 575 576 578 581 587 588 589\n",
" 590 592 594 595 599 602 605 607 609 611 613 615 616 618 619 622 623 625\n",
" 628 630 631 632 635 636 638 639 642 643 644 647 648 651 652 655 658 659\n",
" 661 662 664 665 668 669 671 672 673 676 678 680 681 683 684 686 687 688\n",
" 690 692 693 696 697 699 701 704 706 708 710 711 712 713 716 717 721 722\n",
" 723 726 728 729 730 731] (366,)\n"
]
}
],
"source": [
"prev_msgs_index = my_msgs_index - 1\n",
"print(prev_msgs_index, prev_msgs_index.shape)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 3, 4, 5, 8, 10, 11, 13, 16, 17, 19, 23, 24, 27,\n",
" 28, 29, 30, 35, 37, 38, 42, 45, 46, 48, 50, 53, 54,\n",
" 56, 59, 60, 61, 63, 64, 65, 67, 68, 70, 72, 74, 75,\n",
" 77, 81, 83, 86, 87, 88, 91, 92, 93, 95, 96, 99, 100,\n",
" 102, 103, 107, 108, 109, 110, 112, 114, 115, 116, 118, 120, 123,\n",
" 124, 126, 130, 132, 134, 135, 137, 138, 141, 142, 144, 145, 148,\n",
" 149, 152, 155, 156, 158, 160, 162, 164, 167, 168, 171, 172, 179,\n",
" 180, 181, 187, 191, 193, 195, 197, 199, 200, 203, 206, 209, 212,\n",
" 213, 215, 216, 219, 223, 225, 226, 228, 230, 232, 236, 237, 238,\n",
" 240, 242, 246, 251, 253, 254, 257, 258, 261, 264, 266, 268, 270,\n",
" 271, 273, 275, 276, 277, 278, 283, 284, 285, 286, 287, 288, 289,\n",
" 292, 294, 296, 298, 299, 302, 303, 305, 307, 308, 310, 311, 314,\n",
" 319, 322, 325, 326, 328, 331, 336, 338, 339, 342, 345, 346, 349,\n",
" 351, 352, 354, 356, 358, 359, 361, 363, 364, 366, 367, 368, 371,\n",
" 374, 375, 377, 379, 380, 382, 383, 384, 386, 387, 389, 394, 395,\n",
" 397, 398, 401, 402, 403, 404, 406, 408, 410, 412, 415, 416, 417,\n",
" 420, 422, 424, 426, 427, 428, 430, 433, 435, 437, 440, 441, 442,\n",
" 445, 448, 451, 453, 455, 457, 460, 462, 464, 465, 467, 468, 471,\n",
" 473, 474, 476, 477, 479, 480, 482, 486, 487, 490, 493, 496, 497,\n",
" 504, 506, 507, 509, 510, 514, 516, 517, 521, 522, 524, 525, 528,\n",
" 535, 536, 539, 540, 543, 544, 548, 549, 553, 555, 558, 562, 563,\n",
" 564, 566, 569, 570, 571, 573, 574, 575, 576, 578, 581, 587, 588,\n",
" 589, 590, 592, 594, 595, 599, 602, 605, 607, 609, 611, 613, 615,\n",
" 616, 618, 619, 622, 623, 625, 628, 630, 631, 632, 635, 636, 638,\n",
" 639, 642, 643, 644, 647, 648, 651, 652, 655, 658, 659, 661, 662,\n",
" 664, 665, 668, 669, 671, 672, 673, 676, 678, 680, 681, 683, 684,\n",
" 686, 687, 688, 690, 692, 693, 696, 697, 699, 701, 704, 706, 708,\n",
" 710, 711, 712, 713, 716, 717, 721, 722, 723, 726, 728, 729, 730,\n",
" 731])"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prev_msgs_index = np.delete(prev_msgs_index, 0)\n",
"prev_msgs_index"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(365, 7)"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_replies = df.iloc[prev_msgs_index].copy()\n",
"df_replies.shape"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1d9b11d0>"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_replies.groupby([\"user\"])[\"msg\"].size().sort_values().plot(kind='barh')"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1d93e940>"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"(df_replies.groupby([\"user\"])[\"msg\"].size()/df.groupby([\"user\"])[\"msg\"].size()).sort_values().plot(kind='barh')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Q 7)\n",
"## Which are the most common words?"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"comment_words = ' '\n",
"stopwords = STOPWORDS.update(['lo', 'ge', 'Lo', 'illa', 'yea', 'ella', 'en', 'na', 'En', 'yeah', 'alli', 'ide', 'okay', 'ok', 'will','image','ommited', 'omitted'])\n",
" \n",
"for val in df.msg.values: \n",
" val = str(val) \n",
" tokens = val.split() \n",
" \n",
" for i in range(len(tokens)): \n",
" tokens[i] = tokens[i].lower() \n",
" \n",
" for words in tokens: \n",
" comment_words = comment_words + words + ' '\n",
" \n",
" \n",
"wordcloud = WordCloud(width = 800, height = 800, \n",
" background_color ='black', \n",
" stopwords = stopwords, \n",
" min_font_size = 10).generate(comment_words) \n"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
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61HOszlAOHazULqvdjVad/LPIEtAoY2luKW/7XMLd+TJ5pW2REF1LBekJs9Bqkr18RYdlEhuezaHCFVTWu2/EFpueI0VfMXLIJT72Hn7O1FbJI1DIQtG1VLAn792ObU9Ct3oLiqwhKLLTaV7V9m+b+t9HEGTuPKnUt/+GrbyGigf+hb2+CZfLRezdS3AajDR/7ft9MO48RMpry6h85BVsFX2fVn/wH/W88lbnUbiTiRze8c1wsJdMywUVBpqQCyqsLt/oXI8QBORRcagSUomYOAt5ZEyfo1ZiiQybSY+5pR5zi/d13NBQiklXjUlXTVL2PE978YGv3X/UnSB+2EyvY3Q1+VTlb/FqS8qex6EN/waguvAn4tKn9ltkKcJjEUsVtNQU+7xn0dV1KLJ6S0tdmUewDDRiqaLD9tZz66hURFfjFRAQC1KP6GmP1WGk1uz+HBNUWdSai9xjEKQc122jvOWIx9bVroSIw+WbslHWcohk9ShKWw5RZy7B4vBdZels5yMn4jw00gh+qHwLh8vOsNCpP9s4KGs5BECiKos6c0mH59VXThuR1WyvQSSI2aX7usMPvD2HDT+yIOoW6qxlZGvcP8zdum+9fAE98jUYVFjySVeO9UTTjrX81ONj46/+LZrsjp+WxCo1YpWasKneK4mqPn0f/f7d3foectcyJFrfJ3xZdAyy6BjUmSOIXngJLoeD/Ifv7vGYO/MrVqpQZ47o1q+1qpqyZ54CQSDlvvs9Iiv+plsoefzvuGxuYZtw2+1UvOS+ACf9+S5qP1pO1du+F4LK/7ifglqFVCu1n34MQMr9D1Ly+N87PC5iwULC5nrn5dUs/4CYqxd7RFbskt/R9L07NB2xYCHa2XM4cY/7vJLuvJvw+Qsof+F5AKoaDjEi7UJUikiM5nrUiihqm45RXLmFc8bfR0H5BmLCRyARyzFZ3JFOQXBHWEqqfb83TYZSwk4STaMzLnePv9470lFRt5fE6Ak+9q2YbTrOHnsXcmkIG3Y/hsPpWwqhM1w2O7X//tCnvfh3f+3A2k3Nc74CTrd2G7q1bXlIJbc82uMxnMzaH4zMm6Xiluu1PPFC91HjVnuD0YXd3nNJ5XC4beUyAUMXq++tThNzNddwzLKTMlvnCeUjFdOIlwwBBKRKOftN3wOgFmsZoZhMo6Oan1q+7npQgoAiKp6ISbNQJaYii4jp9jysDbWYKoqp3/k95tqqbutqNVYeQaYKIyl7HrHpUziw7nlsZvdUjq62LfrY/qY/dsFfKNj1Cfq6E5wsW5trT6pFKAiERKQiU2oBt8iqLuz5tbMzpCq3v6Hzb/YZA4Dd4v2PqAiLZeSl7oib3WzAUF3kzuPqAvvPn8NgMmax72/n5HPztHcxXhcu9tZ/TaI6m2pTASHSSAREVBjdD497679mdPg8IuSJnmP21n/NuMgLqDYVIgAh0miPfWfkNW9DHRnBtJir+Kn2E0/70eZNJKpH0GSpIlUzBovTfQ5qSRhGexMKcQjDtFNosTV5+ZoWcxVKiZaNlV1H7XvLaSOydPY6BEQkKbIoNh3q0TFx8gzUYi1GR7NX1Epnr8Pk0PfK10AyRJnT56nBzgQWLleHT6AOkxHD4e6nEVTpwzoUQh0hiMWEz5xD46YNA+LXVvtzgqLLhfFYWy6b8egRj8ACaDl4AGlkJLb6esyFBURd+mus1VVYSr1XjPmblgMHcF5yqee1SC73TDcqM4djrWxLjjafKCR0SvvpQRe6lkpCVHEYzfWEaVLQGytx4UIilqNWxhCiiqc9cmkIACmxU0iJndLt+MQid2R33qRHenVeIkGEXBqC3WHulcA6Vfnna43Mm6XqtI6VXCZgsbp87J98KIo7/+obOVPIhQ7rXtXUuecRx+XIWfeDsdPxHDD7Ruu2tHzh03bYvJXD+Cas19srKLEe8WlvjyYjG1ViGhETZiKSdZ9D5rSYadi9CWNFEYaCrn13hNXYRFnuWiryfiAuYxoVx77v0r4qfyv6uhOIRBIU6siunbtctDRXYDU193pcXWE3uWc2jn71AhZdXdfGgkDG3CWYm6op2rScltq2qEhExni/jsvf7H9/md981ZgKSQ+ZSEbIJPS2egr1uzzvuVxOEtRZnNDv8bLfU/cV02KuwomDgw3retRPiWE/k6Ivxdkub7S8JZfZCTciFqTkNm4kPXQiAAcb1zEyfDaToi/hhH4PMpHKy1eoLIbSlkNevvzBaSOyXLg41vITWeppDFVNxOjQoRGHIRbcUwvtV/oB1NnKSFaMwIWLHc2rfHz90PgB86NuZoR6Os32WiSCFLXYfbP/sXE5RkfPf6ixsjRCJFEoRRrCpbFoxGGoxFrsLiu11hLqbeXdO2lHsekQacocFkTdArifaFscTRSZDlBtLer0uJT/a1vR0100SSSToR4xGktFader5wSB5BvvQJGS5mk6/te7OlwBJkgkDP3rUwBEnXch4TPnUPj4g526Tr5pqd/9eulIH1HZ9rriFXfekDwpibgbbqRpw3rMRSc6HWt/cNntVP7nNVRZWVgrK6n95GNsNT8LQ5F7TMqMDABa9u+jZb93+Y+ymh3EReZQ3XCYlLgp7DzSFn1LiZ1MpPbknCC3z/yy9ZTWdJKg3wEb9zzRq/PKybiSE5U/MiT+bFLjplNctaX7g36maeXGXvU1EHy30Yg8OZ+nl0V1mmfVfiVhq725ZKinBlZ7cs4p5vAxX/H5wQo9770Ux3fLE73a2/seKFIuu7HDdt2RvZgqS2jctw2nzT8COjwhm2GTFyMIYizGBvatfqrbY2LSJpE65kJKDqyipqj7wrcH1v6TUXPuQB2WiFFXScXRjdSX9a94qrG+jNqj28iY+1uOfvkCTkfnKR8hcekotNEdrOQ7dRcG1B7dRnTWVERiaZfn1lt+qvm40/e+K/uX7zjMRawpf8mnvXXFYEdEK9Mx2LwDEi5cbKh43fO63Oh+GGi2VrO1enmnvgy2Bg43dh8Y6C2njcgCOGHaT72tjHEh8wkRR2By6tHZ66i2+t4cy83HiJIm0WCr8MmxamVb02ekKkYTLx+KEweVlnyqrScwOXoXuk1UDCdGluZ5rRBpPDWzxIKk1yIrQpqA0+XwlGuQi1SES+MJl8b7iMlWREol8oS2VZW6PV3fXJ1Wa4+mCMOmzPASQg0/rOtQCIFbTBgL8lBlZALu6b6u8JdfaUyMW7SIRCgzMz3tqqwsBKkM1883CfXoHJp//MHrWEtZGdXvvo12xsweiyxB1nkNoc6wlJUSc/U1WKJL0e9o+7cxHTtG6NRpmAo6T3LVGSvISJqLSJCgVkRjd5g974WqE1HIQrHa2r7jVpv7+yuXhXjZdobTaUckkvTItj3Hy9ZSXLUVpTycYcnzMJrrqG3qXd7gqYbd7uJPy2qRywXOnqokM11Gs97Be5/o+ewr3+uI3e5iwrwSbrley+Jfh6BUiNh9wMy2XeYOBVYrV95cya3Xazl7qgpDi5PyKv+nLbQ4exfRcTnslHz6BuaqUhzmPuZwdUFjRS47Pvdd5bb/u2c6fX1g3T8BGHVOJJfdPxSraSJP/Go32z65q9N+Dm3wvYH3l8q935Fz9cMMv+gO8r97HYfVjESpIXzIGMJTR3N0lbtPU2M1LpeT2FHnULL1M5wOGwptNIkTL/T7mPxF5d7vCEsZyfCL7qBy31p0pUe9zq1o03LMzadW6SCxICVKkUKyehSHGnsW9eoMlURLiDSKAn3PH0h7Q3BbnVOMcaHnUWnJ9ynVIELEeVE38V3df7wKl7Yij40n5fa2yFXdmlU9mq7rjmF/a9t2o/qzD9Dt29WFtZv2Earyt1/FWJDnY6POGknC4t/122/sb5fQsn8f4fPOA/BOfI+NJeL8C1AOy8RSXkbj2rWY8twiIP6mm5ElJiEIAtaqKipeaXuCOjkXy2FsofivbaH0iAUL0UychFijofaTjzDs3o1m/ARirr6my+OG/OMpBLHYKykeQKxWk/inOxGHhGDOz6fpx+8xHfMWK/MmPUJhxQ+kJ8zylG7IybiC2IiRABSUb6Sw4nsve8CrzEMrIkGCs10uYqR2KOMzr6O4eht5Jau7te9oW52ZY/6EQhaG2drMpv0926olyODT3bY6hhPHMFeXDfp2Ov8+cg5/v3AHVQWdT6/2haVvjeHFJT1bdSkSS4kaPpn4sechlimwW4w0FR2gsegA+krv/LDhF9yOQhuNWKqgvmA3lfvWknb21YTEZfjUvppww7M0nthH4caut35JnXEFUZmTO32/vd+EcfOJH3dej2xbicmeQVjqaDSxQ7zPrarAazuCIbMWI4hE3Y73TKG/2+oERdYpxmTtIgpNe6m1eq9wCJFEMD3s8s4jWQoFGfc/5pkis9bVUvxC76Z/OqK9yCp47AGcPXjCjZp/EeEzZgPuCFX9um98bOKvvB7NqLH99hv72yVUv/1WN0ee/syb9Agt5jrUiiiPcEqNm0Zm8nwA9h5/n7qmNjGbnbaIxOjxNOqLKK/bi8FYhVSiJCFqHFHaTL7f673XX3v746VrcLocaNVJhIWk+Nh3JLI0ylgmjfgdErGc9bv+5iXKgpy6hOVMRpWYRlhO5zfvVmzNDRjLTlC/YyPm2soe7wM07bJ4fn3fUOwWJ/dMc08payKkPPjVJBw2Fw/N/Qmnw8WLh2bxzj1HuObR4RQf0PHuvUdprrVy90fjSR0dgqHRxq5V1XzyWD7j5kczbn40R7c2cvmDQ1n/ZhmrXjzRpd9Ff0qnrtTEu/cexW51cuOLIxkyNhSTzs6Gt8tY87p/V5UFOTMI7l14hqF31JOmzKHRVuUpOxEqiSInZHaXxznNZsxlJSiSUwGQRUUjDY/E1th1yYve0BMhBGCta6uUK49P7NCm/VShP/2eyagVUVjtbat9mgxtCfu6Fu8p6SPFX+FwWkmJnUJ4SFq3vo8Uf0Vi9DjCQ9I4K/vmXo/NYKrmYOGnjB12DdlDFnGo8LNe+wgy8DQd2E7Tge1Uf78KVdIQoibPQRGX3GGtMqk2Aq02Au3ICTgtZup3/YCx7AQtRb6R6lYmXRTLhUvTuGvSZkKj2qbZb3g2m4fm/oRCLWHh/6Xy9b+LEAQ4++pE7pu+lRtfHMnC36fy4V/zeOry3bx09ByeW7yX6sK2SNbwqeHUl5u5d9pW1GHSbv0+feUernsiy+P3+ev29SqSFSRIXwiKrFOMXMNmMtVnMVl7MRpJBE6XgxprMceNu6nuptp76X9e8Io8pf3Znf9gLMhDt/sn9Af3dXZoh6gzR3i9bu+7p8iifWusqDNHIAltSxT2l98zmY6m/ZoNpR22g3sFz7GSbzlW8m2H73dkv3bnwz2ytTvMHfZb15THuh76CHJq4TC1oD9+CP1x79XW8qhYVIlDUCWlox010dMukiuInj7fx4+9RY+x/ARln78NwEV/GMJHjx7H5XTRXOOuq5Q+TktqTig2sxOb2cr5t6fx3WvuKNLHfzuO1exgz7c1zLwqwcd/e/T1VlY+674mWoyObv3q66098hskiD8JiqxTkLyWHeTRtyQ8/f7dhIyZ4NWmyshElZGJIimN5p1bvSJCXSHqJnG9Rz6kUt82P/r9JUwVBgkyWFjqqrHUVdO4/yeqNn6JMj6Z8LHTUMYlI9GE+thL1CFe+xg2VVuISPAudtlQaUahbouU6eut2G3uRS8uZ98zRwLlN0iQ/hAUWWcYVZ++T9Wn7yOIxaQuvRdpRFttmbBpZxM27WwAWvKOULvqM2yNndfjkoaFezd0svqvK1wdHBMov79URHIJE9+8gR2L/zPYQwlyBuMwGjAUHMFQcASJSoM6LROpNgJ16jAUsYmIFb4PT/+8di+zFifyz70zMbc4uG/GVpqqLPxl8hae3Dodu9XJg+f0v2Ao0Ce/unorz+ycwYonC9j6aaVfxhEkSHuCie9nMoKAeng2Cdfc0GEhUpfNSv6j93Z6ePj0WUQtWOR5ffyhP3dq2xsC5fdMQRKiwK73LacgCVHgsjlwmL1r2YjkUia+ueQXI7IiklSExStIGReOOlyGUislIkmFMlSCKlyGRCpCqhQjlgjYrU6cdhcOuwuz3oZJZ6OxwoRZZ6fiiA5djZmyg03oay0gTlcJAAAgAElEQVQ9zeP+RSLRhBKaNRZ5VByhw3M6FFTtyX3yl/ebFkQCccM0aKLkxGeFogyVogyVEpGkRK52fzelCjFytRiRWEAsFSGIBGwmB3arE4fNidVox25zYTXasRod1JcYMTZZqStuwdRsw9hko764hZZGa/D7OkAEVxcG6TEhOeOJOGeeVz6T02ql+IUnsOt8a+q0L7MA/hNDgfJ7RiAITP74/9h++csdtuc/v4b6LfkdH3uGIJaKSBgRyrTr0kjJCSM8STngY7CaHFQe1fHTB8Wc2NWArmZw9pUbKCSaUBQxCWhHTkQRk4A8Kq7HxzqMBkxVZZirSmnYtxW73r8V108V0idFkJCtZcKlSUSlqRFLTq0Co06Hi4ZSI1XH9Rz4upKqfD11J7rYt+kXTNqkSynauaJHtsHVhUF6jP7AHvSH9jF02ZOe1UMimYywqWdT991XPva2+sAUoAuU31ORlMVTSLluKoJEjN1g4dC9n6I/Wkn0nCwy716IpUZH1dcHKPvYXQph2pdLESulzFznLra46dxnvNqzH7kEgNL3f6Lorc0AzFx7FwhttgAT3vgtZZ/sIuO2OTjtDnZd9wb2FovPmAD23f4++qODP1USlxnCwruzSBsfjlThu7ptIJEpxaSOCyd1nHtqe8fHpRTuqOfAt4P/OfmT2DmLUMQkoE7tuMJ9ZzjMJhr3bcNcVYLu2ODVzwo04YlKZt2YQeq4MGKHhQz2cLpEJBaISlMTlaZm1Dy3SK44oqP6uJ69X5ZTeqAZS0uwtAqANi6zeyM/EYxkdUBMhoY/fjmze8N+YDHYeeKcDVhN/t0nqaek3n43slj3nnddbcHTfuVf7Tdf0LTNdz+1vtB+I2t/+u2Oxw8vDHgfdSdaeO7CHxm69FwUCWEcuvdTxCoZmowYmg+WMeaFa2g+UErRfzcBkPqb6RS/464fJJJJmP7NH70EU/v23L9+4RPJ6uiYCW/8FpvOzIE/u7eRGPPCNez/wwc+Y5r25VKfvgYCsURg6LQornxqDIoQ38URpwNfP3mE/asqMDQEbt/GCCGGseKzKXXmcdzZNzGTIRpFgbPjPVq7KkbqtFlpOrAdU2Up5qpSLPXVfer/dEETIWPEnFgueiAbiUw02MMJKPpaC8V7Gyne28jW94r8PvUolioYOX8pck0kIrF3LOfQ6udpqXeXnxl7yYPs++LvpE64hPDkkYjEMoyN5Rzd4J36oI3PZOj0a93FXYv3UZm7EWNTuwceQSAsYQSpExYhU4VhN+vR1xWTv7mtYKo6PJG47HOITB2LIPj++25/37dAKwQjWQGhpqDjbXj8iVwjYcwFCez8NLCbE3eGta7GI7IEUc8uKNqJU2navrlPieonYzi0zyOy/Om3KzpISwsIuz4vA8BYXE/ULPcTU+T0oTTuKAJAPSSK0JEJJF/dVgCy5P1tuOz+PX/9sba90yRqWYdjcloG/sk2MkXFLf+bgiay+w2JT2UuuGcEC+/K4qO793F4XTVOh/+fFRtcNVS7Bu4aYaoscU/77d2Kpa4aXGf+AhOZSsy1L4wnY0okgujUmgIMFCHRckadF8eo8+KYdVMGxzfV8vVTRzA29X/vwlaBJQgi6gp3EpaYjUylperYJiz6Oiz6tk22ZcpQpMoQYodPx6yrQSrXoI0f7uUvZdyFxGfPxmpsxmKsImrIBCJTx7Ljw794bMITs8mcdQNOpx2roQGZOpzI1LHU5P+Ersq9J6hYpkAkkqCvOUFobAYNJQMTgQ2KrEFk0uXJgyayxCFty68dps63qrA11iMNd69QlMXEEj79HL9s16M/fIDWrA9/+u2K1PHh3Rv1E6fDxd6V7sKglav2EzoykSkrbsNaq6dmbS4AYqWU4rc2U73msOc4fwssAKfJN8Jy8phyH17p9347Y/SCeM66Ipn0syIHTPAGGpFY4OrnxqGrNvOvX2+hpTFwUa1A4HI6sNRW0bhvqztiVV022EPqkPRnb6bwTv8v7Lj88RxGzY8b9OnpwUQTIWPcokTGXpRA2aFmvno8l/LDuj6XvYjLmolSG8uOD/+Cy+lAJJExeuGf0dcU+ggbQSRm+Oyb2LviUWxmPSKxBG2ct8iKz56NxdDAvpWPAZAwcg7JYy9Arg7H0tIIQGN5LlXHNlGy+0tcLicSmYqhM64lKWc+uT+LLF11AbrqAkKih5B93u0c3/ROn86vtwRFVidsfLWA2bdmBLSPpFFav/mKu2wxkrBwKt7/L05T1xXUU5fe45X83tG2N60U/fNxEq690VOYNOq8CxFJZTRu3ojT2kkysCAQOXchoWMncuKZRzu2cTppyTvif7+dIJGLuP6lid0b9pMP/rQXfZ17/PLYUKJnZ7Fpnvd0XO5fv2DEw5dQtyUfQQDVkChqNxwFwGm1YypvRJkUDi4wlTd6tcfOH42xqB6HyYq1wZ3UKkh6PrXR2ZgChTJUyp3fzkIVdnpOCfaU0FgFD2yeC8DeL8vZ+FoBdUWBSzrOEo0nz7mf8eJZNLpqKHAeYoL4HPY6NiFBSo54Grsc7ocWFy4ERIwUT+KwY4fX3qdHnu44TeBMRREiYfKVKcz/0/DujX9hCCKB5Jwwfr98mqfN2GTj0NoqVj56uMeiKzTOnd/ncrpTYZx2K3VFuwlLGNFh9Ki2YAc2s3tTe6fDTmN528OnKjwRh9XEvpWPe9oqDm9AIlORMe0actf+vOesy0Xxri88NnarkfzN7zHh8r8jEklwOgcvF+2UFVkRGRNoKNg9aP3v+KSEWTelIxIH9pFbphJjNfonL0uZmk7GvX/DXF6CsTAf/YHdOAwGHMYWBKkMdWYW6uEjvQSWrb4W3d6dnTt1uaj+7ANSfv9nJFp3JChi9nloJ0+nbvWX2HXNuGw2BLkciSYEzYjRKFKHIFapux1vd36dZhMilbrXfjsie04sipDAf92Pft9W6NXW0IKxuI6Z6+7C5XRx9NEvqdt8nPqtBeQ+9DnjXr4Wl92JqazBI7IA8p5azfj//Aa7zsz2q171ah+6dC45z15J0ZubqF5zmLQlM0hePAWAGav/jLG4nj23dP6EdvKYzBVN7PrtfwPwScCs36Uz66b00zbnqq+MuziRsRcm8PR5P9BU2bMto3qDAhX5zoM4cXDCmcso8WTKnYVECLE4cWD9ub0VJ05yxFM54Nja4ebyA0n8rRcQctZwEASO3/w8LpuDEZ89RPnzn5Pw+4swHS+neNm7AEjCNQx96XasNU3g6H+kV66WcM+62cg1p+xt75RDFSblrMuTGTE7hkNrqlj1eG63+VuG2mJCY9oCFIIgIjxpFDXHt3Vob27uvDi2KiwOsUzJ5MW+D4WmZu8cQalcw5ApV6AIjUam0iIS/3zdGeSo+Smb+D7YIgtg2LQolrw+KaB9lB9u5qUrtvbbT9xli30qvXeHXdfMiacf6bF9wnU3+Wy10x09Kc8QKL+taCJk3Pv9nIALZoD7R7q3sdFkxjHu5WvZeuELnrpWM9fdxfYrX8VaH/icv86Yue4urzGpM6KxNZn8OqY/fDHjlF+JNZDo6yw8MavvU+EjxZOxukyexHcFKuzYsGMjUohnlPgsttvXMlNyEWvtHwEQKcRT73InBmeJxlPiykNFKHWuim77E0llJF58HarENMTKjh9qHGYjtVvW0HRwB06Lb023jhDEImQJkVhK3auLM/59GwW3v0T2imWUPr4c/a48ws+bQOOa3QhiESM+eZDcS90R6/5MF961ehYRyf3fZSJIG8d+qGX7xyVeD5XtkSlDGXfpMlwuF2ZdDfXF+yk/uMbHbvLiZ8ld82/0tSc69BOVPomE7NkcWPVUl+OZeOXjiCVyzxQluEXX+MseYefye3A62iJZrdOFnSW6n8wZlfguVYUy8tf3YNU30lza9iSWdfEfUWijaSo6SPGWT4jOmopCG4M6Jo3qgxtJnnop+99/CICI9HEkTDgfq76eEz9+iM3Y95ot+dvqujfqJ4kjtSRkh1KRq+uXn8atPyCIxWhGje3W1mk20bxzGw3fr+1VHxXvvY4mezTxVy/p1taYf5Tm3dsH1W8rYy5MGBCBVbq/yfO3paoZp8VOwq/GU/XtQVQpkRjyqgdVYAE+Y0r73Qz2/+FDv/hWR8hYeGdWUGCdREiUnN/99yw+/+shGso6z3/sKWaMjBBN4JhzH0NEIyh3FmLGSJ2rEhFiJEgZIhpBvcMtsmxYMboMnCWZxy7HBgyuzq+JMbMuJHzsVMSKrmuTiRUq4uZeQszZ51Pwxj+w6Zq6tAeQRIQw5OmbPK+dpra0AFude0wuu/sGKQ5VQT+T0MMTlSx6aGRQYAWA4bOiGT4rmvUvHWfXZ2U0V3sL7djhMzm+6d1+J5ebmqtQhEQhkshw2jvPdxRL5DhsZo/AApAoNf3q21+cMpEsQSRi3G+eZM9b7hyBuDFzqdq/3ssu7eyrsRoasZsNqGPScDnsmJtrqDqwAXVMGi01RWiTs2kuzSVq+BQih07k2Nf/7tfYHt0zH4k8sMt5rUYHj89a77dpwyDeDETZBpvZweOzNmAx/PLq0Ggi5dz/45zBHsZpQcm+RpbfvZ+mCv9PI/aHmFkXEDVlDv2ZW2k6tJOKr7sW7El/uZzKl1fhaDGhzEzCdKyM7BXLKPjjq1hKagibM5amDe6N7JPvv4qyZz5FrFGS8sDVPY5kaeMUXPGPMQyZFNHncwnSOx6etMZz/xJL5Uy8/DEOr/kXLfWluLpYodpdJKvVxumwsfOj+2idq1SGxeGwGLGadB4bl8vJjg/c+iFm2FTSJv4KQST2iWSJpXImXPY3inauoCa/+62XzphIlkSu9qpdYTO2RXaGzrsRmVqLVK2l9qh7XrdV1bb+X/h5uZL159UGLqcDQdT/FSMHVlcyflFiv/10hUwlZuwFCez4ZHBWGgbpP4e+q/pFCqzsubH86uFRgz2M04aUseEsXTGDR6f0LoocaKKmzO2w3eV04LRafl6MIiCSyTuNcoWNmkTF18uhi7wvW3Uj6c/djDhUReUrX2M61vlqxspXVjH87bt6nZO1dMUMlNpfVh7gYNM+QOCwWag8+iMj5y/1tNnMBk7s+ITG0o7rtXVFyd5VpIy9gAmXPYpFX49CG4NYImf/l094bJqr8tDGZTJi3u9xORxo4zMpP7SWxFHzfPw5bBaq87YyZPLlxGfPdq9GlCrYs6LnqTO94ZSJZAFknHsDJza+i1iuYtj8W8j9/GnEMiUKbTQttSWMvfbv1BzZgt2kRxmRAICpoYKa3M1oYodgqD6BMjwOU2MVkcMmEZ01jaNfvdDv8d328TQSR/pvJWBntObzBPEfA5FXB/DAqG9/UXuJhSUoWfz8uAH5XZyplB1q5uUr+5+P2R9kYZGk33A3Iqm7jprdoKPmx69pOtjFYphWBBFhoyeRsPBKT5PL6aDw7eew1A58Zfwlr09i2LSoAe/3l07ZwWZevqrtezx58TO01JdxaPXzXnaTFz+L1djM3s97tzJ8sOlvJOuUKmtbsvVTcq55hGHn3UTtEXcFbIfVRMa5N5Bz9cNUH/x+UMa1/aOSQek3SP8Zd3Fgo5Ct/JIEFsDtn0wPCqx+kjRKS8rYwNdu64romQs9Agsg/41/9ExgAbicNB3YjrGsbapHEImJmbnA38PslvBEZVBgDRLbPz75/ihQkdvxQg+ZSjtwVaFPEU6Z6UJwTxHue+8Bn/YDHz7c7bGGavcP3dTornJdf3wn9cd7eLHohl2flXHpo6P94qsrzroimR0fB6cM/cX4nwvsBZq8zb+cvRgvfjCbKVenDvYwzhhufX8KLhesfu4om97sPC8lUGizx3v+Lnr/3z1eKdieovf/hSoxjbRr3dNDIcMCf61sz0PbzkUZGpweHAx++rCY3St8p3xjhk31SnpXRyQBUHVs0y/uifSUElmnMi5X4AX4WZen9ElkXb/mMpQRCgC+f2Qbx74q8PfQTkvGBTiXrpVdn52aVbL9jVQhDgqsACAIsPDOLDa/dWLQ7j+W2kqMZYV9Pt5YXoS5phxFzMD85lqJzwoNCqxBpKP7ldXYhDYuk+x5t2G3GFFFJCBXR6CrLqBs/y8vJeaUmi48lSncXh/wPhKyQ/s0BbP79QMc/bIAc1MnldJ/oaQPwOoiY5ONIxs7L6Z3pqAKk3LTO5O7NwzSZy57LGfQ9s7T5x/u3qgbDPm53Rv5kZh0DTe8Efh8yyCdU5Wn92k7+M1zVBxejyoikfCkkbicTuqL93Fk3Ss4bL+8e9RpG8maEXklm+s/GrD+3rp5J39Zew6hsYqA9nPT25N5eJJv0bauOPxJHgBh/50fiCGdtgzEDeuNJdtx2AKziW7ijBTKNw9+PmBIlJz7fgiWaAg04xYlMm5RIg+MXt3nfeP6iqmiuP8+Kgfuu/p/H0wleUzYgPUXxBezvuPNpO2WFkr3fUPpvs63a/slcdqKrIHG6XCx89NS5t42LKD9yFS/3I1K/Yk/94Xsio6e5PzFrGfOI/fd/RR8eQx9Wf+K1faV0Bg5N74ZjGANJJc+MorPHjo4oH2K5P1/eOypD7FMQdy4eWiTvXd5yP2066re7QkKrMFnz8rudw8IEhRZvWL9y/kBF1ngFghlh/peqb4zbtl1LbigLq+B0AQNshAZa+/5kcL1Jd42QFOxDofVQeSwcJwOF9/csZ7yHVUem9KtFXyz1HsFScZ5qUy6dSzLL13Zqz79jVgi8JtXAr8ZtN0SmAhWKx9MeQOJUkLKnHQu+uQKbC1WitYUsPOpLQHtt5XffzRtwMRqkDYmXJrEhEuTBrSki3bkRJoP928bs7DRZ/XIbuSVD1C08X3Kt3/V6z4iU9Xc8dn0Xh8XxL8U7Wlk1RMDOz18unJai6wc7bnEyNNwuRz8UPc+dpeVGZFXUmUpJN/gXlnYfloxQz2BJOUIlGL3th/bGj6j2Xbq5dOcdUUKZYf8+ySbeX46+goD6+7bRM3hegSRwJjrs5n96HRqc+vRV7YAcGj5UUq2VlC61f2UcsG/55I0JZ6JN+d4RJbL6SJpSnyHfeStKuh1n/4mc2Y06ghZ94b95PD66u6N+ondZKfw6zyqd1eQOi+DjEXDWfjur8j75DAFX+UFrF+xVHRaCiynw4Xd4sTY7C5SrAqTIZWLBi3XqT+MPDeWw+sC/x0DUKcORaIJxW7oW8RUGhqOKjmje0NAEEs8RaN7y6//NhqZ8vSM9luNDpwOJ1aTE6fdiVgqQiIXodBITrvv5w6fsg1BOuO0FlkHmtd5/p4S8St+avi8S/twWTw/1P0PiSDj3Jjf9UlgrfrHES68t3ebGfeWib9Oojy3me3L/fNFjswMZ/aj03ht0v88xZhdThf73j7M5NvHMfuR6Xx5szsPbMszu7yOXXf/Jn674QrixsZ42jY8tIW5j83wsht1VRYpMxL59o8be91nK+MvfpA9Xz4GuJCrwhh74X1s//geJHI1Y8+/B0Es5vC6lzA2dR2mvvq5cb39iHpNY7mJj/+yL+D9xE1KYNilI4ibnETRt8f58e41NJ9oIjQ1jNnPL2DjH1f7vc/5fxrOrBvT/e63P1gMdnZ8Ukr54WYOfOu/QpdiicCES5NIHh3GuEWJA7LHZU9Z/MJ4mipMPDXv+4D1YamvRh4ZiyASk3nbw+Q+2fON11uJm3sJERPP9rxuXzerI8q2riDrkj9Rm7sVp70tEbpy93ddHqeOkJE2YXDrirXH5XSxa0UZVcf05K6v9tm/z58kjtQSlaoiaoiGrFnRxGRokCoGT2zu+2pwpwrDLz0HSWwkta98Nqjj6Amntchqj0ToPnIRKolCIdYQIU3A4erbFih7vihj/h8zA/4FP+uKFL+JrIih7vyFW3Ze2+H7ijB529/hCjLPH8KIXw1DHirzeq+VExtLseqtRGSE0VDg3hg28/whfe6zFUEkJjR6CLraQiJTx9FUeQyAhKxZ7F75iMemOySywC+a3fNFWcCX22ddNYrxf5yCrqiJLy78AJuxLdFUV9xE9JjYgPR7KgmsmgIDn//1ECX7mwKSDO6wu9jxcSk7Pi7lm6ePkjU7huw5sYw8NzCfbW8JS1AiEgs4HYH5stVtXUviRW2/0eRfLaFqw0pszQ09Ol4WEeMlsABqfuw64Tk2ZzZWfQPa5Cyv9u5E1rw7Mns0pkCz8bUCinY1UHqwCbN+YLbSKj/cTPlhdwrJ+peOIxILjL0ogcSRWiZemjSogitI15wxIqsVu8uGtBPBZXdZUYlDqTDnUWHu21SLWW/ntet+4vZPApsXED88xG++WkPRr038X5d2inAFv1l7GYc+PsZHl33p1dYeh9XBN3/YyPn/msP7F37OxFtyiM6O5OgX+b3usz25G15l5NzbOLz+JRKyzmH3Svf2CyX7v2HkuXeg0ESyZ2XXWzJEJKt63F9fyd9Wz/qX87s37Cel3xdxdHnne319+5sv/NpfaIyc2z4e3HyX3Z+X8dOHJZ4bykBi0tnYu7KcvSvLPW1zbh3K5KtSCIn2fSgYKP62fwHv/N8u8jb5v+htc+4eWoryyLzD/bsKyRxNSGZbMdGW4uM4zEacVisIIJLKUSWnI1FpOvR35Jm7cTm63ui+NwnurVzx5BjGXhj4wsIdseHVfHavKKOx/NTZ1NvpcLHni3L2fFHOV49550aFxSs59/ZhDJkUQXhix/tM9oeP7g58BP9M4owTWY22ShIVWZSYDhMr946uqMRaLA5jv/uoyNVRdrCZpNGBzVmRayR+2XS4sdB9w5IoJdhNnftLOisOq8HG1nZThqqIjlcMVR+oRR2jImFCLBnz3AUq2xdB7Wmf7THpqjG31BOZOpa64r24nG0X68Pr/oUqLJ6otAnUnui8kn+gN/MG2L1iYKryt1QZunxfX+JfIXLlU2MHTUw0VZrY9n4xm94a+KrnXbHh1Xx++G8ht308jbhM/z349AZBgMsez+HFRZswNFj97t9uNGDTNSEN9V2xp07t+UKflpL8bgVWK6HJI9DEel+fK3Z1HgHLWeibAxpoGsqMfP+fgtOu2HBTpYlPH3BXWx+3KJHhM6LJOd8/n19Lo3XA8gTPFM44kVVg2I1cpGJaxGXUWIq83jPYG5gZdTUuXBgdzWyq+7DP/fz0YTGXjc7p52i7ZtxFCfz0Yf+nDOuONqCvMJC1aCiHlh/t1E6qkmBqMHlNy6TPTenSd8a8VLQpoTSX6Kna3/ak3dM+T6a2cCexQ6dSsL3t30YbO4zm6uNYjU1oIjuvOC4IDMg2OgOR8N5K1tWjkGu9he7+V3d1Yt0/hgxA8daOMOvtPHfBjwFfrdlXHDYn//r1Fs66IplFD40clDFoImRc9ngOb98amH/7wrefJWHBFV5RrB7jclK7dR11W3tW3y9u7FziJy4EwNRQiUIbTd3Rn7o8ZqBz5VoarTx3/o8Bm6YdKFojs9s/KiFrVgwzbxjS/UFdsOeLcuzW3v9OU1+/n/L7XiZm6RXIU+Mp/v2TCFIJKf+6C1t5LWX3vuQ2FARU4zKJvP58JJHuIEbLriM0f70FS37XYleQyxjyzjJMhwup/Nubnnbl6KFoF05FOWYojuYWqv7xDtaSgbuGC65TYB8hQRACPgitNBqDvQmHy53XEiKJxOo0Y3H2fYXb44cX+mt4nfLK1dsoPdDU6fuZ56ejTQlBE6cmZUYiujI9DflNWA02CjeUUH2gTfjcvGMxgkigNrceqUqKOkaFVCVh+a9W0lzqrvd0y65rcTpcVOyqIjw9jGNf5jNkdgrh6Vqfqb/WlYcup4sPLvocQ7VvlLAnffqLXz0yikmXJfvVZ0cM1NL68/93KT/ctYaWKgNStZSQZC1THjqbbxav8Gs/6ggZS1fMGPAo1oldDbz+m+0D2qc/iMsM4apnxxKT3vGUWSB5cs7GgCZYI4gIGTaSpIuuQ5B0/QzefHg3Dbs39boI6bgbniL306cYvmgphz78GzJ1OEMvuJVDH3ScCjDpsmR+9cioXvXRV6xGR6+LQZ+OKEIkjJgTS86CeIafHd3j4/p67Ut9/X5ath2k7s2vkKXEkvSP27CcqKTi4ddJevoOqp58D1tlHQgCkb85n/p3vwWnW8zF3/9blDlDKbzqQY+/kxPf45f9DmX2EE5c9zAuW9vMSfryv2OvaaT6xY/cIk0kIv2DR3FZbZy4/pEejd3lcvVL4Z9xkazOMDr0pKpGU246iloSxjDNZLZ3sxqxOwZkP8MrkrsUWaOuziJ6RFsEQhEmJ2aUezd6m9HmJbI+u/YbRl+VxdAFaTisTlpqjOx8db9XKYWdr+xn6Pw0YkZGUZ/XyM5X9qOKUhKe7js1euzLApKmxFOxq6pDgdXTPv3F6PmBn1IIZPHRkwlJ0XqmDCVKKQ1H6zj2Uf+3PzmZRQ+NHHCBtfbFPL5/ve975Q0mVXl6Xr5iKw/vOm/A+160bCTv3ta/elZd4nKizzvI0efvQxGbRGjWWMQKFWKFElwuHGYjpopijOUnsNT1LRpgNxuQqkKx6htRRSVh0dUjVXQuWMddPDD7ITaWmXjvjgB+tqcQZr3dE+WacGkSOQviGTY9KqB96ta70zysJdUgEqFbsx2XzY75aDHS2Ai3yHK5qH/7a6/jGj5cQ2LOUF+HdvfUtCCXosweQsvOI14Cq/XmXPva521RMKcT89EiFFlpfj+/zvjFRLICQfacWK791/juDfvJQBYlPJ0JdGTRYXPyxDkbMDZ1vJ2Ev1nw9iWs/q07uX30jeM5+MYeUs9Np3id/8SJOlzGA5vn+s1fdxz8rorPHjiA1dSz3J1TnaRRWn7/0bQB7VNfa+GJczZ0b3iKItdG47SZcdispJ1zNQptDEU/LMdY6xsRm3J1Khc/mB3wMT117vc0Vfovsf2H/DQkko6fwC8+q4T6Gu/v/5KlYSxZGoa4g2Ma6x1cOMH7s0nNkPLB+iR+XB8Sd6AAACAASURBVGPkvpt9xW54pJiV25M5sNvC7Vf2ruTJ7FsyGL8okchUtfc5/beQ75471itfnvG+fj/FNz3ueZ2+/O+U3fUi1rIaIq9dgKWwAsNWdx6ZOFRN9C2/QhofiUijQqxRgkjkFaUKv/QcEImQJceinjySwmuWeSJfrWhmjiXmNu9FW+1pHxnrimAkaxA5+kMNTZUmwuL9v4IjSO/QDEDx0dwNNQMmsABKN7YlgY9aMpaY8fFEDI/yq8gaiBtYK9veL2bVP44M+L58gaTsUDMtDdYBKX7bymCudPQHlua26Hrh2re7tO3NVFZfsZkdfhVY2WPlSCQCBp2Trz81sHuLCbVGxCWLQxg1Xu4jsADycq2IJQI/rjFycJeZqnI7qRlSbvxzOOGRYkRiaLcOiOIC93Vo+pyO7z3zFqkRSwS+/rj3kfeNrxWw8bUCLn10NKPnxyHXSHC5YOcn/l3w09F1QDV+ODF3XAEOJ+bjJdgPn8BpNBO26Gwf29C5kxCHuxejKLJSMed6L5oRKeU4zVasxf6rq9cXgiKrHzgdLl6+chv3/xjYzXMveyzHs1qkPwx7+TaO//4lP4zIm8gLzyLy4inkL30Vp9n/q596wm//MyngfSy/a2CXLh9+Z7/n7w+nv9mFZe8RS0X84YsZRKWpuzfuJ06HixXLDrLni/LujU9DHpu5nph0DX/8auaA9XnV02NZfgYtpR9x6V0cWfGMT3ugRVbhjnr+e8MOv/q8fEkoTqc7YmUxtwmJNSs7Xy28ZZ2R6Wm+K2vrax3c80QUV96g5cPXvVcTN9Y7CI8UIwj41Oz7w7JIAL79rOsVyl2xYtlBVixz7zwSyFpt7Yn7y3U4jWaKbnzM0yZLju1QZBkP5HtystKX/x1rWQ1ld73oed+SX4YgFVP5+Du4LINzXwIIfNXGMxxDvaV7o34yekEcipBTVw/Xr9pB3s0vDprAih2qIWFEaMD7OZMiMDOuTxsQgQXwxSOHzliB1UpNoQGHbeBWR45eGE98VuC/8wOFInxwir+ufu6Y34sKF+fbEInglrvD6UHt5C4pOOq+poZofW/Vq36OUk2cHviZlIFcZelo9haG6sndr+g1HytGlhTjlSRtOVGBIBYTOnuC38fYG07dO/dpRHW+gdihgVtpJFWIueW9KbxwyeZ++XHZHYRMyiTlnsuxNxpo2nSI6nfXu/uIDCH2+nPRTs/GXFxNwZ1vADDy84eoemsN9V+2rQIbtXIZ/8/eeUdHVa19+Jme3nsPJAFC771JkaICoiJgA7te9bNfG96LHXu92FFBpAjSe+8lQCAECAnpvfdM//4YSRgmkzZzJgnmWYu1Mufss/eekDnznrf83tS3/6D8RAJhC+/FqbehLDhumnF1kMzTmYjPH0NsJyftvRWUxwgj4DnPBl6s5BNNU8C2lCFvjP77Jz1apZaQm8IpiMtDJBbhGe2NXqtnzdRlFq9z83NdLJ6jKcSszWh3OkMt5Y0+25j5Vk/63x4k+FoiETz15/B2k6/ZY/YbAMQtf4t+D3/SyrupI+Oc9UVvl3xZwqTbnZj1oCuzHnRFrdZzaGcVrz3eeBu3ec+4EdlNTlR3BfaOIlxcDVaapB4Ji8UfFBMZreDDn32ZPjidkiJDPLH3IIPky1fv2OaeZU2qzyVh37MzAQseRK/VIg/ypWxPDKqMhn93WW9+jzzIh07L3yJ/8RrK954CvZ6iZdvwvH8Kng9MRZmUidhejizA4B1tak6WpXQYWVbg2B9pgue2+EY6E9LHjbQz5isNG0Pm4Uzgk7eQ9v5KnPp0wnvm8Fojq9P789FrtaR/uBrXUT1w6hdBxalEyo9fwmPSACMjS1NcQcUpg8GU+vZy/B+ahMfNxgUAEid7Or0/n5yfd6CtqCb0jdmkLFxee501cfGtXzDVmpxcaxtD4ehb+2p/jr63N39N+wOt0pDsKVFIGf3RBIvX8I20jajm5UMFrH3TvGL9jci6t8/bxMiyFuH3P4syP5ucnWvRqYTzyseveh+4aijoOfPzK6A3eP5EYgm9H3jP5BqhtbEqi4XzvN87MZPJdzgxa74rYZEyxkx25JctgXzxVhExh03zv8IiZPz7Ay969q+7l2k1esrLdLi6mw84rV1axpDR9ky5w4nfvzMYjJNmOKHR6Nm6puWhwtYiZ9FvuN06ArcZY9CrNahScyheuROpe+P3LFVGHuj1eD00zWBkASUbDlB1LhHXSUNxGt4LvVpDxeGzVB6Pb2Q269Gujaw5f0zCK8qgUvxFvz9abR+nN2Qy6bkuyB2E72doiZElcbYnZcFvVMQmU37yMg7d6jSlpJ7OXH7ia1Q5xZQdv0Tnjx6i4lQiRZtP1HqrKmKTEdvJKN4di15ruEHqVRq0ZaZyDF7ThyD1dKZ4lyFvpCYtH9+5YwQxsoRGWaEhbluOzdeNuiOa+N/q8rK0Sg2Ja5su7GqOCU83XcXbEv544UybFnMcPPfj2p+vHPmD/CumnQT6zfwPMru6G/yxZc83OKdGqUOr0ddbJSYEPp2dyEtq+ZepvV8w9n7BuEb3p+xSLJkbmt4GqznoNHUFI1plDTrNNQaOVmN0/ipCtIS5lngBRYXVaj3rl5ezfnk5/37fi/G3OhLRTc7ny/wYEW6ce+UfLOXbNQE4uYg5fqCabWsr2L+tiqpKHZHRcpZsNi9hcXi3QTrnttnO/P5dKTKZiLFTHDm0q5riwrZTwXttZSEYe5EKl9Y1uderNRSv2Uvxmr1G4/O/NZZbuv587bx/e0yvRZWSTf7iNeQvtq6+YFNp1zlZv9+9lS/6/cHZlZdbdR/KCg2L5x4RfB1LW8aosoqoiK37gCszC2t/FknERH37FD3WLaDHXwuwjwhA6uZIRWwy2d9tIfTNuQCEvjGn1vvVEK6jeyKSiA3zrVuAXahP7ZzWxBZtdH56+ATqGtvfsKoLKnHwrvt92Xs50H1eX4vmnP/DIKJvEj7/5eAvyVSXCVOJ2XfGAqvMc2zZ840aTaf+/A/Hlj1PeX7T2/0sHLzDqtVqDfGvVcNxdLe8slEkkVAUc8AKO2qc2F9fMzl25ueXTY4J3YHg0K8pgs5/lff/XcD47ql89U4RIhHMfthYc/DrFf44uYjRaPQ8e28OW9dUUFVpeIgNCpM1OLdOa/B4BYcbxi34zBtnVzGvP9HR+qat0K49WW0JW4pUtpSGNNGqk7LJ+WmH0TFthUFZunh3LL73jkPm44pjd/NtbYyuLa+murza7JzWoq8NjKyGxGCFJOazY0z7axYlScXodXrcIjzQaSxLro4Y6mml3ZknJ6Gc7Z+1rAH7jYC6RsvGdy/YRENPqhAz6K5g9nyb1PjgBtDWVDVbuV1oHN2Ek8XQqHQUpFhfELkhTh0xGN52DsZeTnsHg69DrTS9P4+/tfGH0oM7qxg9yRE7BxHDxjoAxnIPHbQubd7IuuWTkbgGOXHq1wtETAghfGRAk0KDM38YR9apPPIvldDvvq74dvfgywErAJiwcAjdpoax5d+H0aq1SBUSEralYecqZ/bvN6PV6Dn46WmiJoVyYX0yqYebprNhC72cO9/txapXLZdzuB6Jox0Bj04m+6ftSF0ckAd4UBmXAoCuWkXSiz8SvvBeirZe0ztNJELiqEDiYrgRKIK8UOeVoFNpSFmwlM4fP4Q8wAN1finOAyLRVlTXzmkNxjzcmc6DhTUatJrWC3cVnMu1qnSDV7htqgm/mGFZgUZ9OLoH0nnYHOxcfRCJxEahPjAN43UZ8yBOXqHotBrKchPJjt9DVYnt9HLid9vOkzDh6SiLjayyC6dNdQCsiF/fq7mEesRSOT49RpN//gB6nRbv7iPJOLKWwgTjcK1HiINg+8m/UiFYKHvz6VAunlNy/pSS9GQ1NdU6/IOkPP23rMKyxcbJ9r/9r4QnX/HA3lHM7fe6kHBeSWCojJtnOOHkLEatbnifrz2exx97gli1Pxg7BxFnTwjTdknh4cDgb2dz4l8rqc5t+06FtkKbN7IANr90kOKUci5uTuX+9bc06Zo/H6oLaeWeL2Te5ttqX3e7JYwTP5zn8g7jJ7e+93TF0ceB32ZsojSjgiv7Mrn7t4lNNrJOrs1g9IOdmjS2pfSc5M/G9y9YPRST9OKP+M4eQ+gbs9FWVJPx6V9G55Xp+cj9PSj+8M/aY26jexD07Iza15FfP4G2vJoL93yItqKapBd/JOKzR5C6OVF5LoWCv6wbUu1zm/DNoC/ta7wiqL0w8gHLmsM2BVWVMI/QErkd1WV5qJWVOHmFUJJ5wezYkL634BbYDVVVGRKpHK/w/niG9uH48pcE2Zs50s+WENzLzaZrthRtjbDhzZzTdR7t8HH3k3ViI3lxhvCkqqIY58AuJkaWTCFcjmtNhabxQS1Fr2fwKHsGjzLNKUtNUqO6zmO16ucyBo+yZ8Bwe55/y/ihcWKPVD5b5tfYcqxbXs6TrxjCqxtXCpPw7tLFFztvJ1yj/TqMrGbQLoys4hTDf6hepydhayoSuRhtI53Au8/oTOSEYPx7eyGRm35Yj31rWvXUZXIoYonIxJBz8LSjqrDxp4Ntn1zCL8KZLqOFE9CTKsQ8unQIn93W/PyJ64VIMz6pSybUllWR9e1msr7dXO+1iiAvMr9cT3VSncFZsvccJXvPmV1PW1bFpfmfNXufTeHWV6MFb9BbXqDk92dPC7pGQ/R5YiB+AwMpSysF6m7Mh9/c2+y5bnosQvDm2WW5NXw8Zb9AcydRlpuEs3c4ESPu5fKBX+od12faayicPEw8W9ETniS4z1TSz2yq9zohWDznCM+sH2mTRtLD7g3j8G8pLb5e5mI7Y9DZvzNlGXUFHHqdFpcgU0kRmb1wRpaQBtyUfs0Lu6pVep6Za76w5uFpWY3OsWlVBU++4sHGleVsWiWMAZR/JJntYz4XZO6GCLltHsVxxyi/YruKQGvSLoysa7FzUzRqYAGMfXUAJ344z44Fx1BXa3h03+1G5x287E2aGteUqagpU3HwE+MvVmVZ00t9j65IFdTIAkNFka1w7h+B2E6Oz92jSfy/b222bmP0mix8M+jT6zJbtToudGJn1k23TtXsgDuElxXY/b/EVikQuBaFkwdalalXpqIgFWfvMJvuRa+HI0tTmbagcTFFS+k1yc8iI0vhI7xX+Cr5Fw4RMnwmEpmhPVDgoFvIPbfXZFxT7vMtRe4obCW4rbnlLsN3wsYV7U+2oTGqc9LwHTEVh4Bwis8fR1Wc3/hFbYh2YWTdv/4WTvwYT+exgYSPCmT32wa3sp2rHLmTDDsXOe5hzijL1bUeJ02NhuLkMsJG+NNnThSqirrwWtKeDOZtupXNLx1Cr9XjGeHKiR/j+evxPcz6bSKjX+7PwU/OYOcuxy3YmYyTTQ8ZXdpnmz8AexeZYNVb13JVQLT0UNt6irBFr7itLWyGai3UFdbT8RG6v+aeb5M4buXeZi1GLCZ64r9MDqsqi22+lWMr0ugy2puuo30EXSekjztD54Ry5PfUZl1XceUCTp26YecdgPeISeQf3Nr4RRaSHbON7Jhtta/z4ur3flaWCKdj5dPJCRcfBWV5wmmDSR1k9H9uGMfe3tf4YDMMfmM0NYXVxH5jvvXPcws9mXmfC689nse5mKblY3kODCXk9t64dvVF7m6c+3b6lfXkH6mrpo16fCRhs+qKOA7PW0pFcqHRNYO+uhO3HgFkbIwj/iPj6nOZs4LRax4m7r3t5Ow2LoiJeHAoPsM7YR/gSlVmKSeeWoWmyvj/Pf/4LvKP78Kz3yiCbr4bkUiM1MmVS98bi1+3VdqFkXXkm3MMfqQHANteq8vreWRPnXcqapKh6u1qUnz68VzGvjaAwqRSdrx5nAHzu9WO3fLSIfre25VJ7w5Dp9Wxb5FBuKymVMXK+3Yw+LEe3PrFKJSlSra/USfC2VQ0Kh1SubDqGH2nBVr05NqesXdpuKz5RiF28Un8BgaQc6LxcEFD2EKs9ejy5n25C4mqsoT47V+19jZqid2ULbiRBdB9ol+zjaycHWvoNO8FxHIFngNG2cTIaiqaGmHbFPlGOAtqZPn2D8DBV5hik269FXj6SHDzkDDzPkN7pb1bml4t2f/D6QBUJBeiLKrCubMXOpWWghOpVKQaK8WXnM2kINQDhacjzpH1R2kyt8Tj1iMAv7GRJkaW39goxDIJeQeMizNcu/rS6d5BAOhUWpw7ezHkhznEvLCW6qy64gDnTtG4dx+EVlVD9p61VOdm4NpV+Mpda9EujKyErakkbDW9eTRUZbjpeeMKp80vHqr9WafVE7PkAjFLTJNnq0uU7H0/hr3vx7R4vz/OP86jS4e0+PqmcMu/u5EVX0pKjO2fzlub+/83QPA1Ymyk8H49I98bZ3Is8vZuRq8PvNK4Ttm13Pe18L27yvOF7+EJoNOqkcrtMaiHm4ZylZVF2Lu2Th88c8RuymLWot6Cr9OpBbpSqpJCLn76Ct2e/wCxwo7OD/2bzHW/UpNvmWHfEH59xuE/YDIA1UXZ2Ll6U3DxKBlHjIttci4Lm1w9+cWuXDZTCRt6cwQVmWUUxefj6O9ERWY5Y7+cQllKKed/PsXwd8aTG5NF3A8xzDr0EOtuWYa6Wk3fZ4Zw8gPDnA6+pmkdwTeF49HVm7ifTmHnZkdlTkXtvGe+OsaYzybXztsQ4ZEynv2vJzKZiF++KjGpWGzw2nsGUpFSyOEHjIVnJ+59htILOUYGDkDeoSvkHbqCvZ8LI/+YV++cmZvO4947iICJXU3OdXvuJgB06rpUgm7PjiV4Wi92TvjK6PiE3U8z8vcHjHK/yq9cMMnHKr3YermyzaVdi5FaG6lYTo+QaRbPk3q6mOxLwldfDLozRPA12hqeIQ6E9BE+STdmTesYWQde2dXov+bgFe4oePPs/GTb6Q3VlOcbJAAiBtd7Pv20IbHdK7y/UbNYezc/5PY3TkNla5Py+9eoSgpRePoQ/sBzOIZEIJIK8wzu1XUoaftXoFXVcHHNx5SmxaMqLzQZV5IlbMWjX5T5Vi2dp3WlMC4PvU5PRabhXu47IJCzi09QU1RN/JLTRMyoe/ipKa5GW6PBNdy90XXPLj6BtkZDZU6F0bxapcZkXnNsXl3BhO6pjIlK4buPiqmsaLrXz87LierM+o0yO5+Wt9zK2mowhK4PPwJUpBh7x/zHG4yxaw0sgNLz9VXy15cX23Y7SVxPu/Bk2Qp353DsZNa5ER/7I5Xpb/awylzm6DHRj5X/jm184A1E39uEFx8tSKkk5dSN4SHsPUX4hOazW2ynP6VVGzxm4YPvxLvzYCRyO6QyO06t+S8AhalnkDu603nYHEIHTEddU4HcwRWJVEHs+rr+eF7h/XH0DEYqM4RSfSKHYe/mh1atpDQ7gYqCFACCek1CIrfD3sXn73XvQquuRqtWknluu83et9CoSovI2vwHYXOeRCQWEzr7CfQ6LZUpl9HWVKFvprpl1qblZs/JHFyoyEkGvQ6xVEb2ya1ETH2sVtLhKsUCG1kN4ViPF0pTpUZdacgXqsqvxM7DNM9RLG3cb6HXGRsITZnXmqhKqnHpWr+3V1Peco2totPpVOeU4T+hK6krTxmdy9py3ui11LH+nNqqzBLcehrfszrPfsboddJy21c4WkKbN7I2PmdZq4feYXcQl7YesUhMqPcQEnP24qjwRCqxo0ZdxuDI+eyPN/yn2VvJwAI4vjIdvyhnhsxumkJ6S5Aq/nmOyJsejxB8je8fqMvDc3SX8fRv/fEItCcvpZLvHo0lrK8rfW724dKhIm5/PYo9P6ex5YsryO0lvLZ1KCKxiIXjDqH5uzrqzje70uMmL85szWPDx4loVDo+PncTJTk1OLnLST1XyjfzTN3fc44+xO9DfjA6FjQ6lIx9Tc+7GfeEsL+vnIRydn1t27ZWjbXCyY7fQ3b8ngbHFCTHUJBsCMkkHTGfdpBx1pCjlHryL7NjmsLp9Zk2eUDof3tQs7yw0S9/YvacSCzBqZNp+KcpNGRkFSfH4tV1CPnnD9J1xvMoywrQVJtWxQntyQIY/1QkO780/fs9v+Q0Hl29KLpUgFuEJyWXC8mPzWHAi8OJ++EUA14cQfyShkNW1fmVOIcYvO5imRidun5v09V5T39xrEnzWkrSkqN0fmAwE/c8Q/HZTPRaHe59gkj5I4bL3x9u+cR6OPnsn4xcPo+imDTKkwqIfu4m8o8kk7LiVL2XjF3/qMkxdZmxoXetUSV382r5/lqJG/pbWiQSk5SzD61OhVpbg69bNACVykJKqzJRqsspqhAuYffocuHbVIQPELa/1z+Ra/OLpjzVifduOcq7U47w09PnKP07UTZqiAfeYQ68MfwAx1Yb8ldufy2Kdycf4f2pR5jwWFjtHI5uMt6dfITg7s61x0Ui+PTuk7wx4gBaVdNd35pqAUUUW8C5bbbzYrVnrpwoanyQFQjt03i4qrXJPrWdvLh95J7bR01JDgpnD9IOrm6VvYya3wmPYNPw1pWNlxjyn7HcsWsePn0MYqBH/rMHqYOciUtmUHAul7if6jccrpJ5MI38M9lM2zCXsEnmm7Jfnfe2v2YbzTt04U2E3NSJyDuiGfTqKAvepSlpf54BEbhG++Ec4U3RqXQSFlveqaE6uwwA/4ndEEnF+I6NImuL+cr0Pbd9W+8/c6hKTcPKbZ0278myFJ2+7kvp0MVvABjX6xXi0zeSXXwOibjuV2DtKG9ekvCaJfO+H8h7Y3ZTXSq8nENTGLjlFQBOTH6vkZHNxxbaWJVFxuXDcgeDno5WrUMkrnsmKS9UseFjg7yFskqLu78dQ2YG0G+KwQ1fU6llyxdXcPe3I3q0J28dHAmAV6gDW764AkBFoWGt01uNW7B0uiWKng8Zqmem/XV37XGpnRSFm52Jd8sc9q7CV2HuWWxZO5fWxGvuBAqW7Wh8oBU4tTaDW1+NRi6gwCYYPFlbPrrYZHmXgiM7Bd1PfShL62RuruxYYvP1r0UqF/PC1tG82n2L8Qk9bL57ldEhVZmSo/819ZCuGF73edzx0Lq6KbQ6jrxpPD59t2mjcXPzHlmwu0nvoSWEzOzDsSdWUBpvXgS1pWir1YTN6ofUUY7MWUHu/kSTMRnrzxF0W0/ECik6ZcMPjt2f/ejviXUoi3JJXPpxg+PbGje0kaXX64j0H0d8+ibU2mpcHYMorcxAIpZRpSzC1SEQT+e6NjhKdTkOdp7IJHZodWp0esuFFSsKlTh5KiyexxxSuZh+0wJt1lG+NbFFuOX0hkyj1xs/TeKVjUPQafV8MM28nEdZvhKdVs9L/faaHF80/RgFaU0PfaRsTcQ5yIXuD/QhN6bOU6StUZN/rumabV1GCSuKKxRSmT16nRatVjidJFuj1xv65QV2dxV0HZEIgnq6cvlQQZPG5+2vv8ODkEjkdvj1nYBrsHGCd/zqRSZjNUqdTdIiek7y59zWf5ZX1mdEZ6rSi1GXW7cyOGfvZQInR+Mz3HyLuaQlR/Ee3onBX9/FlV+Pk38sBbmbPX5jIvEZFcHxJ1fWjj3/6QtW3Z+tuaGNLIDYlDo3dGmlIVdh+5k6EbPd5+o+2HmlF8krrWv3YA2+vuswL24fg1gianxwC5n6crcb3sgafl+Y4EZDxrlSNi8y/v8P6uaMe4AdiGDUPcHsX1q/4KZWo+flAXtZsHM4ju4yVv33IifX56DV6Bl6VyB9J/miVevY9r9kTq5v+OlRp9ERu/gkdh72HHu35TmJk541bVXS5hGJ6D/2RRLP/klhzvnGx1sR/+dmkfvNWpBIcL9lKIUrdiMP8ELsYIemqIzgdx4m+XHDU7TTkO7YdQ6gcPVeJC6OaPJLiFzxH6ovpZP5zq/4P383We/+ZjT/uW05ghtZAP2mBTbZyGoNus96jZQ9y8g8tqHRsRvfjxe8gAhg9sd9uOuD3qx6JZazm4UztoInziZ9u/l8tWvpOu91Lv78NhI7B7Q1hu4kYrkCncoyo0juZo+mUkn4nAGEzzGVw7lWPqHzA0Po/IBxJe+wn++pd+xVzn+wA/deATgEunHpq/qFZpVFVeyb+QMhM3oTPKM3vRZMRl1eQ+6+RBJ/NO5x6zNkIi6RvQA9ZZfPkXe0fRWctDsjq/u9vTj/29nW3kaTKc2p4eK+PKJvalvaPe0NW3ixTq4xNqACuzpx55tdar1TH5+7iYPLM4jdlkfsNlOPkrpGx8Lxh0yOb/gokQ0fGbvMn+tRFwo4vrb+m7olBpZniIPgIqTFmdZPTB426S0kUjnRA+8HIP3yLlIubkMqs0ciVRDaZSJe/j3JTD5I6sVt9B/zPAXZZ0m9ZAj79R/zPDF7DYaQd2AfovrchbK6hJzUY2QkmVfeFkkkFK7cja7G4D1zGtqDwhW7UWXVGStV541DPQXLd4FOhya/pPZY8bqD6JVqKo+bavDlJdqm5UlD0gRtAZFE2mT1/Yt789AvMFLjEAyJVMTdH/bh3NYckwpAmyMSIXcx5NddNbAAnIIiKLvS8ocPhZcTQ76bzZXfTpCzJwFVURV6nR6xTEyXf40m6JYeiKRi9BpDkn7SkqMkLTna7HUOzq2/t+j1pK2NJW1twxXyzp17UHj6AIhEePYe3mFkCU3fJwfS98mBAMQvO0fShgRKU0oauap1Wfb0Kd6JmyzoGiPuD+fgL6bxfmvS9YO5OPcKoTqtAJ1Sg2OkH+rCCs7c86XROG21ioFbXkFTavgAy9wdKdh1juSPNrZ4baG1ns5syOL4SmMjK+tSBSc35LDwwEj0Wj0fzjhm016GfZ4YyJlvTrTo2nFPmE+0tRb7f7pi9TmPbvsPw6e+S/yJX0w8Wf6hQ0g4s5KEMyvNXF1H7+FPUlp4hUObXgUgtMvERq/RX6PZk/p/XwDQeenr5H23gfL9sYjl1+W46UyrxdT5BuNBrzFNNUg4aJuWW76RzvhGOpMrsJhnS8k4NFL0fQAAIABJREFUvIau058lP/4wOk2dV+baVjtXKctTsuGdeG57Pdpm+3vn3CQqi1W8M6J5mnQtIWj8LLL2/YVILCbs1gdJWv13pwK9HoPgrjEyZ8sKG7o+NQqFhwMpfxiLnWq1OnL3XjYYWSJRm1KhSl71da33rvTSmVbeTfNp19WF0XN7cusfM5n0w63IHNpuqxW9Df5iB90ZLPgazr1CqErOI+7R74l/+mdy151E5umExN5Y80RiLyf1q62cnv05Z+Z+Qfr3u/Aa1xP7sJaF+0Ri4R9jT9ZT9q7Xw8ZPklgw8gBvjjlITqLtRDcBIqa3rHweILwF6t/NJccGgrvXUlbc9GpdRxc/giPHMvLWRYy8dREhUeMRic0nneu1WrzumYDEyR5EIuyiDJ8nsVyGOrsQu4ggHHp1tmj/tjTQPUNMK+baCr69xqIqL8I1uCvu4b1r/5nj+jxJW+DoLmf+D4Pw6Wyql2UtRGIJ7t0GolMr0SqrKYo70vhFFlKeZPDMeg0KNbqvSp0U9Hx9EmAqENoaKDx8DP/cfQiaPBfHkEicQqIInnJP4xe3MdqdJ6s+vHr4MHPTHNJ2J3P4rfpjwK2N0AmcXuGOdBroIVipuMLfHfR6kt5ZW3ssbfEOHCP98J7aj5zVxi7lvE11Wi85a44T/PA4XHqFUp3S/Kf5iCGeLd94E0k+0fZKgyWKlleiufoJ368wN9G2RpZO1/QKWolETurFbeSmn6w9dlVQ0++ZO7HrHIDE3RnHwdGkPm3IK1HnFhO86HEkzg7kfb+BmoR0CpZuJ+DlOVRfSKV4vWkouK3iEdR2jaz6EtwbQlnROrIlEUM9eXrtCN4fs5uKIusXYUgdXRCJxfR44v3aY8UXW97OrSmkrT6D78gI+i2ajqZSibKoCqm9HIWnI4ig8KTwskNNIfKBfxu9duncsrw8WYAPEndDFKTmvGmVoy1od0bWjsc3MXrRBOTOxt4Tqb2UTlMj6TTVECbJPJxO0oYE0vaktMIuTfn+gWM8vnyooGvM+34gb/QxdblbA7+Zg8jfFktNprERl/7jHrq8c7eJkVUfMq/m54rIHSTM/ULYZqB6nd4m3sbmsuORjbiEulGW2vbC4Rf35lFTbv0vP51OQ3VlAb7BA6kqz0WrVaGqKTM7vijvIv5hw8jPjMXDry6kFH/yF7oNuI+CnDhEIhEOzn7kZxpCDTmfr6p3roKl2ylYapzvUbz+UL3GVcVR07yYy7P+U/tz2d7W7a0WOdxL8PQBS3AJ7oaTb7jRsayT5isdrxwvpNMg4R+2rkcsEfHqAUM/0Z1fXebw0lRqyq0jl6MuL6Yo7ijZhzairamuzcFqCE1FKRKFPVply/IhNVUqjjz8e4uutSVxnzxnlXnc756KfS9DAVDqdYabrWh3Rlbu6Rz+nPI7gSNDGLFwjNk2BoHDggkcFsyF5XEkbUygJKl126Skny0h83ypoNVFEplwnjKJvRxNmekHW1ejQmwnQyQWCZIs2mOCn+DaQolH2p4XC8BvcCC9HulPSVIRNQV1v/u9zwtjSDcHIXtzJpxZSUTP6fQa9igpF7eSm27+6T4tYRdyhTN9Rj5NYW6d4VOYE0/8iV/oO+oZ9Dot1RX5tUbWPwH3QGFbs1iCuQbRDbHji8s8utT2Rta1jP9XJCMfCOfjyfta5Nnqcv8ryJxccfALozLrChk7V5C1by1R976M1N4RdUUZl35tWF+wLPk80Y+8jU6j4sIP/2nhO/nnILYTTj6pqYj0beARXiQSWbyJXg/1JXxSBM5B5hOktUotaXuSOfTffa3SX1JmJ+G/MY0n4FrCD/OOc+W49Y0Gn6n98BzfgwvP/nrd8b54TexN/DNLAPNipAO3vEL2qqNk/NRwu5PreefcJEFzsqpL1bw3ZndtC5wbAVc/O17eNVbQNb6ZdZiMuPqbzHZgnnfPC1sAcy0mApv1EH7/syjzs8nZudZiaYCm0nf+IuJXL6LLtKeJW/4Wckd3IqY+RtzvCxu8LrC7K0+uHGaTPTYFvU7PD/OOk3zSNmr+HTSfwI9fRupp8BC21JOl1+st+gJq14nv13L2h9Osu2MVCX9eQFlSf5NLiUJC+KQIpv95Fz3n97XxDkFdI3xCoVAJ8CXHLuPUJQC7IOOnSc9xPSk5kiDImiB80vuZjVk3lIEFCJqse5XSnJY3ku2g7WDvF4xbz0F0efptAm+1TVKxpqYCmYMLqvJiHLyC0KprkNk1/jebeb5tGfUisYiHfxnMv1YNRyq/Yb5KbyjEdsLnpjZGuwsXNsbxDw9z/ENDk0uZk5wxH07At4+fUTWsU4AzvR/pR+9HDLk+l1bFk7ghgeIE4cNGSccK6TxYOLd3ryn+ZF4o5cBP1s3HUBWUU3IskZ7fP0J1eiG6GhWOkf5oSqu48IcFTUUbIKiH8MKNG94131erLSJRSNE20oaix0Q/wfdRXmAbr0cHtkEkkVAU03JdtuaQsOl/6NQ1JGz6hrAxs7Fz9eHShq+adO3Kl2O56wPzlYitQUC0CwtP3wxA/O5cji1P4/LhtisG+09C7Nj6YfMb2vxWV6jY8fgm1s5YwelvTpod1+XOaKb+Op0ud0QjdxY2hnvMBk2jB90RLIh43+WFf5L88Ubknk44hPmQ8+cx4h5vWh+9ltB3mvACpO0NmVPjUiW28GR1cGOhramiOts2lWXK0nzUVeXo1Equ7FhC/OpFVOU3be0zG7NspjfWEqJv8mXe9wMZ/VAnnDzkjV/QwQ3PDZOT1RycApwJGBpErwf7YudRv6VbmlzCpVXnSVhj3TY7AOOejGTcExFWn/dazm7J5o8XmpfoG+w/lKy8mAZ7xnWPuJ3ziWsAGD/sLU7H/0phyWWL9lof3cb6cO9X/a0+77Wc3ZzNHy+a/x3JvX0IebYujp/4qnUqXhpi2tpZ6PWw/vYVzDn6UL1jGmoQ7eAm4/VD44XaXi1NyffpwJS2lpMV/fInABSfPkT29j+F3hIAPj1HU5WfRkWOwdvuFtYTmYMz+fFN94i/fXaSoK3KrElJVjUxazPY9U3rSAi0FUK+bTjnTghEijpDt7Vysm64cGFTUJbUUJlbSfHlIvwH1+8tcQ13Y9BLw9GqdVzZdNmqlXMnVqUJbmR1H9/8Nj7p2cKL4TUVW3ixTq41FSC9Fk1pKbmrfschqivOvS2XkZC6uqGrrkKnMm/EXvg9zsgLeX6JsRGocGs4x8A90Db6SLY0FjoQHm2N9VskmcOnxygyjvxV+1qnVuLba1qzjKwdnydw83PtozenW4A9456MJLSfByfXpAvaG7Etc63B80/iH2FkicQi/AYEMObDCQ0KPFbmVODoZxxqGfraSIa+NpJ9L+8kfV+qVfZTlid8PotEJkYkarra/PhhbwGw8/AbRsddnUOICpuMs6MfV9J3ozUjCCmXOdG/x3xi4n5EpbZMGX3wrBB6TBA2r2j3/xJJbCRvQqdSUn76JNrKCqsYWWEvLyB76c9Uxp8zOyZhVZ0MQc6JLGIXG4e5Gwtnhw8QXum9gxsPmYubzdYSyxRGOk9ajQqJonkPB/t+vMKhpSnM/34QYf0tazVjKyKGehIx1JO7P+wDwLZPL3FmQxaluR1FJDcyN3ROFkDP+X2ZvuYuxn0xyayBlXk4nb0v7OCv21ey98UdZB019XCMem8cnaZYz/tUkCx8i5ZOzUiwPxjzEZm5pnlr/aLvRyyWcj5xDV7uXfD1NFXeVcidGdDjQTSaGosNLLBNM+iYRrxYbYHdT5mKM6orG9bncQto/UTPDtofCp8Am61VkZWIX98Jta/9+oynIqf5fTA1Sh2/PimsQrqQ3PxsF17aOYZ+0wKROwirBWiO/g+1TEm9g6Zzw3qygkaEEDG9C0EjQsyOqS6sJmlDAmeu8RZkHEgj40AaA54bQuT0rkjkhj9+kVjE4FdGcGWzdeLqx1amMfXlblaZyxyD7gwm6WjTKiZrlKX1GkhisZQzF35DqSojv+giI/u/YHRep9fQv8dDKJWlnLm41Cr7Dukj/FN1cab1wiNihR1BT/wfMncPqpMTKd6/h+qkujy1gAceQe5v+BLzv2de7fGk119AX0+T4YZoLGzdlkUoO2i72Hn7I3VwQlNVIfhaWSc2E3XbU3Se9DDo9Tj5dSJhw5eNX1gPNeVqUk4VE9avfXizrkckFnHHu72YtqA78btyWfXKWZv2uGwtStftQltivpODtfC4f4bgazTGDWNkiaVigkaGMPKdmxrUVlKVKdn60AbK0hrWXDn5yVFOfnKUPo/1p8cDBveuRCbBt58/uacsj6kf+jUF3whnBswMsnguc/Sc5E9WfBn7fmz+U+JVikuTUaoMHwadTk1BibEmVo/IO1CqKjhz4TezocTmIERV5PVYsx1MwP0P49ClG4mvPQ96PYrAIIIeeYq0zxehLjIYuFlLvgMg4t1PGg0XXs+4r6fi0cUTvR6KLxUQt+QMuSezzO+nm3kx3g46uJ7Eb9+h07wXEMsVRDzyKhc/e1XwNWtK8zj72xuND2wi3917FJFYxDvnJlltTlsjs5PQe2oAvacaHsZyEso5tS6Tg0sEbo3USvZc6YY96DXC96RsC0bWDREudA5y4fb1dzPqvXENGliHF+7jz1uWN2pgXcuZxTGk7qr7Qw8aad4z1lyO/mGdHK+GGGihOKlUauwZkUmNcyey8k7hYO9J96g7MBIjayGhNngijd1k3khpLg5duqEuzK9NflNmZlAWcxzn/oMsnjvs5s44BTiRuvMKabuv4BTozLivpjR4jaP7PzO5tIOWoSopJHPjMsDgkRXLW78NSUvQ6/SseCkWVbXwgs+2wC/KmSkvduX+bwa0qIjJLCIY+GgvHj40i4kfjERqVxem7DW7K3PXTWPO2tuInlGXGjNr5S2MWziMhw7cxfi3hyO/RkZm1spbeOTIbPrcF90s4WhbGFhthXbpyXINcyNiWhe6zW44nlyUUMj2RzehqbbMw3Lgtd2EjnsQgLAJnYj5/JhF810lK94G7tLgxhNKRYiwU7gilzniaO+NWlONSm0IGzg6eDO495OkZO4n0Lc/Tg7GH/iSsjSS0nYR6DuA8cMWmiTONwepQsx9Xw9o8fVNISehnHVvmTb3tQSZpzcR735idKwmLYWiHZbJHAx5fTR/jPzJ6FjQqFCz4z2CHZAqbojnpg5sSPnlOJJ//YzA2+6l67PvodfpSFuxmKqslHb1ZRi7KYvYTVlMe6M7g++23sNwa9JltDddRnvXvk49XcyPDx5Ho2xZl4qZv0yiOLmU74evAGDK52Nqz0ntpSybtg4wGGLXsmuBofJzxIsDmPrFWNbO386Mnyay4q6NhvGP9eKejdP5bcraFu1LKLTFZUjcW9e73+6MrE5TIhi2YHSDY7RKLTue2ETBeeuL1sldrfukV12qxt61cYFJS3DyVFBRaL6i0c+7F90j7wAg0Ndg5Fw1lk7H/0JU2CS6R87kStpu8grrV0jPzD2Jg50n7q7hFJe2zMUdfZMvds7C/kkKkfCuzMpElWPsHbsaKrSEiizTJsyKBv7+nDw7vFgdtAxVaRFZm/8gbM6TiMRiQmc/gV6npTLlMtqaKvS65nmIsjYtF2injbPurfNc3JfH/f8T9oGtNQjt684re24i5q8MNi9qvoajW6gLl7em1L4uSjJEdezdFeSdr7tn5cYV4OhtT2W+ce6qskyF3Mlwn/GMdOPxmLlG58VSMTpN22lTpquu6TCymos5AytlxxUur7lA7ukcQdfXVFqed3QtX886zPNbRguai/TYsiF8PHmfWTmH7PxYsvNj6z1XUpbK8bPf1nvueq/V5dRtFu3TFu0yDv2aYvU5xQo5uaub9qUikjb8kZv6+0wA9Ho96koVc44+RFV+JSKRCHsvB5QlNSRtqL9XpHtHZWEHzeSqGGl9iMQSnDp1bdG8rWlkAVzan8+r3bfQeYgnD/5oeei+LWHvKmPE/eGMuD8cgG2fXOLEn+lUlTT+3VSaXo5nZF1hkWuwMwDVJUp8e3qSccyQb+zb04u0Qw2nVZSmV7BqjmkFtDlyPxSuO4g5NIUlyAJ8bL7utbT72EJFZjmnvznJwTf2CG5gAajKGy6hby5F6VUkHhG2z5VHsAOdh3oJuoY1aC8KztdSGR+HzNMbkazOGymSSBDb1W/wOHZpuKK0PKOM8owyKjLLqS6oImN/KkUXCiiMzydjfyr5Z3PNXqtwbHfPTB10IChJRwvZ+eVl1DU3Rq5Wfdz8XBf+vfsmfDo13k7r/OrLRE4Kxy3UhegZEQQN+luPUA997osmako4UVPD6T23ceP6xLdn6f9QTzw6uxI5KYyoqeENjq85n1j7z1boa1q/x2q7a6tzz9EHOfvDaRLXXaQqv0rIbRkx+8ADAFxaGc+pL49bdW6xRMSL28fg6idcx3CtRs8bvbcKNr+l+EY48cy6kYKusff7JLZ/Vr8XqD4i3v4IxKbPIYXbNlG8b1fta5FUSuDDTyL38UNXXYUqN4fspT+h1xrf2BX+AXhMnIJDRBd01VUkv/tmy99MPYx7IoJxT0Zadc4O2i9NaavjM6rhQoqWkre/6R4OW/LEimE2aTzf2vzxwhnituf8I+QghMbStjrtzsgKHh1qNeX1tsTYxzoz4akoQddoy/3mJj/flZHzG34SspSPJ++jMK1xwzzAvSehXoM4cvlHQfdz7XpZxU2XdTDHlBe7MuIBYX+HHbQf2vLnvbUQiaDXlABmLRI+NaG1KUqv4rPbDqBRtZ0cqfaIpUZWuwsX3ogGFsCJVcIrkNtCg6oliMQiek/1F3SN5JNFTTKw2jNyh45wYQdtm6CXXyLs/ffwuGVqveed+gvbFF6vN1Qhrn87nvKC1g8lCYlHsAMvbB3N0LnmK5I7EJ6Ou3IboaHqP2sx57N+LHvmlODrNJc73+uFi69woVJlpYYlj5q2DLoWhcyJHkG34uYQRFph3ViJWMbILk+ASMT+C1+i02uZ2PM1zqWvI9JvLIUVV7iQuQ2dXlPvWAB/t+5E+o2lSlVMXPp6atTlKGROjIh6nGp1KfllderwfcPuxN0xhGpVKXHpGyivMZ+DdT0yu3b3zNTBP4yMDxbhPfvu1t4GR5encnR5KnIHCUPnhHLzs+2j2XRzcfG149ZXo7n11WhKc2v4cMLejhCijem4K7chchOFbWnRbawPzl5tT2zQqmJ79XB2S3ajia/RgVNQa2vYe+FT/NzqktO7BtzMgUv/49ClxXTyGQGASCTCz60bhxK+xcXej3CfoWbHAgR79udo4s/o9To6+YysXW/vhU85nbLCaD2tTsOe+E+5mLWdKlVRs96nWNrxce6gbSBxcsL7nnsIXrAA9ymTGx7r4oLfww8T+MILyPwavhdIHB3xnT+PsA/eJ/zjjwh8/jkAwj/6sHZMwDPPABDynzdrcyql7u6EfbjIZD5VlZZ9P1xh6yeXbPKg25q4+trx7MZR9J4ibNSgA2M67sptiMVzj6CqEq4KRiwR8diyoYLN31JkdsI2R137ZlyjY3xcoriYtQ2tTsOV3EMA2MlcCfLow9joZxnd7RmCPPvWjr+csxetTkVizj6CPfs3OPZC5lZUmkpySuJxsfdFIXXCxyUKrU5Dtaq0dj2AvLJLDOp8H26OQej0zROClMo7Ps4dtA1CFv6XwtWrSV+4kJorDbf1ClnwBkWbNpH50UeNVoP5PjifythYUl7+N+r8fIo2bTI7tnTvPnzuu89w3UMPkvfzErNj9/94hXdH7ebV7ltY+XIs2ReFF4puDTxDHJj1YR/ePT+ZOZ/17WgobwM6woVtCGWFhjMbsxh0l2WtcBrCPahtfahcBQwTNge9Xo9C6oRKU4X879ZBSk05er2OnXEfmIxXSJ2oIB+FzBmVurLBsfrrGoSptFVcW3Aiv6ZVUU5JPDkl8Yzq+iQqdSWZxfXrl9WHRNpGk+46+MehUyrR1dQAoC0pRSSRmFTb1iIWoy0zGDWasoaNG3VBAYqQEKoTLiNxdUWdZ15wuvzYMdwmTkDu74fE0ZGqi00T7zyzMYszG7N4YPEAIkd4t9lcVkvpMcGPLiO9eWvYzhYryLcKIhFiB3tECoNsjq6yGr3SutJK1qRdG1kRt3XBt58fXj18cA6yXNV16RDbVJM1xF//jRPUyAJw9lZQnt82XOPzfhgo6Pzxu5uW07Tv4ue1OVkJObsB0Ot17Dq/iFFd/4Vc6kB85pbaKkBHhRfdAidRXJlWGwo0N/Z69Hod+y5+zrjuL1KtLiG9sC5Pbky3/0MqUZBZHEtWSfMqDrWajlyLDtoGyivJeN4xk5Kt2/C8YybZX31tdmzV+fN4TLuNog0bcR0zhooTJ8yOrYw9i+uYMWjLy0l9pa6ZtSo7G0QiZJ6etcd01dXkfPM/fO67j+yvvwZd8wyJJY8ZcjPtXWUMuiOYm5+78fK2ZHYSFp66GYB3RuyisrjtGSsec2/FadRARIr6O1oULV1P+c7DJsfte3dF7GhwKuhrlFSdqr9bidC0SyNLJBHT475e9H5U2EqUG5UBtwex59uk1t4GQT1cmySgZwkxa5pWtalUVxCTXKdSnV4YAxhypPZf/MpkfGHFFdIKjb8MzI2tqDE8bWcWx9Z6ppTqCnad/9Bk7N4LnzVpv/XRltpZdHAjIMKpczckdg5I7B1Ar0dbXUVNbjrKwnzAvFGft2wZnjOmE/Dcc1Seiqk9HvTKK0hdXdDr9YgdHSlYsZKCVavxvnsWfo88TNmhQ2bnBECvRxEeRtj776FTKinZuZOyAwcpWL2asPfeRZ2fj15T5zFTZmSgrahEnd9ywefqUjX7frxCYVoVQ+aG0mmgR4vnasv834aRrFt4nrjtwot6NxXnCcNxnjC8Rdfad4/EeeLf1+r1pM57xYo7azrt0siae2ie1efUa42/oEJv703IjF7IXO0oTyzgxHOGxpehd/QhdGZv7H2cif90L+kbDfk+MicFEgc5kfMH4zs6gtTVsVz+8QgyJwXjNj1K5pZ4fEdFkPqn4fikfU9z6MHfKU80fPidI7wQScSUXcpj349XGP1gJ6u/x6tMeDqKzPNlJBy0fm/H5nD/YmF7ix34KZkLe/IEXaMtoW5PLv8O2iQ+o2/Bvc9QJGY6FlyPTq0i6Yf3UZeVGB+vqiJ/2e8m4zPee8/kmLasjJzvvm/Sep63zyBtwZvolUqchw3DdfRoyg4cRJmaRsq/Tb9Enfr1JWfx4ibN3RhxO3KI22EwQGR2EvrcEsCM//awytxtAUd3OXM+7UtpTg3Lnz9N2pmSxi8SCN9XHsWui2Waf0W/b6gzslox5tvujKzgUdbV/KjIKufUF8fJPmncp6nLEyM4s2AzqtIaPPsF1R6PnD+E+M/2Unoxl6HfzkIkFZP211kA+vx3Mlk7LpG55QK664y20oR8rvweg8zFkINUEp9D8G09if9kDwCBk6K5+NV+AI6vSGPUvHBEYuH+MAbdFdzqRpaju7ANjU+uSRdk3m1n3xZkXkvR2ShcqKrWUnGDawz9E3EK74LXkJuadY1YJqfz/JfI3r6a0njh5WEqTp8h8PnnEInFKNPTyf3BfIpH6Hvvoi0tpeLUaavvQ12j5cTqdDLjSxl4RzCDZ4VYfY3WwtXPjkd+HcIbvbea7XfbVLrc/pzZc5fWmO+bWa+BpdOhzilAnZOPQ7/uzd6L1NMdTWFxs6+zlHal+O4c5MK01XfWvlZXqTnx0WGStyah19VNcfee+5HaSylNLmHD7D+vWwwm/3gbntHeAGhVWpaPWmKyVvSzYwi+tQfnP9lD1vaL6FRa5G72OEd4U3gyDQDvIWH0/+A2to7+ApmTAvdeAeQdTjaa56ona+voL4yOi2USxqyaz+7p3+MzvBN9357KtrFf1p7vMtqb+78R1tOz48sE9ixunbChvYuMN46MF3SNf5ri9aTnujBKQA/oVRIPF/DTw+bzZjpof5hrFK3XadGplOhUSkCEWK5o0MsV/8HzNBRGvNGZ/HxX+twW0CalclpC9qVyfnsyhpLsaovm6XrHC1xc/VHd65kvcPHPj+od6/f64ygi6pwpOW99gzIpzWhM6JL3a382l5N1/bjyHYcoWrah2Xu3VPG9XXmyAoYEGb3e8fgmii4VmozTKjVI7aVI7et5e3rY+tAG+v1rIN3m9EQil+Ddy9ek8W78p3u5siyGIf+7k05z+rN/zq+IFVJjr+N1v3qtsukl9zq1loxNhlBj4M1dKThh/EeUcEDYptEAA2cGt5qR1WuysFotquobtyGsOZSVzZN8aClSASU3nPydmLV+Zu3rgguFrLtvo2DrdQDufYeZHCs+fZjKlATKLseB3tgrr/DyReHph//EmUgcjHMqvYdNIP/wdkH325bZ8vFFtn12idmf9KXraG8ksvYtq+LfxZnHfh/K+2N3WzSP3Mk4j03uXH9emyzI18jA0pZVmBhYzUGvUiOSG6oQpX7eLZ7HEtrVX4B7pPF/TH0GFoBWafiCldrL6j2v1+mJ+aKuyfOod29C4Wr65FGTV86Bub8hlktrX7t2qxPLc+3mR01eefPexDWk/XUO954BeA8LJ2vrBZM9Ck1raqT0vS1Q0PnbUvKmraipsI2RJVO0q9tGBw0gd/PEd+xtta81FWVkbV5O9vbVlCWcNTGwAJQFuZRdiuXSV/8ha8sKo3Newyeg8P5ni13qtHqWPXOK98bsZsM7rVPRZk1cfBSE9Xe3aI7K3GTsPQOQ2jlh7+FPZW5KveOuDwOWrLQsGqHJq7MRZD6tU7DQru6WfgMDan8uSqjfwAJQlhnyReoznK5l1zNbAbD3cmDmxjlG54b/OIfxWx5j2Pd3k/zH37kGelCX1jBq+f3cvOtfqIqr2Hvnzy15KwDU5Fcw+Ks7yNxygezdCSbnYzdl1XOVdXHxsb1be/xTkYT0cRNs/sK9CADdAAAgAElEQVTUSla/etbieSb5Pk5Pl7EtutZe4swk38eZ5Pt4k69xklp2IyvLrbHo+qYiZAukDmxLxCOvIJYZciOVBbkkfP0fSs41MRSs11Fy9hgXPn4ZZYHhoUYkltB53gst2kuv+e/S97FPcPIzzccRS2V0n/tGi+Zt6hrWpqpEzZHfU3m1+xZe7b6Fnx4+YZN7uhA88usQ/nNiYouvT9ryPTXFOYjEImpKckna8l2945xG1qXIVB6NpeJgTL3jmoqmsC55X+LuatFcLaVdhQtljnWJ0uXp5kXrNDVNe6LPPpZJZU4Fjn5OiK9z6x560LQyBiBt3TnS1pnqF6krlBTGmCZaqyuUJvlY15N5nRfrKkeXp9F7akC956zFgNuD2b04UdA1rqfvLcJ6sWLWZlplHo1eTZ4yxSpzNYUQ+x7Elx9o8fU15bbxZNk71+8h7qAdIqq772VvW9WiKfQaNdlbVxJ2z9N/z9myFJazP72K3NkduWN9D2Dm5xRL5eg0pvpO9R1veA1hSTxcQOLhApJPFjFgZjBBPVrnS7+lyB0kuAXYU5LVsvwsvU6HuqrhyI/EpS78rMk370hp8poqde3PIlnrmDvtypMltav7JWlV5nNuytJKmzznxZWt4851CHDFd2RnYhdupeR8dr1jUk8Xs27heUH3Mf6pSLqMsm2sWmjV+b3fWyfPbGfeD+QqkxsfaAXsJc6EOFhWDp5zueWh6+Yg7QgX3nAUHNlJVUbD7W8aoiozhYLDOyzeh7k0CZ1Gxfllb5meEIlwDq5HJNTc8QbWsBXHV6bzzazDvNp9Cwv6bSP5ZPN6lLYmL+0YwwPfNr8gK2Lq43h1G4pH1MDaf41xrd5ZS5H61InTaopaR5KiXXmyVOVK7BWGFiQKZ/Pl/6rSpodNmjPWmgz/aQ5apYbd0xrWhzm9IZNpC5pfrtocBt0VwqX9tpFzaM0v6Ju8H2B3/hJkYgXDPO5EIXagSJ3FpfIjlGvqnpquDfElVBzlSqVpCbhUJKeTYz/CHHohFhkngh8pWo1KV/d3FWwfTZB9NE5Sd6q0pRwuXFXbasdF6kWYYx/87TqbrA2wNfd/TX5/VcUqdFo9YskN2gekA8FQlVr+RW+NOczR97GPARGnF9dJAkROfwoHzwDEMkPKQ86pnWQf32z2eEO4R/TDr994FK5eZJ3YQn7sPvT15KNZG41Sx/f3H8M73JHBs0IYdm+Y4GtaStSI5j+UO/qEkLip8XuZtrwS6d/K7hI3y7u4yAJ9an/W5NtevgHamZFVcD6f4NGGyoOAYeZbz6QfSKPbnJ6AQR3+eqHRa5E6tE7oY8ekpn15Ctkw+irdxvo0PshKzP2sn6DzH/o1pcHzwzzvpEpTyr6CpQD4KMKMDCyoM2zM5VN1duxPpNMgilRZbM8z5BaM9JqNo8St9lp7ifM1V4g4UrQagDCH3tzs+xiHCldSrimkTFPA2dKdpFedZ7DH9GYZVdej10POpXICoi2/OXXwz0KvUTc+qLE5tMKFq2O/f5neDy8yOnb5ry8RS6Q4h3SjNPlco8cbwt7TnwsrDfP7D5xE9NzXOb90ofXeQCPkJ1ey8f0LbHzfkDpy94d96D7Rr832I31p5xi+mHGwySkKaftX4hoSjaqipPYBs6bINIJTeTAG1+kGaR/nsYOp2H0UVXr9kZ6mIJLWmThlW1ueimEJ7crvf22ye0NCnSWJdU9UwSMbFonziPJs8HxbwBbuZCGFT6/i5CEncriXoGvErG24jY4IEbGlO2tftyTnykNuyJPLqrlUeyynxnyIMr26LuSbUhVrNIe1aSs9KTtoX0idLM8Pkjm3rxyja/HtO46+j31C38c+wa//ROROts/ZupY/XjzDhxP3Ul1qufErBG7+9tz2etMjLKFj5xB+83y6zHyOrjOfp+vM5+sdVxVr3MTb7c5JLd6jIsL4u78m7nKL57KEduXJuvB7HD0e6I1E1rBOj6q8Ltlx1PvjuLIlkSNv7TeJxQ99bSSdb40SZK/W5KcHj/Py7rE4eQpXCTj3874sfUpYxeYHvhsoaChr3cLz5CQ0nJd0sfwweiwLA5Sq8/GUB+GjCCOj2nBT8JY3T/FZIXa0aA/mSDxaQJfRraMH016ROcroNCGMHnO74+jjgNROSkV2BaVp5Rz/4iTFiS0LMyhc5ISOCSVgoB/Bw4OQOsioKaqmNK2MY5+eoPBS28nF8Rk1mdLzJ9FUmC8oagiZizveI6dYeVeNo9frEYlMfQXmjpujOPE0KTt/s+bWLKYst4a3hhkeCHtM9GP0Q50I7N52DNk+twSw+tWz6LSN57id+eHFJs2pSs4g/8uleD91DwD2vbrg9chdFP22Dl110x8ggz5/DYlrXTRBr1Sh19imMOh62pWRpalWk3M8i8DhhlChe6QHxZcbv1F1mhyBa6gr2x7ZaGiiKwLPrl7twsAC0Gr0nFidwdhHOwu2RtfRPjh7KwTzhPhGOBHQTdgwVuzmxsujdXrLw68pVbEE2EXiowgnymkIIkS4yLwpUec2frHAFGdYpszcXnnwxP1Gr38c+IvJmFFvjiDyFsNn6PQPsZz69gxiqZg5W+4yES52DnTGOdCZoKG3kX4og+3/t6tZ+7H3sGPWhjuQyI0fCB28HXDwdmD60lvJO5fPhvnmc4XmHbkXsdRgKBz+4CgXVl+qd9zszXfi4G3IVb3012UOvlO/+vXET8cRPMIg6Hz970ckluA34XYy1i5p0vu7Hr8JtyMSWx4YEYnFIK7nIbq+YxgU6T2iBlBdmIVOrURdVdbgcXNruHXujV9xLiXJZ7H3CEAkFlOUcNLi92Mt4rbnELc9h6gR3i1KPBeKIbNDOLw0tdFxIomUrjNfQCK3J27pm3hE9qfocv3yDFUxcUavHYf1w75PN3I/+B5VWjYN9fqx7xmF84ThRgYWQMlay4syWkq7MrIA0vak1BpZkTO6cnxR/TeUzEPpteMAPKO9mbXrPqoLqlC4KpA5GSfOq6vaplv2KidWpTP6oU6CeYLEEhH9ZwSx9zthFOCFFh8F20kYqHTVHClawxCP6YQ79kav15NYcYLkqjM2Wb8hCtOrbLKOWCJq0hOsLRj0dH+j1ye/btwj6x3thcJFzoRPxtXfGeIagocHETgkgMyjTdM4ChkZzKg3h5sYWNfj09ObIc8P4vhnJ+r9XRZfKcEzyiCg6BFVv5Cik79TrYEF4NPLvBfTs4vpHMrCXBSeBoFll6heDe7XHH7jpuMcURc6qspoWUVu74cXIZYY/i/0Oi2VOSlcXv81/oOm4NfPkKfT55EPqSnO5eKqupYscic3ut71Iun7V1F06USDx69f48x3Bg/Lla0/4ddvAr79xlNTlE3u6eYZ1bYi4WA+Pz54nPH/iiS0r2W6etbgpscjObUui5ryhr8/AwffQu7pHQSPNLTF8+s30ayRBaDJL0LqXff3Knawx/+/T6Mtr6T6jLHkkV10Z+TBfsj8vVFEmeqfVZ+5QNm2g815W1al3RlZSRsTGPr6SIovF3Hi46Nmx+15fjvR9/Sk378G1R6TKCQ4BTqbjC28UMC2R5rf08iWlGRX88vjJ5n3XeOlry1l4jNRghlZQvfUs6UHRyKSMsb7Hio1JWzL/dYqc2qxjoGYe7mcsjyl4CKzXUZ5c2FPnqBrNMbgZwfSY0503QE9/DjI1INVH0HDArln12zDZTo9aQcyiFt2nuqiGiRyMV2mRxF1a0StATbpywnkxxWwft6mBucNGRXMhI/rmizrdXoyj2YRu+Qc1UU1uIY4EzDQn+6zDfvufnc3ut/djZTdqex6ea/RXBf/vMTwV4YC0PnmThx674hJW8Be9xnLfrh3ciNgkD9Zx02Tha8aYzp1Xbg86YcPCJ31GI5hBq9+9MufoNdqydzwG5Upl9Eq6/9cSewd8Z90J84RPYw8WMWnD5O9fXVDvyKzxH7/Ur3Hs49vbrA68OLqj5t83NwaZanxlKW2D3X2pKOFJB0tRCSCXlMCmLWod6vtxcFNxks7RrNwyM4Gx7l16kPG4b9qjSyRGc/kVTJfXITEzRnPB+/EvmddxEni7GgkWAqmKvHXkvbIG0ZaWa1BuzOywKDUnn2sccHJ+KXnjIwsc+x9cYfRjaetknhY+H6G7ZWYvxpOeLcmIkTw/+ydd3hTZfvHvyc7aZPuvUs3tJS995Al4AAHKKivOF59Ha84UHEPHKjITxRUUEFQEBRk791CC5TSXbr3zGp2cn5/HJs0bWabNC0vn+viIufkOc950jbn3Oce3xsEOHR3EKD1OMcLAGQaIUjoEMZNQqW8Zxf7hmKJ042sgBi+y42sjgYWqSNx5p3z3Zpnz5J9XfKuLn6ajqzN1/HAwcX6fX6DLBdtcL05mPCGoQ+gsFSIM++cR2OO4XsrKheh4mwV1HINBi9P1hecRE6N6DJfU16HliA8BgQhfIirjHMOAwZTlcFKsQpsAeWd90/2M2lktdPS6bNW79uKuGcNlXQEnY7QhcsBAG3lRdAqZNCpVAAB0Jhs8MKiwejUs7CduuN7zJ7XWSQkMJCf75p8G1dCklRXEO9QLiavGACmE3uKWoJjgzixqOwGOF6Ux5Qt8EFriXWvv1YoQcPnPyLs23dA49h3PdPJ5Gj9/aDLDSygnxpZthhY7Wwd/QPoTDqCx4YiaUkyuD48KEUKSKrEyFibBoXQNTpZ3YEkKV0VZ2pNjV0aYVOM3R6cHSosvtCEExsco1o/1HMW/NkGl3Oc+2jEuY8GYJB28GIFQ6JugjvDGyO9FwAA2DQeeHQB8iTnUC6zrWy8IxpSjSP1GzHOZzES+eOh0skh0jTiqvCQ3XNd/bsGMWOdW8U5eF6ww0Rf7WXMylFIWpyg39aqtNgybqvd82hVWvyx6E9IaqQm35c1yZG29jJGv2ib9/jBw/fpX5M6En8s/svs2MwNV5G54apRLtn418fg3AcX9dtNec1oymuGbyJVAT1gdjSubsoymsc7lgoZnXz9NEa/OAKeUZ4Y9EASrv1gvq1U59wujUyKgnVvInjWYvDjko3ec4uINTuPHlKHxgvH0HThCEhd339YvdU4+d1NnPzuJlLnBWPea0ngefa+LFHCZH/knzL/0FV5bhcIGh15v6+BWiZGTbrtTd8rn3wLAMCKDAE7JgL86WNB57uB5mYQtda2iqGuaYBo3wkoCsuAPvR32C+NLHvRqrWoPF2OytOONR5cQfahWgxZ4DyjZfg9YQ43slLnObc1UIYV2YZ2TjRusTrmig1GzTDPORCpG3Gq6ReodIZwSiBnABLcx6Jclg25VmJW88rcfhIkzjX/ZvI9e6grcL7yu3+0G1g8utN13NqbvXeko4GlUWhw7KWT3Zo797c8swZWOyVHSo2MLCaPAbXMutekcK9tRr9WpdXnbsXMHoCM/7sChdBQfNKU26Q3stoNKlM0F7SgMacZnlGeYHuwIQgTQNyh9VjH/LDG3K4eca28DZV7NiP2qTfBFNiX61O6bT3k1WUWx3h70/DFp56YMJ6NklINnntRiJxcNXx8aDh7wh8qNYnho+uh0QAff+CBaVM4EEt0CA2l48IFFR55vAU8HoG0c/6gEQSGjqqHSkXFTqdO5mDrZjeUV2jwzHNC1NZpTc5bkBOI+IF1OH3cD5OmNWLSRDZOn7l1JE+u/V2DksstWPxxCqJH9q400ZD5IRaNLIJGB6nTQiWlvKgMjjs0Csvfvc6oyqqhKquG5BiVh03jcUGwGCDVGuja+m7BT7/SyerrsANDEPvyB90+Pn71WgQvWm5xzM5V11GT270ya1sIjONj/htJ1gfayJgHI5yujXX9QPfF6rpLcdslIwMLANo0wi7q7x1hh9p+4aNxWQh7/k6T+61Rm++8v492CBqBUffZJ1vRHdoa2vSvx702xsjzs/eR/fhpwjZUp3ev6e6lddabz8qb5WjON4TtBGGmK2R9Egy/W1mjDOc+NF2Q05lz7xvG0dl0TFg93uj9vD8MjeMjJhn/vDsWwShaFcj7w6AxZJSrBiBmjiEn0pIkRdGG95C75kXkfbYSpb98hebLpyHMvgxJ0Q1ICrMhvJ6O2kO/4+YPa5C75kXkrnnRqoEFAHfO5WJgEhMJg+owfVYjcnLVCA2hI+96IJIG1yF1eD2yMgIBAF5eNIwYW4+cXDXiB9YhPJwOJoNAcV4QUobWY9CQOpw8akjwLy7WYPiYevy1T46NG7zMzvvLVhmmTGbjYpoKXp403L+YZ3Kt/RlxvQLfP3IJf72X06vtg5LvCMTA6QFm34+c/rC+p6UgPAkekT3vYqKTyaEVSvq0gQX8j3iyegtlXTWKPnnd6edJ/60Cd73Tsz53lhg8Jxh733dMEqizG1y7ikjeYLSq6qAhKU02AdMPKYKpqFVY8GDYcc1zT4kE07frDd09JRLi9EITR/Q+EUO9cHazc3s7qtoMORUJdxsSYBVCJRpv9E6Oolpu8Fx17J/akYBkw02/MafJ5t91x3wtAAgYbFwdKCwxGESdBYM7Vxy2FBrG+if7WRxrDVKrhbymHPIax3i1f/qlDSKRDtcyAvDtJin+b4MUQUF0SKWGH5SfHw0sJgGZjNqn/ceJqdMBAQE0MBhAWVEQABgdV1VNDVSpACYTZue9dl2F4cNYuHpNjSFDmBiUdOs2Ok/fUQGFRNOrSfEDZwQi55hpGZuyYz8jfMIiKIQNCEidiuyfV/faulzNbU9WP+Tyrkqnzs/1cNzFJzzVucrJ+z7s/YqgE42bIVI3YJT3QtwR8CRm+P8LUbxUFEkvI09ivlQ46JFpoHFZiP3iMQTcPwEAkPzX6+BEUDdEr2mGCyLTz7TooLn9riBpqvknV0cha5Ah8d54Iw/Wzrv3YNuMHU4/t56OBpMZBZWQMYYQfuV523NGRRViiCsN4V22wDjB15JMRufKQq3KEFo1kmsggNi5ztPYs4UJ49lIv6TCmAkNmDObgyUP8HA5Q4X0SypwOAR8fWn4Yp0EKrXpz1tVrcUv22QYMqIeUXG1WPaYQR9R10k3ydy8f+9XYN4cDn7bKcObqwSorL61k+Wz9tfgwKf51gc6iNR5wQhKMH4wDBp2B4KG3YHAIdOhFDfBP3kSWm9eQ9CwO3ptXa7mtifLLARiX/kARWtWAQB8p86Fz/hpKHjX0KA0fvValK7/CFqFDDEvGTrEdxzTEaaXD0IfXAGGwAMakRDyqjLU7e10s9DpEHzvMvAiY6BTKSHJu47Go3sd//GswPdlQ9LUt/MVNCodrv3dvVBRT1DpFCiUpqNQmm7XcU17L0EnV6H5QCZ87xyB+h3O66UlbVHB3dt6aLGvo5KqMGblqC77+hrtlX0AJZpsD93V6GuvLOyYw2UKQSgfzH96tKrbXFNtNXI4C9987QkaQeDvA3Js30GFeJ5+thVXLwVAqSIxcozlatXXV4tw/pQ/vL1pWPmaEJkW5NDMzdvu9QoPY+DgYduKnkTVYXj06Wb88VfvaNCZYtPXPlh8t3F40yPE+sP2uS2l8Ityw4h7zff6dSThqZ5G6QpsD+NUEWltMRhsLhhsbudDb1luG1lmIaGoraLiyCQJblgkQJIgaDR9BY1OqYCqpQkEnYbaPdvADY+G57AxJmdj+QYg4l/PQ9lQC0VtJbhhUfBIHdnFyKK7uYPlFwBZWTHcYhLgPWaySSPrZnozBoxyXnLj4LnBOPdTz0JBgXFdNckcSd6J+j7b28sUGjF1kVa3SsHw7NpWx5H9IyuutiJpmvM9Tc7Ga4BXl5/L9M+m4OBTR4w8N66GxTcYWbYkxnekO0ZWRxHSxhuNFsd6xxq8WqaS3nuDz7+U4PMvuxZktAp1SEypM9r3wktCo/9nzKY+n0JBYtjoruGodvmGHb/LsON3mdl5AWDJw5QHbEBC7+dx9oTjpxUgScDHm4bpUzh2Hfv3R3m9Z2QN9kT6jgr9dtmJbY4/CUFQSe9s6sFB1yYHqex7D17t9Bkja2naY65eAraO/sFoW3QlDe7xgyDNzwYvYgCqtn8Pj2FjIbx8Dgx3AYSZFwGQILVaiLMzoWysM2tkeQ4fCxqLjYof11lcAzc8GoXvv6TfDpi3CF4jxqP1snEYavPjl/HysSlO00Oa83ICii82We0FaIklXw5x4IqMEdUpsGNllvWBfYjAh6eg8rM/EfjQZDQfoJKuFWX18JqcjOYj1+C/aBxajlL6MZpmMdghlBFNMOggNVr9fro7B1qp5afwQ18U9IqRlXxHILIPd72ZOYr4hZSEQN3VegQOoT5PQIo/lp9farJ1jqtQigzeJKabfeF2a+PrrzUgIJXyWoWMCkZ1eo1RYvv1XwxtSGou1yJ4BJW35ObPQ1uDzChUmP+H6dY8XoNHwy0yDoL4FMCOnn/myF1j2pt/m+6xY1cbduyiikBE1fYZTGqFFhe2lmPs0q5abI5myPwQ7Hytq3yIPW11OuO95E64TxwBgm3aM9+yda++4rAj3MEJepkHUqGE7IprxGZv52RZQFFTCbY/dcECqYOstAjcEKrChx0YDEWt7blRkhtXAJJEwJx7wQ4wnwyurDOWI9CIWkHjdH1y0WlJp+dm9UTfKjhRAJ8I5zRBBijx0d6snnEErUevIebzRyEvrkXDbkoPqfqbg+APj0HEq/egcbdBI0l8qQhtORVI/Ol5eE1JNtqf8P2zSPzpeYvnaiptg7DG+VU3SdMDnX6Ocx9cxP4nDqHgT+OE/8gpzr9p2EqPjCye5fFNeQbvk2cUlZPXLuug0+iMkucbsg1eLd8kKlTjNcCQF9mYa6iUbMdn1BQEzVoMQUKqQwys2/Q9jn9T5FKvf3tbHTqLcgoEDp1p03H8GePAnzHOrIFlCe7AWPiuuA++K+6D37MP2X28o7j9jbKAqqUR/IGpAADRtcsgNWoIUoaDzuFCkDwMkhzbe9XJq8pR8N5/0XYzD76TZyN+9VpEPf1ql3FqkdBomzIkTIeRjv9fke0fphtMeKRrHyhbefAL53mxAODY18797M5AdLEABU9tQNXX+0GqqBCHrKAahc9uRNFzm9B8yJBkQmp1qPjsT+Qt+1Lv3Wrfn3P/p8hb9qXV8/VG0uvgOUFImR3ktPmb8pop44qkjK1fpm7Xvzftk8lUc2Rf1+d3lJ82hEjC/2nCbAueUR4QhBrC6ipJ17BHRxmHqOmRAAz5WHk78420xG78anhaT1pE6Ynx/2klVnWxGtJaY22ipFfWImByV6mQ/srwISxkXQhCfUkosi4E4e+d/hgQZT5gs+4Tb1w+HYiG0lDkZQTjyF/+iIzoOl6jAdZ96o2cS8GoyAvB/l3+uHu+aQmIxHgmrl8MQkNpKCryQvD4cncwGaav4faM7QlykRpfLnBeDqg1PKNTjTxX1trqBLz2BCK2fAzvJd3/22z5tUOrPMI5PX9toc+EC+1BXC6CWqaGT2LP9JdIHYm6zFoU/5mP5nzTuQosLx/QuTzIq8r0+9hBoWD7de8JXlqQA2lBDoLvXQZ+kut6Tjkb77BbT4Omv1HUS22YUucF4/rB3slxUUlUUIqUYHtQT8Q8Px6mfz4Ve5dZ7inobOqzDMnVvkm+IGiETZ5Wv4HGUgsNJvKrRBUiqNvUYLoxu+h0dTwvQHnUxJUSCML4lLerw72ls1yEKUS5mVA1N0Ilagap1dglO+Jqli91x5cfe4EgALmcRGQEA5ERDKx4xB2vrDZ+eKXRgPfe9MSyJQZve3AQHcFBdPC4XW/IIcF0LHvQDRoNwGAA48ewMX4MG7v3GifDP/awOz593wt0OtDWRsKNR8NnH3hh6X1umDS7vttjHYGk0XWFTPa21eHEm3jA1+mgrmuCuq7RYr9CczB8vKBpNq8R5yz6jJHVOR/KElO/vAPBow1Pi9UXKnHqpaM2h4+GvzgacXcngsagIWhEME48d8jssQSDicAFD6B6x48AKC0s7zFTwA60L5TGT0yBvLIMGilVedGadsohRtb+NXmY+0pij+cxR+IUf5f3qOvMpd+dGya9VVBKe6dEPWGyf6+cp52t03cgZu4ATHqbEu70S/LF0CdSceU72z3LjqajDAPXm4OJb4/H6dXWPQfjVxlyOHVaEmffMyFiSgL5ewqRvHQguN4ceEUbwn+lx7vqWN34NQdjXxkNFp+FsLGG66S5fCwAaLpwFA1nD1pdb1/mqzWUUr0tVXeNpWFgMGwbCwBvr/IwGhscSMe1i0F4fLk7Nm2hvIMEAaz9yAu//SHDiv8YwrKhIXRcPhWEZQ+64adf2+we60hIHenQAhtbsaetTuAbTxlt1733DZQ3K4z2RWz52O41CGaNR8u2fdYHOpg+Y2TZQ7uBpVFocPaNk6g+V2HlCGMy1qah+M8CzPv1bgDAsOdHIWNtmsmxOqUCbgMS0P5IJ68uh8cQ45Jy97iBoLvxwQmhEhJ9JsyATqmATqmAKOsytW/iTLD9gyAtygOpVoKflApHPCZm7qnGzOfinNYcNGVOsN1GVnCiaVVsR5Gx2/VGFjPIF9xBA8CfNBR0Tz7onnyQShXUtU1Qldei5fdj0IrsaxvhDLQaEnQnhB86Q6MTFjWdHE3x/pt6IwsAhvxrMERlItw87FxxVEsYtciZFW2TkUVjGjI2yk6UQ9ZoWiagqUNVoHuw6ebM7TR0EGn17GCQyZrM5+jJ63qvwbqzaPcy/VMQbhEGg/J22cqho8Y/u5o6LW6WaBAWariFDkul8oa+2mDccaGqWos/9sqw5D6D4WTPWEfSUNKGgBjLfz/OomNbHXMwQwPAjjHkWmrF0i4Gll3nVKlBsKicR0agn5XRzqFfGVkEjcD83+/Vb++Y3P3qImFJK659m4nUJ4chYfFABI0Mwb77/+gyrl0nq536/btQv3+X0T5pYQ4AQHQ1DfV/7zR5vrLvPjPe8ccvXcaY0tdqOX/c4udQSNT47qE0PLNznMVx3WXwnBiSOBEAACAASURBVCDkHquzq4Js0UcpTlkLABz4JB9V2SL9dujHz4AVQeUElTxgWm0/ertxqyNVVQOqVn5lcmz4/70ChrfA5HwBz90P3oiBIOimUxkJHgfsAaFgDwgFfyrV745UqlG6/G2zn4cZ5IuwtS/ot0uXvW1X53jBtBHw/ddCAIA8uxi1H242en/36mws+tB5v492nt4xFusXnXf6eTqyZfxWzN04C37/JHhPfn8i6q41oK3e8TcnW/h58q9Y8NNcSjKBABbtvgtn3j2P+mtdH1KGPTkEgx8xbsZ8ctVps3OXHC3D2FdHgy1gY/SLIy2uozm/WV+NmXhPnMWxIHUAQYPvmGmQFN+wbp3YwdjBz+JC1tcOm4/J4EKtMW8o+kZWYvkSdwirqIfdA0fk+GaTBGcvmA6T7fzTdt2r/Ye7nrexSWsUWpw1g4uycg1y8rp+f/ful2HnL37w86WjsUlr11hHcuNwLQJibGj67WBCxy6ErLESYRMWIevHV5F032vI/e2jLuO87purf62VtKHque63qQMAZUklOAlUSylWpPN6/lqiXyW+B44IBj/UcV6S4r0FemeSR6RzlcmdiTN7GQLAoDtsT2z2CechINZ5+lhX9xmraStLbFfXbocVYvqJhs7n6Q0sk+97e5g1sMxBsJngJEaafV9d2wR5Tol+2320fe2S3Men6l9LTmZ0ef/G4Too25wfNgxOEiBmTO82pdUqtTj64gkjo2rmF1PB5Lnm2VGn1uHUGwbvlSBMgHkbZ2PW+hkIHBIAjwgPhI4NwcjnhiP1sRSjsE39deve4ub8ln/mpb5floRF26sM25PezVF3/C8AADcoHCFzH7C6BlcSHzHH4vskCWzeKsW/nmnG6XMKzJnJxd87/cHjmfbkkjrbz62x8StkLr+aMPGGPWMdhbTFNXpSntFDjBLfmTzT11lmoCHPWpFT3GOjv6N+Fq0bFYqOoF95slKfGKZ/bW+I0BSKFjkqT5cjbHLfKQXvLnKR2qHtcDqSfEcgsmcG4sYR696sxR87N5m/rdNFQnz0EvhThgMAmAHeUNe3mDoMACVaR3Pjmr26uU8y/H2ZMt5q3t6IsM+fhzy7GNIL16EorDB5EWD4eiL865X67eDVj6P+861oy8gzed66j7cg6pd3AQB+T90LRVEl1LXWk5Q9F0wCJyFSvy29mN1ljFqhxY//uoyntpvWb3Mkj34/Ej//OxP5p3ovh0/eLMeOebvwaPrDIGgEvGO98fDpJS7T0GotEWL3A3sxbc1keIQLAILStgoZZVq2peRoGc6+dx4aufW7eN4fBQgeaXjgyd6WY3bsjV9zjdruSGpMh65bMs+iJfMs/CfNg8/wCfAYSH2XtAo5NFIxNDIJSK0W9qY2VPy+EQCQErsYvp5xKK89j5tVp/TzBPokY2D0QihUIly4vh7kPxZPWOAoxIXNhFangqStDpn51O9x6vDXQaezEORLeWWPpr9l9tw798iwcw/lpXrxWQFyLwcjcmDX7/Pd87n4z8t2fSyL/LVfhpXPCZAyiIXrN4yvU/PncnH5ikrvmbJnrCORNLgm+V1Ulm2U+N6Ya9rrzfD10r9WlfY8LYRgOCeNxh76lSfLPcRg/SpabWuJYA2luPvz+D35EILfXWl9oJ1EbPwEERs/seuYzD3OzakYNMO2asrQFOd5BMUmLhCqCoPhxwrvukYa1yDWKj5iuQ0OO8JwA1PeNPHzJEnUfb4VTZv3QVFQbvYpS9Mk7JKPxU01H7ZpFxptp91otEZHL5YlKq8LrQ9yEDOfsxKechLpXxp78WLnxbhkHQDQWtyKPQ/utdr+p7mwBSdXnbbJwAKM87IAoOG6eaV3ebNxeKvzscYQ4AaGgqAbbkh0Dhds3wC4hcfAPSoe7lEJdv1rp0VcivQb3yIyaDyC/ai/Vx+PGCRG3YmL2d+gsPwQIoOo3DovQSTiwmbiwvX1uFrwK1okhvy6s9e+AACcyPgAJzJsDyHdLNHAzY3o8lyl0wF8vmNvf9k5lGfx+aeNvYdhoQzcfScPv/7e1q2xjoTJdY3RUZ22Fwn3rASNwULi4tdQl3nY5LiOqRIEp+dC2zR3Q/WoVuKaHNl+5cnqKPLXnmDaUxjsvvcjqH71Q3jebdk13pn03yowblmU0+RA4ifaljToTDmSq3u7Po1ST9kUrPBAtF02VvVlx4brX8vzy2DJBGRFdjCyzIQh1dWWW5i0I9x3Fj5LZ+u3OfGRlg8gSf0Pjz9pKFp+PWT1HKxQQ1Vfd8KmzqCnrZSktdJueaFytuciZ7tlRecz75zDmXfMN/A2x/4nrP8uOqNVarF9zk5ETg5HyOhgREwKB4PLgKxJDnGlGJfXZ6Lxhn0SG9K6Nrt+NraMZbjxEbpwGXih0XatxVaq6qnCn7rmbIQFjERN41VEh0xGZf0lyBTNkCmakRA1D6U1Z0CnUeEcubIVcmUrRFKDJ0OrowxWrda84frtV97Yf0iOfQcpA3PKRA7eXuWB02eVXZ6HfvhZiseXu2PLtz7YuFmKrBsqBPjRkRDHRHmFBjn53RPu1GqBexbw8MZ7QtTUakGjAX/t8AOPR2Dbb23dHusoOHwXhdI1KmT9+AqYPAHUMjFInWkvnVbSBsY/YT26Z89Tg5ghhmukprH35RuAfmZkKVoV+n5dYVMjAfMeY5tgurOoefoYmhYhdG32NSNtrpBh23NXsHTdUKesie1u/U/FWRWOAFB2pRWHvzBfgg5Qnp3WP04Y7fOcPxEAoGkRQX7dIGDqPmEIpGev6rfZ0SF6o4VUqiE5cxU9QbT/HDwXTgLdnfp77WgQmaL+qx0IeJ7KiaELbFDK72DNkio1aj/40eLwsz+WYsKj3ReXtYe7303G7tVdQ5f9FQaNBY3O+OZ+R8IrOJy/xuJxGrkGxQdLUHywxOI4VxL3zDsm96slQpAatcMS4aWyevh7J4IAAQ9+KJpFReCwqJvo5ZzvAQBNwkIcv/weokMmIdR/OLQ6Dc5nmS5QMUVpmQZPPsbHD9/4gEEncCVLhW2/teGzdV1zVl96vRUvvd6Kjet8sOELbwQE0NHcrENZhQYPPtp9fTnv8EpERTBwaLc/goLoUChIfPiZGD/+LIVSRXZ7rKlWOu37vv5Ogjfetc1b7eMi/UJ+aBx84kaC6xMMOouD5oJLqM3o+vDSdi4THgunU8dMGQXpiTSoKruvwUcwDPct8SHXiLH2KyNLXCbUG1l0Zs9v6APmxto2D0Eg6I3nwAz0g6ZZCOm5SxAf+acSSKtF0OoXwAz0g/jYWYj2HgGp0YJgsyCYOg6C2VNA0Blo/mUX2tIMit4es6ZAnluIwFeeBqlSQ3I2HcLd5nVqGN6eCPnwVZQ/aVCJ58QPAMFhQ55FPcE7OxfGWmn0gNHOS3zO3G09HMoM8AbBZumTHQk6DZwYSu5DVWb8ReXEhhkZWayOocKyGiqe0EN0YpneyLKGLCMPWqEEdE/KE8Tw8YCmWWR2PHegwfPQln4DOpnlsPeFrWUYtywSNLrz5RyG3xOK7MO1KDrvmmbEjsabF4EGaf/rMGAvpFaLyt0/QF5bCa3csZ4UvlsgZIpmkCAhbauDG9cPCpXpgp2S6tMor72IsYOfNayNJGEtL2zNF2Ks+cK+IqCOGlXmMKelNf8+017t0nINUsaYNwwIBhMDnnwVxevfszrW2hrsxZlFSZaQVBVC1lgFN/9w8Pwj4J88yaSRJcvK1xtZAOC5aBYa1m7uMs4W2DHhRtuKG675DvernKxLnxkL9d174EH4pXSvCa5Pkh+GvzDa6jh2VBgivluD2ve+RMW/X0fN6k8NBhYAZkggat/9AhVPrwI3MRYBLz4BgKpqEB08icr/rEbFv1fB99H7IZg+QX+cx4KZIFVqVPz7dVS+8LZFAwugvFv1X34PTgKVa0KwWfB/5hG9gQVQYoZajfO0iqY+bbn0d+Fq+1V4bcVSzpmy6J8LEEHAfZwh8V4wY5S+51V75Z2ytAYAwJ86Qt/FHaBCdO2Ij1nO3bIVUm17yIHUalG9+jv9dvDbK8zGXgkmAwEvLtFvN2zoKj3SGVG9Auvv7T2JhUc2jui1cwFAnN9kDA5eAIKgwZtneOpPCpgJOsEAi+GGGF8q92dC9ArQaUwMC10EOo0JHpMKIqeGLASdxgKTzkGsr+G7ymGaDluw6DzQaUwMDJxltL/z9h0Jr3QZmxR4BwYGzgKHKcDM+Jf0a3AV9af+Rt5nKyEtyXeogZUSswhTR7wBuVKE9BubAABpN75FbdN1TBvxJqYMXwV/b6rZtZ9XPEYnP4VpI97EqEFPoLzW8PdKklpczv0R00a8iYlD/uuw9TmT4AVLwI9P7rKf1KhRvP49k8eYGu9IYsf1rEtKd0m4dyWChs8Cg8tHa/EVXN+yyuQ4VWkVGr/eqt/mpsTDd8Vio9xaWwj96nUEvvG0fptUqkDaWiLqYPqXJ6tchKpzFQgdT1moHG8uZnwzByUHipD2oe25FiNeGoPYBQlG+2rSTN/EOYmWE3l1CkMytrq+Eexo05WKpFoNWgevhrq6Duo6+zxPivxi+D35EBT5xXAblmKyaWbusTokz3JOL7mESX5m+yUGJwkgCOjayLo3UJZUgx1L3VjZ4YFo197mxBt+F+3GlbKkCuyoYBB0GtjRIVDklQEwTpq3Nb+JYDHhPj4VrFB/sEL8QOPzQHfngWAxQXPj2l3Z0jFngOHrCW5yjFGIsx234YnGFx0bQzp1hRLrgxzImCURuLitqyK5M5CrRQgSJIAAgRYZZXRzmAIUNp6GltRAq9Eg3HMIipvOQayoh1anRqu8ElqdGiy2G+QaMYqbzkGrU0ELIFCQgKImy+EFlZYK6buzrd+4Oo8VsP1R0XoFCrUYcrUYPJYXZOreK1Dosr5W23IN7cGSRlZ7aLAjja0FaGw1nxIglFR0OabPQhBwi4qDJP+6XcfcquTv+hSC0AS4BUTAK5p6EL556HuTY2WZN4y23cYOBTc1EfVrNkFVUWvxesdNjgN/xjjQPYw9dsI9R3v4CbpPvzKyAODUS0ex9OJj+p5cNAYNMfPjETM/3jCIBJQiBbRKLVgCNhgchrkeywCAtA/PUZpZprDSgkAr7OCeJqH/onjdMxeCGRNQ+9F6aIVio9gwAGhF3dO24iTFwWPuNHjOn4mmH3d0eX/7f68hIJYP/wGOV/UNGeiB1HnBuPZ3TZf35r2a5PDztXNoreVcLPGxdAjuoLyS7hNS0bSFap3gNpp6KpRdLdCH3sSH0yCYRok5eswepzeyOhot6hrzYS63UYP0uVPOQNsqBt2L8pwErnwIpQ+t7jLG79+L9K9lV+xrAn1tXw1S7zQtJ+Bo7lyVhClPxuDDCZYFdR1BpfAqKoVXwWf7Y0jo3Thz81uzF+P2JGqNjvI0Ev9cHHQ6w5Pu2ZJNHY6wbMQSdgQE2sdeq/4ToyMfRpTPaJQ2p6GpzTVK9eK8qxAkDkHgtIWQVZY4PEzYF/FIGQGCoEFWVYqoR1+ARiLCzW8/RvSKlyHJz0LjGaryLXrFyyjZ+AkY7nx4j5wE4dU0cMOioG2TQnqTkmOJf/ljtKSfgqyyDCELlqDwizcBAHQODww3Pgg6AzQWG6RWoy/SoTFZiH/5Y+R9YBCfpjFZIBjMLuMjlz8HRV016g5RAtgBMxai/uif3frcdKbzA1f1RaYf5FKWvY+mvIuQNVaiueCSVeX36lc+RcDLj4PhQ3l4aTwugt75j8mx3kvnw3vpfJPvKQvLUP/ZD3YJPDuafhUubCf9k/OW+xQSANuTA16AGxhcywYWSJg3sAAoCm52a43cwYlQFJVCVV5FGVQOekppS7sCt9FDoVMoIcs0nVycvqPnGmLmMOVuZrsxEJ7qnHCHTkvi6l+WPUuq6kboFNSNk8br6k1TFBi8KaqqBujklPeRE9s1mdQSPg/PNWtgKUurIb9eBPGxSxD9fRbN2w5BK7GveAEAxCc7dKo34wnrWGov6TDeFo5/U9Sr7W/cvVngCpyj39YRH7dIcBh8KDRiqLVUdZlCI0Gc/2QqXEjnoVKUZfZ4ktQhzn8ymHTq78eTazBElRqpfr+jEHACIFMJcb70B1SJ7PB2OJiqfdvQlHYcTIEXIpc847J19CZew8ZBmJUOVXMDZBXWr+8aqQQNJ/6GqrUJouuXwenQt1ZRW4nG04fQVpIPUY4h51anpq4xpFYDnUppVAVNmlBB1alV0KmVXca3ZpyDRzKl30fQaBAM7H5hU9JU5/cYrc03bWRd/+kN1FzaD2HpdasGFgBo6ptR997/QZ5d2KP1uNrAAvqhJwsAivbko2hPPgY/PhRJS1NAZ9ufBK9T6/D7zK3QyC3/ApRFpSh/8lUEv/1fMPx9oKlvgvjYWUjPX7Z4XP3nG+H94EKE/98HUJVXQ3bFtmorwfQJ8Fp8JwCAP2UsAKB8hUExr+XXPQj47xNo2vSr2Zyfi7+WIyCOj5GL7DMibGHI/BDsfM34pjDrxXinJVT/+sJVSJqsCOiRJCQnM+Axe6zJt0UHLxiNFR+6CM+7JuuTzG2BEx9hNL+qqgEN63ZAVVlv9hjB9JGg8+2r5mndeQzsqGDwhsTrz9vRSGT4G8T6hPvOoi3DsmxBZ5orZHh/3HGsTptufbCDePPidJRltmLjw6b7gzqC5rYy/euLZQbpgtw6yiuh1WpQ1HgGAHCjjsp/rGilDNRWOZUqcK3a4CEQyg3e2npJ1wt9x8rCtPKfjd7LqTtkdWxSwExcLKfWyWf7YWzkIzhcYJ82niPgD0gEqdVA0yYB2ycASa+sdci8uWu6tgjrK7B9DMaGoq4aLC/L4d7Qe5aD7ReIku8/B6lRg2Aa0jRk5cX61zqF/Q9V1hDdyATLl8o7DrnrYSjqupcAHz/RDw+sHeLIpZnk/C9lDptLK5Sg4fMfQeNy4D5hOLwenGfzcTWvr4WuzXwLpt6kXxpZ7WRtuoLcX7MRMS0Ko1+bYNlj1YFLn1xA2bESqwaWHp0ONW9/3mV347fG/Qebftiuf60VidG44efOh+hp+Np0xYT42FmIj1kpNdXqoKqw7N1J317uFCPLFLHjnZdMaWvFpLKkU05dJ4mDjiiKjD19BNPwNTDnffKYa2hGrGkWoebtjVa/xPa24GlHfOyS3sjiTxluZGR1TOyXnLLPi9WOQtL7T3aRw7zAdmdAKXVN8mlfg4QOOlILGkGHNy8CCo1zW2OZI+yex1xyXleiajGkA7B9DYVTOpUCNDa3y3j3mEQ0nPibMrDoNt4ydVQ1JEGz4xqgMz1eeOUCeGFRcI9NQs3eX22frwPTn3F+v0KlVIPafMf/HevkCoiPnIOisBTsmAjwp48Fne9Gde/4B22rGOqaBoj2nYCisMwh1eGOol8bWQDVv6t4byHKj5fCK84H0bNjwfHmgOfvBgabAUWLHOo2FRQiJUoPFqOloBkqiWtaCzgCZqA/OInW1axrC3ovydk71HnaK7aGtjonq5vrTwh0qEb8B2awYWwXYw1UJSevg2J7y44jNj0l0fk26F2ZQHbN4DlxGzUITZv36WUp3McajCx1TfeTlWtyxQhOclwfUFtY8dMobHkiw7pn8n+AWnE+xkU+ChAExIo6ZFbtsn5QB6JH+qDkknX5gf4IjU44NaTdeuUCPFJGQF5dDreoOGiklGEgqyyFZ8pItF65AH6coSWRqrUZblHxkJYUwG/SLCMjzRykTgtVSxMEg4ZDUV8DnUqpPw9BMx15IXVak+PVYiFC730UOrUaksIbJo+1RshAj24dZw9lma1O/b2pyqqhKquG5BgVmaDxuCBYDJBqjd1eK55nMGTCGhAEDX7RI9FYetmsQGpP6fdGVjvqNjUartah4ar1/nr9EWaAHwJfewbK0gpUr/rYpmPaWlVw83J8U0zvMB5aKh3vGu9MZZbt1VYdk9UJNgv8yeZb02ilhrUzfD31XiOA6oXYGU58hJG3S3rumtX1uI1ONpKIsAudjvpHo4HGYSHwxQdR+9EWeC2erhc1bc8r6y7rF53H3FcSMe7hyB7NYw9BCQK8dnoqVDIt3h5xpNfO2xcpbDyFwsZTNo8naATiJvji4fXDQNAICGvk+GSG7cebo+bQ7z2ew9G8f52SudAoddi4LA1V2eb14rqD8JohbN188QQ8kqlrRcPxfWg4vk+/v/kiJWxc0qHFWfVu4+hEe5J859cAcHPDRybPr1MpjZLeO1K18weT+zlBoSjbss5uGQIOn4kntlqXKuopJAnsebt3BYh1MjnQzdvQwOn/Rsbu1Rg6/01kHViDofPfQOafpoV5e8otY2Td6qjrG1H5vH0S95m7qzDxMce3ywgf7NkrRlaGDQKkpmD6eeolGay1UmCFBoAZaBBRNd2z0H7XM39yz5T3264UwG14IgCAM3AAAMBthEGHrC2t5xe0I18VImGyP3zCe1cFmsWjY/Z/E3BkXSG06r7j1u+rTHlyAEbcGwbPoK6hrJ4izHJenlxPYbBpeHrHWNQWSLBpWRoUEieEmvuJbIKyqR7y6jK7j3to/VAExDi+0rwzVdlCk71l+yqkVguvkIFQSJuhUclBZ/S8T6I5bhtZtzCH1hYgIJZvc99BWxn9QLhexsFZeV9X/6rG5V3dS/J0G5sCbjJlmAj3mc5vI5VqEGwm3MYkgzuIGtv2j+p6ZxQFFSDVGr03y23UILSlm3fbM3w9wRvcs0bJ9Wu3IXzdS2D4eoKg0yCYNlLvxVJVNaBx454ezQ8AaoUWn88+jQ9zZlsf7GAmPBqFCY9G4chXhTi7ufS2sdWB5DsCkTInGAOnd09o+VYjKJ6P1WkzAACt1XJc3VuNY+tvfQV+AIhf+RFIjRqFX3SVcrEEh8/AA2uHIGq4t5NWZsxPT2VYH9SHuHZgDXzCUpBz7Gt4BMSiOu+k085128jqw/iPmAGv+GEo2GpbeNAU6TsqHG5kBcYJ9C12okY450ucYUHh3Rw6qRw0dy7cx6To9ykKTctZKEurwUmIBCchAgwvqspQZUaElFSpocgv1xtuPg/OgiKvFFpxV00hbkos/DvoWHUbkoT4xGV4L6ZuLpwkQ99BySnHXtBqCyQIindNu42Zz8Uh9c5gfHmna/qK9SUSJvkjZU4QUuf1jo5Zf8QrhIupT8UgepQPrh+oxY3DtZC2mG8abY2mc0fRdM51QpXWKPj0tW4d9+S2MU7RSjSHTOhamQR70SjbUF98EQAgqi+CqN55RvstZWQRNAJRdwyAWzAfgjABaEw6lCIl5M0ytNVKUHakBDrN/9YTc/5px/czZPHoiJ/oj+pcEQbPdfwN4ei6QpRebrH7OPHxS/BcMEkf/pNnF0NVbrovmOjAeXASIsH0NxiJ4qPm2+nUfvgjord/AICSUYj4jmoLQSpVINVa0NyNQzl1a36Grk2O4HefsPtztCPcc0pvZLmPNRiOov2ObY/z9d3nkDovGIvXDLY+2An4R7vjw5zZIHUk1t11DvXFUpesozcJHeSB+Il+mPpUDAgrgseug4D7gETQOTzQuTyAJKGVy6Cor4SyuRHWRFqdSeRQL0QO9cL8NygRZK2GxL4PcpB7vAHS5v4TtnIkfF825r85sNc9oFU3bMuZ4yREI+DVFQCAtotX0frr39BKXCN+G5Z8ByqzD1sf6ABuCSOLoBEY/94UBI0MBotvPrY64qWxqMuowbnXT0Krdk4lgWNxzEVMq9Y5XO3XN9INdKZzbg5X/rStrU1nOlcYdpQ+6IyiU4WhpqHVKCHe5Pw3q8AeEGq0j2CzQHT6k9O1ySG7VgDQaHrvWl/n2t81LjOy2iFoBP7z5wQUnGnA2c2l3TK0+zqD5wQhboIfhswPsT7YRdCYLITMfwi8kEjQuaYrZLUKGRrPH4Ew+xJ0SsvNyXsDOoPAwrcGYcGbJA5/WYiC0w3/E8Z6O0wOHc/vm9Arwr+dOftjiU3j2DGGNmduo1PRvMV0yoP3srv0r0X7TkDb4tjCBwAISpjca0YWQdrY98ypiyCIbi1ixoa5CBgSaH2gGfY/tAetRT2/kPsOnoCmrLOIf+g1iEtzoRI1QhA9CKV/bcSgJz5C1cmd0KkUCJ12H3J/oJLXO+9vyjqLhoxj8EqkWj601ZYi9v7/Qi1p7VG4EAAihng5vMIk/1QDOAImIod6WR9sJ6sGWm6W7Wo875wITlIUWKH+YHgLoFNpoCgog7KgAq17HBvb91wwCd73z9Rvt+4+idadxxx6jnbcfdh4+rcxTkmw7i5aDYk9b2Uj93iDS/S9ugOHz0BQggATH41GxBBPcPiOv/E5qrqwI+5R8QhfbL/nVadUoPbILohyr1gfbAOOzhEsy2xF8YUmFKc1oeKa6/pDOhqvEC6G3xOGKU8McNkafn460+ZoSdBbz4AVRT2ktqVnoWnDdpPjIrYY7ne1q9dBVdG1jVtP8Y8eicbSDJPq+50hSbJH3oR+68nySwnokYEFALO+n4/zb51CxamyHs3D8aVCZi05afAYkAw6iw15PZVT1HT9HISF1MWn+cZF/TGd9/skj0VDxjH4JI9D8e9fAgCkVUVge/Rc6LP8aivqCiUIjHNc3k1ALB/uPo6Xh+gPsX3hvjPAvjO9ci4jQVOShOR09wRIbUHarMQv/87Es7vHWx/cS9AZBO79IAXad0gcXVeIwrONvd7o2ho0OgHfCDcMnheMoHg+EiY7v32Jo/GfNBe+o6d261gam4OQO5fCLSoeNftN3zhdSeQwL0QO88L0Z2NRfLEZZZktOLu5FGpFf4hmdIXFpSNugh8e+DzV5aFme9JR2nuyAoBO5Fovo0dgHMJT74RabvCSZR38zCnn6pdG1uIjS8ESGMdoSK0OdZm1KP6rAOJKMWQNbdAqNeB4c8FyZ0EQ6YnYBfHwTw3U/2HS2XRM/HgaDiz7Ey0F3Rf284xNRUtOGhqvnIRX/DB45Z2mrwAAIABJREFUxg9FwS8fAQQBnUYFpjvV168l559yaRP7299je3Vo+dBY7RAjCwC+XXIRb1+eaX2gjXiFOMfb8f0j5vOi7CF59ovgeQVDq1YgY+cbDpnTFXgtMrS/aVj/OzQN1vt+9YTaAgn2vHUDd70zyPrgXoTOIDDrxXjMetGgaUaSlEenrlCC/FMNaKmUoSyzBVpNz73zbHcGeJ5M+EW6g+fJROQwb3iFcBE13BsMdr9s+WoWryFj4Tt6mtG+1qsX0FZWCHHRjS4SJmzfALB9AhE08x7QeYbkas9BI6BubUbjhb6rgRYzxgcxY3y6KKBXXGtFTZ4EtfliXD9YC2Vb3+hM4BvlhohUL0x4JAp+0e59SnHi7Gb7mprTBYa/FU2Tc69j1ii6sLXXztXvjCyCRnQxsJQiJfbetwtKYdfcAGk19dTbUtCMssM3wfHiYv5v9xjNMfatSTiw7E/oullGrlOrwI9MhKyuHLK6ctC57lBLKQuZ4x0ItbSTi5okTe8HoBJ2aPng7bgERpWs7z+1VeeIHOalyDn6NaJHLYZncKJD5nMJHa6o2lYx2tJzeuW0l3dVguvBNDJo+iIEQRn7XiFcJE6hHk5IEpCL1KjNF0Mh1UBUp4CyTQOtSge1SgudhgSLSwedSQOLRweDRQOLxwCdSYNHAAc8TyZ4nky4+zhPN6cvwfL0QcCU+fptjVSMhjP7Icw235tV2VQPZVM9xIXZ8EwegeDZ9+nf8x03A+KibCgbTRec9FXCU70QnkqlPtz1ziCI6xXIOV6PprI23ExrRmu1vFc8X27eLPgPcMegGYHwH+COAaN9rB/kAlqr5Tj+f/ZV5JFqDQg2Ff0gWL2fO+Yq+p2RFTXLOP5cfrwU6R+fg0piWxmvolWOP+/ZidGrxiN8SiQAwDPaC7ELElCwy75mu+3IGirhGTsE9WmH0FZXDoabwS3qETsYAS31EJVkg+MTpA8Rdt5P0Ghozc9A840L8EocAVldOdzD4qBpc01PM1eQ2Q3ZBnPoNGpolM4XTHUmHfsUio6mg9T2nqF85oeSPm9kmYIgAJ4ns8/enPoafhNmg9ah4XHx9x/bnshO6iC8ng7P5JHghVISIwSNDv8Js1C523Rv1v6CIICDMQ9GGO2ryRVD3KhAVbYI0mYl5CI1msplkIvUkDYroVFZf0in0Ql4BnHBETDgFcwFz5OF8MGeEARwIAjg9IpwqCP4/ZUsqOT2XY90cgXo/xhZdA/Xfk4ajYHkWS+CweKi4OwWcPi+aCpzTipGvzKy/AcHYOzqSfrt7ZO2QKu0/8ajkihx5rXjWPDHIvBDKINoxEtjum1kle37Xv+6Ne8SWvMMrVmy17+kf61orrW6Xx9SBJDzj0yAo9ix8hru/zTVoXM6krTtpjWtzMHzDEJoyix4BMdDo5Ai99gGKKXWw74sngeSZ/8XNCYLRWe2QFiTb/W9uImPoKk0A6Eps0AQNFTdOILmsqv2fUA7CPv8eaOeisI9p5x2LnOsGniw11vv3KZ38UgydCYo27a+W5WCZdu+Bi8kEpFL/wMA4McmO2x9fYngJAGCIUDCpP6Xc+dISi+3oPyq/eE+RX4p3EZTD478GeMgOX0Z6irXtMEbMv91ZP75Dkbe+yGkzRVInLLCaUZWv0ouCB5jrC7eHQOrI9c2OC+JuC+Sc6TultGQodEYSJz2FOgMForO/ITa/NPQKK1rrjBYPCTNeAYVV/eh+NwviJ/0GDyDEqy+BwChyXegJvckFJJGxIxdAkGA9UbdVtfjLYDbyIFghviB6e8Nt5ED4fuvhUYGliUpCmezf00eTm286bLz36Z3UDbWQlZlWym+KWTVZVA0dE965Tb9B2GNHL++2L2HS1WZcaTC799LHLGkbtFRVYHB4tp07+gu/cqTFT3bcFNrvF7f4/nKj5Ug/p5E+PewSrG/oNWQ+Oa+i3j52GRXL6UL9sb3dTotZKJauPtFQp11AML8PJuOS5jyODRKGRpLqJyThuI0xE95DOm/rrT4HgBcP0BVnzSVZiBq5L2Im7i8x0n1zBA/BLzwoNn3q9/YYLqfYi9y5KtCiOoVuHNVEmj0PpR5exuH0ZzZc8X9lsxzRvlZt7m10GnJHsmGiA+dBWdQHLiDqKIDZpCfkVyDKYLe/U+3z9eZ8uWv6l9f2/8xRt33CQiChvDBc5F14FOHnacz/crIYnkYklHlTY7Jt5E39++8HXsR1spdvYQukCSQabcAKYn8ExvhP2AUBt3xHGTCWmQf+NzqUQyOG9hu3hj1YNdyXUvvdUajlIHO5Ni5ZvtQFJS73MBqJ31HBYQ1cizbMNzVS7mNE9C29bzgRCv73xH//F+DJIFdq673eJ7WHX+Ds/oZlye+6zQqXNr5GlgcPpQy52qn9Ssji9R1KM12kD6IkQ5RL3JwZyB8vGlIiGWCwSBw+YoSk+aZrsiZOoGLlf/xMBrPCy7r9rlbKmXwDuN1+3hH8/vL1yCssd/4I3Va1BddQH3RBdBoDAQlTUFtrmUx0Oaya/CPHYPMXW/a9R4AcAX+kIsbQBA0+ESmQlxfbPeaOyPPvomSB17v8Ty9QcGZRqyZdhJL1w1FyEAPVy/nNg6E5RMAFPesepXte7uh9a0IqSPxevIhh8ylrqpHxYo3Efz+82CGui6CxOJ6IHbsUhA0un7fjaPrnHKufpWTpWg13Ih5vo4xEnh+rjE2Zi+qw8hpNTh1znqi6YmzcrvGWyP9N/sSzJ1NznH7Q7+eQQmIm7Ac/jFj4BU6EFGjF0FST+UOEQQNDBYPDDYPAAEmhw8anXqeqM07BY1KBv+YUfAIikfEsIUITZ5p9T0AiJv8GPwGjETsxOVgu3mj+oZzlNf7MqI6Bb5bmmZ94G36FW4RsdYHWZsjsv9Vo97GMjotiZ2v9dyD1ZmaN75E/SffQ1VR06tV0+0MGH0/GssyUV98Uf/PWfQrT1bpwZtI+dcQAIDvoJ5XeMTeleCQefobZzeXIjCWjyEL+kb/NI3Sfn0yYW0+hLWGqsDWKsNTOEnqoFHJUHx+W9dzqWTI2vuRfltUW2DTewD07zXevIT/ZTQqHVYNPIjgRAGe2TXO1cu5jQNwj4pH6F3LUbVnS7eOD7vnMYcYarfpO3y18Bzqi5zXXUGRW4za1cbeI4LJQPim9/Xbzmqrw3H3QcPN3nlY7FeerJo04/wUFr9nbV0GPzGsR8f3Z9J29A1vVl9rkXIb26nJEyNtezn6QPvT23QTZbPBiyyIS+nWHIHTFoIfM1C/LauyTwn8Nn2P4ovNTjWwzEGqNdBJnZcnzfMIBM8jEHVFF+AVnASeZ5B+n7PoV0ZW040GSCoN4pzj3pkMOotu4QjzMLgMcDwNictNOY2g0YCGonDIaiL1+zlsAsLyCGRfMPb6LH+QjyO7jX8xc2bwsOMHf4jKI1CdG47DfwSCyeyb1ViV14WoyXW90GnG7r6R2H2b7rH3/VxsWWFeHfw2fZumC0eNtsPuegRMD2+bj2d5+8N7+ESjfQ1nDjhkbbdxDSe/u4nNLvxOa1pF1gd1k+RZLyJ51osIHzwHcROWI/mOF/T7nEW/ChcCwN77dmHJhUcBACFjw/DAmeXQqXU4+OhfaC1qsXq8T5IfZm2aZ5TwXnGyDGdeOw4A2LxNimdXGBTb//0vAVhMAgMimZg9g4eDRykr+6H73PHtjwYjZdtGP8y7g4cNP0oQP7IKwYEMzJ3Jhag8AumZSky5s++1mfjuoTS8k+m4fob2kn24Dhd+KXPZ+e2h8Ez/VrB2JkUXmrBq4EFEDffGgtUD4T+gf6hW3wYQ5V5BW1kh4p59FwDAj0sGP84gJtpWXgStQgadSgUQAI3JBi8sGgye6d9x3mcrXZJjc5uek3WgFn+9mwOFRO3SdahKq8AKC3LK3Om/veyUeS3R74wsUkdCLVODyTOUgNKYNMz95S5IqsQo3lsISYUIssY2aJVacLw4YAnYEIR7IGZBPNwCu14c0j46p3+dec1YrHPMSINsxMihbBw8KgNBAIMSmcjMosbOnsHDXfPc8NizTdj+B1XGXFevxZUsJV57wROjhvXNPmiu7kKf+T/kxQqe8wCYHl6o+O07kDrH/dwDZ9wN76HjcfPHT13eL640owVf330Oq9NngMnpnof5Nrbx90e26cLZgkYmhVosBFPg2eU9e/Ks2iqKbxtY/RRRnQK/rbzm6mUAoPq0OpvgxCmoyaMq0QkaHX6Rw9BQ4pxc235nZAHAb1N/RtDIEExbN8toPz9UgCFP267jI7zZilMrj0IlNhhWO/9qw1cf+yA2momiEjXmzODhwFEZJo3j4unH+HhnTSsWznUD352GkjKqU/vPGyh17nYDqyNpGUqMHt43jSwAKLnUjOiRrunzVniu0SXn9ZycDOGp7F4/r06lNFIa7it4DR6N1izHJIFqNSTeGnYEALBsw3DET/SzcsRtbKGhRIr07RW4+Ktz1P+LNlCerNin3gRT4GXXsaVb10FeXeawtXw06QQmrxiAEYvCwGD1q4yWfkf+qQb8/O++1flEWer8h++g+Il6I4vOYCFiyPzbRlZnai9Vo+FqXffV2kng0L/2QiPXGO8mgavXVUgeyEJRCeU2vXpdBQ8BDeNGUTlcKQONE+7deFTeVcdcrv5C2vYKlxhZfdDWcCo1B7a7egmmIQj4TZjtMCOrIz89lYGoEd54fMsoh8/9v4JGqcNPT2XgZrr1npyOoOjbD8CPHYjQOx8CwbB8exDlZKIl8yzktY4topE0KbHvw1yc/v4mnvtrArgC1wpX3opUZglx8PN8lGXa34PQ2ahKq9CydS8A5+RnJU55AgwWD4lTngAAcPn+aK1xnGe4M/3WyAKAI0/t178e8d8xCBoZAkGEeZHEppxGVF+oRPYPlnsvbfpZgsUL3bB7XxtIEli/SYzcArXeyFq62M3kcUEJfaNizx5uHKnDiQ3FmPpUz/vw2cOu101rrwQ+PBX1204BAHgJoWjLoX6mwU/MRt3mo4h8ZwnarpehfvtpDPrzDRQ/txGK8gZ4TRuM1uNZAIDoj5ah4uNdCH1+PtSNYlR/sx8Rry+GTqlG3c8nEPDARL0nK2zl3aha+yd4CaGQ36yFTuHafITexnf0NKfOX3q5BasGHgQA3PfJYAyaGQg687Z3whIHPslH1oEaSBpd0GeU1EFSmI28z3s/d6Uz4gYl3htDadFFDffGyMVhGDw32MWr6r+QOhKblqf3ScOqI1qRBJJjF5w2f97J75A09SnknfzOaefoSL82sjpy+XNKTMx/cADcAt3hHiIAjUFAKVJC3iSDtEaC5rwmm+a6kqXE6pc9wWYRyC9UQyTWIT2DEgHlu9MQEsRAQ6Mh90ChJMFhExCJ7dd76gtc2lnZq0aWUqrBjcOmu6+rGkUQjI6HOL1Qb2Ax/TxQ98sJ6FQaNO48h9DnF6B++2mz8zfuvgCNqA3itAJ4TkkBQaeBPyIOxS9sgrpBhJajhtwDXlwIBKPjITrvvCeZPgtBg3t0gvVxDuK3l7Ow/+M8DL8nDDOfj+u18/YXTmwoxrX9NWgqdV6z2v5KaUYLSjNacDO9GYPnBmPAKNekOPRXzm0pxcXt5Wit6ntt1VxB4fmfe+1ct4yR1U5DVj2Q1bPm0eWVGsTHMPHK8x74YgPlrqyp02L3vja8/BzlKdv0s0FD5L5HG/DXtgCsedsbr7zdtcKRzSKgVPXd+Ji4vucq8vbw4+OXzSbdtxyk8gM4kQGIWLUIBSvWAyQJk0IYGq2+SpTpa6gIVTdQvzNSowXB6OA1aW/LpDMYwwWPfw0AiN/4DBp+P4fWY12TP5NeWQuNRASNTApOQFcBV2H2ZZPhwKiHngPHP0QfdtEpFcj/cpXJz92O39iZ8JtwB2D6E0OrkKPw/94CqTEOcxMEDUmvrLVpbXFPvwUG39jj2/nYprQTaDj9t8W1dgdpiwqnNt3EqU2UOv/IRZR3ImqE7bIBtwJp2ytQcKYBBWdck5fYX8n4owoZfxhydjh8JhasHogBo33g7t0z3cRbiapsEbKP1OLsj7c1y0yhVckxbOFbYHL4qM49hqobRx1akNSRW87IciR3zXPDomUN+u1LV5R4dCkfAPSVhQBw9KQcW7ZT0g+pySy8/n4rVCoSXp40PHy/O2ZP5yE4sW+HEptK2+AbZToM6mgqr5tvyOk+OArSrFKoG0XQiKmnLnWTGMFPzUHdD0fgt2g8Wo5Q4V5FVRM8JgyEVq6C17TBaPjtrMk5Sa0Okowi+N0zFnVbjsNzSgoad1OeT6YPH+pmCTRiucU+lgy+Bxh8Dygba9Fw9hDoPDe4hQ+AR9IweCaPMGlklf7yFXUOgRfCFz8Bprugy5jO+E2gijnKd2yAvK4SvNBoBE6/CyxPH1Tu3gxJkemE/eC590PZWAvhjQyoWpsgSEjRr01WVQLh9XT92LIdG0DQqeq/8HsfB43JRNn2b4zm661mv5d2VuLSzkqMfSgSiZP9MWD0reuhENUpcPr7myi51IKGm7ebKTsChUSN31ZeA0EA45dHYcAoH8RN+N8sttCqdSi/2orcEw39RhrHVYQmz8TN9B1QykSIHn4PwpLpqMjab/3AbkD0hWongiBcv4hOtCexd2zEzGYRaC2LQFWNBnHDu1ZAJCex8PjDfNx/jxu4HBrEEh227ZRiz99tuHjZYJQ9+YgAaz8w/+T+wy8SPPuKIdHVWkJ95/HdgcNn4rVTU5xeeq/VkHhzsGOajfYW7V6evM9fAakxztmKWfEaWF5+yP/iNehU5nNooh95CSwPb4ueLBqLjYQXPoK0JA8VOzd1WYNWJkXB16uN9rdLOKglQhR9826nGQkkvfI5ABK5a/5r8pwxT7wOGpOFwvVvmV2Xqxhxbxiihnsj9c7+k4ej1ZC4cbgWdQUSpP9eAYVEY/2g2zgNtjsDI+4JQ1ACHwGxfAQnWn/Q6Q9o1Tqk/1aJsswW3DhiOvXiNuYZtvBtZP75NgCARmdiyPzXkbnnbZNjSZLskaL4bU+WGToaV+0oVaTJ/e1k56rwn1eb8Z9XLRs8324W49vNtmuBWDqno1BI1Lh+oBbD7g516nkKTjdYH9RH6WxgAYCisRYsLz8w3ARQqXoW+qFzKU+iWmza00fnuYNgMLqECgFAlHPF1Ir/+b9vdh2wxuVdlbi8qxKHvyxA6CAPDLs7FMEJAggCONYP7iVIEig634j6Qimu7qtGY2kbtOr+mZt5K6KUanDuJ0PIzDfSDQEx7kiY5A/vcB4ih3mD6AdfD5lQ/f/snXd4m9X1xz+v9vLe27GdvTcJgQwSSNglQIEyC6Ut4wdtoYtSoC2jhVI6gA7C3ntDNiGT7MSJ48Q73ntpz98fiodiyX4lS7KT+PM8PFivju49vpGl8957zvfQUKqnvqiTXe9XUl+kH3mfDYL2+iKkchUOm5ms6Zf06VMbTEaCrBG6cTpDv6F4urXRsevdwbJEPvgyc4fZ3U1AqvF+bOtyOnDZvecNmGpCo580HGivM9NeZ+bwOneuZc7sWOKytIxdmEB8tpbYdE3I9ZRcLtA3WSjd1UJrtZG2ahOlu1toqzEF1OB8uCBVqrt/dlhO/6TopnIDTeWG7veSXCUlJlVN5vRoolPURCWrSB0fiS5OSUTC0OgbulxQfaid1mojJd8101RupHRneCQ8zhQq9n7C7JV/wmG30NlYRvH2N0M21ykXZPVuCm3ttA6hJ6cXM69IZ/aVGSGd49tVpRR+c+ruZPXP4G+HnRZ3AULkmCko4xKxNDegSkglZflVAFR++CI9u1OeWNvEVc6eDpTuaqF0Vwu73q8caldOecbe+2j3zwMdeQ9E2iXXEzVhBgAFfw5dL7hgYjM7aCjV01A6kiM3FJw/8TcIIrYStxT9B4MleIGmzaJnx9v3BW28/jjlgqyr197Q/fPrZ60a1FiqWDUrXry0+/FHl78zqPFOZWavDO0xIcDuj0KzixUzN5fxf1w5qDH0RXUcvDN8Zb2+aN23jZjp88m97dc4bVYkcvdNRf3Gz9CXDC+ZidNp3YcTSzfe6/F43eJnhsgT/7B3hq6x7wgjnKqcckFWMDG3uLfHvfUzPNPInOZfKw1/+eDB/BH9HxG4HO58q6P/eBCHKQzrNQwKX0bwpCuoOjnYGu5YmoZnAva7xe7dteIDBn67MnS5N6cqT389gYgYGVFx7nDgzadq+Pjfvv8tYxLl/OWz8URES5FI3btQV+d5ywkdAc7wIAvcgdaZHmRJZaHP/Mz/emibF58qxM46FyA8ARbgtFlRRMciSKQh04kZ4czAYQmv3p5YKgpNJGYo2PDeSF6TN36+vACAiXMjeOiNgRuCtzbY+NHcgwgCvFM0I9Tu+cWoN93H36bDpVhLq+hYtxN749Aq3J/xQVbH8XbiJpyZuipd3Pic+KbagWI1nplf4IJEgiwiGkEqA0FAER2HrbO9e8fqZKwtDShiEz3FQV0ujFWltBfspfXAd+AKXqJ145bVZFxxC+N+9hjVn7+By+lEEZuIqboMY9WIkOEIfjBMq/Tuv3h4HbMPV8x+fkYPx03wsuseAECiVqLISiH68kUoMpORpyYgUSs9bMLFGR9k2c1nto5NdIqavHmhFYBsKg/trozDYMFU1YI6LYbhUo895q5HkCiU3TlVXeT92P0H7nI4qHj7uT6BTMueLSQvvRyEXtVygoAmIxdNRi6R46ZR8fbzQfOzS9xUkMlJv/zm7ut16z8eMMhyGCzYO83IdMphs+4ns+izn/LNJc+jTo1i1j+uRh6lovrzQ5S9+h3WVmMfe3mEisyrZ5B55XQAKt7aTcX7+3AY+xbZaLPjyLpqBsnLxuG02ClZtY2qz/Nx2T2D4KUb72Xd4mdE++AP/vgbahRRZ5Zq/wjDF6fJgrmwHHNhOYJUgjw9ibhbLkE1OjPsvpzxQZZce2a3Yrj9tbkIktB9QTod7qakoaTjUBX7fviCKNv5a/xvfNtfpVTd2g+pW/thn+v+intK5Apyf/RrrC2NHHnql7icnl/UMm0EeT9+AG2W53a+r/m9+S7I5SizMjAXl/q08UXqg7+i5o9/7n6c9ocHaH71LXau/MeAr01aMYXcny0f0C4UyHRKlqy9m9a9lWy+8n8IgsCC924j4/KprF/yd3qLMZ/70Y9RRKtp2XOcjSueBQHmvXQjObfMY/2yf3gET/FnjWLa45dR9clBNpz/TwSJwLxXb2LsPYv72AKiffAHRayWcz/4kVd/9aVN7Lj19cAWLQB0ueNJWnLZgHZd+VF3LzlM/fG+lYxZ49U8+dl4vnq1kZf+4Fk9mjNJwz1/G0VsspzmWiv52zr58pUGasv6jiOVCrx1dLrHtbVvNfG/BwfuvHHDb9KYMDuC7AlqjHoHhbsNHNzSwerX++rgRcXJWH5jIstvSECplrB3YzubPmph11rfXS0CocunhHQFggQ6mu18/Voju9e10Vznqd+XMUbNDx9KJz1PjUojoaPFzptPVbPt89ZhufsUTKIuORfV6Aw0syYAYG9qw1JShaXoOHWPvojLFv5NldCKy5wCxI45s+++olPUAxsNgqItTXQ2Bl4WfqagzR6DPCKa5u829AmwAOyGTqwtg+xzJ7h30IJFMMcKJdYWIwcedPdhdLlc5P/hSwBi52R52Cmi1RiOt7D/N5+4L7hg/28/weV0kXxer0baAoy581xq1xZS+MwGt6nTxd6ff4DDbCP1ggkB++APOTfO9emvLic+4HH9JXbGAjJ67YKKYeH3vH/uLrrCvav+zfue+VM3/y6dxz8aR8ooJUq1hNQcFRdcn8DTX/dda3ALnbQ12nDYxUcVMrnArY9kcMmtSeRO0SCVCUREy5i9NIpbH/Yub/OPDRNZeWcy2kgpMrnAnPOjuf/5HLSRwemccbJPkbEyIqJlpOWquPXhDLLGazzsf/xoJn/9cjwT50YQFSdDqZaQkKbgnr+N4rcv5QXFp+FM7LUXoJk1gbYPNlD/5KtU/t+TNPz9Ldq/3DokARac4TtZcePjicyKHmo3+jAt7xoSo8exZvfDQ+3KoNn94YiWkRjkEe73oU3vvROAIJEijxzce9VltWEpC45oafXvHx3YaJjQsKkIp7XnA7btYDWGihYS5o2i+btygO7d3KqPD+C09QSPppp22g/Xkrggl9rV7gThqHHJaNJjOPiQZ68zc0Mn9RuPkbpiItVfHPLbB38QJALJy8ZR8sJWr/5GT/ZsRaRKSiN+7nn9jpl64bUezdMHRCpBptGhSc/xuOwr3xCgptRMao6Khd+L492/exbDSKQCCy6JoeKIibICz2PUC29OBOClP1RSWWQma5ya5TckkJSp5Io7kvnwOc9qOKfDxe3z3EfhXbtn/SEI8PN/5TDrvCgcdhc717Sxc20buigZ5/8gAU1E36BpxuIo1FoprQ02XnioErPRwTU/S2X0NC2/eDaHP91cjNMxuK2jk30q3GPA6XCRlKlk3oUx7P/W8/OicI+B874fz2er6inNN2I2Oskcq+baX6QydcHp0VKoP1wOJ4JUgnb+FOSp8TgtNiwlVbgsQ6epeUYGWVKllPQFmZzz6JKQjH/ejAfIL/2AhrbCkIwfLBbcNCrkc3QpK4/QP60HdxA3ZxG5P7yfjiP7aN75DS6HA0VsAqrkDOLPcr9XzfXVAY2f8Zc/IlGraPjPS5gOFXRfT33gPqyV1ainTMKUf5iWdz/EaTKDIJD+2ENIlEpMhwv6jqVR0/DvF7vHkiXEE33h+ahG5+JyONBv3UH7mg0BrkZwacuv6XOteWc5cbN7dpFiZ7hzNcb+32LG/t/iPvbWth419Ph57qBCX9pXALZhUzHTnrgMRbQGa1tPoCDGB3+InZGJTKPw6e/JyHVRRI6f1q9N5NgpAfnSG0tTPWWv/s3n849cX8TzmyeRkN43TeOev2UTFS/n58s9E9XfZHSlAAAgAElEQVR/93IeDruLOxceoqXefTR2aHsnX7zUQFKmkn9umMioCRr+eldpnzHF8q9vJpGQpsBuc3Hd+H0ez3k7JlxxYwK3/D6D+y85QsWRnvdG/tajRMXJ+N93U3jwlTweub4oYJ8EAWadF+XVJ4BXH+urO7jpw2Y2fei5C7hnQzujp2mZdV5UwL6cKpTf8GDPA0EgYuFMdPMmo8hKQZnn3o0cSXw/waKnlqGJ1/Rrc+HLA+cA9EEQiM6NQSLzPCk1twavpYRUMvgWK+FgVhgESEcQh8tu5/gHq8j94f1Ejp9O5PjpfWw6i/Kp+fLtgMav/OWDCAoFqjF9jwzszS3UPfUPku+9g6jlS2n96HN0c2fR9umXWErLUY0fgzw11WOsrH895em/xYKjvZ3Gl15HnhBP3HVXDZsgS5B6yTkUBM/8lBM7WbZOs1dRfbtepDyBj/RGUT74wwD+noypvgpzXRWqpLSQFilUvP0cTpvvXYPWBhv7v+1gxuIolGoJFlPPzllXENDZ1rMTplRLmHhWBId3dHYHWL3pyuuatnBwuzQJae6gT2wu1cwlbl97B1hdtDe7/c+b6r09lljSR6v98qk/mmvd/yZyhYDNeponZnXhcqHfsg/z0XLkyfFEXbQA1fjssLsxbIOsmLzYAfWrYscFJ++gblcN6+/5etDjzBh9PRGaJMB95NebrqM/hUxLavw0RqUsQCZR0qqvoLJhJ/WtvsuMBUHClJyVJMVMZO2eP+A6UcIvkyqZO/5HqJXRtHaWU1a7lZZOcWX3K/84mcTc0OqDffzIoYGNRujG0lgb2nYkPqQf2r5YDUDnt1vRTJ9C60efE7PyMirv/x0AtvoGIs45u9+hnRYrTouV2JWXIosPbbWqv8RMy6D+G88dhfi52TTv7kmCbtnr/vno37+hbn3/O9AN3xYx6oY5RIxOpLPIs01U4rl5tBfUeuxiifXBH1r2HsdhsonyF9w9NktfedrjmiImgbzbf9P9uGnH+n6P+k7G5XDgMBvpLDrU3cNTDE/+tJT/bp/M/c+7j9S6kCsltDZ4BlLjZumQygQObu3sd0ylOjjpxVs+G1hTSSIVmHy2O6jr7yhSqZagjZRi6Agsd3HqggjRPnUxZrqWnzyeRXqeu4m63ebC2Ono0UIUBERF5acoWat+3y3VAGAuKMVSWo2lrJraR1cNie7EsA2yjrx5iOl3z0YqD04CYX9s+tU6XEFojtxpqqPTVMeo5AXUtx7B6KXXUkbiHHJTF9Kqr8Bi1ZMcO5HYiFEcKvuImuYDXsedPOoKkmImUteS3x1gKeURzBp7E4IgobHtGInRY4mLzGXN7kcG9FOhkTJ5ecrgftkBsJkdHPhyRID0TCH+hmuQpyTR/OZ7WErKSPn1z4bapW4SF46m6L9bumUNYqamo8mI4eg/vum26aoGzL5uFg1binFafAcbncWNdBY1kH3NTPL/+FX3dVVSJEmLx1D0/OaAfPAHl91J3bpCUf76wtraiMthd2u4AU3b1w2qd6FYHHYXmz9pYcWNicQmyWmpt5GU4f5i/OZD74KhYVMIEfElLNDjzwNX9q8gbzIErmnXXfUtMjDIHq/moddHI1dKWP16Izu+auPwd+7g9CePZ7HkquF18xMqzAVldKzfibWsGlvd0AvQDtsgq/DdwxS+e7j7sSpGzez75pF1Xk8eUfVW/5OqXS4Xhlo9HcfbOfp+QVCD+qKqdQCMSl5AbfMBrzlZJTUbKanZ2P04v+wDls74HROzL+sTZAkITBr1PZxOO2t3P4Krl7MLp/4Co7mZLfk9JfTjMy8iL20JxdX9H9Pc9uJcFJrQBq+v/HQPFv2ZpUE24b6nKHgqPE1HA0GQShEk4u74Wz/6DN1Zs7GUlaPMy/Fq03sseVIC9sYm7E3NJPzwBuSJiUHxORiUv7mLcz+83X2SJ4BEIcPSbKB5t2cRwPZbXmPao5ey5Ou7+oyx/aZXMRxv6X783e1vsmTN3SzdeC8Okw2JXIogk6Ava6bq04MB+5B83jgSF+a5tcdOMOOpK7Abrdj1Fgr+srb7+pGn13P2G7d49RfE9TxsL9hL9OQ5A9oFm5f/VMWFNyfywEt5/OLCI/zqf7kU7tbz1lOeuWuHd3RiNTuZsiCST/7rO7/Tag6OQO+cC2LYta7/HowOh4vD33UycW4EdeUWj+PNYFJwIkAS4xPAI2+PQa6UUFtuYdXDnt+NSZlnhlRRxa1/ACDq4nOIWjEfZV4GLosNa1U9dU+8jNMQvLQgsQzbIOtkzK0mtv9pM1lLRnXnPWz8xZo+dqmasWTrprGtof9mzwmqbJal/ASjvZ2tDW91XxsfdS5KqYZ1Nf/xCGpChcvlxGo3oJRH9HluQvYlpMRN6RNgddHSWe7xWG+qJyF67IBzpk8OfQJk2a6hv4MYoYfMvz2OIHfnCrocDo7f86t+7fXbd5Lx+MMICgXGgz3HvtGXLCdyyUIAEm6/GWt1DbWPP03T6+8Qd82VpD3yW1o//hxHh/jjo1BjON7Cd7e9wax/XIUsQknlxwcoe7WvdpuhvJntP3yNtAsnknPTWci0SvRlTbQX1GKs7Htks/3mV8m+ZhYpKybgsNgo/fcOrwGWPz7Ezsgg8RzPvLnYmT0Cir2DLMCnvw2bihGDuaFvQn44yRijJi1XRXqeiud/07fy1W5zsf/bDmaeF0VciqI7t6iLlGx3MDrQceJAtDfZiIqXc9byaJ69f2D7PevbmTg3gvN/EM8Hz4amZ2NZgTsgEOuTUuW+6TF29j2eHDP9zGkdp0hPJPa6Hl0+QSlHmZtO+l/+j/q/vo6lNLDioUA5ZYIsALvJxvFvyslcnD2ocQQEZsZdwtfV//S4PjPuErbUv4He3uLjlYNnau5VJMVMpLYlH4OpCbO13WeivELmTpyUydTY7H2VoaO0qUwadbnHtTZ934qT3sgUoZdGczldp43onS5nPBmX3IDTbufYvx/B5XCgyxlP4tkXoIxNpONYPjVr3u3WjBp9+++QqbUUr3oCm37gu89wcfxnv/F6vebRngT2ti/X0PbliRsXl4vKX/cVVG377GvaPuubv2itqKT2z76ryoYSiVyKsaqVb6/474C2Toudyo8OUPmR96P73phq2jny9HqOPL0+aD4UPLmWgifX9msTqL/eaD+0i+TzLh/YMARs+6KV+RfFcMdf3BWWG330FnzqjlLeLZ7B85sn8dIfq6g8ZvKQcPjshXpee8L7F6ekV8GBQun7zPEnZx/iwddGM2GOjtfyp7H9y1YObO5AFyVj9rIoxs+J4AcTeir8Pn+xgbICEw+9Pprv/yyVVx+rorXRRmyigvQ8FYuviuMXFx6h8ljgOydOh4uCnXoPn4oOGJAIAjFJci65LYknflRM/okA87NVDVx2exK5kzVMXRBJTbmZSfMiuPiHSdSUumUv+kOldZ9uKFUCcqUEm6X/3UFpr7UVYx8OYq+9gKhLzvVaQRh340Wk/umOkerCgWgtavEaZM2Mu5QYZQrH9T13khek3cXq6n8BkKYZT7XxCAICC5NvBmBJyq3UGosobN/MWQlXATAn4QrAxYbaVQBMjF5MomoUdaZijnZsxelykKzOI0mdR4wiBblExdoa8W1OkmImYrS0kF/6Qfe1cZkrvNruK36L0elLmZb7fXYfexWXy/MOpc1QzZGKz0XPDTBhaZJf9oFQvP302cWytTVT+M/fIdNEEDV+Bm2HdmFra6Z23YeY66sY/aMHuq8DlL3+DE6bleTFl1Gz5r0h9n6EEfrHYTZh62gbtAZbIGx8v5n5F8WQO6n/KnKAt/5aw9X3pnDLg54V0S4nvP5nzwArKk7G718fQ3yqHLW2Jy1i4RVxLLgsFmOng91r2z12zhwOF0/cVsyPH8vi7ItjWLQyjkUr+89hOryjk9YGGzGJcm78bd9K7cFqZAF++fThc3VMOyeSrPFqHni5ZzfU5YIHrz7Kn97re8qRM0nDr/6biyZC2l08sPKuFFbelUJHix2T3sGWT1t455nabvu7/5pNfKrCo9jgjcPTupPs177Z2G0fbjSzJuA0e69ubXlrNbpFoe/TezKnYJDl/Qvc7rKwsXYVZydeh93lO3nThYtv6l5iedrd3YEUwPbGd1medjffNX6Awd5zNCCXqPi2/jVmxV9KbsRsijp2ABCnTGdT3cv4qtmWSHwvbUNrT66WRhmLTKr0aVtctZ5lsx5ifOaFFFR85vFcXIT/OlezrvCuXBxMdr1/+giQWlrc1WM2fTuK6DiPawCGypLu6wB2ox4AZVxyGL0cYYTAKVn1ZwRBEpak994c3NpBc62VuBQFdRX9z/3R83XsXNPGL/+TS1yynOZaG4e2d7L6jcY+u+YyuUDGaJXXcaRSt4p7Ulbfz1yz0cnf7y3D0G5n/Gwdqbkq9G0O8rd2sGeD913puxYfZtHKWK68K4WIGBkdLXaqS8y8+Egl1SUiZT/64WSf4lIU2KwuOlrsfPhsLcf29vSFNekd/O7qo1z8w0S+99NkBAF2rWvnq1cbKTtsxG7rG/SptVJiEr2fpETGyoiMlRGfqvCwT8v1vrYyudDHPtzI4qOxVnnP3XPZ7NhqBtk1IwBOuSCranPfkmelVMORtm9xuOyUdO4iS9dXVE8IoEW8ShpBgiqLJSm3AqCRRncHWVaHCYfLe8Kj3WFmSs6VZCfPx2xpRyZTsfvoK+7X2Q1kJ89HIkhQyHWoFFG06iuI0XkXJXThYnP+M8wd/yPS4qezdo87sW/j/j8zc/QNLJp6H52mOqQSJTp1AtsL/o3J4l1XZdndY0LeDHrzi2UcWhOaHIVwI8hkjLvrTxx55tcnLrjv3Mbf+wS1a96jrWAPEpncs5lz12ulwTmWlUWoiJyYTtyicaiSo1HE6ZBHaxDkUmytBuydZtp2lWIoaaBxQ8HAA44wwkmEO7jqwuWEn54jXualusTMPUsPD2jXXGfj6ry9Afv1wkPibxJtFidr32xi7Zt9hWmDiVifLCYnHzxb5zVPzJug6eHvOv1aK3/tw42lrNpnE2h5chzKUalenwslp1yQBdBS6PmGtjrM6OQxWJ0mFJKec2dXL10gpdR/YTiL08DWhrcw2v3Lrdl19GXy0pYQqUlFJY+kw9izdbqr8GVGp59HeuIsLNZOth1+nuzk+T6DLACTpY0Dxe8yc+yNaFRxGM3N2Owmdha+yOxxNxOlzcDmMNGmr8Ri9Z0AOvN7aX79HoGw8zTaxZJI5UhOJIurU3r+cCVyOZZW93tQmz0GS2vw745UqdHELxpP5k3n+BS4VMTpUMTp0GS79eIybjibps1HaVx7GFPl6XNkOxjEVNidCT6MMMKZgP7bfajGZCFPicdW6xknJP7sB2HUAulBCLQDfFCdEIRBOzEr7lKilSkcbd9KhnYi2xreIVqRzOz4yzHY26g0HKLS0HPXtDzt7j6J78vT7mZz/esex4Vjo84mWZ2H0+WkpHMnNcajJKvzyIuYy5aGNwbrdlh57LD33K9g8tuJXw1sNITMX/NLr9f1RXUcvPPVMHvTl8nPXE/EhODcbXUcquLQz98MyliDIWnFFHJ/ttzrc8Nl3UcYYYTwc/7E3yCICHy2FP0HgxfdSW9IVAqyVv2+T0DV8fU2Wt5a7XejaJfLNajI7JTcyfLG7uZPu3/uCqbarHWsrfm3V/uTAyxf1462b+Vo+1aPa3WmYupM4kqkhws5s713vQ8mHfWDz0E4U5EoZGTefE7QAiyAyEnpZN58DpWvb+0W2xxhhBFGOJ1xmq1U/fxp1NPHosxJx2myYKusp2NdX8mUcHDaBFkj+CYpT8etL80N6RwOm5Nnr97mcU0TnYLNrMdmHpyGTRepk5dRky++vP1UQTc2hSn/vCEkY6dfN4/06+ax//YXMZaHNm9khBFGGGE4YKtvwfb19qF2AxgJss4IltwxOuRH0Qe/qqWz6aQEWgFO5z5ZwUA3NoWJT1wd8nkmPnkNh3/5Dsay8FfXjDDCCIGRMS+Vhb+fx+sr3JI/umQtDqsDU4uZK15dQVRWJOUbK9n06A7SZiWz8PfzeOOiD3E5XR62ZxqRF8xDGqXzWoDU8tbqsPoy7IKsBGk6SbIsoiWJqCQarC4zB8ybaHe678KXaK5lg9Gt0C5FxhLttQgIrDG48zpyFVPJlU/tfhwnTSFTPp5oSQJOHLQ46si3bPGYU4KEFFkOeYppyAUVNpeFWnspdfZyOpw958ACArNVF6CTRCMRpBy3FVJmO4TthGTEYs33aXbUopJoiZDE0Oqo57BlG5OVC5ALSg5ZttHp7BE6jZOmMEV5LjJBjtVlZo95PXqn+GagYpl8QWjlBMp2t/Deb/oqXRtbg62VcnoFbDNevh1Vav/6RObaNhpW51P1pu+7MkWcjtj5o8m5e5lPG3mUhmn/uYWdV/wdu35oqsmGMxJBSl7iucTpRhGhShKVJ9Ibo7WFA8c/osPsu/XLqYJUImNM0hJitBlEqPzX1dNbmiiu30RjZwlOHxXYpwJJkWOJ1WaRETfT7+p0vaWJFkMFLfpy6jv672/YH5Xbazj4Rk/V8IpnFvPeNW5txA9vdOe/Ln5kPjNvncyufx/g4BsFLHviHNb88lsP20BIj5lKfEQusdps5FLvsg3eqO84SpO+lKqWvtWMJ2N3WvwaeyCiLjyb2OsvxFpZj7WyHpfVu2ZWOBl2QdZ01RIAnDgwODvQSiKZo17BHvM6Why1dDibUQtaTC4DUdL4Pm/+CIln7tFMlfuLx+wyIkNGiiyHBkcl9fYKD5sYaRIGZzsWlwmVoCVbPhEBCR1Wd5AlFWRMVy4hWpqI3tmO02UnWz6RFNkoNhnf7x5LJ4lCggxcEC9NY7LyHCIkMcgFJVOU57LV9DEAYxQzyZZPxOwyYnYaUAs6zlJfRL5ls4dvgyV5TN92PcFm6yvlHo+VEXFMufRXCBIphWueo6O+pMefceeQMfMSLIZWDn78OABShZqZ3/8TjSU7ic2cQn3hZqr2u1XF06ZeQOKY+XTWl2Du7Dnuyl3wAyKScpErtVQfXEPNIbfq9uRL7sfQUk1MxiTaqg5T/t0HOGzD8E5OYMAAy9ZqYN8t/xuwebm1WU/dZ/sw17aR/aNFaEYl+LQd85tLKfjd+0PSjX64Mi5lGanRk5BL+1fE7g+NIpZ5ebcG0Ss3R2rXcLx5d9DH9YYgCExKu5jEyLHIJIFrHemU8UzLXIndYWFPxTu0GfvvQjHciNONIjV6EqnRkwMeQ6eMR6eMJzN2JlWt+6luPRjwOhz9tARVjApNrApVdI++14pnFqNN1KBN0lDwQVG37czbphCbG+1h6w+R6mQyYmeQHjMtoNcnRY4lKXIsMZoMjjfvpt3ku3VTsIMs3TnTAaj+1T8GsAwfwy7I6tqB6s352huZoVrCOsMbVNmPkSzLocyWT7Z8IgZnB3WOMlSCFrPLQKI0gxZHHQICCzTfY7d5DS2Ouj7jlUkOUWR1633ESJNocFSy37yxz9xdLNFc69W/OaoVZMsnUm5z67foJDHdNgvUl1NjL6HGXsJE5XzSZG4VXgGBbPnEPr7NVi1nqnIha+zBqbYauzCBm54LvcJtwQbPu3dLZzO73vglMqUWTXTPLtr0qx6m/shmdr3hrvCbfuXD7Hv/4e7ny7a9Q9k2z56TSm0M+95zt3cZs+S27uslW3oqOydd9HMQBGry3Q26S7e6K+qyZl/O2PN+RMHXfQsahhJ5rJbpL9zWr832FU/hcviXrN62u4z9u8sAmL/6l16lH6Jnj2LuJ/fy3aXDswVOuNAoYjlnzE+G2o0hR0AgPXY6E1K9V38OBplUydycGwHoMNVR1LCJps6SAV41NGTEziAnYT4qeWTQx06PmdYdsHSY6the8qJfr7d0WLls1QUoIxR8eru77ZUiQsGeF/JpONTELRuv9rD9/KdrWfr4Od22YhmXsozM2JkIXnT/AsEdqE7ChYuqlv0U1PStPDdaWlDLg9dLV5YUF/behAMR+kZ2QUKCuz1Ch7OFCEkMAFGSeDqdLXQ4momSxnfbdjib0UliUAu6PgFWF9GSnrt9Fy4SpOnIBO/Kt+D+MOo6suxNjb2EJJl38TOLy4TR6W6Ua3f1bFvqJDHYXdY+vrU7g5svs+K+cUEdzxsdDeKOnmQqHXJVBIbmHh0tuToChbr/DzVja89dkKmtZ73SppzPxAvvZcZVj6COSUEi7ftvZ7eakMqDd5cULDJvOgeZzvddZut3JX4HWCdT8dK3Pp+Tqny/z88ERiXM4+zR/Qe5Zwpzc28OSYB1MpHqZGZmfR+FbOAWOuEmQpXIhNTlIQmwTiZSnczUjMv9XgdBAHObhfbj7iIia6eV5U8v4obVKznwmqcIceORFg9bMUSoEsmKmx20AKs3AgIZsdOJ1vRtPWRzBN7b0Ru2mkZk8eFvEdUfw24nSyGoSJHlECtNIkqSgPQkF43ODnQngiy5oKTT2UK7s4lR8knU4z5ma3c2oZO4F/p87Y1e55ELPV++Rda9jFbMYKHmKurtFdTYS7wGZ3pnXyV1vaut25+TceHEjvXEzz3oJNHIBIVP34JFYk7oO69veblMlF13EHRSrovDYev/hb2OtVzOnvyOuOzplO14F0NzFROW3y3O2WFC4rJJPp+z1Hdw7LHPfD4vluq3d6Abk0zcgjFen9eNTUF/dGj6iw0lMqmKMUmLh9qNIUcQJOQlnkuUOiWs8549+naO1Kyhrn14dCcYnbSIUfFnhXXO5KgJxOqy2XhEvEitIBEo/KTI49qr57/vwxoKPxEvMZQeM43xqeeLtg+UOaOu51j9RsqbeqQUrEEOsjo37CL+tqFpeO6LYRVkKQQVizRXc9xWyAHzJpy47+ZPDkZ0kii0kkhcuDhuK8SBnQz5WI5Z92BzWai3V5AqywW8Hz+eTLntMOW2w8gEBSnSbMYp5qCTRJNv2UKtvbTbTkzqo+uk5GxvmS8CAgZnO1tNn4gYMTBufHZmyMbuYvXfjrLlFXFBltXQSsWuj8k790YOf/l3dPEZlG1/B4fVhFThOxcmY8bF2G1mBImUpHHndOdqmTubsHQ2o9DGoIpMgOojQfmd/GHSJ7/n0GV/8Os1UrUCQeb7bnHPDd513QLh6B8+9im+OuWfN7Dv1lXDThleqlaQ+dNllD39RdDHXjj2rrDsVgx3hnIdFFINUzMuZ2rG5aw/8jR2x9DkS0aokpiRddWQrsMFk35Ls76M3eVv+bTLWZLJoofn8cWd66nP71+CpcvW0GDinSs/7de2izHJS8IWZAqChLHJ5zE2+TzWHHocFy705uCe3mimjcFW28SoNx/1aVN23QNBnXMghlWQFStNwe6yctS6q0+wcjIaIZJOZysO3LsbEqToJNHd1YBdu05SZN02A2F3Wam0H6PSfozztTeSp5jmEWR17Y71JkKI9rrD1R96ZxsaSYRfvvnD5OUpjFuUGPRxT2bHW337SPZHfeFmXE4Hky+5zyPxvT9qj2wic+YltNccpWLXx93X5ZpIpn7vAWxmPQ3FQyMyFwhx544N63x2vRmZzvuRadKKKZT/13ce4lAQMTULRULwv/gUMu1IgAXEajOHzTqclXMTu8pex2I3DGwcZObm3IhUMvTH5nG6UShlWp9rULrhOKUbxH3O+mMLkJd4bth38bqYmHYhh6q/wBrkf3vNrAlBHS8YDKsgy+zUIxXkREriaXc2IiCQJhvdx87uspIln9CdbA7uo7nxirmU29zb0B3OZg5avmWx9vsUWLZTay/rDtxGK6Zz3HYUi8sIQKoslwZHZXfeVNcRZe88quO2I2TKx6ORRHbnWY1TzCZTPp6Nxrf9+j07nM0ISFis/T7rDW92+6WTRJMiG0WRdeDSV1/88IU5IW8CDaBvsWIx9B8gSuVK7CdV9jUc20bDMU/RUofVxM7XfuF1jKp9X1K178s+1w9/4T1xO/+zJ7t/rj6wmuoDg9dE0U3LwXismtwnb6XozudIun4J9a9vAECiViBRyIhdPouGd75l4kcPUnLvfzBXNBBz3lRil8+i5P5VgHuXJveeC3zOU/Gi7zyqQDn8y3eY+txNXp9LvXI2LduK6Dg0fKq/FIl9A4Dsey9EqlFS8Y+vyHvoSgrvfx0A7dhUjMV1yKO1RE7Ppmldvtcx85IWkptwtmgfXC4X+46/S7O+HKfL0a+tVCJnasb3iI/IDagJfe85WwwVmKytNOlLMVpb6TQ3BDyeN5ZOuA/pIKoGXS4nZlsHFrseh9OGXKZBLlGiVgSWA6NVxrFo3D1sLHwGq90YsF/+EK1JZ1b2NYMKsEzWNuxOCw6nDRcupBIFEcqEgPOZFo27B72lkV1lb4RtHZZN/BUSQRrw6612Axa7AavdgFQiRymPQCWLFC19khYzldToKWwpCt7OPYR/l0oMwyrIajsRWM1RL6fN0YBGEoFS0KB3tqOT9FQgdDhbiJUmc9jS0+6m09lKtDSRDsvm7mt19nImK89hknIBYxWzsbrMqAQtUkFGtb24+yxvkvLsE+M2I0GKWqLDgZ1C687usY5Z96KW6FigvhyDsx0HdiIlcVhdZmwu/7U4jln3MFoxg0WaqzG6OpEhR3vidxxMkBWOAAvgm//6qhISiEodi9XQStrUCyjZOvS98waLKjsJBAGXzYFUp8ZU3JOM7zRZcZqsRM4bT8M7/QdJUdOz+j0qbP0u+JVXhuJ6rM16FHHe8/Oi5+QMqyDLG/FLJ3P4jlXY9WYav9rffd1w1P3vYG3uRJniPS8yQpVITvx80XM1dhZztG696D5pDqeNvRXvolMlcHbej/yYpwijtZUmfRkmaytGa5tHQ/tgo5ZHBRRgGSzNNBvKadFX0NB5zKuPGkUMOlUCsdpMsuLm+D3HzKzv813pa2HR1JqRdVXA61BUvwm9pQGDpaXP84IgoJZHk4s9xNUAACAASURBVBk3k1htlt/6YjplAjOzvs/2kpf89s1fZBJFwAFWaeM2mvWltBj67pgJggS1PIqs+DnEabPRKvv/LhIEgVEJ8wLy41RiWAVZIC6Hare5b2nqDpP3HI61hteCMqcTB/v6kXgA2Gj0lB/Ybe5pAXPMuptj1h69m648sGARm6Hhp2+F5w373m8Psu8TX2WyLtprCgEo/vb0aPwbOW8c2snZNH+xk7iL59Dw9iYvVicidrsDTqgMy+I8d2VSV/qW02jZVhQyNfaqN7aR83/eE1vTrpzD8RDsoAWMjywBp829o9S8wd2XVKKQEbNgXPdjJN7voOfniasidDhtrCt4cmBDH+jNjaw+9BjxEbnMzPr+gPa17QXUtgXv778/JqdfSmq072KLk3G6HGw6+k/RuypGaytGaysNHccorHXLqOQmLiA7/ixReluR6hSWTfwlqw89JtrHQJicfqlfWmjHm3dT0rhF1Dq4XC6M1tbu3x9AKlGQHT+HvMRzRc0XqU4hK242Fc27RPvoL/G6HGZmX+PXazrN9WwrXjWgncvlxGht5UhNz+mBSh7BwrG+C5MC1eI6lThlJBxG6J+bnp+FNibwowB/2P+Zb3G50xGpVoU8IQrTsWoiz/KUxZBolMiiNHRsdweWlqomohZMRJESS8x5nh8gmlG+8+T0x7xLjQQD/VHfY/e3szYU2Jo7UaXHIdOpEGTuu+2mtQfJ+OEiEECZ7D6aEuQyzNXuHQXt2ME31c6vEpcoPBBidaDGJi9FJglMLNJf/AmwDJYmdpS8POhjq5KGLWwr+p9frwllpWNK1ES/1+FI7ZpBrYPDaaWkYQutXnZ9fDE2+byQrsO4FP+qCKta9g1qd81s62R3+VtY7PqAxzjVEVzDQPlZEIShd+IURaaUcOO/ZpI3P35g4yBwdFMjr9wRHgXqUOCr2k5fVMfBO0O78+ZrboADd7yCoTh0LVn6m3vb+X8J2bzgTrDP/Zl3LaZQrvu4lKWijq/WFTyJwzmAlIgfyKRKzh1zx4C7JnaHhfVH/hq0eb0xMe0i0mOmirKtat3P4eq++Y+DJStuDuNSloqyLa7fREnj1oEN/cCfNQC6K9+CzQWTfivaNhS7elKJnKUT7h8yH+bn3UaEKrCCrC1F/xF9hB9sXC7XoDr/Dq/b2BH8JpwBlsPu4ou/BFcq4XvPzCdjlu82MIPh/v1XcvZPhl+1iTesTeKFA0cQR2KkuErOYAZY4A6eemsB+UImDe1OVrQmTXRwUdd+JCQBFkBF886BjU6Qk7gg6PP7E2DVtR8JSYAF7gBSLAPlMwVCRuwM0bZ17cGXxNl3/D2sjvAk9g8nRoKsUxhdnDJsARbAttfKaSoPf7n1mYC9I7iifGc6kaokUe06gh1gdVHVsn9goxCTm3iOaNtD1YMXwO2PmrZDouwGU/E2WDpMdSFdh5LGraLXQWwelz+IDbLMtg4Oe2mBM1hM1nYOVoZOG3K4MhJknaI8vPt8fvvtkrDO+dVThWGd70xioCbQI/hHtkj9n4Kar0Myv9g79rSYKSGZH9xJzmIoqv8GhzO0lX35VZ/2K7rZm2mZK4M2r5giBHCvwfaSF8OyDmJIjhof1HWYkXU1GoX3CtyT2XT0XyETiW3Wl/FN4fBp3hwORoKsU4zIJBW3/Hc2CnV47/iKtvWvNjzCCMOJKI245OEWQ0WIPemfaE1GSMbVKmNF2ZmsbZQ17QiJDyfTrBfXHSIpciw65eB36LXKWOIjckXZhmsNAOo7xN2sJok87hZDvE7cOoSDMy0JfthJOIzQF6VWxswr0ll0ey662PBUEPbmy78U9mmfc/ZPJzDzutE0FrUjV8tIGu+u+npyWk8/rbhRkdzywTJqD7Vg0duJy4kgMlnjYdMbQSJw8eNzcDnhiwd2du/uaONV3LHuYlor9RgazKROjWXdE/s58H6PGn/K5Fiuf20JdYdbAUieIO6ubYTTE41i4CCjzViF2dYRMh/0lqYBg4WUqAkcrg5uCyEBgVnZPxBlu7no3yHV5zqZ+o5CkiIHblw/J+cGvin8x4BisP0hdg3Mto6wrsH+4x8yLfMKUesgEaSDWoMuxIqEHqz8eGCjINBqqCRGG5objOHGSJA1zEnM0fHTt+eh1A7NP1XlwTa2vlbe5/q+t0vY8UIhDpv7w2n2TWNY9DPPo4+pV45i/RP72fduT1l74lgv6tAnTsouenQO4y7I4KkZH3gcny1/eBY7Xihky3OHcTldJE2I4fpXF1Oxo562KneO2AW/n8k3fzvIrleOATD5smyWP+Jbl2qEEcy20BYbWGydAwZZUokcmVQV1OOZON0oVPIIUbbhDC4AKlv2iQou5FI1iZFjBpWALXYNqlsPBDxHoIhdh8GuASBa3d7htNHQeWxQc4mlrr3gjAmyRo4L+yFjSjQ/fv0sVv5xMhPOSyIxx7tqdrBIzNUx+8oM7lu9kMcOr+Cxwyu497NzhizAAnj+2u1e84WMrZbuAAtg1yvH0DeakEh77pgKV1ey+P6pLPvt9O5rDUf79nk0tJi54PczsZvtfQKsGdfmkbMgmc3/OtR9vb6gFYlMwnm/do87/epcEkZHdQdYAPmflAf+Sw8BXZpQI4QPk609pOOL3SXTBNiWxhcTUleIsmszhl/pv1lfRlnjdlG2k9IuDrE37jUobtg8sGGQEXt0Oint4kEXA4jtT3io+vOQ56R1cbxlT9DbRoFbP0+QDq/P0pGdrP4QIGt6DFnTY5h5RToApnYbHQ1mOhotVOW309loobXaiKnDTnutCVOnDaux/+1dQSKQmKtDF6sga3oMCTla4rO1pE0cuBoqnJTs6F+XZPnDs0gcE0V0pg6ZUopU7hmz1xxsoaPWyLSrc0mdEse+d0s4/FmFR3AGMOsHo5lyxShevnptn4AuItmtNXT//iv7zK+KdN+haeLCI+oYSuRRaqzNZ1auwlDjDPEXithjHqkQvEbFWmUcaoW4z5HGzuKgzesPjfoSUe1UBtNfUKwEwlCtgVikEjkx2kzRQZk3ojXpouy8tcoJJa2G4wHrZvki+5VHMOw8TMMz3tu5ZT73a47f8URQ5xyIkSDLT9RRctRRcpJGRzA6jPIJ4eaVO3ZzdJP3Ni9jl6Vz6ZNn8ezizzC2Wrqv37P1sj62L1zqrt6KSFKz+L6pXPD7mX1ysqr2NrHmT3u5f/+VVO1p4q1bv+l+Tt/gPkbxlccFYGyx+HxuWOECXz2Eo6Zm0rihICTTynSqkIx7qjOYL3ExiGkpA2BzBu+oUGzpv81hprRx28CGIaDVcJyGziISI0aHbA6x6yB2DaTI0EliaHcGr/WV2DUYm3we24pfCGgOnTKeON0oUbZWe3jleSqad5MZF96UDntT35OUUDNyXDiCV3wFWACJY913yr0DrJgMHQqt7y+tznoTn//6O2ymvrsHnQ1ujaiSTbWkz/QMXCu+c6ugS/pp/9KV7O4rgBkumOt8/4GrM0PX2FudKa7S7EzDnz52gaCQaUXZBVOrK1ItrjFxh6k2aHMGQodRXGsuiRDYPoDYdRCLA3tQAywQvwaDqbQMhahpsDBZW8M+pyRCE/Y5T4udrIzzru3+OTLbrfDdWXEEqUqLJiGdul2raT40NHdtpxodDRaevar/thZ73ihmyhU5XLtqEfWFrUy4KJPW43qq9nrKPNz07jIEATpqjaiiFKROju23yuXDe7YSlarlvr0ref+OLZTvqKepuIN/LvyUX+y+AkOzmaq9TegS1aRNjeO/F35Fe42B2kMtvHnTRu7fdyW1h1qQyiQkjBleR68A9V8cIOu2hV6fS750Osdf2QIhaHOVcqlvEUJj+ZkrzRGnyw7p+DHazAFtzLZOTNbg3V2LqaoEqBqCZO/eVLbuJy/J+99Cb1JjJlPVss+vsaM1aaLXoYsYaRKtjnoSpBlIBAn19goWa77PRuM7LNZcg1xQsM+8gUZHTx7bfPWldDhbSJRm0Oio5Ih1J3aXFYBzNCtRCmokSLC7rOwxr6Pd6fm3JnYNBCHwvZDEyDEBvzbUBFNZP/Nfv+r+WTNtjMfjLqSxkUGbzx9Oi52syvVvdf9naW3gyCt/4Pi6Nyn7/H+YmmuRKkJ7x3o68ca9e+ls6v/4zdhq4e1bNxGTrWPaVbnkf1zOuz/ezPGdnomM371YiDpawaj5SUSnaSneVMvbt/XfWqK9xoDT4eLSJ88iJstdHWRut7L+L/tprzaStzCViEQ1q/+wB31jj0p69YFmyrbUETcqAqvRzns/DX8y60C07i71+ZxMpyJibHLwJxUEomZm+3y6fW958OccBohJOlfJI5FLQ3eUKiZheSju5gGM1hafz024/6mQzy/2aCpS5f+OlE7pf5uuCIlb8iVGmki0xP36Dqc7J3Wj8W3WG7zn+JhdenaavyRemkaOfDIAKbIc9prXsd7wBkes37HZ9FGfAAvca2B3Wv321R/EBpt2xymScuEDw+4CnBb3WgoKOdLYyD7/uRwOOr4O/2bLabGT1Zum/C047T3b782Ht5N2zuU07F0/hF6dOlQeEHdX3VzWwXPnfe5xbeu/PXOKCr+upPDryn7H+ejevm/6p2d/2Ofa3jeL2ftm/0mq79+1xeNxf3lcQ4GxtBFrkx5FvPcq1Ziz8ugsDO4xTsT4FORRvrfIW3cHnlA7nGk31aKSD3znGqvNor7jaBg88k6bSdyRUbAxBnH3LJSIVSnvjdjE/95ESNzBSLQkAU7strc7ewp/fO26FFvd7ZNq7aVESxK7x6i1l3Zfj5DE0OrwXklnsrYFPfm7N0q5uIr4UFfahprml93tkLJf+yOWoxW0vre2j421og6nOfzB5GkXZCXOOA9DTSk2g/tNkzRrGTb9qf0GCgf7Pqnm/QcODrUbpz2FD33IlGdv9Ppc+nXzOP5ycHfgJjx2tc/nGlbn03aaBlnF9ZtEKWZPTr+E+oLgB1liAjyAsiFIPjdYmrt1uaImzCDx3IswlB+ldt2HuOzunMnRP/4dUrWW4heewH7i8zPtkuvRZo2h7cAOGrd+jcvpZPx9T2LvbEeq1mKqPU7FO88DkHL+lUTkTaLj6H7qv/kclyOwSs4oTar/r1GLe43B0hNEJUuzqZIcQyJIEZAQJYmn0ib+fWHDiuxElWihdSfLtDdgd1kxuwxsN33u83VtxqqQBlli+neC+6bkdMCwIx9BLsN8dGg7OfTmtDgu7I0yKp7xNz5IzqU/YczVP0cZHU/N1jOvKaW/fPBgfijSgUY4CX1RXVjnk2p8V7g1rM4PoyfhRW9pEqXDIxVZAegv2fFzRdnZQtQjrj9691WMHDuVkhf/gioxnfg5Pb1Qy157hmPPPkTC/PO7rzlMRor+/Uc0GTnEz1sGuJXEu2x7B1LuAO1xVEnpxM9bGrCvMolSdJVmF2J3b3qvgx0bCbJ02hwNtDsbSZRlYHGJ6z/pjT3mtWw0vtNvgAVgtYubw9818JdQ9SoMN+1fbKFjjTgdtnBx2u1k5f/310PtwilF5cE2XrxtF07HSIQVLkxVLajTvedKzH73Lvb/6EVs7YF/wHcx7uHv+Xzu6B8/puNQ+MUow8neindYOPbuAe2mZa5k//EPgjbvnFE3iFKzHqoebkZLTx5Yw+avcFotNGz5itQV19C4bQ0AdqPbN1WSe1dIk5ZN3Tr3MX7tmvfJ/eEvady62sO2o9B9dCaPjEGXM54xdz4CgCImgcYtgTfiViti6DTXi7eXixN37b0OVbaj5Cqmscn4HjJBwdnqyyiyuhPul2p/gAR3fp0LJ2sNr/c7rgQps1Tnn7B3cdCyiXq7dw2q/nLjeuPvGvhLMIsvhhJr+dAcv/fHaRdkjeAfL92+C4shPCq/I7ipfGULYx641Otz8mgNY39/GYd+8dag5ki/9ixi5/vW4GneEp72GUOJ2LY5SZFjGZ20iKL6b4Iyr9h2IWWN4WtK3JveIqkybSSWpjpkuijsBt/FAraONiRKFU6LGXlENHaD77W16zsofelJrG39ixmLRSrx72tKrOxD73UosR2kxOZOl7C4TKwxvNr93DrDG15fv830ac/rrQco4QASJMxVr2CL6SOcLgcSQcp89aU02t/GSV9xWtGCtX6ugb84XMGTERkORF4wD2mUDkHa97Cu5a3VYfXltAuypt7x1+7ERVwuHFYz+qoiyr9+eUj9Gm4UbKjn7fv2Y7eErneZNlmHNklLw4H6PtdXfnI1r859MWRzD2eaNhXSWVjDzNd+4vX5yMkZTHr6Oo499hnWJv/66wkyKZm3nEPaVXN82tR9vp8gVk8Pa8qadohqK5KTMJ9oTRqHqr8I+K5+bs6NotW191W8R0NnUUDz+ELskZKjV0WbMi6R5KVXYKoupez1v/t8ja2zjbSLfoBu1Fha83dS9O8/+LR1OR3ETJ1H5LhpuBwOGrevof3wHvG/yEn4q2cmthmyIwSVfVJBjkYSicNlx4ULtRCB3tnmNcDyx4dQa7oFU6ttKIm68Gxir78Qa2U91sp6XNbQVm+K4bQLsowNx6lY/Srjrn+Aw6t+R94Vd1O/Z91QuzWs2PJKGV89ddRrT8Jg4mv8UM97KmCp719iIHJSOtP+ewu7rn4Wl13c3W7U9Cyyf7wYbY7vRFpzTSsVL3zjj6unNCUN35IYMVqUKGOsNosFo39MVcs+jtSuET2HRhFDVtxs0QEWEPQAC0AQ2eOud6WcvvwYLXs9q3ILnryv++ey13oCr+ov+u7o9LZtO7Sr++f6TZ9Tv6n/fCSxDLZ3ny+CqdPUhc1lYZ95A2erL0cqSDG7jHxn+tKnvVNkg+5QrUEX4W4U3j0vLoQgqkjrznH3s63+1T+CNuZgOe2CrIa9G7F2tmI3dqCIiqdy47vkXXE3+f/pK052ptFcYeCtX+yn5oi4xrW9icyKYsULFyNXy9n73G4K3jxEZEYkU26bTtaSbExNRoo+Pkb+K+EXOZRFqpFplSgSIpBplSgTI5FqlSgTItz/P/FYpvXd41CXl8Tsd+/CYbRgaezEYbBgaej0fNzYgcNoxdrYgd1gHbRw6PblTzL2oe8ROy/P+++lUzHvy18AYGszoi+qw1zdhrmmFZfThTIhAlVKNHHnDlxFB+ByONl78/8G5XMXgkyCVHNibTUKlImRyLRKr+uuSvZd4dS17t1r29CJ3WAJ2ro7nHa2FP2HUfFnMSZ5yYD2EkFKZtwsj3YfVocRvbkJp8uORJAikyhRyiNQilR0743NYWJHySt+v07s2GLo3U5I5KbPkBKq4oBQtVVqdtSywSjuuF9066UQJ6aHOojzST+txgJBlhSHpbQ6eAMGgdMuyFInpNFeehBzawOR2ROxtNUHXD58uvHPK7cO2LzaG5p4DSv+exGbfrUBY6MBVax769pmtGFqNPLptR+ROC2J+Q8sCFuQlXrVHFJXzkKmVSJRBuHDUhCQR2uQR2tQpYrQ5nGBw2yl+K9f0fxtYBIALqeLo3/8hHEPXU7M3Nx+beXRGmJm58DsgKbC5XBy7LHPAntxL7rWXRErroJrQHqtuyhcYG3WU/bv9X6te1nTDlFBljcUUg2xItTbxbCr7E3Ryc6hovcXqqV54ArMocbp8u/zuysXaiCGLLAIwAd/18BfxO6CDndsNY3I4sUVPoSL007CQZeaA0Bb8X6SZi0jfdHV6KuHd6f1UNNRb+aVO3YHFGABjLliHC4X1O2tpaOyozvHytRsYs+/dtFZ1UHJ50W0FodPvVoeqUYRqwtOgBUIAkjVin53x8Tgsjs4+oePg+SUb449+inNmwevB9W17kOGAIp4XUDrfrx5dwgcEo/FbghphZhYAu0HOFQ4nH4GWSLth8M6SEQmtPu7Bn77MURBltj8ObF0btiFNNL/HeZQMvTvsiBT/NGzALQU7KClYGiqd4YLxdub+eKJAuqLB1cqHjs2jqbDfZujLnpiCVGjYvj8xo9xWBwh6bt3JuC0Odh2/l+InpnNhMd9i4cGQtM3Ryh7dh22dnFHSaczR2rXcKR2DYvH3SO6eXMwcLlcrCv4i+hKslCjVZ5aDcP93fkzWJtFCZIOh3XQKsQ1cA717qcqAJX84cKoNx/teeBy4TRbPK+dRNl1D4TBqx5Ou52sLgTpaRc/+kXFvlZevG3noAMsgLaSVuLG9+0EnzY/g6MfHMFhcSBVSNGlRQx6rjOZtj3l1H68R3Si+0CYqlo49thnIwHWSWwtfoHa9oKBDYNAh6mOHaUvDZsAC0JfqRZM7A6z35VvYvpWwvBYB7lMnA+hrv4LZQ/PsCIISFSDO10INqddJDL1zqexdrbQdmwfUrWWuAlncXzt67Qe2zvUroUUi97OgS9r+fiRQ0Efe+9zuylbXcK1G25AqpCy6287OPpBIat/8gVn/fpsJl4/mYI38in5oqdi6gebb0KqcG9BO+1OXj/7ZQDm3HcW466aAMD1W2+m8WADq3/qu/rmTKPsufWUPbcemU5J/KLxjLpzqVetF29Y6ttp3lpE0/qCsCvLn0pY7QYOVn5MdesBJqdfGlACe3/UtB2iuvUALYbh09qjNxpFDEqZbsjEUP0hkHYv7cYakiLHDWgXSF/EYBOjEaepFigWux6lbODj/UAacQ8Xwr0z5S+nXZDVUV5A2Zeruo+u5JoIkmaff9oGWU6Hi7JdLbx65x5s5tDdLbeWtPLWktc8rjUVNPH5jd5bFr1xjvcKqp1P7WDnU4M/xq1YtYmKVZsGPc5wxa63UPf5fhrXFxA5KZ2EpRNRpcWgiNUij3YHBbZ2I7Y2I217yzGUNNC0IfS7M+FY99iL5hB76TyKf+xbt2mwyKQqZmVfG9QxK1v20qwvG3TD6cmRi8nv2Bgkr7yjVkSfEkFWII2sDUNcWOAPgTSz9geLTVyQpRLZ43C4o8xJw1bfgtMwwO69IIQtveW0C7LaSw54LF576SESZywOaKzKA208MOkrYtI0TL80leSxkUxYkoggGbq65+P726jY28rafx0LqZDo6cDEnz1FyWt/xdx06jY/dZistO4qpXVX6VC7EjZavthJyxc7Qzb+0gm/HFBBe8ORv4mWRBiIBEUmU6OW4nQ5+Kb5NZwuJ8nKHJKUucTIk5BLVJQbD1Bhymda1PlEy5JJiM+k3HiQUuM+v+ayOUyijsFSoibQZhy6tkqJkWNE2dW0+d+0vqHjmOh1GEoSI8eEPPm+sbOYSHXygHYq+emR6pH6pzvo+Ho7CCCoFDSv+sQj/UIzawJJP/9B92NzQRm1f3ohpD6ddkFWwowl6GtKsXa4WzokzVxK7XdfBTyeywUtVUbWP+euUFSopcRlaYlJU5MzJ+7E/2NRakOzlBa9nQNf1VJ/rJPqgnaO7z89ekyFgrQLrqV69eDa0Xgj/TfXoEiOpfSe54I2pnpMOlKtCv2+M7vyNdykRk/qN8CyO8wcqv4iaAEWgNHRwfrGl1FK1KQoR1Ntdu90xSnS2NT8OiCgkKiwOs3sbP2U2dGXsKstMLmNTnM9sdrsAe0i1SkBjR8sokTO32nuW3Aj7nXi1mEoEbsGg+FU2tULFpEXnNUtAKdIS6T2T6twWd05bVEXnk3D39/CuOcIqY/eiWrCqJD7c1oEWdkX/rD7Z0tbI6kLLut+bGqpJXr0NNqKgnNcaDU5qC3soLawg4L1Q1+OfToQMWo8ifMuQB4Vi77sCFVfuwOlifc+ia2zHZlaS9HLT2DTtyNT60hZfDmatBzaCnbTsP1rJEo1mZfcjCYlm4hR42jes4nGXRsA0GWPI+ea/8NYd5zqr9/Epm9HIlcw5pbfgiBw9IU/4nLYiRwzlajRU9FXHOX/2Tvr8DaurI2/YkaTzBTHceLYbjgNNNgUklLKzLT92i3zdsu0bbdbhm3KlDZJm27SQNMwc2KIIWaQbVnM0sz3h2rJsmgkS7Lc5vc8eeKZuffOnbmS5sy957wnfd6F6N2/Gd07I09q+2egZOVT0O2sgn5HJVKvWwj9nhrIl0xD8z8+g1NnQt5LN6PrvdUg7A5k3n8x2p7/xm005r9xO+gsJtTr9gMEAYfWBN3248h66FLwxuZAtXwbbF19yH7iSnR/8RtUK1yq46xkMZIvmQ3pmRNRfeHT7r5kPXQpeCXZUP2wHSyFDPLFU93HGWI+0u9Ygp6vfkP6PReClSJB3fX/8rme+WPvB5Me2Cl2W+37MYniYtO5qJAsBAkSPVZPomAbYYLzD/0jszM6js0ne3ZSMi6k/EzIBTnoM/pPXBxL6DQGcpMCp30aSKSpb6jeh+G6BwAo34PWvvBmMwfSrasBSS4GjZZ4MW5UsjBEgkOtQ+tdrwAAMl+5BxnP3Yn2h1yuB9wxeeh8xiXI3P7wf5D95gMB24kWfwojq2nNXzMH3p8Fm0aFjk0r4DBoUXDF3Z4DNBpOfvNvEDYbFHPOR8fG5cg69xrY+pRo+OoNZC+5DilTF6J71zo0fv8O8i6+A00/vOfVtqhwHGref8pVdtqZ6Ni4HOlzL0TtshdBY9CRMnWB25gS5hTBputDzXtPgcEbJI75F5WnUK/ZC1NlM9L/dh6Un66HdMEEcLJSIKgoBGG1Qbv1GADAUteOtFvOhuHOt9x1W1/8Frb2Xp82mRIB+v63x1WvvgOiyaPdRpa9VweHzuS3Lx1vrIDxaCMAgD/G4zAsGJ8P5afrYVeqoVq+FVmPXu63fjADC4hNmDydxsAk6WJs6HEtSRQJqD1YI0VtbIWTsIFBQUk8WVg4LAaGTJATM7X1ftTGVkrlhuseANQV51WGyF0FnIQDOksXJUkLBp0V1xyGsZpNNR/1BGCZD5+AeNH0gGXtnb6/T9Em8czbU8SVi3bcAcX0AGrWNGDh11fg3NXXY+qzZ8asDwyeAKnTzkTuBTeDzvJ+ODhMBhAOG3gprh8JviLHZZCZ9OjY+ANSpy8K2nbnphUgHDboag+Dl5IBHAonFAAAIABJREFUlkgGWelUjLn9aRTf8hTk4z1fQIdJD+W2X0DYrbDrvIVVmUliSOZVQDRtDEpWPgXBeNc0M41BR+5z10M0rQSi6SUoWfEPcAs8PhAZd1+A9LvOg3jGOKRcNQ/imaU+fWTKRch7+SYwBIkXRm3vct0Ha1svQJAgTFbQOSyIphRD+7tH3V+9dh/Y6XLwRme69/kzsADA1ukxZqwdKjCTxJT60m9g9dfrx1TTguRLZoEpFUK2eCpsA471M2PULUHb3l73PqU+hAtBOlFv3Ie5ydeiQkLtO2QjTFiQciOyeKEj5Pydr6brN0pl81MCP3xiBY1Gx/is8yiVHYrPGFXJjPyU6RBxA+f6jBVUZ5Y0prYhB1I09uyiVC7SjAiRUpQ6O+pt2tt7wC3Oc29zS/JBYzIgmFoKzijfSE4aO/Zi1n+KmaxTDA1JUTIy5hSAwWHi8KtbYTe6pugLl46HMFsCp9WBzHmFYL3Edh+LJnlLb0PHxuXQVB9A9uLrgpalszlgcLhwWi1giaRwmPTBGx80A+Uw6kASBKreeiSsPjKEXGg3HQYA2Ls1SL5kNozHGkE6CTQ/8amnII0GfmkeLCe7wCvKhGRuuWfZa0elV5uE3QFWkhg5z16Hxvs+AGHx3FsWnYNi2WwoBKOhsymxt+uHsPobawizDUyJR/qAIXVFMDm0/mehvCtHd1bQodJDOrcCkjnlMOyvReu73omMpfxMCLkpAevrLd0wWmPnu9JoOoJGk3e6qS7rSXRZ/c9QHNFRM5ICodRWoyR9YUIomg8mRVhIWTJjqFpmrlyToe9BpqwcNZ0bhnSucEkRBk+j1U809NyozuopxGNQ07keZBxm7QWcJPDY0U9/YzxQBel5Z0A0ZyJIuwOcwiw4etRIvecKECZX/keGRAin1gA6jwN2XugZvqGSeN/CYYAplUFQPAaSaTNA5wvA4PHg0Olg71NB+e0XcJooPDgoIl+wCNzsXHBz80FnseDQ62Dv7YGlpRmq9cOjFzXutqnuv2Ulqdhy20pYNWbkLSnB2gs+h1VtxpjrJyLv/LGo+/pw1M9PZ7Fg1fSCp8iBMDd41JG+sRppMxeje9evSJm6AOpje9zHOLIUMLg8EHYbSKf/N1mScEJTuRcMLh9Oixn89ByYOkPrGTlUHmPOeLjB74wUAJA2Bxgi11KjoLwgaJt0NhM5z10PW6fKy8ACgDHyM5ApHAcAkHOzQacxY56/LBwMh+ohnFjk3hZPL4FdqYZdGb/USgPR7zuBtpe/97usmyQMPg66CLSYEhm70wKlrhbpkrEhy8Z7iShLfhqlcgTpRKemMnTBIFC9BxnS0rgbWVTvw1DvAeBKcE4FNlMAuSAPKkNj6MJDRCEpiUm72p+2QDBxLJJvvQgA4FBp0fHPDyFeNA3SJbOhXbMDaQ9eC+3qrRDNnwI6l1qC7qHwlzaypDNmI+nsJaAxfPM2sZKSwUpKRv6Tz4Vsp/7R+4IeZ6emIefeh/0eY0qkYEqk4BUWQTZ3AQCg+dXnYe/zXfKIFe2bT2LP4+sAAKc9eAbmLbsYay/8ApJRSbCoXF/Q6k/249zV18fEyDr++v3uv6vf8QjLVb7hcUps+MbluNi88iP3vsbv3vZq58RHz3htD6yvrtwHdeU+AED7hu/d+/sNLF3tEehqgyS3HijbQaO53/ZSr1sI+ZJpaHr4Yzj69KCxBnyW6MGXBHjF2Wh7+TvkPX+DKxP9APug38DqJ5VfgC5jbdD24kn7q8vByU5B8dePgsago/XFb2E83DCkNiVnlCHj7xe6t0tWPgWn3ozaa18JWVc0dQxKVvwDpN0BW7sKJ+/1LP+liYuD1k1Ep+ChcrR1FSUDY3bx37D1xLsRO5iHS4poFKVyh1p+GHKE59HWVZDw0kOKjrIYPDDo7Ljdgwm5l1C+D9GMcqXCpLwrsO74CzE/z6gYLBUCAGG2ou3Bf/vsV3+7Hupv1wMAeGVFEM2fDHtHD3rei/0KwV/ayEpefIH/AyTpDgEdKvziEiiuuDasOll/uxddX3wCc1MctJFIoO+4Rx1cXa1E3nn+3zJY4sRKVxBPmDKPoJ+gvACWk67ZD9Hk0TBXt8DS8MdsyIDPjel4I4A5Ads017TC2qRE27+WI/WaBej+fKP7mIOwgTnAednioJYqJJoMjO5retjluF138+vufdbWHpy48kW/dRvv9e/j1PbK917bHW+scP+t3XIU2i3+dZGC1cu4+wK0v/YDHBoj6Fw2JGeUgSkRwKE1AgidPkXGzwFtgOH8V4LN4KMobTZqOjeGLjxEkkXUlsgMlh706odmsPdzsmcnSjPPDVkuXvcAAFJERaELwXUfooXG1A4pPzN0wb8A5qN1Xs7xseYvaWTRWCzkPuiZMSEsZnR+sQzmk76aRaLyCUi95Ar3bFffb+ug2bYZhNUa8jwseRIyrvd2uO1e8T0Mx46AsHjeUOhsDgQl45B2+dUAAAafj8zb7kLTy8/CoYnt8kvH1kaMvWUKGpYfA0mQKL1zOmh0Gsr/PtOnrE1riWlfEhnVj9tR+PZdYClk6PjPKuj+iKprfvIzKG49F2O+exzmhg7od1W765iqWlBz8bMoePNOsNPlsHWq0Pfzbmh+8w7JNh5qgKCsAGN+eBI1Fz8LANjc9jHGyGcjjV+EPksLNNZTaXL8QWPQIZgwCrpdVSAsNnDz0sAryYZD71kisTr0QcUWeWwJFo59GOsrX4pHl+PGsbbVGJ+1JGS53KQpaOjeEdNZk7LsCyjNrAHAjvqPQheiSLv6CCUjKzdpClJFo7GrYVnM7wMVDNaeqN6HfY1f4oziuyglRp9ZdCt2NSyLyTIyg87CjFG3Rr1dqvBKC2E+Hh0Dniq0RHh7o9Foce2E9PRZSF7iWZbo/HIZjJXHApaXzZ6LpLNdP1ZOowHNr74AwhrC4KDRkHnLneDle97eTCeq0fFp4C9O2iVXQjRhknvb3NiA9o/ejal8gKQoGXM+vAh0Jh0kQYJGA/b9cyOmPHsmNLW9qPl0Pzq3NUFeqsDoK8ux65G/tnbUKRIPTm4qcv55DRgiPmztKhgP1UP56Xr38XGZ5yJLVh6ynR59PZp69yRszsFwodFomF54I0QU8tL1GZuxv+kbkGRsskgsKn2MctloL1edPuomSvcAcN2HfY1fhS4YAYUpMzAq7QxKZQ+3/DjkqMLBFKWdgYKUGZTKtquP4Hj7/6J6fgAozTwXmRS+i4PZXvcBjNahu9BIl86D5sdNYdUhSXJIy1p/SSOr8NlXQGN6JvFC+VQBwKgXPcsk5sYGtH/4TtDyOX9/COw0Tyg/VT8rOpeHgqeed2/bVb1o/lfs18gDUfHAbKROzoLDaMOmG33Xr2deosDVz1JLkREuP7/ZhDXvDY+GzSn+PLAYPMwdc0/cfK8cTisI0gGDtRdWhxFmmxpd2moYrD3DsiQZjoGzqfp12J3Rm7EO58HuJGzYXvchLPboL40XK+YjL3lq6IJwGVqHW36M2n2ggYZRabPDug8bq3zFdKNBOJ+F6o51aOk7MCznHky0jKzkWy9E74crw6ozVCPrr7lcyBzaZXOzcoImmOTm5nsZWAAoO7IPXEYEXA74w8nhf20d1vOf4hRDxe40o11zFFmyiricj8ngAOBAPmBppiBlBhyEDQ3d26DU1cBs08alL4BLZJXPllMqe/qoW3Cs7aeoCHRyWSLKhgUA1Cm3xMTAAoD67q1IFRdRug9yQS5OH3ULtpx4K2RZKkzKvxJyQS7l8nXK2CVgtzmMlJYMAaAkYxEEnCTUdG0c0gwnk87GmPTY6SwKZ5SDsNph2u+SbwgGpyArZv0IxF/SyBoqNBYLTKEIDr3/H4TUpZd5bdtV4anKmupqwS8aMDtEpwNEbJNBFy4tBUvIcUW5DaDm0+i9yZziFMNFZfuauBlZgWDS2ShWzEexYj4AwGLXY2vt2zGf3dpW+z4UkhKUZ18YsiyXJcLk/KtBkE50aatwrC28HIo8thSZ0jIUpvr6dAbDaO1Ds2pfWHXCwUnYsa32fcqzKVyWCItKHwNBOrG/6RuowzQ6R6XORpa8AhymMHThAfxW/RocztD+vpHye82bmJB7KeXoxpykSchJmoRObRVaVPugMbVTPlemrBx5SVOCatRFA1a6ayLCtL8KssvPhEOlhbXW/3jRBfFPGn7KyIoQp8kY8Bg7xVtB2NISno+HpaXJy8hip6bB1hUbLR8mj4XpL5+NlIn+I09GgpGVLSqDlJOOJF4OWHQurA4DTA4tjvSsgZ2I3tLHKOl0SDnpkHLSwaCzQJBOaKyd0Fo7UaveEbXzxAs+S4o0/ihki8aDTeeDBAk7YUGXsRZ9ljb0mpuG1H6gcVGa6tGq9x9FGEuqOn7F2Iyz4n7eQHBZIkwvvAmV7WugNXfE9Fxd2mpKRlY/dBoDGdLxkAlyoDI0oc/YDKW22q+SOpclhpCTDLkgNyIVeQdhw6GW+IjtnuzZiYKU0ymXp9MYmJJ/Ncx2LeqUW6Azd8Fo9f/SzGWJkSOfCLkwl1Iam8E4CFtMDax+Ktv/hzlj7gmrTrpkLNIlY9HYswu9hpMB/RbZTD4yZeWQ8XOQQiGa9GDzckzIvSSsvgxG/YO3eK/5aB16P/K/JJh820VDOlckjBgjiykQwWEMoe4dJ5xGY0CxS3/YusOLDBtcnpOeGTMjq+TmyUiZmInGn6pgVhpAxnjGLJqI2MkolEyFQuDtE8ZnScFnSTE/546Qbfza9EbIMlnCUhRIJoPP8lYoZtCYSOJmI4mbDQV/NBq0e9BuCF+heWr6ZZBxgv8oU+mnP87Ku9f993HVBrTpjwMAJqSej1S+r0gni85BgWQyCiSTvcqHQ6hxSeblYlzS/KBt/N76IazOwC8ykdDadxA2hxEVOUuj2u5QEHFTMbXgWtQqf0dT757QFYZAm/pw2LN5PJYEWbJyZMnKQWYtgdWuh8Wug5Owg8XggkHnQMChthQZiMMtPwQ0XKJNnXIz2Ex+RPeh7I90QBa7DnanGU7CDoIkwKSzIOSmDElh30k4cDhOhqbVEfn3Kj9lOvJTpsPmNMFqN8DmMIJGY4DDFIDLEoeVk9Jk64PWTH1mjCpOfeDrI82xN2IHM2KMrKK7n0bXuh/BVWTB2tsFzZE97gg/+aRZSFtwAQi7DU6zCSf/+2rQ6D/N9i2QzvSs3bJkctjVgdNq8Aq8p1Z7//dTWH23tIY31WwdVJ6bmw/9of1htUGVwovHQ7m7BYdeiZ0fQCwYaDwMhAQJ2uA1zwhJ4eWhPOVcL72qQPBZUoxPXoQx8jNwsPtnqC3R//EYKtnCMpAkifHJ1PwjSpMWojRpIVSWVuyjmNZntGwGCiS+SZCjOS5DQak7gfrurciSVYDLopYzMdbQaHQUK+ZDwsvA0dZVIBGb5cPK9jWoal+LM0sfjag+DTRwWeKo3TeCdOBQ8w9QGZqi0h5VKtvXuGfqIiGa9wAADjR9i94hJIGOhHXHX4g40g9w6auxGfyIzz8werJHX095+TIUjVc+HvS4uSr2avaDGTFGFgAoFnneQGUTZqDhfVfUnbR8Kure+iccJgNKHnkNsorpUO35PWA72p3bIJk+0619pbj6BnQs+wBOg8GnLCs5BWmXXeXetvf2wHD0kE+5YJC28JSECZu3tU1nx076326wwmGOX1qNaJAu8E6cS4JEl/EEqvs2w+60gMMQQMpNR0XKYr/1bU4zei3NMNk1Qc9zWup5oNO8swGQJIFu80nYnGaw6Fyk8gu8yrDoXExKuxAbmt8e3FxAtNYu8Bgil/J0DPPNidjJKE1a4LWPBIluUwNsTjMELDmknDSfN/Ikrm9iVX+kC8Z4GViBxiVLOB7JPF9H4IHj4iCi/8Y5WjEPCkkJeCxJ1NuOBgpJCSx2HU5QTPAcCSRI1Cu3UJYSiCV7T34Z82XSQBxrWw2TtW/Y74PVYYi7gdVPZcda0OlMpEvGhS4cRUiQXvIUOnNX1IysUJj2Dz0XZLiMKCOr+kWP1ILiLM86Lic1w72UqKs6CPnUOUGNLLu6DyefegSFz73qqp+RifzHXSlZHFoNnCYjGAIRmGLft5Xm1/wrXAcl3Bd4H7X52DnGbr5lBeZ+vBQcOQ/WvvimcIiEXPFpKJHP8dq3rsk7jYLFaUCXsQ6/Gt9AvmQSimWz3Mc2trwDB4X0GVMUl3oZTz3mRhxQrgpYfnzyImQKXWKLDBoLUxSXYG/XciqXhJq+Lajp855JHNhetBh4Pb+1vAt7AENGwJJhiuIScBieKKR8ySQ0agPPpoYzLl3GuojHJVwm518NuSAn6u3GirzkqWjs2UU531wkNPTsQEPPDgg5yZhRFF9hSJIk0azaizrlZr/+XfGkoWcHlLoTKM1aHJEP1VAgSRIbq14Z1ntAkgSOtv4Eo6UXhWmzYz7TbHeacaR1pc/MZbvmSNiBEiOJEZS0y9vQsHT6X4JzGPRg8EJPY5JOJ4w1vlYtUyIFJz3Tx8AibDZ0//hdGP31QGeHl45mcHkizJmwcEiuyEDPwXacs+pazP14KaY+v8jrX6KRxvd2ptRalUHLN+u8Zx0H5wT0R7qgGHKuJxBAbWnHoe5fgtY53rveK7egnJuFDGFskqAOFY21M6CBBQBGuxrHe70T5qbygidZjmRcBhoSVMYlHGg0OkYr5o0oA6ufIsWcuJzHYO1FbdemuCYe331yGU50/TbsBlY/Bmsv9pz8LK73QG9RYvfJZZTuATstPeb9aejZgf0xEmAdyK6GT/wuDUdTzoSdowAzWRq6YBwZMTNZ+trjEBWXwVBXCX52AVLnLoawqBR2rbcvFUuWHDTybyCdn/8Xsllz3GrudnUfGHwB6CwWHAYDCJMB2t07YKyqDCjXQAVuTi5M9dST+3JzvJdSLC1NEZ87FJY+E5p+qUHTLzUxO0c0kQ9aujqhDq7jNfiHbLRspo/hNZjylHO8tvd0fR+gpAcSJA73/A9nDXD2Lks+C3bCih7T8CwH+KPNcNzHgPJHj9nbd0HGzYSQnQSDzb/eWyTjUqfZiXF/LF9SGReqCDkpmFF0S+iCABxOC460/QSNsTXqM2k0Gh1CTjIkvAyMSV9I2Sk4S1YBJ2GLSy69xt7daOzdDSE3BaNSZ4dMph0JFrsO22rfSxjDajAkSWJDpSsJuZCbghmjqH12wqW6Yx3a1Idjdh8EJeMgnT4b7Z+8F3bdPmML1h1/AWKeAtMLb4xqv7bWvhM3XTjFYzeCzmGh6YanQxeOEyPGyOrdvh75N97vTt5MEgR4GTkQFY2DRdkO0ejx0Ncdh7CgGIaT1AwGxZXXQljqcvwjLGY0v/JcdDpLEC5tqz9gpVJL6dAPO9VbyNTWGZvIQgBQ7h7ZiurWMJdVGDQmWHRO0JmcoUCShJeyeKagJKGMrA5DdehCAWDTqWvMUBmXgTNZ0RoXPluOSflXUipb07kRbepDMcnRBrg+C3pLN/SWbnRpq5Atn4DRinmU6qZLxsUtYTHgSkZ8uOVHjEqdhQxpGXjsofutOQk7jrSuRK/hZMzS9UQbg6UHW2vfRaZ0PApTZ4WuQIFObRU6NcfRo/fNjdtP0bP/QtcPXyNlyUUwVB5F90rXi51g9BhkXHMT7H0qKH/4Gg6dFgyBECmLLwAvtwC6Q/uh2rAGDL4AiouvBI3FRsGjT0O9YwvUWzf5LRsMnbkLexu/QLZ8wpB9tVr7DqJZtS+uwrt0Hgf2jugl1o4GI8bIsijbvXyyBqNYdDFS5y1Bx89fQVdzJGR7LHmS28DSbN8SdsRgMPo2rYd8gUePR1Q+Acpvv6RcX3aG9w+xtXN4ItXEhUnQNQw9lUEsGeyYTgUHGfihyqJ7L9WGa5Q0aPdilHSae1shGA30RD8HWKT0WdoirstlUBdWpDIugx3sg40LVWaNvj1kmYaeHaiPoaq2PxyEDY29u9GprcKMUTeDyeAGLU9VlTva1HdvQ333Nve2XJAHAUcOAUcOuSAPTDoHbKYAdDoDdocJTsIOg7UXJpsaZpsGnZrKmPqTDSbj+XvR8Xhk8iaBMNs0XveBQWdDwstAqngU+Gw5hJwUMBgsMGhsACSchA1WhxEWuw4qQyOMtj706sNMQkynw6HT4eRzT0A80ZP+x9ajRNO/noNk8nQoLr8WbR++hYLHnkHDM4+BsFrAL3IFATlNRqg2rIVg7HivmSx/ZUOhNrZCbWzF0VbXM5FGoyNLVg4BJwlJwgIw6Wy3yKrFoYfTaUOv4SQM1l4YLD0RBTNEK1+l/re9EJ85LXTBODJijKxQdK0LT2NkoNinpTW6CWH1hw9APn+RHwd2itATw1VONjo54Y0sIUsOvY36m4vNaQ76Vi1ke6cxMtjDu/5wy48owvg8UxkXISvJ/XeocaECFfFDAHE3sAZisetQq9ycUKKogci57xG3sLIDwK7HHxhROnrRwknY0GdsQp+xaUjtDMx/C/jmzHUaXdHtToPHNcWhcUVAk04HaH88Fwir1S1R5NBqQGMwAuo2hlM2ECRJoLXPeyl/yjWvAQD2fvFSWG0NpOD0y3Fy57cR1/eH+sdN4J1WDBqDDtKZGJ/VxHiaDwMMscc5jptNPa8UFewqFUy13kuWg1XgA0HneS/JOPXDJ8DKFMROOiJSLE5vmQ1/UgDB6LO0Bj3OY4i8to12dVjtm8Is/2chknEZWCbUuFBhdFropbhw0oLEinZ16Jn2U/z1YIrEf/zvWar1l3KJzuGAznXNhDKl0qBGUzhlw+HwiuegaoqOD2U0IYxmdD79ETKeuxPiM6eBW5zr8y/ejJiZLDqbg+L7A8snBFtK9Id213bI5y0EAEhnnuElTjoY0m6Drbsb1vZW9PzyE0h7aAfZjk8/QsoFF0My1ZXCIee+R2Cqr0XHf98PWCftkishmjDJvW1TdqL1rdcDlo+Uqc8vwp7H1wEAzngvcKoNvkKIhh+ORf38Q2FP53eYnXmD2+8pUzgOJ9Tb/S5RCFgyTFZc7LXvSO/aoO0P1lCyOn2104Ix2Nj4qxDOuADAnOxbvJYfQ41LKCbmXR4yR1q3rjZu6VuCQdXxWcRNg94SPErzr0LOx8+h5+2vQBiM4JaMgnb1Jvcx6UULYdx9BIpHb4Nh+wGov1sD0fzpIMwW2E62QfHPu6BZ/iv0v+2CaMHp0G/cicyXH4DpUDUc3SrwThuL7tc+Gcarc8FOSYXiimthqDwK7N8dsNzJ555A6pKl4OUXQn/koPuFXrt3J7g5eSh88gX0rP0Juv17ApYdKjajGg5r/JaFqZLznkdoV3rhXL9lWu6IQIZpCIwYIytl1lkgrBboqg/Bpgmszk4Vp4H6DBGNxQYnMwuczCwIy06DZuc2qDetD/lWoFrzs9vIAgD+qNGQTJ0Ow7EjcJo8H1A6mw3+mLFeBhYAKL/7KmpvHgNJneSRJ0gqUwQpmXiYHTo06vZ7iV7OyLgKJ7X70Kw77N7HZQoxPf0KMAf5WIVakqLD25fIGWZot5OIXyh4IhHOuGQIxvr4dw11qTBJkB+yTGvfwSGdI96wGOFJv/ypIQGnVg9bYxus9d7BOpoVrmhZ4+7D4BS5Ziok589H292uQCb9r9sgOW8e9L/tAjvHJYmg37wX/ImloPM4sDVF7qcYTUz1tdDs3u61z6Z0BT3pDu6D7qArgbbTbELXcl/JBZIg0PW9t+9voLJUGLPwdgjkWWCwPasre7+4P2gdBpODMWfeCa44GVaDGl1Vv6P3pCv/rTAlDzmTzodAloG2I+tAOKMfcBJvA4oKI8bIkk2aiZqXH4xaeyyZHE6DHgyhKHThAdC5XMjnLYR83kKc/OejIKyBo6EImw3Nr72IjOtvASvJ5euTcsElSLkgeEJM0m6H8vuvYe2MjRry6kXeb21H39yB+u99E/YWXRFZyoVYU6veARErGSl/5N7jMIQokc9Fidz/m4uTtKNatRlthtB5+GyEtyBruKkjOENINTHSqVXvQIN2Lxbm3AUg9LgAwPHeDZTGJRQ0Cv5iw6WsHSmhnOMHkn7tTRCUjANhs+HkU4/EsFfDQ8stT4AplyDrjcdA2uxof/hVnzKE0Qw6jwtmkhQMsceItza2QXLBAtD5PAimlMOwZS90a7dCcPppEEw/zW9bw8LwZ51yI8+tQOOu5bAaXD6mU655Dcf/F3pVxemwonKNKxCBLZCh4qIn3EZWyaK/4ciK52AzaUFnsFCx9Ek07fkxdheRIIwYnyzCEj01cvnCs5HzwGNeBhZhtcDa2eHzz96nAmH2f27ZGcGT3AKuNDxt7/47ZLmBtL3/FgzH4+e3YdX4vz67IXYiqEPlQPdPONa7PuRyHkkS2NHxJeUH+eCkxCw69QcdAJ+Zs78aTsJOeVw6jTVRMbD+rIQjLcEroOb0P5Jx9GnR/si/QGMFnxtw9Gnh1Hk+f5yCbDj6tCBMZhBWK3jlrig7W0MrCJMFTnXkGojRou7x+2Dr6R7ubrhhsDggB8/K+/EPC4bNqPaarTKrO2EzueQcCKcdhp7oBpwlKiNmJqvxszeRdfGN6Fq73J1CJxKSzl4C2WzXm7VdpUL7x+/CoaHurDwwQkQ2dwEsbS0wVgV/UDhNJnckiXzemeDm5oGXXwAakwWHVgO7qheW1hao1q8J+4M8VFbMCCxc17Q6ck2lWFORshgKQREAwE5YUana6KW4HindgzSt0vijwmo3TRCfHFyJCg00dwLqaI7LXxGbg5qoMgDQOeG9DIw00p+9B8wUOZxqHbS/Bhe6BUmi7e7nkPnKg2AkSaH++he03+daRtJv2g3phQuhWbEBunXb4FDHT8NpJNFTvweTr3bN8DltZhxZ9QKs+tCR09kTFoNw2KBpr4JF1ws63WNi+DjxRxp9P8IYMUYWP6cAoqJSCAvHwtBQ5RL8HEDbik9DtsGUyiAb4ODe+eWysAwswDUzxUr2ONh56MfgAAAgAElEQVRys3JCGlkD6du0PqzzncI//QYWAOzr+gE6W3TeAgen15BxwstpJuNkem3HIh9fIlMsn+3+O5rjEgyqSuojDYt9+CKLE43OJ9/0u3+gRpZm1UZoVnkEXNsf8l0G1P70G7Q/uRJw2zt73H+fwhdNWxXqtnwa1ou/LGscjv78MgBAkJTlZUjxZelg88SwmXWgM1gQJlFLPO+PWadz8N3nyfjgEwOefsHXUL50KR933CzE3LOHf3ZwxBhZToMerd99OKQ2Upde5qVBZesK3+fJWFsD6QAjiyVPClI68aEx6ABJgiR8v0i8VCHM3YkXLZctKvPajuWDnMsMz2dPzs3y2q5UxU+1e7jJFpUhTzzBvR0PA+vPjN1JzUVCUBLdvI+nOAUAyLJLMeXqfwEATOpOtB9dB3XLMShKZiNn0vkAgLTiGQA8DvHVG97DxMueA43BRPW6t9HX4vH1rdnwHorm3AC+PBNtR35F25F1Pudc9V0KLrgstO7htp1WrPolei5EsWTEGFlUU+UEgyWVDbkNpsA7KoqwxSY9S7y4cOttcJjt+HnBxz7HCpeW4vh7gUOJh4twlMcjocfciBSeJ1pNwJLDaA8d0TrYf8vqNEJpCpxK489GrMclELFKixMrop20mj9qdOhCpzhFGBTMuAL1276Aw+yaTU0dfTpGzb4W+758EF3VW9FV7X/J1m7W4cB3T7i367d85v5b392IyrX+ZyST5HR89mESJk9i48ThdLz3kQH/fsd17o/fkWP2TC4+/9qAl17TwREkgHv5F8mYOpmNjz+lvtQea0aMkRUMTko6rD2h8/sRFsuQzyUsP81r23D0cICSI4fWdXW4aMcd6DnYjm3/9/NwdyckzfrDKJR6Uk+clXdvwLJO0gGjXQWttRtqazulNDkHlKswLmm+e8ZsVuZ1UJlbsE8ZOBJmfPIiZArHurcNNhV2dH45YnK2RYNm/WHkSya5U+qEGhcHYUG3qZHyuAwVGmggEV+fx8GkiYtRkbM0ZLmAnxs6HezkFIhOmwROegb4xSXeh9lsH2XxQJx8+vGwAor61d6ZUhmSFp0LUcWEIIVJGCqPoeurTym33w9DIIBwfAUEY8d7ZeYIhNNggP7IQfT+soryOQaq2ZMOBxqefMh9LO2yqyEsq3ArrPtAkjBUHYN60wZYO+Ijbpv/+DNgCL1fYlpefykmzvI0Gh2SjDHoaz4Kp8MGOpMNYWo+LLrY5QRU9RFYfHGPz0xWViYD9z6igV5PYP4cLir3p6O4wv+znskEnn5Ri+NVdtz7f+GtQMSSP4WRxVVkUTKy7H0qcLIGrAPTaGGtN9O5g9TYTSaYm0ZWWLg/7AYrqv+7D2NumAT52DT0VSW2AGI4udEYNCbE7DSI2WnIFo2HgClDg3ZPSEHImr6tXsuSSbwcZIvK0GWshZ3wGOsMGgup/AIvAwtwiWuGa2AxaExwmWKw6GzwBi1TpvDy4SBtcBBWWBx6OAjbsBsMg7E5Taju+x3jkhaELMugMcFgCJEtGh/WuAyFFHERunXD64Q/NuNsSuXUJt/E7cKyCqRdciVozOH92c6972HQWCGyQdBoEJaWQTJ9JrS7tgcvOwC2IgPZf/t7WNfIEAohnTEb1vZW6A8doFzP3dUB5xJVTAhuPAKuaxtXBkFJKRoefyDs84ULW5HhY2DZ1X0xi0YkSQInNryP4gW3gckVgHQ60F27Ex3HN4WuHGUy0hloa3f5tbZ3OpGaEjgnqlzOQJfS9fuhVCbOy+2fwshiUIysMVZXQlhW4d6WzzsTfb/5rgv7g61Ih+LK67z26fbuAhls7nIEUf3JfvRVdWP2uxfgyL+3oXFV1XB3KSgHun9CefJZYUsmFEqnIpVfiB0dXwQt5yTtsDgNXktg45LmY6x8LrrNDbA5LWDS2UjlF4IxKNExCZJSPsUpikvApLPBpHPAY4jcaun+mJh2gc8+i9MAB2FFs+4QWvWJoczfqj+GYtmsmI3LUChMmYEeXd2wGacsBhdsJjUdtdY+3xlyjiJj2A0syfSZoQ2sAaScdxEYQiH6NvwasiyNwUDmzbdHfI1pl14FGpMF3b7IXBwk02Yg5fzQs4z90Oh0yBeejb4NQ8tWEAxORiYybvJOem7rVqLjv4GjwqOBSdOJQz/8M6bnoEJbuxNiER06PYHMDAa6ewK/hPX1OTF6FAu9KgLJSYmjTpXQRlbWRde7owbzrvm/gOWYEhn69m8LeLwf/eEDIEkCisuvAQDIFyyCfMEiWNvbYGlpgqWtFaTDDhqTCaZIDJY8CcKKiaCzfX9UCKsVqnX/i+zCEhTl7hasPvNjVDw4G/nnj4OhRTPcXfKhSHo6CiSTvQwSB2GDjTD5+OYw6Gyw6BwfXykROxmjZTNQq94R9FybWz8Ci87F/Jw73PtoNDrS+EUB6+zs+Iqyw/dgJ/lw4TKEAEMIAWvovoZDJZxxodHo4DAEEY+LP0w2Nfjs4PdBzEvHwnEPY31l5EltI2XumL9TNrDqlJvRpfV9ybG0tUK3f4/PflHFRLdhQhIE9H8og4eCdIb3gpj/2NNgiDwzrN0/fgdTbQ0cuj+iu2g0yBcsgvT02e58eUD/y+x6n4hw3/440fL6y8h/8ln3PltXB4w11dDt3QW7Ru1eeeAVFkF02iSIKiaAxvDMbqRedGlERtbgazPV16J7+Tdw6HWucwa8toUQnTYRza88F/Y5Q8HNzkHWnX/32mdpaULbe/+J+rkShZ4eJ5prMvDE01p88Y0RHZ1OfPAfOebN4eLLb40YP7kLgMtP65xFPBAEsPhsHibP6oLDATzzhARTJrHx1POJI82R0EYWP9fzMONlhU6bQQXDkUPAH0ZWP/0pcyQB6gzGodOi68tlUelPouG0OXHg+d9xwebbIB2djL1PbRjuLrmh0xhevlgOwoYm3UHUa3YFrSfnZkIhKEa2qAy0P2SVc8UT0KDdG9Jp2k5YcEC5EoXS6ZByAqcgMjt0aNTu/0tG1EU6LgwaC8XyWRGNy2Da1IcxOi2wsnw/NBodaeIxUOqik8MtFHy2DEVpcygbWADQ1LvX735j1TEYq3xnLAVjS8HoN7IcDnT/+F1knQ1BvxHi0OnQs/J7GGsGGYIkib4Nv0K7ewfyH3va65Bw7HhKAstOk8th2d7bA+3e3dBs+91vOXNDHcwNddDu2Irsu71TvXBz8mBpaaJ4VS4GGlidn30c1rWxZPKwzkUFbk4eMm681WufuaEOnZ//N+rnSiRuucs3wOi2u3333fw3/4FIF1/d6/572ReJ4fye0EZW7RuPe20HSgItnzonrHbrH70PDKEQOX9/GAyBgFIdu7oPhiOH/nSzV4HESFfN+QB0ZuJMuXKZIpyRdZN7e0fHF9DbeoPU8NBnaUefpR1Vqk1uZ2wGjYlCyRRKsyY95ib0mJsi6nc/skUTobh9sdc+t94xSaL6ome8jpWsfAoAUH2h9w86AChuPQeysyej8b4PYGns8lvvxBUvIuvRy9FcJvau7CcfODsjCdmPXQF2prccSV2XGq3PfQVbe2ARwsHjQoLExpZ3ApYfiJO0o0q1KeJxGUhjzy6wGXzkJU8NWbYi5yIAQH33VrSqDobl40eF3KQpyJCOg5iXHnbdTk2lj1ZbQkGSaHrxn0GLOPV6KL/7EmmXXe3el7r0UlfiYwo+sP3CzVSwdrZD/ftGyOZ6/ACTzjoX7R9S+wx6QZJo++BtWJobAxbxd20AwvbvDQYvvxCZt/7Na1/D4w+4Aw9GCtJsIZgcBrgStk/aK5Ig0XYwdo70iURCG1lUiSRq0GkwoOmFp8ArLIJ46nSwU9LAlEhBZ7NBkiScBgMIkwGmhnpYO9opT8H/mSAcifOlzhKOc892AKBsYAWDTY9PnkHe6EwobjsXTqMF2k2HYTzaCDqfA9miSeAVZ8F4uCHq58y8bykEZfno+2UP7N0acPMVEE70v8yZ9+KNYIj50O2sgvFgHQAaRFPHQDh5NHKfux6N934Ah8a/XtrgcekdojEKRD4uDT3bKRlZ/YxKnY2ClBmo6vgVfcYmmG2RLTHQaQwIOEnITZoMKT8bAk5kMxsGaw8qO9ZEVDde6A7up1TOcOwIkpdcBAbfNZZ0Lg/slFTYuqMfVKPdu8vLyGIlpQQpHRjdwf1BDax+Bl8bgKhdG6+wCBnX3eS1T7d/T8IbWGIFH2mlcijGyjFqbiZECh5YvMDmhd3swH+mr4hjD4ePEWNkBZrFAgDNkcgcHUmCgKnuBEx1JyLtVsyYknYxZNxMrGv2rysSC2gM35kr0pkYX+50wZiotxkvB2j5uVMBGg11N74G0uaZpdBtjZ2zukNr9DsLNhjemGwwxHyo1+5D14eeB7zmt0Mo+Pcd4OSmoui/96F66TN+6w8el2hIMUQ6Lg6nFc2qfchNmky5Dp3GQGnmuRGdL5pYHUbsqPtouLsRFJuyC90/fEOpLOl0Qrd/N2Sz57n3cTKyYmJkOTRqmBsbwMt35W9kisWgsdgg7dSzLSTCtfFHj0HGDd5LhOHM6sUTnpSD0vPzMPve8uHuSsIzYoysU8SOnLOLMfHROX6NrGC5DePJ4Ai+aGB2xCcxrLXNNeuWetV8KD9bD/hR1482vT+EDgQBAMmsUgCAZpNvNJvhYB04uakAPXCOMX+RlUNlKONyous38NlSpIgCByckGha7DvubqD3gh5NwX0YJs7cGF53HC1By6Aw+F43BABmGW99wX5tgzFgorrrea59q7S9DajNWcEQs3LpuMZicwHIKsUKcIUDyqMDe0ye3hp/FJdaMGCMr84Jr0b7qc7/HBPmjYWw8lYQ2Emb95zykTMzEytkfgHQSyD27GM1rT2Dmm0vA5CZOTjiNtROKAdpR4QpLsugcTM+4yr1tJyxo0oWvqRMJvcu3wni4AXmv3Az5edNAOpww7KtF2yvfx+ycdiW1nJyiGa6ULPmv3hLReQaPS6FkSlgJoaM9LiRJ4GDzcozLPAdZsorQFYYRgnRiQ+XLw90NyuiPHAyrPGH1zoZBY8bu92Soy2nDeW2Fz7zkLYtBEKiPg/5WuIgzBLhlzfDO+uo6jEH78FpF7H5TI2XEGFnikgq0//QlMEjgUT5pFtIWnI/qlxLvQzkSkBQlQ3Oix70syOC7fiz2PL4Oi76/KljVuNJtaoBC4FF/LpRORb2G2jKxiJ2MipTF4DM9b0Ct+qMxFb4cjLmuHZ3vroZ8yTRwslMgml6C/DduR/cn62A8FtoPJFYw+OHpWQ1m8LiI2OH5w0xLvyIm41LZvgZ6sxIlGYuG3FYs6NHXo6YzcSJ3qeA0DE8eUwZfAGH5aWDJZGCnKkDncEHn80FjsUBnskDn8YasHzZc18ZOSfUysEinE8pvYqcVFyn5M9Ox+OVpw92NkGSUJaHjaOBAneFgxBhZupojyFh8BTp++dodxZF+9qWQVkyD05R4SYxHCiwBC4Z2z/IMW+x66NoNNnTvaxuubvmgNDfA5jSDzXBNy4+SToeAJUedegdMDv8Oy3QaA1JOOiYrLvZyzgaAk9r4BzJoNhyEZsNBpN+5BOJZpeDmpSHn6WuhXLYOfaup+xXS2NGbESAsdsDqQMfrgVMGBWPwuABAeco5QccFcGmEZYvKfDS+ojkuLX0HkCYZA7kgN2ptRgONqQ0HmxPvjTsUZJzztHJz85B28RVgJUfmyB4O8b42AGCKxEgf5IPlNBphbhm+l65AXPifmaAFcRuIJ3aLEyyu/6XKsYvzThlZkdK+8jNknn81Sh55DSf/+y9kL70R1p5OnHjt0bCSNNNAw6Lce1Cr2YmTWpcejYyTiamKS2B1GvF7m7fz6Vm5f0eT7iBq1J6EmByGADmicuSIysCgsdBtPokOQzW6zYFT7JyV+3fs714FlbkZ6YJiFMtmgUXnQm3tQK+5CY0Ul0hooKE85Rwo+EXoMtXicM/QopFUx5VIm+IRxSy6rByNK6tg1ZjBTY5P9B0VnIQdm1rf98qHly4oRrqgOKx2LE4DDnWvhoOg7hQbbTrfXe2a1Tp/OtKuPxNpNy4Ky8gSVBRErS+6HZWQnTUJhMUGU7VvKpdQJPq47Gv8yv335PwrIRfkRbV9qtR0bkCntgo2R2Jo90RCNHK/hoIhECL/Cf9BFrEkHtc2mLzH/umzjykWI/+xp1H/2P1Rk4QYClNuGINZ95SFLhhH1j62G+e9PsPvsfJLC1G/uR1NO7v8Hh8ORoyRBQDtP38NkiBRcON9AI2O+vefD/uD2O/HI2J5NIFkHJeeDYchAJcpgsXhyv7dn+hWO0BgMkMwBuOS5oNB88wmKPhFUPCLsLH1PTiIwAYfhyHApLSLkMT15E9M4maDSWdTNrLKks+Cgl+ETuMJHO0NnaoiFF07mpFc7tHzYYk4mPPhRdA3q5FckTHk9qNNpeq3P9K2UE/t0Q9JEtjR/oVX7sHhxHSsKaJ6rCRx6EIU0W0/DtlZkyA/f3pERlY/I2Fc9jV+DR5bioqcpRBz02J6LgDo0lZDZWyCytAIsy3xsickGkypDJm33On3GGE2w9rVAVNNFZwmE+yqXhB2G0irFQ6DHulX3wBewag49zhK/KEoP5CkM88Zdk3GceflJZyBBQBNu5Vw2gkwWP51HAtmZ5wysqjCzxn8pSGhPrANhN0GWcU08LML3UdMLfVhta0QFOFIryvnVJ7YkxA0T1SBGrUrMitdMAYOwoYuoyvyhMsUoSz5LNgIM3Z1fguD3TMtOVo6Awuy70Cz/hCq+7b4Pedo6elo1R/FfuUKt7FHAw30gJFz3gbk+KSFSBcUo91YjWO91HIuhqL2q0Oo/eqQe3vlrPeRMacAbBEHB573r7Y8nLTqj6JVfxQ0Gh1J3GxIORlQCIrAonPAZggAkoSNMMHmtEBlaYHe1oN2w/DmYRz9+UOgc1hQrdwBa4cKpNUOVqoUaTe6/IVsnb7qxebaNvBGZ6Fo2QNQr9kLW4cK3MJ0SBdMgLm+A7xR0TGATZXNsPdoIZo6BqM+uheGfSdga+8Fnc+FeGYpODkp0O89gbYXvw3aTv+4AEAyLzfouFgcOnSZ6qC2dsBkj6/xYbZpsKveWzVbxE0Dny1DkjAPbKYAbAYffI4cdBoDTDobNBodTsIOkiTgIGxwEjbYnWaYbGrYnWaoja0w27XQmRPnh30kkvfwkz77Gp9/Ck6DPnTlBJj1CRfCZkXf+rXQ7NgKGoOBjJtud8tQyObMh3TWHDQ88eCw9I3FZ+KsZ6ZEVNekssCossCqtyNrYvSXeu0mB7a/fQxnBJCPOO3yUdj0UniBDLEkoY2s3Kv8v9X4Ox5MR8sfNHisYDaDD6NdDQFLBgnHM6sjZidDZ+txG0R5otMAACfU27wMLACo0+xEgWQysoVlAY0sDkOAeq137jESJJwBYo0HOgCPS1qATOE4tBsqcVy1MYwrDQ+SING+KfrimNGGJAn0mpvRa24Omb5l2CFJ0NhMJF92hs8hW3svWp/3Dd/veGMFcp65DqwUCVKuHJAuhgR631yJ7CeujFr3mh76GJn3LQV/fB5kZ/tqTJGO8BzRR8y4/IHeooTeooxbqp1T+OLPcd18sp6agQUAjPjLCQyVltdfhkPreskgnU50fbkM+U96ciDSGAywkpJgV8Xfx2j6beOoFyaBfZ+fQOeRXvQ26KBu9ozZ/YcvjUHvgLYDI0ctPqGNrHANJ6porJ2QcrxTXrQbq5AvnggZJwNidip0tm5kCEpQ3bcZgMtAyhNPQJ+lze/MSL8h1r/E6I9w9X/6ly3PynUlCW01HEOl6rew2giFOF+OKc8shLjAv0p1ouhkRYO8GQqUXViAnx/YGdfz1l73qt/99x++FHUNbWjwM5Nl61Kj/tZ/B2wzkNAoFQHSwTg0BjT/47OQ5S57oRTfPXY87PZPcYpQyM6Y57VtPlmP9o/epVyfkxZ+CqPhpt/A6sdpMqH9g7eRcfMd7qTXuQ88DlN9LTr++37c+nXBmzNReEbwmXKb0YEd7x7Dwa/q4tQrb7qO+89dmIgktJEVK3S2bh8jS2frhtaqRDIvFxKOAjbCDBad6/bH4jBcOQ4tzsgjGa3O8JxeHYQNWcJSd91+gy+aTHxiHsQFctR9cwQOi33wCuWIhMVjwm5O4PxvpzjFKbxgSr2jTC1trZTrstMUMRU6jSfmppPo/vE7pF3qmanmjxodpEb0KZwd2hXh04vWQq80hyw3XDBYdDjtiZGtZMQYWZyUdFh7OqPSVqv+GHJE5WDS2RCzU2G0q9FrbgYdDCTzcpErKgeL7pIyMNqjZzGHq/8j4SggYqdAa+2ChKPAmTn/h1+bA89uRIK+sQ9sMQfH3o7v7E6syJ6cCo6Qhfrf24e7K38+/gQG+J8Rp04HBt/1Ekhns8EQCOE0jixZG9JuH7RNPco046bbo92dYUV/aD/4xWMgKvf4Co964TV0fvEJjNWVMT03i8cEgig1NO3qwsr/255QeW39UTQ/CzW/Rh7IE01GjJGlWLQU7as+h8Mw9FQoBrsKTtIBAVMGESsFGqtLil9jczmuClhyCAdEHwKeGSzeAHXrWEOCxM7Or2AnrJiefgW4DCGSebnoNTdH7RwHX9qM0junYdKT82FS6kHYvA3Bmk/jo4oeLfJOV6AzwXRShpP8CVJc82YFGEwatEorlPUGlMxJwZNTNoEkSHD4DNz+2WQk5/Khbjdjy7JmHPjZ9X3IO02KJQ8XI2OMCOvfboDd6vlsSNI4OOe+0ShblIauWgPevDSy/KGJAJ3BBOEcuTOfDoMebHhm5rl5+TBWxi4vZiwYbBSyw1j+Y4qiF22bKHT/8C1YUhm4ufmuHTQa0i6/Gu3vvwVrZ+xSxxTMDn7f1zy6J+ENLAAQZySO/NCIMbJ46dlRMbAAl/HSbqhEMi8XafxROPpHpJ7NaUKnsRbpgtFI4eV51bE5TajX7sYoyTRkCcehzeD9RtEvdkmS0f0AGv6YSdvc9jHSBcWYlHohjHY1tnWE9qGhwqLlV4GbLMCeJ9bBrreNyCgdAMidmoacaWkonJ0OWY4Q6WUeI3nbm0fdf3OlbPxtywVo2dsNFo+B/JnpaNnbjeW3bnaXuWv7heAIWahZ2wJhKg/p45Ow+sGdaNji+nG7//ClqNvY5uXbNeXGMZh1d5k7rUPaWBkuX+byM9nxznFklCWhaEEWtr99DPs+PeH+oaLSn6EiSmLjwbHrccUr4/Hdo8dBOEmcfkU2dn7TCqvJiTcvcRlI0nQuHv9tttvIuuPzyXhhwVZolVawuHQ8/tsZWPGMKwH0Yxtn45VzduCbh4+BRgPu+X7aiDC0Jjw+Hwef9/ZrHHf90zj238cB9BtcTgyetqPR6Cg87zYIMz05Ec297aj/6V04rcO7bKLZsslrSSn96hugWvc/qDdH138zlmi2bYZ8wVnubWFpGRRXXIuub/ynUqMxGEhadC6ks+bEqYfxhXQ40Pb+Wyh46nnQua6lUDqbg+y7H0DDPx72mfmLFvMfmxjwmLKqD2ZN/EVbA6Fq0CKp0H8ew8zTUgB4All27Qsd5Th9cmyc6UeMkWXti+4N0Nm6IeNkQshK8loS1Nq6kC4YDRad6xP116I7glGSaSiWzYLW1g29zdOnIunpAIA2Y+zkAjqNJ1CefDYELFnYufsCweAwodzVgo4tiacyHA7Ne5Ro3qOEKI2H2g1tAZcLsyelon5zO1Y/6DKQ7tp+IXKmpLqPMzkMcAQsrH5wJ2o3uBTv7955Ec55YRremrGCcn9Ov6MUTA4DP9+/E3W/udq5//ClsOrsXm+CofoTTUwaOwin6zPjTzFZ02mB3eLpW2etAVql60fVbiHQcsTjqNt5Qg9VqwmAyy7PHCcGk0OHw5r4b7mDYXB4kOSPR/acS8DkCUESTjSu/QS65mp3GfnYqRBmFoGw22DV9oAllIKXnImceZejce2yYew9YGrwdT5OWnQuLC3NsLQ0gXT8MUtHp4MhEICblQM6lwf9of1x7mlgCJvv8qCwrAKcLZtg7fDOPMGUSJF1x91gSqTufZbWZnCzE0vZPxp0fvkpMm641e0IDwBpl16Jrq8/j/oLsTxPBJ4ksM7dgS8SKz+wUWVFUqH/Yzyp93Xs2Ob6fJEA5s93uQJt/t0KqYyO0vEs/OeN2C2vjxgjS31gB1gSOeza6PhIaW3dGC2dCTqN4WWsaKwevy+dzduwsxFmkCDAonMxXXE5jqk2wEnYUCCZDCknHUZ7H2oCyDdEC6WpAWn8QhTLZnmp0EfK0Td3YNztU6PQs5EB4SSx4VnPEuiJda0oW+pRUC9elI3ajW1uAwsADnxZi2m3jg3rPBllSSAJ0j371U9qibeDb6j+RBN/v8k0GnDzRxORWiCAOIUDOsPjkGFUez/4TDrPS0fmWDFerTrT6zhPyITeOnxK+pQI8GDKP/sG9980OgMF596Cjp2r0X3YpRUnK3L5x1R/9TzsJj1odAbKb38Vkvzxse9zKAJcU+Ytd4J0OuHQakBjMMAUS9yilw6NOqGMLMDlh+WVKBlA9v/dB4dGDfPJBtAYDHCyc8CSe7tyaHdth/r3jX4V1Ec65oY69KxcjtSLL3fvE5aWI2nh2VCtH1q2j8FklCcHPGa3OFG3KbH8XC3awLNqPKl3TtYH7vOk+Fq+Qo5rrlTDYnF9b778Wg6ROHYpg0aMkcXg8ZF33T1gCkSwdnf4ZF1vXPZ6WO3pbT1e+db60Vg7obN1Q8xORave169hXfN/wKJzkSsqx1j5XDBoTPSYG3Go5xcoTeEJokbCoZ7V4DHFOCPzRuSIyrG+5a0htTfpH/MBABftuMPv8T+ThAMAnNzWAZPKoyyubfd+gyk5Nxf7lnnrJR1Z3hC2kdV9QoOcKanImpCMlr2ejAGqk975/EL1J9Y8sHoGXl28AwCQNU6Me5Z7ksAWTpFDnMqBrtu1XDhmprclj1QAACAASURBVOdH2Kyz46WztsOk8V22oDPpmPHv89Cw/ChAo2HyM2di883Loa3tBQDM/fRSMNhMNK6qBEkQsGksaNtYB3FhEioemoPGH4/BaXNi8tMLsfuhNVDuacGU5xZh7xMeAd6J/1iAA8+49OKmPLcI8rJ01H1xEPwMMQovKcOqma7w/yUbb4GhTYu6Lw8h/6JSiHJlPv0FAKtWheqvnndvFy29BxmnL3EbWcJ0l+FrN7lkVUjCie5Dm5B62jzfxoaBhicfQsoFl0A80VvnjMZg+BgliUrDPx6BqHwC0i6/2ms/UyqDaMIkn/Kk0wnVujXQbEs80eRoojuwF/ziEgjHe8Q3ZXMXwFRbA3NT4FRu4ZI/UxHw2O4PK+GwDj1xezTRdZoCHhMkcQMe+/xTk9vAAoDvvjXhtX9L8N47sUl5NWKMrNQ557r/5qRGR+06UKTezs6vg9azExbUa/f4CItGcq5A7FX+EPCY2aGLWpThytkfRKWdkQLpCD3FThuU4iJYtE0/dIZ3iodd71cia2IKFr96Ora+cQTppXJoWg04tsJ7WZZKf2JJZ60e5WcroG434+JnxsE8YLaKcBC46YMJ+P2jRkxZmgmC8PTVpLXjzs8nY/UrJyCQspGcy8f6dxrc9bbdtcpdlkanIfm0TLeRBQB7Hl0LfbPaqy9jb5mKHXf/BKfVtbzVV1WG8ffOgvLyrxCKA09vRM8B1+xj0njPw4LOYmDXg/+DpceIzm2NWLTiWr/127ev9Npu27wcxZc94Nkx+DMBwNRNXWYg1pAOB7p/+AbczCywFaGdxskE9b3UHzkIYVkFBCXj/N7zfkwnqtH76y+wdUUn4jzRUS7/Gkyp1GtJVHHNDWh7999REyuVZAoCHuuuTry0UE5bYNcEeoCUOwBwx9+E2LfXjq4up3u7qjJ2gS8jxsiKlTDpXx3S6fmg0hiBP5gjBYfFCSYncvXn4ysbUba0AE27PClSyi/2XfgfHL0yemGW13Zfkw5mtRVdx/twfFUjjq8aHp+3xoMaPDh2PQDg5xc9M3RbljUBAL68zxMU8PoF3jIej03wOE4fXuOdMualRdsDn5QG5C4eizE3TAJb7Jq2Z4u93ywHG1h0FgOKmXluAwsAmlZWYuI/Fvg/Bd37AdxvYAGAvsXzQOg52A5Lj+sN1Wl1QLnbf2SusdN7RsCs6gARQkbAqkk81emWN/0L30bU1usvDam+dtd2aHcF+ZwEoPOLTyI6X/2j1J8RQ7m2/BvvQ+Mnr4d9bYH6l7HkCnSs9s36MBDSbkfbu28GLSMpnQj5lDPQ+El4qzr9iDMCG1nth3sDHhsunBFGOV5/TR9uvFmAufM56O0hcMO1fVAqY+dLOmKMrFPEjpyzizHx0Tl+jayRtlyoaTUgf2Z6xBoptRvbcO6L01C8KBsn1rlmKiZcNRp2i2eq3GkjkFYiR87UNLTsUQI0IGW01KudzNNSIEjmQtsRmynoRGbcHdMx6rJybLn1R1h6jVi08rqQdQi7Ew6T99IjRz5gOX/QxAtHRi1Ee7BxN3i7H35qNvRtHgdyriwVdBYbTK4ADov/MaSNwFQuw8GCiU/geOMqdPWdyhbgD6ZYGrpQHGDxApsDdkviSZwEe5l2WAIvbXZ3E3jpBT1eeoFiyqYhMqKMLJZICtmkmZCWuRJXao7tg/rAjqg5w/8VmfWf85AyMRMrZ38A0kkg9+xiNK89gZlvLgGTyxru7oXN3mU1uPCtWbh943mg0QBltRor7tpGuT7hIPDBmasx9ZYS/D975x0eZZX98c+0zEx6r6QXQigh9CpFVFSsqLg2sLvWtfey6q7oz7qufXV1FUVExEpHaqihJiSQENJ7MimT6TPv748xjUwmk2QmRfg8Dw/Jfe+9703yzsy5557zPRf9YzK6RiMrbvudyuw2z8s7U75n3HWJzH1sLF6hHlRk1fHF1etY/N0FrX1ip4di0psJHu7L/JcmIcKq4eUeoGiVefiz4h7qhVlnQiQREzI1GlOzY8HwW277jlkfLyR/5VHMehMj757GnietRdwLfj7G5FcupPDnbIbfPAFlsKdDc3pF+zHn82vI/eog0QtG4GWzfJRA/KV/pbEoG6O6HqnCA5+4MQCMuuWltl6CBZFY3BoPGpQ626E1nGVwMuKp18n+p/VIOGbJAxR8bvUURd90L6Xff07YJX/B2FBPxZrvGHb1LZT+8CVSj47PXcSViyn/ZTmR196OpjCP6q1r8R6RiiIskprt60EkwmKwBmhHXHEjZT9+jXJYDLryYrueUmV4FLqKEuLveZrqrWtpOLKPEU+9jqakgOJvPiZi4WKKl39inffyGyj75VsCz7kAi07X5ZzdIZjtHCEPwtNlHzueN01d17+HPRnBfP+dlteWnjWyOhF3x+OI3dqyBgImz8Fv3HTKf11OY/ahAVzZ0MUnMZD649Wtx4YSd6thtefpdVyw4vqBXFqv+eE+20ZVwc4KCnZ2PPba+1kOez/rGOiurtay6Z8H2PRP25XcBYtAxlcnyPiqY0pze+Np9JVx/PTQzg4ZOR6BCu5cf4nN/vbWM9Q4+s4OxA+fw4x3L6P+eHWHozx7qIvq0au0pD4yC5FExK5HfqFqr9WbWLW3mDF/m8mkf1xA1oe7HX7TT3/oZ0bdO51xT59Lzqd7KdvaOVC4Yu86QifNxztqRIf2mqx0BLOJoDHnoK+vovroDuIW3EnVwc0YmxvxS0xzbBFnGVLU7tqMqVlN0/FMfEZPQCQW45WYgmAyYmxo22yJxBJqtq3FYtBTf2AXgTPOo3rrWgCqfv8NTtNMVIZH4zV8FI3Zh7tdg7bM6onXFJ7Eza8tcaF212YsRgNNxzP/WIOY2l2bEUxG6g/twTs51eZ8jmDUmpC52zYJxFLxoBMh9Qrr2putrupau277Vj2Ll7gzbryM5d9oWb3KtTp3Q8bIirj8JoqWf4i2tGNMhTI8ipib7j9rZPUSkQhM7VzBAaNCyf8+E6PaQNG6waWLMtTQqDqmGI+5Kr5TLNGfEV2thj1Pre3y+u9Luvbk7X6867T0jdfZTkhpn3UItGYdAtQeKWfrHV0nkQBU7F9Pxf71iGVypEoPzDoNZkPbTrh0R1sQf0jaXOIvuRMAQ1Md+b99anfuswxe2sejtsdYr/rjugmR2H6cqvBHpYCGzAwaMttVx7AhSp333ssAJNzzNDU7NlB/eK/NOUVSKd7JqTRkZiCSykDUtob2a2u9VUsSg6VvRlB9aTPuXWTlhaT4DbpKGuFjus6aLc7oOl7ykYcaWiUdIoZJ2LI9iOgYCY8/0sCq77WYnHwyOmSMLPeoeEpXd1b/1ZYVoSlyXhrrmUZDfh0+8W1HKKFTo5D7KtHXa/FN6lo35SzdIMDVH82mIL2C+hI1HgEKki+Mspt2fJaBxWLUYzDaV7TO/mYpXsOSkHn6Unds95Aux9OfCIIFhZsPk5JvwU3micVi5FjhLzbjtGRSJdEhUwn2HY5S7odGr2JfzmeYzG1/m4nDl+DnFUNZzSEyC1Z3Gj8r9REyT62ioq7rWn/6mkoQiXDztS9xIVgsNOVmI5JKkSjd27WbCZqzgIo13yGWK5B6eHVyArRH6uWDqakBk6YZxG3xRG7+QUgUSsw6q0dFLJVhUFkDzT1ikzDYEeIWLBYCps6l/Ndv8RkzAcHUe5mFhmJ1l4ZLQJz3oDOy7FFf2P1RYEiImCuuVBIdI2FXuoFXXvPh1ts9uHWJipIS58lVDBkjS6Lo2jXorHI7ZyIVOwsJTG1L+ZZ5yZn98ZU0FaoIHOscqYwzkRW3b2HcDYmEjQogdkYougYDW986zJGVZzcEQxmL0UDDqbMB3D1F4ebNyJhLkYjdEAQzUomCMXFX4akMJq90c4e+00fdi5vUGm9jsZjwUoYwJeVOMk58iVZv9eQUV+/DzyuGUP+RnYysUP9RiEUSqlT2j90r1q5k+KOvYKirblPF76rvmu9I+tuLGOrrOniMjPW1xN76EILZTM329XaNrNhbHkQsV9BwZB8N7bxY2uJ8Eu59FovRQO47L2DWaRl29S0gQN3u3zsJtJ6OROlB0t9epGrzL/iOnWK3rz1UxV1r9IWk+A1YhnRvqMiyH6c9fYYbX3zpj04ncP7cGnJzTcQnSHn/I19efsWbJTeq7I7vCaLBoJciEom6XUTYRdfQnH+cxpyO59neI8YScflNQ1LiQe4uYfhkXwIiFAREyAmNc8fDV0ZAhByJTIzcXYJEKkKvMWM2WjAZBWpKdDTXG6k4qaG2VE/OLhW1ZXpMdjRDeoJILCJ8dhxuXnLKtp5CX2//vHralaHc9M8ku316y0/vFPDbB4OjkvpQxy9Mjl+InJjRXnj4yQiLd8fDR4rcXYJPkBtu7hLc5GLEUhEikfVzxGy0YDELGA0W1CoTRp2Z+koDmiYTNcXW57D4mJqGGgM1xb0PuD1L/zHyodfJevOR7js6kXnjnwEgPesDNLraDu1ikZT1+19obRsRfTH+XrHsyvoQi9Bm+Jw3/jlEInGHvgkRc4gLm9WhDeD8CdbvT28/i328Q925fe2CLq9/dtkaVA54iNrz8KFrbLYbtSb+NdXxMmWnkzA7gsvent7ldXvJRR/9x5f/fa5h547OiQez58h5+10fxo5qE5AWBKFPMR5DxpNVs3MjCXc/jVfOEeoP7QJE+KVNxWv4aEya/lXJ7gtp5wcyLNmTKZcF4x+usKe314rCQwJY3cs+QdZdzZg5bW5dwQIH1ldTkt3M9hXlqFW9Lx4qWARKN590uL/JOLiCIc9iDeFInRtAcLSSkef4ExylxC9M3v3AdoglIJVZnzkl4B1gfe6iR9nur1YZqSnRUVuiIztdRflJDScPDC0Ps1gmR+bujVgmoysFWm3N4CotMlSorj/RwcAC0Ojq8FS21ekUicSE+Y8hr3RTBwMLoKG5BF/PqA5txdUZxIbOxNczinp10Wn9z/6dekpjhYbGsuYu9bJGXxnHtre6D9rvD9KuS+y+UxfceVvXwqr79xm44lLnqhUMGSPL2FBHzv89gXfKWAKmWEtZ1B/eQ+nqLxEsg0vuv4XQeHdu+kcSsWO828cuOh2RGMbPD2L8/CAuezCmtd1iFjixt4EvnjyOqsI11dObal1TDf4s3TPl8hASxnkzbWFoh5qDA4GnnwxPPxkxo70Yf6HtivcHN9SQu6+B3P0NFB8bPBujqLl/wT95YvcdgUPvDz2P+ekk3fYMUqUHmooiCr6z6uBFXnwDHlFJqI7upip9LYLF0sHr5TdyIqqsfda+C25CXXicsDlXUJOxhaqdXSc5tFBV3/nozmBUQzsjy98rFqlETnLURSRHXdTtnHpDIwdyv2JC0k1sPfIGRpMWf69YzBYjGSc6x++epXs2LT3IFf+aYfPaxMXDB4WRtXjlBQQm+HR5vfyo/dixKxYqGTlSysKrlfj6ilm3VsfRI0bee7cZtVpArXZunOWQMbLc/IMw1FVbz7OP7Bvo5dhlzg0RTL0ihKiRjmn5uAqxRETyVF9e2TKZvIwG3r0tE73WuQaprnlwGrh/VgIjFVzxUCwJE3xavZpDhbTzAkk7z5pMseenKjK31rHv16puRrmeFgNL31CNrrYco8b1Hri39k1D6eWat19tk4nHZ+7GoLPtZc7/+m0sRgORl7SJxJp1Gk588hLRC+8kaMp5VKWvszkWwDMqEUNDHTkfPN8hENwego1su9NpKWdlNGlxVKOjtjEfsVhKeEAqhZW7CQ9IpVJ1rEOQvLP4MOccp8/ZQsbaaj75W7bL5neUgp32yxQFJflSfWJgS+zYM7AAsn/tOi4O4IfvtfzwPbz8YhNp42R88LEfF8xX8N67Z3jtQr+xU/EZPQGJu9VwMeu01B/aha68GG1FMcb6gRMkFUtEjJsfyG1vjOi+8wCRMN6Hdw5az7CP7VSx4dMSstP7HtxXW3o2FsdV+IcruOHFRJIm+SB1G/olj9oz+dJgJl8azK1vJANwaGMtO74rJ3PrwLyOVScyKNzYfY1EZ/HqokO88FvnosfOQOkl5cEvUnl10UGb11vCKxqPW2Vv3MNjKNtkjY8p27iSxCWPdTay2rniTZomKrf/AlgzMp1FbeMpzBYDOUW/UV531OFxZouR4ZHz0RkaCQ8c65JYLFdumFUVev7z0MAbWGA9/bCYhS494zetOJ+SjGq+vbX/i3InzIngkten2e2z/4vjHFyeZ7/PwWD27zfwv881HDpkZMoE1270hoyRVbn5Jyo3/4TU0xufUROQB4fhN256qzjpQAW+i0Tw/C8TCIlVdt95kJAy3Y+U6X4UH1PzjyttC246iqZx4FPYUz64nWN//cTmtRH/vg1lXDDmZj2Hr36jn1fWO4KilNz2ZjLRo7wGein9xth5AYydF8DP/ypgy9flNNf37zG0uszxOERnUJGv4fieeoZPdk1JldhUx58dY1M9ErkCs16HzMsXk+aP4OZ2OlJST29nL7ETgmCmvPYIsWEzqKzPwWJx7BmoqDtKROA4Qvxct8mdcnmIy+bevbrSlqzWgJH9ayEjL43p8vqw8UG4+8vR1LkmBKUrLn1jWrc6gwe+7l7b0dtHRGyslPh4KfX1AseyXPteM2SMLABF6DCUETH4pk7GzT8IwWJBV1mKtsy+e9AVBA5T8PLGSf1+X2cSmeLJhznnIAjw2PRdNNX1/GFzVlajq8i+9z9E3n0B/nO6iNgeBCg8Jfz1vZEkTfR1aezeUOCS+2O45P4YALYtL+fX9wtpqHKsLE9fkLj1/ybpnVuO8n7WTJfN76YQd3lk2B5jUz3DLroez5jhqI7u5fjHLwKQv+I9Uu5fikFVTd3h9G5mcQ7HCn9hxuj7mTfuaZvXbXmpsgp+wlMZTKj/aKobnC+gPGZOAHNvjHD6vC38+HaBy+buDWuf24u6Ssvk27o2Wv+6+TIAPrv0N1RFrouvlCkk3LH+EhTe3YdGNFVqaarsXr09Ka4SgGHDJMTFS9m1L4jQUAmxkRXdjOwdQ8bIir7xPtyHxQLQmHOY+kO7UR3Yabf+kyuQSEVceFcUF9we2a/3dSUiEbywZiI/vJ7Pju9c86C5ksEgQ9IbEib4MP2qUMbPD8JNcYZbVzY459owpl4ewsNT0h0yFvqC//AJVB3q3yMQi71acU5gwsXBpH/f8fXcXr6hJZAdoOS3zkel2vJCjv3riU7tuZ+/5sRVdiY96wOGBaYR7DcCP88ojCYtlapsKlXHuhxTXLUPn9hhlFb3zTNvC1d6sQYruz7OsmtktXDz6gs5ubWMnx9Jd+rz7BvpScqCGFKvjnfIwALYvNSxv/2L//BmxAgpEya6UV1tYdmXGo4cdp03a8joZAXPvhi/CTMRy9zQ11SgLS2kbu8W9DVV9Ef1SpEYzrt5GFc+Gufyew0k2iYTX7+Q16OAZFcFhLbXyUp67QbUR4vR5FcSsnAyxe+tRXPSuiNJXfEQRpWasi+2EnB+KlU/7KXpcEHrPC2erPbHhVIvJcnv3kL5su2YmnTEP7uQvOe+pTHDtWKhMWO8ePjLVGTys0ZVT3l4cjrNDc4/npbI3Ym7+DbcPH1R5R6guaIQfUONzb66OvuBwT3lrndTGHue6yorvHx5BiU5rgnoHUxMHH4zDc0lnCjZ4PS5XRnwvmNFOV89l+uy+fvCqMtiueDvjmXdtsfQbKL2ZAMlB2uYuHi4zT4mvZnv796GZ5ASd385EWmBBMT7EBDXu2PpdyZ/j0nvmiSsM0Ynq2rLr1RvW4M8JIKAyXPwiEnCN3UyFr0ObWkBRd9+7NL73/vRKEbO9O++4xBH6SXl1jeSObK51umZiH3hxGNftX6tOVGG74zkViNL4qkg5/7P0FfUU7/rBImvXNfByLJF8BWTkAV4UbvhCADaohrCb5rlMiNLIhXx2PKxZ1SclbN57ucJfPHkcY7tdJ4aM0DytY8i87BmLAWnzbXb19kSDlu/KXepkTVzURjf/N1+IPBQx88rBj+vaDILfhjopfSYnd9XDvQSuiTzx1MEJvgw/saeiU27eUgJGxNAmJ3aglK5hEWfzunrEgFortG5zMByBkNqOy1YLOjKiyld/T/y3n+Jsp+/RlN0Evfo3guTOULUSM8zwsBqz6PfjCUgwnax0IHGUN2I1KsthsZY24S+4o+0YkHAPT602zm8x8WhPdXmrWvOKsY9IQyxm/P3HRfcHsk/Nk06a2D1EZ9gN+77ZLRDAr49ocXAGghydqmoLOg+jqS3TL7kz3nUJRK11P4TMSZuIQBavfOlBYKiXBerV3FSw6nDg1uwd+tbhzn6w+Atp6NvMvL93dsGehl2GTKerJglf0MZZlX8teh16CpLUB3cReXmnzCs/Mxl9/0g+xynv6kPBYYle/CPTZP439MnOsV1DARpPz9BxfKd1Kw5iEV32vl5pz+QA8fHf2SpeI2JBkC1LRvVtmwEi3OOnm98OYnJl4UglZ2BD48LEYmtr8mCI00svca2REFPGUiBUUGAV685yKvbpiBzQVyewlPSfadeEjxiBoFJk1B4B2ForqfmxB4qMrcAkDjvNjxDY9HUllF2cC1NFSfxDIlFKvcgZsYijJoGtPUV+A5L4cCyp0EQcHP3IWLCxfjHpKJRlVN2cC0NJbbrD46Iuohgv2RkEiXF1fvIK3VNPN0Dn452ybwAb950xGVzOwvBIrD+7/tQV2qYeufIrgohDAj/u2b9gGt2OcKQMbLk/sHU7dmCtqKExmMHcXUcllgiYtEz8WekgdWem/6RhKevlPWflgzoOtRZxZQv2w6Ae0JHT5XM3xNFZAC64lpEYhGavO6NwsYD+QRdNI6mI87PTB0zJ4DpV3XvTTtL74kZ44VviJz6yv5NI28haOYFPepfvb1rcU9No4l9v1Ux7UrXPDORKZ4uUdiPmnI5Nbn7KDu4Ho+gKAzNDQAo/cKQKtwp2vU9vtFjSLrgLjK+eBSAgPhxFKavJGb61TSW5VJyYA1eofE0leeRfPF9CBYzJ7d8iX9cGonzbmP/57brLB4r/JljhT87/WdqT8IEHwIjXefNb6ztOmkrIWwO+RXbsAjWYzC5zJMAr3jK6gZGcT39wywqsuq44l3XZcP2hJrchiFhYMEQCnzvT8QSkUtTq4cqdyXbdsv2R+B73DML8UqNRltQTclHG/CdNpyy/20FIHzJbLQF1cQ8dAn6ChXH7vgIgODLJzHsjnkd5tSXq8i61VpKROrtzoh/34rUz4OmI4VUrdrjtJgsVwbLnqWN0uPNvHHj4X7XawuY3BZPYjEb8YxLRurpjaY4H1NTIxIPDwImz6H+yF5qd23GUNt9Iomrnhlds5nHZ+5Gr3Fe3EpY6jxqT2ZgUHeOjxt34ysc+PLJ1u9DRp5DfVEWMndvjJpG9E21RE2+nKI9q63XR82mMnMLKZc+yLGf3modFz11IcV7f8RiHhgtPleq8jfWGHhsxu4ur58/9jk2HVmK2WI1xNzlAUwbficbj/zTJetxGBGMvjyW85/veUC8M2iq1PLxBa41rk/njAl87y/EElGrCvVZOnLlI7Gser3z+bw9hWBnkf/y9x2+b++tKvt8CwCqLVkd+lSt3kvV6r1dzmlq1HD0pnedt8j2cxssfzqV9sFIxHAP7vp3Sr8cvXiExdJcbn3+a/e0HU95xA7H8/wryP7nwx366yvLCL/kOhozMxwyslyFwkPCxAXB7FjhvMxIqdwDo6ahU7tIIkUs7Zhyb9KpkSqsRYcFi9Vgar+rbnnncA8YxoSbOwoGlx1aj0Xb5LR19wRXGVhgFSC1hUQsI8ArHoAgn0Qsf9TljfBPpVlvO+O1XxHg6A+n8I/1JvXqeGTK/jMhdvz7KBlfOl8HzdWc/RRox+UPxfJ+1kzGz7dd4PZM5/zbIm3utktP/PlTxHvKS5dlMAicxGcESZN8mXFNmMvvk3DZ3Tbbh111M41ZnePDGjIzaMw+zLCrb3Vo/o3/dd2R/A0vOjc5SFV4lNDR53ZqF8wmVAVHOhhaQcnTaa4u6nZOs0HLoa+fY/9/H279ZxwgA8srQOayuU8ebLS5WQVriaCqhhzMFgO1TfnUNOVR05THwVPfsuu4azPoe8LWNw/zr6mreHviSn5+1LkaWa0IUH6klncmf88bY1ew5z/ZgzqLsCvOerLaMf+OP4/AqCsZPdufo1vaasw11fZvCZTe4usVhUzqzsi4y9md+SGJkfOwCGaOnVyNWCIjKmQywf4peCqD0ehq2XX0fQDmTXqeE0XrKarYBYCfdwwTRtzMoRNfU606bvNelae0HNlcS+q5Xacxn8V5XPNUPHkZDVSc1LhkfpFEikjcRRC5xYLM37YMg8zXHyyOCaluW17OuUuGDYk4UHVlPskX3o2buzcNpTkofEMQicSUH95I6YE1DJ//V6qyt+MbPQbPoGiH5jTpNQy/6G6K9/6ETOGBR2BU65FifzNpQbDL5nYkkahJW4HFYsJiGfiyZfYwGy2c2FBC4e7VRE8JIXpqKGOu7JuWpFFrYssbh8nfWoa62nWZt/3F2ZgsrGm6T65Mw937rM3pKPWVep6YtQewHiOef5vzDdT2MVnOwNcrCpFIjKqxgDkTnmRLxqvMHv8EecUbKa7seKyocPMhxD+Fwopd+HvHMX7EYjbseR6AuROeprhyD7nFG7u956PfjCU+zfV1385ipau4wRZEYgkIAkIPi8XJfQIYcf3TNjMRFSERRN90H+ZmNc1FeZiaGpF6euGbOhnBZKTgf++iq3DMSzV2XgB3/Xtkj9bmKMuey2W7E48M/6yEJ7jz3C+uKd4N3T+jPUXpF4pWNfAZ4PZQeLvhHiBH6iZBIpdg0pkx6c0012gxNHdtSEqUbpi1va/qEnnjdIq/3Nnr8XA2Jssp/PX9kWcNrB7iGyJHLBFhMQs01PRvaaO+oNM3tP4vCBbMZj1icee/74GDxwAAIABJREFUvc7QgEzqDkBdYz7N2urWaxKJm8PlO9b/p5i/vueaD82zdCYkRmlXdyr+kjuxGPXk//Zpa9vo27oPJhbZcS/pKkspWvYBMUsewNe3rZ6pvqaS8t++ddjAAjjye133nXrJzGvDnGZkjXzwdbLesp3511e84lIIm305Ug8vjv37Kbo6d/eITCD83IU0nsyicvsvre2JSx5H5u1nsySQI0y5YuAzg6ODptCgKaO+2brJDPZJRi7zpLhm/wCvrHfoGg3oGnv+OeEzNoq6XUNbTPesZYF15zLYaG4wkZOuQlWhp/KUFl2zGZPBgtFgQSoTIXeXoPSSEjBMgW+wG7FjvPEPl7s8AL09lz4Qw+o3T9FUMzSOCwGEP1KizZb2axYBIiKCxxHiPxJfr0jEIikFZTtaexRX7kPu5oXe0ISqsQCNzrEPwyOba524eufRWGugodJAfZWBkhw1Bq2F5gYjRp2F5kYTgkXA3VuKTC5G6iYmKEqJb7Ab0aO88Al2G7Rlga59LoF3bjna5XX30JhObRK3vqfpa8sKOfXft1CGRyH18MLUrEaVsaP7gafhynqGUSmeRI30pCjLdQV9nUHY3Cup3rMR1dGus+8AmovzyP38VUJmLujQnvv5qwyb/5de33/SAtfF5FYVOnb8FRU0meOlbbIfZouBmOBpQ9bI6ikyHyXDn70c97hgBKPV07Vv0XsAjHn3RpSRAdTuPMHJt9YhmMzIfJTEPzgfn7RodKUqDt/9RYf5RFIxSU9cwomlPyP1kNvt62zOaCMrJEbJUz+MG9A1NNYaOLyxlgPrashOd265kKgUT0ZM9+Oyv8W4xPiaf0fknyaObdqYezEY1ezP/i8A3h7hBPu1FUgtrtzD9NT7Ka0+wIHjX3U1TScEARqqDfgEOVbk1FnkH2rk1KEm0n+ooPKUFpPBNQWWRSJrht/Cx+JIGO8z4MbXiGl+PLN6PC9fnmHz+pGPHrPZfuzLlzA0df36c/P2J+WGZ+zeW1dejK682PHFdkHG2mqXJd88/GUqD4zr2/FJC0m3PoNU6UHu50sxqq0e4siLbsAjKgnV0d1U7VqLYLEw8sHXMTU1IHaTk/PxCwgm64dm+Lyr8I4bRcOJQ1Rs/wXBYib+Lw/g5u1P6IyLCZl+ITkfWo/oFYFh6GrK8Rs5Ef8x0zj5zTsOr9MzJplh51/L8U9eRBAsyLz8EMwmTBrbQfW+IfI+/mZsYzELvHGjYzpXUokbJrOu9XuzxYhMYlt9PmraQk5u/oKYc/6CQa2iaOdKFD7BSNwUGJobSL7kPo5++zIikRiPkBjUFfmEjpmLZ0gMeRs+I3rmNUhkCgp3fkfCvFs4/qvVmBl+8T2c3PwFFqOBYZMvpWjnyr7/EhzE2KAl85FvCLtsHOU/djw1OHLflwAkPnoxkddPpeiLHQTMHI57XDB7F76LYGoLjrcYTAx/7nJMjVqOv/wjQJd9XcUZbWTd+uYI5ErXKSLbw2IWyNqu4oN7sly2ey06pqbomJqdKytIOy+Q652cYfRnQq2pIMA3kdCAUUjEbkSFTukU1O6uCCAiaHwHD5cj/P5lKZc/FOvM5dokY001+YcarQbW4b5lZUmkcsym7oU+BQFKcpp555ajKDwlTLwoeMCfs2HJHj0eY9LZz5C1GLr/XQTNuhBF6DC0pYXU7FiPRKFELFdiUjcgmB1/M9/6dbnLjCy5u/Pe7/K/eRuLwUDo7Mso2/gdAGadhhP/eYnohXcSNPk8qnatQyQSk/vFa4ilMoImzKVq93oAJAoPTvz3FaKvvJ2gyfOoSl/Lya/fZtRDb5L/7bvo65wje6EuOI7FZMAzNpmm/GP4jhhH9d5NNvs68/dzOsd2qGiocuzIrK6pgLiQmdSpCwCIDZmBqtm2cHLF0d8xadXUFx4lIMEaS6ZraPvdNVWcBEAQLPjHp6GuyMc/Po2yg9a/Q0DCRI798DpmvZbq47s7zQvWuK/BwoiXFuIW5IU80IuKXw4BUPHLIUxNOiZ8/VfKVu2ndLn15wi7bDwSdzeKv2rbWHTV11WcsUZWaLw7USme/X7fvT9X8cObp1CV959StVplZPuK8tZ4jAvviuLcxRF4+rkuTXkwUt/UFkS/N+sTALYdfMNmX1sxV7UNJ3GT9fwDfO3HxXj6yZh387Aej7WFIEDxMTXfLT1J/sFGzCbHjPTQyInEj7gEi8XEro0vAjDzwlfYvsYqHJk27R4Opr9H6pQ78fAKa9XoKS3YTvHJLUgkbkyc9SiIROz9fWmnzCed2tzhObvuhUSmXxWKRNr/6XIjpvk57BnWVBZiMdr/8DPpmrGYbPfxiEkk6rq7UGWko87NQhlhzaazGA0k3PMsmpJTFH/7icNrP7G3nuUv5XHtswkOj+kJ0aO8KMzsuzSCSfPHB3BQOADu4TGUbV4FQNnGlSQufoyqXdYjL4tRj8Woxz91OlW71yPz8sMrdgTJd/0dALlvEFXpa7u/qag3nlKBk1+/RdKtz3Lq23cJSJvZpZF19weui5/84J6s7jv9weGC75DLvEiLuxaA7JLf0Bk665IBGJqsoQuC2dyaAZu2+BUKd66kLi8DsaTtfd49IBKfyBE0lZ+kvqDtWL1Fv6wuL6PTvEDXmbUuRl/ThNRTgUlt9epJPeWULEunKaecSaseaO3nkxZNY1YJB2/5hJRXrmk1nCrXHKb4y534pEbhHhOIpqCmy76u4ow0skQia225/qb0eDOfPWq7Fld/subDIrYsK+PCOyNdkhX4Z8XfJ47s/J96NXbTF6V9NrIsZoHcfQ18+nCO3ZIctggOTyMm8Xx2bngeN7n9QtWHd39EePQ0ygrTO7THp1zKvq3/h0gsISphLgUn1tud5+sXcln3STH/2DTJbj9XcO7iCIeNrBPfO3b0ZO7CmxUwZQ6CxULFOqtgbouRJZjN6KsrkAf23Auw+8dKlxlZMxeFOcXIOh1jUz0SuQKzXofMy9fmcZxJYy2IbGpuJO/L/8NQ72DMothqXEk9epepa9Zpacw7gs/wNFRZ+2z28QuTkzTRt1fzO7QGBzdDLeiNTRzMX96re4mlMvQN1XgEReEd0fZZV5u7F9+YMVQf29GhLWLCAvI3/w+5lx/6JtclX/QU1e6TTFp5H2a9kf3Xvo9JrSf571eCAGUr9yJ2s5owXikRJD5+MSKRiNodnQVLGw4XMf7LOzly75fd9nU2Z6SR9X/pU/vVi9Ne7mCwoG0yser1U6x6/RQzrglzuljhn4nZ459ALJKw89DbaPW9q5elqui551IQYNlzJzi4oZbm+r4lF8QknU9u1moQBAy6xh6Plyt9CY2cSFB4KgBmk75bIwugtlTHXcnb8Al249VtU3p8394yapY/C+6N5pd/O682Zdbnz9tsd49OQH3CtpfCYtAhUfZcKFWndl2syIyrQynKamLbcufKORib6hl24fV4xgxHlbmX45+82HotcckTSN09yfn4BQAEixn/0VPxHj4WwWymevd66rNtx9EBDLvgL7j5BlKx9cfWtsiLbkAZEonU0xvvhNHk/vcVAJJufhKplw+JYTFoSvMpXf8tAKXrlhN7zT2cWvGezXs88Ono3jnKHKDgaM+MWpFIREzwdBLD5rIt6238vWIwW4xU1md36tsi31Cbu4/aXKsBmfFpW+bnoS/bYgmrsztunAAKd3zX+nV7A6u9LETOT47HwDkTwWxhzxUd790SAN+ekmXplCzr/LO1l2/IuPEju31dxRlpZPWngZWX0cCH9x7rt/v1hh0rypl7YzjhiT0/CjsT2JKx1CnzZG6rY9Q5/g71/fW9QtJXVVJbquu+swPo9Y0olH6d2rvWi+q46zbomhAECzvXPdur+zdUGdi5sqJfC2dPvSLEqUZWVxjr65CHhHdqF0llyEMi0Ff3TsMo/1AjcWNdo7E2c1FYn4ys9vIN7YPQS9Yss9k/9/POr6GK7b9Q0U56oYXMNztrkeV9+Xrr13VHrKLAxb/ZTkA58YexZQtVpu3NbswYL0LjXJdl7ogAaXuig6YSHTS59XuLYCE2eLpNI+ssg5tBLUZ6wYPDmXVbHId/LesglbLi8d5XIr/r3yMZO69/VLh3fFfBV88OnVpLIjF8cGzwFDZ2thjpYODJlWlEj+p8XFecrWbHigq2flPmojuLiIiZRszw+ZhNenZvehkAL98oxky+HW1zDYLFxMF06y5RJBIz9bznsZiNFJxYR0XxPsQSGRPOeRiZmwe5mauoKu1cSsYRZl8f7rKjsNNxtvCjLcRyBbFL/gYiEZqikyjCItGWFuI3bhq68mIK/vcuQi+KHEvdxCzdOtllm8KdKyv48hnXvz+NeuhNm4ZTf+GdOIZhF/wFo7rBprEH8Pou151u7P25qsdhIvNSnyY95wNmjLiXbVlvI5XImZJ0+8AXiD4D6asY6aA2sh7bMJtjmyr5ZalzrPfIFE+eXtU/kg07vqtg2XMnhlz9ukvuj+Hiu6MGehnAn9PIGn9hELe/1SYNYTELHN5Uy0f3D25vp7OxVQPTFThiZIlEYocU4P2HT6TuuO14HqmnN4n3v9ChrelEJuW/Lses7X2pH1dVUwDQa808kOYcOYehjiufx7eWHOH47p6FGUxL/iunKrczOvpKtmW9TXjAWIK8EtiT+5mLVtl3xFIxEqkIqVzCQNeG0tY7L7HsT6347hkoJ3eX8yqPX3p/jNPmssfBDTUse37oGVgAP/+rAASBi+9xrN7YWXrGwfVtz/O6T4rZ8nVZv2aaDhbSV1Uw7UrXHx0GRSmpLrIvABk173qKNi6za2hFTL+MoNRZXRpZJnUj+R+/ikdMEjIfP4xN9dTt7bsXbdvycpcZWQMlX3OmcWJPz+M48yu3kxJpFVkN908lPmQWh071LgjeqYjAL8qLhNnh+ER4EjrKD4WPHK9Q934Vwu6ON8auGOgltDKojazlDx/iyhdH88qszU6Zb/Rsx+Jh+kJ9pZ6P7rPvlbjwPCXXLvRg8V3OMyCdyc/vFhI9yotRs1z/+zrTsJiFfjnCGuz876kTbPysxKU14gCufjKO9/9qP3XeLzENv8Q0Dn3wcKcSLnKfIOIuvhW5bzDaWvtHufqaSvQ1lXb7BE+fj0/SWHL/uxT3sGg05fZjxmpKnBOT1xWxqV591lQb6sz6S+d4OmchWLqsCmSXClUmFapMAESIyK/c7uSVOYbcU8bIy2KY82jagNz/z8CgNrJSzg1BJBbx/N7zUNfoadlovrmg5x9SITG21XKdidkk8Mnf/hyBiZ89msNT348jMLLvJUdcQfiY8/CJGI7CJxixRIbJoKX6+C7KjmwY0HVNXNxZd2vfFw87PN7Nw4+kebdTcWwLNbl7ux8whCnL6/0xmqMkjPdBJLL/QafKPYBf4jii5iyiaPO3tA/6T7rqb0jkShpOHaVwo+2g7hb8JsxAIldgLdPUkZqd1ufSY1gC1butX3elOH46taU6AiJc8zqceU3YGW9kTbk82GVz5+zuexUPgYE5Eplw03Am3zoChU//Vqv4szGojayVTx9xyjyefjKeWT3eKXPZ477UHQ6rt1tcU+XEaWgaTTxz3t5+i53pCSMuug/PoBhMOjV1BYcxNNcjlbujVw98ncADXz+NVOFBaMosgpOn93h8QGwaSt8QQlNm/emNLIB3bjnKA5+Ndtn87t5Spl4RSvqqrrO7Cjd8ReHGZYz96xv4J0+i9tguRCIx/iMmYzEZKdzwJarcroP8Q869DP/Js6g/uAtjowrBzou7cNUnWIzW42Gz3jEv1dKrD/LK1ilIZc4/jpm2MJSiY2q2LHNVwsXg5tIHYohNdU0GZ3ODiffuclyAFMBd7o9GX8f5Y59j05GlmC09L6rcVwITfLjqw1l4BA7ODfZQY1AbWS1I5WIUnjLUtb2LXZm5KAyZwrU11UwGS4/K4+j1AinJMjasDkEmE3H0mIFzL2k7ajhvjoIl13ly/e0djxTVZVG89FoDr75tVf+NjZFy/x3eXHeNB2aTwI9rtKxY1czv251zzFBwpImYMfbFK/sTuVcAnkExWEwGsn5+E4PGtgryQGE26jAbdWgbelcSpPbUAQLiJ1B6yAH16z8B2ekqstNVjJjWWV7CWcSmetk1sgAQBGqP7SYgZQoBKVNbm/NW/xtNlf16hF7Jo7EY9JSv+c5uP4CI+ddSlb4WwWwidOYCin7uvjhtU52RA+uqmbTANR6XmdeEOWxkBYwMZvqLc1AGuaOt1tBcoWbv0h00FXd+HfrE+THr9fNxD3KnLqeGgnUnObHSdiiFrb55q3OwmDoarIu2LmHFnC+Y+Ph0wiYPQxngTvXRSvJWZVO4Mb/HP/vkS13nxdr3S1WPa4Z6K8PQ6AdWDPSsgeVcBrWRlTQziMXvj2fvd8VMXhTFUyPXsODJFH55xfFMrBHTrAWSXUlNsY6/L+hZdfQbFnnQ2GQhIrkEgFkzFFTmRZIyqZTaOsdfmEfTw3nwqTpCEqwvzDEj3aiucZ6Q4dJrDnL9i4nMvKbngoquwCvYWgOwOnfPoDOwnIGhuZ7MH18b6GX0K+/cctSlHtOJC4L5+oXcbmNjiresoHjLCsImX0TI+HlU7F3brYEFIJa5oc53LEW/+OcvWkuUOGJgtfDZIzlEJHoQMdz5WnaOzrlo6xIkcimrLlqGrk6Le5AHQWmhiGwEPF+36zYQwepLvkFT3UzY5AgmPDqdmPkJbLzrlw7GU1d9JzwyjeUzPuvQVyKXsmjrzWx7bAP7XktHsFiY98ECpr88l9pj1ajLenb06apj2OJsNctfyuvxOL1JTUzwNAASwmZjETq+l+eW2S4H1BUxF95MXfYeGgsc+8xMOm/YWQPLybjWvdNHzrsvkaPrKvjxxTaXa8nRnmVqzLjG9RlMq986hVHfsx1LU5OFZ15q+1m27tDh4S7iikt6LojXvtrHkSwD5ZXOVYv+8a0CdM2ur1buCGKZHLAqRp/lLI6g8JDgH+74B0f5nt8QLBZCxs9zqH9zQR7ukXEOzy9YzL16fl2noQZKr+732xK5tY+uzpqtqalupnD9SRoLTntPFln/FazNQ1NtLbxdvqeUzff+RuCoYGIvSnSor0lr6ti3FYGyXcUIZgsIkP7s71iMZsKn9SwL05WnG+nf20+A6AqVupCCqnRMZj155VvILdvU4V9P0VQWETblYsKmXIzct/ui4xOXJPdm2Wexw6D2ZPlFuLP7m446STJFz9KOXVXNvj37f6vu8ZjN23QYjJ231vPPVfKfL9QOz3PlDdX830t+vPeGP4czDcy5uNLmvH1BrTLy9Nw9vLFnmlPndZTwMecRkTa/Q1voyNmEjpzdoc1WgLlIJGbCja/Z1G1RVxeS/du/bN7T3rhD3/0do6bnpWnscXrAfF3BIU5u/bLL/sHJM4iefAWZP73OyAUP2ijgKlByYA3lRzu/MSv9whh16SOd2ttj1DZxaMULji6/z2xZVsbs612X5TXqHH+2flPG2Lvf7MEocaf+h97vLKqpzs8GsYjkJ15HV1mCqaHzRrBk1ec9XHFnti0v57oXXFP+6pFlqbx0addlbQCOfXmElBvHsODbq8lbnU3ON5k2+w2/eiQmrZH0v2/p0N5cYX1fm/jYdPJ/zUUwW+z2zXgznYmPz2jt28Kh9zueGmiqm6k6VIl3dM/qDt71bkqP+veE378q7dP4zUdfdco6qg5sourAJoJSzyFy7rWIxGJkHj4c++LFTn0nLh5O6MjuM8rNBgvpH2ZSkaWiaG/l6cUhznIag9rIOrG9mtl3xJPxg/VIzd1XxrQbY9i3snsXfn9RfMxxg6g9XWm19TTdd/1mLRu3aPnmsyAumKtk96ZQFt5UzamCnitM26O5wbnz9YTaUwfR1FnftLzDEglJOQdV0VGHAsPjzrkBRCLMRj31xZloVRXIvQIISpqCZ1A0EjclZkNnHaX248qPbgJBIHTkLKQKT0bMv5esX96yOa63HPj6aaRyd/xj0xg27iKHx4WPPheRWEJzbTF1BYeRKTzxixqN3CuAYeMu6mRkSWQKks69DYCa3L1U5+1FLJHiH5tGUKK1jEfGsiexmPo34PbI77UuNbIChlk9Weqyk06fO3zBX1q/VoZFQVhnMV+/0VPQlJ7i9E8kfV3vYvecTUSSB3Fjvck/1PXm4dD7e1GXNTLp8RmMe2AKwePCOL48k8qMjuV55H4KdHW6Lj98xVIxcm85OpXWbl9trbZD3xbaf92BHuQFeAe6uTQOcLDgHZ2Cf8okzHodpdt/QFtdgm+ibUHusNTAbudL/zCLg9/komtw7vvDGNFU/AjCjIkiIY8irJUIokgkUTQaLRrSBWuc6lTR+VRSQr5gPQKNE6W0fj1PdBU7hN+YIjoPESJ+F1a33mOa6AIUeFBPDceFgzTT1DqfEk9OClkUccLp2ZyD2sha8cRhlD4y7v52GqpSLTOWxPLxTbsdHn/u4ggXrs6aWv3Pqw70auy5s5W4K0VotB3/oOs2Wd9AGpsEIoc59uexWGDREqs3rTIvkv1bwgiIcb4hemBdDeMu6P6F6Gz0TTXom6wJAFKFxx9ttdSX2I8zGLvo78gUnhz45plOBlHJgV9JveoZ0q59kSPf/wNDc32348ozNyOVu5N27Us2x/WFloD5FmPSUfxj0zp58Ir3/8yEm/4PkUiMWCLDYm4rLp0073bcPHw5/P3LGNRt6eWN5bmtRlZ/G1gAx3aoyNxa5zJttoTx1gyyvNW2iwP3hex/OlgypjstCQf4z8PZ3PbGiO479oIHPx/DfWN3dN1BgLwfcsj7wRp/NuHhqcx99yLyVuew77U25XhtjRaFv9Jq9Nj4cS0mC/pGfbd9lYHuHfq2LqMHCUZd8cCno10mnumMKhVzxzzBwfxvUKn7VnuzsTCbxsKO75P1XWTKRo7v+tRHrzay7LoNqIp651SwR5wohSxhH2Y6buTPES2gWMhjk7Cq9fttQudal6cTIYpji/Bjh7ZAwsgU9tJIR0mNiaI57BLWt65jOheyQ/itLz9OJwZ1TBaAtsHI+4vS+b/zt7D+7RNoG4zdjmkh7XzXGgTbvy3HgWocNvFwF7H07207qdkzFDRrBH74xaodlJVjJG2MG7NnWHfgIhE8cl/nVOPQkI7HRB7uIsorXBOvtP3b3heUHQhkCk8Amx4nk15DQ9kJRCIxPuHDezQOsDluIGhvQLVHq7L+rdw8O+7W5d7W10R7A6sFo875b6A9IXOb67KqvAMGgdaPE0pAHFxXQ2Ota4zgnsYo7X9jF0c+2k/0vI7xaDVHK5Eqpfgl2q4RW5dT03r8Z69v0JiQDn2diSsSCMD6J+42k9XBiQym5r7PY9MrY/s5lLl3vak/svKkSwwsAC/8OhlYbshxQ0FDO6PIDQVyute7bBQ6S/nUUsFE0VwmiuYgpu0z0xMf5omuYp7oKuJIQYE7IiebRYPakzViTjDHt1X3SBqhBQ8fqcsq2Lews4eV1duz+hcNi67wIDBAjKeHmFnTFTzweF1rZqFabUEkgh+/CebXdRpGpbgRHdn5z3UiI4Ls40ayTxiJjJAgCPDiq67JusvZrUJVrscvTO6S+fsbfZP1xaj0613mZG/HORN1le2drlFrdYVLZB0DvsWdYrfaEFoMNid4XHpDwVHXiWJ6Bbqm+G97gmZdiCJ0GNrSQmp2rEeiUCKWKzGpGxDMztn4mE0CO7+r4MK7Bkd90abiRqRKWQdPlOqE9XWVcuMYdj77e2tfj1Dr5uXUb7mtbfb6Rp0bx8F397j4J3AuufvqqSnuu3xOZUM2AZ6xNOv6ryqIxWRBIrNtYBz7tW8eNXvY8ie2GEKnXzvdGAOQnGbGmOn8WhMQ2CmsIYxopojOY7+wBSN6xEjYLvx6Wl/nGvWD2sjSq01c+eJoxl0eQdEhFZ/dvg+DxrE3q2ufS3B5LaWmWse9au1Zs0HLmg3dx/N4hnfvdvYe1n8FlAULvHtHJs/97HphV2diS4W9PTKlbR2w3o7rT5prbf/9Wwq/i04L/qvM2Un4mHlEpM2n9GBHLS43D7+Wwc5fqAMUHHGdkeVInT6xTI7M3RuxTEZXAT7ams7HuR4xiURddxeqjHTUuVkoI6x1Py1GAwn3PIum5BTF337Sp/W358e3C1xmZC1ZOpzPnzhu89p1u62xfGaDGYvRgszDarj+tHBFJ+fIzmd/Z+pz53Dd7tswaY1WQwxYfdk3aCqbHepbf1JF7irnV9AYOdN15cLevcN2MkBPifAfC/5jSR52YYf29Yc6B6zbImzqApvt5bu6Pm6ryKwjcqJt3bCaXNfJ5eQIBxkrms4pIQcJUqRIqaKU48IhRoumsFfYjA/+HBP2Y8JIDRVEEk8lxQQRzjDiyMW+cHkwEWhppoIiYkjGB3+qKeOIsItwYqiiFC98ECGmHOcalIPayMrfV0f+vjpO7qll3GURPLXtXDLXVTikBJ8yw7V195rre2dgDXXKcp3hwu5fivb9aPe6rgvh0N6O60/sqYvbour4ToKHTyVs9LmIJTJq8vYhCBb8o1MBa2zYmYj/iMlEzbmG7qKnbWUXBkyZg2CxULHue4BWI0swm9FXVyAPdL2MjLMYPz+IFf88iaaxs8fgyCcZhE4IJ3BUMFKllJrMKkp3FKEu7RwsX7jhJLXHqpn77oW4B3lQc7SKwo35nQwse31dYWCBa8voGHXO8YJsPto3rType883gEX7qro0smTuUowa1yQ/6bCGYKSJZmDEQKFgDXovJg9BEJgqOq9D4PspIRs3kYJJonOppowcoetqDC0IWJggmo0IEXlCJtVY5VCqKSNGlEwsyahppEBwTO+uJwxqI6uFgz+VcvjXMq76xxhGzHHsBeLh49of7bNHbe/2zjL4qDzWu4LMvR03mDFqGjm4/DkmLn6d0JGzCR4+FcFiQddYzcHlz2HS99wd24v5AAAgAElEQVSIlngqSH75Gmo2Z9F4sACpl4KmY6X4jI8l8ZkryLz3vyiGBeAeG0TZ8l0u+Kn6RotMg76hGl1teY/lOdyjE1CfsF0+xWLQIVG2HSuHzbm8w/Xy31efPsQhvn8tn4WPOa7N5SgyhZhHvx5rU1w589ODZH7a/QdaC+rSRn668lun9v16yn9stm++z7Fg5WkLQ5l4sWuMLGfW4jSZrZsdkUiM0IvA3+JN3/R4zO6PjxE1KZjICZ1/P1NuT2H7O84pc2eLQ8JOm+0lnKRE6JgRbMJIlrAXW6+4jcJKm/NUU94h07A9+4TNPVprTxkSRtaFjyQz9pJwmusMbP6w5yq6zkanNnPcCYU/hyqaRhPu3kPi0TmLDXwjRyJYLJzc9hWqQue8cTYeKqTyp446SxHXz6Dypwx0pSp0pSpi7z1/UBpZLWQvW0pvRH+M9XXIQzrLT4ikMuQhEeir22I3e2tUnU769xVc+kAMMrnzc5fCEnouiDxUmHJ5iMvmTu9DjO7piEQiYoKnkxg2l21Zb+PvFYPZYqSy3jXevRbSP8hi0aedjazRV8Sy5z/ZGJrPzBOcvjCoswv/kXkht342iQ3vnuCVWZv51xU72Pm/gm7HuargZwvfLT2JqReCnymXPYx3eBIAw+f/lbF/eZHURc8TP2cxnn+Ui7FF/NwlpC56nvGLX2P4hXcTNLytthoiEeNu+CdeoW27WrFEyvjFrzF64ZMd5plws/0YI0dZ9fopp8zjagrSVwAw/oalBCVORiTq+LhL3JSEjprT7bjT8Y9NszluaCAiYc4S9GoVRk0DYqlzsu4aD3eOY/AaEY5FZ8Qt0Au3QC+yHuxaXHWgKd6ygt6qKp76/G2wWIi/60nCLroGeXA4ofOvIvmxVzE11lP4lfNlI5obTLx502Gnz9uCMzdRXc3lphDzz82TOrX7hyv4MOccEsb7dLrWVbujJE3s/Vh7HNpQw8b/ljhtvunJ96DWtoUjNGoqGBl1WY/nCZ08n+TrngDAPSS62/4lGdWUHuocbK/0lXPfzit6fP+zDHJP1uvzt6Aq6bngY1yaawOSs3f23oul8A3BP24cXmEJrW1+MWPwix7N/s87qnCLJTJiZ12PX/To1jav0Hi8QuOpL8q0ZpAJApq6UpR+4TRVWAukugdGIhJLkHsHIlV4YNI5N44qb//QqBlYnbsH94AIgodPJ2baNUSkzUdVdBSRSIJncAxKnxDqS7I4ff95+jifiGSMuiZkCi8UPsEofUOpL87sNA5EuLl7I3FTovRt2w16hcRhNmjRN9dbY55sBJbL3L2RypS4+1u13WRKb7xC4jE0qzAbda3SEX1HoO7UIQLixjHiovs7XDFqGmmuLSZ382dOuVNzfhXKmCAMNY4HtBt1FpcXc7eFSdv714hFr6Nw2fsk3v8Cbv5WrSFFSARNJzIp/3U5gtk1sSynDrsuUWDK5SFs/l/fVMtbuPbZBD57tHOsi0Fn4am5nQWFBcvQkxDvS6a5LRRuPjTr2xs7AuJe+EQ8wxOozNgAgEnr2POy6p5tXPXhLMJGd5bVuOifk9n0ygH0TWc9Wo4yqI0sVYmWpBlBLP5wAiIRPDVyDefek8im93LtjptzvetESHesKKeuXN99xy6Imnw5qsKj7P9vm4BkQMJEYmdeS2DipA4q5uNuWgrQoS9AYOIkUq99gVPbvqb2ZAZVOemEjJxFVbZVSDB0dJuXJSTlHEoPrKFHcsjdUJGv4fCmWlLPta2DM5go3L2K0oPrCEqchHf4cIISp4AgoK4pojxrCyUZtrNt2o8LSTkHqdwDk74ZXWMNOWvfo6kyv9OYCTcsRSTp/JJKnn9Ph+9PFw8dddmjKH07Bkd7hcSRPP/u1u/ztnzhlKO9mKlXExCXhkZVjlZV3i4GS4RH4DB8I1OYuPgNTu38lpq87hX17ZF5z3/xnRTPxJ8eQTBbyH/jV+p22I9l1DSa8FH0v6ZV2KT5NJw62uvxJnWj46KkTsRVR/fXPBVP0TG1wxuqOTdEMPv6cDx8pRRnq3nnFuvv8p0D05G7S5h0iXXTcVdyW5zjB9nnIBJ1bHMlf3k+oftOveToFudqvGUW/ciU4XcAEO6fSnzobA6dWt7jefJ/+QSL0fp5ZTY4ltRiaDbx9Y2bGH99EjPuH41U3paZO+KiaEZcFI1Jb6ZgVwVb3zhMffHA6usNdga1kZU0M4jF749n74oiJi+ypiwrve3r3Xj4SAmMdF0V8ZMH+l6zrmTfzx2+r8s/QOyMRSh9O8cL2FIAr8nbR8yMRfjHjaP2ZAaammLr2D/0jTyDYzBoGnBz98EzOAYAuXeAU8vA5B9qHBAjqyZvHzV5+3o0xqRvpjzzd8ozf+++cx/G7f/q8R7N30Lmj//X4zFVOTuoyulanTt3k+0A4aCkKYBA1k+v27zuFz2GhNmLCYyf4LCRZVbraDhYYPNa/d6T7LvU9r1s0dNC685AW1OKMjACsVSGxeSaHXrITNsp9ZXbu1ewtsfu1ZXMvck1m8qZ14Q5ZGQlTfRh4WOxfPxANmqVkeFT2moIPjV3L2/snsoD4zoHNv9t3E7eOTjdqWvuCqlMxISLXJdV6GwqVJkYTVpSY68mPmw2h06toLrRvnPBFpFzr6Vy31osZhPhUxdQsPYLh8dmLDtB7uYS5jyWRsKcjs+YVC4hYXYECbMj0Kr05KwrpqFYTWOFhuoT9Wjr9We9XX8wqI2s8+5L5Oi6Cn58MavVyCo5ar+MSfRo1x4V5vXRyNI11rSKYLYgWMwYtU2I3dqMQ5HY6hpWV3T2mLQcN7n7h/8xZy1iqRsKr0AQiZDKPagvzkLqpsQ9MLK1b3ON80rtFGWd3b0MNVp0sFSFXWv5tHjLWpTh+xvDABhZeT9+QNzFtzHiuidR5R6guaIQfYNtEUhdXddVD/zGTUMRHoXU3RNTcxNVv/+CWWP1FMo8XPO+tPWbMpcZWeMuCOS/j3XfT+5hFUFuqDZQmNnUof6hQWvVNdTb0De09OOx4OjZAS7LOHfGxtsWtU0n2XxkKSJEva6nZzHoSFr0KAB1OT33TDeWa/jxwZ0sfO8cYqbbliJR+slJu7azl9CkN2PUmTHpzP1+BPzJhX3bvDiTQW1k+UW4s/ubjmKLMoV9UcHJl7ouewSguqhv3iBtXZnNdsFiRtTuSE/hbd11BafMJDhlps0xUqVny2gAAuLHI/OwBnZW56Sjb6gmZNRsAAITJlKdk96ntbcnO/3Mza4cqrQY5dqGyi77tCRgaGqdF8TbE0wDYGSNvvXl1q+D0+ba7WtLJ8sraTTDrrqZxuzDaApzMTWrkXp5k/TA30EkpmTlZ5Ss7XlKvSNUntLy0f3HuPNfKU6f29HMxaNb6rgvdQd+YXKWbp2MUW/h2fN75m12JR6+Mm57yzX1HvUaM/+6rffHzPYI908lOWI+IHC8dD2ldYd6PEfx799S/LtjMhpdIRKL0DUZMGpMdkvvnI5ULrEeNbom12DIMKiNrBPbq5l9RzwZP1jf8N19ZUy7MYZ9K7v2yIQn/jnSj80m6zl6acZvVHVpHHXcHSj8QlF4BwIC6qpCxFI3WkxOpX+EUz1ZA8WkZ+YQMjGCny/7qrUt8epRJF07hl8Xft2pv0e4F/P+cyUyDze01c38etXXNq/9evXXaKuGntBqT2gxnIISJ1F6cE2n655BMcSfcwMANSc76yT9WanJtFMU2QECps4BwULpDx2PYgw1lUT95U4Cpp1L0wnnKIHb4vCmzrXanEXiRB9y9zkWl6Uq1/P8/P28sGZCa5vFLAxUAYFWJl4chETqmuofGWurbXrp+kp86CxiQ2aQW7YREDEi8mKUbr7kVWzp9ZwiiaRH5Z0kMjEjL41h4pJkfCM9ux9wFpsMaiNrxROHUfrIuPvbaahKtcxYEsvHN+22OyZyxJ/jYWgp4BuUPI3y/2fvvMPbqq8+/tG2JMsz3it2pp2dkJ2QkE1I2GHvAu3LpsyW3ULZlJYWCBAo0LLCSICETLL3no4TJ96O99Le7x9KJCuSbdnWtR3jD08edO9v3CtZuvfc8zvnew6ubbG/zaQnIiULkVhC5fHt2C1GavMPYtHXExqXjlwdjkXf/FLr+cqJxYc5sdj3JiYSi5j79XUsnuxb0qS5to4mZlgClQeEL75tMdRTk7ePqPQRTZYMctit7P7ssTYJIJ6vFG/8vl3j5dFxfo0off4JtMePoEoTLuAaXIaMw+4UpIzYg4uG8MSFO5qtcDH0omgufbA3vVJCqCs3s/pjjxfUbnPyxo37eefAJPR1Vp6c4qpFeNlDvd2lgf59eDKncw28ePkernumL1NvdHlcH/3fMI7vquetmw9w3TN9mXh1vM/+QLjuGeE+/8/+fFyQeXvHTmDbsffRm10GdFXDCcYNuLtdRpZYKsduD2wlZuSN/bjosRFtPlYPHrq0kQVgrLfy7rXBW+ZqDzZLx9945OoIv/tFEikiwHEmPVxfXUR40kAAdOX57n76ynwiUoK/lNBptOKxWBGpRCTxv+TRXFtHEz82uUOMLICTG/9L+bEtpI29AkVoFGKZArvFhNVQT/mxLdQVHvpNGVjBwFCYiyLWNy5KJBYTEp+MochPXGWQObC2mhGzgh9HJ5WLGX9FXLMaUAfXVXNwXdPetJN7G7h/mLe3cOnb+Sx9O9+n71d/zeWrv/oKTje1v7tS2XCcyNA0t5EVpcloVeB7yvTrkYd63zsUETEc/bTl2odj78xk0n1DWuzXQ2B0eSOrK7F/tXBueX/s+fQxkkdf2qSI6JEfXsdY59JnqTy2jfCkgdhMOqobZd+VH9nIwEvuF+T8THo7IeqWC++2h5BoFXO/uZ7dL28AIGFiGg6rx+UtkUsY8fBEMi7L5JsJC9371Yka1PGuYOOIfq4sSKvOgv601m9b3QnX31YepmDGR1eQ/ek+4semkDwtg8WTPgBg1mdXY64xcnpbIdrCOkKTw90etHnf34DD5uDAO9tJndmXvOU5lG13Lc9etuwWnA4nu17eQPyYZIzVBo59vh9NWgQSuYTwvtHu8zDVGDFVB688hz90FXkc+ektQY/RHVEnpKM/7SvEqz12EBxO+v/xJczlJdhNBiQqDaqUdAyFJ3GYDCRdfou7f8mSz4J+bgsfOMrzyy8gPiP44RJXP5FB4WEtxwNcNuxKDBjr/yE1GARbtqExGmU8GmU8abHjvfZPzPTIwWzJblrkti1ldQBCY5U9BlaQ6TGyWkFFO4PeW4vT4aBoxxLEYgma+D7I1RE4HHbMDVUU7fzRbWAB6KtcCQK6Cm/lbf2ZOBwhlgqri00kDVAHfd7G9L92CBK5mMI1rqfYEX/0Tvm2W+yYa33/LvpSLTaDa4njrAEVSNuA64ay8eHl6EoayFuew+yMBV7tMSMT2fDQsjNbnhg3ZYyaX677Gl1JAyWb85mx6Eq3kaWIVLLhgZ8p313C6a2FTHv/Mo59vh9tgetvYmkw+5xHD12P9Dm3c/iTZ332J156o/v1uUuDqtQ+QB+vfUIYWQAbvzrNNX/u03LHNjD5uoTz0sgSsoxOsAVIveZuxoASkrF3CpMg8FumWxlZImFiG920N6Pu6FKXR0oslRMSk4DhtMcgOrj4RSQhSsQyOQ6rxWtcwbbvWpzbamjwEi2VhCixm4w47Tav/f6O3VZydtYJbmQlTEyjYo8nI7NseyGxo4QTm02d3Y/M20Z67QuJUmKqcRly5Tv9L5uIJGLmLr7e7zhdUT3luz16Z6pYYT+zHoKPSCJtlM3rTWeIkPrj189KBDOyRl8Sy6JHfFXbuzJj5scy/gphjKw1nxSzf7V/mY/zlUHzezP8msDi18w6K8W7K9m/OJe6Ql2PIGkzdCsjKzSyeaHS9lJVFJhibks4bBa/Rk7CRVfScOIgDbntTwlOuOhKin/5X8DHbgv1FZaWO7UTc40BeZjCvS0PF05oFlxepV0vrffep21Z4b82p4oD73gXPz47ztnZ6VU9tBuJXNjvXQ/B53wpBt1VSB4VE1C/kxtK+fGRrThsPbGbgdCtjCwhhUjrKyzUlgVeTid6xGSihk9EGqLGWFlC/rfvA5B5z0tIQkIoWLII7amj7v4Z196PKimdiMxRAFTuWEP5luX0u/VxTnz6mrvf2W15ZAyx42YR3n8YVl0Dxxe96J4nJDYRsUzhnuvwW39s9tgA/e94CllYBKVrv6P20Hb3sYzlxYT1HYLTYeP4opewmz2GZv4h4WqnnWXHC+uY+811pM7oi8PuILJ/L7ewnUgsQqaWo4hUAq74LavOgt3c9lpxGx78mYveu4wTXx/CbrYRlRVLxV7/2maNkYXKGfHIJA78cxuKiBBCk8MDGgdQvquYYfePp2xHEeYaI3W558/SoUgMMrkYdYQMmUKMLESMOkyKLESCOlyKLESMKkyKPESMKlyGPESMTCFGFS5FpnCNkzfaVmqEvST1veweHFYzp5Yvcu8bcuffWhwnasFNHjF8HAlzr/Ha57BaKF+9hLr9zWdEB5NPn8zh1lcGCDL3nW9m8tEj2UGfN+66ySARU/6/DUGdN2tiZFDnO8v/njtBaa6wcZPBImnS5V7bJZuXNNm3KbHRsxTvqeTr37WuakYwGHn76+gr8jmx8kMypt1K7ipXRrg6JhVDdTHSEA1hSf2pPrGLQVc9SfbSt8iYdgunfv0MmVKDWVtN2qRrKNqxFJFYTNygKZTuXdFh59+tjKyIWOFqntWWB25gqZP7EH/hfAp/+hS7UY861eOCzX73KcQyOeoUb7ds/vcLybr/FYqWfY721FGcjuYNBYfFhE1Xz4lPX0OdlI4mPRNtXjb53y9EJJGRec9fOfrOn7zGNHXsqOGTqNi2AmNZEX1ufBiRWELNAVcZDEtDDSe/fBuZJpKYsTMp2+gpCVRfKbwny1ilZ8PDy5j6z/mY64wc+WQPWbe6lvNSZ/Zl7HMe8chLf7oZS72JJRcHXjriXCwNZir3lTLojlGIZeKAY6XW3vUDg+68gMlvzMHSYGbHXwK/GBWsOsHQ/xtLvwWD2fW3DZ1iZIlEENtbiSpMRnSyApVGSmSCAoVSglwpQRMlQ64Uow6XnTGOOsYoCjaq+N4++9rrpdL0H0LC3Gt8xEjjZ15OwtxrsBt0gupkNWb3L5Vc/WQG6ojge/WHz+pFaKQMXW1wy6WUf7UpqPMJza5lFZ19CgHTnFF1LspwRZNt+ioTSx/2LY3UUZQdXIfDZqGuwLPKo690xSFbDfUoNK7EIUN1MQ6bBV3ZKRw2C1KlBou+jui+oynY/A0AkenDeoysthIe2/SXpL20ZmlMLFeAE2z6BozlRRhO53u1+0uRPxuH5bTb3AU9m8Om11J2pu6Zpa6KmLEz0OZl47BaEJ2Z3988/o4dO24mx95/DoCqPeuJHTfLbWRVbHV9Gc3V5cSOm+U1rjntnGBSdaCMb6d49KxOfu/ywhWsPEHByqbTms11Jq+Mw0Db9r6xmb1v+ApUrrrl22aP1dS4X67zVlz++cpzRFOd8NPl/6UjSBqgJipBQfqwMCLjFYTHyknqr0YTJRNEZ6mrUXdin9/9ptoKnPamH2xEEikhkf5r33W2GGljrGYHW78vZ+YdyUGfWyoTMf6KOC8drK5KSpZweokmXfDFR7sCdqsDidy/rM2uT45hahD+obopLHpXPLTT4fns+868E7k6HKfTSX2xy8PqsFm8/i8SiZCpwhCJxYy45WUA7AHcX4NJtzKy4tKVgs1dmhu4Grj21FGO/PNxZJoIBtz9HE6bleMft7wk0RpS59+GIjqek/99E4fNiljaNi+eTBOJVOVZZjWWFyFtos6aROH9xK+ttmJosKEK61Zfo/OWyHgFqYNCSc0KZcz8WHolKxF1DSmwLkPhr/5T249/+5ZPwkljpCFqBt/xV79tnS1Gei7fvXaKpP5qsiYFf7nsqsczWjSyhv70NIcXvIZYISX64lGUf7WJ8ImZJN1zMcfueMdVXzVMiaXCla2YeNcsRHIpJf9eDkDE1MEk3D6dgr99i7WyAZFciqWsluQH5lH6wSpEUjG9Lhvb5PKiWCLi/g8HB/eNnyFYcbldkaLdFfSZkui3bc//hBFdDZhz4lolciWn969CX1mIOiaV8NRBTQ616GqpytlOye5l2MxG1LGpQp+tF93q7ihUAVCgTS5yq7aOE5+8TL/bngxwhBPE3ndFu8X/jzo0PZPyTT/jsFkRSc553w4n55bcae4cbQZPZogyPhWrNnC5B32dtcfI6kTkIWKm35ZMnxFhDJ4S1dmnc17isNuaNbAA7Jam5Vu6ghjpuaz/olQQIytQHCYLDpOF8AkD3cuBIokYh9l1HbWYmv68o2ePoPL77RhyPBm5IqmYyGlDKf6ny3sfMSmrSSNr0ORIwqKFCR3Z+v35FfCePHUBIVHxiM7cV058+48m+xbtbNrI6mrYLUb6zLgDAF15Hqb65pdwi7YvYdBVjyNVqCnY+h36iuAkfwVCt7o7xqYJ58mqyA9cI0uTMYi4iRcjD4/Gqqunas96d1vWA68ilrriJZwOO0fefszdduqrf5E4/UoSpl5O+ebl1B3dRf53H5B5z18RSaQ0nDzi7pv3zb9JnHE1vS64iKrd3vE/ToedU1/9i0EPvIbNpCfngxf8HttcXU7u529w7P1n3YHvp9cvJefDllWBz1JbZiYmVbjPvQcPsWlKhk2L5rKHeyNtwq3fQ+s5uPDxFvs4HQ6sBv+JHl1BjPRcDv4qXFzfrN8ls2pRYEuGjR0Q1uoAE2XE4hYrO+T833tNtt39D2EqXBzdXMvy9woFmVsoSjcvdS+dtcSe/x0nuk8YQ67M8GnLmJzAqU0dU5XiXPZ+4rlHVp/wCG0f/PJ5n75n464qjrrCNnTlLvFgh93KoW9eEvAsm6ZbGVlCelRM+sDX4bWnjqA9dcRv29F/PtHkOENpHrmfe6u7Oywmst99xqevsayQk/9tWrXbUJrHkX963zyaO/bxj32/gI2zGv1tQ+s+lx7aRu+hGm57ZYAgat49BM7RT1/wu7+riJGei93mFKQw8uRrE1j9cXGzdpBEpUAkk9CwrfXaWrVrDhB3w4XojxZhKa9D1isMU145tWsOINEoseuMqPoneXm6GiNTCPMA0pz4aMaXLd/AT13/VJuP3db5xTJ5wEYWwOZ/HfJrZA28OLXTjKzznW5jZIklIkEyas7SGvmG3xJ15R0bDCmSiLli4+8xVuioP1FN3PhUTi4+SMLkdNSJYTScqmHNza5A85lfXo8mNYKS9adQRIQQNTieA3/fRN4Sj3zFlVv+D6vOTPnOYkKTwogYEMPuF3+l8JccAOLGpdJ73kBiRiZRubcEqVJG3LhUKveUsOmBHwV5jwqVhIc/HUpvASVJemg9TdV07CpipOfy9u0HeeTzYUGfNyZVyZ1vZfLhw03LOdgNruvl2aXC+i3Z1G/x37/0w1Ve2zWr91Ozer9nLq1rFaH4X8vc+5oysHolC6dntueXSsHmFoqs25/32j747qPN9jfUmFn25Hbm/m0sIrHHQM+cm0ZcZhSfXPGLEKfZrek2RpZcKezyibnHY+MXq7lzBOm2PPwzDfm1DH1wIikz+7Pq+i8Z++IsYkd7sqo0qRHkfLaXIwt3ABAxIIapH1xJxc5i9KUNAGz/80rKtubjsLreR78bhtP/huFuIwsg6aI+nN6Ux46nXTeD+St/R8yoJKIGxVFzpDyo7+vGv/RjzLxYFCpha0L20P05saue0lwDiX2D7wEdPjP4xaiDwdjLhBMgbY66nzYi0aiRJcYg0aiQxUcHtQTJ2fklGtWZY6gRh7YcptGSUeWPYysKsRptXP6PSV77o9I1RKaGUlvYo+7eGrqNkaWJEk4jC0Bf33aBy+6MUds5n0tDviul9/SmfGxGK1admerDZW4jq8/VQ8j/8ajbwAKoy6lELBUz7I+T2fqo66m4dIN3UPKJL/Yz5N7xiCRinHaX4VWbXcG2J1d49cm6ewyxFyQHxcgaPCWK+xYKkw3VQ+CIZQpkqjDEMhng/wZprPLvQQkfcgEJl1znDjA+l87ydr127T7e3jOx5Y6tRCIVIRL5D506OP/FoB8vEPqMCGP+/WmCzP3VX3Obba/5YqXPvt6LnkGsCo5nTej5z+XkhlLeHPENWZekMfnBoYTGuAy6O36cC0D2L4XkbSwl+5fzK0atM+g2RpZQ6/Bncdh7SqP4w2bp5NIKTicOyxkvY6M/kTIulN6XZtH7Ut8gWLnGo6cWNy6VpIv6EDc2BalShkTh+5MwVXnLdzgdZ95zOx9UsyZGcumDvek9tGdZsLOJyhxL6kXX0NIfdf+7vsaSZsBQEuffgNPhwKZrQCxzPfCJFSEYik5hyG9ay01ohIyZHDg+st31XIOJUGV0bBYHO386fwRIg4YTjv5cwPHVxdz81Uyi0sPcTZkXp5J5cSoX/nEYlTl15G0pQ3vagL7aRFVuPVZjj1PiLN3GyBIiwLOHlrF2tpHVBCKRiLrjVdSf9M2y0pe49HlEYhET37wEq9bMia8PYGkwYzdYGfX0NK/+QhjY8RkqHlg0JOjz9tB6UqddT9TA0W0eHznK5SnKee1xnA4H4UNGU39oF6k3/B9imYzq7R1fiqQjmHRNfJcyskZdHFjtvdayf001hobz02hInrrAa7t4/eJWz2Ez2/nmrvXc8s1sVFHegt+hMUpCY5SkT0rw2u90ONFVGLGZ7Zi1VhwOpzskoyPojPI/TdFtjCypvPsbWRGXzSZ87vRm+xT8vuV09GBit3ZND1/B8mMkTOrNvlfWN1nINPPO0Zz4Yj+H/u0p7ByaHC7oeQ2ZGsW97/csDXYlzhpY+999hED15RqjSu1DQ/Z+t4dTFu7Spyr84j2SLr+ZjLseI/fdzkkfB/j40WPc8cbAoM87ak4MRXfrWPFBUZHRqR8AACAASURBVNDnbgtCZZcvejT49Ro7irYYVVe/P4XYzEiU4W0PwRGJRWjie7KhAbqN2I5Y3L2NLPUFwwifOx2nzYa1tAzTsVy//zqaJhKuOp2GUzWEpoQz9CHv4M2EyenIQl1PY8ZyHZreHsFGWaic4Y9dKNg53fHGwB4Dq4tSe3wPbTGwABwWM9JQz1KKItpTfsem1yLVCGu4t8TelZVoq4UpgTVpQULLnTqA0EjhMsu76jVOKNLGxbXLwOrBm27jyeruy4VRN14JQOG9f+7kM/HG3oSXqCuwZOoHpF+exaWr70QsE2OqNnDsP3uwn1Gdzlt6lLhxqVzy023YTFZK1p1k+xMruHTtnUE9j9l3pXDZQ71/E7UBz1fqTh5s89jqrWuJnTbPvR02aCQhiWlYqssJ7ZuF9vihZkYLj83q5OUF+/jbr2OCPnevFOEkE1rDAx8Js/Sesz3w6hc99OCPbmNkObruvT4oiORynNaOKcjclXHaHXw/0aP2XLmvlMp9pQBkL9pF9iKPIrDDaufk4kOcXNz0TW77n3yrsTeev3x7IeXbvTNocj7fR87n/gsNn4ssRMwVj6QH1LeHzkMR3nZJgvpDOxHLPU/+DdkHCMschjwyGpteR+X65cE4xXZRUypczb2waDkN1Z1XPDi+j4rUQcIUhG5OgLQrIwlRYTcZOvs0euA8MLIGqSZzxLCpxX62Dgyq6wz02/cQOin4T6I9CENMqpIHPx4iqDhiZ2I1OzDp7TRUWbAY7TRUWTEb7VgMdhqqra591VbMBjvas9tVFsxGBxajvUl9tfePCbdc2xTGqhISJ8yn6vBmHLbWP8jY9DoqN3qM9ZIfPqXkh2CeYXCoKjIJ4nl6/KvhPDNrZ0uVcATjQYESSDZ+dfq8zSoMzxiK4XQeznOWwM215+f7OZ/p8kZWpDSwtFyHrWsGYAeL+mVrUI0aiiwuBmv5+ac8/FvjsS+HCVakVmisJgd1FWYKDuvQ1VrRVlsozTVgaLBRVWTCqLWdt9lWIVG+MUSFv35F6rTryLzhT9Se2Iu+rABzfZXf8aaa87e0yMavT3Plo8H3qvZKCSFzQiRHt3ROpmFkvKLlTm1g63nqxQKIu2AGck0k50qSHPh316xO0J3pMkbWEJX/J9gQkTqg8V1VSqCtpC30rRMIkPiXx/zuP0tz2YWq0UNQjxuGcnB/ar9diVipQJYUT9V7XwCgmTWRyGvnYq+qpeSJNwCIuf8mnCYLqgsGU79sPeFzp1L4h2fb+K66PzGpSh77ousaWPp6G4VHtOz4sYKSHD1leQaspu7122mOgdc1//uJHTGt2XZ/OllimZzkBb9D3btfk+O6QumdVR8VkdRfzdhLY1vu3Eru+2AwT07ZQUNVxy4bKpTCVUbIPxRgQesuSPZnbReEfXP4N0E8k5YZfEkKh5e1LUO174XxzHxsKFaTjUXXrsPp8O9sSRsdwzX/Gs/uL06y7h/+6woLRZcxsg4ZNvrdHxEWmCfLYhT2RiESd2yWidMmjKdAOWwgdT+sJvLq2ei27kM9ejANyxJR9Esj4oqZnH7qbeR9UtBMH4927TaUwwZS/cn3WErLkfaKovyNRchTE7EUlgpyfuc7D30yhLBeXcvAcjpgw5el5O6tZ/ey37YXtOrw5qDPGXPhHNS9+1G3bxvWhtomL/RdgQ1flApiZIklIiZeFc8vCztWAXz4LGHK+9i7+cpId2H2n4ax5cMcctaWNvu7K9hVybFV/qs1CE2XMbKaYlNDYDofuhphg8JVGmmHltYRKovQXtuAbuNuIhdcTP2PawnJzECWEEPUzZdR/voirGWVWMsqSfvPKxj2HMFe24B+y17EGjUiqQR7bQPqscPcRlZIaJf/CnUYt786gOikzo/BKjmu55PHj1F8TN9y598YxRu/D/qckaMnozuZzelfWq9JJBHLsTsC9/6EKCKYNPIR1mx7xr0vJX4sRWU7mhnl4dT+hlafY6Bc9nDvDjWyIuIU3PbyAEHmfv++jvV2CEX82DlE9BnOsS9eQRWXhqG8oN1zPrzxEv5+4TLu/HY6H129lvTxseRtq0AVqWDmE0NJHRnNwR8L2fCvowBkzUlm6gODqCvW89PTe9BWGAntFcIlL4xEExtC7iZPabI5Tw+n/9QEsleV8Ovbh7FbHAycmcTAmYkkD4tGGSHn9bE/IhKLuG/FbDRxSqY+OIiYfmGsfvUgf9p3OR8t+JXK3AaGXpbKwaWdX/an2+hkWUx2QQMvu03B3sYf0jmW/7n1TJ0Wa7P9AWTybvMVaheTFsR3WnHas6z8sIi/zN/DXy/d02NgdSAOkwmHtW3LZFERfVrV3xkEd7pJ1z2K3Y+9NBaRAJef+goLRzZ1HSX79hCa2JfyPasBsBmDs/xZll2HQi1113aNG+DSgbv81dGY6i18fP06Ukd5PIyjrs3g05vWY7c6mPR7l1E85+nhmLRWFj+wncyZSe6+ynA571+6mvjMCCbe5TGge4+NZeFlq/nHRa5MXafDyTuzXMkmn9+2kdWvtl2CRWi63B1ynOZSn3+B4HTSZMZSMFBqurfHxt6gQ56R4t621dTjMBhbHCcVuGbk+cI1T/XttGMf31XPBw8e5Yc38yg90WNcdTT6glxUKRmtHidqb/HLNrJ9afuLmjdFeEzHLZUL9VCzbUl5t6lVm7d8EbU5ewCwNATHcCw7WkfSsGiK99egDJcTNyCcsAQVvcfGsP6fR9BXm9nyYY67/7ZPjqOvMXN8XSm9+rhEe/tNiWfbJ8epP23gwJJ8AMRSMZvey8ZisLHv2zwv40ssEWE12bEYzr+Emy5nOWzX/uh+rRKHMVzdfCBqY2pKTMT3EUbKPzJeQcnxzruBnS2p01Rge9rC16j9bhkNqza0af7iB15EM20cqYtewl5VR8kfXw5oXFgv4ZSWzxdm3ZmCPKTjjc1XrtlH/sHzNzi3q5A4fh4VBzZgMzT9WaoT0lHFplB5wBU7mnzlbe42p8OBpaqcgU++gam8GFu9r4Bl8ff/8dqWiOWIxVLEYikSicswsdtd3rB+abOorM1BpYgis8/lrN3+XEDvQypRMLjfAg4e/wqHo+mb0Vd/zSWxn4r+YyICmrc1PPH1cJ6asVPw+NVrnupDYl9hrvVL3soTZN7OIHnqNZTvWoHDbiNx/DzyV3za7jn3fpPH7KeGseb1Q1xwfQapo3p54qHOLoc0en6oL3XpddmtDiTSRtfJM2MaG7T2M1JMh5cVeQXDaytafuA/O1585hiaOGWr3pdQdGk3hNGhRSUOvCSFkDFTQtXFCpSQAS17SpRDmq9PZth1iJLHX8eh1VNw25PY67WUPvkm+h0HAND+up3EJ/aS8aYnqL3k8dcBcGj12OtdN6Gz/QFC1N1kGbWN9EoJYf59aR16zPoKCx/9MbvHwAoSsSOmIQ1pXsxSHZ9O0sTL3duagUPd/8KyhqNK64tILEaZkOrVdvbfudgdFuwOCw6HDbvd4jawAE4UrKKuoYDSyn3oDIF5naQSBSMyb+VAzpfNGlhn2fClMFIUUYkhDJoUJcjcjRl9SfCD97sjDouJ/tc+xsAb/oTNHJih0hL1pw2ExauoKdAxYFoiFcfr0ZYbObm5nIseHIQ6SsHEO5uPlcvdWMa42/sTGhPCkPmprnO1ObjowUEow+VEJKlIGtr671F1npas2UlEpqoZemnHXpebost5smZF3OF+rbXXsEsXuFpyRYGRPiPDWu7YBhIEemoKFHlaUot9FOmuL2tfzRjilX2x2A3sr12BTKxkUMRFSEVyLA4Du6t/RC2N9NkHcLBuDaOiPCVCIuTx9A+bgFQkY3/tCgy2eq9jRsQKo1HTWlIGzKAoZ417WyyRERqZQkPVqSb7x6SOZO9q/1IZgfLi6o4TiLVZnXz36inW/bdzsmR+y5jrvEUchZRkGD/8AbJPLqVOG3iQckbKdEIUETidgcVb7fmlksR+ai65J7Wtp9kk97w3iHsGtSwg3R40UcJ40Ld8e/5qY/mjaN3XFK37OujzfnT1Wtf/r/nVve/re7e6X39+u0ctoDLXlWxxcGmhOxB98YPb3e0fXrXW/fr7R3cCYKy3UFfi8oAdW13CsdX+r3l/G+at+rvo2nXu1+/NW+XV9tMze1p6W4LQ5YysVXUft3msrk64DEMhC5AGgtNmRyQN7M9VpD9MrnYn/cPGk6gaSKWpgEh5AitL/00/zVh3P3/7ziUrfAq7qpdgdZgZFT2fPdU/ebV39ufSHE5H9wjwBag9bea9+45QeETX2afym0QkDr7T3+l0IvITuV1ctpM6bQFisRRlSKSfkb4cz19OWdUBkuNGU1y+q+UBwOZvTgtiZAldo1PIVYXzWYC0Mf2v8f8QcPybtzr4THroMkaWTKTA6jS3a44iAW9AKVnBr431zbdRXHN1TUB9Dbv2Ezq5aWMIwLD3EGppBKOjL2dzxRfYnTZkIpekgMnuWlqqMHniDfztOxexSIzV4fq7nGtgAcT27hrr3ueWj3DYrWhrmvYEnNu/Ldz3weB2zxEI5flGnpsT2I2zh+AjEktInX5j0Od1Ou2kJ01hcN+rsdoMbNrjWppPjB1Bv7TZnChcRWmFp0bmgPR5pMS7rgHTxz1PnbaIPUcWudsbdCVEhfdh6uin2HX4A/TG5jXRasvad71tjsEXRnF4Y2DXttZy70Jhfnffv5HHyX3CSVx0JGeNKbkmEovWFfAuUwuzytND83QZI6u9BhZAXblwFw0hSjdccEHgmTjajdsJnTyW6Juuova7ZTiMroKvIoWciEtnAaDbvBOFWIHVYcbmtBAbkk6VyeWeVUpcP7DYkHTqrRVN7jsXqUhBlDyRGkspcrEKi8NTdFSpkSKRdk6GFIhIzZxJfPp46qtOYdJ5bihj5/0FqSyE7G2fUFOW7TVmzNxnkUgVlOZ63Nkjpj+Krq6Y6MTBOB12dq96Gbu1+YK6if3UDL5Q+NiTigIjb97kiYFDBHOW382Kiz8AQBIi5eJVfyB74VZO/m8vAP1vH4O+qI6SNceJm9CbhKl9SZzWD0RQtukUp77eT122J9Zn3sb7KNt0ioodBaTNG0RoehT6ojo23fm1O6BVFR/GtG9u4ecp/yJ1/iCy7p2ESCwi56Pt5C0+4CUEGMgxO5PorHEkjLnYa1/fy+9pssq8RKn263EKBjsOvutn33t+ekJO3s/k5P3ss7+xRlZ+yUbyS/wLO/ujosBIbFrwH5QmLYgXxMjqlRJCnxHBNxYcdifbl3SN72cwsRk9jgdbT8HoTqHLGFkXhl2LUuzfW7SybpHf/eciZBmE8Bg5UYkhra5mX1gcH5TjWwpLKPjDE6S9+7KvR8vppPCeP+G02zEBWyq/BGBbpas8gloaic5WDcAJreeC7G+fwVbPpor/ubfXl//Hcw4O7x+pUJXvA2HY1PsxaMvZufwFALLGe2L5dvz8LGKJlIiYfj5j/PUHOLHnK06cWbIfOuVeDm74d5PHlsrFPPLfYcF4Gy3y7OxzPFhOkKrlxE1Mp3xLHukLhlO9r4SMq4e5jazkiwfy67WfAdDrghRK1h5n/99c8Wpj37yUSQsX8POF//KaNn5yBpU7C9n0e9d3JuOa4Vyy/l423PYl2lPV7n6XrLuXw3/fwIrZC0EE8zbcR9a9k7zmC/SYnUX10e1UZ+8gbuR0wlIHIlVpcNqsOOz+lpedWA1aynatpD7vUIefq9C8smAfr24chyzI2bHDZ/Zizt0prPigbeVSmkKoYtAfPHi0w0sCdQSps24mrHcWANr8bPKWN30v7Xv74+R+0r4Y1UBRJqaRceODHHm9fbGNmngV13w41Wf/ovmBx3ILTZcxsjY2fI0IUbuWcSwC12CLSWm9kTV+XCX+QoOkMtiyNaZ1J+B0UvLUK6hGD0c1fBCIRBgP52DYtR+n3xtEY/x5nNrnhYqI7bzyMcrQGCqLPUspBm3LT6HKUM/nbdCWExLqvySHRNr8k/2w6dGow4X/6az5pLjJNk1GNOVb8ogakkD1/hKiR7gSI6RqOar4MM7+jI780zsA+djCbcSM9h+HU7D0sPv1qa/3k3XvJKJHJHkZWQVLD3v6OUGbV40mPdprntYcs9NwOinfs4aKvb8y7P/e4OTPH57XxZ/biqHBxu5fKhl/RfA1pyYtSAi6kRWTKkx4wsF1wixtdjb5yz92xxM6m/DUns+EhMmJSOm8h/1A6DJGFgQnTkZIYlJDyAmseoWbkuKmjR+zufXv11ZTR8PK9TSsXN/qscEmvLMzCxuL0QeQtt6Y1vZvzMjZwtRLa0xVsYmlb+c32R7WJxpEEJkVR/4Phxrtb/7cDKddMSdimQSHteXEAEWkd1Ztyaocr+2Gk75GVnuP2ZH4U1BXiTX0lY3goHkj45XzUYvDqLKXcNJyAK3DV9BxRMg0IsQxOLBTYy/jkNm3PuJk1VVsMnzHQPloYqQpSJCiddSwx9QoIxYxCdIM+sqHIxOFoHPUUmMv47jFOytKhIjRIbMJFUdgdpqotBd59VGKQpmsupJV+s9IlvZngPwCRCIRJyz7KLRm+1xnN3xRKoiR1Sul80tMBUp3ER/1R6DGlVPIkikCoQjtuolXZ+lSRlZXZ9CFUWxeHLzsk359OiYGQG+rZXPFFy3uay0DxwVfzDBQ8g7/TMawy7FZjYjEEhIzJlF4dKW7XSSSIBJJfMbEpl6AtqaAxIxJWMxtW14eNaeVHsg28PSMnU22Ve8rJmFKH1LnZiELC6FiWz7Gctd7SZ7jrZU2Z8XdSFVyV58KHVbdmbjFAJ2YYon3MlLdMe/YPbvZ11ht7zE7Gqu+3icTNV7am2hJAusMrvT3wYpJjFfOZ43+fzhw9U2UZjBYMYkdxuXUO6oQIaK3bBAz1DeyxbAEo9MjXqwUqRmvnMce0xqOWXYhRkK0JMHrmDPUN2F06thg+BaAEJGKWKm31s9gxUQSpX3YbFyCwdGAGAn95SOZrLqCbcafsTk9GdYz1TdzzLyDtQbX73yW+hYGyC9glf4zrzmFDLNQhUkxNARHv1Coh5u8A90j2L29yDQR9L3jCSo2LSdiyFiqd29AX3gCgD63PorNoEN36ijmmkokihDqj+0jJCaB9BsfpHTVYpw2K+FZo6g9sA1d3jGftuT5t1D4/Ufo8o55HVcaGkbqZbdT8O0H2M1GJCEqMm56iModa7AbDaRefjsF333oMw7aLjgaGpGMrq7plYJg0qXFSAGGtULxXWgS+6o7+xS6FNHJnfekWl6wk9ITG+g9ZB7hvfpw6uBSd9v4S//GuPkvMnDcrUy47BWvMb2HzGP4tIe9+p9v1OVUIpKICc+MdQec1x0tRyQRE9YnGmuDa0lbHqFEqpKT//1Bdj7xM4feXM+pr/cLem6dccz2cuTTF3x0sABOWj0JB0fN27A4TcRJPcuefeTDAah3VAEuT3ye9TBiJCTL/IkxirA4XX8bB3Yq7b4X+caeMpPTQKE126s9QZqBEycGR4N7nmOWXShFGpKl/b36FluPU2Q77t7WOXyV6M8SLEPoXEbPC55o6NhLhSmjs+W74D/siiRd/tbqgyRESeH3H9Fw4hCFPywiZvxMr3Z1ah+q92xEl5dN/TFXqEbspLk4rBbqj+6h4fhBipZ8QsL0K/y2GU8XuNvOItNEkH7dfeQvfh/7GbHU6NFTKfh2IXWHdqLNPYy5uozYSd6JKmeRa9rmyRo+5QGS+05BHiJ8xmWX82RlqSZ6bcdIU5ro2fHEpbc9HuDe+9Q8+pgGgGPZVjL6SPnyCyPPPxfYU1TawsACEpsquyMEcZ0p3+B0UnB0BQVHV/g0bfvxz02O2bnsefdmReFuAPatfcOr27nbjekI5f8PH8putr1w6WH6XDeC5FkDKVjiWirM+/YAGdcOJyIzjtzPXe8rfnIG+qI6Dr/tyTbrfYUwgcNn6YxjCkWR1bM06sBOgTWbJGlfTttckidKkSsWZJb6Fp+xMZIUTrDXa99xy+5mj3fcsod+8pFMV99Aua2Aw+YtPn1EiCi2nfA7vo98GPnWI+7tXOs+r/Z6RxWhYv/e51cW7OOFFaN9isS3l+uf7Uvu7vp2lySbtCCeYdObX5ZuC9uXlLP5m7bH4sU9fAPqMYMC6pvx5Ut+95c8+z7mE/5j14IxP8Cp659qcby5uhxL3Zn4S6cTdWpfRBIpTrvLANfl5/iM0fQdRNWudV775JExKBPSfNpq9m8l+ZIbUSZ4vLP97n4aU2UpDotHGSAicyQx42a0eL4Amri2iYRvXvo4IpGYyLiBDBx9Ew67lSPbP25W9qetdDkjy+GjWNy6deKGagth0Z0XkN0UN9yg4vHH6nnmWQ0Xz6nm3fciKCgI/OnRdCzXd6dYjCIjDZFUQsOajVhLuoeQXlem91CNoPPXV1jYt7qq2T760nqsOjOyUAW1h11/87qcCgb+YYL7NYD2VDWqpHAiB8VTe6QMkVhEv5svEPT8O+OYQuA8819j7NiQiLyfnO1OG1qHb9B046VCz/jm49HyrUeotBczXjmPRGkfwsTRHLfsocrurXZtd/q/bkjOuZw3XjpsiYoCI8e21ZI5ITDx09Yw/oo4vn3Vf+WFQAmmR6wx3UV8NBhIQrwfmu1mo9vAagqHxYxU5XtNtBt1Pm1SVai7TXLm9anP3iL9hvtwxRK4fm92k4GSX74K6JzbE5PldDqoKTvK4a0fkDH4UoZNvheDtpyi42upLA6e973LGVnHjNu9tiWi1tXG2/VzJdNvbbkETUcjlUFBgZ3CQjujx8h54fkGtmyL4ZOPA9MuKf/7B822py18jZqvf2y2Tw/tZ8IVwZHkaIqPHz/WchCuEwp/OkLSzAGUrHEtBzksdqKGJGCuNVK20XVDqz1SxvGPdzL0iWkoY0JpyK1i2bR3GfqEcEvw7TmmQtV16mCKEBEqDkfn8JSRChNH+QS+i0Vidpp8valtRe+oZ43eJaHSTz6SkSHTfWKoIiT+Y5POLlu2lXfuOsy7Rya3aw5/zLg9ud1G1oCxwsR/Ht9V33KnZij/e/viWjt7/saIxBL63fUUZeuWEjl0LEVL/tPimFOf/530mx4iPGuUKyYrcySFSz7BUlft0xY/9VJ3m/KMkWWqLCX7H39m0GNvUbria2oP7SD/m/dJv/4+qvdsxKqtIzQjE4fJgL7I19HQVk+WOjyBoZPuwWG3sn/DP9i/4Z/utuiE4Irddjkj61yOGHxd5s3RXrd0S4glojZlomzfbmH6dAVrVpt57bUw8vPtHM8JYhyE00no+FFof/XNbOoheCT0E7aG5cm9gS0fZ7+3lez3tnrt86dDdeKzXZz4zFtr6+Crv3ptN6Vf1Xi/oazBb7+Dr/7qM18gx/RHV6kecJYYSYrbyBIjoZckiWMWz/syOnXuJUMhKLYeJ13mfcF34iRM7N/IqrS1Ty6hO2fY+cNPYulvmtoD2zFVnSblslux1FW7g96bw1xTQd7//kHGTQ+BWIypvBjtiUN+2wq+/cDvkiNA1c51JMy6mtpDO7CbDOiLThIzYRZSdRj6wlyqd6/3O07RxpisEVMf5vjer6gsOeCT9KJvKG3TnE3RpY0sMWIS5X0pthxvufMZti8p57pn+iIPsrjeWabfksTqZvSLmuLB+z1PTG//XYDyPyIRsgRhAkP9kT5M2GWzrogmWkZSf2GTH2yW3+6V/6KbEjv7FNyYnQbCxL2YrLoSi9NEuLgXDuyU2TwlqDYZvqe3bBCz1LdgdZqxOE2EiNRIRFI2G3/A4Ghd1t7Z2K4GRzViJISKI7Dj/SC2Vv8Fw0IuZJb6FvSOevfxthuX0eCo9jdtq9izolKQ7Nkp1yey4cu23bwu/r0wGmsf/bH52MffGuWblgFQn73Xp+3kp03HqZqry8n+x59a1WYsLfASIi3f8BPlGzxl206v+Y7Ta75r8ZzbE5PVFCZ9cDXTunQKhAMHfUNGtW6M3UnhEeFSkvteEN6u8QHWeG4TtuqOE9TLEKC0RVcnOun80f05H+k9tOt8pyTIOGjegN1pQyOOpMJexA6jr4p0vvUIJbZcbFhRiJSYnHoOmDdgdLTeo15iy0XnqEMjjkIl1lBkzWGb0bteqAM7+03rqbNXoBCpMDsN5FuPBsXAAtj4pTCCrGMva3tM1aiLg2/06eusHFjbvuXVHjofeWjbb6gp/aeTljnb/U8ourQnSyZSIBG1/hTzD2rpO6p9xlBT9Bsd3qYlQ4kE/u8eNY8/oWHs6ErGT5BjMjpZvjwwBXn16OF+94s1oYT0zwDAeOBoq86pPWQM7zo3xI4irFfXS6joLoSoJSRkCLsU2xokIilOnGw1thzneMS81e/+Adc/hlwThcNmZdXHzwKQNusmQpP7U31kO+W7VhA9aAKKyFjC0jIp2b4c0YVj2LroaQAi+48kbdxD6IpyKN74PU67jbC0TOLGzEavieJ0QTZFa5cAENFvBAnjLsHSUE3hmi9Ypf+MrNueJ/vTv+B0OpBrIsmxH+KI3v+5niVnRx1lJw3E9wnu3yJjeBi9kkOoKm5dxYzYNCXJA4PvPd7xUwU2629rebQ70tbA9+R+F9ErcQiqsHjsNgtisYSC7JUtD2wDXcbIkopkREkTCGlUv9Ds0PNr/f+aGeWfVYuKmXF7cjBPz40qTMol96Ty0zutS/X8dX0Mf3nBE29z9IiV75dEB2xkRd92jd/9TqsNW3UtRQ896y4aLTRxvZUdIsjZ1Yhvh4RHIJTmNp0EESIOpb9qDDHyFNbWfCroeZzlwsjr2FL3HfZWZKm1ldl3pSBQDeZOoc8V95Lz5ete++SaSIrXf4vdYkKTOpCsW5+jfPdqpCFqsj9/idiR0zi86GnU8b3Rl+Vj1TeQ/dlficocS7+rH+L412/QUJBNQ4FrmSt1xg3uuR1WM9mfv0j0oPGkzb6F3O/foXL/etLm3EL+Qbnr/QAAIABJREFUL/8h/ZI7yfnK+3ya4tXr9vP3XROC92Gc4b6Fg3n+kuZlLM7l9+9kBf08AL556aQg80bPmEPEuMmIlb7XihNP+a/TF5rlkTjR5xwNoERaDwCq6BDE0rZdNFIHzmTrT39m7Jzn2LHiBa+Sa8GmyxhZNqeVCmthUOYSutDnkKnRrTaykpLEnDrpia9wOEDWCiO88N4mtJ86gYECpHmfDygF1shqqGz6e2ty6LA6zU22C8HG2sDSqIPBiJnClyrqSOShvr8RmToci9aVnWjV1bnT2x1Wi9f/z4pV2Yyu2E2boQHZmb7qhHRiR01HpgpHpvFk3Fm0LqFRp93mrlVXk72DuNGzCIlKQKIM3Btk1AojTNoW75jQMZDBRD0gk6iLZrV6XMy8K5CGu/6Wp7/8FN3hAy2M6AFAoW779dhqdi3nm42u36PdJty1tRs9O3YcqYNCWy0T8cgf61n2i+tGsuAaJStX9+L3dzetwNyVueKR9M4+hU5B2Y71/0Cob8bIao4hoRcxLepmxodfTi+ZR7xXIpIxPvwKpkfdyoSIq0hU9ANAKdaQGuLtIYiSJRArd4kEXhA2l9nRdzE7+i6fYw0OnUKsPI2ZUXdwYeT1iBtdQsKkMV5jZ0ffRZw8sO9KsJenOpvyPatRxiQDIqQhLkNBX5ZP8pSrEUtlJE+5mvLda5qdI2H8PCTyEOLHzqXqkCvLuu+V91G+azXFGxYjauz681N3zm42cnLJu6TNvoWTP/y7VeffnUvN7Frmq+7fXvq99BaJt/j+XgKh9L+L3K/jr70ZsaIn9jMQNPFtv2Yc3rIQgENb3mfCvJcYPKFtf7tA6DKerLOM01zqs2+7tvX6T04nQVcvbszIOTGs/bSk5Y5nWLrERF2tk/cWRvDHR0K5685afl3bSutZLEY9ZgRilRKR1L+mUMOqDa2bsw2EqLuOnlFHIpEJW3zPbGj9MoFMpCBCGkuOfge95CmMDJvN3oaVVFmLcDjtVFqL0Bqr6K0cxuDQKZSaT2B0aElS9KfQ5InhS1T054huEwB7tSuRi0KYEnmDz/FiZCn0kiWzX7eGaFkSacqh5Bn3IxeHcEHYxdRYT7Ot/gey1JPY0/BLh3vfAiXtwccp+If/KgoGh5bV+s/9tqU/9gxli7/AmN/8clPN0Z0MvOEJZKEROKxmjnzyHABimYLMW56hJnsn5btXEp01vsk5tIXH6Hf1Q+hPn6Jin0sCo3Trz6TPvQP96VNU7l/X5NizGCuLsZt0mOsqW+zbmPVfnCZ9WPDjLtOHhQVswAmVaLI1yGV05L18g/prN63DUlWBw2Qi4fpbmx1vPl2K3aBHolIjEotRpvdBf+xIs2N6aJ8QqVHvSnqw2yxs/bllNfz20OWMrMYGlUocxvA21i78+V8FzL8/reWObaRPG7LrNmwwkzWwbT/w+D/dj6J3CsbDx7DXaztt3V4s6Zwqv300o0lWZaGUuJZNtlUtpt7i+iwvjL0ZpUTD0foNFBlcF6dJsTfQYK0kNiSdClMeR+s3YHNYmBR7A3m6fWSGT8bpdLCh4jNsDgsqaQR9NaOJkifhxEGR/gindHu8zsFhEzZQ1mpqvXzDqLCL2VTnKmJcYj5OlnoSo8LmsLL6Q5w4yDW4YmDKLfnMiLrdPU4lCWeAaiw5hh0kKvqRpOjPYZ3LQHc47Zj8KJYDiEVS1tb8B4BKSyEXRl5HnnE/sbI0ZCIFx/RbMTn05Br2ECIJxRqAG37Bk31a/b47i7zX/xpgTyfHvnjFZ2/hGu8Y06pDm31e60+7ZCK0xce92gEq962jcp+vcWWqcWUF1hzbRc0xj5ZXRL+RnPzx/QDP2cOOpeUk9Vcz63fBjW296+1M/nzRjoD63v6av/qP7ePnfxWQvbW25Y4BIu8VQ9pDT7i3Tzz9iF+vYrM4ndTv2k7UlOkAhF8wrlVG1ojr+zHxnsF+NaO+vGUtpQdbl3k679WmDf+uRERK6zTqRk1/rNn2PWsDi1lsLV3OyGqM0aFFJW5bluChddWCGlkAInHLgnbrNjQfa3LRlMDSiOVJCeB0UvHOx4GeniAIUXYjEHqrh7O96luiFUkMCJvkNrBS1UPI1e6k3lrB+JgFiERiCvUuMTyjrYHtld8ypteV9AkdTU6Da8klK/xCtlUuJkQS6t5vd1gw2/UcqF2FShrO4IhpPkaWXWCxRlkbtN3k4hC/y3pnuSBsLmpJBAqxElGjpb3T5lwSFH05bthJoqIfdbbAjH+L49zgfJfRXWUtxu600Vc1ipOGfaQrh7K74ZcW5wsJlTDxamFV9H+rDLn7Zay6eupO+OoeBcLGr0qDbmRFJSjoPVRD/sHmZXY00TL6jAh+hvi2H4LrxVL1z/TE0NXXtd7AOoO1yrOEKevVuiDsaU+MaLJtwYdT+f7eTRTtDnyJdMDsrlMvOJhUFHl+B2KJDHV4AoaGcpShvQjv1Vew43Y5I2tWxB3u11p7Dbt0vto0gVB4VMeGL0uZcr1wAocPfDSEf9xxqNk+Z42o996PYOdOi7uMzg03qBg3IXBJgLLX3yXugd8hS4jDejr4VeMDQR0u5Q//EibbpyWcOLA7bdgcnkw3uVhJVvgUVpS6lMgP1K5kVNR8t5F1Qut6Yi7UHyRe2ddtZBXpD6Oz1aCz1TAwfBI5DVuwOa3YnVYGhk9CJfHvpdTXCptlp45o/c/xtPkk+cZDWJ2+maWTIhawuW4xAGHSXowPv8LddlS/hQhZPINDpxIhjWNd7X8DOl5TtxCTQ0+ltRCZSIHRoWVXw7KA5ntm6ShCQjtn+Tl6xhy0B/eRfNd9NOzZSdWKn5BoNEROmEL97u0o09Kx63Toj3tEK/u99Baln3+E/thRr32mogLKv/sSiVrT7FLinu1x/P2fWpYtN1Fb1/wTmrm26Rvj1Vcp+f2docy8uOllwEMf+BeIDJSqImGylX/3xkCembWr2T63/m2AINmm1SXBfU/hYzxZmI1jq1qLtdrzsC2LjAp43Mynm9eRlCokXPPRVN4c/k2bz627UHR8rfv1hHkveS0T/iayC8+yqi54npo9yysFNbIGjo8ksa+q2dT7s0ybruCNNzxK7zt2WHjuhcBV0y0FxVS+/zmJzz+C02zBVue/5lbps8K4PAHGXxmPTNE5uRLV5iKmxN2M1lrDvhqX4S320VALbCnTX+HcoZEzCJVGcbjuV2otp5kQc61PH6NW2CXa8Bj/RrcIESHiUGQiBSBCLlZic1pwOO3kGw8yJnw+BabD2J02wqUx2JwWcg170NpriJdnYHToGBQ62Sc+qsSUQx/VSMosp7xkGmQiBVKR61zUkghsTgtmHw+WLxHSOMotratR15kCr9VrXDUHtQf2okxzBejbtVqqVv4MuG58UVNneBlZTWE4eQJLZQVUNu8xSE6WsHOXpUUDq6tQU2oiKjG4f6OYVCWJ/dSUnvC/JC0PETNgXPBrFRoagp81KQn1LFlZa9ouCOu0ec5NJAn8oSN51G9PSicYnJtNGBaVhlHXurjFQOlyRlaivB8qsQZRoxvmCdOeZkY0TXuLf7aESARPLx3FPYM2tdj3/ff0rFwVzct/0+F0OvnzUxo+WBhYcWiApL/9CWl0JNWfLcZWVYPD1PEBxVc/kdHhxzxLgrI/myr+i97mycg02bVk128iUTmAemsFwyJncbiu5Rp5/lBLIzHY6jHYGxgeOQe11HdZtKLA2ObzD4SmBF6dODE6tBzU+b43q9PMlrpv3dunzZ4iqge0nie3rXW+JSoKTIcpMB32O6fVaWZl9Yc+bZvrvJ+IN9Z+CcCQ0KlYnWbqrBVEyRKQiGSM0Mxkfe0XWBz+P7dL7hGmXEprcRgNiENchkTCDbchj42n8N9v4rRaEckC8zYbT/kWr/WHSOR/RenFF8J5+jnP9ep0YSJDRpah1zv5y/NhPPaEq+39f0fy0CN1PPZHDQ0NwotpvrxgHy+vH4c0yEkft/ytP68s2Oe37Zqn+gryMNfSqkNbEIkbG0Rt/4zkcZ4l89YYa62NS+rBxY4Vf2X4lPsJUcdg0ldRlr9dsGN1OSOrX8hIamxlxMhSECEizxz8H0YwCTQQ/O2/6ygutvP8C64b6TNPNfD114HftMVqJU67Hd2W5t3s3RWdrYbJsTfhxInBVs+mCtfyVoH+gDvwPbthE8WGtqneH6pdw6CIi5gSews5DVsx+ymL0laJhUDprKSCYJCo6McB7VrKGnmyRIgJEav8GlmRCQpm3901jKzGqPtnUrXyZ5eBJWQNrACoqnJ5uwb2dwU0S6Xwzr91mExOvvjKwLy5whfU1lZb2beqktGXtL0sjj/SBjftxR8yNfDlskApOa6n4HDwy63Z6uuQx7pqxsqiojGXtr6uLYAyo5/7taUqcI+KqcGKKkrRpmP+tnGyf8M7HXKkLmdk7dD9hMlhYLzmco4atpAeMqTlQc1Qmmsgsa+wGjwpWaEUHW2+6LPTCYu/MbL4m7Z5Q3SbdxE2Y3KbxgYDIS58gSIWSagw5bHX4IrziQ/pi1gkweF0Ld9trPBNt99c8YX7da52J7nanT77G2/XWyvYWvl1s+dRV9E15Qi6AhaHkTTlYOzYsDutaCTR6Oy1aG3+62le9ViGYEXc24O1thpV3wEYTuQQPWMOlmrfxBRv74XwnBUtjooSU1bu+s6Xl3fccuOGL04H3chqTl6nqWXz9rD1u7KgzwlgLit1G1mqPv3aZGSJ5QrUAzLd26aiwIWuq3LrSR0T3L9ND8GlyxlZCpEaEwZ3DEiktH2ZR2/euJ9XN41DKhfugv7U9yNZ9MgxQUTuzqIalgVOJ2kL/Wv7nKXg901XF28rE66K55aX+gd93kCRiGTYHBbsDitqaSQxIb19Mv86Am21lZLj+vNKhfpcBjz7FnnvvoKlKrjf1XMD52usp/0uRYIrw+yCuZ0bS9JYI6t67Uqq16702X/6q898xvkrjdJUuZRgU1Hh4N1/RvLwY3Xc8/tQzJbmlwtnPJyFXClh22cnqS0OPDThXHL31PPlC7lc/1xwM7DaUgO2LexdWdUqTcPWULH0W0IzByOSyeg1Zz61m1rWLjuXjGdecqv0m0uLqVm3KuCxSx7azANbr2y2j65S2DCH85Hxl/yVbcue6ZBjdblHSZvTtSRzynyAcZpLyTO1b7lQX29j32rhq60v+LOw8UpOqw3r6QqspeXN/gs26nApVz7auQrvVoeJ2JB0JsfdxJDI6eisbQ8wDQSxQkGvG30D30H4uCyFqgO8JJ1YF1ciFXHX25ktd/yN8MarEWzbFMuN16vYvjmWjxY2L5ESFSXm6IF4Fv3Hf9B4Yybe0ZfR16ejiW1/4Pr2pcG/tviLQVQJULpKKC8WgMNkpG7HFvd29My5gatgi8VEXjjNbWAB1Kxb3arjWw02jHVNe9iNtWaWPLilyfbfLh13Eexyniy9wxXgWWcrZ2Vd21NiG7PokWNEJYa0SUA0UMKi5Yy6OIY9vwiToVD6wpuCzNsSb+4IfqHYtrC96tsW+6S+8hdKXnqduHvvxlJSin7XHsKmTaXio/8Qdfl8VEMGod93gNofl+G02Uj7+6vY6+oRh6opefE17PX1SNRqkp59EpFcjjJrIA3rNlK/xvN0uvOnCkHr7N34l358/OixJtsHPPMGuW89j9NiIWbWZZQvW8yAZ94gf+GbmCtOEz5sNBEXTKDh4B4ixkzGYTFj12kJSUqlYNHbAMTMmEfZT9+QfOPd6HIOU71xFfHzr6Vi5RJEYjGR46ZQtX4FmqxhxM29mvp9O6jetBqJUoW1vu1CjqMujuGuv/+2DazYpFKv7Uef8F9aKyHV02/OPM9D4nU3eR4wPv28ZUMrWLSlGkFLXP5wb964ybtO35WPBf9h9fBG/0vWwaLqlx+JGDsRkUxG1NQZRE2dgdPhwFJehrXacz+InjkXiUqNuv9ApBG+xrStrhbd0dY7Fd6dutQ1f0YYobFKZEopNfkN1ORrg2pL/PTYNo6vLgrehO0k8+JU5r48rk1j9/76FmmZc9DWFuKwuzKr6ypPBPP03HQ5T1bfkJFM0lzF1LAbiJDGkigPjot6zcdtC0hsDTe+0I9eKd2n7lRYdPBjI4TEXFTiEm11OFCkJiNPSsRSWET0VZcjVqsoefFV5CnJhM9yKSuLRCJOv/VPip56nog5MwCw6/XULVuB+eQpip56wcvAAig+JuyNbfiMXi0+zdv1OhxWC4qY5pfSzWXFmCtOYyg8ia2hDqnaFWxcu3MTdoOOul1b0GQORSSWEDZstMsgMxnRZA13zyESi6n8dTkOi7ldBhbAHa8PbNf4HgJHJA5+EkXu7uBma6cPD/OJy8uadH4Wny/97CMcFo9HSSQWo0hIJHTwMPe+qKkzCB8zvkkDq+ST1ivzN6b6VAMF28vJXVdCTV5wDSwAU33Xikk169quWzh61p9J6T+NrLG3MXjCXYLWLuxyRlaB+Qibtd8hFcmos1WQpQyOJ6UjlgxVYVJeXD1GEBG9juYP72Tx2pa2PSV0Ftot21CPGkHD+k2YTuUTOuYCtFu2ETp+DKpBmaS89ByKlCQ0Ezzvy67V4bRYkScHVvC7slDY5UJ5iJinlzYvMHgWkcT1RXPaHXBmyUEa5tEXclgs4HDgtFhwOp1w9sYravR/P3oCee96ysFYtfUtlzVogfRhGv6xdyIS6fmbPXm+MenOfi13aiVv336QhurgZdhKpCJm3elRF59yfSJRCcHNlPv0yZygztcUhlMnOPnCn6j8+Yf/Z++845sq9z/+PllNmu5dOqEFyt5DlqKCqLhRuYpX1OueV9x6cVwVRMGN/rwOXMj1CsqUrSB7FyilFrr3TEeanfP7I5ISkrZpSdqgvF8vXjTnPOd5njbJOd/n+3y/ny9mjfuLEVNNNdkvzCL3zX+3K6uwowxdOKPD19bkej4782yoL+t4nOG25U85/fMWPrddaKX5hi4X/DB6sMBsVZGeiHjve5pufj6VJf92TzfHVxnsxS0xb2EsKCR44gTqNmxGkEpR9UnDXKtBtFopnjsfc5V7sVwdrIzhMdr7oDFWlRPUbwh1RgPBg0diaWo90zV05AQMZSWEjhhLw/EjiFYL9Yf2IFX5Y9HpUMUnoityP8OpLR7+z4DOiTU7j52UCzyfWGA2iWz/oYzL7/Wc9EbK0OYQjl4jPVtGR6+1sH+t9w2X09Hs/A3Nrm3E3nwbysRkZMGuRVUt2kYqVy6jIeNw199w3KS12K+uwHgWnqxTCBIpotW7ItOC6ANvsCAI9kn08x9PnCIVAQlFxiyO63ZiET3zR5BIBV7+eTiRid7XlwFY+0khPy3I7ZSxPMXNL6QwcYZ7Xh1vs+LdPNZ8VNCua6Lv+wflH38KgkDI5ZPRrFmHIJcTcvlk1EMHIZot1K3bSOPe/SS/M4+8x2wrmNhZj1A6/z3A5uqPmPE3lL1SqF29lsadexzGmLtlFCHR3tWm2bG0jK+e/92rY3iba/6Z7NEH8tlyX9rWFs8JEoFHfr6EkG4dk3sRrSKvDFrZZrurXxnMwKnxSOUtu7u3fJzFjkUnMWrdUyiXyCT0n9KN6N7BDL4mAf/Q9m/zvzHmZ/QN7j20Pj4+od39t8ap98XT/c6bfoicQ/Ue7dNXmLD2nxiqGpAHqdh75xcYqhoJG9Wd5L+PwT8hjKpt2WQt2IBotqAIUzNy0Z3oy+qwmq0ceOCbFtsCzDp0k9N4dcVaPr3SvVJZnkI1qC9Bl4yjfMEnLs8LEoHH99/oUgO2rTJC8akXIpH5kdj7UrYtf4rI+MFUFh1y2VYUxbNywfucJyuj6TeONW3HT+KP3tr6iry9WC0iPy3I67Tspin3JLDi3bxOSVP2BHKlxGcMrI5S/vGnth9EEc0aW1q+aDJRu2I1tSscbxKnDCzAbmABiFYrlV992+IYR7fUMO6mWA/O2pkxN8RwfKeGPau8JwviTfxUUp8ysFojKFrFDfOGdtjAcpcRf+vOkOva/ptceF9vBl+dyDuXtZ1pNnPRWOIHhrZqtP1V+bMaWABIBA48tBiLzkTq/Rfx+zsb0JfUkf3+JhqzKxj19V1EXZxG+foMej52KTtu/AhFiD99X7waoMW2LdGSF0vwUxA6bSr+Q/rRtDed2qVrUPbtSdgt11H8zOsAJH40h+KnX8NqMNraDupL0/7D1C5dg2g2k/jRHCy1tgSkktlvYdHUEf3EfSjiYxEUCuLfmk39xq3Ur/3VYWzRKmJsMqNQt9+MiU4exf6N80jsbYvFbar3XgaqT34zRaweN7BO0dnu44c+6Y8q0OdsWSeCoxQ8/uWgthueh4MbvCshcYpb/+35uJrOIHVYMC8sH9rV03Cb2z8bQ+LQcIdjolVEW21AV+eZGKSpLw7iiufcF1YO7qZi8DUJbbaLSgnsdAPL23GJ53EPk6YJq8GEf7Lts9tUWEPD8TJEixVNehGqbiEIUgnho1OwGszoy5uNTldtW0Ovcf09CLv5aqQB/pTMfgtFYhzBV16M7mgWgqw5PEB/NAtLfaO9bfG/5tnbgi0BqWzOBxQ98QrBU21JSeVvfYxm+ToMJ3IpeuIVJwPrFB0NfvdTOf6+3tzR87mn/wWB11BgyMQo6khVDqPeUkVG0zaPjrHtf2WMu/HsRE7dpe/YUN7eO4afFuSy/rMin/NqhXVTMuPfPek79tzM6ukKMn6rYfPXxVx8m3e9fn4qKa9vHslbMw5TU6L36lieoPugIG6f04uYHt71CHmSnuOjCUtqFpfd8cUJNrx9zCkzSxkk55YPRpEwpLnywcsDVrg1Rp9JsQyblmR/bTFZeXPCOqcHhH+ogvF392L0bTYZg2teHcLU2YN4ddiqFvtedMd2JDJHI0sdpmDG/11gf738hYOUZbXu1TG4uTUJMPemQ8zdMsqj9QWDIjybyZy+qXMWQq0hSCT2hJT2cHqxaLfG+SMBZtyqR8h+ZwPlGzORKGQIreh1tactQHWe689PwLiRiAYj8W88D4AsOgLN8vWUz/8EQSpFFhVO5f997dA24a3ZDm3BloAEoEjo1o7fHBrKmwiMbn/4T/bB70nuezkAvYffQkS3gWxf8Uy7+3EHnzOy9jeuwyjaHih15krGBU0jA88aWT/Oz2XQJeEEhsk92m9rXPt4d4ZNieS16w902pht4aeS8uKqYeeDkjvA9v+Ved3IApsR/OTiQTx70W6vj3U23P12H4ZOiXRbh9FXGHNHiv3nvL1VLg0ssNWI+37WPmZtnmw/FtEjkKqc1jOuAiKVXDW72UOsbzDx5V07XK7Am2qNrJt3lGE3JiFX2r6TUoUEqUKCxeg6w7PihPP4QWc8dGoKtZQd95z8glZjYv/PlYy+Ntoj/QkC9PCwhuF2LwqQukKQK1D37E3w6HHIQ8OQhYQ6iIy2h45WEJD6ydEV23TXQocloSuqRbRYqdmVg0QhQxaobLVta+hqWwh6t1opeeVtzJWORq2ptBzVgDT8uieiWbG+1bZng9HNOMIzqSw6ROz4sVjMBlQBkWTuca7u4Cl8JvBdLQ0BUaSXagT5hmOYRB09lcMpNv5OuclzmU6n4+lAS3cxm0T+ffU+ynM73+0e1k3J7BXDUAb4vmHVkcD3zmT4FZH8Y0HniWse3lzNkldP+oxXKzpZxQs/DUPugzUIXXFm4HuPCyK57ZNmj8+rQ1dhMbUuV/HikavtP9eV6FqNm1IGyXl802S7wQTue79uWjCCPpNscX9NtUbenrQes8E9KY2gaBX/3DjJ/vqL27dRcMDzgpyeun8eXF9F0oBAj8k3rP+siGVv5rTd0EPE3HQrgYPck11xh84q09QSrgLfVzyxg+yNzlqTglxOyNWTCLxoDGZNHXWrN6HdZXMkxM97AUujltJX3nZo6z98EKLZbG+b9PFc8u+zeZFinn2Isjkf2DqXSIi482aUvVPQLF9P47Y9TuNP+tdwBt7gLGDbVuB7e/jTBL6PC7zB/nOUvNm1HiqLpbzOO1ZmU73ZK2Uc2kImF3hp9QgyttXw0QMZWMzeN3RDov24970+dB/k2RWjVmNCFShDIj3HXBge4MA672uvnc7Ai8NJGxPKk2N2ekWB212kMoFHPh1Ar1EhHvdc5R1uoCJfx7DLI72uq3VmuZm2DKwzCe6mwi9AhqHR9fbO0BuSHAws0er+93zzB8ftRpZ/qII+l3TjyBrvCyp3BUMme1YuxptldM4kYMBgjxpYvkpLnizRZKJ26Rpql65xOlf01KtutT1lYAHNBhaA1UrVp9+1Oq+OxmQl9bmM/Mx19tcKZRBGvXcSJXzGyPJUCZ328PjIHcx4pafXM8VcIUig/4QwPjw63n7s5IF6svfVse37UqqL9R2ST0nsF0BMD396DA5iwvRYrxo/i1/KZuuSUmbO7e2xrYPOYuQlz5J18L/U1XR8xWu1iFTk64hK6hxJELCJlb57YCxgE9jds7KCg+u9a+wpA6RMfyGV/heGERDqvS322jIDc286CNg07a6437vZieoOSB2cicxP2qKRNfFBR4X7DQuOud3vmduQU2cP5Oja4nYZat6mM+ISO0JZTsdFKttL1NTr7D9rj2dQ8nXnP8c6g9p83xIiPUVDBwVJE3pd4mBkSWXek+TxGSOrq/j+9ZNdYmS5ImVoEClDg5hyTwJ6rYXjOzXUlOopz9HRVG/GbLJi0luR+0lQh8pRKCWoQ+QEhMroNSKEsDg//FSdtw24dUkpAIXHGxlN1xlZMrkK0WrBYmlfJpgoti/A1BU/zs/l3vf6nnU/HWHIpAiGTIogfVM1v+/RsPmrYo/oGsrkAt16qhl/cyyJ/QKITwvwulfJ0GRh4f3NKeRZuzVeN7Iaq89OXFG0ijTVtvyZk50RGF7eRvB5ayjUMiK6B1B50ncedlu/K/U5I8ug61wPr0TVnORRsXJZp47tLT4Y/6PTMUNSwlDPAAAgAElEQVQHY5+8TXs9WVKpgpAoW9Z2eGw/AARBQlTCMI7tXuTp6QE+aGTJoyORqJQYCoqJe/lZ6lavQz1iKHUbfiX02isQ5HIad+5F4q9E/3sOxrwCoh+7j9K57xB06UXUb/y1XeMZ9VY+ejCD+z7o51NBu0q1lMGXhrfdsAswGay8dWtzYdddP5Zz4zMprVzhXYZf9CTZR5ZSXdayzsuZ7Nk0xyNjH1xfxctT9/HiquEe6a8jDLoknEGXhHPjs67fA73Wgq7BjPmP4Gm5nwR1sByZn8RnPvOPDt3u8Dprl+vCyZ7k8MoiLnogjdB424Ny8pP9WP9my5+hM73C2z474bZnSbSK5Ow6O/mY1HFRPmVkleU08cmjx7jn3a5ZZLjig3uOdup4mu1bCJ1gkyKQBQa1q6SOr+KrBpUrGkrb58myWIxUlx3DYjZSW24ruSQiUlXS/sLc7uJzEaum8koMeYVgtWLIPoksIhxDQRGKuFgMOfmIFjOK+G4Y823H/LonYcjJR6L2RxHfvvTPU6Rvqmb1h94Jrv8z8s3sbPKPNt/stXVmaku7puTCoDEPoPALoN/w25kwdR7JvS9jzGUvERzWg/DovkyYOg+AoNAkxlz2EgBjLnuZCVPnERbtGLSuCoik77DbGH/FHEZe8qz9eFTcYIZfOIsRE58iPuVCpzmUnui87YmOoFRLCY3xIzJRRWSiipBoP+RK3zGwOjNI+Uz2LmmuyDB6Rg9Sxka12Payp/o7vN7/Q57b4xg7EEN3pgHnH+J7BdsPbex6qYRTVBboyN7r2SLWbVGzZSOmWltSQcSUqzptXHlcDHFznyNx4Rzi5j5H1IMzz7pPaVAgca8/gyzcd+R8oh79B2Ezrm/xvFHbAYNQFNHWlWC1mrFazV4vq+NznqzEt1+j+rulaPccQJDLQRBo/G0nEXfcQvXX32MsKiHkyklULVpMzKwHsfZKoXbpSgIvHIuyp3OWgbus+iCf1GHBpF3QuijbX51DG6rYvbzc6fjOn8q9vr3jivQdC5kwdR4Z+75s9mQJAtHxQ/EPiCIn06byHp0wnJK8nQDsWPei3fg6RVKvyXRLvoA9m+dgMTtuAakDY9m3Zb69nSteumIfzy0biuIcybTzFVordWPSW72eubjzy5NMfCgNuVKKIBGY8bGteHhVTgOaEh0SqUBEjwAnWYTjm8uoK3E/O9ika//WtElvQeHffIsWJD5iFZ+G1SJitYg+kfgy/7bDnT6mVa8n761XCbv4MkLHXkjP1xZgNehpSD+AuaEei1aL1WhoV33ChkP7Wz0fee9t+A8bQNmcDzDkFSIo5EgDA872V7EjWrouqaa9lGfW8vaw/7X7usPbFnphNq7xOSNLkMsxV9gCeZV9emKqqMRcU4tEpcJUUQkyKcZiWyyQRKVCovTDVFGJ/+D+9uMd5eOHMnj860Ek9vXcB/bPxO976/h01nGX5wozvaPQ3xEaNUUkpE7EPyCajH1fIkikBAR1o+DE5havCQjuRoOm0MnAAkhInUhC6kT764LsTYhn1NMsy2niu5ezuX1Ob8/9In9ytiwuafV8zqF6eo/2/qJn8QO7uXH+cIeafxE9AonoEeiy/cFlBax5vX0P9NONJbevUTleo6/3zW2c9M3VDPGBgvKa8q4rYKzNOIwsOJjg4aOR+CkJHjmmw321ZWT59UwGwJBrk7cRDUbMhrOX6LDUN1D83Nyz7qez6YjAtyogCl2jrWRZXOqF6Bur2hVu0h58btld+9NqIu+bSfyc2dRv3GI/bq6x7XWbSssx5hfaj5lrbLEbsvAw+/GOotdaeP/uIz6//dNVfPRAhj2u50yKjms7eTYt06ApxD8gmiZtBSajloCgONSBMTRqWk6BFxBcrzYFgbysdeze+Jr935kG1il2/ujs4TuPazZ/Vcx3r5xotU3Wbu/HZYFNhPTjab+6FCE9kyWP7GHFi4fc1qw6hVwldVnItlXOaK/zUSOrLWP5z45EqSTxkScJHj66U8aTBqjbbnSeVkkZeA0AEomMbj3G0Xv4LV4by+c8WfUbtzgYV6eoWPhHaqwoolm93vEYUDjrXx4Zv6HaxMtT9/GvFcOI63X+www2A+qdOw6ja2h5y6OyQMfJA/WkDPWsDpc76LRVxCSMoKmhHIvZiEFfR131ScqK9gGQNmQ6tVXZGPSO8RqC0LzGyD76I8MufJz+I+/gZMYKlP5h1FZmgyiS1GsSIFBddhR1UAwVxa6rtQM8Nmz7eW9oK4giLH87l7WftL0gWvefQi67J8HrGbMBkUruWDTWbtSc3F7BN/ft8ugYgkQgZUwUJ7d3vOB37u7OrbvqLsd3avjfnJMtJl50Bpu+LO6ScUMvvISIyVc6HbcaDIgmI6K1fcZ4S0Q9fCfS0GBkIUH2Uj1JnzSHPJTP/z/0WSftryPu+hvqUUPIv+cp/HokEvnA7Uj8/dFnZKFZsR5jYbNhHHrjVIImNQvLlry8AFNxy1pjErU/MU/chywiDFNlNU0HjlC3aqNTu8QPX6PgoRcIn3E9yr69kKiUGAtLaNy6C+3edKf2yr49ibxnBoJchmbFeho2bkM0eWdhERTeHYABY+9l7/rXUKrD2rii4/ickeWKiPGTQSKhasvaVtulPf8Wx197wq0+22q74LZ0Hviof5cYDb5E/tEG3r3zCE31bceUFGY2dsnfKyv9e1L7X8vAC+4l7/hayov201BXSH2NLZlBpY6gotimQpzc+zLie9huKP2G3462vpT9W9/GoNOQvn0h3dMuZ/iFT2DQ17Fns811nrH3SxJ7XkJCyoU0aStbNbJOeUPf3H5Bi23+qphNIl89l8Wele4ZGhazyMkD9V6vqznjo9GEJtgWVCe2VfDdw87K0h3BbLA6yDjEpgV32MjS1hioKfAdb/GZ7PyxnGv+2b3LYhI7U4D0dAIHDHF4XblmObqcExhKPWv0SUODATBr6lH84ckyFjWHx1j1rrdK1aOHEn77jQhS20JFNaivkxioITsXbYAaeVwMisTWJTkUyQk2gy9QjWg0oYiPRREfi3b3AcyVjluWglyOamAfAsaPAqsVJBKUvVNQ9k5xMrKCJl9I6LQr7b9L6A1XouqfhkXjHYFQQ1MtASHxBITairBLZco2rug454SRVfXb+rO6PqBXP0JHTKDw24/cvkZbZ+bNWw5xw9M9mHRH/FmNf66ydUkpi1/Kdrv9rp/KuejWjmV4ng31NXkc2PqOw7H835tXVltXPWX/OS9rHXlZ63CFtqGMo3u/cDpeU5FJTUWm2/NpqDbx5JidPPyfAST2O+/RAijP1fHi5Xvbfd3K9/K8bmRF97YtDPT1Jr6933MerDWvH+bqlwfbX1/yaB+2febe9yky1TEebMN894VMTXrH7ezTVee9RVO9mbduOcRzy4Z6fawz+e7lExT/3jUGqDysWWYnd94rmOu8s8V9qjQNNHuwTj/WEorEOAruf7bVNk2HMmg6lIEsPJS4Oa23jX3uYUxlFRTNetl+TBYZTtxrz1D9xX9p3OkYTxZ57wzy72m+/0pDgol7/WkCJ46h4Zcd9uOh067EVFpOyYvz7ccCxo0k/O/TaNjqWa8ywP5NbxIW3YftK22/r0odjrbOO9vePhOTJZEriLl8GqmPvUz05GsRpDb7T9ktkV5PzSHmihvtbaX+auJvupPez7xB2vPzSb57lv1cykMv0OupOcgCbZZ/4m0PEnv1Lfgn9iD1ny8TPubiFtu6YukbOXz+pOtg7z8zP7yR0y4DC+iyG50v0lBj4s1bD7F/rW9u8XQmhzZUMefGjhVGzz/aeQkVfgEywpM8ZxRnrCtxFEtsR0zWxQ83y4toqw0cXeu+Z0TfYHKQfwiK6ZyKBAXHuib5Ze/qjm/Bni36wmbpH4vWd5J/TqFZ7npB2SH+2KY83TgC7AWfVUP6O12iS3dcnFo0dZjLq5CFnbZw+qPfxm2OizDt7oOIprMXjG6JmvJMexyuN3WyfMaT1fPJ18n75E3Kfv6BoAHD6H7PE+R8NBd9SQF1h3YjyJrLecTfdBe1+7ZT9P3n9Lj/GSo3r7afO/mBrV5S0u0Pk//l+xR8/SGhI8YR0GuAkyfrzLYtsWdlBYd/qWb6C6nnXPmY9pK5o5bPnzxOQ3X798JN7QwG/rNj0lv5z2OZHJhSxe1ze//l5B0qC3R88VQWOYc67vLvSOZQRxEkAg+turjF8xaTlZoCLeVZ9RSm17BncW6LbQGMWjPzL17PAz9NJKSbTfD02V1X8NXdOyk+0rJo5fP7rkTm1+x9eu/KTVhaSDhxhWgVyVhbQv8rbFs/U/81kOIjGiqyvbP1cjraOjPq4M59rLgTyuAtir/4mOCRY4i6ZhqJD84i/903umwurhAN7auC0RqqtFQAwv52LWF/u9bpvF9KstOxpnTnjD1LQyOCovl57tfDJv2jO+rozBBNJgw53tGvFAQJwyc9g58qhG3LnyIqYSgVhR1bCLaFzxhZgkRC0l3/tL+2GlpOxzXWVKGKS6Qp73dkgcEYq12sZCTteKC50VbfaGHRM1n0HR9KULjviQJ6ApPeynv/OIJ4DthKEoWC4GGjUffuhyqpB1aDntodW9Ds2Y5V76hfFD7xMsInXoZJU0vugn+j7t2P6KtuQKoOxFBWgjY7k+rNLcf7BaT1J3DgUALS+iNazNQf3Itm9zaM1e55qfavraT0ZBOzV/75C8mezqvXHOj0Micd4eCyAoZc37bGm1QuITIlkMiUQPpfEUdMWjDr38poVVrBpLPw03MHmbnIVm9SoZZx51djefPCdU7X+YcqGHdXTwcDS7SKGLXtNyKytpTZjSyJTMKtC0fx9qQN7e6nvexYVtap4RXVxfpOG6sl6vbsIGjYSJTxiYRfOoWm7Cx0+a0b4Ockf6gXW7Wus++tTS6OW9x4mJxSRXa1nnLn+g4QlzKe8oJ9JPa+1Da0Fx96PmNkaQ7uQqpUUbz0K+QhocjUrjVqABoy0wm74CLMjQ38Pq/1PWQAc30dfuGRAAhS6VmJrT011rY/nDo8mCe+GdThfnyJxlpbDJEn6t51Bv49ehI/834AdHknKV/xP6QqFZGXXU3EpVdQ+v1XNBx1Dk6Xh4TS65UFWI0GqtavAiBi8lUo4xIIGjiUvPfmOmQDSZQqEu99DEV4JMaKMipWLUWQyYiccg0ho22FvX+f/bhbcy7J1nJf2lZiUvx5aXXXleDxNka9lcdH7mhR6qMjHN5czcCLvVNiSiKTENOn5XCB1hhyXSJDrkvkzQlrW61hmL+/mjWvH+HyZ/ojSAQkMglPb7+8zf5/XZjFlo+yOjS3o2uKuX7OULuAaVCMihePXN1i+5cHrOjQOGey9I0c4nqpvR5HB7adnq4QID2T5FnP22OzwiZOJmyia8Fid8l+3r17SmejP26TXKn5bjnaPQc91q8xx6b3pezXC1PZaQ4TiQRFj0RMVZ6vKpDY5zJ2rHzObmRp685OY7M1fGb/onzdjxg11fR66nUSbrkXeZhN3C7mihsJHjyKoAHDiLvh9j9ai6jiu9Pr6bmkPvYyoSPGt9p3Y3YGTQU5pD72EsEDPPOAO7Gvju9eOUF9lefcsV3B+s+K+NfkvR4zsLz995AoVcROmwFWK2XLFlP4+YfUH9xD7Y4tFC36CKvBQPQ1NyMPcZ2Sa6woI++9uWj2bEezZzv5H7yBpUmLPCwCde9+Dm2jr7oBRXgktdt/Ie/DN6k7sNt2zccLsOhsqzZFRMtlWFxRdrKJxS9lU1dxbn9uzkS0wp5VFbx4+V6PGljgPb2syNRA7lkygdjTjKyGCj25u6vIWFvs8C/rlzLy9lS53L6c+FBam2Pt/S6Xbx/Y7fbcdBpjhw2sU6x8OR2rufPd0p2lm3V8Zy01JV3vyTo9+P3PzCnnRPDlE9to2bF+A8eNdDjuP6QfEqWfR8c6hV7raLiFdxvglXHAhzxZotlE5aZVVG5a5XC8bM3/KFvjKJsfffk0Tr73MubGBvyiYkn+x+PU7v3NQZIh/4t3m/u2Win56RuHPlpq2x62LC5hx7IyXt88isAwedsX+BBWi8ielRUerxtXmNlIv/He0xwJGXEB0oBANLt+o/7QPodzTbknqNqwkqip0wgbfzHlK39wur7k+68w1zfrZZk0tdRs20zk5KtQJfWgMbM5ADKwvy09u3L9KgehUmNFGdWb1xJ15fWEjrmQ8hXtK+uwdUkpO38st31uws+tz40rRCu8fNU+yk56R8TXW0bWnV+OQxnU/Pf/8OrNVOW2HrwsV0pJHR/FpMf72QtLD70+kQ0LjrW5rXdyewXbPz/BiJuTUahbvvXu+uokv33avqQTVxxcVkBFdgP/WNz6ItTTHPn17NXH3WHH0vPiv52Npa4eeVwM/kP7YziRhyCTIQ0JIvSmq6j+4ntM5R1M9BFF5HExSEOCsWjq8B86gPAZN3itxE/h75tI7mvzJvcefgsR3QZSmOWs9eUJfMbIag/1R/eTdMdjCBIJ+tJC8v4zv+2LvIRJb+XJMbaaeEMmRTDx73H0GtGx7QdvU1NqYPsPZV4thr3zp3KvGlkRl9q0VCrW/OjyvGbPDqKmTiN4xBiXRpaxwllPR5t5lMjJV6H4Y0vZjj1WwNl7odm9jcjLryV4+AVU/Lwc0dQ+z5TJYOXJsbbPjVwp4dFPB5A63Dc/N64oydaydUkpv37rfa9F0XEtBzdUebR0y5DrE+0GVvbWchY/6J6XyaS3kLmhlMwNpfbtN4lMwoibk9n+eesK9gAb3z7Gxrfdl2M4W4qP1HpsK9BdrBYRi1lEKvNePcNfvy3p0qzC0/HV7T13OV3UFKDbi82/j3b3Qao++87+uujJVxHkcqIeudNmBFlFLJo6an9YjemPcngdIf/ep1H1T6Pby7MQZDI0y9dROOsV1MMH4ter4zWJW6Ky6BCVHCLv2M8AZLHY42Oc4pw0sio3r3bIKPQVDm6o4uCGKqY+lMToa6KJSPCewFl7MButHN1ay/89kuH1oPaiTC/LOAiev3GLp4yoFrru9cqCVq+Xqvwxt9PIOh2T3spbM9KJ7q7iiW8G+7R3qzxXx4F1lSx/J69Tx83apfGokdV3UrOe24GlZ7/oUId5Z1vjXOXQhiqGXR7ZdsMO0lXio77A6bpTLVH12XcOxtHZ9nc6oslE+fz/63C/5Qs+cXlcd/Q4hY/Odjim3XMI7Z6WxZ87SkBIfKtl1jzJOWlk+TqrPshn1QfNN+6IeCXX/rM7qcODCIn27s3YahEpzGwka5eGVR/kY9R3bkxGWU4T96Vt7dQxvU3Z0m9bPW/Ve2abrDxXZ/duAYR1U3Lz8ymkDgtCHdL5htfhX6rJP9rIiX11nVZHsCV+/bbEo16zlDHNBkDO7o6vwE/RWN11xYl9kf/8M5PYnmq6pfp7pf+u0uQ6j2vu+Olyvrj2566ehtuIooVRU2YjU/iTtf87akozsFq9IwVy3sjqBKqK9Hw6yybKNnJqFPFpakZdHU1wlGekIKwWkQNrqyg41sBv35e1WmPwXEe0WhHaI8/hAerT97fdyAvUlOj56EGbzszAi8NJ6BNAQp8ABl/qnUDbE/vrqMjTcXBDFQUZjdRV/rmC80/HpLeg8Lfd/lTB8nbLJJxeLgfoFA2qcw3RSxpnZtM5kgYNIAj4xXZDqvRHRMSq02EoK3FdjP40JAFqwv8+DVW/XggyGUVPv4ZFU0/Sx3PJv+8ZAGKefYiyOR8g+CkInTYV/yH9aNqbTu3SNYhmM5IANXH/fhKkUsrnLcRYVGrvV5mWirmiiupF3zuU5/mroK0rZc+6VwmNTiNtxAysFhMZuz6nocbzoTTnnJEVnTaOyuxdWC3npiGxZ1UFe1bBsrf+hDoqnUDlmh+JmnoDUVNvoGLVUqfzISNtekR1B9zP5GoRUQRBQJDLvVao1F0Ob67m8GbPpzL/VTmyuohhNyYDcOdX4/h42hZ0mraNSkEiMP7ung4ZhYd+KuDENt+ID/IVbn2lJ3G91V7p+6MHnAUufQVVUndCJ1yMOq1f240BXc4Jij5b6HQ86qGZNPyyg8qFX9LtlSdbreGX+O4rlLz8NjXfLkM9eiixsx+jZPZbqIcNoPqbpejSjyGabQHk6mEDUMTHUvT4S/Zjf1UkUhkKv0AEQUJd1UkQrfTofxUxyaPZsep5j41zzhlZICAIUuDcNLLOc3bUHdxD6NiLCBkxBn1xIfUHm4v5qpJTiJg8FdFspva3zWc9Vv2hfQQNGUHcLXdRtmwx5gbHG51UHYAgk2Oua1m9+zzNXBZ0h8PrXxq+wyi6TsEfqJpArDzFrbYdIX1ls5EVFK3iH9+M5/2pm1q9RiqXcNc344jtG+Jw/NeFZye18GdkxBXtkzZxl9oyA8e2u5e92HtUCH+bnUr65mp+nO/9Ra0gkxF/90PtihtV9Ugl5sZbqVi5FKu++fNtLq/Cr3sC+swTSEOCWu9EIiH2uYftL08JeTds2UXMMw8Sdst1FD35KlitNGzZhbVJR9wbz9Ow4Tfq1m+xFW9uLwKMubcfw2emkfub4zb+0Ft7MmR6T0QR9i06zuFltgz2flcn031sLD0u7Ma+RcfZ8X8ZdgHSmUsvIyQhkO0fHmHf1787lIXyBurgWAaOewCrxcS+DXMw6GwZ5w21hdRVe/azcs4ZWeXHf+vqKXQaKn8Jy4/2arPdD5/W8Mnrf42VtGgykfv2a3T/5wvEXDedmOumO5y3Ggxkv9K+QM6WKPvxO8pXLaXnC3Po8eRLLtvkve+dMhp/xvd+Xb2t+HaYLIYR/q2LcR7WbeWwbqtbbTtC4cEaSo9p7AZTWJK6VbFOV5gNVla+dIi6Ul3bjf9iKAO8U5R6wd8Pu528k7Vbw0tX7uO6Wd3PaszHvhjIO3e0Lnqa/PhzyMOdEzNEsxldfi6i0QAICH4KVEk9EKTNf5/AwcMIHDwMS2MDOXNeBEB74AhBkydgqW+g8JF/2dsai0pBEJBFNmdwN/62G4m/P5WffIMsPBRpkK3+pjItlbK5HyLxVxEwbgSNW3ejTEtFn51Hyb/eJOrRf2BpaqJxq6PXf8q/HfWqTnFsVT4Fu22yGbd+cynVOfW8N9q2m3DHT83fUblKxmdXrQFgzH3NHr2UC7uxYpat7uGUV0Yy49tL+eaWjfzty4tZdIOtxuKY+/tz95or+WSKo5STK+KGuE6EsZpFSo+07vUXkLBz9b9cntNU/N7m2O3Bp4ys1AtvpzpnP3GDp6AKjKQscytF6WsRrTa35sjbbFINe76e5XRtdNo4IlNGogyKxNik4fBy28NP4R9MwpArCY5Lw9BYQ1H6WuqK/3oFn08RFa/go1/7clPvdCxuxkxMfzSGq/8RxS0DOq6uvPTEYH5dVsP7TxV0uI/TyXt/LsFDRxLQZyCq5BSsBj2aXb+h2bPdI/2fQjQZyV/4FkFDRhI0ZARSPyUmTQ2GijJ0uScwVp7X6jlXWXTnDq57fShpF8d06Pr/TN9CxYkGD8/q3Ce6u/cKUlcWuDZoA0LlvPzzcKRyCW/deoii4y1nOfuppLyybgSCBJ67eA9mo5WFGeNZ9HQW1z6ezLHtGv776gn8/KXc815fegwOYt720WxaVMy6/xQ6dygITgZW1bpVaDMzMFZVOMVfCRIJ8shoYm66Fb+Y5ixXaUAggkRiqzohiihTkkn84DWsej1FT/wbgJpvfyTxvX9jqqhCNNt2c2qWrCDk6kkkvvdvzJo66lZvwpBTgF9KMlEPzsRqMFL89Gu23z0lmYi7poMgoenAEbTbHbUGAfpdlezy71aeUWM3skKTAjm+xvlergr1o+xos6ex9GgNAZEqGit1VOc07wRUZmlIvdhW9ikiNYRZh25yOWZrTP+ihTqjIswf8n2r1zbWtVxw3WLxbCyqTxlZABaTgaMr3wKg3xWP0SeqO8fWfQDYjKv4wc6rWnVEInJlAEdXO6faD7r+BQ4vn8vJ7YsBgQFXPcGRP7mR9Y+X4hk1KZi7x3oudqEjHmVvIZUoSAgaRHBRBLH1Iaz98slW21f/so7qX1quRm+qqWq1PI6hvJTKtcupXLvc7TlOSXuGE1XbOFG1ze1rztO5GLVm/vuobbs5MErJhHt7EZUaRHCMisAoPwSJgL7ehK7ORMGhGip+r2f34twuUVH3BDfdpOL7773rdZPKBGZ5qdyYvrHlGKKhl0Xw7YvZHN5c3WpgvFQm8Pa+MTzQz7Yj8tKa4bx0xT4kUgFNhZHnLt7DmBtiePq/Q3j12v0suC29VU+WIJWS/ESzRyTvrVcx1ba+nSlarRjLSyl43/acO90L1v2Zl8id9wph06+hcNYriAYDARMusF9ryC2g4OEXHPszmahduobapWscjtet3kjd6o1tHusImoJGIno56/rpNAZiB4STv8tmjMUOCCd3my2wPrJn8zZ7VFoItfm2BYqmsIGvp7e/rmZ9WRNBMS6yV70nz9YhfM7Iqi9rVjrW11cSEJnc5jXBsb2ozHYd6NxUW4Kh4ZTrUKShIgeJVHbOBs67w6CxLdd97AhL3i1jybu+o0tjsRrJq9lLhLoHsUF9u3o65wSXBd3B/qb1mEUjyYoBRMoTMIl66ixVHGxyjEWSC34kK/qRpLC5+pusDexpWo1ZdA7+T/EbTLgslhBpFFbRQpPYyIGmDeitXtZLA0aoLydMGkOxKZujOkdjVi74cVHgdI7otlJmajvGoqFCz+p/d30dPG/y9FOBXjeyBkwMJyjcM1nTZ7J3Tcvb4luXlPLUksH8bXZPnp6wy2X5I4DgSAUSqcC7B20JMgZts+HWWGPzYNRXGQmKcE8yxb9XH2RBf8RMWa1tGliuKF3yFYn3PwYSCVJ1AOrefdHuSyf2X48hSAQMeUU0bPatxVr6Dye55Jmh7P3iOPFDT9NDE2HEzN7UlWgRBBg2oxc7PmJf+SUAACAASURBVDoKQOKoKAbfnErB7nJ6X5bIxtdsWds7Ps5g9D19yd5UTGSvYCRSgWOr2s7yqy/RujayfAyfM7KccCOIUOanxthU5/KcOizevs14iuL09Vgtf043f1S8gm7d/agp79psuPP4HkpBTV//SxH+KFnqJ/gTJUt0ajcu4HoUghKLaEYQBAKloVygvoZ9TevQWZu/N0qJmlQ/W+khs2hCJsgJFEIZo76G3drVaK2uv5OeotB4nDBVDDHyHk5GVqy8OxIkVJi8V93gPM6Mm9axrVd3aEuAdN70Q8T1VjP6mmh2LHPdtq7SiNUi8ugQ57CC4Cg/Sk40ERKlcFu+RN27j/3nhiMdK5psKCmiPv0AQUNsdXX9e6VRsex7NMt8V3fq6E+5BHdTM2PJZE784rj1tvXdw/ZYrN/ea164HPg2m/hhkUz45yD2LjrO0RW2xc/JX0sYdWcfRt3Vh+qTdez+3L2dpobycyMW0veNLDeoLThCbP9LKDni7HI0G3Uc/mkOZoP3V9btITFgICpZEHHqvigkKo7UbKBY2/FyG/1GBXDFbREEhtre0oBgKU9+kGw/v+CxfCxm2+pOp7Vy5+w4ptwawckjTYTHKgiJkPHrjzW8/2TzPvtF14XRZ4SaweODiIiVc0Oqo/LuqfiudYuruOyWCOprzFituOzrTPxUEhYfGUj6tgZemXnSflwh9WdI3HUE+EUikyio0RVSUHuA8ob2ZXCpFeFEB/Ykp3oXY7vfib8iDKvVzO6Cb2k0NNfX6hk5gZjA3iikaur0peRW76K6qfnBfPp8AOoN5ewtcFZSHhZ/I6H+8TToKzhZvcPh3MTUh1HI/Fl3/A2Xx7ec/Ai9yfs6S/1UY+3B5y3RV3kBJtHAlobvsdK8yp8cNJMJAdMcrtdbtS77uyzoDkapp7K5oXUR17OlzJRLgCSEFL/BTuf6KG1bLFZ8Y2vveKbN+EjrY3v45+fFIpNBXHyzRlFxUSwPPqRhxQodF1/sx8svBREbK6Wqysr+/Ub+7xMthw7ZFk8JCVJ27YwiPqGUW2/xZ/bsIKRSeGNeA599puVUybf+/eW8+24IqSkyZDLbGKdz+vieoP+F3imptfSNHHLTW14YX/lAIpPvTsDQZOHZC227GnfNTyOpfyDBkQoGT4rgxL46vn7hdx4dtp3XNo0kIFTO4pey2b3C5iGL7q7i5hdSOLG/nnnTm+919dVG3t47hh/eyGH7D47GW2D/5s9e1bqOVyGpXr/abmQF9htExY+txxR1NaJVZNsHR9j2wRGnc+nfnyT9+5NOx80GC6ue2ul0HGDx31vP7HVF5fFa+lzuvEgEiOkXRllG59TQbItzx8gSBPzUociUASiDo7AYdZh0ti9dQ0UOfSY/gMI/iLri4yhDoik9akvhtxia6DP5AcqO/4bVbCQgIpH8vT915W8CQEGjzcIPUcSi8Dv7QNGM3Y1k7G6kz3A1ry7pSWOdhTcfynPZVqWWMHl6OJ/MLmLd4ioEAX7IHsxF14U5GEa//ljDrz/W8Pi7yURcGeKyL4BJN9v6Wv+dTTl76h2RzHwujhWfVpCf5Zx276eS8PynPdj/Sz1vPui4lZMYOowAv0gaDZUYLFpiAtMI909i7fG57f6b+MkCSIu6BKO5iUZDNf6KUIzmRofzKeFjaDLW0mCoJNw/iQh1d4exTp+PVCIn3D+JuOD+FNcdtbcJUXUjMiCFOn0pEomM4Qk3O8yjqC6dlPAxLuanpkqb2ykGFoDFxXbf6QgIxMpTyDbsdzCwADSWCkKl0W6PJRe8s2V0JkXGLHr4DSREGoXG4ridVGc5eyV3gOjp4ylf0pzVHDAwmbj7plC/+3dKv3RPKuToURMXXND8N5G1cOdNTzdx6aVKvvg8FKNRpLDQQlyclKuvVnHFFSqSkh2NojmvB3Pbbf6kHzbRLVbKi7OD6NdXzqOP2RT6AwMFTp40U1tjZcgQOZs2e0+Z3gsVr+zsWtF6gsnqhQWsXui4qPtslmuPiElv5flL9jgdz9xR67KqwOdPtOxZEfyaK3hYGju+O3L6taf3eZ6W0Va3LOkS1j3wvJHlihNbvnR4fXLbaSthUcTQWEPerv+5vHbPN080vyhqDvhO/+l1h3bVuQfOfqJ/Al6YfoKsgzbvnijCtpW1jLsq9Kz7Alj5eSUzn4tj7JWh5Gc1PxTqa83I/WwerB0/a5j/cJ5TXyeqfuNEVfMDTRAkTO71hFM7d0gKHc6egsUcr3BeJQX4RTCu+z9Yd/wNRJrjN/pGT6Zn5ASyK7e2Op9TRlawMobRSX936mdK2jP2n7MrtxLoF0lkQAqVjbYVnlSiwGTRcaDIuYi1t6g0t5xRAxAm64ZMkNNHOZo+ytFu9RktTyZCFke4tBsyQYFE8E7qfkvoxSb2N21ghHoKvzb8F5NoIEwWi0U0s69prUfGON3AAmg8nEfWAx8Te3sL2U0u+PqbJgcj6+RJM8uX64mLk1JcbCEwUGD7diO5uWZyc81OHqYBA+Ss/dk5Zd1qdfRGbdoUybRpKtLTTXz+hZadO43s3Glk5EgFHy0M4Z57vKfpdudbaW036iAN1d4PfxA6YCVaGhuQBdkCwGUhoZiqO2bYy8OaqzhYtb616+Ipdv3Hs4XRq3NaNmrjhkS6FdfVGfiUkdWVSAU5wyOvIUAejkxQ0GCuplZfTKZmi72NgISRUTcQKA9HIsjIbzxETv0+TFZHizohoD/d/PsQKA/HYG2iQpdDlsa3AheLcxznbDiLGodn9nUKidTxpqXTWnl0fiLH92t5+zH3vgCiaMVoaUIQJIjtrG5tthqoaXK9ZRnun2TrH8cA2QZDJVEBqa3ORxAk9vkEq7q57OdMCmoPkhg6xG5kxQT2oqQ+A6vYmarLrc/x1LtlEt3zdqglIQxWTQSg1lKOyVqDRTQ5iIh2BtXmEiRI6SZPJd+YQTd5CuXmPJeB+gDJz9+Iul8ixoo6Ct9dibpfIsr4cPz7xFO5dCdx900h4xZbHGfvhfchjwzi6I3z2pxH3AOXEzSqF3XbMildtAnR1PzeHj7cPBdBsHm2DqUbGTJETnGxhb595aSntxwHVFBg60uhEDAam9/Hpcsc41KOZ5pI6y0jMrJzS0/5B8kYfKnnCnifTn2V98s7dbTeqqm60m5k+ffoSV0HjSxVSk/7z8aqc0P3rqsxNLT8uVBHKDtxJq1z3sgCJsTOxF8WzLayr2k02VyMKlkQoYpmDZMBYZOIU/dla+mXNJltrvg+IRdySdy9bCz6CLNotLcLUkRxsGo1TWYNUkFGr+CxTIidyY6yxfZ2XY2u0XOxKu72de3dUXy3oJSZz8fx+e5+zBx+1OG8gMCguGsI90+mSptDo7EavakeqaRjxZGbjC2v2lVy241xQOyVTuc0+hKX86nVFWGxOj64FVL3SodUaXMYnnATKRFjKdKk0z/2SqcYra6m2lyKRTSRqd9FqSmn1bZB0nAuUF/NHu0aai2OWzmdbWQBWEQzacqR6EUtcfKercaeKbtHU/ThGuq22+qJqvslIg1Uoc8tRx4VTMYt8/FPi6fpeBFZD3xMt7sntzm+IJNQvXIvxQt/JnTiAHq9dw9Z939kP5+ba2bHDiNyucC0aSq++baJHTuM/PRjOKtW6Zk2TcX779u2si+91I8PPwjFbBbZv99E5nFHA+10zjTMdDqbASbt5Dv7418NQu7nHcNu/m3pXunXE1StW03CfY8CEHXtjdTtdR1z1BrBo8YSdfUN9teVK5d5bH5dyQfrehMZp+Dm/s5xW56goaypxXORPZ3lJbqK80YW4C8LRm9ptBtYADpzPTpzc6xMN3UfRES7gQWQqdlCsCKahIAB5Dbsx18WTDd1H7aVfm1vZxHNZGq2kBQ42N7ur8rOnzWs/KKS5D4qLro+DJVagk7bbKBFB/YmJjCNzdnvYbQ0f4H6RF/q8bnozTZX85HSloNVW5rP6YaZ0eK+a98qWogPHoDFakLwNTEXQMRKiSmH7n4DqTDlY6FlL5tMsBm+7nq9vE2pOYd4eS+iZUltti37cjOR147CLzaUymW2h6LVYDNkrHrb/4Kkfe+PLDSQ1AV32V9bdc5/l8OHTSQmShk8SM7y5TYP1IABcmQy6NtHbvdWLfwwFLVaILl7OaY/NJ/CwyU89GBAu+bUWST1DyQ+zTt1Ck8erKc813ezyPSF+RhKi/GLtQlrBg4cQsPh9mUZRk69zv5z08lsDOV/joLND12WxSNvJjgdP/O+31Esppb7kCl9x7TxnZl0MRm1rQewCggUao86Hc+q28bwyGvJbdhPcuBQBAS0ZtcelNTgUV43svIydVjMImHRHfP+dAbvP1XAl3NL+CZ9ICs+q+DLOTbPkVxqc/GebtCMSJiOTOL5QNC8mr2E+SfSN+Yysso3YRFtumkSQYpUIsdk0TvNRybxY0jcdQ79FNQeIDFkKMlhI8ir2QtAtyDXxWH3FnzHqKQZpEVdTGm9Z+MTPMUx/Q7GB0zj0qC/uzx/ykNUYy4j13iEsQHXYRHNWLEgF/wwiyYsohmp4HhriZX3IFqejBwFfhKbts0w/8norI2YMTpIMMTKexAu64ZKCGiz7SkydNsJlIQSK+9BpdmFKvdpaI8VovntGKnz78Tc6Jl6iKbKOhr2n6DowzVI/f2QhTgbHV9/08SUKX7ccIOKp5+xyVsolQL33BPA4MHN31e1WiAnx2w3sABm3n52RoxeLxIUJEEQnATIz5rHvhjg2Q5P4727vOMF8SQFH8yn52s2IeyYm28j5ubb0BcVoM06hrGsFF1eDlajzeiWKPxQ9UjFL6YbYRMnOfVV/PlHTsd8nWEXBTHr3UTMRpF9v9bz3pOuv39BoTKe/jCJ5D4qTH9sec8cZYufnvVOEgPHBLB+STVL3i13uxqJ2WBB5uccB+oX6DvPv/NG1h+YrW2vyM/cKrJdZ0QqyBEQkElaz6iSCt5/43VaK2u/qeLKmZF8uKkPDRoLEbFy/jGmfervIycF06OvivBYBb2H2m7wD8xJoKnRyoFf6zm8/ex0xuprzOi0Vq6+K8puZJU3/E7PyAmMTLyVBkM5CqkaqURObZPjlzYmMA2VPJggpS3bLSV8DCargWptLlqj+xklR0pXc0nPx4gJ6EWNrhClLJAAvwi2536OyaJ3mk9sUD+aXPR/tOxnRifdRmxQXwQkBCpdF8et1RXRYKgg0C+KojrfFb7c0fgjcYpepPgNRi4oMIkGykz5lJvzHNr9rt9HiDQKtSQYi2im3JzPScMhBqgmECZ11EsKk8U6eZmCpOEESW0Bv6cbTmGyWOLkPd1qezoFxkwGqCIpMrZeeyx1wV1I/f2o3ZxO7cZDhE0Z1mLb3h8/gDw8gMDhqehzysl/YymJT16HKjUWeVgAQRekkXXfQgCMZRp6vnMXoslKxX9/oynLMdEgP9/MpZcEo1I1e8nMZpg8yXkRkZTUfGueMcOfRx45Oy9WTo4Zf3+BW2/x55tvW95m6QiqQO89RgxNnRmz2HF0uSdQdW+O5VTGJ6KMdy0v0BJ1uz1bEqyzKCswcNvQDEIiZMz9oeV41vpaM8/fcpIr/x7B6q8cY9caNGbunpDJS4t6cONDuCV+LUgElwYWgFTWuTGJrXHeyPoDdwwgmYvYIJlEgUU0IyJitrYeb3XKW+JtFs0pobrMxN8ejyU8Fg782n6JgIk3hDHyUsd97UtutD3k/JSSszayABY8msdzn/Sgz3A1mfu0GC1N7Mn/lpGJtxCi6obe3MD23M/oHjbK4bpBcdc4bLf1jJwAwO+Vv5JTvcvt8U0WPZnlG4kN6ktUQE8M5kZqm4ow/CHzcOZ88mv2cqJ6O5N6OdbO1OiKqdTmEKqKo0Ffwb7C/zIiYbqrISmsPUj38NFUa/PcnqcnaEsf63QsWCgwZlJgzGyz7R7tGqdje7XOIooZuu1k6BwfIqG9h1Gb5ezZddXWHUTAKOqoNBe12i7z9nccXlev2uvURnvMZtifMqBOp+DNH132W7poE6WLWtb7EUUYPdpxIXbsmInhwx2P/fabgfHj/fjhh3BMRpEJE/x4991GLr+848G8jY02z8AbbwQzfbo/gYECQUEShgw9X3vTExR/+R+ir7+ZwIFD232taLVSs2ktNb+efbmbrqA4x+agqC43cXR3+zMjI7sp+OatMox6K/9bWM6jbya6ZWQpW/FWtbaV2NmcN7L+oG/oRLaWLmrxvIiVOHU/jtY43kR7h4wjp952k86p30tCQH/UslCXW4an2nkbq0Vk+acVLP/UOUulosjoJCoKsPDZQhY+2+wxeuO+tkuRtNQX4HT8nivyqSu0GWa9r05BIpNwYFk203o5tms0VrP5xPsOx86s/+dOwLjWWM2OvEVttsuv3Ud+rXOR1Nbm40qza3/h9222AUgMHcru/G/anNd52keYNIaBqglsbfwfoo8IkLoiPsEx3ubyK6qIuGoEEdeOAmw1Wqf/zbU3dt6bzQubwkKLSyHRJ56s44knXSvte1p4FOD6J7p7vM9TfP+6s6Clp/l9TwJ3PlLJtl1nt20smkyU/fcbKn76gaChIxzirFpCl5eDZudvNB713cD+tlD4CXy1rz/TBxyxv26LM7errVbRntrcnkjI7uNjWzzXVOsbsaJw3sgCwGDR4i8LRiULsge7yyR+RCm7U9JkE6IraDhMUuBg/GUhDtmFIYpY9lfaCgfrLY0UNBxmcMQV9uxCiSCld/A4DBYtBY3n7pfpbLlo9gXsWLCP0gMVDL1rAHqNgcxl2W1f+CciOWwEAX6R9qD7c5GQXkOIueBKjHXVFG5cjKmxDolcQe/bnkMQBDTZBynZahP7jZs4jaDu/ak7cYjS7asQLWbk6iDiL7kZuTqY+ry2PWWtISCxG1QD/S8EQGdtbO0S38XDcVKdgUQqMPpa9wVq24NJb2XXT53jZTO2UlC6vVgNejQ7f0OXexJlYhLKhGSUCUlIVSpEUcSq06HLPYkuP5eG9HM/CUruJ8FPZdua6znIn8Hj2q6bW1NuIiBYSmOdbSu4uszEfa/E8/nrJUx7IJoN/61uowcbcYNblgxpakWotLMRRE9HQXZkEoLgkUmEX38NQReOB6D03Q/R57TtjTmFXKJkeOS1qGWhSAUZ9aYKKvX5nKhr3n4SEBgZNY1AeQQSQUpBYzo5DfsdArUB4tR9iFf3J1AegcGqpVKXy3GNo6DhlIRHW5zL2sJ3AVD5S1h+tFebc//h0xo+ed23tVVu33QjX1+2lOQL48nZ1HK5nT8jFyTPJEARTkXjCbIqf3FL4d1X3/ug5L7U5x0jrP8FhPYeTs6PC+l//xsc+dAmGHtqC1CQSPELiUBfU05o72FEjZjE74vn0f+BeWQvWYC+qoSo4ZdQsa/95TRO0U85lih5InJBQYHxOCcMB31GIuWvwNP/HUL3QZ4tRn+KN24+2GoZnfN4j1mHbnJ5fPPcAxxccqKTZ9MyLc0TbHUSf3mzY7Ukz0QUxbNKBT/vyfoDk1XPzvIlrbYREdld4Vpx/nSKtZkUa1tfpZ8ypP4qlB2sYOIrY4juH0HOpgLUUf5oKzwbgOur7HRj2/Jcwdho8+KKFjOCRIJMHYQgkdD/vubt0dqs/cjUQaTe9E/7MavJgFSpRhAkmLU2I9OkPbtyQhn67WTouz5YOOnZaSiTIsm6z5YZljjrWvz7JnD8rvdJenYaVp0BVUosfnHhVC7fTfm3WxDNtlX8wJUv2Ps5fNWrACiiQ0j7z0McvvpV+7mAAUn0eP02e5uEx68haHgqxjINZd/+SsN+29Zar/fuRrM1g4aDOaTMm4loMNmFVZXJUcTMuIjAoSmY67RoM4somGfTZJKHBxJz+8WEjOuLPq+C7Mc/a/P39paBVZjZ6NLAGjJAgcUCh4/ZDOmBfRXs2RiHslsuqd3lrPshhohwKa/N1zDvfQ1DBijYuc52/hT6ku6MmVLCgcMGSjOTCA2WcP3t5azZ0HwvuvnaAJ5+NBiFQuDzbxtYsNC7hc7P037kqtZNl6qTvvOenTeyztMprHtii8Prv4qB9afjDM+3qaGWmoxdlO5YhUWvQxEUaj/ekJ9J0S//Q6pQIvMPxNzUQH1uBrHjr6Fs+0oih1xEbWbnxCl2JaGXDLIbRz0X3IW6XwInn7KVEDt81avE3HYRUTeNs7c3lmsoWPATysRI9AWVSPzkJM++2a7pFXPbRZR/t5XCBctBgF7v32s3sgCib72Iul1ZHL3BMS6w1/v3UPjOCvJedS4+nPbZw2Td/5G9z54L7mrV0IpKOvt6qy3x1q2uwyoOHjFS+XsS3YcUojeIrF4Sw3Ov2uLXTuSaSBlmiyndvSEOiQTmvqvhjocrCVBLaNRakckEnnu1hgOHbfE6sX3y0Zc4x5T16yNn6ERbZui/nuhYqbHzeI/JL45gwHWtxwIe/cn9XSxv4zt5juf50xMUF0D0wEhiBkcRM9i1zMF5zj1Ktv5Iz5sfp/99r9P9mnvtx4311fS8+XG6X3MvfsG2+IniX/6HTKmm+9X3UH24671QnYFV17yFaSipRh7WtgeobsdxQi8dBEDwmDQkSgU1G2xJIgFDemAs/SOxRgTtsQIERfN6WZ9fgaHIOa5FezSfuAeuwL9nN6dz+rwKhz5VqbEOfZ7JFfe3T56gPbQm26DXi9x0rZopF6sIC5WyeKktBi9ALWH7z90oOpJI/zQFSqVth2fpCi03XWuToJlyscrevjWeejgEfUl39CXdef7xEORy3xMO/qsSPyyyTQMLQLR2fRjUKc57ss7TKczcfBPfXLmM+uJzNDD5PADoq20ZarWZe+1eKKvZxPEvX3VqW7p9FaXbVzkcM2nryV3xifcn2pmIIqfnRcnCHDWtTDWnbX2JONfGcdWl0fz/7J13eFPVG8e/udmze+9CB1AolLL3VlnKcKP8xIGooGwVUQEB2aKCqIiIyFBApjJlQxmlUCiF0r33SJo9fn+EJk2z06RNSz/Pk+fJvffcc0/yJve+5z3vgNdzvSG4nYmgj8Yhb+MRjeJEIghwOmtzjlVfSAHqPVRkFYb/Y+kf7wCgVqBCF78IXnx7vSXJOjI+3aHTZ31eXxnlMIf360dN+xf2HlWAh9eCIFeoMPW9EhQVqxWy3ORguIVnAQCKU7WfQypT4duVnkhNk2Hnj95wCc0yO4a9B2vx2rs2+DmSSPCd9DIYQSGgethexzHt09k2n1ufwDgv9J9pv0Sx3V+NQtRTjlOuG0IiSKCzKXAN5oJMtdweJBM1TaokS2lTstpoEi6uvIYRKwegMLEE8sd/grt7HzTzqNpoo/HIKgTgdtcmYWRF+EPOb3wpGHFWCVwHxUApkaPqgrZCAD8xHaKsEihsvIboUSGyV/yJzvsWavbRfFwt7rPXWMdZoU9uNZ3jLL9QjiMnhBjUj4HDx7UuB5nZMvj5kMHlEHqWpyMnhFizxB0isWGlkdIgn+XEMWykPnTFoX+F6BRFw56/zU8MmSFh8Jn4IqgeXmbbNhUMF5rJCDxrcQlkwyXQMeWT7EnyAedZKgTalKwnkoHPcBEYTkNgGA1RXZhgsgm4eZGhUgI1VQqIapV4cFuMkkIZTu2vRm6GFKpGph6Kfb0jVErANZTX5KZcb38qIjsz4B9KQ4+BbLh5UeDmSQaDRUAqUUEsVKIoT4aiXBkKc6T473AN8jKkdi8/4gzUyb7nYA64LuQmkX1zYo3sEy/WIvW2yGrZ86+nwXNsD/B6RIDMYUAhsjDCkUQCzcsFFJ66dBDFjQNlrRhKqXoSUnEqCT4vDED1pRQoxdo+Sw9cRbuVr6Hs0DUoJTKwIgNQ8ONxs5cL+WQyBInpkFUK4NKvg85nVPBFaLfyNRRuPQUyjwm6vzuK/zhvsB+C7Jjls4fXqpCTYl6h2bytBqVlCogl2g/w9kdlSE0IQmmZAr/s5Ou1/3evL37eod3/xQI3zHpHnWx57y8+uJMiRc/haj+sSf8rxsezXPHRuy54mC6zSMkKePM9kIg275vmRiFV4vq21OYehg5tKRycGEvD+H/fWIbfNpQZPT59kTdGTnIBh2e4BIGlqJTAjfO1+OytXCitrHbRf34PBPb2Q2lqhcaSdW6p5dnZraHHIDZGTHDB4LG8RvelVABr5hfi7OEayOVN919pTbJvSlqD7A0R2GEECIJAzj3zypSjIBHAJ/viENTBMYWq3+1w3iLldvWXHpj3uWW5lOraDx/ERLfBpq1kthL83mzQ/QN19tU+uA+lSAiV3Pqlq+IDe+wyrvZDAjB+fT+79NVS2NDjL7tne39iUjiQXXjwevUl0Hx9QLBYUNbWovq/8xDcuAkFXz3TUClt+3LdxjwDRlgI6CEhAJmASixBbdJtCFPuQ5hsXc2/hjDahYMd2xns+DgQDAYUfAEUVVWoPPovRA/tk4xTKDD8ub39qXjnU28MeNo+odYkAugxmI0tx8KwdVUprp623L+qKqsGVVmNC9k3B4kAhozlYeF6fcdeWyHIwPy1fpg6xxPThmdAYmTJobloCbKnuXqA5uYFQaZ6hunefQA8egxCzl8/Q1JmvnyGpeNrDbInU+hQyPWzVefdP+mQfq1h0Ev+DlOwAPOFq9ksEoYPYuLNKVyLlCw2iwRvLzLenMLF9NnGJyKNgRUeoaNg8ZOTUPnfSUiK7Z9dvw3TiKulTlVOpw6nt2SRORwEf/WF2T6yP1kMdtdYeD4/EYB5SxaJQkHoWsOlTxoievgIRd//YLKN/+yZoIeonQIzZ80FO64rvF55ESSKmXweu/aCf/WawWOWWjO+mlmAc0e0CoyXHxVfbAlARIzttc4sQVCjwIZPinD+mPmkgQSVQPtRoXAJ5AKEemJwfZPhkjzW4uZJwftLfDDgKcfk7WnIlAHpKM7XLxZuT1qT7Kk8N8hqKtFu2jykb12N6Dkr8WDDp4iYOWmj3QAAIABJREFUvggPv/+yUeNwdtn3mbgKadd3IbzrcyjPT0b6TXWevS7DZoHJ8UJ5wV2k3/wTKqUCMYPeBcvVHyqF2vpx/Yj6u+k2ch5oLFeU5SQiPXEfAIBMoSGky1h4+MegLDcJmbfVVSc8g7oiOOYZUOls3Dq+ClJRtdF+reWH1IE2nWcJW+ekmnV6rw+Zy4bbq2PB6NgOgrPXUfX3KUChRMi2ryCvqAHBpCFv1gqoZHKQ6DS4vfgMWHEdILyWjMo9/0IllyP4l2VQVNSA4LJQsHAdFJXWTwKD3pkJRnAoAHWR6Lyf9WtdNhd0DhXDPu2OkJ7eYHk49n7Q3Pz+8ikUpxguR9VYGmvJcupFZBKNBt8Zb1vU1m/GO1BJLJupkahU+L77lsXjYEa2B9nF8uUHZmQEvKa8bFbBAgDPFyaBEd64+l9CgXb9JqYHC98fCnX4QxYAODwyFn0XYFHbQZ/2Ro/pseD4seEazEXMZPMKhKX8dDysyR6yALD5SCh6DHYOB9CWIHtZzePUAAQBEqFetlQpFEAjfVgGPsN1etmTSAQ8A2Nx6/gqsF2131fGrQO4dmgxXLzawyuoGwDg7rnNyL33L64f+VJHEbp1YjVKMnUnYqGxz4JKY+HWiVVgu2ktKb7t+iH5zEZcP/wFgjoMN9mvNfQY7Thn96J0IW78Y100n+eMl6AUCJE/ZxUYUWFwHTdUfYAgUPDpehQsWAfeM2ql0P2VsSBzWMhfsBa0kAC4jBsCACCRSChasgl5H3wFl/FDbRo7xcVV877qqnOlJJEIZDj28VVsHn4I59bdRtZl+1iNnY2sK0UOU7DsgVMvF4au+kon3Dlr9gL1zbkeJIKA66gRcH1qBLymvGxZv2tWaN6rFApkzV5gsB09OAj+c9Tlb4KXLEb12fOoOHDIbP++76lzBSklEmTP/9Rgm7Bv1qjfEAT8Zr2H4p9+gfBuisG25igrVM9QO3VnYt2epguxreNERjS+/awIh3dWGW0TOiQI24fuhVJhH8spnUHC/LX+dlsOswaOCxlf/RIEABjVLrVZHeRbguz9Rk0Cw9sf2bt/ACc8GvkHf0PE9EWoSjZswTVHS5N9zt1/IZMIkFvPnyqowwjQWC4gU2hgcKyPAPMJ6wmFXIruz3ymsz/j1n7IJOqlXJarZUqwKQgyCfP+6Oqw7O4A8OXYG1YHV9DCA1H89c8AgPLtf8N/+YeoOnAKAKASS6EQS8Ed1hvVB8+AMygeKokUQRvV92KKrweq9quXXxU16u+KFmzbMjOZo/1ealOSberD4aiAG789wI3ftNHcDBcagnt6I6S3L7pMDG/GwVmPUq5ETkIJ9n9wwanyYRnDqZWs+gqW8O49PQULUPthVf5zHK5PjbCoS4KhO8sv/X2X0baSnFwoampA5qmtWC6DBlikZAFq5a14y89Gj9feSgK7W1fNNrtbV5uVrFq+EiERdCx7fPNvDmZ84YOcDCluXzGcyb06uwae0e4ouVeOiGfCUJ3DR8ld2/0klv0ShNjeLJvPtxdzvvbD2oWFzRaB5yyyN6VkFR7/S/Oez1eXu1ApFBBkPrTpei1N9lQGF6gpAo2pvo8QZArKcpNQmnMTUb2n6LS1VGFXqZS4fWotxILyhgeMtLes34ZMnBfuUAULgE3/HYJBB8FkQCkSg+LuAkW1vo+gZp9CiYJFGyEvsdxZ3lKUEjHIrMeWTTIFULaM2pniaikenszDw5N5uP5rKoJ7+WDAzM5g8GjNPTTDqIC8xFIUp1bi8qZ7kNY61l3DnjitkuUyZJDmveD6TZPKEABUnTgF15HDTXdKImksUwCQt3QFZGWm/3g5ny1BwPzZoAX4AyQSqJ4eZs9RKRTIWfQFlELjOWdKfv0dQWFhoLiqw4g58XEo3fGH6fEboaxYhn/Toi1uf/W0AIU5MhTmSlFeJIdErALXlYCHDxV9hnPQrgMdDJZ1SzlkMgmrdwZjZLjh8Nn9r/2jeZ9xKgdkum3RbiQCWPx9gE0PWbFQidN/16CkQIb8LCkkIhVYHAIsLoEuvViIiGEgIJRmSa5IDSMnuahfRj63o7FV9o/uiSEWKu0m+w+W+ODbxcUGj/s9NRl0T1+dEPfM36yv3elo2QeGWfeAsVT2LJ43onpPQXl+MoozE6BUyBHaZQxCu4xBYfolEIT2NlyccQW9xi+DQiHFjSNLAADdRi0AjckDiUSAQmPhwdUdSPj7UwR1HAnfdn0hFdXg1vGvTY7BUL/miOrlimFTG28NM4ZKBaycbFsR39wZS+H+2jgwOkei9vwN5M/W+tf6r5wNMo+NvFnqFYuc6V/A9dnhYPXqDJVcgeqDZ1B72T7Fg/m3E+HaRx3Rzu0ci5rEllcmqipXgKpcAe78lQ6Pdi6Yum+UwXbOViC6peC0ShYzOkrz3pIIP1FKqlkli+bnC6q3NlmcOWWpDsHNW3APUJuT2d3jUHXcdKSP6H6qSQWrDmlBgUbJshWFQoXXZlmWAO/bz4pw86IQBdnGZ1t7t5SDQiVh5lIfDBnnAjrDOp+/wDAa8jJNz+YUUgUUUtvyAEyd7YV+o6ybWe/eXI5LJ/hIuys2mn7g6B9qSwzXlYx5q/3QczAHhBV6YPxANm6cr7VqXI3FmWQ/+iU3HNhWaVD2VJ4rqu/e0Dhe24qjZT9iggsGPM21u+yrih+i8JGuv44x3yiVSomEg4t09hlSoJQKGbKTjyI7+ajOfmGN1u8m+cxGk/2aIrQLF+9+38ni9rZw7XAJsu+aD5wwhLJWiLIt+jUYAaBg4TqdbZVUhsq9/6By7z86+7P/p3XlKFpim8O64N4drZLVJa5FKln1qXRwBPiTiFMqWWQeD8xorWN07e07Zs8RZ2ZBVlKqo0Q1pL51zBqqz5yF+7jR6j6GDkLViVMm7e815y5Y1K+ixrYbTH3IZBJeft/D6PGHyWK8Pz7Lqj7lMhXWLSzCuoVFiIhhYNF3AfALplp07s8nwvHaoHSUFOiac/vOiYdntDvuH0hD2rFMcP054BdYV2LHN4iKl2YY/6z1qa5U4Pn4NKuXSfhVCix+S51Pp30MA3O/9kN4B7rZ85b/GoQL//Cx9L186y7YCJxJ9gTZuOwLjuyCXNi4ckpNIfuT+6txcr96OdO+sm9Zte8ierhgzo5Yh19n23znShppC6LMdORu3oCgdz8EKyIKzNBwiLIymntYNmMvn9k2tDhldCHF3bbK57Iy0z4+phQwk9S7WxMMBihuriYaA7Iy54h02LWpHLMmZDeqj7S7YnzwXBbS7ootak+Q1csoDWk3MgTH55xF2jF1Wg1+ofUP3Q+X+1rU7u51Id4dndloh/RHd8WYNTHL4vbN4YhtDGeSfeBzU8Ft3xF0Lz/Ny1paquwv/zUXIr4NdfCaib4TfPHhti4Ov05VceNydhkj+/WPHdKvKcR5OcDjHI0Bb7wLz6fGNvkY2nBenFLJIphMm85Tikw/DGztV68flmmfEKXYsoeSI1EqgG1rSqGww8ykplKBBa/mWtx+5ET9B61KqY4KqYPOtc7/Zeg4HuL6WRY6P//VXJQV2adIqESswr97jTt1N4RCbX6rhbPJnhUYiqCJb6DdG3M0L2tok33TQGUQeG15JMgUx3+O3Utbjm8PiSCMvurSkOT/9hMUfD5IZDLcBgyB/6vT4NpnAFjhESAzWSCRySb70emzlbHg9kQ8u7Z3cw+j2XDS5ULbLAJKgWmfGHJ9/6dGTHUpbq6Q5hlfFlI1s5L1x/fl+HVtqV37FNQosOObMkyZZT7c3DdIf3lp94SD6Dc3HpFj2gEAHhxKx/mvLC+rs3CD+RDrjPsSfDg5G3KZfU3e6xYW4aeVpdiXGGG27c5L7fD64AyIhc0TbuiMsk/5em6jrt8me8fi4kXDirO9HFaTsD5igQKfP3Md1SUtIwoPANovXWP1OewOncDuYJtPW9qns206z17wi4Tg+jZ/9G5rwSnVZpXU1vBM0zdYnWSl1oSQNUApdoyp2x6kJIqwfb19H7J17P2xAtWVtjmsy0VynFt6FVv77cLWfrusUrC4rpZ5IS+fle+wBxy/yrLP7eZJwfDnGl83zxacVfYNCXz2dYvbtsnesTw7OwxLT/ZsEgULAA6szWxRCtaTSOlDy623bZjHKS1ZimrbhExxM+3LJSsr1+S8agzycvvnW7EXH05qnB+OKSQiJT54Ngu/nWtntq1PAFWn/EiP6bFIPfgI/ELrIvCYbALbz5pPlldaKEPOI8fevD+Zmovlv5rPRzVzqS+OmMgb5SicVfZ+T03WOc5p18Giaz4Jsg+IYqMsVwyJ0PFVtylUEtrHu2Dqyii4+ph36Lc3UrES53YVNPl1G4s413H/K2fk3uFshA+0LjnruFW9ENjVAyx3Oqpya5F3qwz/LknUHFcqVBi/uhdCenqBzqHixh/puLgpBTKRemmf5U5H5/Eh6P1GFGhsKnJvliFxdzoentauGC24PRHHFt9AWD9fhPT0gkykwMPT+bi4KQVSodZFwDvKFS/+2B9MF7pOzMl3w46itky9ykRnUzFl5xC4BrCRc6MUCdseIPuaYyaoTqlkySsqbTqP4JouXiotKLSphE39dXKlRAJ5pXNq+saKBduTolzLrIyhUXSdB22XVzsg6Tfri20PHsMDh2femrHzW8crvjfO1yI3XYqgds6XsM+ZZa+SNzjPwqX6J0H2c3+PBZNLQVWxBLfPlKMkS4SMJD6qSiSoLGy8xZwgk9B5sDvCYnkY9noAqPTmW7z4c3l6s127MeT+YH1Ot5aMtZas/u92RIdRgShOrULerTIEx3shZlyIjpLF9qDDI4yHnOtloDLJ6PlaBHyiXbH7rfMAgLgX26HfOx2Ql1gGQZkY0SMDEdLTC0cX3cDdw1olt90APwTGeSL3RhnC+vmgx5QIeEdp+/Ht6IZXfh2E2/syUVMoxJA56iCO89/eg6hKPRHjeDLw0taBIBEkPDpfiIjBfgjr44Ovu+5r1PdmDOdUsqqqIU57BEZEewAAq1NHCO+ZzoZO8XAHIyzUZJvq0/+B17+v1eNxGTZY877m7IVG+XM5kg+ey2ruIWjo0ouFhDPaCMJLq28gblpnXPs+yapSCJZElf35UwWO7W4axXfJjHz8dNy8oh4SQUd2WtMtKxuSvUu/Dqi+dF9vP8WFDQVf6LCSFA1lX3Tqb53jJIpl6UCeJNm7+tAx6CXbSru0BOb0uozaav2ABCbNFQOj38eJ5OVQNbJsgj37epKpzOajMLkcfp3Np0x5ZdsgBMZ54utY0wpKYDdPrI7br9ke9Vkcuk7S/pcubkrBxU3aZ/zhhdcw5/pzePrL7jpKVsRQf5P9vPBDf5CpBE59fRsAUJ4lwKRv+8I1kK0JvHrv9GhU5gjw41htmauRn3TFgPc64cL31hsCzOGUPlkAIHqQpnnP6mzegdCSNvKKSojTMzXbVF8f8wMhkcCO66bZrL2VZP6cZiAlUYTcdOfxdfDw1tXfA3v5IXp8e0w9PRnP7x2D5/eOsagfS1znzh5uugR6lj48ew5pugLSxmQfsnAimOE+YIRpf+cufaPRYfssRHz3Dig8xzi3NpR9Qwr//dOiftpk3zpQKWFQwWrDeSl9WG1RO/8u7hZN1opTdSdCNUWGy6/VoVSoIKyQ6PkKmuuHRCHpjEcpUytWFIauRTznuu7SYGlaDXw6mE7NZCtOackCgKqTp+E25mkAALdPLxBMJkq2/Wa0vcdz4y3qt/C7zQhbvwoAEPjxPJT9sQf8BONZeoOXfKbjxyUtdM5K5us/brpxVZTI4W7mQdowyuzUJ5YlaK0Pm2vZHMDSPE5NybOvu+HPH5smX5op2VO9XKCSK+D78kBkffUnguc8i+yv/gTNzw3hK6bg4XtbrLqWLbK3payOJbI/tqvqiZe9s5N0qhxbPrC/daANx5K8PwOB3XXzSopr9N0FCAoBQZn5/2BNoa4ypGqQXmb86l6IHhmIlGO5KM/ko6ZICCpT31XAXD9/vX8ZL/08EP3e6QB+sQhPfR6HyhwBTizVLaPk28kNo5fG6+wruOOY/6zTKlkA1Mtyj6ez7K5dQCIIqJT6ZmBOj+6W96lUQqVUam74Hi9OBv/aDYNLgLTAAB0FS3DjppUfoOloyqWpyjLzD1oavfHRSl37tlyLgJcfFS7uZFRXON6h2ZTsaxLURZiD5zwLACDRKFCKpRBlFIPmY/3MzRbZ21JWxxLZ37lmejbcXDSl7J2dbfNTLfOuUKnQJ2Ia2HQPCKWVKKi8g+yya1A9PpkEEjx57RHtPwIMKg9SeS2qavORVXYV1cICvb4C3bsh2n8EAAKPiv/T6QsAvHgR8HXpAF/XjgBIKKl+YLgvK1jwSxS6DNDPE/dKxDWb+2wuiu5VIGPHDQye7IXASCbEtQrQB5Nx/5huO5VSBbZ744MookcGoiq3Foc/1n5XwxdaX3UgL7EMhxdew9gVPUAiSEjal4mL36dA0qCgdEFyBU4ss0/9SnM4tZIluJGoo0D5z5mFmguXILh+EyATYHeNBbdnvMZ3S1pUBJqveT+OqmPHNVYyEkHA/6MPILh2A4LrN6GSyUBwuXAf+zQ43eM058grq1D+1wE7f8KWiURs/q5Je+xgO2HHM0bb7J9yzOgxAIjr17JztbTrwEDipaatZ1gfRa12hkmw6Drrb0qJFCSK9UW6rZF9HXkHtkMps24p2xLZ37tpvj5oc9HcsncGaqtkFkVNypVSRAeMAoPqglpJOXhMP0T5jQCX4YPk3EMA1EpRt9DnoVQpIJJWgUF1ga9rR/i4RONE8nKd/qIDRiHYIx41okIwqDy9vgAgLvQF9Rgl5VCqFJq+bmbuQrkgE60Vf+84FJQkmm8I4O2VWl8nFpeMAc954sSOYmQka3/XRSmV8Itxt8vYHp7RRhK6BXNAZ1vmu1kfljsdwxfEYn3fQ5BLjP/2Qnt52zRGW3BqJav0912oOHwUwUsWA1Bbljxfeh6eLz2v1zZr3idQyWQI27DabL9VJ0+j6uRphK5fBRJBgB4SDHpIMDwmTzDYXpqXj/zV6xv3YVoRErF5p1IKTf1Ar1OkJu0ajeOzz2pSOLC9TGffJxHqgr3muH+r6R+0crkKFAuyYsf0YDbrgzbjs53oclhdFDjzi10InvccSg9chf/bo6AUS1FzLc1MD/pYI/u68jl+IyeiPOEMpNXaqGFJaaHR8y2VfXGerfn0bKelyL652TY/FQmHLCsnRCHUEZv/pWgLO/eLfAf+bl00ilFJzUMcv7NM5zwe0xd9It402Gf9tnV9VYsKkVN2Xe94/b7iwl7EyeQVFo27JRIeOMQiJWva0lCD+5fu74QPh9xGaZ7aev7bK/9h6NwuWJA0EQV3K1CVVwvfjm5wD+GYdYavj7BCgp6vR4KgEGB70MHzYyEvsQyBceYTINdHIVVCUCbGnGtqy71UKEd1Xi1u78/EzV3q6NZvBh7GC5v74/0zY1DyoAo0FgWe7XnYNvkUqgvsbx13aiULABTVNag5fxHc/n0NlhxQyWSoOnkGKqn1Tt8Fa7+B+/gxYEYaz+Zc8fdhiws+t2Ecrj8HogqtZUVcbVpe/sE0MFjm/XLyMpve2b+2RgkXd/NWIC8/62di9kSUVoicr/eDYNLAv5kO/k31TYby0Thwu7dD3vemLYmNpX75HFbgGzrHTGWBt1T2zUFLkX1zY6mCVUdh5V2dbb64BByG6VqzIqnaCZogkaFUaa0WxvqiU4wvQdfvyxno2H4CSivuo3PE85DKBLh8a4PmM9JpPLQPHgkfj04QCItxLfkHAEDnyOfh7tIeV29/B4m0BgRBQc/O03EteQuiwkbD0zUSdBoXw/ssBQBk5p9Des4pg9cPjDBuSQ5sz9QoWQBwZs0duAay4d/FA74dXFGeJcD1HdZN4P6Ydg6DPohBt8nh4JeI8MukU+g1NdJqJWvInM7wCOPi3pEcqJQq0DhUBMR6YPjCrholS1wtxe9Tz+LlrYMQEOsBcY0UebfKISh1jH+n0ytZAFC+72+U7/vbfEMAmbMsL+EhzctH0ffWOf4ao2DdRp3tocPpWPw5DyKRCqOfKoMBVzKU7dqLXW+fQUAAGdu3CfG1jdeun5PIWdkz8RCGLe+PkAGBAIDsi/k4Pvus0faWFltObQZLVq3AsgdtQJjj82mZk33VRf3UJ7nrDxloaX9sLafjTIW2G+JMsndG/tmSg4Prs6w+r1qk6wulUOr+rr14EegS/BxUKgWqavMhENdX4nQti8b6IpG0ivuwmPmgEDSU1jyCWFYNucK5qnj4e3VDUWkSziR8CQCIj3kLN+7+BADoHzcHl5O+wb1HfwEgPVakfkDyw73gsf3RL2427jz4A12jp+DUlc8AAPfT/9acezFxrdnrq0w40snl+sf2f3jFaHtDFq2rvzzA1V8eaLbLM/jY/5FuHxc3p+DiZu39y5J+Oo8LwZoef+tEGJIIEj68NE7nPIVUiR1T/jM6ZnvSIpQsZ4DNIeGLJTzMm21ZaOuXS3n4bqMAx/+RGFSw6hgxpAxr1plfGjFFjZ3KnTgSYZkIx+ec04TkKs0UL/b0teyn+cFSX3yw1LwfXnNAZzi+VIkp2ZMoZIQvfxVUd66OP1bqtG8dPi6jYyKT4RITj6rbCUbbWCr7ExnR9hqW3WkK2TsjtihYlhAb/BzIBA0nk1doLDo0Cgth3tbnPaRRWKAQNOSUX8f9/OON6stRKBQSVFRnaLbpNO3EQyAsgkhcFwmnAo/jD4KgQKmUo6a2AGnZx9Gp/SSLfa8MkZcmQlS8/mRHpQKy7ztnwAmgjnYMiPVA3q0yAGoFq+/b0aCxmk/VcU6bvJ1xcyfw41Y33E/zQXq2L3x81B/7202ueOFFJlIe+mD2XHW2+CFD6Th4xAM3k7w1yo+bO4HLCV4Y/ywD1295Y/oMtdmZxSJh2XIeriV6Y/EX6ihEggCuXPNCYCAZCxZyMesjdb+PsnwRGaUW9KTJpv2RrMWZ8mOZQ6lQmVWwACCyM6MJRuNYuC6OX3owJfuoLTOQPn87Ut/8DqnTvtW8mhOCSoPvUNPpVtpk37KQiBT47p27mB593mHXIBM01EoqdJYFgz3iTZxhHG9eFGolFRoFqzF9OQqJlK+zTWpgrXPjhWleN+9t04mO5zC9IJXxwWKYTyZqjF8WZxncP6PPLdSUO+/Kya5p59Hz9QjMS5yAeTefw4s/DYBMpMCGvk1jvTfEE2HJmj2Xg/IyBYYNLsOZc54oLlablvr1oyEvV4H4biVwc1MrXtnZCixeVIPiIiX2/a2OmqisUGLtagFGjmLg1Ze0uTQWf8kDl0PCiCFl+OkXdTi8Ugn06VmKzFxfTJ5YgfRHjk/CJ5UYN5VxomPgMeQpkMhkZH2nXpAMeuM9EDQ6FGIR8n7drLOvYO92yCrKETTtA8jKy0D3C0DRvp2QlBh3VHYE5tIEtARITTCFMSV7qpvpMlOOxn/0S6ByddNE0Dy8wE83Xb2hTfYti7Wv3kbOPYH5ho2ERdPWpg3yiEO4d3+b+hGIS8GiucGVFYAqYT5IINncV3PAoLtBICyGTK5vUfLx6IwAnx64kvQtenWZrnecTLZ8GfvHhZkYPNkLQVFMVJXKcPVYhVMrWACQc6MUOTccU4PQVlr+3cwCWEwSampUkElVqF9GrbRMia9XqGcMwlr1DMndncC777Hh40OAyTJt8n/hRSaEQhUuXzPtoNkQA/77jUJUa9wyRNAZENxPRvVN9Xo3wz8IBF1tSSMz2Xr7vEdPRP6OH0F1dUfu1m/BDA6D19Pjkbf9B/sO2gyuHk/ET7PRmJJ99tf7wIkNg+B284SkFxzdZdN5bbJvGfzxRRrO726aydfJ5JUI8+qNEZ0XQqlU4G7eYZxIXo5OgZZVjqhPlTAP6cXn0ClwLBhULvjiYk1fge5dHTB6+3L51ga0CxqGAJ94yOQi3Hv0F8qrHqFXl3dBEFScSVgCpVKGMwlLMDB+Aa7e/h5SmVoJziu+jgHd54FEIpCWfRyFpcYrmJzbV4pz+6xQWEgk8LrFw+uZ5wCoUHrsIGpuXXfaMnRNxRNxN1v9tQAHDrmjT18alnxhvAwHnU7C9t/d8OnHNfh7vwjfb643CzfwO1HIgWdGliE724JcMHIVqFS10ubtY9+lBIWJ5bea2zfg1ncQgt6cicz1ywASCdmb1+g2MrBPKa3vCNr0/iVU2pPp02ItpmTv0icKbsNioRRJIavQLj88mL65KYZmM22yd36y7vDtomCJpFV66RQA4F7eEdzLO6LZVqrkSC+5iPSSi3rtrO0LgNG+GrZrLi4n6VZEqO+sLpMLkZp5GKmZh3XaJNzR/1+fv6EbTpWec8poRGFj8RgyEm4Dh6HsxBEAJHiPmwSqmzvKT//rkOu1FJ4IJatjDAVeXmS4uKowdwEXe/cYjkiTSFTYsE6ATz/jYuRIOlLuaZf6du4UIi6ehoSb3li3mo89u0WI6VCMD2dzMOU1FoqLFRg6qMzoGF6cXIE161ygVKqw83ft9f877wUfXwIqpdr3a+E8yxzrLSXglTdB4blAWloMABDn5yBo2gcgaOrklNmbVuvsq0q4gOpE407JTQGLQ1hUt64N0+RuOIzcDYfNN3QwXv1Hwa2b2qm46nYCSi8dh0pheGLSJnvnRSJS4NS2fBzemNXcQ2nDCXEbMAQ5362BtEwd+Sl8eB/B781uU7KaewCOpkNHCpZ9xUOfniUoLVUiKpoCMkVthRo1TF8p+mlLLX7aop9EUCEHPvxAtzilWKzCyuV8rFzO12sfFqRbTy7plgxPj9S/3pCBjl0/zt/5s96+3K36zs8N92V9uxIAIMrJRN72prV8yGVPtnm5tcEOiUDBkV0ACfDsMxxeA55GyVnDFoM22TsnCrkKn424jpqylhNk00bTIkhNATOsnUbJYrWLRG3SXwpRAAAgAElEQVSqaf/LJ4FW757p6UmGXAHIZACVSkKfvjRYUUKtDTvR9fVOOtsE1fhPTypRPenL+A6j0x9zzDeyM3l/b4cgMxWCjFTkHfgVLp3ijLZtk71zUVkowaFvsvDxoIQ2BasNkwjT7sPzqbHwGP40PEeOgceoMZCWl8F98Ai4Dx7R3MNrNlqtJSt0o9rH6MLMuRjYV2st+vUX583x0Zrp8koHJG2/p9mmMimQmKhnJ6hWgOtq3ndtyoD0FpGMtakg0SggEQSUYsPfLZlr3/QhluDZbwRKzqmzy3sNeArCnHST7S2V/cjwVLuMrzlRGEjs2JzIpUo8SKjC74vTUFnoXAk623BuahKvoybxumZb7ZvVRqtVstpwHgZ/3gd0Lg1jNg3X7HMN5eH3Z/YbPUckVFr0oHXW8ivNRdTm6YAKSH3zO03dwuaG7u6D6I/URXwFGfeRf2inyfaWyr4ho6Z4Y/T/fCDkK+AZQENKAh/r3ksHnUng1Y+D0GO4K64cq8D2ZbkAgDmb2iO6Bwdl+VL8sDAL2alCcN0oePurUMT05aIoS4KPn1Uvd3y1rwP8wxm4dqIKPy3KglymAteNgneWh6JLfx6oNAIzBtxGZYkM05aEIH6YK67+U4E/VuVBJjWuSC0ceBW+7VgIiOKg93hvBESxwfNo+mzx5fliPEiowp6l6ZCInD+5sSH6jfNAu1gOOvd3AceFDI4rBVKJEiU5EhRmipGfLsLhLYWQWlB/sw3nxTeUgQ49ueg92gNegXSwuGSweWRIxUoUpItRkivBqV0lSL8tcApZtylZbTics19eAS+AgyMzLI9quX9LDG9/8/XfgtvRkJ3mvDNuRmQ7eM+YBv7Zi6j827G1AgEgddp3Ott3xupGWzWH4pW92zqfPktlb4iZQ5Px7tehWDg+BSsPdgSZQsIvt7phwZgUbF2cjQHjtQkaQzow8fNn2Uj4V1u4uvdTbgjpwMRbPZJ0/MM+nXgfADBjVRgmvOePvRvyMW9Le5z4vRRr3n2EdSdiUFkiA5lCwvHfSjTX+vpwJ8wepVtLrz5ymQp5qbXIS61FwsFig22oDAIeAQy4etPgG84C25UKnzAmOK5UuPrSQaWRQGeRQaERoLPIIMgkyCVK1FbLIJMoUVslh0ggR0YSH5VFEmQkVqOiUAJxbctUpurwCWHg2Rn+GDjBeH07BouM4GgWgqPVtfgmvB8AACjIEGP/t/m4cqS8ScZqKwwWGfO3RhrMvg4AyZeqsXLqA4PHTLEzradN4zm9uwS/fJZlcfv2X67Go8/n2XSt+viHM7Dqny4m888x2GSEd2EjvAsbvUe7a/bnPhBi38Z8XD9RafxkB9KmZLXRJJyYb1026NJCy5YAvWx8GDsCgkGHUqyr8IkfpqM28XazjKe58mM1xO+pyaB7+uoUeM/87Ruj7S2VvTGUj3UHpRJw86aCTCbhq/0dNMcvHFQ/WHetycfoN3zgG0LH4Z+LoVSocHJXKQQ1Cmy6EIuj24pwcIs6gGXBTxFw96XC3ZeGU3+o3Q+KsiRoH8vG3Ss1cPNW/w7dvKk61xIJGq/IyMRKFKULUZQuROqVKvMnPAFM+CAA49/1B4VqWyiqfzgD769vh4zkWhRnO6YwsD0wpWAlna3ChvcfNfGIdGGGhBk/SJBBIjc+XdHkjwIx9h0/mxP8BkWx8OH3EZg1+DbK8pt+Qt6qlSylRILQjWugEAggr6gEPTgIAJA1U1u4ltW5E7zf+h9UcjlkJaWgenmCRKWi6LstED9UVxKnennCa9rrkOblg9khGoqqKlC8PEEiU1D8w88Qp6l/6KEb10BaUAiavx8UfAEUVVWgBQVCJZMje85CAAB3QF94TJ6gM4Y6Qjeugay0DPlLVzr6q2lyZEI5ekyPRfjwEOyZdAg+nT1RnGw85cXNC7WY9Ka70eN19BjExv5fKgwe85z2KsT3H8L9+WdRc+ocqo4cB4lGg9vEMWDFxkB4MwkVf6rLLXD69gRv6ACQ3d1Qfewkak6dM9qWHd8VruOfBsFmo2DJaiiqquHz0bugBfpBJVNHVeQtXGJ0zIErPkPep18BSiUo7q7w/2IhcmYuNPtZrSVjkf6yXEPLVlNQfPoglCb87xpiqewtoaxAitN7SsFxoWDDzHR4BdA1xx7cEODK0Qos29cBgmoFTu8uRUxfHh7cEOCjkcn4eFskDm4pAptHxr7vCvDodi223uymOT/h30qMedMHVaUy/K/rLc31ks5V46dF2WBxyXDxbNW32CYnKp6LjzZFgOtmn+913akuAIBXIq7ZpT97QWcSmL81yqiClfBPBTbObF4FCwAC3/oAmWuWAkr9JXESuXGuHJHdOZi9OdJusv7mbCyUChWmRF8339iOtOo7AEGno3zvPvAvXQVUKvCGDIL7c2NB8/eDtECdSE94NwXFm3+G6MFDQKkEwWLBa+qrcH1mJIoeK1kAQPP3A8XVBTkLFwMASFQqQtaugOeUl5C3eKlOu+JNP0KU+hAA4DnlJXB6dAeJSoVKJkPttZtwGzcaVD9fyAp10zwAgCDhhiO/kmaj1wfd4BntjsRfkgEAwnLTs8e0u5bNLtt1NF7njhnVHoryCuQu+BJktnq5wP358SAYDBQsWQ3v6f/TtHUdOwqlP/4GSVYOKB7uJttyB/ZF0apvoZRI4DZxHCp27UPx+s3gDu4H/tlLZseskkrB7BgF0d37YPfoBtG9+xZ9VqshkeDxdHcQdN2/eemBq465nhEIKs0qJctS2VvK9mW5mDTTH9uS4lBZLMVHI9XLd8sPdACTQ8a5/WU4+5da4Y/sxsb7a8JAIgEJx9XLC7U1Csz7oT1UKuDI1iLQ6OqHh0qlQmQcB9vvxEEkUGB6X7XFsjhXghUHO0AuVWH/94VIS9JPCdOGbczfGgkGy/51IV9fHILtS7Lt3q+tzPs5CtE9DCtYlw6V44f5GQaPWYpUrASN0Xh/VqVYDHmV8WU4ldy2UP7IOA4WbosGnWlfn1uCTMKgSV4491fTld5p1UoWAPAvXtG8r/nvHOjBgWDHxWqULKhUEN3XRikphUKU/roDwSuXgkSh6PxICtZolzhUMhkECdfB6dVD75p1ChYAlO3YBSiVcJ/4LMp3/wmlRIKiDd/Db9Z7yP3sS43lgzdkIEQP0lB9wjHZeJub8OEh2DPxIGRC9eeVCkw/dGsqFbjwLx8DnjJ8o6nD1cP4DVfBF2j8oOQStZmY07cnVFIpApfr+iZV7D4ASab6JisvKzfdds8BKPjqMhW0IH+T4zNE4dcbEbD0ExSt/R7cwf3VVi0HELN3Hu5OXuWQvq0h8oMv9PalfK1vya3DUtkPGcvDf4e1FRyO71Dn59nySRYA4JPn1E7rUrESf6zKwx+r8nTOr1OK6rP/+0Ls/14/k/k7ffTbTl0cjHd63YZYqMDwl7SltQxdq43GwXahYNmBTkYVLJUK+OL5FDxKMl5DkcYksGx/JwS014+wHTnFByOn+GDz3HRcPNh8flo0JoH5P0WiQ0/Dv/3Tu0qMFm+2hv91Nj2Zd/el4dsL5ksMpS/7xOTxR1/Mt2pcAMDikvH5no5Gj+9Zm4czu0ogqDauwE1ZFIxhL/kYrB7x9oowvLwwCO/EJ1o9Nlto9UpWQ1RSGUDo/lF5QwaB0T4c9NAQkGhUENTHfj4N5KOo0NXYZSWWacOyklIwoyI029L8AhAsJthdYyG4fhMAwOkZj+rTZ637MC2I7PO5GLy4D278eAcKqRK9PuiGkwtM+2ml3BSZfdBajVKJgq/WQV6qeyMlu7tZ3FZlLJGThQmelEIRhEnJYMd3heDqDbXzkAOouZYGEkGCyoApvykxpVAZPccC2ccPZOsoWU3NlaOVWHmoIwgykJEsxL+/lTTbWFo7by8Pg3cQ3eCxwkwxNs1NR8Yd0xZDqUiJBaOTMWqKL6YsCjbYZtqysGZVsub9GIkOvXgGj/27vQg7luU08Yish0QmG63oYAlvrTDu5/XPtiIc+qHAbB87luXg6M9FRhVFjkvTqT5PfPw7K6Yj3J8bC0a7MAhvJ4N//pJhZUelgqrBw1AlM+Cga+BBq5LJQKLr3yC4/foAAGh+vqAF+EN4O9mmz9ASuLIhEdJaGSbtGoMX9o2DpMb88lHCGeOz0vpY4xApuHIdbs8+A5BImmVBAOANHwhacCBAIoEW6G+yrTEU1TUgWJbloeKfuwxWbAwEVxznH1C0/Qw6/jEXkd++jfZr/qd5tQQskX33gWybnWHtwa41eXh/0B3M6H8Ha95tfv+Y1kz8SAOToMcseu6eWQWrDpVSrawYs4LQGESz/aZoDAIdextWsI78VOj8ChZBwH3QcLT/cjUoPFdwu8aD06mLVV3Ej3BDz1GG77Wb56bj9+WWfwcVRVKTEYXdhxv/TdmTJ86SVR92927wev0VZM2ap6Mc0fx84TJiqG5jEglUXx/IirRh1rTAAP1ODRReowUGQJqvuwRRffosXIYNBkgkeE9/E4ARpa2VIBfJcW7pVZxbark/UF6mZX48C9f7Y8Us/dlNwdI1evvKd/6lHVO51mE+v96SnTSvwGRbWYHWl65olbYckTDJcKh++W979PZJc/JQfeI/yEuMO/83logNb+Lei6sd1r8jsUT27l4Uo7Jvo/Uw6jUfg/uFfAUWPJNsUyqKd+ITMWCCJ6Z/Ha53bNPlbpg15DakoqbJsURjEJi7JRKd+hpWsP5cn4e/Nzn/bzx01gKUHjuo2ZYW5iPw7ZkQ3LtjcR8fbYowuP/UHyU2WRg3vJeG4GgWlu7vpBeJOntzBNa+8xCJZxwbsftEW7II+uOkfw2sT6yuhrVvVmfd0jDMjtFmr0GiUsHsGK2JQKyDf/EKoFKBHhoMipsrZKWOe9g6A2QaGT2mx+KFv8YBAHw6G89tYy0DnuLC07dlzRfY8d0gvJnk0GvkfnMY7JgQ0HzdQPXkaV6tiZYo+zYsh0wmYezbfgaP7V6Vi4oi20v9XNhv+J7L86Bi5CuGFTtHYErB2vV1botQsACA4uIGaZnWhUalUlmVwsFYOo6aCjl2rrTdipeTKsSlQ4ZlPfxlx8v5ib478S8ngNWtK0I2rIIkIxNULy+QXXioOq7vfK6orgE9OAiBn38ChUAAqrc3SFQKir77Qa9d6MY1kJdXQCEQgB4SDJVcjtqbt3TaycvLUfLzr/D78H1ApUJxg35aGy8ffhZ7Jx/G9R8eR2DdtUyp3PhZEWYu9TXZhkIlYfvZdhgdbX1Svuai9sYt840aiYIvAgBQ3Tk6+2VlzefHZA2tVfZtWM7Mb9vDzUc/A/6vX2bj9O7G+8DdvVyDGAMKzksLgnDkZ/0ACHtCpROYsyXCoIKlUgHbFmfZ5TM2FcX7dyN4xmwAAC+uBzyGjkLBzl8sPv9DI1asj4Y23qr448JMDJropbc/dpBLo/q1hCdayQKAkh+3wn/eR6CHhECSk4PyfX9DmHQHrqOG67QjMego2bYDAQtmgxbgD5VUhsK1GyHNL9BrV3HgELi9e6r9rO7cRdU/JwxeW3jvPkAiQfQgDfLK1p1kUKUElHLtH4XOpVnkl3X6QA3eWugNJtu00dVQFMmTTm2KunwMzVfteyAtap6Mx7byJMmeFuIH95dHg+LrAbILB8paEcT3MyFOzQT/VONSbrhNGgF6+2DQ2weBRKVAVlIBWV4xxPczUXPisp0+gWOIHeRqcP/lw/ZxTj/7Z6lBJaspmLMlAp37GX7I//RxJs7ta7o0A/aAfycRCpEQfi++Do9hT6Fg5y+ofZBi0blsFwq6DDD8XbT0ygStVskylOwTAMp27dXZVsnkyF+u77fS8HyCSgWUSuSv0Pfzadiu5r/zqPnPfIZzelAglGIxSn60XNtvqeyecBD95sYjckw7AMCDQ+k4/5X5h4dIqMTLfR/hwO1Is23/SYvCwim5uH21rQg4ALBjQuD72mBUX0oFiQS49O2A4l3nwb/VuBw7TUVrk73L2EFwe34UACB76mdQKRQI2bYEJIr+bZjM44DdqzPYvTrD4/VxkJdVoWT9DkhzLLOukHkcBH1vOLye6usJqq8nWPGd4D5lDFRSGbKnfW6wrf+y90ELUQeCiFPSUbRiq8F2nm9OBGdQd8129cH/UPnXSYNtA1bPBtVX7S6QNcV0CgBjCnStifB9a7hypBxDX/Ay6HAe2omNrHv2z3FGpROY84NhBUshV+G7j9Jx7V/DCZadHWFaKtKXfmz1eS/MDQSZ3DyTJQaLDLHQcYpcq1WyWgK8wQMguHajVTu811Hn+H5hhTqzcn2rljlq+Za1JZNJ+HxzACZ0SzPf+AnA95VBSJ+/XbNd+ncC2q16vcUoWUDrlT01yAdUbw+DCpYhKJ6u8Jk/FbnvrzDft48HfD6eZvFYSDQq3KeMQcWOI3rHJBn5GiWLGmR86ZYeFaK7HWE4RQKJRgXVx8PgsebiUZLAoJIV0dUxStbszRHo3N+w1eabDx7h5qmWZXGug2Aw4D54BNiRHXT2Z280n6svKs5wuhZHKj91eAbQkJcmclj/bUpWE+MzfRoIDsdgiZ/WTGAvP3hEucEz0h1+cd4oT6vEP7P+s/j8DydlY92ekIYpzvTguJBx7GEUfl5ZarTcjiN4+gVXjH7ZFUf/qMI/e5xj6ZcRru/UyQxtOodee9EaZe+/9H3N+9rLSajY9Q8UVXydNpyB3eHxv/EaRYzswgUt0AfSPMOFpAHAe9YrYMXrBujkzlwJRaW+Hx4jKhS+i94GAPBG9gVvRB9kvfapThv+mQRwh6gTLpO5bDC7REJ056FOG1ZcR41lSiWXg0ShgNGxHWhBvpDm6la14AyI00Rgm8sG7uat74sFoFHO7oa4crQC46brJxUeMMELJ3fa1ydqyqJgg8tiUpESa6c/xN3LLcNf0hChsz9F0Z87UfbvYavPDYw0nPrm9rnqxg7LLGEx7DYlqzWhUqpA9fKENC8f1acsVzJaOnkJhchLKASdR0PMi9EIGxxk1fkpiSLs2VKOl2aYnwVTKCRMX+SN6+cEyE237w25IQOe5mLwWJ4mceZRh17NOmrv5YKgUaCUqh9mBJ0KQbLzlA6xlNYs+6q/TqLqoOH7gOD8TSiFYnjPekWzjzO0Jyp+M/4Qa6hgVR8+a1DBAgDxgyxIHmaDHvnYCkUigeCwoBRol1xlucUaxQkAaMF+ekpWfSsW/8x18Eaq8//RI4L1lCxaiDZSUJqjX1asPh5+hpWsklz7Fvk1ViDa09/w9W3l6f/54qnX9a2BYqECa956iPvX+AbOajmQyBTIq+1rhev1tDt2pvW0a58NqSuT5SharJI16r12GPVeOHbMTcatY6b/rI1FVlqGrA/NlwewxCr1JPhfGWLy7jFQKpQovl2K5N0PcPNHy3On1LFtTSlGTHCxOGR/60l1Dpzr52px9kgNEs4IUFNpm/mZwSIwapILYuKZGDSmZaRByFqyG6GLngcnNgxQqcBPTEfWUv2cXS2B1ih7lURqVMGqQ3jjns42b1gvVO09DqVYX4FsqGDlzV4Neanph17h0i3gDIiD59uTAACBa+Ygd9bXUEnU/asUCgjO3gB3eG8AAKd/V1QfOac7ppF9Ne+r9p/SKFm8p/qDf0a38DKnn7bAtjmH/pAOLIP77W11kBiJXHPxpMLdl2YXy1lkdw5e/cTwEupnz91DQYZ963U2FR5DR2neV1+7hOB3Z6Mq4RJUUq0iXH7meHMMzWIYHPvXwqxPi1Wy2mhZ/PniEdDYVPh08ULf2d3B8WXjzxf1fUDMsWhaLtbvDTEbcVafHoPY6DGIDaUCOLqrEg/viHHrshDlxXIoFPoZ+r39qeC5kxHTnQmfQCr6DOfAL5hmKM+s05O1bK/5Ri0ER8uewSLAcyU3meyFNy2LvNKBIEB25UFZpJ8ChTusl862OQWrDsHFWxoli2AzwenXDfwzCZrjksx81HnMUHz1w+BJFO1DSlkrgrykAhRvd1B99S2PJBpV816amW9yXDQjxYGbwk+nDnsUKPYLY2DOFuPBG3N/jMTiiSkma/E5K5yYWJ1tWWU52JG6+SOdXclyNG1KVhtNAtOdAY8IN7i1cwGdRwOJsO2plXFfgiUz8rFiu3XLjYC6ZOXYV7WlFFRKoKZKAalECRqdAIVKAp1BMpoUr43mxdGyZ3ObNjdzbYJlZbSUYikIhnbpimDr+6+QKGQwokJtG0iDZMzM2EgdJau+MkQim/+OJBl5oHi7G6x+UR9pgekUBVQjyzgKWdPV4jQ2BmtY8EuUyVp5PiEMzPquPVZOfWBw0ufMWOLU/qTzRGd8b6PpEFWIkZdQiDu/38ffbxzH3uetd46s4+aFWsyckA1+VeNmtCQCcHEnw8uPChd3MthcolUpWFE/vKu3L/K7d5phJPbDkbJvShQ1AggT71vUtr6PFGBYyeIO6wUSVfsgN+aHZQmsON3oMGluESRpRjJu11OkFHx1JJ7Feb3MFEY3Vti8pVmUvQINF7auT8fePPyW2qMJRtNGU9NmyWqjSfCIdEN1Lh9ykRxR49qBoBC4v9/2cPvUJBFmv5CDzzcHIDDcvg6qrQVDJXRoPoaTO7Yk6mT/0/Gw5h6KzcjL7Rs1RfHULXYrK7QukaVKoTBZAkWSmWcwLQPVX7t8KM1SJ2aWZNVL0Ewi6VnKLEUqNqyEkSlNp2UZG0NjqK2Wg23EstW5vwuSLzo+oq6lcGxrERIcnDOsLN++gRQNafFKlpgvx8srYxA/Tre+Fb9Mii1vJaLggX7ExpfnB4Hrqf9g3vpeEu79p3tzGjM7AkPfDMXCuDN4aUUnxI7SDYFXqYA5nQwn3eO407Dk4iC9/UqFCnM765fuac2M/3kkfh36JwgqgbL7FeAXNT7/THaaBG8Mz8CIiS549zNvcHiOdWBsaUjy9W9O0hLnSC/RWLLTJBgZntpiZd8wXUNjoXjrKlnWKnGKSj4onsYVcP7paxoHd7IrVzN+lzHa+1udk3ud0zwAcAfHg//fdQDqZcg6lELzjt7FOYYfft7BDLPn2gOVEii1YyTjN+8/wrXj6v/kkOe98OZX+pOEhduiUJQlxpwR1gcGtUbkMiUeJQmaexiNosUvFw59KxTx4/xw9a987Fuaiot/5EIqUoDrScPUb/QLPUf0dtcoWEfXp2H3p/eQcrYUKhXwxrex6PqU4TxCb3wXi9hRPjixKQN7PkvBgeXqWmkkEtD/FX0fESaXgg92qs2/RY8E2LMoBfuWpkIuVYIgkzB0WqidvoGWgUKmnhGGDgxEeVolpHz7hdef3FeN/w3NgMr+k06reXDHcflWrKXyVBJ8Xx0MmrcLqJ48eL/QH5X/WeYH1FJosbK384BJdN1Jo0pqXYJjc+3rW8Zo9ZKSMiK16RsMLSnS22mtX7Rg7URYkplndkzGovpcvagG99sKi2tYQa+pkNnFR0qlAv7bW6pRsAD1tjF8QxnNlv3c2TBUt7Kl0eItWeFxrlg17gqKHmm13f3LUrEuZQQ8g3VDgIe+GYoxsyNwYWcuDnyVqtl/7YDavL0uZQReW9cF7Xvl4a8vdf0l/CK5mN/tNOQS7c3xwu85eHllDCZ8Gg0KjcDZbeocRN5hbCw40hckktrKVd9afmlXLvq/HIQJi6LhEcTEn19Y5pfR0tkz8RB6TI8Fv1BtwQro6Yv8a/ZLvVFdocCo9mqZzlvthyHjeE3iX3X5BB+nD9bgwj/Ol+Om7PB1sCL94Tq4M0gECYLkbNTes72avbPSJntAUaZroSTz2FadT3bhmG5Q7ybG6hEDUXIamLFRagd3AIJLSVBUa78HpUgCgkkHZ2AcKn4/DKVY2iB9g9ax3hg5qYZLJEV0MzNWKzFWHzHprH2svq9GXjO4f1rXm/hyb0eDiTh/S+2B7UuycWKH8cSzTwJxQ1u+e0OLt2Q9ulapo2CZotsz6hnYxd8NP2gkteoQ2rjR+gnj7p4p0VGw6qhT0KL7e+pcp84505A7QvJpdRbh6AGe+gdbKeIqCRK+u4WUfepEhvZUsBqyel4hXumXjrvXhQ6xcBTlynD0jyosfisPX0zPd4qHrDGEDwtQsvciindfaJUKVkOeVNkrBLpWNIJrnZJFMM07Z9dBC/AGANDDAjT7JGm6SW4lGeri5CCRQAsNAIlMgFIvpYPUAktWUxEeY/i7yr7v2DqY4loF1rz90OjxKZ8azqvVGikvMGy1NOa71pJo8Z8g8ajlD+uAaHW2l9Jsw3+epOPF6DUhAAyO/teSdtWw892jBPX+iN7umn31lbR1KSOMjsfNz7RvgUioxMjwVJNtmoMFr+Y29xDMUlkmx+wXdJUKFzcyBo/lwSeQis49WeC6EOC5kcF4nAtHJlNBJlGhOF+GmkoF0u6KUZQnw41ztSgpaNr6km2ytx1bZV9drgC/WtHssrcFwYWbcBk9QLPNiLYyKIDQzreVAsPLnspaEQg2E/TIEJB5HHCHqjNxK0USvaSjNf9cArNTewDqyEeCw9I41ouSHtjd8d9WWDwyRk017CJi75I6hijNl+CH+RmYvipc7xhBJmHtyS5YPCnFbgWxnZUDm/Lx5rKWG8hiihavZElF9ktMJzOS+RdQV0c3Rf2wYkNKWhvNT3WlAgd/a5nFV9toHK1d9rKCUigFIhAcwzXgrEGSbtjiKc0qAKNTOwAAxdsdZDfe4/a5eib7+n3QQgMgzS7UHsuw3IpVXig1WF7H1YuKqtLGK7/dh7kZ9X9SNlHOqgsHyhDQnomxb/vpHfMNZWDWxvZY/rrzTbjsya0zVVCpDKfn4HlQUVPu/BMdY7RpA/WgsYxHKFEZpldW699jJEI5uFDfGHYuuGuXsbXRRhttGEWlgvD2A3D6dbX+XEL33iZKNpxaRZKZV0/J0kYzNlwqBNTWMFlRGai+nqD66GZ/t8TpvY7Lh8sNKh8DnvPE4R8LDZxhHVo8d+kAAB9nSURBVIMm6Wewbw72rMmFXxgD8SPc9I516tsyyng1hqpSGR7c4CO6B1fv2KjXfPDneudZXraWFu+TZQ1ZSWoTtXeY4TX4uvQMdb5Z9ekw0LD/VGQf9TLhg0vlmn31aynePFxo8lVHwMgXEDN7HWiuT46fVhtttGE/yn7QLaHkM3eq2cydBIuBoA3auqz8U1dRc/yywbb801pndWbHdpr3NccuGmxf888l9RsSCYzOEQAAeXkVREkPTI6pPrtX5+L2ef2lxRfnBWHMm/rKl7V06Kn/UAfU+ZmaEpUKWD8jzah17rfUHohp5crWCiPWumdn+GPmxvZNPBr78UQpWXVKzYBXDZfloD+2ZCX9qx/R0XGQl8FlwB7P+QMAUi9qa4klHinSZCs2ZwFrbtw6926Sc5wVMp2J8Klz4RGvn8+sJdNx3hp0nL+uuYdhNeFT5yL6o5WtTh5NRr0s6szYSLi//IzJ5j5zXtcs+wHQK/5cH3lZlSarO8VLa3FRig3nkpI80i4ZUh5fw1y9QkPs+8awFWPizAD4htqeM2vgBMMTWqlYiaNbG28ls4V10x9CZiDAikwmYebG9vALa5ocYc2B3ES5pF5Puxs95uw8UcuFl3blIvtONWb/2Qv9XgrC0fVp4JdJETPMG52GqM3GexalIGG//o2gskCE5deG4NSPmSjPFYFKJzBhkboQ5l9L7uPybu2NoDijFh/H/4cZv8Xj68RhUMiUOL8jB1KRAl4hbPhFcuAXycHaCVeRn9p80UlM32D49HsalckWlsGw8RynhwQoZfbL29VGIyABUKna5GEj2W8shs+CN8DooHak5j3VD9wRfSBJzYTgwk0oRRLQwgPB6hoNWoiuJUhwIdGsQzr/zDW4jh8CRj1LljGkOfUUlccWtRpLS+7UI/1OLcS1CjDYuu4cNCaBtSe74J0eiRBUWecYvuV6HDiuhh9/7/a+BXFt0xWhrk/6nVpMjbmBnWk99Y6xXShYc6ILXou+3uJqHFrKly+mYPEfHUEyYJvYmdYTx34pws4VjYuSdvWiov94T3gG0PDrl/pL3fbmiVKyACDvXg0q8kRwD2Ri9EcROsd+n5+MxCOGzcT7lz3A8HfCMPxt3QgIlQo6ClYdUrECm167gRU3h4JMJTDkjVCd40qFCnKpIUf7pvvzcEKMV4a35znOjEIiQsa2Nc09jDYe0yaLxqFSKFGybge8576uKRhNIhNgdGqn8acyRG1CMsq37jfbv/T/7d13eJRV2vjx75RMMqmT3gktIfTeohhFqqIiNoqCCm5xX1Zw7bvvq/tbd1V2VfyhshYUF3wVG7IqCkJAEAi9h5KQQnqf1MnU5/1jyEyGmUkmDYJ7Ptc11xXOU+bMk4vM/ZznPvfJbv9IlMPxHRjJAlj/0kW3s8/+tmkIq5/K5sz+ttdrlMlhyvxItwEWcNUCrJbSN1cx4RbXozcP/KnXFQkOrobzh+v55r1ibv+160fBtzwcReaReg7+WNXuEi1xSWoGTwjk/ud6IVfI+HH9lalBds0GWVveusCWty643f74INdL3QC8OM11DkFrfIOUvPurI+06xtBkdrvkjjuSyUT4+CkEJQ1HpQnDUFNFzoZVmPXul6GQyRUk3LkEn7AYZHI5TRXF1GaeoPKY8+cMHjyOkOEpeIdFI1daKycPedzxsVL5wTRKd3/rcIxvTG+CBo72+JiWfdMMHktkykwUal8s+ibK9m2h6mQ6ktn13eeQx18j96t3qc89i2bgaDSDx+EX2xeTrp7KI7uoOLTD7bUQhP90liY9JS++i09yH4LvmYZ3i6rsl2s8nIH2ix8xFHj2hdN4JMPx34dOt69vHiyn48qODeX8vLGCtaedF1EOjVHxp/XWpwrVpQY2f1hCWb6e2gojXj5yEkf402+4PwPHBaD2dz+56fiumlbrVl1Jqx7LYt2LXry1d6TTtqn3RzJ5XgQLkw+2+7xyhQy1v4LQaBVqfwW+AQrCYqw/h8Z44xtg3eYf7Do0mDAzhD6D/KgsMaCrN1NZbKCxzkRVsfXfjXXWNl29GV19x4LVDf/IZ9j1gfQe7Dp3+rE37flZZrNE2UU9eRmNGPQW/AIV+PgqCIlWER7nfUWKErflmg2yrjTZFVr6XaH2I/I6ex6FT1g0iYueIefL1egrnf8QegeH02v2YryDI2xtfvH98YvvT33eefTVjrVeIq6biZd/ULv61JFjmvVf9KRD3xRqP6InzyF0VCrnP/ir2+O8/AKRe3kTN3OBvc0/iKCk4SLI8oC76dDC1VPzzU/UfOM+58mdguUrOvR+TWdzKP7LO2jm3IxPUm+8kxKQKRUYSyoxFpbSdC6X2h/2tPu8uQ881y37tsVokMg6Xk//4e4rvgdHqljwTPuLeJ7eV8vK32VesbINntCWGzHoLKjUzs/OFAoZUb19KMn1PGi97w9x3P6bmE71yS9ISd9hSvoOa7vYra7ezMcvX2THhvYtVg7w14VnefLdASSNbr26v0IhI7qPT4/OVRNBVg/T/4EnOPXa4/YGmYwhy18lcdHTVBzaQcmubxz2T3zoWSTJ4ngMEDo6lcSHnqHm3DHyv/uXrf3cu3+2/Zz08B+Rq1Sc/efzrfapI8cA9LnnUVSaMPI2raHugv2ON3R0KtGpdxB/60KHvrUUef2txE6fy+nXn0BqMS4s93KsTB13+0J0pQX490nGr5f1Dif/qzWoQiKIvPE2AIw1VWS9/xKS2X5n1e/hJ1Go/VH6WWcXVR/bR/HWz91/GJmMQU++6nZzxgrH649MRszMuWiGON95A1Qf3Uvxj184tScvewm5yrn69rk3/ohZ71gkUiaXE3vbAwQOGO7QbjE0YarT4hXUuWTR5sT58r1bKf/5B6ftkZPvIHRMKtkfvUpTqf0xUNTNswkZPQlrgpVd2U/fUrE/zfmNZHKSHn0ehdoXmdw60tDW70OmUDDwDyuc3qOZ0++D9l3bq2H0yrsJ6B/Ozlmru/S82q+2d+n5AORKBQOfuJnTL2/t8nO35vm7M1AoZPzrrOv/V+0lSfDNO0VseLVnlgh4aNghZj8awz3L45y2vfrjME7+XMPLD3k2W7O1UbzuoPZX4K3u2Hs21pr581zrqOna02PxUl27d4w9e+rbf6CG/CzHBknCYrTO3gke7JgM6RtjzVGoPrHP6TyVh613zIFJzotkXwm+MX3wi+9P9Yl9DgEWWPvWVFFMYNIwtyNkSr8Aqk/tdwiwANu1aClk1PV4+QdStPkTLEYD4ZNmEp4yjbwNq6k+no5XUAj+fQc6HHPhg79z/q3nyXznRY8+T/DwiQDoivO4+Nk75P7vmxRs+ghdseskzODhE20BVvHWz7n42TsUbPqIivRtAFSfcE4A9u83CLnKG1N9LfkbPyRvwz/RFVlzL+JmP8jl2aARqbMIHDAcY201Jds2cvGL96jYtw0kkHt3viiloco6CqoZPMZ5o0xO0MBRNJUVOQRYACGjbwBklGzbSN6G1ZSmbcKgrSQidRZhE6c4n0uycP6t5znzjyc97JmMuDseBGRIFjO1Z49R+M16SrZ9hb6iBGOd85pz7b22QussJvMVD7Camc0Srzx8jsrizk+O+Mv8Mz02wGr29dtFbrcNvb5jTxiuJU/fcpKjO7pmHcmWTu5pO4evK4iRrB6mNuukU1t9zlkCk4ajUDsO0QYlW5/XV59yvQApgOwqfXm01bf6nDP4hEXj1ysRbcYhl/uU79/m0Xt5BWjIWf8GuqI8VMFhhE2cSmNhDg15mTRcvEDw8AmooxOoy3QuDGsxuJ5+frnApGEY67TkfvwmksU+IlZ77jheAc6LmDYHt8Y6LdXH9jnsX310r1MgIFd5E3vLPHQl+eR98pZtdl1O3nlibpmHZshYggaNoua0/VqFjrkBgOyPXsOss06tr88+Q03GYfotftqjz9Ua7ckDRKTOcjki5t9nAEq/AFvQaGvvPcDaj9xzVB3ZDUBDXibVx/eRvPxlIq6fSX3OWZpKOv7FFjxyIgH9B6OvLCX/y/cxaO016qqO/Ow0WtWRayv0bCd21/DUjJNMXxTJvY87j/K0parEwLfvFXPuUM9Ye7ItmUfr3S6MffPcCLZ/2v1LAF0tpXlN/ONX53nyvSSGp2o6nQax8/Nydn5eTuZRz9Y87iwRZPUwTiNZQG12BoFJw53ag5Ks1Z37LVje7f1qL0/75hvVy2WQ1Vici6Gm0vkAF5rKimyjErXnThA2cSoV6ZcekVwaCVOFdK6yc0N+Fn69k4i97X4KNn3ksM3VyEnz/l4BGrwCgzHWVre6f/zsh1Co/chZ9d9O24o2f4JmyFiip93tGAjI5CBJtgCrmavcvY6o2J+Gb1xf6yiQl8qhrEL87IcAqDq829Ym91IRf/cSGnLPc/GzdxzOZTEaaCzIwTeuD73n/RdnX3+mw/2Knno3ABfWvOJy++WBc4eu7SVylZLe88fQZ8E4ZEr7DUvmP3eTt+Ewcm8lE95fgE9UIGU/ZXLhg33oiqxlEOTeSnrPG0PUzQNQ+vtQdTiPUy/aH7sqfVWkrH8QpZ+K+uwKjDWe5df4xmpQ+qlIXn4zFftzKNh0gpT1D1K6/RxnXttue293/Ur87SQiUxP5ee4HTPxoIeroIC5+doSs9/fQb3EKcbcNpfSnTCIm9ceg1VHw9XEKvjlhm/g8ZccyACrSczj27CaHvqV+/Wv2LFhLyrpFKHxVZL69y+HYvg9OIGryANTRQbbr2Xwt26up0cym1UVsWm0d6ZlwawiJI/0ZkarBX6PEN0CBoclCcU4TpRf1FF3Q8e17xehbWT6tM1552PMiq+31wr0Zbe/UhrV/zuv0rMT96RE89piW9P1tjyL+4fEAfljbdUHs3x+xT0rQhHsxfWEkUb19CIv1Jqq3D95qOXqdBX2jmepSIxXFeo6kaSnObqIgU3fVZo2KIKsN376WybevuV5moju4mnEnmV1XAVaoem6yn8d9k7t+Zt8yf6ot5ib7gt/N18qsc1wEvLMjelWHdhEx6RYCBwyn111L0GYcpi7zFJLJ9e+m6tAuAgcMxycilsRf/5H67LPkb/rI7f4+Uda78dYKiMq9VE7BjquArStpTx7Av98gAhKHUpNh/yKUKZ3/dHiHRiKTK2gqdT1K1VRWiG9cH+RezmvRdSdPr60ryctuImpqMkef2kjgoCiipw7k5P/bTGOhFplSzqgVd1KfXUnhd6foPX8soeP68NPt1pyqUSvuRDMslrJdWTSV1hI9YxB+CSE05FUhk8kY/tId1JwuRnuqCHV0IKHjPF8gd/BzMyj9KZO+iyYQOiaBin05xN42lDOvbW+zXwCqUD/6PTSR8j3ZGKobkbcIIL2C1GiGxFDw7xNE3pRE8vLJWIxmir63PvY/+OineAWqiZvtnIrgFaRm1KtzKPj3CSSjxenY3gvGkr02ndqMEkauuJPGQi35Xx/3+HO3Jv27KtK/q2Ldi52ro/RLExQkp6am6wJLQytFQz0VFCTHaJRobOzYubTlxh7/mLfZf1SQpYqKwlDSvuUS/EePJmjSDRSufL3V/cLnzqX800870z0AvAKD0Vc7zsZQaVyPwui15XgHR5Cx6mkkS/fcnXWUXluOT1g0p1c+0e19c1kKwtK1dy0Wo4GMFY8jV3mTcN9vibvtgUvvbaZ87xZrLtRl+2evtSbKB49IQTN0HAMft468lO3e7LS/wscXgJz1b7TeD5PjZ718FMumi6YX1p4/QdXhXcTeOp+Gi1mY6mtQaazr0NlGCy9pfpxtamp0Ok+rfe1GMrnc42vrSszMwZx/6yeqjuZTdTSf/kuuQ6aQY9GbGLPqXgKTI0mbugqAvE8PM/jZ6aijAtGV1BI4KIq0GW9i0Vt/Z+ff3sWUHcvYM+8DEuaOIXhYLNtuWml7r0lfeL50SP7G4xRsOk7fheOpOpbPhff3Ep5iLUA6+vW7W+0XWBPX6y6UU7bLeeQcIH3xegCy16Yz/t359FucYguUas5Y/4a6CrIA8r86RvHWMwBEpPa3HRuYHEnWOz9z8YujAGS9v4fE30yyXR+h68nl8NPOcEaM7JrR7fETuuax5E87w3nm2Rp++KFjJT2uJSLbs4fxCY91alNHus45aCzMQaZQoI52XwendR25i/DsmMbCHIBO9K1nshj05KxbyYU1r1B1ZDcyhYKISa0vXVJ9bC8561ZSdWQ3kslExKRbLiWHtzjvpTpouqK8Vl+XV+BrDiCcdGH9Bu2JAyCToRk8GoCgS4nw2svy7UyN1hwHpdr19O7LcwqvBMli8fzauuET6bhmXNOlQMU3Jgh9uWNeR+PFanzjrEvO6MvrXQYQvnHB+EQ6r5nXfF5PmHX20UxTvfXn5puZtvrVrOFiNZ4w603IvTyfJdZYYB9dbXmsUatzuJY+UV2zFl/s/BSX7WO/WsaELU8TMKT9OVtdKXZ+CsPXPHJV3vvsmSjCw+UUFkRTWGAv8LlksR9790SQlxvNgvn2vyFpaeG88YaGc2ejWLVKQ0CA/e9IxulICguimTLFMefxscf8yc2Jsr3HiBHWWoo+PrBqlYZTJyNZtcqet7rxq1DCw+WseT+YwoJonn7K9fqRvxTXdJAVcsutRNx/PzKFAp++fZGprEP+/qNG4Z2QADIZXqH21d/D7roLhb8/UUseIewua15H+L33Ivf2Rq5WEzx9hm3fiAX3I/PyInjqNFtb3xV/t/0cMLb1KcTh995L5AMLkavVxPzudx5/pqgbbnNskMkI7D8UcE4EL9puLQHQ976lyOTOv0qvAA0BfQY6tTfTlRWg9A0gaIBzwbvOHlO0/Qvq887T976lRE2a5XKf1vrW0+krSynZtpGajEsFaj0Iakq2beTMa9bFeKNuvsNhW/neLQCETZzarn50tkyDJ5rKrTkvEamz8A6NJPy66RR9vwFDleOIa1NpAXWZJwkZk+pyMkDIqOsAqMtqXwHLy5karHkert7DlY5eW4Cdt60mZFQ8k7cuJWXdg6TNeBNjnTVoa8ivxifc8QvCt1cwjYXW4MUnPACFt/PDgsbCaprKnHNVXAVebkmS65896JftMGP35Ki0DABb0pXUEjIqnpu3/Z7JW5diqm0ibcab3dIHgINzVnJkwdvddv5rwdBh1hGs2LhiYuPsyxz5+spIua6MhN7FREUpOHo00rbtsce0DEguobrawvp19r8vgwY7j4b97a9BjB+nonefEpIHWkc4jx2zpkSMGq1i6VItQ4aWUl1tvzm8c44113bxkmpi44p5ZcW1Mfmgo67pIMtUXY1PrwR8Bw+mKTsbyWD9zx04fgL6vDyQJIyV9uRp7Y4dmOvraTx1ElVUFDKFAv8xY7Ho9Vh0OvyHW5PLZXI52h1pSEYjdQfcz9xzp/m81Vu3YNHpqE33bL0uyWTCoK0kYfYSgodOIGTYRPrN/T0Axtpqyg8417tpTqhOWvwnYibPIXTkJMLHTyV2+lwGPPI/BA+b6Pb9as5ah+1jp88lMHEYgf2GEDZ2Mr6x7nND2nNMwffWRw5hYydb+zY6ldCRk4idPpfERU+12rceRSbHN971kiTqqEuLjV/2Redu/+bcH2Od4xpx1cfTMTXWE54yjYD+g52O84mMczFqZX3Py9uVHSwc25rmR7IBSdaAv/bcMZf7VaRvRyaXE3PLPId26+eWARKVrmpltUPVIWt5kvg5D6P0dx4NuTy/qmPX1iryxkTUsRrSpq1i7wNrHUamSraddUiGV0cFEpmaiK7YOiIlU8rpdc8oh+21Z0vQFddSdcg5b8g7rPXCi55qq19XkzpWQ/rD60mbtooLH+7rmkeFUs8pIOpSD+tfaKicY8ftuaFHjxmICHcOBWq0EgGBrYcI5zONDBliHbmaPs2Hpib7Zz1+zP4eNdqedQ2upGs6J6t2315q9+0FIP7Z59Bu20bdwQPWB9EumKqqAGsejUzhPPydv6LFbKXm/xgt8ola5hYpg9q+i5Yu5c/UH/Zs5kzF4Z2U7tlM+PgphI64DpUmHENNJRlvPofF4PrZ9bn3/wJA7PR5+CcMIHhYChaDHkNtJRf//SF1Oe5npdRmnaTg+4/RDB5L/KyFSEYjDQVZ6IrdPzppzzGmxnpOvfY4/glJxEy+C41/IDKFF00VRTQW5VKU9qVH16WrKX396bPocRTeatt0/+AREwkeMRHJYsFUp6XhYiZF328ArEF373nuRyO1J50D8bb2L97ymUObxaDn/Jv/Q9KjLxA/Z7HL4y6sedkhyf/Mq08Td8ciBvzesdaXuUlHffYZp9pgnZH/1Qf0uudXRFw/w9ZfV3TFFynbtZnw62c4JZpXpG+nbNdmWj5yVvr6kzD3UbwCgx1KLwSPmIhm2Hgseh11WadsvwuwznqsOrqH5GUvkfToCy770bIYaUeubbPGwhrkSrltRl318QKy3ttDzeliCr89RdEPGaSsW4Q6Koiy3VmkL/nYduz2qf+f3veNIWXdIrwCfKg6ks+B31rzNst2Z7Fz1mpu2PgrlH7e1GWVk/2v/fS6a4TL/rVHW/3qDP8+oUz44AHbv6fsWIbFaCZt2iqPjpcr5Uz8aCEApgY9dVnlHF7mXJS3PWLum4CprgmLwUSf30/nwKzW17/UjOmDMkBN/fliBr+6gJJNhyn8ZB+Bw+JJ/tt9HH/kfVQaPxpzyzHrDG7bAcZ+vZycN7ZgbtTTd/lMDs+1jsyN+/YJcldtpS6jkNh5KejLr06AazZLTjFeVZWFkSO92LXL+n941EgVRUUdG9Vcv76RR5ZY0wC++FLHF1/ai/o2NLgPrCQJXHwF/yJd00GWOjERY1kZppoaLA0NyBTW4Kru4EG84+LQFxaiio7GUOS6mJtkNlN/8AByX18sOh3evXqhz8tDsljQ3HgT5Z9/hv+YMbZgyVBaansE6T92LNXbXK9L2HzekFtnUbruXyiDg20BnjuFW+1fIuX7t3lcI8p2/JZP2rV/M+2Zw2jPtG/6dHuPqc87z/kPX/J4/8ur13c1mULp9lGTTC7HKygElSbM1iaZTeSsW0nk5NmogkJQ+gVgMRow1mkp3vIZjQU5TufJWbeSwOSRqGMSUEfGIVMo0FeVoSvMpeiHDU77N8t890U0Q8YRnjINhdoPs64efWUZJdu+RF/pmHQqmU3kf/UBCff9Bp/I2EvBVQYV6WmEjk3t0iCrPvccxjotXgEaDNUVre5bkb6NusyTxM95GK8ADcZaa9Batus7p31lCiXeYVEuzyOTy1Go/Rx+F82ac+M0Q8bhG98HVUgk5qZGGnLPOxW/bdaea9ts2Au3UrozE+2JQpDJSLh3FCNfmc2e+R9irG1CMlnY+8BHLo+VTBZyPj5AzseuR8NNDXp23fmuQ1v2h86FhS/XWKilsdCa99Qycb5lpfjW+pW5ejeZq3e73HZhzV4urNnr0HZoqf2GoD6n0uE9L3f5tpbHho7vTenOTGrPlGAxmvHSqImZPgivQB+MtR1PgK45mkfpt9YR9sCh8W3uH7vgOk4vt46yl24+RuStIyj8ZB9yHxVIEvpiLfpie16Zu3aAkk1HqNiRYTtXs8qdZyjbcgKA2uN5eMc45sNdKSYT5Oaa6NtXiSRBTo4JSYLf/safgnwzx44beeQRP55/wfMgUKm0p0bExipISGh/GJGba+Luu9RkZJhoaLBQVtazJm51KUmSrvoL662teImXeIlXj3nJFHJpyJ9mOLQNWHqjNGXHMsm/b9hV79+19JIp5NKUtGVO7QOW3tjpa9lrcart5+g5Yx22qcICpIAhcfY2mUya8MNTkioswOHV8pjYBSnSqI8flbyC/Vpvl8mk2PkpLs8TdecY28/xiyZJw9c8ctV/B93x2r4tXHr22QApOlohJSQopKX/5S+pVLKr3q+ufHU2vrmmR7IEQRC6i2S2EDU5GbPOiPZEIapgP+LnjKBsdxb12a2P5gmOJLOF8r0XGPiHm6k5XYxkthA9bRAhY3pxbtXOTp1bHW8f6fTtF9HKnoAk0XChDEOF+2Trwo/3UvzlQSJnjaT4iwPu2yUJ34Qwl+fy62vvhzrBeST2lyI5Wcltt9fb6l1tT9MTHCyntPTqFP7siUSQJQiC4MaFtfuIvDGJmJmDMdbpOft6GoXfOS/PJLTt1Is/MPbtuUROHoDCW4n2RCFnX+/cJAiAwBG9iLx9FJYmI6GpA7nwd/tjaZlS7jTzumD9z8QuSKHq5/PWYEguo2L7aUKuH4DSz5uaExfxT4yi6dJsTHftACE3JBN7sYLqvZn49g63PToMvWkQtSfzqc8oJGhEAobqK18j7kpoapJY/LAfn3zaSGJ/JU8/HcDsOz1bqeM/hUzqATMfZDLZ1e+EIAiCIAhCC5Ikdaro4DVdwkEQBEEQBKGnEkGWIAiCIAhCN+gRjwsFQRAEQRB+acRIliAIgiAIQjcQQZYgCIIgCEI3EEGWIAiCIAhCNxBBliAIgiAIQjcQQZYgCIIgCEI3EEGWIAiCIAhCNxBBliAIgiAIQjcQQZYgCIIgCEI3EEGWIAiCIAhCNxBBliAIgiAIQjcQQZYgCIIgCEI3EEGWIAiCIAhCNxBBliAIgiAIQjcQQZYgCIIgCEI3EEGWIAiCIAhCNxBBliAIgiAIQjcQQZYgCIIgCEI3EEGWIAiCIAhCNxBBliAIgiAIQjcQQZYgCIIgCEI3EEGWIAiCIAhCNxBBliAIgiAIQjcQQZYgCIIgCEI3+D+r+gCzdDrlGgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (8, 8), facecolor = None) \n",
"plt.imshow(wordcloud) \n",
"plt.axis(\"off\") \n",
"plt.tight_layout(pad = 0) \n",
" \n",
"plt.show() "
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=800x800 at 0x1A1D8E65C0>"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wordcloud.to_image()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Know What They Know(atleast by little\n",
"* Let this meetup series encourage people to work on their own data:\n",
" * Ask many questions on whatsapp chat data, commit to jovian with your answers/analysis visulization. Experiment!!!\n",
"* Explore more data resources here's a list i could find, share if you find any @ dsnet.org\n",
" * WhatsApp\n",
" * Google take out (https://takeout.google.com/)\n",
" * Keyboard\n",
" * Maps\n",
" * Calendar \n",
" * Chrome\n",
" * Pay\n",
" * etc....\n",
" * https://www.cnet.com/how-to/how-to-download-all-your-instagram-data/\n",
" * https://in.pcmag.com/software/120204/how-to-download-your-facebook-data-and-6-surprising-things-i-found\n",
"* Lets move step by step and then move to some ML/DL Models \n",
"\n",
"* 1way ya 2way"
]
}
],
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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