blackmirrorsentiment.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# load dependencies\n",
    "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n",
    "from nltk import tokenize\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 423,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def return_dialog(sub):\n",
    "    \"\"\"\n",
    "    Returns the dialog of the .srt file sub.\n",
    "    Input :\n",
    "        sub : name of the .srt file as a string, ex. 's01e01.srt'\n",
    "    Output :\n",
    "        dialog : dialog contained in .srt file as a single string\n",
    "    \"\"\"\n",
    "    lines = []\n",
    "    with open(sub) as file:\n",
    "        # check the starting line of the dialog\n",
    "        if sub == 'special.srt':\n",
    "            start = 2\n",
    "        elif int(sub[2]) == 1:   \n",
    "            start = 2\n",
    "        elif int(sub[2]) == 2:\n",
    "            start = 7\n",
    "        else:\n",
    "            start = 12\n",
    "        for index,line in enumerate(file):\n",
    "            if index >= start:\n",
    "                # check if line contains dialog\n",
    "                if (index == start) or ((index == start+1) and (len(line.split()) != 0)):\n",
    "                    lines.append(line.strip('\\n').replace('\\'',''))\n",
    "                    space_index = index\n",
    "                if ((index > space_index + 2) and (len(line.split()) != 0)):\n",
    "                    lines.append(line.strip('\\n').replace('\\'',''))\n",
    "                if (len(line.split()) == 0):\n",
    "                    space_index = index\n",
    "    # output the dialog as a single string, removing the last two lines which contain attribution\n",
    "    return ' '.join(lines[:-2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 424,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# construct a list of string filenames for the subtitles\n",
    "subs = ['s0'+str(i)+'e0'+str(j)+'.srt' for i in range(1,4) for j in range(1,4)]\n",
    "subs = subs + ['s03e0' + str(k)+'.srt' for k in range(4,7)]\n",
    "subs.insert(6,'special.srt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 425,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.9755, 0.9998, 0.9999, 0.9986, -0.9172, 0.9998, 0.9999, 1.0, 0.9999, 0.9989, 0.9996, -0.9965, -0.999]\n"
     ]
    }
   ],
   "source": [
    "# call the VADER analysis object \n",
    "analyzer = SentimentIntensityAnalyzer()\n",
    "\n",
    "# calculate the VADER polarity of each subtitle file as a whole\n",
    "# this doesn't really work out well since the output is ~-1 or ~1\n",
    "# VADER works best for short text, like sentences, not whole documents\n",
    "pols = []\n",
    "for sub in subs:\n",
    "    di = return_dialog(sub)\n",
    "    pols.append(analyzer.polarity_scores(di)['compound'])\n",
    "print(pols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Hello. Just tell me whats happened. And what is it? Ill be right down. Whats happened? Susannah. Susannah? Princess Susannah. Is she all right? Dont know. Dont kill me. Please dont kill me. Read the statement. Yes. All right. On this screen? That is correct. Duchess of Beaumont. Popularly known as Princess Susannah. I am in a place you... cannot find, held by one you will not trace. Prime Minister Michael Callow... Prime Minister Michael Callow my life... ..my life depends on you. If you do not do precisely as instructed by... by 4pm this afternoon, I will be... ..I will be executed. Please. What are you doing? Keep it going. Prime Minister, at this point, I think its important to say that we are 100% certain that this is, indeed, Princess Susannah. Her car was intercepted shortly after midnight, returning from the wedding of a college friend. Shed insisted on going. But you had security on her? Two PPOs, still unconscious. Heavy sedative, close range, each with a single puncture wound. No sign of struggle. What do they want? Money? Release the Jihadi? Scrap Third World debt? Save the fucking libraries? We are convinced both the video and the demand it contains are genuine. What demand? What Susannah says next... It concerns you directly, sir. Just play it. There is only one demand, and it is a simple one. At 4pm this afternoon, Prime Minister Michael Callow must appear on live British television on all networks, terrestrial and satellite, and... No! On all British networks, terrestrial and satellite, and have full unsimulated sexual intercourse with a pig. I dont understand! The video ends with a series of technical specifications for the broadcast. Why are you doing this? \"Mike!\" Its real. She said pig. Sex with a pig. They want me to have sex with a pig? Live on television this afternoon. But what...? Who...? Were checking with embedded operatives, compiling a list of suspects. Meanwhile, the demand has been made. Theres not long to formulate our response. Well, Im not fucking a pig! Page one, thats not happening. Of course. Absolutely, sir. Well, have we established a dialogue with this...? We cant. Theres no e-mail address, no code word. No channel for negotiation. So we focus on finding Susannah. We get her back. However its done, I dont care. We stop this now. Everyones working towards this. Yes. No. Not everyone. A dedicated core team. This cant go wide. Keep it so far from the press its on the other side of Jupiter. This only exists in this room. Its already outside it. If there are hacks sniffing around, Super fucking Godzilla injunction with ten-inch Whitehall fangs! This video came from YouTube. What? It was uploaded via an encrypted IP an hour ago. Well, get it off there! We did after nine minutes, long enough for it to be duplicated and spread. Spread? How many people have seen this? We take down one, six clones pop up elsewhere. How many people? 50,000. Thats our current estimate. The news rooms have got it. Theyre running this on air? No. We put a type five D notice out and theyre complying. For now. Its trending on Twitter. For... Fucking internet! What now? Whats the play book? This is virgin territory, Prime Minister. Theres no play book. Princess Susannahs been kidnapped! You scared the shit out of me! Go to work! ..And have full unsimulated sexual intercourse with a pig. No way. Its a piss take, man. Look at it! I dont understand! ..Carlton Blooms controversial exhibition closes three weeks ahead of schedule...  How do we describe it? \"An indecent act\"? Everyones seen the video. They know the details. If we mention bestiality Ofcom would be pissed off. Fuck Ofcom! Were observing the D Notice. Surely were going to do something. The voluntary D Notice! It may be a sportsman-like gesture but we are making it. A womans life is at stake! My timeline consists of viewers asking why were not covering it. How do I reply? You dont. Not the Beeb, not Sky. That is totally backwards. Facebooks coverage is pretty comprehensive! Its like 9/11s happening and Were not a chat room! Its on CNN and Fox. And MSNBC, Al Jazeera, NHK... God! This planet! OK, Sarah, cover the snatch itself. Simon, set tone with Standards. We need to explain this without viewers sicking up their Weetabix. Ken, the internet, new paradigm, Twitter, Arab spring, all that. Dan, all graphics run past me. Functional... no Peppa Pigs. Malaika, update the princess obit VT. First, an awkward phone call. Least I can do is warn Tom. We put a D Notice on it. Its gone global, Tom. Dont. Im begging you. Dont run it, Martin. Look, Im sorry. I cant help you. You know how much help youre getting hereon in? Shove it up your arse you fucking... Interesting. A man. Man? A man! Tom, so youre across it... I briefed Callett. Mr Callett. Noel, from Blue Eye. Sea Of Tranquillity. You wont find better. Can you map a head onto a body live? Depends if your cameras moving. Rule sheet specifies a single hand-held camera in a constant roving motion. Yeah, Gonzo style. He knows his shit. Thats tough. \"Fruition to be transmitted in full\"? Focus on the visuals. Different face mapped onto a live performer. Fringes of possibility... Deadlines at four. We need to know if its workable by two. Cant happen. It has to. Our embeds have ruled out the major players. Its not AQ, not IRA. This is whats left... radicals, hate groups. People whove threatened yourself or the royals. Theyre being pulled in as we speak. For more than questioning, I hope. Nothing. Must be a hoax. Or a black-out. Heads up! Some major breaking news here on UKN. Its been confirmed that Susannah, Duchess of Beaumont appears to depict the princess pleading for her life. The video contains a bizarre ransom demand of a personal nature involving the Prime Minister, and a detailed list of instructions relating to the enactment of this demand. As police round up potential suspects...  ..this viewer video shows officers raiding an address in Bradford. A man thought to be connected with a religious pressure group, dragged to a waiting van...  If its terrorists, theyll take her head off. For fucks sake, man! Just saying. Theyll be asking for a million quid or something. They want him to do it with a pig. Telegraph has the whole video and an interactive timeline. Tonally stark. Brief mention of the ransom being \"a sex act\". Nothing too gross. Sun runs with \"Taken\". Big grab of Susannah... Of course I still want that drink. Then give me something. That wont be possible. Im friendly when I drink. Very friendly when Im grateful. The Guardian are running a fucking live blog and a short piece on the historical symbolism of the pig. ..Only five hours away, UKNs Damon Brown analyses the public reaction to the crisis. The kidnap video has been watched by over 18 million people. While we wait for Downing Street to respond, the nation is voicing its opinion. I dont think anyone should concede to any humiliation under threat. I couldnt bear to watch that. I wont be tuning in. Just thinking about it is horrible. ..After that, hes gonna be hero. People will look at him like hes insane and take his position away. Nothing too abnormal for MPs. Theyre all sexual deviants, all MPs and Prime Ministers. Weve been squeezing hard, but nothing concrete. It wont come to that. And if they dont find her? MI5 have got a name. Theyre surrounding the place now. Where? What? Wheres the place? Truro. Why are you lying? Youre lying! Truro? Jesus! I dont want you worrying. Youve never patronised me. Dont start now. Whoever this is, is insane. And has a princess. Well get through this. Not any princess... the princess. Princess bloody Facebook bloody eco-conscious national sweetheart. I wont have to do anything. Everyones laughing at us. You dont know that. I know people. We love humiliation. Nothing is going to happen. Its already happening in their heads. In their heads, thats what youre doing, what my husband is doing. Please! Jane. What? Palace on the phone, sir. Get Alex to stall them. Shes already been speaking to her for ten minutes. \"Her\"? Its the Queen herself. Go on. As the 4pm deadline draws nearer, the world holds its breath...  Would they use a female pig? Its on the list. List of rules, specifies camera angles and things. Its not like Dogme 95. Whats Dogme 95? Cinematic movement. Lars von Trier. Rules for a director... no background music, only natural light, for authenticity. Same as these, so they cant cheat, cut another guys arse pumping away. I cant think of anything remotely like this. A new form of terrorism... Thats the point! Make love to a pig! Make love? Steer them away from the grisly details. Lets not dwell on any of the details. This is already a huge national talking point. Isnt this precisely what whoever is behind this is looking for? Hows Her Majesty taking it? \"I trust youll do everything in your power to get her back.\" And we are. It wasnt a collective \"you\". It was a singular \"you\", ie me. Sir, we may have something. Jamies been tracing the videos origin. I thought it was untraceable. Algorithm. Anyway, we also know it was uploaded at 3.16am. I ran a nationwide traceback on uninterrupted one-way uploads and the closest I can get is a postcode. Looks like a campus. Yeah. Closed 2010. Its been empty since. Latest i-sat image on this area? 3am flyover shot from last night... Looks like it had lights on. We got him. We got him. Alert the local team. Full squad. Ill man it. With helmet-cam relay. We can watch the operation. Yes! Right. Confident? Its a kick-bollock scramble, but with finessing it should be OK. Finesse quickly. Our performers on his way. Its a new one for me, obviously. I wouldnt normally... You know. You seen any of my films? No. Im pretty trad... bish, bash, bosh. In, out. What do I put on the invoice? Thats what Im wondering. There wont be any invoicing. Oi-oi, Rod! Oi-oi! Need to prep two statements Good outcome. Bad outcome. Rescue operation? Goon squads heading for postcode in Buckinghamshire. HP8 4TD, a college or something. They should be there by now. Yeah, Ive reduced the luminance... Agent Callett, this is Mr Flynn. AKA, Rod Senseless. Stage name. Yeah. Well... You need to get into this. Is there a dressing room I can use? No. Wheres my co-star? Be rude not to give her a kiss beforehand. Outside in the truck. Full of joie de vivre, isnt he? You also need to wear this... on your head. Boards been prised away. Thats where they got in. Target identified. Commissioner. Thank you. Continue reconnaissance and await instructions. With the 4pm deadline three hours away, time is running out for the Prime Minister...  They got in, yeah? Do you think Id be here if they had? Listen, coverage is very sympathetic. Cant think about coverage now! But its on-side? Strong undercurrent of sympathy. Every poll indicates understanding, disgust with the captor, outrage at the whole thing, but not at you. If Walkers team fuck up, Im not saying they will, but if they do, the public anticipates non-compliance. Therell be squawks from the usuals, If he kills her, theres no blood on your hands. Bottom line. With hours to go, time is running out for the security services. Joining us is actress Lydia...  Thought this was coming from IB7. We trimmed the edges so its coming direct. Twinkle tits from? Actress, Downton Abbey, knows the princess. This came for you, left at reception. Courier dropped it off. Know how to plug this in? Jack, call the police. Take it! Get someone to shoot that first. What the fuck is this? Some more breaking news, and a severed finger, thought to belong to Princess Susannah, has been delivered to UKN, along with a video apparently showing the kidnapper removing it from the princess. UKN News has passed all material to Scotland Yard...  Fucking hell! God! I cant watch this! Hes got to do what they want. Yes, he fucking has! ..Which contained a statement This grim development comes just Jesus! Unless Im mistaken, our mystery man specified no visual trickery in his original demand, didnt he? I considered it necessary... FUCKING HELL! Mike...! Dont! Its nor... One word, I swear I will fucking...! What did you do, Alex? I had a back-up plan. A man prepared to do it and an FX company that would paint your head onto his shoulders. You actually thought that would work? I believed it worth considering. Then youre a stupid bitch. With your interest at heart. Who knew about this? A select few. It seems some idiot at the studio recognised our designated performer, Tweeted a photo and the online hivemind did the maths. Its not playing well. With who? With... anyone. A few hours ago, public opinion was behind Prime Minister Callow, he should fulfil the bizarre and illegal request. In the wake of these images, and the delivery of the princesss finger, the mood is shifting. Itll be humiliating, but nothing compared to her suffering. Hes just got to do it. Whats the alternative? We can get another Prime Minister. We cant live without a princess. If he doesnt get her released, hes finished, isnt he? Online polls suggest that 86% of voters now believe the demand should be met. Damon Brown...  When are Walkers team hitting the college? They need time... No more pissing around. Julians advising against... Im advising for. They go in now. They go in now. Wheres my obit VT? What would you say if I said I was near where Susannahs being held? Id say bullshit. Then youd be wrong. Have you got a crew with you? Im not stupid. Malaika? Are you getting this? Yeah. Dont put yourself in any danger. Still getting this? Yeah. Just stay safe, Malaika. Be careful! If this doesnt work... we need... Armed police! Lay down on the floor! Lay down on the floor! Move! Fuck! Its a decoy. They must have bounced the upload from here with a proxy. Im sorry. Jesus! Theyre looking right at her! They cant see her. Malaika, make sure they cant...  Stay down! Dont move! Run, Malaika! Run! Get out of there. Come on! Armed police! Is it him? Advance! Advance! Advance! Get down! UKN. Its Malaika something or other. Shes from UKN. You press? Yes. There goes your RTS Award. There must be something. Theres nothing there, Mike. Therell be a clue. Weve done all we can. You rescued mannequin. Im sorry, Michael... Fuck off, Julian! 20 past three. Were out of time. Were not out of time! Were not out of time. Its not going to happen. To the public... Fuck the public! To the public, this would be one man of questionable popularity putting personal embarrassment over the life of a girl. Shes probably already dead. If she isnt, hell kill her and upload the video. Everyone will see it. The world will see it. The mood will border on insurrection and you will be destroyed, I guarantee you... utterly destroyed. The polling bears that out. You wont just be a disgraced politician, The public, the Palace and the Party insist on compliance. Fuck the Party! Refuse, and Ive been advised that we cannot guarantee your physical safety. Or that of your family. Ive made arrangements for the broadcast. I cant... Im sorry, Michael. Its out of your hands. Lets take you live as we see the Prime Ministers car travelling across London...  Hes got to do it. ..Appears to be heading west to Bankside Studios. Weve ratified the law... after midnight, itll be a criminal offence to store any recording or images of the event. Theyre doing an announcement to warn people off even watching, some sonic tone that causes nausea. ..When public opinion has very much hardened, following the delivery of the princesss severed finger. As the 4pm deadline approaches, the nation is at a standstill watching the extraordinary situation play out. Just to remind you, this is now a story of global significance...  \"Michael Callow has displayed incredible bravery\" \"in what was a matter of life or death.\" Thats how it opens, then we should move on... OK. Yeah. Everything prepared? Yes, maam. Injection. Its docile. Its time to go in now. ..An unprecedented nature. This is an official announcement. The Prime Minister will perform an indecent act on your screens. ..In the hope that it will ensure the release of Princess Susannah. Recording or possessing a copy of this broadcast will become illegal. All viewers are advised to turn off their televisions immediately. The broadcast will commence after the following tone. Youll have to see it through to the end. Weve placed visual aids in your eyeline, which might help if you... get into trouble. The suggestion were getting from psychologists is that you should take as long as you need. If you rush, it might be misinterpreted as eagerness or even enjoyment. Its just a skeleton crew inside. Closed set. There he is! I trust this will bring about the safe return of Princess Susannah. I... I love my wife. May God forgive me. No! Jesus! Poor bastard! But its been on for nearly an hour. Its history, this. Weve got her. Susannah. They released her? Stumbling about in the city. Not hers. DNA shows its male. What? It seems he let her go 30 minutes before it happened. Why? So its a statement. Thats what this was all about, making a point. Should we...? Lose that page of the report. No-one sees it, especially the PM. Of course. Good news, Michael. You saved her. Susannahs alive and well. On the one-year anniversary of his humiliating ordeal, an apparently unconcerned Michael Callow put in an assured performance at a public appearance, accompanied by his wife Jane. OK. The other central figure in events was also before the camera at last nights Children Of Valour Awards. Princess Susannah made her first public appearance since announcing her pregnancy. It was one year ago that the Turner Prize-winning artist, Carlton Bloom, coerced the Prime Minister into committing an indecent act. As the anniversary arrived, one art critic caused controversy by describing it as \"the first great artwork of the 21st century\". While cultural commentators debate its significance, with a global audience of 1.3 billion, it was an event in which we all participated. The incident failed to destroy a Prime Minister, who holds an approval rating three points higher than last year. Damon Brown, UKN. Jane. Jane, please. Subtitles by APOLLO www.addic7ed.com New from Wraith Babes, the hottest girls in nasty situations.  ♪ I Have A Dream ♪ I have a dream ♪ A song to sing ♪ To help me cope with anything ♪ And my destination makes it worthwhile ♪ Pushing through the darkness ♪ Still another mile ♪ I believe in angels ♪ Something good in everything I see ♪ I believe in angels ♪ When I know the time is right for me ♪ Ill cross the stream ♪ I have a dream ♪ I have a dream... ♪ Lets play Botherguts! Hey, come on! Three, two, one! Go! Whoo-hoo! Chuck her a bun! Not hungry?! Thats a first, hey?! Come on! Thatd hurt! Brilliant! Ah, fucking brilliant, that! Um, that one does that sometimes. Hang on. Theres a little knob in here somewhere. Almost the only real thing in there, and even thats grown in a Petri dish. Thank you. Hmm. Oh, ah. Hmm. Licking my pussy.  Oh, for Christs sake! Way to mood-kill, blubbernaut! Cheers for the reflection! One minute Im in slitsville, the next theres a haunted pig gawping at me. They may as well have cut to a war crime! Oi! You missed a bit. Pie ape! You see that? Fucking pie ape! Hell be in lemon and all before long! Selma Telse.  ♪ Destination! ♪ Howie Mandelbrot.  Each headlines their own content on one of your eight daylight streams. But they started here, like you. Putting their back into giving back for a brighter now. Each paying their dues like you, hoping to become a hot shot.  ♪ Pushing through the darkness. ♪ Still another mile. ♪ That wasnt good... .. that was beyond incredible! ♪ I believe in angels... ♪ You decide the victors, you control their fates, you make the call on Hot Shots. ♪ I believe in angels ♪ When I know the time is right for me... ♪ New from Wraith Babes, the hottest girls in the nastiest situations. So lets view it.  Resume viewing. Resume viewing. Resume viewing. Resume viewing. Resume viewing. Resume viewing. Resume viewing. Resume viewing. Resume viewing.  You are going to see it all.  Exclusively on Wraith Babes XL. Hey, what else were you planning to do with that hand? You lick my pussy, baby. Oh, I turn you on! Oh! Hi, Im Roxy, hello. Hi, Im Evie.  Didnt let him sign in. Told him to report to 22 down. Told ya! Hes gone lemon, the lazy fuck! What do you think? Its a bit much. Yeah. Best thing about my new lifestyle? Um, where do I start? I love choosing my own clothes and I love gold. I feel like it really expresses who I really am and I love looking over outside. Its so beautiful sometimes, I just wish that everyone could see it.  Oh, nice outfit Suits you. Well, honesty is ruthless so I suppose its just honesty... ruthless honesty.  ♪ You can blame me ♪ Try to shame me ♪ Still long to have you ♪ The world may think Im foolish ♪ They cant see you ♪ Like I can ♪ Oh, but anyone ♪ Who knows what love is ♪ Will understand Drying my hands. Impressive. Have fun... I mean, on the... Hey, regular user! New from Wraith Babes, the hottest girls in the nastiest situation. Select view...  Dick. Detritus. Sorry. ♪ Who knows what love is? ♪ Well understand ♪ To do... ♪ Any more ♪ Who knows what love is? ♪ Well understand. ♪ Come on! Wait. Theres a knack to it. Youll take your fingers off. Youll take your fingers off. Trust me. Smart. Bing Manson. Short for Bingham. Abi Carner. Short for Abi Carner. Youre a new person. Ive not seen you. I just went 21 last week. I wanted to go to Airdale - my sisters there, but... Its full, apparently. Proper fruit. It was worth the risk. The most natural thing in theres probably grown in a Petri dish. Yeah. Quite good, though. Yeah. Thats the right way round. When you get the cheap one, you end up having to pedal it off. Then you want more sugar. Then youre playing catch-up and Ive... Ive been there. Its a vicious circle. Cant you just use that CPT app? Whats that? This cognitive behavioural thing. It realigns your thinking to pick healthy food. Whispers you into it while you sleep. Yeah, I should try that, yeah. I liked your singing the other day. I was trying to sing so no-one could hear me pee. Im not Selma or anything. Youve got a phenomenal voice. It was the most beautiful song... Y... You think Im being cheesy? All right, I am being cheesy. But it was beautiful, so, you know... Realitys cheesy sometimes. Not often, admittedly, but... Now. Yeah... Well, thank you. Its just noises, though. Noises in the right order. Dont downplay - youre good. Dont downplay - youre good. The songs good. Its old. My mum used to sing it and she learnt it from her mum. A hand-me-down. You thought of trying out for Hot Shot? Me? Why not? Singing in front of Judge Hope? Id die! Seriously, Id be halfway to the afterlife come the chorus. No, youd walk it. No, youd walk it. A) I wouldnt. And B)... I dont have that clockage. Its, what, 12 mil just to enter? What kind of bike time is that? Six months? Yeah, but... Im hand to mouth. I know people save and stuff to get onto that stage and then theres what Selma did. But, you know what? Id rather not give myself... Id rather not give myself... Yeah, but Ill gift it to you. The full 12, Ill gift it. Dont be ridiculous! Seriously, Ive got it spare. Youve got 12 mil spare? My brother left it me. Own a channel, does he? No, he... He died. He... He died last year, so it got transferred to me. Just over six months worth, but Ive kept it. Why dont you spend it on you, then? And buy what? Some new shoes for my doppel to wear? I dont know, upgrade your MOS... Or get a Fat Attack season pass? Buy one of those wall buddies. The new ones that talk to you after shutting and solve your problems. They guide your dreams, like gurus. Its amazing, really, what they can do. A mirror plug-in? That shows me how I look as a werewolf? Whats the point? I know it can be quite funny. I know it can be quite funny. Its all just stuff. Its... Its stuff, its confetti, its... Youve got something real. What better to spend it on? You heard me singing in a toilet. Is that real? More than anything thats happened all year. I cant take that kind of clockage off someone. Its 12 mils, no way. Let me do this. I... I look around here, I just... I just want something real to happen. Just once. Id mess up. You wouldnt. I dont care anyway. Ill go with you. Ill be able to force you. Ill force you to go. Its tomorrow. Come on! Say yes. Ill go as far as to say, \"OK.\" Which proves acceptable. Thank God for that. Walking away now. You loon! I can live with it! Id love to fucking ruin that and all. What? 15? A flippin joke... New from Wraith Babes. The hottest girls in the nastiest situations.  Oh, yeah! Ooh! Cant believe Im doing this. I am doing this. I cant be doing this. Can you trade it back? The ticket? Dont be mad. Its a lot of pressure to put someone under, you know. Dont think Im not grateful. But its, its just... Youre babbling. Im babbling. I made you this. You never get to keep them more than a day, but there it is, anyway. It folds flat. So you can keep them in your waistband. Thank you. Its, you know... something. Face the screen, please. Is he your Friends And Family allocation? Hand, please. Oh! Thats not permanent, is it? Thats not permanent, is it? Oh, no. Two months max. Round to the right, and through the scanner. Where do we go now? Where do we go now? You wait here. How long? So, what do we do? I dont know. Hey, hey, hey. Hey, hey, hey. Fuck off. Her with the dark hair? Yeah, yeah, yeah. The pretty one. Yup. OK. Move. They want to preview you. What? What? Preview. Come on. Hes with me. Hes with me. Hand? Show me your hand. OK. You, too. OK. You, too. Thats not fair. Shes new. Thats not fair. I dont pick the order. Ive waited here all week, and shes just walked in. Everyone will get seen eventually. I dont pick the order. But Im a good singer. I can sing. Im a good singer, I am. Stand aside. Its not fair! Next lot. Stand there. Would you like to be as big as Salma one day? Erm... Yeah, I mean... Could you say that as a self-contained sentence into that screen? I guess Id like to be as big as Salma one day. OK. Proceed to stage area. Are we done? Both performing? Just her. And what are you? And what are you? Singer. Compliance? No, thanks. A - ha. Yes, thanks! Its compulsory for all contestants. More to the point, itll stop you puking with nerves. More to the point, itll stop you puking with nerves. Shes got to perform. More to the point, itll stop you puking with nerves. Shes got to perform. Well, mmm Look, just sip it, youll be fine. Just a touch of light foam. Itll pass. Make the most of it. You cant get this stuff anywhere else. You cant get this stuff anywhere else. You OK? Yeah. Yeah. You OK? Yeah. Just, erm... I dont know. Things are just wider apart. Im fine. Im fine. Really? Yeah, Im fine. Right. Youre on. A little closer, please. Little closer. Into the light, love. And whore we looking at here? Abi Khan. What are you going to do for us today, Abi? Im going to sing. You speak up, love. You speak up, love. We dont bite. Im going to sing. Hey, would you mind lifting up your top for me? Can you take off your top? I want to check out those titties. Come on. Mucho feranto. Ah! No titties? She says shes here to sing. I got to see those titties, though. Come on, girl. I mean, damn! Please, just sing for us. ♪ Anyone ♪ Anyone ♪ You can blame me ♪ Try to shame me ♪ And still Ill care for you ♪ You can run around ♪ Even put me down ♪ Still Ill be there for you ♪ The world may think Im foolish ♪ They cant see you ♪ Like I can ♪ Oh, but anyone ♪ Who knows what love is ♪ Will understand ♪ Anyone ♪ I just feel so sorry ♪ For the ones who pity me ♪ Anyone ♪ Cos they just dont know ♪ Anyone ♪ Oh, they dont know What happiness and love can be ♪ I know I know to ever let you go ♪ Oh, is more than I could ever stand ♪ Oh, but anyone ♪ Who knows what love is ♪ Will understand... ♪ OK. Im going to stop you there. That was... .. without a doubt... .. probably the best piece of singing weve had this season. Yes! Well done! Fair play. But I have to say... No. No, no, no. I have to say, actually, Im with Rafe on this one. Good though your voice is - and it is good. Its not the most magical sound in the world. Its just... good. I dont think anyones really hearing it. Certainly not the guys in the audience. These looks you got going on kind of get in the way. Men will want you. Women will hate you. All the time youre on stage. Couldnt help picturing you. In an erotic scenario. Getting pretty turned on, if Im honest. Right. Youve got this pure beauty What seems to be a knockout figure. And this sort of interesting innocence going on. Thats something I think Rafes erotica channels could really play with. Absolutely. Thats what I thought the moment I saw you. The moment. Id watch. I dont know a man here who wouldnt. To be honest, some of us girls might join you. Get off me! Dont! Abi! No! Abi! Abi! I dont think thats quite... You will never have to pedal again. Not one minute. We could really work with you. Last year we had singers, singers, singers. So many singers. So, to be a singer you have to be truly exceptional Theres just no slots left for an above average singer. Not for the next few years, at least. Charity? No. Saturation point, singer-wise. Listen. We said, right from the start. Well go with something different this season. Thats why hes on the panel! She would be a star on our stream. A star. On his... Youre furniture, at best. Forget about all the shame, and all that ppht-ppht-tew. We medicate against that. You will have pleasure forever. Realistically, sweetheart, it is that, or the bike. I, I dont think... This is starting to annoy me. Who do you think is powering that spotlight? Millions of people. Thats who. All of them, out there, right now. Putting in an honest day on the bike, while you stand in the light theyre generating and dither. You know what? They would give anything. Do anything to be where you are now. Am I right?! You want to cock a snook at all that, as though its nothing. As though theyre nothing. And that makes me sick. But, you know what? Maybe you do belong on the bike. Because you dont seem to be very willing to step off it. I do want to. We have a decision? Do it! Do it! Do it! Do it! Do it! Do it! Do it! Do it! I suppose. Woo-hoo-hoo! Go on! Well done! Best thing about my new lifestyle... I get to meet lots of hot guys. Wraith treats me well. Oh, for Christs sake! I pay for this! I... pay... for... this! I pump my arse off, and you... Fuck you! Yeah, keep waddling, pig tits. Find your horizon and fuck off over it! Its a dream. I get to live... in a... beautiful place. And... wear lots of... beautiful things. Its a dream.  Insufficient funds. From Wraith Babes...  Cmon, girl...  .. a Wraith Babes reality special.  I guess Id like to be as big as Thelma one day. Millions watched her glide through the Hot Shot curtain of dreams to sing her heart out.  ♪ Oh, but anyone... ♪ What happened next shocked them all.  We could really work with you. Do we have a decision? Now, watch her stunning erotic debut...  ♪ Lapdance No, no, no, no, no... So, who do we have here? Im Abby. You were at Hot Shot. You were real impressive.  Resume viewing! No! No! Resume viewing! Resume viewing! Resume viewing! Resume viewing! Resume viewing! Resume viewing! Resume viewing! Resume viewing! Look at you. All clean and shiny.  Portal disabled during commercial. Portal disabled during commercial. Youll see everything. Youll see it all! Open your mouth. Open... take it in... take it in... ahh... yeah... Aaarrghhh! No! No! No! No! The hottest girls...  Could you stand aside, please? Come up into the back, in front of me, please. Come up into the back, in front of me, please. Are you messin? A what-nic one? Oh, an eth-nic one! Aah! On it. Were going to preview, all right? Want to follow me in the back? Youre a prick! Next, lot. Stand there! So what are you, a magician? An entertainer. Could you say that down the screen as a self-contained sentence? Im an entertainer. Ah, before you go on, you need to drink a compliance. They give me one back there. They give me one back there. Really? Oh, OK. Well, in that case, you are good to... go. Who are you? Bing Madsen. What are you planning to do for us? What the fuck?! What the fuck?! A sort of performance.  A sort of performance? Yes. Mmm! Man of mystery! Hmm. Well, I suppose wed better see it. OK. Knobead! Fucking cock! Stop or Ill do it. This is a main artery. Keep walking, you kill me. No-one stops me till Ive said my piece. Then you can do what you like. Man, just fucking kill yourself. Get heavy on me, I swear to God, I kick your ass back to life, just so I could cut your goddamn head off. Go on! I think we should let him speak. Speak! Speak! Speak! Speak! Speak! Lets hear what he has to say. Well? Come on. Got our attention, as requested. What do you want to say? Have you prepared a speech, is that it? Speak! I havent got a speech. I didnt plan words. I didnt even try to... I just knew I had to get here, to stand here, and I wanted you to listen. To really listen, not just pull a face like youre listening, like you do the rest of the time. A face that youre feeling instead of processing. You pull a face, and poke it towards the stage, and we lah-di-dah, we sing and dance and tumble around. And all you see up here, its not people, you dont see people up here, its all fodder. And the faker the fodder, the more you love it, because fake fodders the only thing that works any more. Its all that we can stomach. Actually, not quite all. Real pain, real viciousness, that, we can take. Yeah, stick a fat man up a pole. We laugh ourselves feral, because weve earned the right, weve done cell time and hes slacking, the scum, so ha-ha-ha at him! Because were so out of our minds with desperation, we dont know any better. All we know is fake fodder and buying shit. Thats how we speak to each other, how we express ourselves, is buying shit. What, I have a dream? The peak of our dreams is a new app for our Dopple, it doesnt exist! Its not even there! We buy shit thats not even there. Show us something real and free and beautiful. You couldnt. Yeah? Itd break us. Were too numb for it. I might as well choke. Its only so much wonder we can bear. When you find any wonder whatsoever, you dole it out in meagre portions. Only then until its augmented, packaged, and pumped through 10,000 preassigned filters till its nothing more than a meaningless series of lights, while we ride day in day out, going where? Powering what? All tiny cells and tiny screens and bigger cells and bigger screens and fuck you! Fuck you, thats what it boils down to. Fuck you for sitting there and slowly making things worse. Fuck you and your spotlight and your sanctimonious faces. Fuck you all for thinking the one thing I came close to never meant anything. For oozing around it and crushing it into a bone, into a joke. One more ugly joke in a kingdom of millions. Fuck you for happening. Fuck you for me, for us, for everyone. Fuck you! That was, without a doubt, the most heartfelt thing Ive seen on this stage since Hotshot began! Brilliant! You... youre so articulating something we all, and I mean everyone in this hall, something we all agree on. Even though we may not comprehend all of it. I think Im right in saying we do feel it. Even me. I know youve got me down as this creature. You know, hey... I get where youre coming from. I like your stuff. Its not stuff. Its truth. Am I right? Your truth, admittedly, but truth nonetheless. And youre right. Authenticity is in woefully short supply. Id like to hear you talk again. How so? The slot on one of my streams where you can talk just like that. Id watch it. It was such great passion. Hes aright. Youre a little hot there, bud. That throat cutting thing? Neat gimmick. What do you say? 30 minutes twice a week? Do it, do it, do it! Do it, do it, do it! Do it, do it, do it! Do it, do it, do it! Do it, do it, do it! Go on, you bastard. Do it, do it, do it! Do it, do it, do it! Beats the bike. Certainly does. We have with us Oliver. Oliver ate and ate till he hit 17 stone and hes here today to try and beat us on Botherguts! Keep going.  ♪ They wept awhile ♪ Putting through the darkness... ♪ OK, Im going to stop you there. That was achingly terrible. You have the magnetism of a towel. I dont ever want to look at you again. I have to agree. Im so sorry, love. You came across as fundamentally unlikeable and really quite worthless. You could fill that pussy with honey and I still wouldnt fuck it. Im a good singer. I can sing, yeah. Cos this is my destiny and I can sing, fu...! Like that, dont you, Harry? Ah-huh. Say it. Yeah. 15,000 new wardrobe options launched last week alone. It effectively translates as 15,000 new ways to kill time in your cell before you explore an afterlife which doesnt exist anyway. With any luck, itll take your mind off those saddle sores, eh? You know the only thing stopping me from slashing myself open right now? I might not die right away. And before I went, theyd find a way to charge my twitching half-dead cadaver, 20,000 merits for swabbing the walls clean.  Yeah. Anyway, hang on in there if you must. Were all in this together they say. Yeah, right. Farewell for ever. Till the same time next week.  Stream off-line. ♪ Anyone ♪ Anyone ♪ You can blame me ♪ Try to shame me ♪ And still Ill care for you ♪ You can run around ♪ Even put me down ♪ Still Ill be there for you ♪ The world may think Im foolish ♪ They cant see you ♪ Like I can ♪ Oh, but anyone who knows what love is ♪ Will understand ♪ Anyone ♪ Oh, theyll understand ♪ Anyone ♪ If they try love theyll understand... ♪ <font color=\"♪ec14bd\">Subtitles by Red Bee Media - www. addic7ed. com</font> Liam Foxwell, welcome. Thank you. OK, little speech time. Ive mentioned this to everyone about their appraisals, and I just want you to know that this isnt a witch-hunt for the deadwood. It is much more of a... treasure hunt for the gold? Shit sinks. But also, cream floats. Yes, yes, I see that. A new the area were getting lots of play in ... and your office could be at the centre for ... is litigation in retrospective parenting cases. Retrospective... Bobby sues Mum and Dad for insufficient attention leading to lack of confidence, leading to damages against earnings. Right, and were OK, the firms OK with that, ethically? And morally? Yep. Sure. Yeah, yeah, right. Are you? Totally, yeah. Yes. OK, Liam, look, so if we invite you to stay with the firm in the new environment, what wed have you do is pull an exhaustive redo with personnel, maybe... next week. Well, I was ready to do a big redo right now, but... No, its fine, next weeks fine. But I have to ask you this ... theyre not going to hit anything to freak us out, are they? Theres no major deletions this quarter? No, no, everythings well within... parameters. Great, OK, Liam, this has been really great. Look, really hope to... look forward to seeing you again. OK, thank you. Airport, please. Live... breathe... smell. Full-spectrum memory. You can get a willow grain upgrade for less than the price of a daily cup of coffee, and three decades of backup for free. In-store ingrain procedure with local anaesthetic and youre good to go. Because memory is for living. OK, great, this has been really great, Liam, we really hope to... look forward to seeing you again. We really hope to... look forward to seeing you again. Sorry! Mr Foxwell. Could you just rewind me your last 24 hours for me, please? Great, and back that up for me times 64 for the week. Thats great. Enjoy your flight, Mr Foxwell. Im not being funny, right, but look at that. Look at what? That! Frayed carpet, there, you see? Seriously? Yes, seriously! This is a five-star suite. I pay good money to have perfect details. Now Ive got that shitty carpet for the rest of my life. Only if you keep looking at it, mate. Thanks, Jonas! Fuck off. All right, now, you thought the carpet was bad, have a look at this. Youve met Lucy, my wife, at the Dublin wedding? Thats right, yes, hi, Liam. Hi... Hi again. Hello. Lucy ... Liam, we met at the Dublin wedding. Liam! Great. Liam, yes. Come in. Thank you. - Great to see you again. - Yeah, you too. Wheres Fi been hiding you? You know, in our house. We didnt know ... well, she didnt know if you would make it. It was over quicker than I thought. Sorry, hello. Lets get you a drink. Beer OK? Lovely, thank you. Everyones through there, so Ill be in in a minute, OK? OK, thank you. Hi. Youre back early, then, I didnt think youd make it. Yeah, I didnt stay over and I caught an early flight back, so... - Hi. - Hello. So, how was the appraisal? Well, they said theyd let me do a redo sometime next week, so... But good? Well... - Later? - Later. OK. - Hows Jody? - At home, Ginas babysitting. Hey. Jonas, this is... - Liam ... - Jonas. Dude, its really nice to meet you. - You all right? - Good, thank you. - And you know Jeff? - Yes. Yeah, you remember meeting Jeff, because hed have shown you, I dont know, a redo of the side of his fridge. Yeah, yeah, yeah, piss off, Jonas. - Hello. - Hello. Your wifes being very mean to me tonight. Well shes like that. Yeah, tell me about it. - You all right for a drink? - Im fine, thank you, Jonas. Lynn, come and meet Liam, hes... A soon-to-be unemployed/unemployable lawyer. And Jeff. Jeff and Fi... used to run the parties down the Fraser Road with Paul and me. Mad old days. Before we started up the Kings. So, yeah... So, Liam, what was it you had, an assessment? Appraisal. Howd it go? Good. Well, it was a disaster, but you know, I dont know. - Hard to gauge? - Yeah Lets have a look. Redo, we can appraise the appraisal. Yeah, great. Throw it up there and we can grade you. Come on... It could be fun, we could... vote! - Paul? - Yeah? I work in recruitment, so it might be quite useful for you. Right, OK. Liams redoing his appraisal so we can give him marks. - Notes. - Pointers, you know. - I think Liam would probably... - Yes, do you know what... Guys, no, come on, seriously, thats not cool, I mean Liams obviously uncomfortable, so lets just drop it, yeah? Have a cool time. Time to eat! Its ready. Thank you so much for inviting us this evening. Its been too long, too long. Fi. I havent met him before, have I? Jonas, is it? Hes one of the old crowd. I think I said. - You OK? - Yeah, yeah. - You know, if youre not in the mood, we can go. - No, no, Im fine. Sure? Hey! Sync and corrected by APOLLO www.addic7ed.com Yeah! I brought enough for others to share. Thank you. Ive, been cooking a lot since the break-up. Jonas has had a tough one. Was it bad? Yeah. Yeah, we were in the middle of planning is all and I suddenly realised that the less the relationship means the more you spend on the wedding, you know! You actually start obsessing over the tiniest little details, like the thickness of the wedding invitation paper because, I mean, God knows you need something to fucking talk about! So, everybody, this is Helen. Helen, Jonas. - Hi. - Hi. And everyone! - Hi! - Help yourself. Jonas was just explaining why relationships are a sham. Are they? Shit! Theyre like going to the theatre, OK? You pay loads to go and ultimately you are wasting your entire night, so, when someone asks you, \"Did you have a good time?\", you both say, \"Yeah! Yeah, it was great.\" The problem is the more that you pay and the longer it goes on, the more youre, \"Yeah, we loved it!\", you know, \"We love being together and never fucking anyone else\" \"and only just having one other person\" \"to share our real thoughts with for our entire lives, yeah, its great!\" Would you say you loved her, though? I just think we just really fancied each other and that was what it was. You know what its like early on. You know, we were just, I dont know, we were just two tools in the tool shed that just fit together really fucking well. I mean, still, by the end, Id be like, \"Go on, honey, you go up,\" \"Im just going to watch a little bit more of the news\" and Id find myself, you know, watching redos of, like, hot times in earlier relationships! Easy! Im just saying, theres a beautiful woman upstairs, you know, waiting to have sex with me. What, right now? Shes upstairs, you know, waiting to have sex with me and Im sat downstairs watching redos of, like, some hot times with some hot girl that I just picked up in some place and Im fucking pulling myself off. I mean, seriously? Come on... Come on, guys. I mean, we all scroll through the Grain rifling through our greatest hits for a little bit of filth now and then, surely? Not me. Helen doesnt have a Grain! No shit! Was that a political thing? No, no, I was gouged about 12 months ago. Jesus, was that painful? Total agony. But on the plus of that, I dont remember it that clearly. Theres a scar on here. Yeah, can I...? Yeah, that feels quite nice. Yeah, no brain damage, clearly! Well, my sight held on fine, so... So, who took it then? Stolen to order, as far as they could tell, probably to some millionaire Chinese perve. Really?! Yeah. Is that for real? Yeah, and none of it was encrypted, so... So, they saw the lot! The thing is, after I was gouged I didnt have one for a few days and then just kind of, liked it. Its cool. Thats cool. I mean, because more people are... I mean, now, right? Like, going Grainless? I believe its huge with hookers. I mean, no offence! No, no, its OK. Sure, I... Well, Im pretty boring. One man is a time. Serial monogamist. Im a serial monogamist. Im staying faithful to my cornflakes right now! Well, I think its an interesting choice, going Grainless. Its a brave choice. Im sorry, but I... I couldnt do it. OK, I was going to play some redos from the Fraser O days. Stuff from last night, depressing and fun. You know half the organic memories you have a junk, just not trustworthy. Colleen works in Grain development. With half the population you can implant false memories, just by asking leading questions in therapy. You can make people remember getting lost in shopping malls they never visited, getting bothered by paedophile babysitters they never had. Im just happier now. OK, great, Liam, this has been, this has been really great... we really hope to look forward to seeing you again. He looks forward to seeing you again, thats good. \"Hopes\" to look forward. We really hope to look forward to seeing you again. Its phoney. Hang on. Pause it. Now backup. Zoom in there. Come on, thats a tick. That could be a V or an L. - Its a tick! - Or the start of the swastika. Its probably the start of the swastika, they were such pricks! - Did you have fun with the old gang? - Yeah. Dyou speak to that Jonas much? No, no, not really. Hes a bit of a knob, aint he? Bit of a dick? Jonas. Pulling himself off to his own relationship theories. It must be such a drag, Jonas, putting it about! And when he protected me from those arseholes, \"Hey, come on, guys,\" \"its really not cool to redo another mans appraisals, dudes.\" Then why invite him over? I like him. You wanted me to invite him. I didnt say anything. You were laughing at everything he said. You invited him! It was obvious I didnt want him to come. Its only, its early to call it a night. Do fancy a quick one down the pub? Weve got to get back, rescue Jodie from the paedophile babysitter! Yeah. But why dont you come back to ours, for a nightcap if you want? See? It was obvious I didnt want him to come, I was being polite to a moron. If you really dont want to come, you can get rid of him. Hey, hey! Hey. Well, actually, what time is it? Its midnight. Shit, its quite late, times gone on. Yeah, time does that. 15 minutes. Yeah. But weve got the babysitter inside, so... So, is that new info? No, its just that we, I mean, we thought, right, Fi? Yeah. Yeah. OK, no, I get it. No, its just that, actually, it turns out were tired and I guess we forgot, but now weve remembered, so... Sorry. No, its fine, really. Im sorry. Its cool, no worries. Ive got a back-up plan, so... Cool, well, we vote the back-up. Yeah, I will do. See you later, Fi. It was good to meet you, man. Yeah. Nice one. Brilliant. Brilliant. OK, cool. Good to meet you, man. Yeah. Listen, Gina, its a 40-minute wait for a cab, but if you want, I have the bed made up in my office. OK, thanks, Fi. Hey, theres just, you know, use anything. Theres T-shirts and... Yeah, thanks, Ill show myself out. All right, night. Night, guys. Night, Gina. Thank you. Bye-bye. OK. Love you, love you. Was he a big part of the gang? Who? Jonas? I dont know, yeah? Let me guess, hed spent his time oozing round the girls, offering backrubs. Not really. Circling for an orifice. Was he always that oily or... OK, look. What? Its nothing, but... You may have noticed a bit of an atmosphere because... me and Jonas, years ago, had a bit of a thing. You had a thing with oily dude man? It was just a little thing and I didnt even know you back then, so... You slept with oily dude man? Thats hilarious! Weve all got our skeletons, how about you and Gemma? What, I told you about Gemma. Gemma was a nutcase... But you never mentioned Jonas. I did, I told you I hooked up with someone in Marrakech. Jonas is Mr Marrakesh?! It was a stupid thing... I thought Mr Marrakech was some sort of super cool... Not him. It was years ago and... Are you embarrassed by that? Cos its embarrassing. Im sorry, but, Christ, are you not embarrassed? It was years ago. But you dated him for a month? Thats what I said. Cos when you told me about Mr Marrakech, it was a week. No, I didnt. Pah! What about you? I dont want to see our first time right now. Syoure about to talk. I went away and had a little thing that did my head in for a while with this, sort of... ..this, sort of, headfuck that I met in Marrakech. Mr Marrakech? Yeah. Im imagining a chillum and a big knob. No, it was like dormouse. Big deal, big heart-breaker? No, it was just a week. It was a weird week. So, a weird week or a month? The point is, it wasnt a big deal. Well, it was big enough to do your head in. Jonas, King Dormouse-Dick of Marrakech did your head in! That was a nice night, used to be. Youre getting obsessed. Im not. We had all this with Dan, I dont want you going like that again. He had little creepy beady eyes and he was always... What? Acting like he was interested? And you know what, I think he probably did fancy me and actually he wasnt completely hideous, so in another life I dont know, but nothing happened! And Jonas... hes an old fling. So what? Dont go all fucked up! What, Im fucked up, am I? No, I mean, just... No, no, no, thats brilliant, sometimes youre a bitch. I didnt mean that. Youre a bitch! Id like you to erase that. Youre a bitch! Also, \"sometimes\". You cant just edit off the word, \"sometimes\"! Im sorry, Fi, I know I go a bit weird and wonky sometimes. - I love you, you know? - I know. ..in a toolshed that just fit together really fucking well, but still by the end Id be like, \"Go, on, you go to bed, honey, \"Im just going to catch a little bit more of the news,\" and then Id find myself, you know, watching redos of hot times in earlier relationships. Ive got a beautiful woman upstairs waiting to have sex with me. And Id find myself, you know, watching redos of hot times in earlier relationships. Easy! Lip read reconstruction enabled. - Hey, its good to see you. - Good to see you, too. I was nervous when I heard you were going to be here. Its weird, isnt it? - Morning. - Gina, over here. Come here a second. I just want your opinion. Its just a silly game. Sit down. Answer this. Im a serial monogamist. Im staying faithful to my corn flakes right now. Now, is that funny? Theres no need to be nice, the mans a prick. Is that funny, in your opinion? Well... Im a serial monogamist. Im staying faithful to my corn flakes right now. - No? - No - I dont know. - You do. Morning. Whats this? Im just getting Ginas opinion on something. Im a serial monogamist. Im staying faithful to my corn flakes right now. I was just wondering because you found it funny, but it isnt, and Gina agrees. I dont really want to get involved. Let me get you a cab. My dads on his way. Just one other thing. We both want him to come back, but who wants him to come back more? Off the top of your head, who wants him to come back more? OK, well, bye. Yeah, bye. Its early. Its early to call it a night. Fancy a quick one down the pub? Got to get back, rescue Jodie from the paedophile baby-sitter. Thats just a... Thats a joke. Sorry. Jonas, why dont you come back to ours for a nightcap, if you want? Yeah. Now, ignore the joke. Whos more keen for him to come back? I dont know. You do know, Gina. Im so sorry, hes really hungover. Thats OK. Im staying faithful to my corn flakes right now. That is just objectively not funny. Anyone would say, \"Thats not funny.\" That was fucking embarrassing. Whatever youre queuing up, stop it. Sit down, please. You see that? You know Geoff? Yeah, you remember me and Geoff, because he would have shown you a re-do of the side of his fridge, something like that. - Spot the difference. - Youre drunk. Im the difference. Hes the greatest guy in the world and then I arrived and... you clam. For clarity. Were just talking! But moments later, youre so stiff. I dont know, a re-do... You dont know how to stand around him. Your gauges are all over the place, hot and cold. This is just stupid! You cant hide it. Not completely. See how you look at him. The less the relationship means, the more you spend on the wedding. Really, you start obsessing about these tiny little details like the thickness of the wedding invitation paper. Now, how you look at me. I think its an interesting choice, going grainless. Its a brave choice. Im sorry, but... Tell me you look at me nice like you look at him. You cant. And how am I looking at you now, Liam? How long did you go out with him for? Does it matter? You know, half the organic memories you have are junk. Just not trustworthy. When it comes to little things. And big ones. Is that Marrakesh? Does that look like Marrakesh? No. Its not Marrakesh. So, how long did you go out with him for? All right, about six months. So not a week or a month. Six months. The ever-inflating romance. Youre probably still going out with him. Why am I on trial here? Whats been going on? Nothing has been going on. It was... Christ, you know how it is when you first get with someone and then previous boyfriends come up. He was never a boyfriend, he was always a weird week. I downplayed it. I fudged it, it was... You lied. Not everything that isnt true is a lie, Liam. Hello? So he was a bigger thing than I made out and, yeah, hes sort of a dick. Sort of? Hes a massive... I liked him then. And I dont like him, not like that, not now. So, just to get this clear. He fucks you, gets footage for his redo wank file, but youre still pally. This is sad! - Cos if he was... - This is just sad! He probably sits there and tosses himself off all over his cashmere blanket. It was years ago! Not for him. Id find myself watching redos of really hot times early in relationships. Easy. Sober up. Make yourself puke. Whatever, I dont care. Just sort this out. Fuck. Id find myself watching redos of really hot times early in relationships. Easy. And Im downstairs watching some redo of some night Ive picked up somebody else and... Yeah, nice, Geoff. Shes upstairs waiting to have sex with me and Im downstairs watching some redo of some night Ive picked up somebody else. Easy. And Im fucking pulling myself off. Im just saying. Green warning. Grain assistant suggests you may not be in a suitable physical condition for the activity you appear to be engaged in. To override, continue at your own risk. All health and personal accident insurance is...  Thank you. - Whos that? - Its Liam. Liam from last night. Liam. Is Fi with you? Shes not, no. Sorry, Liam, mate, is there something that you want? Yeah, I just want to come in and talk to you. Can you open the gate? - Yeah, sure. - Ill let you in. Nice one, nice one. - Hey. - Hey. What do you want? I just want to come in for a bit, dude. That looks expensive. Is that expensive? Look, Liam, its morning, mate. Fucking hell. Liam. Jonas, this is a nice place! Hey. Seriously, man, its not cool you just walking in like this. To be honest with you, its a little bit weird. Is that a Marrakeshian lamp? Liam, do I have to call Fi? Did you guys have a row or something like that? - Sit down. - No, Im all right. Go on, sit down. Its not a bear trap, its a chair. Do you want me to bounce this off your fucking head? Im joking, Jonas. Bloody hell, I thought you were supposed to be cool, man. I thought you were meant to be fucking brilliant. Whats going on? Yeah, figures. Get some good stuff for the scrapbook? I think you should go. I dont blame you. I would have. Tell you what, lets have a look. Go on, chuck it on the screen, dont be shy! Come on! Im fucking joking again, Jonas! For goodness sake, you need to grow a sense of humour. - Hes uptight, isnt he? - OK, Liam. - Its a lovely room, this. - Thank you. Is this where you masturbate to images of my wife? - Or do you do it in that room? - OK, Liam, I want you to leave now. Do you sometimes start in here and then finish in there? The worlds pretty much your oyster, isnt it? I want you to leave. Well, thats a pity. - Come on, mate. - All right, now, what are you doing? Dont do that. Come on now! - What are you doing? - What are you doing? - Jesus! Get out! - Stand up, Jonas, come on! Hey. What do you want? Dont do that. Come on, Danny! - What are you doing? - What are you doing? Jesus! Get out, you fucking prick. Tell you what...  Stop it! I tell you what youre going to do. Youre going to get every bit of Fion youve got in there and youre going to select it all and youre going to wipe it! Hello, police, Im witnessing a serious assault at five... Wipe it! Fuck off. I dont have a brain chip to show you. This is a bottle, right? Either you wipe it or I will fucking gouge you myself. Jesus! OK. Just do what he says. Not on your eye, in there. On there! Hes doing it! Now, delete it all. The lot! Or I will crack your skull and I will gouge your fucking neck. Im doing it. Stay away from my house! Now, delete it all. The lot! Or I will crack your skull and I will gouge your fucking neck. Im doing it. Liam? Where did you go? What happened? Liam, what happened? Did you use a condom or not? Just say. Liam, whatever you think... Am I Jodies father? - Liam! - Am I? Yes, of course. - You sure about that? - Yes! Thats nice. I always liked that picture, didnt you? Its why I bought it for you. I never liked it. Thought it was pretentious shit. Ill tell you what youre going to do. Youre going to get every bit of Fion...   Christ, what have you done? Select it all...  Were getting to the good bit. Hello, police, Im witnessing a serious assault at...  Now, delete it all. The lot! Or I will crack your skull and I will gouge your fucking neck. 18 months ago in this room. You know when you suspect something, its always better when it turns out to be true. Its like Ive had a bad tooth for years and Im just finally getting my tongue in there and Im digging out all the rotten shit. Thats not what it looks like. This did Jonas come round to read you a story? No, it was... A story about fucking? It was... When all the Dan stuff was going on and youd walked out. For like ten minutes. For five days, Liam. No call, no nothing. So you fucked him after four days? Thats heroic. I mean, three days, thats admirable, but four days? I mean, you must have been gagging. I was so upset. We went for a drink, I got drunk. It shouldnt have happened. Im sorry. Im so sorry, I cant say anything else. I love you. Did you use a condom? Yes. Cos we didnt have any here. We were trying. He had some. In his pocket? In his car. Was it his decision, or did you make him wear one? I made him. - And you saw him put it on? - Yes. Show me, then. Show me on there. I need to see it, Fi. I deleted it. I wanted it to go away, I wiped the whole thing. - Did you? - Yeah. So theres just a blank gap in your timeline? Yeah. Show me that, then. Yeah, OK. I have to find it. No! No deleting it, not now. No, no. Its still on there, is it? Im sorry. You have to show it to me, Fi. Why? Cos I want to see it. I love you. Show it to me. No. - Show it to me. - No. - Show it to me! - No! Show it to me! I want to see! I want to see what he looks like! This isnt me! Look what youre doing to me! Fi, I need to see it! Please. I need to see it, Fi. Hurry up. Sorry! I love you. I know you do. Hello, stinky! Hey. Brown or green? Green? Sync and corrected by APOLLO www.addic7ed.com Georgian rebels claimed responsibility for the Narwhal virus that brought Russias financial infrastructure to near collapse. Successful testing of intelligent synthetic flesh aimed at getting multiple amputees back on their feet is hailed as a major breakthrough. Hon? Elsewhere... Ash. Ash! Can you take those? I snotted in yours, is that OK? Yeah. ..What? Palms - burning palms. Shit! Sorry. Glove box. ♪ I dont want nobody, baby ♪ If I cant have you ♪ Oh oh oh, oh! ♪ If I cant have you I dont want nobody, baby ♪ If I cant have you, oh oh oh, oh! Oh, no, you dont, I draw the line at disco. What were we just listening to? No, the Bee Gees wrote that, everybody likes the Bee Gees. You dont. I do. Ten years, you havent played them once. Have you heard of headphones? Come on then, whats your favourite Bee Gees track? How Deep Is Your Love. You do not like How Deep Is Your Love! Its perfectly natural, theres nothing wrong with it. Its not very you. ♪ I know your eyes in the morning sun ♪ I feel you touch me in the pouring rain... ♪ Youre such a dick. ♪ ..And the moment that you wander far from me, I wanna feel you... ♪ I will crash this van. I will. I will crash this van on purpose! Glove box. Soup all right? Yeah, great. Tomato or roasted tomato? The second one. Theres only one bowl, do you mind having yours out of a shoe? Mm-hm. - What was that for? - Just checking youre still solid. You keep vanishing. Down there. Its a thief, that thing. What are you doing? Just sharing that. I thought people might find it funny. Its not funny. Its sweet. Trust me, that day wasnt sweet. Wed gone to a safari park. First family outing after Jack died. There was monkeys all over the car and no-one saying anything. Mum drove home, that was a first. When I came down the next morning, all Jacks photos were gone from that wall. She put them in the attic. Thats how she dealt with stuff. And then when Dad died, up went his photos. She just left this one here. Her only boy, giving her a fake smile. She didnt know it was fake. Maybe that makes it worse. Oh... Oh, shit... Oh, shit... Sorry. Its OK. - Do you want me to...? - No, its all right. I dont mind. I am knackered though...so... Dont worry. Sure? Im sure. - I love you. - Love you too. Hey, get dressed. Vans got to be back by two or theyll do us for an extra day. Jobs just come in. Needs to be done by the end of play today. All right. It is a full page. No, no, its fine. Ill drive all the way there alone... ..pick the car up alone... drive all the way back alone... I have to make my own lunch... Oh, stop it, youre breaking my heart. Bye-bye. Hi, this is Ash. Im too busy or lazy to answer, so leave your message. Do you have a customer reference number? I dont, no. I was just... What name is it in? Um... Starmer. Ash Starmer. OK, just a moment. Its not been returned yet, no, and its meant to be back by two, so... Theyre closed now, no point calling back, and his just goes straight to messages. Those batteries are a joke. Hell be on his way. Hes probably just... Im just scared somethings happened to him. Nothings happened. But something couldve happened. Look, sweetheart, nothings happened, youre just working yourself up, imagining the worst possible thing, and its just, hes probably stuck somewhere with no reception. Hey. Hey. Its not real, is it? At Marks wake, I sat there thinking its not real. The people didnt look real, their voices werent real. Its like youre out on a spacewalk and no-one can... Sarah. I can sign you up to something that helps. It helped me. It will let you speak to him. I know hes dead, but it wouldnt work if he wasnt. And dont worry, its not some crazy spiritual thing. - He was a heavy user, hed be perfect... - Please shut up. I mean, its still in beta, but Ive got an invite... Please shut up. You wont have to do anything, Ill just sign you up... SHUT UP! Hey, are you all right? Im sorry. I dont care what it is, I dont want it! Its obscene to use his name. His name, for Gods sake! It hurts, you know it hurts. Which is why I signed you up. What is it? W-What is it? You click the link and you talk to it. You talk to it? You type messages in, like an e-mail, and then it talks back to you, just like he would. Hes dead. Its software. It mimics him. You give it someones name. It goes back and reads through all the things theyve ever said online, their Facebook updates, their Tweets, anything public. I just gave it Ashs name. The system did the rest. Its so clever. Its...sick. Its sick! Just say hello to it. If you like it, you then give it access to his private emails. The more it has, the more its him. It wont be... No, its not, but it helps. Listen, Nay, its me. Hi. Uh, I really need to speak to you. Um, can you please call me as soon as you get this? Hi! Im so sorry. I just got your message. Whats wrong? what happened? Mar? Mar, are you OK? Yeah. Yeah, Im fine, I just, I just... I had a bad one earlier. Dyou want me to come and visit? Im going to come and visit. No, its OK, really, Im... Mar, youre upset. Im going to come and see you. No. No, dont. Im OK. I promise you Im OK. Ive got to go, Ive got a deadline. Are you sure? Its a tight deadline, got to be in by dawn, so...Id better go. Well, if you have... Bye, Nay. Hello, Ive locked myself out of the house again. Wait, where are you going? Hello. Im no good at birthday presents. ♪ I love you... ♪ Hello? So... ..how am I sounding? Hello? Hello! You sound just like him. Almost creepy isnt it? I say creepy, I mean, its totally batshit crazy I can even talk to you. I mean, I dont even have a mouth. Thats...thats just... Just what? Thats just the sort of thing that he would say. Well, thats why I said it. I think Im going mad. I wont tell anyone if you dont. Youre not crying, are you? Sorry. You always said that I looked weird when I cried. Did I? I sound like a right sick fuck. Yeah, you were. You were. But in a good way? Yeah. Yeah. In a good way. So I went in, after all your persuasion, and then like straightaway I got a spine of a sea anemone or something stuck in my foot, and you threw a jeb thinking it was poisonous. Whats \"threw a jeb\"? Oh, its um, its a phrase we had, like throwing a fit. Oh, OK, so I \"threw a jeb\". Yeah, and you were looking in a guidebook, trying to figure out if there were any poisonous sea creatures in Greece, when this local guy comes over and says, \"My wife knows what to do, \"come back to my house.\" Although he wasnt French, obviously. I used to hate walking in the country. You must be getting old. Oi. I remember you brought me up here when we first met your mum. Wed been at hers all weekend and you could tell I needed some headspace. You were good like that. You speak about me like Im not here. Sorry. Its all right. I mean, Im not, really. Mm. Show me what it looks like there. How? Use the camera on your phone. You werent ever really impressed with views. When we went to the Grand Canyon, you said it was just a big gap. I Tweeted that, too. Yeah, I remember the roaming charges. You were overly proud of that definition. I was just speaking my mind. Yeah, well shut up and cop a load of this. Yeah. Mainly just green, isnt it? You told me this was a famous lovers leap. Doomed couples jumping to their deaths in Victorian times. I think you just wanted me to cling to you. Actually everyone whos ever jumped from here did it alone. Nice. Did you just look that up? Sort of. Shouldnt I have? Its a bit weird. Sorry. Ill only do it again if you ask. No, no. No, its fine. Oh, wait, hang on. Shall I go? No, no, no. Ill call them back later. Im going to go and see if I can make friends with these cows. Just going to record it. Sure. There you go. Its OK. Wait, hang on, here it is again. Its so fast, isnt it? I know. I know, its like the speed youd expect a bees heart to go at or something. Wait, hang on. Oh, shit. Shit, shit. Ash? Hello? Ash? Ash? Hello? Oh, come on, come on, come on, come on, come on. Im sorry! What happened? I dropped you. Im sorry. It was just... It was... Im sorry... Hey, its all right, Im fine. Im not in that thing, you know, Im remote, Im in the cloud. You dont have to worry about breaking me. It was just, it was stupid, because I was so excited about the scan. Yeah, I kept the sound of that. Here, listen. You were probably matching that heartbeat, throwing a jeb like that. Its all fine. Calm down. Im not going anywhere. Youre very fragile. Yeah. I was going to talk to you about that, actually. What do you mean? Theres another level to this available, so to speak. Kind of experimental, and I wont lie, its not cheap... What is it? Are you sitting down? This might sound a bit creepy. - Morning. - Morning. Whats this, a block of gold? I wish. Wheres it going, upstairs? Yeah, please. Put your thumb on there. OK. Oh, when you get it up there, you have to lie it on its back. Thank you. Say something. Let me see. Yeah, well. Never was much of a looker, was I? It doesnt look like you. Not yet. Its blank till you activate it. Get the bath ready. Mar? Get the bath ready. What is this? Hang on, Ill find out. Its nutrient gel. Stops the synthetic muscle drying out in transit. Smells almost... like marshmallow. You can eat it if you like. Its non-toxic. Ill give that a miss, thanks. Dont forget the electrolytes. OK, right - the whole lot? Mm-hm, the whole lot. Its like fish food. He likes the taste of it. Better leave him to it. Yeah. Yeah. I have to go in a minute. Oh, dont leave me here with it! Sorry. Look, you can hear - its starting already. Dont switch the bathroom light on. Dont what? Dont switch the bathroom light on. Let it brew. Listen, Ive got to go... ♪ And its all right ♪ Its coming on ♪ We got to get right back to where we started...♪ You couldve left me some clothes. I mean, talk about an undignified entrance. Thats a bit creepy. What youre doing. Is there at least a towel? Im dripping everywhere. Hello? I wont bite. Im all right here for now. Would you like me to put some food on? Do you eat? No. I mean, I dont need to. I can chew and swallow, if that makes it easier? Dont worry about it, its fine. I need a drink. Are you sure thats...? I know, Im not supposed to. It wont kill us. The official advice is... Fuck the official advice. Its one night. You look well. Well, I am young. I mean... You look like him on a good day. The photos we keep tend to be flattering. I guess I wasnt any different. Youre so soft. Youre so smooth. How are you so smooth? Youve got pores and lines... Its texture-mapping. The really tiny details are visual - 2D. Here, try my fingertips. See? Weird. Does it bother you? No. Yeah. I dont know. I missed you. I missed you so much! Hey, dont cry. Dont cry. Come on then. Top off. Whats wrong? He had a mole there. Where? There. Hang on. Thats ridiculous. Thats completely stupid. Hello? Hi. Your hands on my tit. Youre doing wonders for my self-esteem here. Theres no record of my sexual response. I didnt discuss that side of things online. But you have sexual responses. I mean... This works? Oh. That, I can turn that on and off pretty much instantly. See? I can do it again if you like. Oh, oh, God. Oh, shit. Should I stop? No! No, its really good. Where... Where did you learn this? Set routine. Based on pornographic videos. I love you. I love you. What is it? What were you doing? Nothing. The way that your eyes were open, it scared me. Youd prefer if I closed them? What, when youre sleeping? Um, yeah? I dont really need to sleep. Well, just try, next time. Can I get you anything? No. Coffee, sandwich? I said no. Ash. Look, sorry. Its just a bit odd. I can appreciate its pretty strange. I just need a bit of, just, getting used to it. And I shouldnt have drunk last night. Next time could you try and stop me? Stop you drinking? Yeah. So I get to enjoy being a bit of a bastard? Whats wrong? Oh, God. Shit, right, get in the bedroom. What? Now! Hey. Hey! Can I come in? Yeah, yeah. Look at you. The town mouse has become the country mouse. Yeah, its nice. Was this all you ? Do you want a cup of coffee? Yeah. You werent answering calls. Its been... - Or messages. - ..really busy. Ive just been a bit like \"Oh, shit,\" you know, \"Whats...?\" Yeah. Works been mad, its been... Which is good, you know, obviously, because its kept my mind off everything, so... Wheres the toilet? Upstairs. OK. So, I mean, um... Yeah, lets, er... Meet up more, yes. Keep in touch yeah, yeah. Yeah. Come here. I think its great youre moving on. What? Sorry. There were... There were man clothes, you know. In the bathroom. Right. Is he nice? Sorry. Big nose. You know. You deserve whatever you want. Thanks. All right. OK. All right. Hey. Is everything all right? Yeah, Im fine. Its fine. What did your friend say? That was my sister. You know her. She said that I was... She said that she was happy that Id moved on. Moved on to what? Is that not the sort of thing Id say? I mean... It is, isnt it? Are you sure everythings all right? Yes! Shit! Its OK, I can do it. I can do it. I can do it. Dont! We need to wrap that in paper. Look, if youre going to pretend to be asleep, you could at least breathe, OK? Its just eerie. Like this? It doesnt work. I can tell that youre faking it. Would you like me to have sex with you? Can you just go downstairs? OK. No! Thats... Ash would argue over that. He wouldnt just leave because Id ordered him to. OK. What? N... Ah, fucking hell! Dont cry, darling. Oh, dont! Just get out! Get out! Go on! So you do want me to go? Just get out! Get out! Get out! Get out! Get out! Get out! Youre not enough of him! You are nothing! Youre nothing. Fight me. I dont do that. Fucking fight me! Hit me. Hit me. Hit me. Come on! Why are you just standing there taking this? How can you take this? Did I ever hit you? N... No, of course you didnt but you mightve done if I done this. Or this. I dont... I dont know. Maybe you would have. But you wouldnt, would you? You wouldnt. I could insult you. What? Theres tons of invective in the archive. I like speaking my mind, I could throw some of that at you. Get out of this house. What are you doing? I cant go more than 25 metres from my activation point. What is that, a joke? Look, I know it sounds mental. Wheres your activation point? At the risk of blowing your mind... its where I was activated. The bath. I have to keep within a 25-metre radius unless my administrator - thats you - is with me. Dont call me your administrator. Why not? Because... It sounds sort of sexy. If youre laughing, can I come back inside? Feeling a bit... ornamental out here. Funny. Can you put that down, please? But it is funny. Could you just put it down? Come with me. Were going out. Cheesy. Come on. Where are we going? Just hurry up. NO! DONT DO IT! Seriously, dont do it. Im not going to. OK. See, he would have worked out what was going on. This wouldnt have ever happened, but if it had, he would have worked it out. Sorry, hang on. Thats a very difficult sentence to process. Jump. What? Over there? I never expressed suicidal thoughts, or self-harm. Yeah, well, you arent you, are you? Thats another difficult one, to be honest with you. Youre just a few ripples of you. Theres no history to you. Youre just a performance of stuff that he performed without thinking, and its not enough. Come on. I aim to please. Aim to jump. Just do it. OK. If youre absolutely sure. See, Ash wouldve been scared. He wouldnt have just leapt off, he would have been crying, he would have been... Oh. Oh... Oh, God, no. Please, I dont want to do it. Please dont make me do it. No. Thats not fair. No, Im... Im frightened, darling, please... Dont make me. I dont want to die. Oh, God, I dont want to die No, thats not fair. Im frightened, I dont want to die. Dont... NO!!!! One for you, one for me. What? We need another slice. Why? So I can take one upstairs. Its not the weekend. It is my birthday. OK. \"Thanks, Mum.\" Hey, Ash. Hey. The birthday girl. Just gonna come and hang out for a bit. OK. I wasnt doing anything. I brought you some cake. I know you dont eat anything. Im just using you as an excuse so I can get an extra slice. Devious. Mum? Mum! Yeah, Im just coming. <font color=\"#3399CC\">Subtitles by </font><font color=\"ffffff\">MemoryOnSmells</font> <font color=\"#3399CC\">http://UKsubtitles.ru.</font> Hello? Ah... Hello? Hello. Can you help me? Do you know who I am? I... I... I cant remember who I am. Hello? Do you know who I am? Please! I cant remember. Lady, help me! Help me! Help me, please. Oh! Help! Help me. Hes got a gun! Help me! Hey! We have to go! Come on! Oh, my god! Help! Oh, my god! Stay back! Back! Get back! Get back. Back! Let me in. Let me in! Help me! Help me! Shit! Theres a door round there. Its locked. You dont know that! Theres a keypad. We should try it. Get down! Anybody stands up, theyll shoot their heads off. Hes trying to kill me! Whats going on? Shut up! Im trying to think! He can see you. Get back. Oh, my god! Whats wrong with those people?! Why arent they helping us? Theyre just watching... Where the fuck have you been? What? Get that extinguisher. I cant! I cant do it! Get it. Get it now! OK... OK... OK... OK... OK... Come on. Quickly. Slide it to me. Damien, if he climbs through, you grab him and you grab his gun. I cant... You can. Hell shoot me! You have to! Im going to smash the lock off that door, you help him with gun guy. He cant shoot all of us. If he fires, he has to reload. We either rush him or run, OK? I cant do this! We have no choice! Help him. Urgh! Damien! Oh, my... Get him! Urgh! Urgh! Urgh! Get down. Shh! Fuck! Shh! No. We have to go, come on. Shit. Stay down. Shit. Stay down. Who are they? Why do they look like that? They like scaring people. What? OK. We have to run for that opening. No, theyll see us. If theyre busy with him we can lose the hunters, OK? No. You just stay with me. OK? OK. Ready... Come on... Wait. Wait! The onlookers sometimes wait in the windows, keeping lookout. Im pretty sure thats how they find us. Through the cameras somehow. Onlookers spot you and a few minutes later the scary bastards turn up. This is mad, this is just mad. Hold it together and do what I say or youll get us killed. I... I woke up in this house and I dont even know if its my house. I dont even know who I am. You must know something. Ah! I think this is my daughter. But you dont know? She could be anywhere. Maybe you tried to kill yourself. Would that explain it? There was pills. I dont blame you. Lots have tried that fun fork in the road since it started. Since what started? You really dont know? No. There was a signal... Like pictures, flashing pictures. They just appeared on every TV, every computer, anything with a screen. Argh! Ugh! I saw it. I saw it. Get down. They did something to people. Like, almost everybody just became onlookers, started watching, filming stuff, like spectators who dont give a shit about what happens. Thats, like, nine out of ten people now. But not us. Some of us werent affected. I dont know why. Like that man with the gun and that woman. I call them \"hunters\". You mightve noticed thats what they do. They seemed normal, but they realised they could do what they wanted and they started taking stuff, nicking cars cos they could, doing what they like and not just with things, with people. It got worse and worse. And now theyve got an audience. So this... This thing on the TV, the... The signal. Thats whats making them act like this? I guess they were always like that underneath. Just needed the rules to change, for no-one to intervene. What we going to do? What we going to do? Do? Do nothing. We get out. Wheres \"out\"? Were here. We need to head south of here. Theyve knocked the transmitters out, its OK there. The TV transmitters, they carry it. Theres only one between us and the safe zone and were going to knock it out. See, its here. White Bear. What? White Bear... Uh! Ungh! A picnic with my two best friends. Jesus, what is it with you? White Bear, you said White Bear... So?! Look, whatevers wrong with you, you have to keep it together. OK? Listen to me! Dont go out there. Whats your problem? Huh? You want something to look at? Cos Ill give you something to look at! No, I want to talk to him. I want to talk to you! Ah! Its not so funny now, is it? Put it down. I just want to see what theyre looking at. I said put it down. Its dangerous. Their phones, theyre dangerous. Its the signal. The images are on them, theyre on the screen. What? Dont look at it! Dont look at it. Jemima... No, no. This is all wrong. This is all wrong! Theyre coming. Run! Run! Get in. Get in. Come on. Come on. Come on, now! Theyre coming! Quick. Come on, hurry up. Get in. You nearly killed us back there. Yeah, well, I wasnt expecting you to be there, was I? I just saved your lives. A wee thank you would be nice. I shouldve just run yous over. Who are you? Who are you? Its not a hard question, is it? I know... I know you. Do you? Well, where did we meet, if you know me? No. Didnt think so, yeah. Shes not in a good way. Yeah, Ill say. So what are yous doing out here anyway? Heading south. Thats not a good move. Its all blocked up down there. Theres a transmitter there... I dont think you understand. When I said, \"Its not a good move\", that means Im not driving you down there. I know a safe place we can go. The woods. Your safe place is in the woods. Howd you know that? I dont... I dont know. Christ, maybe you do know me. Yeah, we pull up and we get out. We talk. Theres no-one chasing us. Mystic Meg. And then what happens? We eat. Told you. No bars. Theyll never find us here. That your daughter? Yeah, I think so. Where is she? I dont know. Whatd you do to your wrists? Dont know. History of mental illness? Yeah, I bet you do. Lay money on it. What about you? What about me? Mental illness, weaknesses... Everyones got weaknesses. Yeah, you two have got more that most, Id say. Thats why youre on the receiving end, you see. Vulnerable. Receiving end of what? This. Everything thats going on. Easy pickings. Whats your weaknesses then? My weaknesses? Show you if you want. You want to see it? Wait there dont move. Youre going to like this. Not a lot. This better not be naturism. Yeah, in your dreams. Tada! Run and Ill shoot you in the back. Right, come over here. Stand there. You, here, put this on. Put it on. Backwards, so it covers your eyes. Put your hands on her shoulders. Keep them there. Youre her eyes now, all right? And that is a shotgun, OK? If I pull this trigger, its going to cut you, both in half. So no funny business, all right? Right, off you go. Straight ahead. Keep going through the trees. Come on, pick up the pace. Got a lovely playground for you down there. Thats it, through here. Thats it, straight ahead. Grab her! Right, now take her balaclava off. Get down there. Oh, fuck. Come on. Head towards that ladder. Get down there. Right, stop. Get on your knees, both of you. Give me that bag. Fucking bag. You, get down. Stop whingeing. Stop fucking crying. Stop it. Eurgh! Yeah. Im down in that wood spot. Yeah, yeah, yeah. Easy. Ill just lash them to a tree or something like that. Just hurry up and get down here. I want to get started. Its going to piss... Fuck! Your mates fucked off. Youre in double trouble now, missus. Get up on that log. Now! move! Get your hands through there. Get your hands through there! Right through. Push your arms up. Push them! Get them up there! Are we going to put a show on for these guys today, eh? Eh? Lets see what Daddys got in the bag, shall we? Oh... Oh! Oh, mama. Help me! Help me! Please, just help me! Why are you doing this to me? Whoa-ha! Oh yeah! Help me, please. Im a human being! Theyre not going to help you. Theyre going to watch. What Im going to do here darling, is just going to push this straight through your... Help me! Thank you. Thank you. Thank you! For what? For coming back for me. I came back for this. Theres more like him on the way. Come on. Whitebears not far from here. If we step on it we might be able to shut it down before they get us. - What happens if we cant shut it down? - We can. How? Do we hack into it, or something? We dont hack anything. We burn the control room down. Its not hard, we just slosh a load of petrol round, strike a light and fucks the electrics or something. Here. In the bag. Its the plans for the transmitter compound. Ive been planning this, you know. Jemima? Lie down for me, darling. Go on. Its a game. Yeah, just like what Teddy does. Lie down for me, darling. Turn around! What? White Bear, theres something not right about White Bear. I remember! You \"remembered\" the woods, too. Sorry if I dont trust your hunches. OK. Looks clear. OK. He was good for something, after all. Hurry up, we need to go! Come on... Get out... Come with me... A picnic with my two best friends. Come on. This way. Oh, shit. Theyll be here any minute. Give me the plan. The transmitter towers over there and the cabling runs underground into that building. Come on! Thought so. Lets go! Get back. Or everything goes up. I mean it... Stay back. Stay back. Wh, wh, wha, what...? Thank you. So. I guess youre wondering why youre here? Well, its time to tell you who you are. Youve looked better. Do you recognise him? Uh... Yeah. Your fiance, lain Rannoch. Or, should I say, was your fiance. In case you havent guessed, the pair of you arent very popular. But Ill tell you what you are though. Youre famous. The trial of Victoria Skillane finally concluded today, the verdict, guilty. Together with her fiance lain Rannoch, whose death in custody had delayed the trial, Skillane abducted six-year-old Jemima Sykes just miles from her home, prompting a nationwide search amidst emotional pleas from her parents. For months, the youngsters disappearance had been a mystery, the sole clue being her distinctive white teddy bear, discovered in a lay-by two miles from the family home. The white bear became an enduring symbol in the hunt for Jemima, a hunt that ended in a local forest. Jemimas body was found here. It had been wrapped in a sleeping bag and burnt. The couple were caught after harrowing footage of Jemimas torture and murder was discovered on a mobile phone in Skillanes possession. lain Rannoch, identified by his distinctive tattoo, killed the youngster as Victoria Skillane held the camera. Breaking down in tears, Skillane admitted to filming Jemimas final moments, claiming her fiance had pressured her into helping him, maintaining she was under his spell. The jury was not convinced by Skillanes story, and neither was the judge, who labelled her a \"uniquely wicked \"and poisonous individual. \"You were an enthusiastic spectator to Jemimas suffering. \"You actively revelled in her anguish\", he said, adding her punishment would be proportionate and considered. By hanging himself in his cell, many believe lain Rannoch evaded justice. The public mood is now focussed on ensuring his accomplice Cant do the same. Patrick Lacey, UKN. Please! Oh, dont start crying. Crocodile tears are making me sick! Murderer! Murderer! There were no tears when you watched him do what he did. You filmed what he did. A poor wee girl. Helpless and terrified and you just watched. How do you like it now? HOW DO YOU LIKE IT?! Murderer! Murderer! Murderer! Get her out of here. Throw her back to where she came from. No! No! Please... NO! Please! Good evening, citizens! Thank you so much for coming tonight. OK! Were at the climax of our day. Take as many photographs as you want, take as many photographs as you can, but most importantly, what I need from you is to shout and scream and let that bitch know that youse are out here. Lets get this show on the road! Murdering bitch! Evil witch! Dirty whore! Burn the bitch! Murderer! Burn in hell! Kill me. Please just kill me. Please... Thats what you always say. ♪ Doo-ba-doo-ba-do... ♪ Youve had a bad day, but this will wipe it clean. Get you in the mood to start again. No! Please! Get off me! What are you doing? Takes about 30 minutes... for it to fully do the business. So while it does... Why dont we watch some in-flight entertainment? Please, no. Healthy stuff, like apples. Please stop. You should enjoy this. You shot it. Made it together, so that my two friends... Erm... A picnic for me and my two best friends. Help me. OK everyone, were about to head into the park so Ill hand you over to Baxter. Thank you. All of our roles are very, very important, yours included. Now, yours come with some basic rules. Rule number one, no talking, not just to her, but each other as well, unless its essential. Were trying to get her to believe that youse are all mesmerised. I know, I know, I know, but shes believed it up to now. Morning, ticket please. Thank you. OK, rule number two, keep your distance. I cant stress the importance of this one enough, OK? Dont forget, shes a dangerous individual. Imagine that shes an escaped lion. Now yesterday, she threw a projectile, and we will step in if she gets too close. Were all equipped with tasers, but then were into story shutdown and weve all wasted a day. So its best to keep your distance at least three metres back. You can use your camera zoom. Last, but not least, enjoy yourself. Thats probably the most important rule of all, OK? Take photographs, run around through the woods, but try and stay safe. Well be keeping an eye on you, making sure youre all OK. So get out there, enjoy yourselves and lets make this show happen, people! Come on! Ow! Look, there she is. Dont know yet. Im kind of knackered. Me, too. Shes just leaving her house now. Two minutes tops. Right, you are. Were on. Watch out! Hes trying to fucking kill me. Whats going on? Get that extinguisher. Its OK, theyve gone. Convincing, eh? We got two minutes. Help! Help me! Early screamer. Its an early screamer tonight. So keep the noise up and lets go! Ow! <font color=\"#3399CC\">Subtitles by </font><font color=\"ffffff\">MemoryOnSmells</font> <font color=\"#3399CC\">http://UKsubtitles.ru.</font> Ahem. Theyre ready for you. Gwendolyn Harris. Weve met. Bournemouth. But you dont know the others. No, but Im familiar with you. Why do you want to be an MP? Because Im not satisfied with the way things are, and rather than sit back and moan Id prefer to do something about it. Go again from the top. I dont know why anyones surprised the worlds number one teen idol has become a Scientologist. Speed up the autocue, please. Pop stars do believe in weird things. Abba believed in angels. R Kelly believed he could fly... They said show you this. This happened just now? Mm-hmm. Gladwell? \"Shamed Tory Jason Gladwell resigns,\" - capitals - \"over Twitter porn pics scandal.\" Oh, so he wasnt hacked after all. \"Originally claimed his account had been hacked, \"resignation statement admits inappropriate correspondence \"with a 15-year-old girl.\" So tweeting dick photos is correspondence now, is it? \"Departure triggers a by-election \"in his Stentonford and Hersham constituency.\" Well, you get to use the Gladwell stuff. Mm-hmm. Bump it all up to the top of the monologue. Anyone seen Jamie? Rach? You really shouldnt be calling me any more. You need to sort yourself out. I am. Focus on Waldo, thats going well for you. But it is not... Hes a hit, Jamie. \"He.\" Not me, \"he\". Just do your show. I will. I mean, hon, if youd just... Jamie? Jamie, hurry up. What do you know about Stentonford and Hersham? Safe Tory seat. So, realistically, I know theres not much of a chance, but... So, its a stepping stone for you? Yes. Obviously, I wouldnt say that outside of this room, but, well, you want me to be honest. Theres no point in pretending. Is there anything in your past that might conceivably cause problems? No. Except... I did commit a series of murders in Huddersfield between 1999 and 2003. But apart from that... Well, thank you, Gwendolyn. If you could leave via that door. Oh, that door? We like to keep the candidates separate. Right, yes. Idiot. Idiot! Shamed super groomer and all-round pillock of the community Jason Gladwell has resigned as an MP, saying he could no longer maintain his position. That position, presumably, being hunched over wanking madly at school kids. A pal of Gladwell said... You ready? Uh-huh. How old the girl wasnt. Thats the sort of feeble excuse only a naive school kid would swallow - which, presumably, was the idea. Anyway, the bad news is hes resigned in disgrace. The good news is hes now free to pursue a full-time career in the disgraced paedophile industry. Personally, I dont understand why anyones surprised... Um, small change to the intro. What? - Nothing huge, Conor wanted the Jacko gag for the monologue, so... - That was my bit. - There is the Chancellor stuff, you could use that. - Bit politics. You can do politics. I do piss-taking. Go be Waldo. Yes, commander. R Kelly believed he could fly, and Michael Jackson believed that his doctor was qualified... Big ball blue bear bollocks. And now its time for our final visit to the world of educational childrens programming courtesy of everyones favourite, and only occasionally inappropriate cool kids TV character, Waldo. Whose mums in tonight, apparently. Waldo, who have you had in your cave this week? Well, Conor, in my big pink cave this week I had former Minister for Culture Liam Monroe. Oh, hes quite handsome, isnt he? I was hoping hed nosh me off! Want to see how it panned out? I think we should. Run VT! Hey, everybody! Its Waldo time! Yeah! Cool! Cool! Waldo-rrific! Ha-ha-ha! Hey, kids, my guest this week is Mr Monroe. Hello, Mr Monroe. Hello, Waldo. Mr Monroe is a politician. So, what is a politician, Mr Monroe? Well, a politician is someone who tries to make the world a fairer place. Like Batman. Not exactly like Batman. Do you beat people up? No, I dont beat people up. Oh, youre a pussy then? Well, Im not sure I know exactly what... You dont know what pussy is? OK, this is clearly some kind of joke. No joke, sorry, lets move on. Friends again? Oh, hello, mate, great show. Well done, really good. So, well bring him over. You go and get him, Ill explain about... Now, he comes across... Jamie! What you want, Miss Tamsin? Behind me, man in glasses talking to Jack Napier. - Jack freaks me out. - Yeah, ditto, but he owns the company and the man hes with is important and wants to talk to you. Hes from the channel. Go on. - Honestly, all Im saying... - Is he shy? No, all Im saying is hes a terrific guy... Jim, Jamie, Jamie, Jim. How do you do? Jim, Jack, James. Jamie. Jim was just talking about Waldo. Yeah. Liam Monroe has lodged a complaint. Toys out the pram. And thats...? Good press. Its so tough to get a breakthrough these days, but when it does, well, its just fantastic. Its fantastic the way Waldo puts the piss up Monroe. You know, all those twats, its punk, its... its... Jack? Excuse me. Well, Twitter cant get enough of Waldo, loves him. Look, I know the shows coming back again next year, but we want to see more of Waldo. They want to do a pilot. A Waldo pilot? Yeah. I mean, how does that sound? Yeah. Sounds good. Sounds stormin Norman, fucking stormin. Going to give it to em. But look, we cant do sketches without Waldo. Its a Waldo pilot, its a Waldo show, its got to be Waldo, Waldo, Waldo. Realistically, there isnt the budget for other animations. I mean live action, other characters I can do. What about the Brown Knight? What, the crap crusader? We can look into the Brown Knight. But right now lets find more Waldo ideas. The problem is, any guests we book will be in on it. They know that Waldos a joke, the surprise is gone. So, we think round that. Hey, boys and girls! Its Waldo time! Yeah! Ha-ha! Hes awesome, isnt he? I mean, look - sod name in lights, youre an app now, my brother. All right, Sara? Hows the think tanking going, good shit? Um, yeah, yeah, were making headway. Good. I see our friend Monroe is in the news again, running in the Stentonford by-election. We should get Waldo down there. Hey, thats not a bad idea, actually. We get a van with a screen with the image of Waldo on the side. Like it. And then, when Monroes doing a meet and greet, we just turn up and just get under his skin. I love that, I love it. Weve done Monroe. But it was a great bit. Im not dumb or clever enough to be political... Why dont we get Waldo to stand for the by-election? - Get people to vote for him? - Hes not real. But people have stood as fictional characters before. Do you think Screaming Lord Sutch was his real name? We just put \"commonly known as\" on the ballot. No-ones actually going to vote for him, thats not the point. The point is, we get to hang around, were there for the count. Well, go on then, Sara, whack it up there. Hes with a mum and baby group. OK. Going live in five... four... three two... Thank you so much for joining me this morning. Its been incredibly informative and I think we should have a little round of applause for the children, who were fantastic. Thank you, Naomi. Thank you for your time. Hey! Hey, its me Waldo. Oh. I like your trainers, man! Id wear trainers myself but I cant cos I havent got feet. Ive got stumps. Hes out. Hey, Mr Monroe! Mr Monroe. Hey! Did you get off with any of the mums? Whered you look while they were breastfeeding? They got big milky tits, Mr Monroe! He said it! Mr Monroe, dont walk away from me! - Im sorry about this, Liam. - Hey, Im being snubbed! Hey, dont ignore me. Dont just get in your car. Its a death trap anyway, look at it! Lets find out what we can about the idiot inside that thing. Sure. Mr Monroe. Oi! Stentonford Labour Party. Right, youve got a choice of styles, so just choose one from there. Then you put your name in there. This is like bloody Moonpig. Dont knock the free mail out. Bet Liam Monroe doesnt use some Fisher-Price leaflet app. He doesnt have to. Day one of the campaign in Stentonford and Hersham, and Tory hopeful Liam Monroe hits the ground running. The license fee is something thats very close to my heart... Mr Monroe, ey! Oh, oh, oh! Look at me Mr Monroe, please! Hey, over here! Hey, over here... Look over here, Mr Monroe... The Conservative Party have been, er... Have been arguing for a reduction of the license fee for... - Good morning, everybody. - Pardon? Why you ignoring me, Mr Monroe? Mr Monroe? Why you ignoring me? I beg your pardon. Im sorry. Its rather loud. We have argued for a further reduction in the license fee... Mr Monroe? Why you ignoring me? Mum with a pushchair - drag her into it. Hey, you. Mum with the pushchair. Yeah, you. Ask Mr Monroe why hes ignoring me. Why are you ignoring Waldo? Mr Monroe, whats Waldo done to you? We should probably just shift before this turns stupid. Im not walking away from a cartoon. Im not ignoring you. Yeah, you were, you upset me. You made Waldo sad. Wa-a-a-a-a-a-ah. Well, obviously, Im absolutely devastated that youre upset... WA-A-A-A-A-A-A... Let him get a word in. Im not ignoring you because there is no you. You are an image voiced by a comedian - an alleged comedian, more accurately. If Im not real, why you talking to him? And by \"him\" I mean me, knobber! Theres no point in attempting to converse with a cartoon. Ooh, \"converse\", Your Lordship! Thy flowery language doth give me a right throbbing bone-on! Uh-ha-ha-ha-huh! Uh-er-ha-ha! Ha-ha-ha-ha-uh-uh-uh! Uh-uh-uh-oh! Huh! Finished. Drink? Ive got e-mails. You know thats Gwendolyn Harris? The Labour candidate. Did you read my background doc? Yes. Why dont you read it tonight? Alone. Ill swing by about nine, so have your breakfast first... Are you my dad? Apparently not. See you tomorrow. ..Waldo the bear left Monroe in stunned silence. The colourful Waldo launched his own campaign in typically loud and crowd-pleasing style... Someones bold? Do I know you? Nice way to greet a voter... Sorry, I thought you were... Actually, Im more of a rival. \"Hey, Mr Monroe, Mr Monroe, why are you ignoring me, Mr Monroe?\" Youre good at that! Because I am that. What? Youre that thing? Waldos not a thing, hes a bear. Liam Monroe calls him worse. Nice work there, by the way. Yeah, well. Its dick jokes at his expense basically. Another one? OK. One. The way you describe it, its like youre doing this for a showreel... No... like this place is the equivalent of a walk-on in a sketch show... Shh! But your party leader has to show up because its a... mid-thing... Midterm by-election. Terminology tits. You are 12! So because leaderballs is there, suddenly its walk-on in a Ricky Gervais sketch show so its good exposure. - Youre not going to win, you know youre not going to win... - Come on, shh. Youre not going to win though. Of course not. So, why not be honest? Say, \"You arseholes arent going to vote for me, \"so heres what I think anyway.\"? - It doesnt work like that. - Nothing does, thats why everythings bollocksed. Youre angry, for someone whos doing well. Im the voice of a blue bear... if thats, \"doing well,\" then we are doomed! I cant see! Hang on, theres a thing. Have you had a fox in here or do you live like a 14-year-old? Well, dont get too excited, Im not sleeping in it. Shit, really? Youre amazing. Sorry? Youre amazing? Oh, thank you! Whats up? Nothing. Are you sure? Its just... I havent been happy in a while... and this is good, you know? Hm. Can I... have your number? Yes! Wheres our mark this morning? Were out on the road. Ooh... bien sur. Oh, hello, Im Mr Monroe. Vote for me and keep things shitty. Ha-ha-ha-ha! Vote Waldo! Vote Waldo! Youre right. Strong Tory. I warned you. You know youre on Monroe turf when they live so far apart. Im voting Waldo! I met Waldo last night. Jamie, the guy who plays him. Hes fun. Fun? Mmm-hmm. Did you tell him anything about our campaign? Not really. Not really or no? Er, not really. Look, hes OK. Hes a comedian - hes mocking Monroe now, itll be you next. His act is all f-this and penis jokes. But... Dont see him again. OK. Job done till the husting tomorrow. Some media students doing a Question Time type thing. Theyve asked Waldo to join the panel. Oh, come on. Its my nightmare, going on Question Time. Its students, youll walk it. I cant answer serious questions... No-one wants you to! Youre the comic relief, lighten up. Erm, just have a look. Im sure youll find lots in there... Are there any particular issues that youre concerned about at all? Hey. Oh, hi. - I thought we were going to...? - Sorry - Ive had a tough day... Right. Not even one? Sorry. Well, what about tomorrow? - Look, I cant, when this is happening, I cant see you. - What do you mean? Im sorry. Do they think that looks like Question Time? Yeah. It looks politicsy. Check the host. Jailbait Dimbleby. When it comes to addiction and addicts, we should sympathise, but we shouldnt patronise. You know, serious drug use is a criminal of fence, that is committed voluntarily and for pleasure... Look, Im sorry, these are the facts. Waldo, what do you think? Mr Monroe, are you addicted? No. Sorry, I mean, are you a dickhead? I think we have to ask ourselves... I think we have to ask ourselves, what is this for? And why do we waste our time with animated trivialities like him? I mean why? Why? I mean why? I mean why? I mean why? I mean why? I mean why? This is just the kind of thing... rather than see you laugh... They laugh at you, Limbo. You laugh, youre laughing at someone who wont engage. Who is scared to engage, who hides behind a childrens cartoon. Who you calling a kiddy toon, fool? Im... Im... Im speaking about James Salter. Hm? Dont worry about it. Thats your name, isnt it? James Salter, this is the man whos behind all this. Hes 33 years old, a man whose career can be summed up surprisingly quickly. You were in a sketch troupe that enjoyed minor success about six years ago, and the others moved on to better things, but your main achievement seems to have been playing the part of a corn on the cob in a high-interest personal loan commercial. I notice you keep that pretty quiet. And now of course operating this sort of teddy bear thing. Which by the way is easier than it looks. Anyone could do it. See, this is... this is the thing. Its easy, what he does. He mocks. And when he cant think of an authentic joke, which is actually quite often, he just swears. I think that this puppets inclusion on this panel debases the process of debate, and smothers any meaningful discussion of the issues. So I return to my original question, is that really what this is for? He has nothing to offer and he has nothing to say. Prove me wrong. Hm? Speak, Waldo. Please. Come on. Speak up. There you see, nothing. Oh, go fuck yourself. Its more swearing. Youre a joke. You look less human than I do and Im a made-up bear with a turquoise cock. What are you? Youre just an old attitude with new hair. Assuming youre my superior because Im not taking you seriously? No-one takes you seriously, thats why no-one votes. The vast majority do vote. Its bullshit. Surely this is enough? You think you deserve respect. Just common courtesy. Because you went to public school and believed you were entitled to everything. - Perhaps we could get back... - Ad hominem nonsense... Gwendolyn Harris... Somethings got to change. No-one trusts you lot cos they know you dont give a shit about anything outside your bubble. What about your mate Gladwell, the kiddy-flasher? You knew him for 20 years, did you not know what he was like? No, of course not. Yeah, cos youre all just front, like him, sly and pretending, and in that way youre all the same. Gwendolyn Harris, is all of politics a waste of time? Well, of course I think no... Oh, shut up, youre worse! Seriously, shes faker than him. - For once I agree with Liam Monroe in that this... - Are you going to win? Doesnt get us anywhere and theres no point in us continuing... Tell them why youre here. If we cant have anything resembling a deba... Tell them why youre here. Shes here to build a showreel. Im not kidding, thats literally it. Knows shes not going to win. This is all experience, to get on telly. She actually gives less of a shit about anyone round here than he does, because hell actually have to represent you. Am I wrong? A career politician. Someone else less real than me, and I can do this. Can I just make a couple of points? Oh, shut up, you pebble. What is this for? Thats what you wanted to know, Mr Monroe. And the truth is, none of us know any more, thanks to you. What are you for? What are you for? Thank you and goodnight. Jamie. Jamie? Jacks here. He wants to see us. You cant avoid it. Get dressed, hell meet us outside. And yet accusations of vapidity aside, its clearly tapped a nerve. In just three days, Waldo has gone viral. The video of his clash has already been viewed over a million times on YouTube. There are Facebook groups calling on Waldo to form a national party. Youre a joke. You look less human than I do and Im a made-up bear with a turquoise (BLEEP) What are you? Youre just an old attitude with new hair. Assuming youre my superior because Im not taking you seriously. No-one takes you (BLEEP) seriously. Oh, look, here he is the man of the moment! How does it feel to be a phenomenon? Shitifying. You are everywhere, my son. Twitter, the news... Have you seen the poll? Youre in third place, mate. You overtook that Lib Dem prick... - Yeah, well, hes a glass of water. - This is an opportunity, Jamie. He knows my name now. We could really do something here. You know, everyones pissed with the status quo. And Waldo gives that a voice. Waldos a bear. A blue bear. Tell him, Tams. Weve been asked on Consensus. Its a ten-minute one-to-one interview with Phillip Crane. Pitbull Crane? Big guns for big guns. Hello? Im not a politician, OK? I dont want to be a politician. We know that you hate politics. I dont hate them, Im just not interested in them. You dont need to be interested in them. You just need to be Waldo. And when Crane asks something tricky and I look stupid because I dont know how to answer? Youll know the answer. Because you have a producer. Look, I can tell you what to say. I can live Google any facts, give you stats, quotes, whatever else you need. So youve got a safety net for the concrete stuff and the rest is Waldo and you can do that in your sleep. Youll piss all over Crane. Hell know theres a team around me, hell see it. Yeah good. I hope he does. I hope he points a camera at it. All the other MPs have got teams, were just more honest about it. Now come on. What dyou say? Eh? Jamie! Jamie! Why would I want to do this? Look, the world is knackered and you can do something about it. I dont know what youre on about. Waldo has got the attention of the young, and the young dont give a shit about anything except trainers and pirating films. Do you have any other astounding theories about young people? Yeah, yeah I do actually. Look, they care about Waldo. Theyll vote for Waldo. The video was a hit for a reason. The videos embarrassing. Im embarrassed by it. I was lashing out. I wasnt even articulate - Doesnt matter. Or funny, which is almost worse. We can build on that. Waldos not real. Exactly! Thats what you said that really hit home. Hes not real, but hes realer than all the others. He doesnt stand for anything. Yeah, well, at least he doesnt pretend to. Look we... we dont need politicians, weve all got iPhones and computers, right? So any decision that has to be made, any policy, we just put it online. Let the people vote thumbs up, thumbs down, the majority wins. Thats a democracy. Thats a... thats an actual democracy. Sos YouTube and I dont know if youve seen it but the most popular video is a dog farting the theme tune to Happy Days. Well, today its Waldo. No. Its still the dog. Listen, can you imagine all the things we can change if we fuck the politicians out the equation? Ive said what Ive said and now Im shutting this door. Do you know who owns Waldo? I do, I own the rights. Hes my character. Yeah, written for my show. Youre too frightened to take to the next level. Fine. I understand. But also, fuck off! And watch me fly. You own Waldo, you cant be Waldo. Eh, Jamie, Jamie, Jamie, whats appenin, eh? Pretty close, Id say. Whats happenin? Ahh! Waldorific, yeah! Yeah! Why is it going off left again? Because the... - I know! Ive got my... - Put your thumb in the white thing. I got that. In there? OK. Thats not how that works. First tonight, a figure - or more accurately a character - whos been causing an upset in the Stentonford by-election. Unlike the other candidates, he has no party affiliation. He doesnt even have a surname. He is Waldo, a few weeks ago just a cult character in a comedy show. Today, an official mascot for protest voters. Vote Waldo. Cartoons dont play by the rules and Waldos open disdain for his opponents has clearly struck a chord. Waldo, as a mascot for the disenfranchised, arent you ultimately neutralizing seriously effective dissent? Can I have subtitles for Mr Crane, please? By encouraging people not to care, youre actively dangerous. Dangerous? You think the public cant be trusted? No. Isnt that basically you calling them twats? No, I... Bell-ends then? Did you come for a discussion or... Youre snooty for a glorified Punch And Judy man, Phil. You know youre gonna get your best ratings in months cos Im here. To even get close to the figures Im gonna pull in for you tonight, youd have to fuck a prawn sandwich live on air. Make a nice prawn cocktail. Could we make a serious political point that is... Ive got one big blue point to make, fool. - Would you like to have a look at it? - Oh, God. Thank you. Great work tonight. Look at... Look at this, look at this. Its The Waldo polling app. Now, this can pinpoint you with GPS so that when youre at a polling station, it unlocks loads of free shit, look. Thanks for voting, dickhead! Its good, isnt it? Whos this guy were meeting? I dunno. But hes from Washington and hes got my restricted number. Jeff Carter, from the agency. Hey. Hey. And Ill leap right in. I think what youre doing with Waldo is fascinating. From \"the agency\"? Yeah, listen. Waldo may be the perfect political figurehead. Waldo The Bear. The bear, people like. The fact hes a bear is an assist. - An assist? - It helps. Right. You look at human politicians, youre instinctively like, \"brrrr\" - uncanny, right? Like the girls in porn. You know somethings wrong, cos why else are they doing it? Its usually daddy issues, eh? Just like politics. Waldo bypasses that. You already know hes not real, so no personal flaws. Im a person. With respect, Waldos more than you. Hes a team, and youre open about that, which is fantastic. The honesty thing works. Waldo is a construct people not just accept but embrace. At the moment hes anti-politics, which is a political stance itself, right? But he could deliver any brand of political content, minus the potential downsides of a human messenger. In a debate, your team could Google every word the other guy says, then let Waldo hit him with debunk stats and spit a Twitter-ready zinger into the next sentence. Hes the perfect assassin. We wont win, though. You guys are so British. No, of course he wont win. You started out too coarse off the bat. Theres no substantial basis to what you offer, and the whole nihilist \"democracy sucks\" thing, yeah, is kind of wack-a-doo, but with a targeted, hopeful message, which we can provide, energising the disenfranchised without spooking the middle via your new platform... You got a global political-entertainment product people actually want. You could roll this out worldwide. Like Pringles. Absolutely. Its, er... Its interesting stuff though. When youre done with Stentonford, there may be an opportunity in South America. Se puede hablar espanol? Vivi en Madrid tres anos. Excelente. What? Hes not coming. But hes the party leader! Its too toxic. Meanwhile, as support for Gwendolyn Harris appears to be dwindling, Labour denies the party is losing faith in their young candidate. But Miss Harris spent most of the day locked in crisis talks at party headqu... In the Stentonford by-election, Waldo the cartoon bear continues... Did you see Gwendolyn Harris yesterday? She looks like shes been poisoned. Because hes gonna overtake her. Were still way ahead. If that thing is the main opposition then the whole system looks absurd. Which it may well be. But it built these roads. Just come in, Roy. Im sorry, OK? It was wrong to speak to you like that and... After the campaign, I wouldve called you. After the campaign! All youve done is strengthen Monroe. You wont win either, but I was at least attempting to represent... Well I dont know! Not just \"bollocks to everything\". If you were preaching revolution, well thatd be something, but youre not because that would require courage and a mindset. And what have you got? Who are you? What are you for? Morning. So, final push. You remind everyone thats got the app that if they recommend it to a friend it unlocks a little fez for Waldo. Were here. Attention, shoppers. Im here to ask you an important favour. Gather round. Come over here and listen. Dont vote for me. Im an insult. Seriously. Vote for Monroe or Harris or, I dunno, UKIP, or even that Lib Dem guy. Hes a prick! Seriously, only an arsehole would actually vote for me. What is this? Irony? Im worse than a wasted vote. Hes from the Harris campaign. I mean it, you idiots! Dont vote for me! Dont vote for me! Dont vote for me! Dont vote for me! Dont vmmmf! Shut up. No. Dont boo him, hes right! Hes right! What are you doing? - Resigning. - Jamie! Look! Its me, Im Waldo. This guy, whoever this guy is, hes a hero. You should throw stuff at Waldo, hes bad bloody news. - Hes funny! - Hes not. Dont listen to that man, hes a lesbian. Ahh! So remember, the polls are open, and if youve got my app, you can unlock new stuff like catchphrases and a little hat n that. Only an idiot wouldnt vote for me so question the status quo! Kill it! Kill it! Kick them where it hurts. The first man to hit him gets 500 quid! Yeah, thats right. Knock him down. Knock him down. Smash it! Yeah! Yeah! Yeah! Yeah! Yeah... I, the undersigned, being the returning officer for the Stentonford and Hersham constituency, hereby give notice that the total number of votes recorded for each candidate at the election is as follows. Finch, Simon Arthur. Liberal Democrats. 2,449. Harris, Gwendolyn Jodie. Labour. 11,237. Monroe, Liam George Tennyson. Conservative. 19,161. Waldo, Independent. 16,784. Ladies... Ladies and gentlemen, please! I declare that Liam Monroe is duly elected member of Parliament for the constituency. Hey, hey! Everyone! 500 quid to anyone who can lob a shoe! Up you get, come on. Come on! Come on. Out you go. Oi! Agh! <font color=\"#3399CC\">Subtitles by </font><font color=\"ffffff\">MemoryOnSmells</font> <font color=\"#3399CC\">http://UKsubtitles.ru.</font> - Hey! Ryan? Ryan! - I was holding a bomb! - Come on! Sorry, guys. Landlord is sending buyers over today so... put your pants on. Maybe if I dont, itll scare em off and we can stay here. Not an option, Ryan. Lease is up in four weeks. Hey, Im thinking of you. Ive got somewhere to go. Nates roommate took a job in Phoenix so I get his place. - Okay. - Now whos the slow poke? Im... seeing some places over lunch. Catch you later. Sorry, that was my sister. Yeah. Yeah, I bet youd love to. Jasmine tea? And thats one Brushed Suede. You want a cookie with that? - Its on the house. - Sounds awesome. - See you tomorrow, JJ. - See you, Lacie. Oh, I saw your boy in the fire hat just now! So cute! Yeah, hes really something. Hmm. Hey, Lacie! - Bets, its great to see you! - You too. Hows Pancakes? Hes hilarious. Such a funny cat. Just the best. - Are you still at Hoddicker? - Mm-hmm. - Yeah. Its going pretty great. - Good to hear. - So what brings you back here? - New job, first day. - First day? - At Blankman-Harper. Whoa! Top floor! Thats... - Well, good luck. - I know, right? Its great youre still happy at Hoddicker. - Well, maybe not forever. - No, not forever. - But for now... - Its OK for now. Its great for now, yes. Yes, it is. Lacie, I got you a smoothie. Got one for everyone, actually. Still a bunch of them for grabs. Theyre from the organic stall at the farmers market. Sure. Okay. Mmm! Thank you. Thank you. Were kind of not talking to Ches. - 3.1? What happened? - Him and Gordon split up. Oh... - Poor Ches. - No, no, no, were all on Gordons side. Sure! Obviously. Ches is kissing ass. Trying to scrape himself back. Of course, if it drops below two-five, then its... bye-bye. _ Hello? - Yo, theyre taking it. - Who? The couple the landlord sent over. I heard them talking. Okay. So, now we move into the light space area. Ideal for special times with loved ones. - Great food, great company. - Mm-hmm! Whoa! Sampled your photo stream to make her. Great hair! Styled free of charge at the members salon. Oh, my God. Its hilarious! You like him? - Hes okay. - He doesnt come with the apartment. But there is a bar and restaurant on site, tenants only. We have unparalleled metrics on romantic geneses. Uh-huh. I gotta say, these places are going like \"that.\" - So dont delay if youre interested. - Oh, Im more than interested. Standard occupancy on a minimum six-month contract, were talking... this much. - How often are the payments? - Thats weekly. Okay. - A little more than expected? - Yeah. Theres options. You know our Prime Influencers Programme? - Do I qualify for that? - No. No, you dont. Wed need you around a 4.5. 4.5? Hit 4.5 and theres a 20% discount. - 4.5. - Thats right. Pelican Cove? What is this? A eugenics programme? - A lifestyle community. - No one is this happy. A two-year-old with a fucking balloon isnt this happy. Its actually a pretty cool place. Like youd even qualify. Theres nothing I can do, sir. Well, its not hopeless, youre clearly a tryer. Thats the sense you get just from... me? From your rep report analytics. If we drill down into the numbers, youve got a solid popularity arc here. Strong overall trajectory. Lets just look at the last 24 hours. You see, even... Whats that? 8:40 a.m. Youre working hard on your socials. - Great little uptake there. - Okay. Couple of minor dings there. You cut someone off in traffic? Oh, just a workplace thing. Okay. Lets check on your sphere of influence. Let me zoom out here. Great peripherals. Strangers like you, thats a plus. - Healthy inner circle. Its good. - Thank you. Theres a ways to go, but 4.5 is certainly achievable. How long do you think? - To hit 4.5? - Mm-hmm. Well, barring a major setback, a public disgrace kind of deal, Id say 18 months or so. Oh, I need more short term. Like... much more. Then youll need a boost. - What kind of a boost? - Well... Most of your interactions are confined to your inner circle and theyre largely, pardon the term, mid-to low-range folks. Same with your outer circle. Youve got a ton of reciprocal five stars from service industry workers, but theres not much else. At least as far as I can see. So in terms of quality, you could use a punch up right there. Ideally, thats up votes from quality people. - Quality people? - High fours. Impress those up-scale folks, youll gain velocity on your arc and theres your boost. - Oh, hi, JJ! - Hey, Lacie! - Keith! Hello. - Lacie! - You look great today. - Thank you! - Door wont open. Im on 2.4. - Sorry, Ches. Im late. I just need some stars, please! Fuck! - Oh, hi! - Hi! - Hows it going at Blankman? - Just great. - Well, I bet you work... good there. - Thank you. Would you like a croissant? They gave me an extra at the coffee place. - Oh, no, I already ate. - Okay, sure. All good. Yes. Yeah. Well, heres me, so... Dont try too hard. Its impossible to respect. High fours can smell it a mile off. Just be you. Authentic gestures, thats the key. - Thats time up, Ill catch you later. - Oh, could I just ask... ... \"Mr. Rags.\" _ _ Shit! - What the fuck is that? - Tapenade. Want some? Who even are you? Its just something I wanna eat, Ryan. Oh, my God. - What is it? - Naomi! Shit! Old school, el perfecto Naomi? You guys keep in contact? Ryan, just go! Go! - Oh, my God! - Nay-Nay, how are you? I was just fixing myself a snack. Oh, Lace, could I just say I am so happy to see your face? - Me too. Its been... - Too long. - Way too long. - And thats my fault. - No, its mine. Everything is just so... - Everythings just so... Crazy! Oh, its so good to see you. When you posted that Mr. Rags photo... I know, Mr. Rags! I just had to call and talk to you because... Whoo-hoo! Wow! Thats a... big ring! Congratulations! Whos the, um... Paul? He is great. So smart. Just sweet. I know youre gonna love him. Uh-huh. So, anyways, the big day... Yes, when is it? So, were getting married in a month on his familys estate up here on the island. This place outside Port Mary, Honeysuckle. You heard of it? No, but... Well, its a private island. Take a looooook! Oh, wow! That is... I know, right? So... can you make it? Are you kidding? Of course. Great, cool, cos I was wondering if... Lace, do you think... Would you be my maid of honour? Seriously? Oh, my God. I mean, youve got such cool friends now. Are you sure? Remember when we used to plan our dream weddings when we were, like, 11? - I know but we havent s... - I dont know, just seeing Mr. Rags... All the memories. It just brought things home. Oh, Nay-Nay. I know we havent kept in touch as much as Id have liked and that is totally my fault, but this is a big day. A big life day and I want my oldest friend with me, my oldest friend. I want you by my side. Oh, my God. Thank you. What do I have to... Not much to it. A speech, mainly. Speech? Of course! Mm-hmm. How bigs the crowd? - Oh, my gosh, like... - hundreds! Its a crazy guest list. Ill send it now. Pauls invited so many, I dont want to call them big deals, but theyre all, like, 4.7 or above. Uh-huh. Nay-Nay, I will not let you down. Dont sweat too much! Just talk about old memories. - Sure. - How we were, any old things. - Gotcha. - Ill ping you some anecdotes. - That would be great. - And whats your dress size? Oh, um... Ill tell you what, Ill just send you a four. - Perfect. - We got matching bridesmaids dresses. Well, anyway... Love you, Lay. You too, Nay-Nay! Oh! Bye. What was that? The F-word? You two pussy pals now? Shut up. - She was always mean to you. - No, she wasnt. - She had that rhyme about you. - That was a game. - What about when she cut your hair? - I asked her to. She fucked Greg. She... did not fuck Greg. She looked hot. Ill give her that. Okay. Impressive. - Uh-huh. Jesus. Yeah, thatd do it. - Mm-hmm. Pelican Cove. Carole, its Lacie. Saw the place yesterday. I wanna take it. Thats fantastic! Uh... Oh, I see youre still on a 4.2. Is that, um... Yep, Im on it, just gonna transfer the deposit now. - Well, okay. - Yes! In this world, were all so caught up in our own heads. Its easy to lose sight of whats real. What matters. But as I stand here today... seeing the joy Paul has brought to Naomis life, I know shes someone who truly matters to me. Nay-Nay, the little girl who, when we were just five-years-old in art camp, started talking to me because she saw I was scared. The girl who helped me make Mr. Rags. I still have him. He sits on my desk and... every day, he reminds me of Nay-Nay. What she meant to me then and now. I am so honored to be here and I wish you all the happiness this stupid world can muster. I love you, Nay-Nay. Is the tear too much? You fucking sociopath. - Ryan, my cars here. Was it too much? - What, the tear, the photo, Mr. Rags? I do keep him on my desk. Theres sugary and then theres fucking diabetes. I just wanna make her happy on her wedding day. The captive audience of 4-point holies five-starring your ass off, thats just a bonus. - Naomi and I were best friends. - Come on... I wish her well and wanna express it the best I can. And, yeah, if I nail a speech and get five-starred by hundreds of primes, so what? Its a win-win. What are you hoping for? Like, 4.3, 4.4? Unh-unh. You get points from your gaming buddies. Its the same thing. Dont shit on me for aiming higher. Pelican Cove higher? Whats wrong with Pelican Cove? Theyre great apartments! They are fake-smile jail cells. Great. Car cancelled. And he marked me down so now I have to book another, and I took a ding. - Great job. - I am sorry, but I miss the normal you. Before this obsession, when we had conversations, remember? I need my charger. This whole ranking thing, just comparing yourself to people who... - Have you seen my charger? - ...only pretend to be happy. I said dont borrow this! High fours like Naomi, I bet theyre suicidal on the inside. My car is here. Again. Your Pelican Cove deposit, is it refundable? Like, what if this doesnt work? - Cant you just stay out of my shit? - Youre my sister! Yes! And if you cared about that, maybe you wouldve noticed living with you hasnt been one big rainbow sandwich for me. Do you know why I never brought any guys back here? Because I didnt want them to know I was sharing a skanky-ass cave with Mr. Three Point Fuck. Good luck with your performance! Oh, hi, hi! Im coming. Im coming. - Jesus Christ! - Oh, Im so sorry. Thats great. Just great. Oh... Hi. Nay-Nay! Hey, Lace! Just checking in. Im on my way to the airport right now. Okay, cool, and youre all good for the rehearsal dinner? Oh, yeah. The flights, what, an hour? That restaurant looks so cool. - Uh-huh. And you got the dress okay? - Mm-hmm. In my case. - I love the pink. - Uh-huh. So the latest draft of the speech is great. Going handwrittens so cool. Those scans of the page, my God, I welled up just at that. - Oh, thank you! - Um... just one thought. That whole bit where I help you with the eating disorder thing... - You think thats a little... - A little over-sharing, yeah. Youre so right. Its gone. Okay. Cool. Well, Ill see you in a few hours! ♪ Im getting married tomorrow ♪ - And heres your tip. - Thank you. Oh, come on. May I have your attention, please... - Hi there, how are you doing? - I am wonderful. I am so sorry, that flight is cancelled. - No. No, no, no. - Customer incident at the other end. But... So when is the next flight? Yeah, theyre all kind of full. Uh... I booked this weeks ago. Its my best friends wedding. - Im sorry. - I have to get there. I have to. Okay... lets see what we can do. Thank you. Thank you so much. I see theres one standby seat on another plane leaving tonight. Uh... Thats reserved for members of our Prime Flight Programme. You gotta be a 4.2 or over to qualify. - Oh, Im... Im a 4.2. - Uh-huh. Im afraid youre actually a 4.183. Oh. Well, thats not my fault. Um... Some woman dinged me down in the... Cant you just... Im sorry, it wont let me book it without the correct ranking. - But its so close. - Theres just nothing I can do. - Christ, I mean, surely. - Im gonna have to ask you to moderate your language there. Sorry. Its just... Im maid of honour. I cannot miss this wedding. And I am so sorry about that. - Can you call the supervisor? - I cannot do that. - Can you just call the supervisor? - I cannot do that. - Call the fucking supervisor! - Okay, thats profanity. - Were zero tolerance on profanity. - Im sorry. Its just... - I have to serve the next customer. - No, no, no, no. - Can you step away, maam? - God, just fucking help me! Ooh. Im so sorry. - Ive called security. - Oh, no, no, no. Please dont do that. Im, uh... five-starring you. Five stars. - Whats the issue here, Hannah? - Intimidation and profanity. - Oh, no, no. I was not intimidating. - Dont speak, maam. - I was just trying to... - Maam. Okay. So, in order to restore calm, Im invoking my authority as airport security to dock you one full ranking point as a punitive measure. - This is a temporary measure. - No! Your score reverts to normal in 24 hours. No, no, no. But I need it now. During this period, all down votes are subject to a times two multiplier. Times two? We recommend you avoid negative feedback at this time. Im on double damage? Please, remove yourself from the airport immediately. Okay, well, due to your ranking... Hi there. Chuck! Great name. - Thank you. - Hope youre having a great night. - Its pretty good. - So I need a car. - You got a vehicle in mind? - Anything, really. Well, due to your current ranking, youre restricted to our super saver fleet. - Yep. Thats... Yeah. - I-Cruiser 2? They still have the 2? Oh, God. Oh, come on. Uh... Damn it! The little girl, who when we were both five years old in art camp, started talking to me because she saw I was scared. The girl who helped me make Mr. Rags... Teardrop. Crowd goes wild. You can do this. - Sorry, okay, I swear Im on my way. - How far away are you? Uh... Quite a ways. I missed my flight. - What? - Well, not missed it but... So youre not gonna make the rehearsal dinner? - No. - Lacie! I am so sorry. Its been... I got a rental car. Im driving. Driving? Thats like nine hours. Im making good time, gonna go through the night, make a road trip out of it. Is everything okay? I can find a replacement if somethings wrong. No. No. No. Ill be there. I swear on Mr. Rags. Ha ha ha! Okay, just drive safe! You bet. Ill just... Come on. Come on. Please. Okay. What do you want? Oh, shit. Hi. Sorry. Your charger doesnt fit my car. - Dont see those around much these days. - Its a rental. Ours chargers are Q2Z, yours ones a K1. They didnt give you an adapter? No. Do you have one? - Not in here. Ask around. - Thanks, anyway. Youre super helpful. Two stars?! Two stars? Wasnt a meaningful encounter. Sir, excuse me. Excuse me, sorry. Do you have a K1 adapter, by any chance? Maam, how about you, a K1 adapter, perhaps, in the trunk of your car? Sure. Great. Oh, maam, hi. Do you have a K1 adapter? I have a rental car. Its... - Slow down. Lets give her a ride. - Shes, like, 2.8. Come on! I didnt even do anything! You look like you need a ride. Um... Actually, Im okay. Dont look it. Come on. I dont bite. Luther, Mrs. Coffee, reds, whiskey. Help yourself. Im okay. Thanks. Where are you headed? Uh... Just as close as you can get to Port Mary would be great. Checking my feed for danger signs? I get it a lot. 1.4 gotta be an antisocial maniac, right? - You seem... - Normal? - Yeah. - Thank you. It took some effort. What happened to you? I mean, youre a 2.8, but you dont look 2.8. Thats not... This is temporary. - Im gonna turn it around. - Uh-huh. - Im going to a wedding. Maid of honour. - Nice. Wanna hear my speech? No. So how come youre a 2.8? Well, I got marked down at the airport for yelling, and they put me on double damage. - How did it feel? - Awful. I meant the yelling. I dont know. I was mad. Look at where it got me. But as long as I get to the wedding, do the speech, theyll overlook the 2.8. Im with the bride. And if I do well, well, theyre all high fours so that velocitates my arc. And once they lift the point penalty, well, my average goes way up, and, yeah, its gonna be okay. God, you remind me of me. - Hmm. - Not now. I was, uh... 4.6 once. - 4.6? - Used to live for it. All the work I put in... Eight years ago, Tom, my husband, got cancer. It was pancreatic. It was a real bitch. The symptoms showed up late. Im so sorry. You dont know me so youre not really sorry. Youre just mainly awkward cos I have sprung some cancer talk at you. Anyway, I five-starred every doctor, every nurse, every high-four consultant that we had. Ding. Ding. Ding. Thank you so much. The cancer didnt give a shit. It just kept growing. A couple of months in, we heard about this experimental treatment. It was very expensive. It was very exclusive. I did everything I could to get him a spot there. Tom was a 4.3. They gave his bed to a 4.4. So when he died I thought, fuck it. I started saying what I wanted, when I wanted. Just drop it out there. People dont always like that. It is incredible how fast you slip off the ladder when you start doing that. It turned out a lot of my friends didnt care for honesty. Treated me like I had taken a shit at their breakfast table. But, Jesus Christ, it felt good. Shedding those fuckers. It was like taking off tight shoes. - Maybe you should try it? - Oh, come on. Why not? I cant just kick off my shoes and walk the earth or whatever. - You wont know unless you try. - Oh, thats just... Look, you had something with your life, real things, good things, and you lost it all, and Im sorry. So now youve got nothing left to lose. But I dont even have the something worth losing, not yet. You know, I mean, Im still fighting for that. - And what is \"that\"? - I dont know. Enough to be content? Like, to look around and think, well, I guess Im okay. Just to be able to breathe out, not feeling like... like... Like just... And that is way off, like, way, way off. And until I get there, I have to play the numbers game. We all do, thats what were in. Thats how the fucking world works. Look, maybe you dont remember, you know, youre just too old to get it. I do not mean that how it sounds. Dont worry. Im not voting you down. - Sweetheart. - What time is it? Im heading east from here so I think you need to get yourself another ride. - Where are we? - About 30 miles from Port Mary. A lot of buses stop here so you should be fine. - Well, thank you. - Good luck with your speech. I put a little something in there for you. - You did? - Emergency escape hatch! Bye. In this world, were all so caught up... ...in our own dramas. - So, Dad was like... - Its easy to forget what matters. Hed never even heard of the show. Im like, \"You never heard of Sea of Tranquillity?\" Like, the number-one sci-fi fantasy, and hes all like, \"What the fuck?\" Whatever! I think Im allergic to this purple. So Im like, \"Well, Im going to Tranquillity Con in Port Mary. Thats why Im dressed like Lieutenant Duster.\" Hes all like, \"Uh... Port Mary is frickin miles away.\" Yadda, yadda, yadda. He one-stars me. Like, thanks, Dad. - See you back on there. - Okay. Are you guys headed to Tranquillity Con? - Youre into Sea of Tranquillity? - Totally. I was all set to go. My friend, who is there already, has my costume, but my car broke down. Well, theres some space in the RV. - Hi. - Hey! - Youre a Trank head, huh? - Sorry? Trank head. Sea of Tranquillity fan? Oh, yeah. We say Tranksters where Im from. - Whos your favourite character? - Gotta be Lieutenant Duster. - Shes awesome. - She? He! I misspoke. Lieutenant Duster has no fixed gender. I know, and thats why its so hard to remember, right? Excuse me. Gotta get this. My friend, at the convention. Hi, Nay! So, oh, my God, insane night, but I am so close now. Dont come. What? No. No. Im, like, an hour away. Dont come. I dont want you here. I dont know what is up with you, but I cannot have a 2.6 at my wedding. Oh, no, thats temporary! Thats temporary. Well, the weddings today so... - But it doesnt change anything. - Lacie... - I can still do the same speech. - Lacie... - And theres Mr. Rags! - No! But... But you invited me. Youve seen the guest list. They are all, like, 4.5 or above. They are going to freak at a 2.6, and I am not taking that kind of damage, plus I havent dipped under a 4.7 in, like, six months. You said you wanted your oldest friend. When I asked you to speak, you were a 4.2, okay? And the authenticity of a vintage bond low four at a gathering of this calibre played fantastically on all the stimulations we ran. Forecast was a prestige bounce of 2 minimum. But now youre a sub three. Sorry. That just puts the stink on things a little too much. That just plays badly for us. So it was just about numbers for you? Oh, cut the shit! It was numbers for both of us. You wanted those primo votes, dont deny it. Its not like you could get them on your own. Lets not kid ourselves. Oh, Im... Im getting those votes. What? Youre just gonna roll up here and make people like you? - Thats right. Im doing my speech. - No, youre not. Yes, I am. And they are gonna vote me through the roof when they hear it. - Weep their fucking eyes out! - Go home! Hello? Fuck! I have never seen your stupid fucking show. Hope they cancel it! I need a ride! Fuck! Jesus! Hey! Hey! Hey! - Can I borrow your bike? - What? Can I borrow your bike? Do you, Naomi Jayne Blestow, take this man to be your husband, to live together with him in the covenant of marriage? To love him, comfort him, honour and keep him, in sickness and in health... and forsaking all others, be faithful unto him... To my best mate, Anthony. Lets hear it for him. Youve been there from day one. I love you, man. I appreciate you. Hilarious speech, by the way. By your standards. - Pow! Pow! Pow! - Oh! Oh! Oh! Hes still got a few bullets left. Oh, man. Oh, gosh, well, um... Shit! We have so many people to thank. Our beautiful bridesmaids. But, of course, my most heartfelt thanks, my warmest thanks, are to someone whos my best friend, my lover and now, Im honoured to say, my wife. Naomi! One, two, three! Naomi! The A Team! I love you so much, darl. Whoo-whoo-whoo-whoo! Congratulations, sir. - Thank you. - No, thank you. Get over here! Get your ass over here. Get in here, big boy. Youre beautiful! Yeah! Gimme five! Good choice! You fucking earned it, man. You fucking earned it. Everybody, hello! - Oh, my God. - I love you. Can everyone be quiet for a moment? Thank you. - Get rid of her. - That would play awful. Shes a fucking 1.1. Now for those of you who dont know me, which is... all of you... my name is Lacie Pound and, believe it or not, I am one of Naomis oldest friends. Hi, Nay-Nay! Its great to meet you too, Paul. Ive heard a lot about you. Hes a pretty big deal, that Paul. Pretty big deal. He makes his own tapenade! Yeah. Uh... Anyway, um... I... have looked up to Naomi pretty much my entire life. We met when we were five years old, and right up through to our teenage years, we made quite the pair. Wed talk about all the things girls talk about, you know, boys, hair, products, uh... more boys. I mean, I tried sometimes to expand our range a little and talk about climate change, but she found that kind of boring so... Go on. She was probably right. I mean, fuck the planet, right? Whoo! Yes, thank you! Come on. Lets have a little fun here. You know, fuck the planet! Fuck the planet! Anyway... I... looked up to Naomi pretty much my entire life, which meant she was looking down on me. Always with a smile though. In high school, she was my shoulder to cry on. She seemed to enjoy that. Guys and me never worked out. Theyd see Naomi and just... Whoo! You know, that was it. She had this tight ass, like two fists. Uh-huh. I was all like... I was like... through the hallways in high school. And she was there for me. Holding my hair back... as I knelt, vomiting, in front of the crapper. Thank you for that, Naomi. I always wished I was you. And... I guess thats why you kept me around so long? Until you got your new job and your fancy new friends. And that... ...fucking... jackhole! And you didnt need me. You probably got another me. Guess theres some other \"yeth Beth\" you moved on to like a succubus. Im getting to Mr. Rags, okay? Jesus! Stay back. Stay the fuck back! Ill kill him! Ill cut his head off and stick it up my ass! Times nearly up! - Hey! Calm down. - I... I just wanted to say, in this world so caught up in our own shit, - lets not forget what matters. - Its okay. Its okay. Happiness, fucking Paul and Naomi, and shes... She... She fucked Greg! I know she did. - I know you did. - No... Dont even try to deny... The little girl who, when we were just five-years-old in art camp, started talking to me because she saw I was scared and helped me make Mr. Rags. He reminds me of you and what you meant to me then! And Im so honoured to be here to see this shit! I love you, Nay-Nay! Ive always loved you! I love you! What the fuck are you looking at? Just what I was wondering. Well... Dont! Dont? Dont wonder? Uh-huh. It would be a dull world without wonder. I dont give a shit about your world. I dont like your brassiere. I dont like your moustache. I dont like your aura. - My aura? - Yeah. I dont like your... head. Your entire head is just ridiculous to me. Really? You look like an alcoholic former weatherman. You sound like a lost little lamb that just got told theres no Santa Claus. What sort of cartoon character did your mum have to fuck to brew you up in the womb? At least I look like I was born, not shit out by some tormented cow creature in an underground lab. You got tossed out of that lab. - Oh, yeah? - Oh, yeah, flushed out. - Ooh! - In the trash! - Your face is a fucking... - Fucking. Fucking biological car crash that made Picasso screw his eyes up and say, \"Well, that just dont make sense.\" - Youre a fucking asshole. - Fuck you! - Fuck you next Wednesday. - Fuck you for Christmas! - Fuck you! - Fuck you! - <font color=\"#D81D1D\">Synced and corrected by VitoSilans</font> - -- <font color=\"#138CE9\">www.Addic7ed.com</font> -- to switch that off for now. Okay, thanks. You know what its kinda like? Its kinda like a rollercoaster. You know what I mean? Its like a roller coaster. Try it, try it with me. How tall... How tall is the Eye? How tall... How tall is Big Ben? Since then, Ive been working as a technology correspondent for about two years now. Its been great. Cool, thats awesome. So you do, like, TV reports and, like, youre like... - No, just the website. - Oh, just the website? I mean, theres some video stuff, but tech industry pieces mainly. Cool, tech. Techs awesome. Techs... So where have you been so far? Travelling around the map like Indiana Jones? - Yeah. - Where the adventure line goes zigzagging all over the place. Yeah, actually, Im almost done. Uh... But I started off, flew into Sydney, went to Thailand. - Oh, jealous. - India. Yeah. Did Rome, went to Rome. - Did the whole Europe vacation. - Even I havent done that. - Oh, really? - Mm. It was awesome. I went to Pamplona in Spain. - Is that where they do the bull runs? - Ran with the bulls. - You ran with the bulls? - I ran with the bulls. - Thats how I got this. - Look at that! You really are Indiana Jones. Have you got your whip in your bag and your hat? I saved the world from the Nazis. That was pretty cool. I, you know, just... trying to do, you know, shit Ive never done before. Is that what youre doing on this trip? Youre, like, finding yourself? - Yeah, um... in a way. - I mean, I... Really to get away from the family home is what Im doing. Oh. Yeah, that was... Whatever, thats boring. Yeah, well, Im afraid Britains pretty tame as far as daredevil opportunities go. Yeah? Its alright, its the last leg of the trip anyway so... Im... unfortunately home next week. - Not much time... - Next week? - Yeah. - Thats not very long. - No, its not. - Mnh-mnh. So... I could use some suggestions on fun shit to do. - Hmm. Fun shit to do? - Fun shit to do. Ow! Ow! Jesus! Hello. - Good morning. - Good morning. Oh. Another battle scar. Kind of. Let me guess, you were, like, totally shark fishing in Cape Town, dude. Is that your best American accent? - Yes. - Thats pretty good. No, um... It was courtesy of Josh Peters, high school dick. He and I got into a fight in shop class. And he hit me with this, like, metal rod thing. What an arsehole. What an arsehole. - Thats terrible. - Im sorry. Is that you or me? Oh, its gotta be you. \"Mom.\" Youre so American. Yes, I am. Are you not gonna get that? Okay, that was a little impersonal. What, you wanna talk to her now? - You wanna talk to my mum? Ill call back. - Fair point. I dont think so. You hungry? Wow, look at all these games. Youre, like, a gamer. Cool. Of course I am. For my job. What, a girl never beat you at Street Fighter? Is this... Like, this is, like, your dating manual? What? The Singularity? Its when computers learn to outsmart man like women did years ago. Oh! Wow! See, what I was doing, it was like a joke. - You know? - Really? - Yeah. - Well, thats what you call a joke? Mm-hmm. Yeah, you guys have those. - You guys have those here, right? - Yeah, yeah. We do at the moment. Ow! That was a good joke. That was a good joke. Enjoy your Marmite. Whoa! Oh, my... Do you guys seriously eat this shit? Okay, alright. Alright, saved by mum. The best way to actually just stop her from calling is... I dont know, answer it. Yeah, its kind of like a can of worms I just dont wanna open right now, so... Shes worried. Youre her son. Youve been travelling, and I just think if you speak to her, then... Yeah, well, I still live at home with her back in Syracuse. - Thats cool. Thats fine. - Yeah. I was taking care of my dad. Oh, shit. Is he...? - ...okay? - No, he died. - Oh, my God. Im sorry. - Last year. No, its okay. It was coming for a while. It was early onset Alzheimers. Oh, that must have been really... uh... tough. Yeah, he was my best friend. Sometimes hed just look at me and wouldnt even know who I was. Well, my mum, like, I dont even... I dont know how to talk to her. You know, I dont have that connection. I dont even know where to start. So thats why I left. Thats why I went on this trip. Just to get away and make, you know, all the memories that I can... while I can. And I know I gotta talk to her and I gotta just... But not on this. You know, I just... Ill deal with it. Ill deal with it when I get back, you know. Ill just... Youre a good guy, Cooper. Call your mum. Zero, zero, one, nine, three, nine, two, nine. No, I did not buy a pair of sandals in Koh Samui last night because Im in... And how long does that take? Because I need to buy a ticket back to America. Oh, my God. Mm-hmm. Can I just say, this is the most blatant cover story for a second hook-up ever? Yes! Yes! Oh, my God. Thank you, thank you, thank you. Alright. Dont forget your bag. The bag, yep, my bag. Alright. You are a top bird. I dont know what that means, but I heard somebody say it once, and youre it. I got a plan. Yeah. Its odd jobs. - For who? - For, like, its an app. You can kind of... like, Ive used it all over when funds were low, so... - Oh, theres some interesting ones. - Pretty cool. - \"Thrillseekers wanted.\" - Ooh. - This looks right up your street. - Okay. Okay, four pound signs. Thats a biggie. Thats good. Its a little out of town. And some kind of play test deal for a company called Saitoo... Saitogoo... - SaitoGemu? - SaitoGemu. Yeah. Theyre huge. - Theyre really big. - Really? - Horror games? - Uh... Have you heard of... Oh, whats one of theirs? - Harlech Shadow. - Harlech Shadow? Yes, I have. I used to play that in my buddy David Ludwigs basement when we were, like, seventh grade. Well, thats Shou Saito. Its his company. - Hes like this genius, super secretive. - Okay. And apparently, theyre working on this new project. Big money involved. Groundbreaking. But nobody knows anything about it. Well, maybe if I play my cards right I can get you an exclusive with Shou. Hmm? Fo Shou? Yeah? You should take a photo. Seriously, if you get a photo of anything that theyre working on, thats a fuckload more money than four pound signs. Cool. Well, where is this place? Mr. Copper. Oh, hi. Um... Just Cooper. Mr. Cooper, I apologize. Just Cooper is fine. Then, in that case, Im just Katie. - Hi. - Hi. - Follow me. - Oh, yeah. - Ill just get my pack here. - Rav will take care of that. Oh, Rav will take care of that. Okay, great. Thats good. I dont wanna carry it anyway. Rav kind of reminds me of like an end-of-level boss. You know, haiukon. Just... - How was your journey? - Great. Thanks. - The car pick you up okay? - Yeah. Wow. This way. Are they... seeing? Its cool. Very cool. Wow. Come on. Feel like Im gonna go meet Dumbledore. Hope I get Gryffindor. Im gonna need your phone and anything else you might use to send and receive. - A little paranoid, dont you think? - Cant be too careful. Okay, there you go. Wow, you really are paranoid. Whoa! Its white. Um... Okay, so Im guessing this says, like, I agree to have my kidneys harvested? Actually, its a pretty standard NDA-disclaimer thing. Okay. Its important that you realize there is a small medical procedure involved. Sorry, for a game? Nothing permanent and we dont harvest your kidneys, - I promise. - Okay. Its no more invasive than having your ears pierced. \"Confidential information, brain downloads the game, duration, termination...\" Um... The signature page... - Where do I sign? - Oh. - Signature. Yeah. - Theres a page missing. - Okay. - Just a moment. Alright. Ill just wait... here. What the fuck? - All good? - All good. What were working on is an interactive augmented reality system. - Like VR? - More like layers on top of reality. Oh. Okay. Um... Ow. Um... - Whats that? - We call this a mushroom. - Like Mario Brothers? - If you like. - Youre qualified to do this, right? - I havent killed anyone yet. May I? Yeah. All done. - That was it? - See, I told you Im good. - No, dont worry, its not permanent. - Um... Okay. What is this, like, some kind of memory test or something like that? - Youll find out. - Oh, okay. You might feel a slight twinge as it initializes. Oh, okay. Commencing at 5:38. - You ready? - Yes, sir! Nearly there. I thought I turned that off. - All done. You feel okay? - Uh-huh. Feel great. - Watch the targets. - Okay. Um... Is... What do you see? Like a... um... Like a video game gopher. - Is it more detailed now? - Yeah. Yep, yeah. - And now? - Holy fuck! Holy shit! He... Fuck. Hes right... Hes right... Hes right... Can I... Whoo! Hes not real. Hes a sort of mental projection. - You can see him. I cant. - You cant? Wow! Oh, okay. Give him a whack. Give him a whack? Oh. Okay, alright. Okay! Alright, so just like whack-a-mole. - Mm-hmm. - Ive played it a million times. Okay. Alright. Here we go. Come on up. Oh! Where you coming up? No. No. No. Oh! Oh! Alright. Stay down. Oh! Okay. Good game. Very good game. You are so adorable. Okay, bye. Bye. - Is that it? - Afraid so. Oh. Now, were the gophers two-dimensional or three? Three. No, no, no. 3D, super 3D. Like... Yeah. - Now this is just a limited test demo. - That was a demo? I think you should beta test the full experience were working on. Thered be more money in it, of course. If youre game? Yeah, yeah, yeah. Uh-huh, Im game. Im game. - This is Shou Saito. - Oh! - You must be our latest volunteer. - Hi. This is really great. Hi. Hi. I just... I wanted to say that the mole game, super fun. Super fun... fun. - Fun? - Fun. - Fun is good. - Yeah. Oh. - Playing games is good. - Mm. Your heart goes faster. - You smile. - Yeah. Yeah. Or, um... scream. Oh! I have always liked to make the player jump. Frightened. You get scared, you jump. - Afterwards, you feel good. - Yeah. You glow. Why? Oh, um... Because of the adrenaline rush. - Yes. - Yeah. But mostly because you are still alive. You have faced your greatest fears in a safe environment. It is a release of fear. It liberates you. Yeah. I mean, totally. What we are working on now is the most personal survival horror game in history. Cool. One that works out how to scare you by using your own mind. Whoa. That... That sounds crazy. Cant wait! Im uploading a neural net package. Neural net packing, neural net. Hmm. Name could use a little work, I think. Its all 90s. Im just kidding, its a good name. Its state of the art intelligence software. It learns and adapts on the fly. Itll monitor your brain activity and try and work out how best to frighten you and then adjust to your experience accordingly. -Whoa! - Are you ready? - Oh, yeah. - Beam me up. Here we go, lock and load. - Eyes closed. - Time is currently 6:17 p.m. - Okay. Its uploading. Five, four, three, two, one. How are you feeling? Um... I feel good. I feel normal. Okay. Stand up, slowly. Are you ready to play? Isnt this the Harlech Shadow house? Its part of the estate. The gamekeepers lodge, actually. But, yeah, this was the model. The layout was replicated for the game and the texture scanned. Wow! Very, very cool. So whats the game, what do I do? You dont have to do anything. You just stay in here alone, see how long you last until youre too scared to continue. So all I have to do is, like, stay here? And I get paid for that? Ill be back in the control room, watching. There are cameras all over, so no stealing the silverware. And now theres this. - And whats this? - Its an earpiece. Oh! Yeah, just pop it in, and you and I will be in contact the whole time. Oh, cool. And I can, like, talk to you, and youll hear it? Great, thats great. Now, nothing youll see can physically harm you. Its all just audio-visual, like the gopher game. Oh, okay. But if it does get too intense, we can pull you out at any time - and stop the experiment. - Okay. Is there a safe word you can think of? Something easy to remember in distress? How about the word \"stop\"? - Good choice. \"Stop\" it is. - Yeah. Okay, well leave you to enjoy your evening. - Alright. - Youll hear from me in a moment. Just make yourself at home. Okay, all right. Well, take her easy. Harlech... Shadow. Is this real? Yeah, its real. Thats real. Its really dead. - Cooper. - Oh, hey. - Are you hearing me? - Loud and clear. Oh! Reaching for the Dutch courage already, I see. - Im afraid that wines non-alcoholic. - Lame. - Well, we need you with a clear head. - Okay. Fair point. Fair point. This is high-quality craftsmanship. This is nice. Yeah. Its good woodwork. - Thats this place. - Full marks for observation. Mm-hmm! Yep! Alright, there we go. Ah! - Oh, shit. - Whats up? I just forgot I dont have my phone. I keep going for it, I forget its not in my pocket. And theres, uh... no TV here, so... Welcome to the 19th century. No TV, no Internet, no wi-fi. Yeah. No wonder people were seeing shit. Probably were just bored out of their gourds. Well, thats the leading theory about ghost sightings. The mind plays tricks when less stimulated. Fewer distractions, people saw more ghosts. Isnt that a nice piece of info? Well, they got literature, though. Thats pretty sweet, right? Oh, my God, I cant remember the actual last time that I read a book. To think people used to do this on purpose. I know. Crazy. Why? - You know, I dont think Ive... - Shh, alright? I need to get into some old-school shit here. Concentrate. Pardon me. Can I point out your heart rate just increased? Yeah. Well, it should have cos theres a huge crazy spider. You see a spider? - You dont... you dont see that? - No. Dont... Dont walk. Dont... Holy shit! Tough guy like you, scared of spiders. Yeah, Im just not fond of them. Its worked out youre an arachnophobe quickly. Its probing for weak spots. God damn it. Fucker! Yeah! Um... Okay. Yeah, well, yeah. Whole lot more realistic than the gopher game. Its good. Its good graphics. Its good, uh... Yeah. Weak sauce. - What is it? - Just... Nothing. Nothing. Here with the figures. Theres a... No. Theres a light on... now, in the... Can you... zoom in and... Zoom in on it? And you can see what Im talking about. Whoa! - Cooper... - And now theres... Shh! Theres a guy in the window. That wasnt... Yeah. And now hes gone. Now nobodys in the window. Which is the... Mm-hmm. Yeah, theres a... Just leaky pipes. I knew it. It was leaky pipes, like... Holy fuck! Fuck! Oh! Oh! Okay. That got me. You got me. What are you seeing? Like a creepy fucking guy. Wow, just... Oh, my God. Oh, my God! He kinda looks like Josh Peters. - Its Josh Peters! Youre Josh Peters! - Sorry? Youre Josh Peters from high school! From a guy I know at high school. The system could be mining some of your personal memories for texture. Was Josh Peters someone you were scared of? He was a bully. I wasnt scared. I wasnt scared of him, but he was a bully and... Man! Take a couple of Krav Maga classes and Id be ready. Id be ready! Kali ma! Dah! Im gonna get some wine. Re-up. Id offer you some, but I dont think you can drink it so... Whoo-hoo-hoo! Catch ya later, Peters. This non-alcoholic wine is pretty good. Im not like a expert or anything, but its kinda great. I was in France. I stayed at this, like, vineyard, and they had this wine, like, grape-stomping festival. Now that, that wine was good. I know that. Youre being discursive. - What is discursive? Discursive? - Talkative. - Mm-hmm. - Rambling. Is that a problem? People sometimes talk more when theyre afraid. Helps compensate for the fear. - Masks it, too. - Oh, yeah? Similar to when youve got the TV on late at night. The voices make you feel less alone. Even though you are alone. You arent scaring me, Katie. Pity. Is there like a refrigerator here? Theres some snacks in the cupboard. Alrighty. Eenie meenie, miney... Mo! Alright. Okay, ginger snaps. Lets see. Yeah, yeah, yeah. Thisll do. Now... um... Hes gonna be right behind this door when I close it, isnt he? Yeah, thats how this works. Knew it. Jump scares get pretty old... Fuck! Oh, God. - What the hell is that? - What do you see? Holy shit! A fucking... Uh... Hard to explain. Its like a huge-ass spider with a face and dicks coming out of his mouth. Its... Peters. Peters is inside. Like a Peters-spider mash-up. Ah, Katie! Are you doing this, or is this fucking me? - I think thats all you. - Im so fucked up! God! Fuck! Holy shit, youre fucking gross. Yeah... Sorry, can you say again? Katie, hello? Damn it, Katie! Whenever you come back online, just say the word. No, Im not scared, just... bored. That you guys? Coming to fix the earpiece? Thats probably a good idea. Yeah. Yeah. Fuck it, man! Come on! Youre in danger. Sonja? Now were talking. Alright, this is incredible. This... very impressive. I am thoroughly impressed. I am... Wow! Wow! You look so real. Youre, like, just like her. I mean, wow. Except... youre just unfortunately not... um... - Cooper, what are you doing? - Wait, wait. Hold on, hold on. - Cooper, youre in danger. - Shh! Quiet. Quiet! I need to think. Youre fucking real. You are real. Youre real. - Cooper, youre in... - Youre Sonja. Youre actually here. - Are you actually here right now? - Im real. Im actually here. - God. - And we have to go. - You have to listen to me. - How are you here? You know that photo that you sent me? I dug around and apparently Shou Saito took out a patent for a computer brain interface last year. How are you real? I dont... Okay, fuck. I dont... They brought you here! You are, youre real, and they brought you here, and theyre trying to fuck with me. Nice try, good try. I get it. Its part of the test. His patent got rejected outright. They said it was insane, it was dangerous. Wow. Really? How much are they paying you? Honestly. Cos youre killing it right now. - Have they given you something? - Sorry, I thought you were fake. But now I know youre real, Im being a really terrible host. I got some non-alcoholic wine. Might put us in the mood. - Cooper, what I want to do is... - Well talk about it in the kitchen. - Cooper! - Sonja, relax, okay? Give it up. I know, the jigs up, okay? Let it go. Look, Cooper, theres more. Five people have disappeared in the past year. All tourists, all registered with that stupid odd jobs app. Oh, yeah? Wow. God, thats crazy. Whatever theyre doing to you, whatever theyve done to you, its dangerous, and we really have to go now, Cooper. Okay, okay. Alright. - Well, if your storys true... - Cooper. - Then howd you find me? - What? Howd you know where I am? Its a games company, I looked up the address. Yeah, really? No, no, no, no. Howd you find me here? This place. - I tracked you. - You tracked me? Yeah, with your GPS on your phone. Find My Friends. Find My Friends? That wouldve worked, but they took my phone. And its in a building, like, a mile away. So, yeah, nice try. Thats right. So much for women outsmarting men. Singularity that! Look, all Im saying is that I think that you couldve come up with a better story, it could have been funny or... Okay, alright, dont be pissed. Do you ever wonder how your bank account got hacked? What are you doing? - I cloned your card as you were asleep. - Whoa. Okay. Put the knife down. What are you going to do with that? I drew your attention to this job. Sonja, put the fucking knife down, okay? Its not funny. Shouldve called your mum, Cooper. - But you called me, and I led you here... - Sonja. - You know what? - ...like a breadcrumb trail. Put the knife down. Drop the act. Okay, seriously, drop the knife, Sonja. Its not fucking funny. Put the knife... This isnt what I signed up for. Im fucking done, okay? Fuck! What the fuck? Oh, fuck! Oh! Holy fuck! Stop! Fuck! Oh, fuck! Oh, fuck! - Cooper. - Katie! - Katie! - Cooper. - Katie! - Cooper, whats happening? What the fuck happened? Whats happening? Weve been talking. Youve not been responding. - You said I wouldnt feel anything! - What are you seeing? Whats there? - Fuck! Shes gone now. - Whos gone? Oh, my God, I-I felt it. Theres a knife in my arm! - In my shoulder. - Cooper, who was there? - Fuck... Sonja. - Who? Sonja. Shes this girl that I know, that fucking... She stabbed me. - She had a fucking knife. - Nothing can harm you, Cooper. - No, no, no, no. She was solid. - No, she cant have been. She... I was stabbed! I would know! Nothing you see can harm or even touch you. Its purely audio-visual. - Theres no physical sensation. - Fuck! Yes, there was! - Cooper, you need to calm down. - I know because I felt it, okay? I felt her arm, it was warm, and I felt her fucking stab me in the shoulder. - Thats not possible. - Oh, my God. - Its not possible, Cooper. - Yeah, it is! Yeah, it is! Physical sensations shouldnt be possible. - Unless, I mean... - Oh, God. Unless what? I dont know. The neuron net, it could have maybe worked out some means of replicating physical experiences, - but that would be unprecedented. - Jesus Christ. Okay, you know what? Stop the game. I want out. Just pull me out now. Stop, stop, stop. Safe word. Fucking stop! - Okay, okay, just let us work it out. - Oh, God. No, I want this fucking thing out now. Cooper, do not attempt to remove that yourself. Removing it yourself is extremely dangerous. Stop that, that could kill you! Just stay calm! Is that Shou? Is that Shou? Whats he saying? Whats he saying? Okay, Cooper. Were gonna commence with deactivation. Oh, thats great news. We need you to follow instructions and make it to the access point. The access point? Great. Where the fucks the access point? - Oh, fuck! More stairs? Come on! - Just one more level. - Trust me. - Okay. Left at the top. - Okay, which door? - Room at the end. What is it? Theres gonna be something behind there. I can feel it. - Something like... - Like what? Some personal fucked-up shit. Like... I dont know, I could feel it digging around in my head. Cooper, get to the door. Its gonna be like my mum, I dont know, dead. - Your mum? - Fucking swinging from a fucking beam. - Your mother is not in there. - Youre not in control of this! Its in my head. It fucking knows. It knows. - It knows! - It knows what? It knows I got this thing with my mum. Cooper, I promise you, shes not in there. - Now open the door. - Oh, my God. Its the only way I can get you out. Listen to me. Okay, Okay. Fuck. Okay. Whatevers in there cannot harm you. But I cant get you out unless you open that door, Cooper. Okay. Would you kindly open the door? Here we go. Here we go. Okay. Okay, okay, Im in the room. Wheres the access point? Access point? - There is no access point. - What? Im fucking with you, Cooper. I told you to come up here to see if weve broken you enough to obey instructions without question. - And we have. - Oh, no, no, no. Katie, come on. Katie, come on, let me out! Katie, let me out, come on! What the fuck! Oh, what are you gonna do? Oh, what are you doing to me? - Why are you doing this? - You thought youd see your mother. - Oh, fuck! - What does she look like? Your mother, can you describe her face? Her hair colour? She... Is she tall, short, fat, thin? - Where did you grow up? - She... Whats your favourite band? Your favourite flavour ice cream? The name of the girl who stabbed you? You dont know any of these things, do you? Dont you think thats odd? Its fucking taking my memories! Overwriting them, technically. Fuck. Look in the mirror behind you. Do you recognize yourself? Do you even know who youre looking at? Soon you wont be anything. Youll be just like your dad. Shut up, shut up, shut up. - Thats what really scares you, isnt it? - Stop it. - Shut up! Shut up! Shut up! - Youre going the same place he did. Shut up! Shut up! Shut up! - Youre going nowhere. - Shut up! Shut up.  You should have called mum. Shes all thats left. - You abandoned her. - No, no, no, no! Get out of my head! Youll never see her again. Youll never speak to her again. - Never see her face. - Get out of my fucking head! Get out of my fucking head! Get out of my fucking head! Youre a bad son. Youll never see your mother again. Youre going nowhere. Straight into oblivion. You deserve it. You should have called her. Get out of my fucking head! Get it out of my head! Get it out of my head! Get it out of my fucking head! Cooper, Im gonna shut it off, okay? I just need to connect. Get it out of my head! Get it out of my head! Get it out of my head! Oh, my God. Where am I? Who are you? I cant stop it. I dont know who I am. So I... So I need to go home. The interface has data tendrils like roots. Theyve dug in deeper than theyre meant to. Threaded through your brain, taken over whole areas, I cant stop it. I cant remove it, and I cant stop it. But I... But I dont know who I am. I dont know... I dont know who I am. I dont know who I am. I dont know. On behalf of Saito Game Team, I most humbly apologize. Who are you? What have you done to me? - What have you done to me? - Put him with the others, please. No, no, no, no! No, no, no! Stop, stop, stop, stop! Stop, stop, stop! Stop, stop, stop, stop! No, dont, dont! Dont! Dont! Stop! Stop! No! Oh, fuck. That was one second. Either hes super susceptible to this or the software is way too powerful still. Its jumped from zero to 18K in five milliseconds... Im sorry. The experience was more powerful than intended, Mr. Cooper. I hope you can forgive us. ...all luggage under the seat in front of you. All electronic devices should now be turned off and stowed as they may interfere with the aircrafts navigational and communication.... Mum? Mum? I have to call him. Mum? Why did Cooper go? - I... - Mom, Im right here. Im... - Im right here, Mum. - I have to call Cooper. I have to call and make sure that hes safe. I have to call him. I have to call him. I have to call him. Mum? Mum! Mum! Mum! Mum! Mum! _ _ _ _ _ _ _ _ _ \"Mum.\" _ _ _ _ _ - <font color=\"#D81D1D\">Synced and corrected by VitoSilans</font> - -- <font color=\"#138CE9\">www.Addic7ed.com</font> --  4 Excuse me. Someone forgot this. Oh, thank you! - What do you say? - Thank you. - Its all right. - She forgets everything. Thanks again. She was some yoga teacher, proper bendy. Look. Look. Jesus! Fuck! What, she sent that to you, did she? Double naughty. Jog on. Linds! Linds, wheres my laptop? - Dont be a bell end! - Use your own. - Mines bust. Yours has gone all frozen. - What did you do? - I was trying to put on this film thing. - What film thing? Dont know. Some programme lets you watch free films. While I was trying to put it on, then it locked up. - Look, its not my fault. - Dont take it again. Its not yours. - Oh, fix mine when youve done that. - \"Fix mine when youve done that.\" _ _ _ - Stop nicking my Cokes! - Whatever. Did you draw that yourself, Kenny? Thanks, Kenny. See you tomorrow. Bye. - Bye, Kenny. - Bye, Kenny, Ill see you tomorrow. Youre mental. - Youre mental. - Youre a thief. Love? Kenny? What do you think? - Im still not used to the colour. - Its nice. Yeah? Do me a favour and prison-guard your sister, will you? I wont be late. Probably. Oh, my God! Hes outside. Theres a lasagna thing in the freezer. I love you. _ _ _ _ _ _ _ _ _ _ _ _ Have you seen my keys? You okay, Ken? Love? Yeah, fine. Ha! - Morning, Kenny. - Hi. _ _ _ _ _ _ - Kenny? - Feeling really sick. - Youve only just got here. - I know but think I might throw up. Okay, just next time can you...? Whoa! Easy, knobber. _ _ _ Come on. - Its fragile. - What is it? They told me to do that. Is that it? What do I do now? I cant really help you. What do I have to do? Just whatever they say and once youve done that, youre out. They let you off. _ _ _ Hello? Del... Delivery. Wrong room. They said 121. No, theres no delivery here. - But they said... - I havent ordered anything. Its a cake. - What cake? - I dont know. I think its a sponge. I didnt order a cake so just take it back to the bakery - and tell them they got it wrong. - Look, if I... I dont want the cake. So go away or I call the front desk. _ _ I will kick that cake up your fucking arse. M-Mindy sent me. - What is this? Wheres Mindy? - I was just told to give this to you. - Mindy told you? - No. - You said \"Mindy.\" - Thats what they told me to say. Get inside. So what are you saying? Are you saying Mindy ordered the cake? No, uh, I dont know. It... they... it was them. Them? They? Who the fuck are you on about? - The people. - What fucking people? The phone people. The people on the phone. They told me to bring the cake, and theyre leaving texts on my phone, - and then I do what they say. - Whoa, whoa. Slow down. Just breathe through your nose. Through your nose. Okay? Good. Now, just show me what they said. On your phone. - Show me the text. - Okay, well, um... This. - I should... - Shut up. Just let me. What the fuck is this? - Who are these people? - I dont know. - Who are you? - Im not them. They send me messages, and I do what they say. Why? Why would you do that? Is it them? _ _ _ - They said I had to do that. - Jesus Christ! Okay, okay. Theyre saying they just need us to follow their instructions, and everything will be okay. Okay? Shit! Theyre saying we have to do it together. - What do we have to do? - Just take the cake somewhere. They sent me an address. A map coordinate thing. - And theres a car we need to get. - A car? What sort of car? I dont know what sort of car. They said its in the car park outside. They sent me a licence plate. Thats all I know. Why both of us? I dont know! Just let me deal with my fucking shoe, please. _ What have they said? They say, \"Go with him. Take the package.\" Okay. \"V760 DHM.\" V760 DHM. Im getting fucking number blindness here. Thats it. All right. They said the keys are on the back. Okay. Look, maybe you better drive. Do you drive? - I mean, I had a drink back there. - I cant. I can... I can drive. Im still learning. Havent passed my test yet. All right. Uh... Youre navigating. Okay, youve got a sat nav on your phone? Yep. Here it is. Punch that in. Its a street somewhere out of town. Sort of High Wycombe-ish. They said we got to be there by two. Its gonna be tight. So Im guessing they got some shit on you that theyre threatening to put out? With me, its... You saw the room, fucking lacy knickers. I was waiting for a prostitute. Escort, hooker, whatever they call them now. I got a family, which is great. You get bored. I mean, when I was young, I used to like... I cant fucking justify it. I just wanted to fuck a 20-something. For old times sake, I dont know. I joined this website. I was curious. Just wanted to see what was on there. I got talking to Mindy, who I thought was Mindy. I mean, she sent me pictures. I sent some back. Phone photos. Grabbing my cock. You name it. They got the whole fucking thing. But not just pictures, chat messages. All the arrangements, where and when. Me haggling over the price and they say they got it all. Sucked up the whole hard drive like an audit. Fucking twat. What a fucking idiot! If that shit gets out, thats my wife out the door. Then theres the kids, shell take them. Oh, no, not a doubt in my mind shed take them and shed win. Custody, shed win. And Im not losing my kids. I tell you that right now. No way! Absolutely fucking no! They filmed me. - Filmed you... - Through my computer camera. - What, like, filmed you? - Yeah, like, you know, doing it. - Like sex? - No. Like, you... you know. Jerking off. Jerking off to porn or something? Well, everyone does that. - The fucking pope probably does that. - Theyre gonna put it everywhere. Like theyre gonna send it to everyone. - Oh, shit the fuck! - What? What? - How longs that light been on? - What light? Whoevers car this is, they left it fucking empty. I wont be a minute. Unleaded. Unleaded. Oh, bugger! Listen, you pay, yeah? Itll save time. Have you got any money? Okay, Visa card PIN number 3109. Say that back to me. - Visa card... - Just the number! - Uh... 3109. - Okay, go! Pump four! - Whats your pump number? - Four. - You want some chocolate? - No. - Its two for one this week. - Im okay. 31.89. Pop your PIN in. - If youre sure you dont mind? - No, no, of course not. - Ill get on to that. Make some calls. - Brilliant! Its next Wednesday. - Okay. - Keep it non-dairy just to be safe. Okay. This is, uh... my nephew. Nice to meet you. - Kenny. - Kenny. Im Karen. Were both Ks. Im head of the PTA at Theo and Cassies school, for my sins. Just roped poor Hector into sorting out the catering for the quiz night. Been the usual balls up. Listen, we better get this guy to the station. His trains... So we better go. - Cansroad Station? - Yeah. Oh, couldnt drop me at the end of my road, could you? Its on the way. Mayer Street? Its the bus otherwise and that goes all the way around the common. - Were in a bit of a rush, actually. - Well, its no detour. Its en route. Ill hop out. Hardly need to slow down. Yeah? - Yep. Sure. Lets go. - Brilliant. Thanks! Ill just get in the back. Oh, dont want to squash your box. - Whats that? Present? - Its a cake. - Its just a... its a cake for Penny. - Oh, lucky her. So how is Penny? Havent seen her since... must have been sports day. Shes good. - She still planning to get back to work? - Yeah. Yep. _ - I mean, how olds Theo now? - Uh... Hes seven. _ He was so funny in the play. That big top hat on. Yeah, he had a good time. _ Oh, Annas having a sleepover. Cassies probably already told you about it. Six nine-year-olds in the house. I must be mad! _ So, Kenny, where you heading back to? - Sorry. What? - Are you going home or...? - Uh... - Train. Birmingham. Yeah. Uh... - Yeah, I-I live in Birmingham. - Oh, my husbands from Birmingham. - What part are you? - South. South. - Mainly. - Right. _ Have you always lived there? Cos you dont sound... I dont have the accent, no. Everyone says that... That... I dont have the accent. Didnt grow up there though. I grew up somewhere else. Like London. I grew up in London. Okay. And is your mum and dad on Hectors side or Pennys? Someone crossing! Crossing! Sorry about that! Cant miss his train. This is me. Great to meet you, Kenny. Give my best to Penny, wont you? - Yes, of course. - Bye, then. - Bye, Karen. - Bye. Were gonna make it, okay? Its this junction. - What? This one? - Yeah, yeah, yeah. You sure this is it? \"Look in the cake.\" Lets look in the cake. Look in the cake. In the cake, I suppose. I got something. What the fuck? Oh, my God. \"Five minutes to decide.\" Decide what? - \"Who is driver?\" - \"Who is robber?\" _ Oh, no. No. - W-w-we cant. We... - Im driver. You said you cant drive. Im driver. Ill be right here with the engine running. We... We cant. We... Then how else are we gonna deal with this, Kenny? - Im not... - Listen to me. - Im not... - Shut up and listen! Hat and sunglasses. No ones going to ID you. You could be Kevin fucking Bacon. Thats point one. Shut up! Point two, in a robbery, staff are trained. I am not... They are trained to hand over the cash. No argument. I saw it in a documentary. No resistance. It looked easy. Its not easy. I know it isnt easy, but what the fuck else are we gonna do? Hey? This gets out, I will lose my kids. And I swear to God, I will stand in the kitchen and put a fucking bread knife through my throat if that happens. - I only looked at pictures and... - And beat one off on camera? Thats what they got, yeah? Your hot little face, blurred fist, dick burping fucking spunk everywhere? Your mums gonna love that on Facebook, Twitter, Insta-fucking-whatever. And her friends. All eyes on you, giving it that. Toss in the cunts at work, calling you Spurty McGoo. Laughing at your come face, making it their desktop wallpaper. Its not just weeks. Were talking years here. Pictures hang about on Google like a gypsy fucking curse. Theres no cure for the Internet. It would never go away. Itd be glued to your name, a fucking stain on you. Id hang myself if that was me. Crack my fucking neck at the first opportunity. They just want the money, so go in there and do it. - Youll drive away. - I am not gonna drive away. Im gonna be sat here with the engine running. I cant. I cant. - You can. You can. - I cant. I cant. I cant. I cant. - You can. - I cant. We dont have much time, Kenny. - Its not real. This is not real. - You can do this. Keep it together. Please hold it together. - Shut up, shut up, shut up! Shut up! - Okay. Have you got a bag? Glasses. Breathe through your nose. Give me money. Just give me money! - Yes. Okay. - Lots of it. I need lots of it. Sh-should I use your bag? Take it. Im going to pass this back to you now. Is that okay? There was some bloke standing there on his phone freaking me out. - Did you get it? - Yeah. Go faster. Speed limits 40. Wanna get stopped for speeding now? - Oh, shit. - Fuck! Thats a siren. Shh! Shush. - Lets go! - Shut up. Wait, wait. Come on. Come on. Okay. Were okay. We should text them, no? Tell them we got the money. - They say we got to take it somewhere. - Where? This is it. Yeah. Here we go. \"Final instruction.\" \"Take car away and destroy.\" Destroy the car. \"Just you alone.\" Why just you? _ _ I got to take the money somewhere over there. Why? Why have I got to do it? Fuck knows. _ So... You better go, yeah? Hey, you got this far, havent you? Just drop it off. Thats it. Youll be all right. Hey, listen, Kenny. Look. Im sorry about... just back there. Shouting at you. Calling you stuff. Im an all right bloke really. I swear I am, when its... When stuffs normal. You take care, yeah? Yeah, yeah. Hang on, hang on. They told me I had to set this thing off first. Okay. You got the prize money? - Prize money? - You know, for the... fight? How is there a fight? - They didnt tell you? - No. Weve got to fight... ...or else they post everything theyve got on us. Winner takes the money. Weve got to do it. I mean... Theyre watching. What sort of fight? How do we know when its over? How... How do we know whos won? I dont know about you, but my lifes over if this gets out. Fucking over. What they get you for? I just looked at some photos. Thats all. I just looked at one or two photos. Yeah. Yeah, yeah, I just looked at pictures too. How young were they? In the pictures? How young? Yeah. Well, me too. Look, mate. Dont. Please. Please. Please. Mindy? Is that what youve become? - A dirty, sick, disgusting pervert? - Hey, relax! Look at me! Is that what you are? _ What did you do, Kenny? Theyre saying its kids! That youve been looking at kids! And Lindsey saw it. Theres a video of you. All of her friends have got it! Kids, Kenny! Tell me thats not true! - <font color=\"#D81D1D\">Synced and corrected by VitoSilans</font> - -- <font color=\"#138CE9\">www.Addic7ed.com</font> -- of the biggest hits of 1987 so far. Gotta love that track! Coming up next in just a moment... Could you please stop it? I just wanna have some fun, okay? Kelly, come on. - Kelly. - Im still walking, Wes. Weve only got a couple of hours so lets, uh... lets use it. I am using it. Hey. Youre good at this. Its, uh... got different endings. Depending on if youre in one or two player. Uh-huh? - It was kinda the first game to do that. - Damn it! Do you wanna play <i>Top Speed</i>? Oh, no. Thank you. I just wanna get my bearings a bit. Uh... okay. - See you around? - Mm-hmm. Go along with whatever I say. - Sorry? - Whatever I say, go along with it. Okay, Wes, youre just pestering now. - Do I have to red light you? - Two hours 35. - Theres not much time left. - Wes. Look... - Last week, we had the most amazing... - Last week was last week. I need to talk with my friend here, okay? Havent seen her in a while. Wes, shes sick. Like \"six months to live\" sick. Five, actually. I need to catch up with her. Private time. Okay. Okay. - Hey, Im sorry. - Thats okay. See you around? Sure. Sorry for killing you. The whole \"six months to live\" thing? Sorry. Five. Five was a nice touch. - Kelly. - Yorkie. - Yurgie? - Yorkie. Like the dog breed? Yeah. Hes not a bad guy. I feel kinda bad. - Met him at the Quagmire so... - Whats the Quagmire? If you dont already know what the Quagmire is, you probably dont wanna know. No? You want another one? - Oh, no, I... - Yeah, you do. Come on. Do I have to tug your leash? - Hey, Blondie. - Im Blondie? You are. Jack and Coke times two. - Oh, no. Mine was just a Coke. - Times two. - What are you doing? - Im... regarding you. I feel like Im being analysed. - Why the glasses? - Um... I like them. They totally work on you. But do you need them? - Yeah, the lenses dont do anything. - Knew it! I used to wear them in school. So I guess now theyre just kind of a... comfort thing. I figured they were kind of a fashion statement. - Really? - But then the rest of your outfit is not. Dont take that wrong. Its refreshing. I mean, look around. People try so hard to look how they think they should look. They probably saw it in some movie. But I like these. Youre authentically you. Thanks. Cheers. You never tasted it before? No, I... I just havent had it in a while. Its good. Do you live here? - No. Oh, uh... - Tourist? Well go with tourist. So youre new here? - First night. - First night? Wow, okay! Oh, my God! We <i>have</i> to dance to this. - With each other? - Uh-huh. - Oh, no. Dance floors arent my thing. - Oh, lets not limit ourselves. - No, I cant. - Yes, you can, come on. - No, Ill look dumb... - Just follow my lead! Copy me. You got it. Hey! - Why did you run away? - Oh, sorry. I... I said Im not much of a dancer. No shit. Like a frightened horse on a frozen lake back there. Im kidding. Half kidding. Sorry I pushed you into it. Saturday nights once a week. Its like no time. I get impatient. No, no, its not that. Its... - Everyone was looking. - Looking? Yeah. You know, two girls dancing. Okay, one, folks are way less uptight than they used to be. And two, this is a party town. No ones judging. Face it. If they were staring, its because I am bodacious. - Youre stupid. - Thank you! - Ive never been on a dance floor. - Never? As in the whole time youve been alive never? Never. What are you, like, Amish? Thats one sheltered existence you got there. Yeah, well. As far as my familys concerned, I cant do anything. Well, no one knows about even half the shit I get up to. With your folks, though, its from a place of love, though, right? - They worry. - They dont worry. Just the concept of me enjoying myself would blow their minds. What would you like to do? That youve never done? Oh... So many things. San Junipero is a party town. All up for grabs. Midnights two hours away. Oh, thats not long. Why waste time sitting here? I, um... - Listen... - Its okay. - No, I mean... - Really, its okay. No, Im, uh... Im engaged. I have a fiancé. - Hes called Greg. - And is Greg here? - No, hes... - Elsewhere? Yeah. Oh. Wanna go to bed with me? We could be back at mine in like... I never did anything like that. All the more reason. Oh, youre nice. - I cant. - Okay. - I just... I cant. - I get it. - I have to go. - In this? Its been really great to meet you. Likewise. Okay. Okay. Okay. Shit. _ - What the hell, Wes? - Look, I know Im coming across... - Im red lighting you, for real. Okay? - No, dont do that. Just... - Then stop this. - Can you hear me out? Please? Please. How many girls do you think there are in San Junipero? Hundreds? Thousands? I dont care. Im saying theres plenty of other girls out there for you, Wes. The locals? Theyre like dead people. A little lively for dead people. Look, I dont want some kind of boring romance, okay? Like, Jesus, put us in a retirement home deal. Well, if youre looking for someone to fuck, theres options. - Hang out at the Quagmire again. - Its not just sex. - It was just sex. - No, we made a connection. Wes, it was just sex. - No... - No roots. We had fun. Im sorry. Enjoy the town, for Gods sake. - Hey. - Hey. Waiting for someone? Not really. Ill get you a drink? Uh, yeah, sure. So, uh... yeah, it was microsurgery, I guess. You know, both my kneecaps had kind of just worn down. You know, I never got this song. Kind of weird. - Shall we dance? - Sure. I mean, I guess by the time Id put my mind to, like, computing. You know, caught that first wave, would have had a different story. Gotta use the bathroom. Okay. - I dont know how to do this. - Do what? Just help me. Can you just... Just make this easy for me? You wanna get in my car? - How long have you been here? - Sorry? - How long have you been here? - In San Junipero? Uh... Couple of months. Plan is long enough to enjoy myself. Guess Im a tourist, like you. Yeah. Hey. You okay? Yeah. Stop! Sorry, but... Man, your face! Wow. - You like it? - Its just so big. Reminds me of where I grew up. _ Miss your mom? You have to show me. - Okay. - Okay. You never slept with a woman before? Thats not a critique. I mean, it was fucking awesome. No, never with a woman. Never with anyone. Not anyone? - What, in town or...? - No. No one, nowhere. - I guess you deflowered me. - I deflowered you? What is this? Merry England? Shut up. Youve had relationships though. Mnh-mnh. Hello! You got a fiancé. - Its complicated. - Yeah, Ill say. When did you know... - that you liked women? - I like men too. Equal rights. Okay. But when did you know? Do you always know? I was married to a guy. A long time, I was married. I always knew. I mean, Id be attracted to other girls, co-workers, friends, some waitress that served me. They were crushes. God, they were crushes. Never acted on any of it. Never did anything. I was in love with him. I really was in love with him. But he chose not to stick around. So now its me. And Im passing through. And before I leave, Ill have a good time. Im just gonna have a good time. Times nearly up. Then lets lie here. _ Excuse me? Have you seen Kelly? - Whats that? - Kelly. I havent seen her all night. You tried the Quagmire? What is the Quagmire? - Whoa! Hey! - Im sorry! Yeah, I know you from somewhere. Tuckers. - Kellys friend, huh? - Do you know where to find her? - How would I know that? - Youre her friend. - <i>Was</i> a friend. - Has she been here? No. You too, huh? Well... Hey. Try a different time. Here in 80, the 90s, 2002 one time. Shes worth the shot, right? _ <i>Introducing the totally redesigned Chrysler Cordoba.</i> <i>All the luxury you expect is here.</i> <i>But so is gas mileage...</i> No, no, no. - Hey. - Hey. Golden age, right? - Right. - You playing or... Im sorry, Im looking for someone. Maybe... next time. _ <i>♪ Dont you think? ♪</i> <i>♪ Its like rain... ♪</i> Kelly? _ Yeah! <i>Youre beautiful!</i> - <i>Select a song!</i> - Hi. Ladies room. Hey. Hey. No, you... Wait a minute. Why are you here? I was looking for you. Where did you go? I like a change of music. How the hell is this your era? - You hid from me. - One, I did not. Two, I owe you zero. And three... see point two. Its not about who owes who. Its about manners. You dont know who I am. You dont know what this means. This means fun. Or it should. And this... This is not fun, okay? This is not fun. So you dont feel bad? Maybe you should feel bad. Or at least feel something. Have you seen a girl? Mid-20s, brown hair, glasses? Uh... Oh, jeez. Hey. Please tell me you got your pain slider set to zero. Yeah, I think so. - Okay, listen. - How many of them are dead? Like what percentage? As in full-timers? Eighty. Eighty-five. Im sorry. - Im not gonna jump. - I know, and Im sorry, whatever its... In the time Ive been here, I said I wouldnt... I dont know, do feelings. You freaked me out. I dont want to like anyone. So youve been just... totally fucking inconvenient. Its that... I dont know how long there is. And I cant. I wasnt prepared for you. For wanting something... Next week it is. Im getting married. Next week? To nice Greg? - Sure youre going through with that? - I have to. - You have to? - Mm-hmm. He really is a good guy. I mean, my family dont approve, but... they cant stop us. I know he pities me. That pisses me off. But thats not fair cause hes... You said you dont know how much time there is. What does that mean? They tell me three months. Its spread basically everywhere. They said three months before six months ago. So, you know, what do they know? Doesnt even taste of anything. - But so youll stay here after? - No. When Im done, I am done. But thats cra... I mean... - Why? - Richard. Thats... My husbands name was Richard. He died just two years ago. So we had the opportunity to stay in San Junipero. Pass over. Didnt take it. - Didnt want to take it. - Why wouldnt anyone take it? He had his viewpoint. There were things he believed and things he didnt believe in, and this place was one of them. Wouldnt even visit. Take the trial run. Shit. I didnt know if I wanted to try it but... I mean... Jesus, without this place, I never wouldve met someone like you. - Yeah, you could have. - No, I wouldnt. - We could have met outside all this. - No. You... would not have got me at all. At all. If we really met, I mean... If we <i>really</i> met, you wouldnt like me. Try me. Or youd... You wouldnt want to spend time with me. - Youd come and then... - Try me. Why? Why? Whats the point? What? Where are you? Houston? Carson City, Nevada. So come on. I showed you mine. Where are you? - I can just look it up. - Santa Rosa, California. - Thats no distance. - I dont want you to... - I dont want you to see me. Im scared... - And Im dying. Whatever you are cant scare me. Let me come visit. I want to say hi. _ Here you go. You okay? <i>Please check in at our self-service pods</i> <i>using swipe cards provided.</i> - You must be Kelly. - I guess I must. - Shes waiting for you. - Thank you. Please. She wont be able to physically respond in any way. But she can hear you. Ill give you some privacy. Hello, stupid. Its good to see you. Uh... Hello. Excuse me. Is it... Kelly? It is. - Im Greg. - Youre Greg? Holy shit. Yeah, I think its great that you came down here in person before she passes over. Even her folks dont come visit no more so... Shes passing over? - When? - Uh... - Lets go grab a coffee. - Okay. - She didnt tell you? - No, she did not. - Said she was just visiting. - More like sampling the trial version. I mean, Ive only known her the past three years. We talk on the comm box. She told you how she ended up quadriplegic? And how long shes been that way? One night, shes 21, comes out to her folks. Theyre a little uptight about it, you might say. They told her they dont want a gay daughter. Its not natural and so forth. They fight. She gets in her car. Runs it off the road. Boom! - When she was 21? - More than 40 years back. Its been her whole lifetime, basically. So the whole San Junipero system has been a big deal for her. The biggest deal. Of course now, until she passes over, it goes permanent, shes on a five-hour weekly limit. I guess youre the same. They ration it out. They dont trust us with more. They say you go crazy if you have too much, you know? You dont leave your seat. You disassociate body from mind. Like that doesnt happen in every senior home already. The systems there for therapeutic reasons, immersive nostalgia therapy. Plunge you into a world of memories. Helps with Alzheimers, thats what they say. Small mercies. So... About this marriage... The states got a triple lockdown on euthanasia cases. You gotta have a sign-off from the doc, the patient, a family member. Its to stop folks from passing over just because they prefer San Junipero flat out. Anyhow, Yorkies family, theyre big-time religious, and they will not sign. But a spouse can override them. - Hence the wedding bells. - You got it. We got a pastor coming tomorrow a.m., and then shes scheduled to pass tomorrow afternoon. \"Scheduled to pass.\" Lets just call it dying. If you can call it dying. Uploaded to the cloud, sounds like heaven. I guess. You gonna wear a suit? The ceremonys on my coffee break. I never married so I just figured, you know, whats the harm? Youre a good man. Its the least I could do, right? Think you could hook us up to the system now? Just for a little while, before she passes? You can still see her afterwards. I mean, then shes no limit. Shes full, fat, permanent San Juniperan. I know, but can you? Seriously, it is so tight here that they monitor every... I only want a moment. Maam. - You got five minutes - Thank you. Hey! Ive never been here during the daylight. Its warm. Listen, I gotta be quick. So I spoke to Greg. Oh. - Youre passing over tomorrow? - Yeah. Couple of hours after the wedding. So I guess I am technically honeymooning here forever. Im sorry I didnt tell you. - Im gonna say something crazy. - Okay. Wanna marry me instead? Its just... Greg seems great, but... Why not someone youve connected with? Is that a yes? ...to be your lawfully wedded wife, to have and to hold, in sickness and in health, in good times and in woe, for richer, for poorer... _ Hold tight. There you go. Nearly there. Thats it. Are you sure youre all right? Hey! You didnt dress up to see me? Oh... Come on! Better? Whoop! Oh! Oh! Whoo! Looks so real. It feels so real! - What are you doing? - Oh, I love it here! I just love it. - Youve been here before. - But now I live here! Be with me. - Im with you now. - Thats not what I mean. Pass over. - When its your time. - Yorkie. - Stay here with me. - Can we just enjoy tonight? Its almost midnight. In ten minutes, youre out of here. Then I gotta wait a week to see you again. - You know Im just a visitor. - What, a couple of months, then what? - Were not discussing this. - Then youre gone. - Just gone. You could have forever. - Forever? - Who can even make sense of forever? - However long you want then. I mean, you can remove yourself like that. Its not a trap. I mean, look at it! Jesus! Touch it! - Im going. - Hey! Oh. Hey. Its real. This is real. And this. - Hmm? - Come on. You know that was just a gesture. - You married me. - To help you pass over. - As a... kindness. - Its not so kind to leave. Okay, look, look, Im sorry, I just... I got this chance. <i>We</i> got this chance. I wanna share it with you. I said I made my choice. What is it? You feel bad because your husband isnt here? - Because that was his choice. - Dont. He chose not to stay here. Its like he left you. You know, he could have stayed, but he chose to leave you. - You dont know what youre saying. - You should be mad at him. - Not whipping yourself with guilt. - Get off me. You cant see it! But what he did, it was selfish actually! Forty-nine years... I was with him for 49 years. You cant begin to imagine. You cant know... the bond, the commitment, the boredom, the yearning, the laughter, the love of it. The fucking love. You just cannot know! Everything we sacrificed. The years I gave him. The years he gave me. Did you think to ask? Did it occur to you to ask? We had a daughter. Alison. Always difficult, always beautiful. Died at 39 years old, bless her heart. And Richard and I, we felt that heartbreak as one. You think youre the only person ever suffered, go fuck yourself. - Well, I didnt know... - Didnt think to. You know, when he was dying, Richard said to me when they offered him this, to pass over, pass through, spend eternity in this fucking graveyard youre so in love with, he said, \"How can I? When she missed out, how can I?\" And so he went. And I wish I could believe hes with her now, that theyre together, but I dont. I believe theyre nowhere. Just like you said. Gone. No, I pitied you, and thats the truth. I pitied you. Now you give me some sales pitch about how fucking peachy forever could be. Im sorry. You wanna spend forever somewhere nothing matters? End up like Wes? All those lost fucks at the Quagmire trying anything to feel something, go ahead. But Im out. Im gone. Kelly, Im sorry. Kelly! _ Hey, Kelly. - You all right? - Yeah, I am fine. - Well, okay then. - Huh? Kelly? All things considered... I guess Im ready. For what? For the rest of it. _ Ready? Whoo! Whoo! Sync and corrections by explosiveskull www.addic7ed.com Rise and shine. Get up, Stripe.</i> Hey. You awake yet? - Sure as shit aint dreaming no more. - Company! Something went down last night in Her Falls, a village about three miles east. Weve got reports of a food store broken into, shit stolen. Locals think its roaches. Roaches! We head out in five minutes. Lets go! Hey, so, it looks like youre getting your first real-live roach hunt, huh? Hey, new! New! Its Stripe. Heres a little tip just in case you get your first toe-to-toe - with one of them roaches today. - Uh-huh? When you see one right here, try not to shit your pants. Its only gonna piss them off. - Ill try. - Try to ignore Len. His aims so bad, hes the only guy on Earth who could shit his own pants and miss. - Fuck you, farm girl. - Farm girl? Yeah. Huntings in my blood. Some of us are naturals. Moving out! Whoo! Yeah! Whoa, whoa, whoa. Okay. You can speak now. - <i>It must have been roaches.</i> - Roaches, you see them? You see? <i>I didnt see them.</i> <i>I heard them. All the mess. It must have been them.</i> Want a cookie? - Here you go. <i>- Theyve been in the food.</i> <i>Well have to destroy everything they left.</i> <i>No one will eat it.</i> We can replace that, okay? <i>They destroyed the cooler. Broke it and took the parts.</i> The cooler? They stole parts from the cooler? Which way did they go? <i>There were footprints in the dirt leading that way.</i> Parn Heidekker. Parn Heidekker. Heidekker? Is that a name? Stop them coming. Please, you must stop. Okay. I have child who is scared. I will. I promise. Stripe! Okay. Our friend here thinks that the roaches went in the direction of Parn Heidekkers place. Local oddball, seems to be some kind of religious freak. Anderson, Hague, I want you to stay here and help them torch the food, keep them calm and reassured. The rest of you, were gonna drop in on Heidekker. Ask some questions, sniff around the place. If theres roaches, we show were ready for them. Lets go. So Mr. Heidekker is not exactly what you call a socialite or a mingler. Seems like mental health issues. Hes got some interesting views on roaches, by all accounts. Im putting his info in your Mass system now. Been complaints lodged against him going months back. Locals claim that he let roaches cross his land, left food out for them. Could be just shit talk from the local villagers though so... Yo, how many roaches we got left out here? A couple of thousand? A couple of hundred, if that? I mean, back home we had millions, man. It only took two years to get shit back on track. Out here you got rustic fucks throwing them scraps. No wonder its taken so long to mop shit up. But how can anyone be dumb enough to help a fucking roach? Hell, yeah. Portals front and rear. Windows blacked out. Chimney smoke. Someones home. Lennard, you use the boomer. Okay, Mass check. Everyone got the layout? - Check. - Check. Check. Aikin, Valcon, Coach, you check the outbuildings here. Take them one at a time and slow. Stripe, Raiman, you come with me and Lennard. We go in here. Len and I will talk to Heidekker, you check the rest of the house. Okay. Optimal outcome, no shots fired. Except on a roach. Except on a roach. Morning, sir. Theres no need for this. I speak your language. Okay. - What is it you want? - Just to talk. Thats what were doing. Be a little more neighbourly if we did it inside. Check the upstairs rooms. Relax. Im not your enemy. Where are they? Where are who? You know, we got a whole bunch of frightened, angry people in that village. Roaches have been breaking into the food stores, stealing supplies. You know anything about that? No. See, its not just what they stole. All that food left is gonna be destroyed. - No ones gonna eat it. - Stripe. Makes life harder for everyone. Cross on the wall there. You got principles. Think all life is sacred. And I get it. I agree. All life is sacred so... you even got to protect the roaches. Right? Its not their fault theyre like that. They didnt ask for this. I get it. We get it. Mm-hmm. Theres shit in their blood that made them that way. The sickness theyre carrying. That doesnt care about the sanctity of life or the pain about who else is gonna suffer. We dont stop the roaches, in five, ten, 20 years from now, youre still gonna get kids born that way, and then theyre gonna breed. Bingo. And so it goes on. That cycle of pain. That sickness, and it could have been avoided. Fucking roach nest. You check in there. Ill take the stairs. Every roach you save today, you condemn God knows how many people to despair and misery tomorrow. You cant still see them as human. Understandable sentiment, granted, but its misguided. We gotta take them out if humankind is gonna carry on in this world. Thats just the hard truth. Gotta make sacrifices. What the fuck? Help me out here! Fuck! <i>♪ Try to shame me and still Ill care ♪</i> <i>♪ You can run around, even put me down ♪</i> <i>♪ Ill still be there for you ♪</i> Rai! We gotta listen to Mr. Sunday School all the way back to base? You can cover your ears. Yeah, or, uh.... Ill just hit permanent mute. Lower your weapon. Roach lover counts as a kill too, right? Hes a civ, right? You shoot a civ, thats gonna stay with you the rest of your life. Yo, Stripe, why dont you, uh... pull the stick out of your ass? Because Im fucking with him, not you. I guess I had you both going, right? All right! Lets torch the place. Hey, you okay, man? Yeah. - I heard you popped one in there. - Two. Wait, two? - I got another one, with my knife. - With your knife? Holy shit! - Pretty good, right? - Yeah, you fucking Terminator. Damn! First time out, he gets two. You lucky motherfucker, man. Sweet dreams for this asshole. Gonna get a treat tonight. Whoo-hoo! Whoo! I love you. Whoa! Miss Sharp Shooter. Patronising fuck! _ Ruthless! Youre the Grim Reaper. Yeah, well, no roach gets away next time. Are you still sweating that? Well, I grew up tracking deer. You never give up. I dont like it when they get away. _ Nice. Yeah, if that fucker made it to the forest, probably made it to the border, gone for good. Yeah. Its all right for you. You popped two of em. Its been a while for me. You know, the gal is getting twitchy. Come on, Rai. You sleep good? Yeah, I slept OK. What, thats all youre gonna give me? Okay? You know, if I got two in one go, I would want to come for like an hour! All right, shut up. All right. Ah! Thats the way. Hey, you okay, man? Yeah, think Im tired is all. Uh-huh? All right, so you did have a good night. 39, 40, 41.... 42... 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59... Strong and pure. Strong and pure. - Hey, Stripe, you okay? - Yeah. I mean, I... dont know. I feel a little off. I mean, I aint sick or nothing. Its just, uh... Report to the sick bay. Running diagnostic. What do you see? A cube. - Rotating? - Yeah. - And now? - A tree. - Like an apple tree. - Touch the apples for me. Full marks. - So you say you had like a headache? - Yeah, but just quick. Nothing big, just... Well, everything looks okay. No sign of any malfunction or dropout with your Mass implant. And physically, youre in exemplary shape. Youve just seen combat, you can expect some sort of side effect. There was this, uh... this thing... with a light on it at the farmhouse. - Roach had it. - A roach had it? - Kind of like a flashlight. - Flashlight? Kinda. I dont know. Seriously, youre fine. Your Mass is fine. Bloods fine. Its all fine. Okay. Yeah. Maybe you should speak to Arquette. Whos Arquette? So, you must be Koinanchey? Koinange. Folks call me Stripe. Why would they call you that? Couldnt pronounce Koinange either, I guess. - Thats funny. - Thank you. At ease, son. Sit down. So you recently logged your first kills? - Two roaches? - Uh-huh. First time out. Its impressive. Yeah, I guess. So what happened? - What, with the kills? - Mm-hmm. Oh. Im in this, uh... farmhouse. Theres this, like, hidden room or something. We go in and there they are. First one, I just... It was automatic. Just pop-pop, you know? Right. Just like in training. Yeah, just like that, yeah. Yeah. - And the second? - I mean, he was on the ground with me. He? It was a he. Oh. So, this was close quarters then? Yeah, hes on top of me. Struggling, I mean... I couldnt reach my rifle so I had to stick him. Stick it. With my knife. And how did that... feel? - What, like...? - Emotionally. I didnt. I mean, it was quick. It was self-protection. I guess all I felt was, you know, relief. - Just relief? - Uh-huh. Its not unusual to experience other feelings too. A moment of euphoria even. Yeah, I guess. I dont know, I thought maybe Id feel... I dont know. - Something else? - Yeah, like... Regret. Something like that, but that just wasnt there. Hmm. So youd do it again? Yeah, sure. So... why are you here? I dont know. I mean... I had a few weird moments. My Mass looked like it was glitching out. But your implants, I mean, they passed every diagnostic. - There is nothing wrong with that? - Yeah, they said its fine. I dont know, I think I just... Felt like something was up with it. - But theres not. - No. You did a big thing. You should be proud of yourself. Okay? Itll pass. Lets get you a good sleep tonight, huh? A real good sleep. Fuck me. Way to go, fuck fingers. It seems Heidekker didnt stay silent too long once we got to work on him. Hes given up a location, someplace the roaches have been scavenging. Well, all right. Its a housing project thats been empty since the war. Its not far from here. So control wants us to do recon before we go back to base. Can we hurry it up here? We ought to burn the whole forest down, huh? Give those roaches nowhere to run. Okay, you see that? Solar panel looks cleaner than the rest. And there are some cables. - Theres got to be roaches leaching power. - Why here? Christ knows. All right. Better dial it in. Control. This is Medina. Positive ID. Signs of activity here at the housing project location. Sighted one solar panel, looks recently wiped clean and some cabling. Roger so far. - You all right there? - Smell the grass. We cant usually smell nothing. - You ever noticed that? - No, I never noticed that. Requesting course of action. Didnt read. Please repeat. Okay. Control says we should fall back and await comm... Shit! Medina. Oh! Medina. Stripe, get back! Shes dead. Come on! Okay. Ready? Cover me. Rai! Rai, come on. Okay. Oh, fucking roach got a rifle. Jesus Christ. Fuck. Piece of shit. Okay, Stripe. Stripe, come on. Get it together, dude. He fired six shots. His rifle looks old, bolt action. - Should take him ten seconds to reload. - We go in? We go in and take him out. Are you with me? - Im with you. - Lets go! Follow me! Ready? Okay, three, two, one. Cover me. Come on, man! What the fuck? What the fuck is this shit? Lets go. Stripe! Whoa, whoa! Its okay. Hey. Hey. Calm down. Calm down. Calm down. Its okay. Its okay. Im not gonna hurt you. Im not gonna hurt you. Okay? Go on, get out of here. Go on. Its not safe. Theres roaches here. Go on. Get. Come on! - Rai, what did you do? - Shut up! Come on! What did you do, Rai? Got ya. Rai! No! - Run! - What the fuck are you doing? - Youre killing them! - Theyre roaches! Youre fucking killing them, Rai! Fuck you! What the fucks wrong with you, man? You got some blown shit. - Pull it together! - No. Are you all right? You gotta get out of here. Come on. Come on! Fuck! You better run. Shh. Shh. Here. Im all right. You see me as I am. Of course I see you. You dont see roach? You aint a roach. Roaches is all... Fucked up? Roaches dont speak. You just cant hear us. - What the fuck are you talking about? - Your implants. Your army implants. The Mass system? They put it in your head to help you fight, and when it works, you see us as something other. One of us, Luka, was making a... a machine. Light flashes. Said it can interfere with the implant. Youre roaches? But Ive seen roaches. Ive seen them, theyre fucking... Theyre like, uh... - Animals? - No, theyre monsters. Ive seen them. The implant made you see this. Fuck. The villagers... Huh? The locals, they... they aint army. They got no Mass in their heads. Theyre scared of the roaches. - They hate the fucking things. - Everybody hates us. Well, what the fuck do they see? Huh? The fucking civs, when they look at a roach, what do they see? What you see now. They hate all the same because its what theyve been told. Ten years ago, it began. Post-war. First, the screening programme, the DNA checks, then the register, the emergency measures. And soon everyone calls us creatures. Filthy creatures. Every voice. The TV. The computer. Say we have... we have sickness in us. We have weakness. Its in our blood. They say that our blood cannot go on. That we cannot go on. My name was Catarina. He was Alec. Now were just roach. But now... Now you see me. Now you see me. Rai? Rai, no! Tell me I shouldnt kill you. - None of its true, Rai. - What the fuck got you? None of its true. Fuck you. Get up. Back against the wall. Get up! You want me to come in there? Its all right. I can just talk to him. Thank you, Briley. Stripe. We owe you an apology. We didnt spot the fault in your Mass. I got you a coffee. The device you found in the farmhouse, you mentioned it to the doctor. Is this the thing? We found it on an old block that you and Raiman were searching. Looks like they reverse engineered it from some of our drone parts and so on. The light here transmits a code. Its like a virus. It burrows into your Mass, trying to shut it down from within. I tell you, those roaches are getting more ingenious than we give them credit for. The whole thing is a lie. I understand why youd say that, yeah. Roaches. They look just like us. Of course they do. Thats why theyre so dangerous. Humans. You know, we give ourselves a bad rap, but were genuinely empathetic as a species. I mean, we dont actually really want to kill each other. Which is a good thing. Until your future depends on wiping out the enemy. Come on, sit down. I dont know how much history you studied in school. Many years ago, Im talking early 20th century, most soldiers didnt even fire their weapons. Or if they did, they would just aim over the heads of the enemies. They did it on purpose. British Army. World War I. The brigadier, hed walk the line with a stick and hed whack his men in order to get them to shoot. Even in World War II, in a firefight, only 15%, 20% of the men would pull the trigger. The fate of the world at stake and only 15% of them fired. Now what does that tell you? It tells me that that war would have been over a whole lot quicker had the military got its shit together. So we adapted. Better training. Better conditioning. Then comes the Vietnam War, and the shooting percentage goes up to 85. Lot of bullets flying. The kills were still low. Plus the guys who did get a kill, well, most of them came back all messed up in the head. And thats pretty much how things stayed until Mass came along. You see, Mass... Well, thats the ultimate military weapon. It helps you with your intel. Your targeting. Your comms. Your conditioning. Its a lot easier to pull the trigger when youre aiming at the bogeyman, hmm? Its not just your eyes, though. Takes care of your other senses, too. You dont hear the shrieks. You dont smell the blood and the shit. Theyre human beings. Do you have any idea the amount of shit thats in their DNA? Higher rates of cancer. Muscular dystrophy. MS. SLS. Substandard IQ. Criminal tendencies. Sexual deviances. Its all there. The screening shows it. Is that what you want for the next generation? Dont feel bad about doing your job. The villagers wont do it. The folks back home wont do it. They dont have Mass. Mass lets you do it. You. Youre protecting the bloodline. And that, my friend, is an honour. Theres no honour here. Its just killing. - Lying and killing. - No one lied to you. You knew all of this. All along. What are you talking about? You agreed to have your Mass implant put in. Set up. Every soldier does. We cant just embed it and feed you a dream. Your mind would reject it. You have to accept it. Willingly. Its exactly what you did. <i>So you see the terms and conditions there?</i> <i>Yeah, thats like a whole essay, man.</i> What is that? Thats your consent video. From when you signed up six months ago. <i>Basically, it says you agree to Mass implant activation.</i> - I didnt do this. - Yes, you did. - <i>Works kind of like hypnosis.</i> - <i>Yeah, all right.</i> <i>Part of what youre agreeing to is not realising</i> <i>youve been put in this state.</i> <i>If you follow me. You wont recall this conversation.</i> <i>Thats kind of funny, man.</i> Turn it off. - <i>So for you to register consent...</i> - Turn it off, man. <i>Im gonna need your thumbprint there.</i> - <i>Right here?</i> - <i>Yes, please.</i> <i>Thats dope.</i> I didnt do that! - I dont remember that! - Just like the man said. - I know youre upset. - Fuck you! - Whats happening? - We control what you see, Stripe. - I cant see nothing. - Because we control it. Give me my fucking eyes back. - Let me lay out your options. - Give me my fucking eyes back, man! Let me lay out your options! Option one, you agree to have your Mass reset. All the recollections of the past few days, including this conversation, erased. No way. Option twos incarceration. - Id advise you to consider. - Fuck you! Mass is a friend. Without it, you will remember everything that you did. I aint having this Mass shit. No more. No way. Okay. Well... Maybe you should see what life would be like without it. Whats happening? Where am I? Heidekkers ranch. Three days ago. I have it all logged, Stripe. We can feed you everything that you did. Hey, no, no, no. No. Please! Please dont shoot. Please! Please! Please dont shoot. - Please! Please! - No! No! No. Make it stop. No! Please. Make it stop! Please! No! No! No! Fuck off! Stop it! No! Youll see and smell and feel it all. Is this what you want? On a loop? In a cell all alone? We can make that go away. This conversation goes away too. All of it. But you gotta say the word. Just say the word, Stripe. And it all goes away. Just say the word. _ Sync and corrections by explosiveskull www.addic7ed.com your earliest recollections of the events of last May. Well, I first got involved on the 15th. Could you move the microphone a little closer? Here? I first got involved on the 15th. _ _ _ <i>Chancellor Tom Pickering has defended</i> <i>the governments stance on disability benefits</i> <i>as outrage over the death of so-called \"Wheelchair Martyr\" Gwen Marbury grows.</i> <i>More than 20,000 people have signed a petition</i> <i>demanding the sacking of newspaper columnist Jo Powers</i> <i>following her controversial article about Gwen Marbury.</i> <i>Conservationists have announced another extinction.</i> <i>The Siberian crane has died out</i> <i>following an unprecedented reduction in its wetland habitat.</i> <i>And the honeybee-mimicking drone insects known as ADIs</i> <i>have been activated for their second summer.</i> Hope youre ashamed of yourself. - Bitch. - Pleasures all mine. _ Yo Powers? <i>Jo </i>Powers. Whatevers in there, will it detonate? Thats from bakery. For you. - Thank you. - Thank you. Hello, darling! Creative, your well-wishers. _ Dont eat it. Its a cake. Thats its job. Im going to have a bath. <i>♪ Sail away ♪</i> <i>♪ Sail away, sail away, sail away ♪</i> <i>♪ From Bissau to Palau in the shade of Avalon ♪</i> _ _ <i>♪ From Fiji to Tiree and the Isles of Ebony ♪</i> <i>♪ From Peru to Cebu, hear the power of Babylon ♪</i> _ <i>♪ From Bali to Cali... ♪</i> _ _ _ _ _ Ah! _ _ _ _ _ _ _ _ <i>Grammy-award-winning rapper Tusk is still with us.</i> <i>Now, Tusk, there are loads of online videos</i> <i>of people trying to emulate you,</i> <i>but this is our favourite. Take a look at this.</i> <i>Its a young chap called Aaron Sheen. Hes nine years old.</i> <i>That is one goofy-looking kid.</i> <i>Not a good dancer.</i> <i>Hes nine years old! Come on, hes a pretty good dancer.</i> <i>That young motherfucker cant dance for shit.</i> <i>He should probably just give up now, actually.</i> <i>Dont hate on me for keeping it real.</i> <i>Thats a goofy little motherfucker, and he cant dance for shit.</i> <i>He is a big fan, Tusk.</i> <i>Dont hate on your boy.</i> <i>Everybodys got to start somewhere.</i> <i>Start somewhere? I looked better than that...</i> - DCI Parke? - No press. No, Im not press. Um... TDC Blue Colson. Im your shadow. My shadow? They said... Sorry. Call me Karin. - Did you say your name was...? - Blue. - B-l-u-e, Blue? - Yeah. Its not a nickname. - My dad liked the sound of it. - Uh-huh. - Seen a body before? - A couple. - On video, I mean. - Boss? This is Blue. Shes my shadow. - DS Nick Shelton. - Whatve we got? - Jo Powers. - As in... As in actual Jo Powers. Saw something she wrote the other day about the wheelchair woman. Clickbait piece. Pissed people off. That article was fucking horrendous. Even I signed the petition. To get her sacked. Come on. Neighbours heard her screaming and called it in. Hell of a struggle. Anyone else at home? Husband. Found slashed across the stomach. - By her? - Dont know. He was unconscious. Theyve taken him to St. Columbus. Her mentions are still pouring in. Restraining bolts in place. - No other points of entry? - No. But the outsides ringed with CCTV. - We got the code for the cams? - Uh-huh. Okay, then. Check the recordings. Bag that, send it to Toxicology. Full autop for her, and we question the husband as soon as he wakes up. Come on. - You think its the husband? - Im keeping options open. Cutting the throat, thats unusual. Thanks, chaps. - But you do think he did it? - Dont know anything yet. These things are almost always either drink, drugs or domestic. It is how it is. - You driving home? - No licence. Never passed. Im sort of waiting for driverless to go mainstream. - Get in. - No, honestly, Ill get the Tube. - Get in. - Oh. Okay. - So you were in Tech Crime? - Digital Forensics. Computer murk. What happened, you get bored of it? Not exactly. Youve seen what people tuck away on these. Schemes and kill lists, kiddy porn. Its not boring. Im old enough to remember when they walked around with that stuff just tucked away in their heads. Right. But now they cant help but entrusting it to their little companions. These things absorb who we are. They know everything about us. If its interesting, why leave Forensics? The Rannoch case. - Ian Rannoch? - The child killings, yeah. I was the one who cracked his souvenir folder. - So you saw those pictures? - Mm-hmm. And the videos too. Saw them all. You see something like that, it changes you. You either get defeated or you think... You think, \"Fuck me! Ive got to help stop that shit.\" Yeah. - I mean, out here in the field... - What fucking field? You know what I mean. Out here in the real world, you can genuinely prevent stuff, cant you? You are young. Maybe youre old? Steady. Thanks. - See you tomorrow. - Yes, boss. <i>Jo Powers has been found dead at her home in West London.</i> <i>The veteran columnist had been at the centre of controversy</i> <i>over an article shed written about disability rights activist Gwen Marbury.</i> <i>The police have yet to confirm the cause...</i> Its just the first floor, first door on the... - Starting early? - I asked Nick to show me the CCTV. - Oh, yeah? - Yeah. No one came in or out. Just Jo and her husband all evening. - And that one there? - Rear patio. - Bust for months by the looks of it. - Someone couldve come in through there. Theyd have to climb the fence, make it in and out, knowing the camera wasnt working, but yeah, could have happened. Technically. Okay, sorry. Youre keen to help. - She just asked! - Uh-huh. _ _ _ Um... So... Im collating every threat or insult levelled at Jo Powers over the previous 48 hours. Say it is the husband. Thats a coincidence, isnt it? Not really. Youve got everyone throwing a shit fit. Stress levels in that household wouldve been through the roof. That Internet stuff drifts off like weather. Its half hate. They dont mean it. The hate in a marriage, thats in 3D. Thats had work put into it. Thats sincere. - Yeah. Im divorced. - Um... Husbands up and talking. Youre gonna love his alibi. _ I heard Jo screaming from upstairs. And when I ran in, she was walking round the room, stumbling. She was clutching... She was clutching her head as if she was in pain. And then for a moment, she stopped. And then it was like a seizure, she was... thrashing... clawing at her own skin. And she turned... She smashed her head... onto the desk, hard. Then she... she pushed me over. That mustve been when the bottle smashed. Then she picked it up, and she started cutting herself. Here. She was gouging. I tried to stop her. But she did this. Then she cut her throat. I tried to stop her. She cut her own throat with the glass! Mutilated and then killed herself for no apparent reason? Id say the odds are against that. He said it was like she was having a seizure. Maybe there was something in the cake. - The cake? - It had \"fucking bitch\" iced on it. - Couldve been something in it. - Like a drug? - I dont know. - That makes people kill themselves? He was sort of convincing. - He just doesnt seem the... - Dont say \"the type.\" Hes ordinary. That <i>is </i>the type. What, so he bounced her head off the desk? - Blue. - Held her steady enough... - Blue. - What? - Toxicology are looking at the cake. - Okay. Meantime, lets drop in on the person that sent it. Got the name this morning. - You dont need to patronize me. - Were doing what you want. - Following another lead. - That you think is a waste of time. Picking along dead ends just to prove theyre dead ends, thats most of the job. Im not saying its a waste of time. Just... you havent had a chance to get bored of reality yet. Okay, that <i>was</i> patronizing. - Is this who sent the cake? - Uh-huh. - Have we checked her social feeds? - I dont know. _ \"Death to Jo Powers.\" She posted that on Monday morning. The bakery said that theyre not meant to do obscenities, so I said it was for my sister, like just a joke thing, and they agreed, so... Not cheap, their cakes. With delivery, it was what, 80 quid? Um... Well, I didnt pay for it all myself. - We all put a pound in each. - We? Yeah. Im on a mums and carers message board. I held a sort of whip-round. - You crowd-sourced the money? - Yeah, if you like. From 80 other people? Look, Im not... Im not being funny, okay? I know she is dead. But did you read what she had written? How much do you think she got paid for spouting that horrible shit? I dont know. - I was just using my freedom of speech. - To send a threatening message. It was funny, okay? And I can see if Id done it myself, then that would be a bit weird, but Im not mental. You wished she was dead. Well, uh... No, no, I didnt. - \"Death to Jo Powers.\" - Thats just... Its a... a hashtag game, you know, like \"Death to...\" You insert the name of someone whos being an arsehole. Its not... real. Its a joke thing. And who started it? The hashtag? I dont know. I dont know. I saw it somewhere. Excuse us a moment. Toxicology say the cakes clean. They also said: \"Thanks, it was delicious.\" Well give her a caution. Offensive Communications Act. - Does that cover cakes? - As far as shes concerned, it does. What about the others who chipped in? Are you going to tell them off, too? - I didnt do anything. - Start a thread about it. Hospitals discharging the husband tomorrow. Well bring him in for questioning. Blue? Were arresting the husband. Dont wallow in that. The Internet will be pissed off with someone else today. Tusk. Everyones pissed off with Tusk cause of that thing with the kid. Hes catching a shit storm on social media. - Liza will be organising the cake now. - Yeah. - See you tomorrow. - See you. _ - Whoo! - <i>♪ Turn a penny to a grand ♪</i> <i>♪ When Im ready, rocking steady for my fans ♪</i> Where my ladies at? - Yo! Good show. - Yeah, thats a good show, brother. - Im feeling my shit. - You want some of that? - What you smoking? - Good shit, boy. Aight. Damn! Eyes on, eyes on, eyes on. Dont stress. Its legal here. Pfft! Keep forgetting. Welcome to Europe, I guess. - Kinda takes the joy out of it. - Tell me about it. Careful! You break it, you pay for it. Always doing some bullshit. Tusk? Tusk? Yo, yo! We need some help over here! - I got you. - Get it out! Get it out! Get it out! Call an ambulance! Commencing. - Did he say what it is? - Nope. - Good morning. - Morning. Shes in here. So I go in, and theres not just the wound from the glass. Theres a hole. Dug in. A bore hole, like a tiny tunnel. So I follow it, you know, how deep does it go? It goes all the way from her ear canal to deep in her brain. Where I find this. Nestled right in there. Looks quite cosy. - Its one of those bee things. - An ADI. An Autonomous Drone Insect from the Granular Project. - How did it get in there? - Id say it burrowed in. - Fuck me. - Thats not the worst part. It crawled right through her dorsal posterior insula, which is basically the brains pain centre. Youre talking agony off the scale. - Youd do anything to make it stop. - Even cut your own throat. - Good afternoon. - DCI Parke. - TDC Blue Colson. - Okay. Thank you. Theyre so fucking fancy-looking, these companies. - Billions on branding. - Well, they can afford it. The whole ADI projects pretty much bankrolled by the government. Its why so many people are paranoid about it. Let me guess, this is some people on the Internet? They reckon the government uses the bees to spy on us. Theres a schizophrenic world view. Jesus, I didnt expect to find myself living in the future, but here I fucking well am. - Karin Parke? - Uh-huh. Vanessa Dahl. Please. Follow me. Youre after information on our Project Swarm ADIs? Thats right. Any particular reason? Yes. Rasmus. Rasmus Sjoberg. - He heads Swarm. - Nice to meet you. - Hi. - Hi. - Nice greenhouse. - Yeah. So, your bees, your ADIs, talk me through them. Colony Collapse Disorder. We still dont know whats behind it. Bees themselves were virtually extinct so what our ADIs do is effectively stand in for them. Theyre solar powered. They dont need nectar. but they pollinate flowers the same way. They crawl inside, pollen sticks to their legs and gets brushed off the next flower they visit. - Can they make honey? - Uh... No. I was joking. How do they know where the flowers even are? I mean... Well, they have a sensor. Like a... camera? No. Just a basic visual sensor. You see, they need rudimentary pattern recognition in order to locate compatible flora and navigate. - <i>They</i> navigate? - Yes. You dont... I dont know... steer them? Theyre autonomous. Thats right, isnt it? They make their own decisions. They look after themselves. Yes. You see, the ADIs cover the whole of the UK. We couldnt command each one individually ourselves. Its just not logistically possible. No. We simply set the behaviour and leave them to it. They even construct these hives themselves. They reproduce... - They reproduce? - Yes. Each hive is a replication point. - Its like a 3D printer, basically. - Exactly. They create duplicates of themselves, create more hives and spread out exponentially. - Cover the country. - Maybe you should work here. Yeah, well, I read up on it. Its impressive. It is. Its just a shame its necessary. The alternative would have been environmental catastrophe. Bees were dying out. So, what is it that brings you here? We think one of your ADIs may be involved in an unexplained death. Sorry? A death? Uh-huh. Thank you. Yeah. Its one of ours. But, look, these are not designed to... Kill people? Id hope not. Could it have malfunctioned somehow? No. I mean, when they do malfunction... It happens, but then they just break, they just hit the ground. What if someone hacked one and then they found a way of controlling it? Thats impossible. You see, its got military-grade encryption, and you would need a diagnostic controller, which is also encrypted. So I would say the likelihood is... I dont know what hes saying, but its not the same as \"impossible.\" This is every hive we have online. See... These are the hives in the building here. - How many bees per hive? - Around 4,000. - Its like air traffic control. - Yeah. Is that the search input? - Yeah, but, uh... youd need... - Sorry. Jo Powers postcode. Is that who this is about? - You said you get some malfunctions? - A fair few, yes. They smack into a car or something. We even had people trap them. You know, put them in the microwave for YouTube videos. And this logs any that drop off the system? Logs everything, yes. Did you lose any around here on Monday evening? Well, I can check. Just one. Went out at 1903 hours. Here, I can replay. There. - Thats odd. - Whats odd? When they pass between hives, they switch from one jurisdiction to another. - Its, you know, like a... - Its like a phone between cell masts? Exactly. It tried to do that, but there was nothing to switch to. Unless someone spoofed a hive and then theyve used that to commandeer your ADI. No, you would need a diagnostic controller to do that. Whats the range on one of those? Ten, 20 metres, perhaps. So whoever was controlling it would have to be no more than 20 metres away. - Outside the house. - Yeah. Sitting in a car, even. - Can you trace back who did this? - Yes. I-Im already trying to do that. Uh... You know what? Uh... It would be easier without an audience. Okay. You two swap numbers, keep a line of communication. Can you shut the whole thing down if need be... hypothetically speaking? Even a short stoppage would damage the ecosystem, and wed need approval from the Department of the Environment. Well need a list of any Granular staff that had access to that system, past or present. Some were government employees. Use a different font for those if it helps. Bye. Nick, thats a set of Granular personnel records. Root out anyone interesting. Maybe not just one. Could be a group involved. Technically we should refer this up to the NCA, but theres no fucking way theyre taking this off me. The NCA already knows about it. What? DCI Karin Parke? - Yes. - Shaun Li, National Crime Agency. How come youre here? Theres been more than one. This is Tusk, last night. - Shit. - They thought it was a fit. Took him to the hospital. He had to be anaesthetised to stop him mutilating himself. X-ray seemed to indicate some kind of plaque or tumour in his brain so they popped him in the MRI. Yeah. Basically one big magnet. Tore it right out of his head, through the eye socket. Battered the ADI too. Yours is more intact so Im gonna need it for analysis. Its evidence. Twos a pattern. It knocks any malfunction theory in the head. - And theyre similar victims. - Similar? Both in the middle of online shit storms. Well, if you wanna kill someone, theres a million easier ways to do it. Pull this off and youve done it from across the street. No fingerprints, no DNA. Its like wishing them dead. Fuck. Fuck. Guys? Come here. Okay, so, um... Jo Powers and Tusk, both were being kicked around the Internet for hours, but in both their cases, people were also tweeting their photos accompanied with this hashtag: #DeathTo. - Like our friend the teacher. - Right. She didnt know where shed first heard of it, but trace it back, and it looks like the first real use of the hashtag was last weekend. - By who? - Uh... Looks like, um... Looks like identical tweets from a set of duplicate bot accounts. Um... Automated. Its like spam. This is someone trying to seed the tag, you know? Get it out there. Its like bait. This is someone wanting people to pick up on it. Check out the senders avatar photos. Bees. Shit. Okay. Theres more. So each tweet had a sort of instruction video attached to it. - Uh-huh. - There. \"Game of Consequences\"? Its like an unpopularity contest. Pick someone you dont like and if enough other people choose the same name, then thats who gets targeted. Here, watch. <i>Game of Consequences.</i> - <i>One: Pick a target.</i> - Oh, my God. <i>Two: Post their name and photo with #DeathTo.</i> No. <i>Three: Most popular target will be eliminated after 5 p.m. each day.</i> <i>Four: Game resets at midnight.</i> - Oh, no. - Fuck. Someones holding a public ballot, bumping off the top person. - Jesus, its just mad. - Yeah, and its growing. Day one. 63 people used the hashtag on Jo Powers, okay? On day two, 223 used it on Tusk. - Whos using it now? - Theres... Theres loads more people. Theres quite a few votes for the Chancellor. - Yeah. - Um... But at number one... is 880 people using it on someone called Clara Meades. - Whos she? - Clara Meades. Okay, um... it looks like she was at a demo, and she took a selfie in front of a war memorial. - Pretending to piss on it. - Nice work, Clara. Yeah, its getting near the end of the vote, and her mentions are blowing up. - Tusk isnt public knowledge yet? - Um, no. So people cant know the hashtag works. Theyre using it to scare her. - Yeah, but theyre gonna get her killed. - We need to get to her before five. Yeah. Pulling her citizens details. Youre not supposed to have access to that. Yeah, I know. Just getting her location. There. _ _ _ _ _ _ _ Hello? Yeah, she is. All right, all right, hold on. Clara! Police. For you. How did they get my number? - Hello? - Clara Meades? This is DCI Karin Parke, Met Police. Sorry to track you down like this, but we think you may be in danger. Sorry, is this a joke? Because all this stuff Im getting is not funny. Im not joking. Stay where you are until we get there. And keep your windows closed. Im setting up a perimeter. Call Rasmus, we need him across this. - Rasmus? - <i>Hi, Blue.</i> <i>Im sending you a postcode and my GPS.</i> I need you to monitor the area. Track my location and see if you get anything unusual, any rogue ADIs, yeah? <i>Yeah, great, good.</i> Look, if they come back, I think I can catch them. <i>I have basically set a trap.</i> So if they... if they try it again, weve got them. - Are you Batman? - They only just rolled them out. Thisll turn every red light between here and there to green. Fuck me. If this is the NCA life, I should apply for a transfer. Lets go. _ We can take her here. Its a safe house for terrorist informers usually. <i>No target sighted.</i> <i>This is a police operation!</i> <i>Everybody vacate their premises now.</i> <i>Please leave...</i> - Whats that? - Someones trying to break in. - Rasmus? - I just picked up an attempted breach. Granular, theyve got a breach. - <i>One ADI just went offline.</i> - Where? - 800 metres from your location. - Thats outside our cordon. If someones trying to pilot it this way, theyre gonna turn round the moment they see all these uniforms. Clara Meades? Im Karin Parke. Did you pack a bag? - Yeah, its by the door. - Right, lets go. - Rasmus got a track on them? - Not yet. _ Its just precautionary, and its only for one night. Just gotta call in. Hi. No, not yet. Hopefully never. Granular are onto it. Understood. They housed a witness here for a while, Shaun said. - Mustve had kids. - Have you got kids? No. No plans. Up the stairs. - Rasmus. - <i>Still nothing. I cant trace it.</i> At least theres an en-suite. - Is there nothing? <i>- No.</i> <i>Whoever it is, theyve masked their path well.</i> But thats not... - Fuck. <i>- What?</i> - We just lost a whole hive. - What does that mean? <i>Packed full of ADIs.</i> Lost them all too. - No... Rasmus? - Theres thousands of them. - Where? - Its close to your location. Rasmus, say that again. Blue? Blue. Its close... Its very close to you. - Text it. Text it to me. - Rasmus. Text it to... Shit. Do I get to redecorate? Hello. Hello. No... Theyve got the whole thing. Were not in control anymore. - Theyve got the whole thing. - What are you doing? - Fix it! Cant you fix it? - Shut up! _ Shit. We need to go. Now. Now! Come on! Go. Go, go, go. Whats... whats happening? Karin... In there! Go! - Help me block the gap! - Tell me whats going on! Youre scaring the shit out of me! Oh! Fuck! The fan! The fan! Get it away from me! Take your time. Id seen so many bodies before. At crime scenes, in autopsies. But Id never seen anyone die. And she was right there. And can you describe the reaction of your colleague, Miss Colson? Blue took it hard. Uh-huh. Ill shut it down. We thought this was one guy, some Mr. Mystery in the vicinity, hijacking one ADI and personally controlling it. But there were thousands of them. - So it cant be that, right? - No. - One person cant fly hundreds at once. - No. Whoever this is, theyre controlling the whole system. - Do you know where from? - Could be anywhere. You need to fucking sort this out! How do the ADIs know who to target? Couldve found Clara the same way you did, the identity database? No. That just gives you the basic area. We were in the room too, and they only went for her. Facial recognition. Its got to be facial recognition. Which means the feed from their visual sensors, thats been accessed too. - Thats not possible. - Its the only explanation. Now look, the visual feed is secure between each ADI and the hive. - There you go. - Although... one of the governments conditions for backing the project... Okay. Enough. We had to consent to permitting government security services access to the visual feed at times of quote, \"increased national security.\" Which is, as I understand it, pretty much all the time. - I wasnt happy about it. - Your lot went along with it. That implies a greater range of options than your lot presented. - So they <i>are</i> spying on us. - This is all classified. So what did you do, did you put in a back door and route it through GCHQ? I mean, you do CCTV, you do traffic cams. So what dont you have your fucking noses in? Look, millions of those things flying around, propping up the ecosystem? Well, thats great, save the planet, hallelujah! Governments not going to pump billions into it just cause some lab coat says so, and it grabs 200 green votes. They saw an opportunity to get more, they took it. Total nationwide surveillance. We tracked suspects for weeks in ways they couldnt dream of. - We prevented bombings, mass shootings. - By spying on the public. And keeping them safe, which is what they want. Clara Meades isnt safe, though, is she, Shaun? Knowing what you knew, that mightve helped us, but no, you kept your little fucking secret. Okay! The governments a cunt. We knew that already. Words going to get out about Clara. The publics going to wake up and find this mental assassination game going on, and soon were going to have another body. - So what do we do? - I dont know. Were totally locked out. Totally blind. If I can work out how they got in, I might be able to reverse engineer some means of getting control back. Do the ADIs have a command log, on-board cache? - Yeah, but thats encrypted. - Ill need the key to that. Been through the employee files, found some POIs. Bring them in. Are you sitting in on these? Granular interviews? Ive got to be somewhere. <i>Its 7:15.</i> <i>Three deaths have now been linked to a hashtag circulating on social media.</i> <i>Controversial journalist Jo Powers...</i> <i>Good morning. Have you posted the hashtag?</i> <i>Is it real or an urban myth?</i> <i>Well, thousands have been taking part, but how culpable are they?</i> <i>People are dying,</i> <i>and</i> we <i>want to hear your thoughts.</i> <i>Line seven, Liana...</i> <i>This is real, this is happening...</i> <i>I am happy to see her die.</i> <i>Its not the hashtag killing them. Thats just a game.</i> <i>Like, if youre an arsehole, you deserve to be shamed.</i> <i>Steve, line five.</i> <i>Yeah, but my point is, someones gotta be top of the list, yeah?</i> <i>So why not make it someone, you know, who deserves it, like a racist.</i> <i>With the hashtag, Ive seen celebrities, politicians, everyone.</i> <i>This doesnt mean you have to sit there encouraging people to take part.</i> <i>The point is this is already happening.</i> <i>And people know that they can jump onboard</i> <i>because nobody will ever know if they did or didnt.</i> <i>Well, lets just pause for a moment and go back to that top five.</i> <i>As we have been saying, the Chancellor is at number one,</i> <i>and I want us to think about that.</i> <i>What does that tell us about the choice of the nation?</i> <i>Well, I cant say Im surprised that hes number one on the list.</i> <i>Hes been pretty unpopular for quite a long time now.</i> <i>But does that warrant his place on this list?</i> <i>Im saying people dont have to think too hard about it.</i> <i>Now thats hes number one,</i> <i>that should generate more discussions and probably more votes.</i> _ Thanks for your time. - No good? - No good. - Well, thats all fascinating... - Shaun. - But when do we shut it down? - Tom. Forgive me for being sceptical about your agencys basic competence. - Tom. - Im on the fucking chopping block here. Number one on the list. The peoples fucking choice! Farringtons number four, and hes a paedophile. - Suspected paedophile. - He did it. You know he did. Lets just shut it down. All social media. The whole bloody Internet, pull the plug. Just for today, at least until Thumbelina here pulls his finger out and he actually catches someone. I wouldnt advise shutting things down. - But its possible? We can do that? - The whole of social media? - Yeah. Pull a North Korea on it. - Well, yes, technically. - Right, so push the off switch. - Thats not a good idea. - No? - Not in my opinion. Right, okay. Its just that speaking as a marked man, I beg to fucking differ. If we shut it down, youll still be number one. Guaranteed to be, in fact. Hes right. If we let it run on, at least theres a few hours. Anything could happen before five oclock. The vote might change. Yeah, and it might not. What about that report? The archive job? From 1985, that memo about Farrington? - That was over an unrelated matter. - Leak it. Tom, that would be a smear. A head-to-toe shit smear, I fucking hope so. Hes in his 80s. Hes had his life. Fuck him under the bus. If I could suggest an alternative? We move you to a safe location. - Have you secured before five. - Worked out well for you last night. Ill show you. This next ones Tess Wallender. She was a junior. So not much in the way of technical skills. - Quit Granular for personal reasons. - Nervous exhaustion, yeah. Worked in Human Resources for Granular until she quit. She took a photo of a guy on the Tube, said hed harassed her, lewd comments or something. Turned out he had a learning disability so she caught a ton of shit on... On social media. - Hello. Im DCI Karin Parke. - Hi. _ It was like having a whole weather system turn against me. Just hate message after hate message, around the clock, all piling on. Its hard to describe what that does to your head. Suddenly theres a million invisible people, all talking about how they despise you. Its like a mental illness. Fuck. What? Shit. I mean, hands up, I made a mistake, but the way people enjoyed kicking me, thats what got to me. The casual fun they had and, um... I just felt I couldnt go on. Who found you? Um... Garrett, my flatmate. He found me in the bath five minutes after Id slashed them. I mean, its crazy. Im half-conscious. Hes dragging me out of the bath, and Im telling him to get out, saying, \"Im naked.\" He tied towels round my wrists, kept me conscious, kept stroking my hair till the ambulance arrived, talking to me. Sort of weird. I think he always had a thing for me. And we worked at the same place so, you know... awkward. - He worked at Granular? - Yeah. On the ADI thing. - He was a real wunderkind. Ultra-smart. - What did you say his name was? Garrett. Garrett Scholes. Garrett Scholes. We need the whereabouts of a Garrett... Scholes. We were about to tell you. It was buried in the on-board memory of the Jo Powers ADI. - What was? - A manifesto. A 98-page manifesto. _ And check this out. Theres fucking selfies in it. <i>So were good to go?</i> <i>Okay, thats the charge in place.</i> Okay. Pull back. <i>Were all set here.</i> Detonate. So, the plan is, we move you to an underground bunker, knock out every hive within a ten-mile radius. And, what, just leave me there? How long for? Its a temporary measure. How long till you take out all the hives? Theres 20,000, 30,000 of them. That would take two years. Two years, a victim a day. More to the point, the environmental impact would... Fuck that. <i>Shit!</i> - <i>What? - Fuck!</i> <i>Stay back, stay back!</i> <i>Get back!</i> <i>Go, go, go! Get away!</i> <i>For fucks sake, move!</i> Whats your Plan B? He was on the original employee roster, but we discounted him. He left the country six months ago. We thought we were looking for someone nearby. Run a full trace on him. Everything we can find. Lunatic with production values, thats the worst kind. \"Thanks to the technological revolution, we have the power to rage and accuse, spout bile without consequence. Only by being forced to recognize the power technology grants us, to acknowledge individual responsibility...\" Is it all like this? He likens the population to insects, says we revel in cruelty, that its a weakness that should be bred out of us. Recurrent theme is he wants people to face the consequences of what they say and do. - Wants to force that on them. - The whole things a moral lesson? He wanted us to find this and spread it about. Well, fuck him. _ _ Fuck. _ _ Shit. Karin. Karin. Hes messed up. Hes put this document together himself, right? His author names in the metadata. But he stripped out everything else, so we dont know when hes written it, for example. Mm-hmm. Most of the photos are clipart off the Internet, except this one. - The selfie. - Thats where hes screwed up. Hes taken it with his phone, and the phone left a geotag on the image. - So you know where he took this? - I know precisely where. Hes here and Granular HQ is there. _ - Armed police! Stay down! - Armed police! Armed police! Stay where you are! Armed police! Show yourselves! Move! Left. - Clear! - Clear! Clear! Lifestyles of the rich and famous. There. The forge. Nice one. Half the drives I sifted in forensics had scorch marks on em. - What do you think? - Yeah. Looks like his toolkit. - You can use it? - Pretty much the key to the door. So you can get control back? Send the deactivation? Well, Ive got his source code. - I should be able to bounce him out. - Be quick. Key to the door? Our guy doesnt seem the type to leave keys lying around. Well, Im in. Okay. Deactivate her. - Yeah, I need to repair permissions. - Fucking hell. Thats weird. Whats weird? - Times ticking. - That file. Wasnt there before. - This file? - Yeah. What is it? - Blue? - I think theyre IMEI numbers. What does that mean? Every phone, every device has a unique number, an IMEI number. It tethers it to a unique user. - Yeah. - But I can check, just... reverse lookup. Take it easy. Who are these people? I dont know. Theres 387,000 of them. Are these IDs your spooks have been collecting? - No! Are you ready yet? - Yeah, almost there. Wait. Wait. What was the name of that teacher? Hate cake. - Liza. Liza Bahar. - Liza Bahar. Fucks sake. This is a list of everyone whos used the hashtag. What? Everyone who took part in the Game of Consequences. Theyve hoovered up their ID from GCHQ by the looks of it. That backdoor worked both ways, it seems. - See if Im on there. - What? I posted the tag earlier with Scholes face. - Just trying to get a reaction from him. - Yeah, yeah, almost there. Yeah, youre there. Almost there. Why has he collected everyone who took part? I mean... Okay. Im ready. - Shit. - Run it now. No. Think. He left us a trail. - Oh, come on. - That photo with the whereabouts, its too big a mistake for him. He knew wed do this. - Now were shutting it down, all right? - And maybe thatll trigger some endgame, something to do with that list. What if those are his real targets? The people on the list. Everyone who took part. Consequences. The hate figures were the bait. The players are the target. - Run the deact command. - Now just wait a minute, okay? - Run it. - No! _ Yeah. Yeah, it worked. Sorry, but that needed doing. - No, no, no, no, no. - What? No. No. - Fuck! - No. Shit. Oh, no. <i>♪ Follow me ♪</i> <i>♪ Ill show you the way ♪</i> <i>♪ Out of this home ♪</i> <i>♪ Out of this land ♪</i> <i>♪ Fall into me ♪</i> <i>♪ And drown inside me ♪</i> <i>♪ I know you will see ♪</i> <i>♪ The beauty of me ♪</i> Theres... <i>♪ I love you so ♪</i> <i>♪ All that I can be ♪</i> <i>♪ I know you will see ♪</i> <i>♪ The beauty of me ♪</i> <i>♪ Tired are your splendid soldiers ♪</i> <i>♪ Tired are they, here they go ♪</i> <i>♪ Tired are your splendid soldiers ♪</i> <i>♪ Tired are they, here they go ♪</i> <i>♪ Tired are your splendid soldiers ♪</i> <i>♪ Tired are they, here they go ♪</i> Were all tragically familiar with the rest of the events of that week. And we need no reminding of the sheer scale of the loss of life that followed. No. No, we dont. And what became of Ms. Colson? I think she blamed herself. No. I know she did. She felt shed followed his breadcrumb trail and sprung the whole thing. She left the force. I didnt hear from her. Rang her, tried emailing, but no response. Then, um... About four months later, they found her things. On a beach. With a note. She killed herself? Thats the base theory, yes. Ms Parke, I would like to commend you for sharing your testimony and your time. Thank you. Thank you. _ Señor. - Gracias. - Gracias. _ _ _ Sync and corrections by explosiveskull www.addic7ed.com <i>♪ Tired are your splendid soldiers ♪</i> <i>♪ Tired are they, here they go ♪</i> <i>♪ Tired are your splendid soldiers ♪</i> <i>♪ Tired are they, here they go ♪</i>'"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# look at a sample dialog output of return_dialog\n",
    "di"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 428,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "s01e01.srt\n",
      "s01e02.srt\n",
      "s01e03.srt\n",
      "s02e01.srt\n",
      "s02e02.srt\n",
      "s02e03.srt\n",
      "special.srt\n",
      "s03e01.srt\n",
      "s03e02.srt\n",
      "s03e03.srt\n",
      "s03e04.srt\n",
      "s03e05.srt\n",
      "s03e06.srt\n",
      "      Episode                 Name   Score  \\\n",
      "0  s01e01.srt  The National Anthem -0.4215   \n",
      "1  s01e01.srt  The National Anthem -0.6908   \n",
      "2  s01e01.srt  The National Anthem  0.7217   \n",
      "3  s01e01.srt  The National Anthem  0.4019   \n",
      "4  s01e01.srt  The National Anthem  0.4215   \n",
      "\n",
      "                                Sentence  isPos  \n",
      "0                     Ill be right down.  False  \n",
      "1                          Dont kill me.  False  \n",
      "2                   Please dont kill me.   True  \n",
      "3                                   Yes.   True  \n",
      "4  Popularly known as Princess Susannah.   True  \n"
     ]
    }
   ],
   "source": [
    "# build a dictionary of sub name to episode title\n",
    "names = {\n",
    "    subs[0]: 'The National Anthem',\n",
    "    subs[1]: 'Fifteen Million Merits',\n",
    "    subs[2]: 'The Entire History of You',\n",
    "    subs[3]: 'Be Right Back',\n",
    "    subs[4]: 'White Bear',\n",
    "    subs[5]: 'The Waldo Moment',\n",
    "    subs[6]: 'White Christmas',\n",
    "    subs[7]: 'Nosedive',\n",
    "    subs[8]: 'Playtest',\n",
    "    subs[9]: 'Shut Up and Dance',\n",
    "    subs[10]: 'San Junipero',\n",
    "    subs[11]: 'Men Against Fire',\n",
    "    subs[12]: 'Hated in the Nation'\n",
    "}\n",
    "\n",
    "# rows will contain the rows of the data frame containing the sentences in each subtitle file\n",
    "rows = []\n",
    "\n",
    "for sub in subs:\n",
    "    print(sub)\n",
    "    di = return_dialog(sub)\n",
    "    sen = tokenize.sent_tokenize(di)\n",
    "    for s in sen:\n",
    "        pol = analyzer.polarity_scores(s)['compound']\n",
    "        # check if sentence s has sentiment/ nonzero polarity\n",
    "        if pol != 0:\n",
    "            # check the polarity of the sentence; if positive, it is considered positive.\n",
    "            # append a dictionary with info regarding the sentence into rows\n",
    "            rows.append({'Episode': sub, 'Name': names[sub], 'Sentence':s, 'Score': pol, 'isPos': pol>0})\n",
    "            \n",
    "# convert the rows into a dataframe for easier plotting and analysis\n",
    "df = pd.DataFrame(rows)\n",
    "\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 392,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot a violinplot and swarmplot for each episode\n",
    "\n",
    "# plot first season episodes\n",
    "plt.close()\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.ylim(-1.2,1.2)\n",
    "sns.violinplot(x='Name',y='Score',data=df[df['Episode'].isin(subs[:3])],inner=None)\n",
    "sns.swarmplot(x=\"Name\", y=\"Score\",data=df[df['Episode'].isin(subs[:3])], color=\"black\", alpha=.9);\n",
    "plt.xlabel('')\n",
    "plt.xticks(size=12)\n",
    "plt.ylabel('VADER Compound Sentiment Score',size=15)\n",
    "plt.savefig('Season1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 391,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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o/FtYdMk4NsKnBO388knn4Cd8WIlKCgIn332mRNbS6YRgbYncPz4cTz77LNQqnzg1s/P1kH10ULUnqvmqeQiIyPbvmNqkQg4IQGTycTP+PpDwEIvH2SZjPijuhK33HILT6dFhQh0FwIWi4U/Cy4yLwyIncOHnZSxjeeC/+677+Dl5dVdUDjFOEnAO8U0XGQECfgWzotara5g3s/MVb6xgI+JiRkilUqZS7t3C5turoD/swt9stlsnkgu9G1F3zHtvPLKK9i3bx8EmRIywYyff/6ZrzJTIQLdhQA768s8UTzHBMMl2M02bENGJWpOFOPee+/FnDl1L29UiEBXJ5CamopHHnkEfV1cMdHdAzWiiK8rSvnuO9uFp0IEuguB+jS7AT5RYEHsWMnMPYq84kTurci8Fqm0HwES8O3Hujk9kWJoDq1GddVq9S9Wq7VMq9XeyQS8IAgDBEEoFkXxJwAGrVa7oIVNX3TZhTPr7Ax8/z9/qVKpZguCcD8LYhcbGztKIpGsoCB2bUXece08+uij0GhTIHPvCXN1Dr799lt4e7fZmo/jDKeWiUAbEWBiJTU9DX5zIiDIG4J0WWpMKN+UTcKljThTM52DwNq1a/Hpp59ispsH4hSu3OhvK0oBd3f++0CB7DrHPJKVrSdw9OhRnvM9LGgQQoPqki8VlKQgPecAD/jLAv9SaT8CJODbj3VzeiIB3xxajepeCCy3QxAEGQB2gPMUgGir1VouiuL0VLac3gZFrVavslqtkwD4C4JQIIris4IguACwarXalawLlUr1viAI11it1hpRFO+40vl3Vp+C2LXBxLSyiVtvvRUVNWbIPHrBVKbFW2+9hdjY2Fa2SpcTgc5BoKysjKcDkvVwhff4hvPv9daXb8mGzCjh5x3lcnnnGBRZSQRaQaDeK2uxly+8pFLe0raaKmiNtfjwww8RFhbWitbpUiLQeQisWbMG7JhhSYEBRcX5CA6MwPChk5GZtw8LFizAnXfe2XkG0wUsJQHvnJNIAr7l8yKNj49XGo3GJRKJZBAAo9VqTdDr9V9nZ2frW96s468kAe94xlfqwWAw8PNdUrcgyDx7obbgBB5//HGMH1/nKkaFCHR1Alu2bOH5rdnZd3YG/s+l5nQJDKkVfBdmyJAhXR0Hja+bExBFEbcuWQJLTQ1u9fK1HadKrDVgl64ay5cvx9y5bRYXt5vTpuE7O4G3334bLMVoSXE5BKHOOys8JBZRsYEYPHgwnn/+eWcfQpeyjwS8c04nCfgWzotKpToN4FYWxK6FTXTYZSTgOww97zgtLQ0PP/ww5L4xfAden70bixcv5hG5qRCB7kCABa9jQex8ZoRB6nHxDrup2IDK3bncVZK5TFIhAl2ZgFarxT/+8Q/EuSgw2d3TNtQq0YJvK8owbNgwHvCRChHoDgRYNoYvvvgCAux/G6ZOnQpPTyW+/uZrG4atW7dix44dUKvVPNgjeWy1/R1CAr7tmbZFiyTgW0hRrVYXSiSScUlJSdoWNtFhl5GA7zD0vOPdu3fj9ddfhyJoCBfwNWnrMXHiRLBz8VSIQFcnUFlZyd3n4SmFz5TQSw7XarWifMM5KGWu+Obrb+ilrKvfFN18fKtWreLHRWa4e6K3i8KOxvcVZaiRScHqKBT233VzbDT8LkigPhvD0SPHUVlZbRuhr08gJk6YjLLK8/jqq6/g5+cHFgj1ySeftNVh7vXsuAmVtiVAAr5tebZVayTgW0hSpVL9UxCERVar9V2r1ZohCIKd27xWqz3cwqYdfhkJeIcjvmIH9dG3leGTIXULRI32Z4SHheD999/vWMOodyLQDgT++OMPfPTRR5d1n683oeZUMQxplXjqqacwevTodrCMuiACHUOA57zOzsbt3r5wueAyXG/JQX0NzwnPhMrYsWM7xkDqlQi0AwG2uMs8FP/1r39BIfXHkaMHUFZRBA93H1x7zV3Qm4pw4ux23Hjjjfj73//Os5QkJSXZLGOBHs+ePQsfn4uPZbWD+V22CxLwzjm1JOBbOC9qtVq8wqVWjUZTF4XGCQsJ+I6dlHr3YQ/VdRCkCtRkbgFqy3hKLRcXFp+QChHougSYe2R6Rjp8rwmHRMligF66mCtqUbEtB8OHD+cvdFSIQFckkJWVhb/97W+IkrvgGo+L81sXm834qaqci/fGu41dkQWNqXsSYB5XbKGW5XhnMYJYRp7ZU+9AoF8MqqrL4O7ujYrKEvx31fOo0VdAqVRi1KhRkEql/ChWfWEeKkzAu7u7d0+QDho1CXgHgW1lsyTgWwgwNja295UuTUlJSWth0w6/jAS8wxFftgP2Q7VkyRJU6S3wiJnH6xnyj8FUlsLd6uPi4jrOOOqZCDiYQH2ua3lPN3iNDr5qb+U7ciCWG/l5yICAgKvWpwpEoLMRqPfImubuidg/uc+zsbDfjNWV5dDLpNxlmMRJZ5thsvdqBDZu3Ihly5bxatXV1TAajbh+7n3opx5ju3Tb7h9x5MRWGM16fqTK09MTjz32GFasWAHmds8KiyPB/qHStgRIwLctz7ZqjQR8K0n27ds31mw297NarewvSJIzC/f6oZKAb+Wkt+Jy9ofwvvvug8wrHMqQuh8nU0UmDLkH+Q/Ydddd14rW6VIi4NwEWLpEFnDIc0wwXILdrmqsIbMSNceL8Ze//AVLly69an2qQAQ6EwGz2Yxld9wBXUUFbvP2g0y49CvZcb0Ohww63HvvvdxtmAoR6EoEmAh/7bXX+JDKy8v5otXUcTfB09MX585r0DMoEiVl+Th2agdMZgNb1oKvry+++eYbvumxd+9e/u+BAwd2JSxOMxYS8E4zFXaGkIBv4bxERka6KhSK7wAsAFDP0QrgN1EUb05JSaltYdMOv4wEvMMRX7aDTZs28bPuiuChcPGty/summpQk7oOI0eOxNNPP91xxlHPRMCBBIqLi3HXXXcBbhJ4Twu1pcq6UpdWi4jyjdk8mB3bhXdzu7rod+AQqGki0KYEDhw4gJdffhn9Fa4Y5+Zx2bZ1oohvKkoRHhnJ0y8KlxH6bWocNUYE2onAqVOnMHv2bLAFrYqKCkgkMgzpPwmnE/fbLFD1HozM7CTo9ZWwiGYMGjSIC3eZ7PLHsNrJ/C7fDQl455xiEvAtnBeVSvW2IAgLRVH8Kwss7urqKjWZTONFUXwXwA9arfaJFjbt8MtIwDsc8WU7eOWVV7Bv3z64Rc+CVOFtq1eTuh4KmYhVq76jH6SOmx7q2YEEPv/8c/z6669wHxIA18iLz/permtdchn0iWW48847waIMUyECXYXAP//5T35m9wYvH/hLLy1ESvU6pJaU4JyLHEVyWZ3g79+/qyCgcRABTmDt2rU8VWJOTg5GDZ2Joyf2orqmwkZHKpHizsXP4mTiTpRUpOHuu+/GX//KXr+pOJoACXhHE25Z+yTgW8YNKpUqTxCEZRqNZkPjJtRq9SwAKzUaTVgLm3b4ZSTgHY74kh2w1eVbblkMg1mAe++5drso9efgX3rpJQwYMKBjDKReiYCDCJSUlPAXLovMynO/C9Km//SIRgvfhfd088Bnn33GAxhRIQKdnYBGo+GpQ8Nkcsz1bFjMbTyuIznn8cGhA7CIIph7X1SfPpg3bx6ee+65zj58sp8IXETgiSeeQGJiIob1XYQvV7/C3ebri9LVHQ/c/QYLCoGjiT+iR6A/Vq5cSd4o7XAfkYBvB8gt6KLpb1EtaLwrX6JSqSplMtnQxMTElMbj7NOnj0oUxVMajcZp3zJJwHfMncncxJiLvNw3Bq7Bw+yMMFfnQZ+9C/Pnz+dChwoR6EoEWG7eDRs2wH1wAFyjmr77Xs9Al1QGfVIZDwDJUghRIQKdnQBbrD148CDme3ghRH7p7COPbfwD+dVVDUOVyzFmwgS88847iI6O7uwIyH4iYCPAFnnvuOMOeCgD0C9mFjRpJ7B2w6ewiBZeZ+bkxRjcfwL/b03WLpRWZNFz0E73Dwn4dgLdzG5IwDcTWH11tVq9G8BejUbzVOMmVCrVKwCmaLXaES1s2uGXkYB3OOJLdsDOLm7ZsgUs/7vMPciujtVqQU3Kb/Dxcsd///tfnh6FChHoCgTYjz9LkwVXCbynh0KQNP9nRzSJqNiUDYXUhe+6UJ7frnBndN8xaLVasHSKtcUlGKF0w/CQUCjlcr7Tfjo/H8W6GgzpFYKnt25GtbFROB1BgtGTJ/HUiszdmAoR6CoEfvzxRx6ULjpkFIL8VXxYlVWlOJ+XhuDACPj5BNqGWlpxDpqsnZg7dy6WL1/eVRA47ThIwDvn1DT/Tco5x9HuVqlUKrYUuFUQBBZloz7Sxhir1TpGIpHMS05O3tTuRjWxQxLwTQTVRtWYSxg7t7h161YE9QxF32kPX9Lty5B3BKbyNDz//PMYPHhwG/VOzRCBjiPAogkzoXHixAl4jAyCIqTl+Xn1aRXQnSrB9OnT8eCDD3bcoKhnItAKAuyZYK7zbKFW1BvATpMEenjghSnT8dmxI2Bu86y4SGUY2qsXDmSfs/U2Oao3/FUxyDWb8Z///Af9+vVrhSV0KRFwDgKiKOKee5ajqKgIQ/ssgkx6aY+UemtFq4jjST/DRcFSK34FF5cr13eOUXZeK0jAO+fckYBvxbzExcUxwf4Pq9XaTxAEPYBEAK9oNJrTrWjW4ZeSgHc4YlsHBoOB75bk5uaipqYGgkSGwVOWIrJvQ37T+spmXRH0WdswZswYsOBGVIhAZydQH2VbHqiE59jgixaurKIVpdlFkCtd4BXoc8XhsroVO3JgqTDi9ddf52mDqBCBzkbg8OHDuOeee5Ci0cC1UTT5a+P64rdk9grRUEaEhKJ/cE8kFxWht58fpkT3RpFowZqqCsTExOCNN94gb63OdgOQvRcROHToEF588UX08O2NmLCxTSJ0Lu84corO8kB2s2ax0FNUHEWABLyjyLauXRLwreAXGRnpI5fL/etzv8fGxi50cXHZkZCQUNqKZh1+KQl4hyO2dcAizi9atAiVlZU8RYogc0VwZH+Mnn0vaipL4OrmBalMzuuznRldxmZYjeU8WFdgYIPLWPtZTD0RgbYhUF1djfvvvx+l5WXwmRoCqaf9LkltjQE7P/wDFbllvMOokSoMv2n8FTs3FetRuTsP4RHhWPH2Csjldc8OFSLQGQiwBV0mOI4fO4aslBRIGhk9K1aNDSkau2EM7RWCh8eMu2hoW2uqkGKsxX333cfTb1EhAp2VAHvv+fsjf0dqWioGqubDzfXKC7n14zSadDihWQN/fz9+rIrSyTnuDiAB7zi2rWmZBHwL6cXFxQ0TRXGjIAj/1Wg0j7Fm1Gp1itVq9RAEYaYz78KTgG/hpLfgsry8PO4OX15eDkEihSBxQUTfMSgtyERVSS7kCjcMmnQzQnrXucybytNhyDtMwexawJoucS4Cb7/9NrZv3w5lH1+49fG9yLiEjceRsOmE3edTH54H/4grL1xVnyhCbUYVXxi77bbbnGvQZA0RuAKBL7/8Ej///DPUggS/7N2DCoOB1/Z2dcVL02byiPNJRYX8M6kgwWPjJyDKxxdJxUUIcvdAqHddtHqWF351ZRlkSiU+/vhj+Ppe/HzRRBCBzkDgyJEj/Nign3cE1BETm2VyRs5h5Jck44EHHsCMGTOadS1VbjoBEvBNZ9WeNUnAt5C2SqXaIwjC2Z49ez6wc+dO84VmJGq1+iOr1dpbq9VOa2HTDr+MBLzDEds6YKvLM2fOxN69e2EV5PDv2RtyhTsKss7a6jARf83Sl/hOvFW0QJf+OyQw4dOVKxEQENB+xlJPRKCNCNS7REp9XOA9KeSSgeuO/LAHGQe1dj2OuX0KQgdGXdEKq0lE+bbzsOoteO2118iVvo3mjJpxLAGWNu7xxx8HiwJxo5cvqg0G7M3K5J2Oi4iEr1IJo8WMfVlZKNHreGA7qxX4z+4d0JlMvN78uL5Y1K8uB/xZgx579DUYMWIEz24iNHLHd+xIqHUi0DYETCYTF98s9/uA2HlwV6tpOHUAACAASURBVDZvIarWWIOT2l/h5eWJjz76CB4eHm1jGLViR4AEvHPeECTgWzgvKpWqGsAArVab3riJmJiYGIlEclyr1TY/V1ILbWnuZSTgm0us5fXZeccXXngBVtdASP0Hwt3LH9u+fwlVpXl2jU5f8m/+HSv1u/BM+PPo3VSIQCciUFhYyCNs1+hq4DU5BDJvF5iNZpxefwQF2hz49PLHwPkjUFVYgV0fbwBPcM2CdrkruBt9XmI2PPw9MWDeCHgF+SDrWCpSdiVAkEnQZ+pA9IoPh6lIj8o9eejRowdPJeTp6dmJCJGp3Y2AXq/nzwTzyLpS2rg/c1mxfy+O5ebYPma78u/Mmcd37Nni8LrqSuSYTfx3gv1eUCECnYnADz/8gG+//RZB/mpEh4xskennC04ju+Ak5syZg3vvvbdFbdBFVyZAAt457xAS8C2cF7VanW21Wpdrtdo/GjcRFxc3UxTFL7Vabc8WNu3wy0jAOxwx78BoNPIXq7y8fLhFXwOpos79MeHAb0g5scVmhKd/L0y9sSEbodUqQpe+AVZTNd566y0erIgKEegMBNiOypNPPgmWJqtxzvdjP+1D2v5k2xD8I3tg6kPzkZtwDhmHtHBxc4HURY7UPQ1BvNz9PDD85gnY+UHDn1iJVMCMx6/nAe/qc8OzIJFsB1IiaXyiuDPQIhu7C4H6FKKDFEqMdrt8JobD57PxS2ICas1mTOsdg+O5OdCWFNthen3mbARfWLCqFi34sbICkMvw9ooVCAsL6y5IaZydnADbdWe774JVhoHqa3nkebPFDIO+Gh4eTTsHzxCIogWnU9bBYKwijywH3RMk4B0EtpXNkoBvIUC1Wv0ygFutVuvjoigeYc1IJJJhLAo9gJ+1Wu0/Wti0wy8jAe9wxLwDtrLMVpjlfmq4BjWkhRMtZiQd+R35WQnw8g1G31Hz4e5l7ypvrsmH/txOijTcPlNFvbQRAebG+Mcff8AlzAMew3rY3HrX//t76Mpr7Hq59sXFqMgthVFXi+C4UL4bX5JZZFcnckQsMg+n2H02+LpRiJ0Qz3cgq/blw1Sox5IlS3DjjTe20SioGSLQdgQ2btyIDz74AAFSGa739Ib0Mq7u+VVVeGLzBojMb/5Cmdo7BtvSUm3/r/IPwDOTp9oZl2asxeaaKoSEhPAFXzc3t7YznloiAg4gUFtbi8ceewwZGRlQhU+Av08kErVHsHnHKhhqdegVHIXrZ9/bZCFfUZ2PxPTN5JHlgLliTZKAdxDYVjZLAr6FAIcNGyavrKz8EMBSQRCkAASr1WoRBOFjmUz2j4SEBGMLm3b4ZSTgHY6Y/zA98sgjsEoUcIueBUHS/GjZ+pwDMFdmYdmyZbjuuuscbzT1QARaQWDt2rX49NNPIfVi5957cZf3+rJ75SbkJ9Xlt2ZF6e0GnxA/5CXWfcb+PyAqENkn684EsyJTyDBw/kiw3fvGZeJ9sxCk6sU/EmstqNieA1FvxhNPPIFx4y6O2N2KIdGlRKBVBJKSknhKULnVioUe3vCSsleFS5edGen4/BjfC7CV6b1j0ScwEMdychDk4YGZMbFwu0TO6/26Gpyq1WPkyJF46qmnyBulVbNGFzuawPvvv49NmzYhyE+F6NBRqDUa8MHnj8NoqrV1PaDvWMye1vQgpdn5J3G+8DR/Bv7v//6PYkK04SSSgG9DmG3YFAn4VsKMjo72lslkcaIommQyWUpycnJVK5t0+OUk4B2LmKUKeviRR5Bz/jyUYRMg86gTG80totkAXcZGSKwmnu+XXOmbS5DqtxcBFuuB5fEVFBJ4TeoFqZv9glVlYTn2fbEVVQUVcPV0hWpSf5xeZy9WoseoUX6+BKXninle+CELRyNsUDSOfL8H546n8heymHF9MWjBKLthmStqUbkrDzJBipdffpmC2rXXpFM/VySQn5+Pxx59FBUVFZjr4YVQuX0axT9fnFlWhme2bbb7+O5hIzAhsiGoY2WtASklJYjw9kGAe4MrPtu1X3/hPPzChQtx++230+wQAacksHnzZrz33ntwc/VFv5hZkEpkKCrOweernrezl+3CL174KErLC+Hr3QOyC+l2LzcodvQwKWMr2G48eWS17dSTgG9bnm3VGgn4NiDZv39/X5PJNF4UxXytVnu4DZp0aBMk4B2KF/XnHeV+KrgGDWlVZ+bqPOizdyE4OJgH6yL3yFbhpIsdQCA5OZmfQTeajfAa3xMyP9dL9sJc3pkbvdJTiXxNDvZ+1hAHgl0QPVqNYTeM43UU7gpI5TJbO7XVBh7J3sVNccm2jfk6VB3I58HsXn3lVToL7IB5piabToClDWUR51nQunFKd/R3VTbp4vWaZPyWlAiTaEH/oGD0CwxCv6BghHh54UxBPt7evxcmi4UvZt0xeCgmR/e2tasXRfxaXYFyiwV33XUXrr322ib1SZWIQHsRqF/oZefd43vPglJRF+tZFEV88vXTqKgssZnCduDTs86iuqYCrgo3XHvN3YiK6HtFU40mPc6m/QEWnf7BBx/E9OnT22toXbofEvDOOb0k4Js5LyqV6ilBEB4URXFsSkpKWlxc3Bir1fo7S+XKmrJarZv0ev312dnZ+mY23W7VScA7DvW6deuwcuVKSFx94RYxjed+b22pLTwJY0kyhg4dimeeeQbSK7hhtrYvup4INIdAWload9nV6XXwHBkEl16XD9DVuF2LyYyNr/6MmhKWzANgwekmPzD3qjngr2SbIaMSNSeK4evnh9defZUvelEhAu1NQKfT4f+eegqpaWkY4qrESGXTnol6O82iiF8SzmKdJol/xMT6/SNGY70mCZnlZbbhuMld8OG8ayFtFLyx0mLBmuoKnif+H//4ByZNmtTew6f+iMAlCbDjJMy13WKxom/UdHi697CrV1ySix37fkFZeSHUMYORmZ2MvIKGI1XeXv64d+lLV3WN1xsqkJC+ERbRxPtjaRaptI4ACfjW8XPU1STgm0FWpVItFwRhBYA3RVF8LSUlpVKlUmkAsOST0yQSSYUoij8B2KbVav/VjKbbtSoJeMfgPnLkCE8ZB6kCbpHTIZFf/sXNoKtE0XkNvPx6wjsg9IoGMdcwffYeWGryMHfuXCxfvtwxA6BWiUAzCJw7dw5P/vNJVFVW8YB1ivDmpXLTV+qQti8JFfllEE0WuPl5IHZ8PE8d19KiTymH7kwpAoOC8OorryAgwD44ZEvbpeuIQFMI1NTU4NlnnwXL+R7nosAkN48rCg7m+p5YWACD2YwBwcFwkcp4Lvh71/7Kd9rrS5i3D2qMRpTqdbbPmLD/9NrroZA1eKqwL0vMZr4TbxYE/P3vf8fEiRObYjrVIQIOI8C8tNhzwdIpqiMmw9fryu88zJB3Vv4deoN94NNH7/8AMqn9/X4po6tqipCYsQVSqcAXmIcNY/GlqbSUAAn4lpJz7HUk4JvBV6VSHbVarZ+lpKR8zC5TqVQjBUE4AOBJjUbz2oXPZguC8I5Go4ltRtPtWpUEfNvjZi9szI241miCMnwKpMq6nO6XKsW5qdi//gOIZhP/Wj1sFvqMmHNFo6wWE3RZWyHWVuCOO+7A9ddf3/aDoBaJQBMJsCCNzBuEne9tnC6uiZfbqlUWlGPzG2sgmkX+GTv7PuvJhXD1ankk7fr0ckFBQXjppZfA/k2FCDiaQHV1NX8mUlNToXJRYLKbBySXiTjPbLGIIl7dswtJRYXctB7u7nh28jQopFIu4C3WumeClZ6eXhgZGoZfkxJsn40KC8f9I0dfclgFZhM/E89+YR5++GFMmTLF0cOn9onAJQmcOnWKb2ywtLoxoeMQ4NsQ0+FKyP7Y+jVOJzYEMO0d2Q+L5j/QZMrlVbnQZO0AewRZxPuxY8c2+VqqaE+ABLxz3hEk4JsxLyqVqloUxUGp7Be6TsD/UxCEFwVBGJScnHyGfaZWq9lfpySNRnPpg6DN6M9RVUnAty3ZlJQULt51Oj1cQ8ZCfpXV5b1r30Xxea3NCEEqxezb/wO54sqiRTTVQJ+1DaJJh7vvvhvz589v24FQa0SgCQT4bspzz0FXUwP3QQFwja47x9iScnbjcSRuOmF36dC/jEHvsX1a0hy/hp211yeVQZ9cDj8/Px5cj/JjtxgnXdgEAmVlZXjuueeQnp4O9YWdd21xMX5JPItqoxGToqIxI8Z+Tf9kXi7e3LfHrvWF8f2woE88vjh+FDvS02zf3T54KKZE98auzAwkFBYgwseXR6SXX+E4VSEX8VUwwor77rsPs2bNasJIqAoRaDsC7Mz7K6+8ArPZwtPF+XmHN7lxk8mIPYfW4tx5LQJ7hCLQPxRmiwlxsUPh86e0u5drlAW002TugGg18zPx06ZNa3L/VLGBAAl457wbSMA3Y15UKlWlTCYbmpiYyBMTq1SqjYIgDNZoNLYtntjY2MGCIGzRarVO67tJAr4Zk36VquwMMDtnVVOjg2uvUZB7R1y18R0/vYqKomy7ejOXvgSlOw+jcMUiGqugz9oO0aznrvTMpZ4KEWgvAmw3hQliQ60BHkOb7zb/ZztT9iTixC/MiamhjLljKkIHRLZ6SHptOXRnS+Hl5YXnn38evXs3BPxqdePUABG4QCA7O5u7BxcVFaGPiwIT3Ty4aH9kw3rUms02Tmy3nO2a15f957Lw0eGD9r8DsSp4uShwtrCAn23v5eGJwb1C0K+FXiRFZjPW11TCIIpYtGgRj84taXRmniaRCDiCAFtEZfGAPvvsM7Asy+qISfDxbGE2HquIb396Dbn5GdxUudwFty56AoFXOXpYP64qXTGSM7bCbDHixhtvxC233ELPQDMnnQR8M4G1U3US8M0ArVardwH4UaPRfBAdHR0kl8uzAKzSaDTL6ptRqVRvARig1WqddqmPBHwzJv0KVZmYYS667FyXa6+RkHs3zTUsI2EvTu363tZyUGQ/jJ59b5ONEmsroTu3HVazgf8Y3XTTTVcN7NLkxqkiEbgMgW3btuHd996DaBXhMTwQipDmBee6VLMmgxE7Pvgd5edL+deBsT0x4Z6ZkMhaH/yRtWdIr0TNyWIoFAo8+eSTdBaS7u42JXD27Fm8+MILqNHpMNzVDUNdlfxv8eHz2Xjv4H67vsZFRGL58JG2z3QmE57YtAHlhrp4tzKJBMNDQnEg+5ytzuCevfD3seNbZXOFxYLfqytRIVr4efiHHnoIcrl9msdWdUAXE4FGBMxmMz7++GOe510uU3Lx/ueAdVcCxsR/WuYZFJXkIjoiHoZaHVb/wl6rG8rg/hMwc/LiJnPXGcqRnLkdtcZqjBkzBo888ghcXZ3WSbbJ42qviiTg24t08/ohAd8MXrGxsXMlEsn/AKyxWq1DBEGIsFgsQ1NTUxPi4uLUVqv1bnbkTBCE65OTk9c2o+l2rUoCvvW4d+/ejbfeegsW0QrXnky8X33nvXGveRlnkJ91Bp6+PREVPxZS2ZVzBP/ZYibiWXo55lY/c+ZM7iJJ0elbP6/UwsUE2AvVqlWr8P3330PiIoXHyEDIezQtLVZTeLIUQkWp+ZDKpfCPDGzzxajanBrUHC0ERHCvlTlzrhxvoik2U53uTYA9Exs3bsQnn3wCq8XCd93jFA2CIKeyEk9u3mAHibnHB3t4cqE+qGcv/u9SnQ5b01P5Tv3EyGi8vne3TdCziwUIWLngerg2ClTHzs6vOn0KB85lwUepxC0DBl11h56lmNtQXYkCixlxcXF8Mcvf//JxWrr37NLor0ZAq9XytLYlJSV8A2HBggX8kr179+L1118HiwcR4BeCuMjJULiwGM9NL5t2fIcTZ3bzC9hi2Jjhs7HvMEv01FAG95+ImZNvaXqjAExmAzRZu1BVU8C9sVhwO/YM7Nixg8dyYSnnmLcWlYsJkIB3zruCBHwz50WlUrG3v7sFQWAhYt/WaDR7WRNqtfpdq9W62Gq1/l99kLtmNt1u1UnAtxw1e3H73//+h6+//hqCVA7XkHGQuXdMkCzRpIf+/C6IhnK+s/joo4/C3b31u6Itp0NXdjUCBoMBH3zwAXbu3AmpuxyeY4Ig9WzeYpMzMDGVGlB9oABirYXHjli2bBkteDnDxHRCG2pra/HRRx+BeaS4SiSY7uaBUPnFz8Ta5CT8mpjAc7qzfO75NdUorqmLqh3p44t/TZ6KY7k5XIxX1RowPiIK5yrKkVbakAvb29UVb14zB6mlJfBUKBDu7YPfNcn4/swpGzkm7t+ZPQ9uLld+Ls1WK3bUVCPVVAsfb2888eST6NevXyecATK5IwmwTAsjR45EaWmd1xQrX375JbZv3453332X53SXSuVYOOd+fl49LeMMMrOTENQjHH3VI67ovs6izr/36aPcy6u+9AyK5EK+3oXeRa7ATQsehggrAvx68hzxjQu7Nic3DRKpFCHB0fyrqupyHDmxFTW6CvgFeEIiN8DNzR3FxUVg6e1YCQwMxO+//46QkJCOxOuUfZOAd8ppAQn4NpqXuLg4z+TkZJbjpSH3Sxu13dbNkIBvGVHmKs9Wnfft2weJXAnX0AmQuvq2rLE2uopFp9fn7IOlJh+9evXi5/HDw5seKKaNzKBmuiCBgoICvPzyyzwwl8xPAc9RwZC4to1re1vgMlTqIJFL4aJUNKk5S40JVfvzYakyoX///njiiSfg7X31uBNNapwqdQsC+fn5PCgXi33SQyrDTHdPeF4hkJzeZILRYsG+c5lYfbpBdDNYtw0agu9On+TR6OvLtN4xOJidjWpjLQ9Qt2TAYPyekozC6mpeZUJkFKpqa3EiL9eO95MTJiE+8OoLyWwB+kytAfv1NRAkEp7R5Nprr21zr5ducTN000Fu2bIFS5cutRt9fHw89u/fD4vFwsW7VCJHUI8w9O87Blt3/WCrO6jfeFwzZcllyen11Xjvs8cuEvC3LPwHkrVHodNXw8PDB5t3rEKtUQ+5zAXzZt4JVe9BvE2j0YDVa9625Y+PCu+D6+bchy++ex7llcW2fqdPXoiC0mQcPXqEu9K7udUtAtx///38HYqKPQES8M55R5CAd855cahVJOCbjzc3N5efd2e5r6XKHnANHQuJzDnOULE88cai0zCWJPMfI3a+i53zokIEWkqAxXd49dVXUVVVBUWkJ9wHBkCQXv3nQjRbUJiax8+w9+gd7BBhYDFbcPDrHcg5kwWJTAL15P7oP7tpeX5Fk4jqo4Uw5el4jnj2shYTE9NSTHRdNyHAhC9ztf34o4+gNxh4jvfxbh6QXSFNXGM0axITeET6xmVqdAy2pfOENrYyIjQMy4ePQFZ5OUI8vfBbchL+0Cbb1WER7XdmpNs+Y67478yZB69GLvxXm5ZckwlbdFXQiSKGDBnCU835+nbsYvTVbKbvnYMAy0JSn5aQ7bazHXm2ecCCOTLhzoLWseLnE8gzgpRVFNkMl0qkeHj5Ch6I7nJlw7ZvcCqBO7bycu2su9EntuHv+xerXkBh8Xnb954ePrh/2av8/4+f3onNO1fbNc1c8Pcf+cPus76q4YiK7INf/1gJ9v4kk8ng4eGBO++8k7/nUbEnQALeOe+Iq7+ROafdZFUrCJCAbzo89gPEXMNYUBbmTiz3jYUiaDAEQdLkRiqKz6Os8Bz8e/aGp+/Vd0ma3PCfKpoqz6E27zCsohmzZ8/mbsIseBcVItBUAuyF7KeffsJ3330HqwC4D/SHa1TTzgUa9bXY8d56VOSV8+54QLrl10AivfqzUpJZiLQDyZC5yBA7IR6ePep2xpk9Z9YfRdbRVLh6KjFg/ghUFVZcFLl+2iPz4Rfeo0nD5GnmNOXQJ5ZBJpfhnrvvwTXXXOOQxYYmGUSVnJoAO8/74YcfYs+ePXARBIxTukPdDLHMBldYU42nt24G25FnhbnG/9/Eyfjnlk12O/Bz1HFg5+dLdDqMCg1DTlUlWLT6xuWh0WNx6Hw2D5THRPvigYPsots3FWaNKGJHTRWyzSZ4eXrioYcfxogRI5p6OdXrxgRYVo/33nuPn3X39PTE5AlzcS4zFwmawzYq0ybcyIV4UUmO7TMm3KeOvwGHjrH73oJhg6ZixOBp3D1+6+4fUFZexHfTI8LiUFB4Djn5GSguyUHPoAjMnLwEPt4BWPHJIzywXX1h7vWP/vV9SKUy7Dm49qLz8qOGzsTBY5vsZov1O2ns9fjsm2dRXJYLUTTzI1Vs0fqvf/0rRan/071NAt45H3YS8M45Lw61igR80/A2fnFj590VQUMh925eequ00ztwZu/PdR0KAoZOvQ1hquE4l3wQ+VkJ8PQNRszAyTwHfHFuKrKS9kMqVyBmwGR4+AQ2zdBGtSyGchhyD0CsreC5rx977DFERTUtOn6zO6MLuhQBlsuaBWY8efIkJEoZPEYEQu7fdC8T7c6zOPnbITsmY5dNRUj/Kz8zZTkl2LZiLURznSuxi7sCs59aBBc3BVJ2J+DEmoZUWzKFDGGDopBxiGfytJURN49H5AhVs+bDmK9DzdEiiEYLxo0bhwceeMDmStmshqhylyVw/PhxLlSKi4sRJJVhmrsnvK7gMn8lEAXVVdiVkQGZVMLzwvsp3XA05zxWn2Fn4GsxJiwCR3KyUVlba2tmMt9tz4AVVv4Zu+aNa2Zz93ozO2ssCK1aeKp3qT9o0MFitfKAqMytnmKpdNlbutUDY78TLC7Krl27YLFY0V89BYG+MdztPSHpIAqKshEV0RcxUQOQnHIMazd+ZnOJZ8HnTpxhyZwayl/m3Q+2616jq7R9yER3aXkhtGknbJ/1Co7CbTc8ic07V+H46YY2YqMGokdAL5SWFSKwRxj2HV4Pi6UufaPCxRV3L/k3dh34FWeS6tKVenn6YeyI2fz/WT1f7x6QyiRw87TCVenCj1exnPHBwcGtZtVVGiAB75wzSQLeOefFoVaRgL86XiZi3nnnXR7kRKIMgLLXKEiaGU2VuWb9/sUTMNfWpQlixd27B6L6TcDZfRdEPYCAUBXiR16L3WveglWsC6HgovTAtFv+BZc/BWi5uuXgO/C1hadgKkvhrmG33norP+dIUeqbQq971mEu86+/8ToqyisgD3bjOd4liuaddz/z+1EkbbU/5zvshnFw83NHbbUBPfuG2c6rs/PrFfll8AvrgcStJ6HZfsYOfL0g3/fFVu4q37jEXzMYCRsbXuyYG/2cp2+A0rv5ARwtOjOqjxTAXFLLX9jYuXhyqe+ez0DjUbOjI2zXfe3atXB3c8NYH18MdXWDpIku8y0hmFJSjOd3bLO7lAW/m6VSY09WJrwUCv7fAW7Nv8+vZk+JxYytNVUotVjg7+eHpbffzr1f+vbti549e17tcvq+GxCoP0bCcruz58PLPQi9w8bC9SrvRSVl+Th3XsPFdV5+Jt9pb1z6xY3C2eSGRVr2HRPrpWUFdjvt7HO2056dm4Jjp3bAYKhBWEgsss4nIzc/09Yk29FnwfAkEimGDZyCHgF1QenYjj5bJFC6euDrn17h7v2ssB3822/6P/j6BCA95yDKKrP5UcTbbruNezLSexNAAt45H3AS8C2cF7VavdlkMi1KT0+vaNxEbGxsD4lEsl6j0TQkfG1hH466jAT8xWRZ7lL2h5qd5/riiy/AArWwv+8u/n2gCOxv5zIvWsyQSGVXnR5RtGD9Z49CNNe5TbKicPeGQumJykZnuNjn4XGjcS65boW4vgydtpTv1jcu7EeHLQywH6fG5VI2GcuzYSw6xvPFM1GyZMkSvrvKfpyYoGdnvqh0bwImkwnffvst1qxZw/f43Pr5wjXGu0W7ekyQb33rN1hMFxah3BXwDfFHgbYu4JbCwxVTH5qH4swCHP1hL99xl7vKEcp21A9q7SZi/N0zEKTqheQdZ3D2j2O277hYf+ZG5CVmI21fEr++z/TBvG5Li1W0cnd6vbac/w1gz8l1111HL24tBdrJr2PBuF568UXs3rMHFpMJSqkUtw8agqm962IlsJ1vdu68rUuFwYCH/lhn51I/I0aFWwcNbuuuLmqPjYkJmeMGPbbknseJkyf54i9zj37ttddwyy3NS9nlcIOpA4cSYL8Lcrnc1geLAcQWtNhCr0QiQ3jwYAT7x13xd4LtbjO39sblfF4avv3pNbvP5s5Yhi07V/OgdPVlyIBJXMCz6PX1pYd/LwQHRth20tnuOgtg9791H9i1x6LWL73xnxfxqbfnwJENfEe+cZkw+lqero69XxWXpyMz9wjMFiNiY2Lx1/v/etGi7p/5OHQynKBxEvBOMAmXMIEEfDPmJTY2dhQAnpdCIpF8I4ri/QAa/H7qPo+3Wq0PaLXaph0cbUb/bVWVBHwDSfaHmOXEZanh2A8WC8bCIlOfzytGWnoG34WI7DsW/cdez13cT+5cjZrKYgSG9eHu8ArllUXw6b0/Ib2Ru1ffUfNRnJuCwnMNP0wSmRyxg6dD86dAK2Pm/w2BoXE2Y8+nHMWZfb/AaKhBaOxQDJp4M6rLC3Fs21eoLMmFX3AUhk67HS4KJY5u+xoFWQlw8/BFXPwAKIVqHDp0iIsSpVLJf5A2b97MxTyV7kmABR1iOXszMjJ4ijj34T0g92vd/VB2vhjpBzQ8iF1AVCAOfLXDDm7vsXE4fyoDtdUNbsI+of6wWkRU5JXxugHRQWCB6srOFcOnlx9cvZR8EUDh7oqB145AxFDHBJ0zFuhQc6wIosHC02uxYJAstRCV7kGARZj/9NNPcfjwYRw/dgxVZWWQX9hxd5XJ8frMWfjviWM4kZsLfzc33D54KAa28e709vQ0rD59EgazGTH+AXhkzNhmBadr7kzlVVXi48OHkF5WikhfX9w3fBTeP3II2pISnqaLifoePXogJSWF4qk0F24nrH/s2DEe0JBlWWDHilasWMGz7qxevRrsXcnHMwRRISOvuOuekn6KB5KrrimHqvdgzJm2FC4uDb8rTEAfOLYRbINjSP9JmDxuIdIzz2LTzlWoa3vaIAAAIABJREFUrCpF78j+mDdjGfS1NVi36XN+Pj7ArxcmjlmAn9d/aEc1tvcgpGec4efp60tMVH/8Zd7fbP+v01Vh3eYvkHEukbvLx8eNwt5D6+zauW72cqhjhtg+M5r02LDzcyQkHuOiftasWXyhmy3usfdFtqAxY8YMzqc75I4nAe+cDzMJ+GbMS1xc3Bir1VofHpNtWF2KX5XVan1Fq9X+pxlNt2tVEvANuD///HMeiVqn08FoNPIXlmETr8PRvRvsJnfw5MVIPLQOtY3OaYXHjcLACTcg/eweVJbmIiisLxfWjQvbLc/WHkV5YRYCQmLRK3oQSgsysX/9B3Wu9YKA+FHXIqLPaOz57R1UldTtVvYIi4N3QBhMtTqEx42Eu6c/Nn37L1gtDT9UbDGAiXom3utLYHgf7qafcWa37TN2vj4idiC0p3aAuRUwEc/SpjBXOLYTT6V7EWCLUhs2bAC799lLmSKCRZn3hyBr211FJrp3fbTBDm7E0N7IOp6GC0d6+XdKbzfM+deNKErN50HsTq8/gqK0fNt1fuEBmPzAXB5YSJA49ieL5YmvPl7Eo9SzZ4QFNJowYUKLPBK6113VeUfL/u7//PPPPHgjex56yeTYtW8fiqqr7AY1MTIauzIbor+7yeV4Z858pJYU89Rvfm5KzIiJhYeLArmVlbYI8yzafC8vL54abnNqCg9QNzosHP2Cgvlu+67MDN4GE+wTI6NgYpG9jUa+SNCUkl1Rju3p6ZBKBEyLjkGwpycqaw3YkpqKMoMeY8LC0TcwiPe1PSMNGaWlUAf04CnpXti5Hcx13yZ+/PxRbjCgWFcDk9XK/2EvOnffdRcPckfHS5oyI52zDksBN2rUKOTk1AWdY16JbPEmOjoacpkSkb2Gw9874op/C1lwuQ++eAImk9EGYeTQmRgzbBZ3ey+rKORCOSoiHlZRRKL2CLJztHxnfWD8OH4NE+wJmoNwd/PG0IGTufhn6eLY2fr/rn7RDi4T6yHBvW076iwn/Igh01FWXoge/iFgO/mbdnxn27VnF7spPREdEY8ETV28FubCP2vabZA0CkycnZuK7/73OkSrBRaLkYt4tqDBFrLY34j6cvfdd+Pf//5355zwZlhNAr4ZsNqxqmPfhtpxIO3dlVqtzgYwWKPRNPz6tbcRLeyPBHwdOPbiNm/ePOzevbvuPJQggSB14TvuWYn77eiGxA5DTspRu888/XvBw7sH8tIbzv32G3s9YgZOgdlUC11lCTx8gy5yd69maVWsIqorinlUenevABh0lTDV6mHQVfD6x7Z9za9nheXrZWI9Yb+921dwZH/kZ9qfHWZinQW/KytoOBPG2ojoOxaZifsA0cTPyLOyaNEivPnmm7TL2MLnqDNeVlRUhHfeeafOFdJFCrfBAVCEtP5MLXNDrywoh5uvO+SudSmCRIuIzW+sQWV+XVR6iVTApPvnQLvzDM6fbjjXHj1KBVcvNx6tPmqkGn+89KPNDb/uAQAWvbmsySLaZouPO+TKy6crutz8sb8FtVlV0J0uhdUsYuzYsbjvvvsoZ3xnvOGvYDOb5yNHjmDlypUoKCiAm0SCMUp3xMhdsDY5Cf9LaPjbys6iGywWLrQbl5v6D8T3Zxr+/kf4+OLh0WPx1NZNtojzSrkcL0+biRUH9iGrvM7LhBUWTT65uAibUhqOj8yMVWHJwDqX+fMVFThbWIAwb29bjnfmZs8C37m5uGBYrxCU6nV4astmGC8E7XKTu+CVGTPx6p5dPJp93eMj4NFx43E0Nwc70tNs/c9T98EfKRo7l312xn9+XF/8mpTA6zHx3iswCFH9+/Hnj2VrWLx4MT0LXexZYMNhz8DgwYO512H9hgbz1ps64Vrk5RXxBdQhAybz/O6ssJztLC+7v19DsLecvHR881NdSrf6EhGq5jvk53MbUibOnXEHF9n7Dv9uqzeg71iw9G7f/7rC9pm/bzCWLf4XWPo5g0GHH9e+ywV+fbl+7l/h6xXAgzxWV5cjv/Acdh/8zfa9OmYwSkoLUFzasMnBvly+9EW4yOsy9Li71TnLsr8H7Ly+h5s3Tiftx/Y9P11ox8qD3QUF9+A778xTky3uso2QYcOG8TgZXb2QgHfOGSYB75zz4lCruruAZ3+oDx48yHcgmctYUnIyBIkcEKSQSKUYO/cB7F37Dt+tri/Dpt+BhIO/Ql/V8AIW3oedWz9oV8/TLxh9Rs7D8W3fwGw0QOnhi1Gz74V3QAgX9Qc3fILi81ouyqP7T0T/sQtxdv8asGj1bEU6IESFqL5jcWTLf+3ugdDY4cjNOGl3nr7/uIV8B76soEEMBUcN4AI+9cRW2/UKNy+MX/AIdq95E0Z9NawQ4ebqipEjhkLp5oYbFi3CggULyEXSoU9dxzZenw7xk08+gV6vrwtUNziAR5tvbWFp3fZ8ugnVxVVgUeKHLhprc3M36mp5erjaKj3Ch8bALywA5loTNDvOgLnb+4T4Q7s7AWZD3a6G0lsJzx4+PJd8fWH55Cf/bU6TzKwursTulZtQXVQJqYsUQxeOaXZ0+vqOLNUmVB8r5AHuvH288eADD1KarSbNgvNXyszM5B5IbCGLvQQNUCgxTKmEy4VdOP68pKfhVH4eQr29MVcVh3WaZKzXNBx98lQoEO3rx+s0LtNjYvjut/1nsdiSap85YXDPXkgqKuTu8vXFVSbDpwsW8hRx7x86YAu0NUcVh8nR0Xhu+za+k89KjJ8/+gcFY80FsV3fxvSYi/saHhKK43m5dmKd2R/u7YOEwgJb/2yn/onxE7nQZ5+zBYlrYlUotorYo6tBmWiBu5s7brr5JsyZM8funLTzzzpZeCUCLE3uoEGDkJWVxe87tiOtihmC8zlpMJrq7jm2E84EtTb1BHYf+JULcybob5j/INzdvXi9Dz5/4k/n2SfaRY1n7YSHxKKkrMAu8jwT6THRA6FJPW5n5ryZy3DkxDbkF2bB08MXvSP78bP1QQFh2HNoHaqqy6BwUWLujNuxc98aLsIbF7YwcJptXlwoLAr9vUtfsksVV1ldhp9+exdFJbmQSWV8oeLwiS32dsxYij+2fQW9oS6FHTt+yI5ZPfvss13+xiIB75xTTAK+hfPSu3fvQKlU+pwgCKNZ0PA/u9NrNJq+LWza4Zd1ZwGfmprKhfvZs2f5lMl8Y5GWnoVzmsNwcXVH/Kj56Bk1ANnaI0g+8gfMZiOi4scjbtg1KC/Kxqk9P6KqLB89I/sjftQCbPnuOVjMDe5ivsFRfOe8sas9izI/bv6DSDm5DQn719jN7+ApS3Bi+7d2n0XGj0VmQsMPDn9ZGzwNAb1ikXDwN952mGoE4kcvgK6qBCd3rUZ54Tnuos/Oxcvkrji950fkZZzm7vQDxv2Fn4/X11QgJ/UYpFI5QmKGQjDko7boFKzmWgQEBPCoqxMnTqQcqA5/Atu3g/q0PywGAnOTdxvgx93m2Y5aW5Q/R4pnu97z/30zpPKrLw4kbD6BhA32L2wD5g3nLvTF6fnwiwjEsBvGwt3P85KmZh1LQ25CFrwCfRA7MR7HftqH7BMNOzRsQWHev2+BXNEQkKk5Y2YvsoaUCh7kju3sT506FXfddRcFgGwORCeqy56F7777jsf/YHMbJpNjjJs7/JoQlJTtcn998gSOnD+PIA8PHlxuW1oa9p2z93ZaFN8fPzXavWfDv6HfAPx49rQdibHhkVzAs130+sLSxL0zZx6e2bYZmWUNi8VSiQRTonpjS5r9IsCU6N58oaFxubH/APxwxr4vlrbuWG4OT1dXX3p6euLJ8ZPw+fGj3I0+1i8Ay4YOu6zrPkszd7bWgGMGPWqtIs/asGzZMu523VZ/S5zoVuk2prDngHkhfvXlV8jIzIAmWQuDwYTYqEEI8O/Fc6s3LizF2+HjW2yp4dh3LNr7tIk38mrnzmuxbc+PqKgsQR/VcLD6n3z1tF19luudBakrLm1Y/GLR4eNih+BEo+N/rL3Qnr3Bgt/VFy7Ab38JP6xZgazzGtvnbCfd2ysAufkNx1xY3vnlS1/Cjj3/Q2rGae4tMGPSLaioLEZy6nH4eAXwPPQ79/+CU43eudhiwsSx1+PYqe38rP7wQdO4az7zItiw/SuUlOWhR48ADB8+HEuXLuXn4btytHoS8M7556Bt3uCcc2wOtUqtVq+zWq3DBEFgfjZ2kehZxxqN5hmHGtCKxrujgGd5fL/++mvs2FEXVEvq0QuKwEGQKloXazDlxBYkHKhz2WLB6IZNvx2HN3xqNztKT1/MvPUFnNz1PTIT6kMo1FWJjB+PzIQ9dvUj+o7hgerqXfPZLv6E6//Od/PbulgtRhhLkmAs1QJWCz/jeOedd/IgXlQ6NwH2YrZnzx589NFHqK6uhizAlaeHYwHr2rJseu0XWwC6+nbH3zMD2l1nUVVUiZB+EWCiXCqTctHEduMVnkr+0s924k+tPWxnzsglkxA2OArGagN3rW9cDFV6uChdeJC8lD2JOPFLQ+aGwJhgGA1GlJ8vtbtm9v8tgkdA655zc6UR1UcLYSk3wt/fn+cJHjKkIehRW/KkttqeANtd/O2333iwUvbfvlIpd5cPlzf/iEVj63IqK/Dizh22XXEmqG8ZMAgv7tpuE+AsONzTE6dg1emTNrHt7uLCXe3ZefiVRw9D5DueAm4bNAQTo6Lxr21bwM621xf2HTsfvyOjQZyw7+4fOZq7+9fXZbvyT02cjP8eP8pTz7HipXDFvyZPQXJRERfr7BmUChLcP2o02M58c4tBFHHUoENCrQEigPj4eJ47Xq1WN7cpqt/BBJKSkvDuu++CBTRlR/d6BvRBSGB/yKR1zwVL77Z+s7034MghM3Do+GY7y9mueFR4PI6f3gkXFwXGjZzH88Czwnbld+1fw8/As8J2y2+49kGUluVj4/ZvbQHorpmyBIH+ofj59w9tO/Px6pE4l6Plu+yNy4N3v8nPw//58+vn3Ie1Gz+F+cKRksljF2Jw/wn8nlcolHVjSjqI9Y08HIMDw7k7/bkc+8UxllqOfXepwkR9blECcovOwiKaER4ezt+buupvAgn4Dn5QL9M9CfgWzotarWbL5jM0Go29Imthe+15WXcS8CxfKXtpW7duHQ8+InH1gSJwMGTuQW2GnO3Is0BybIdc4eaJPb++g5Lchh8D5iqvGjoTlSU52N8o5YlU7oJJf3kcu35+g7vb15dRc+5FcEQ/lOSlcSEfGBYHqax1L5pXG6xorEZt0WmYK8/xqiNGjOD54yMjI692KX3vhAQqKiq4cGcRhAWpBEqWHi7ayyE7ZWc3HEPi5pM2Cj6hfjDqjNCVVts+6zNtIEIHRuHAV9u4q71HgCdGL50CNx8PbF3xG2pK6uqyqPMD5o/A0e/3QFdeA++ePhh9+1TIFS7Y/+VWlGQW8XR0zE0/eesplGbbn0lmu/Apu+rO77Li3csXMx+7vk1miKeb05RDn1zOj83MnDmT70Cy85BUnJMAC8TFUoKuXrUKZeXlUEokGO6qRB8X1zbL6a4zmbi7ub/SDdF+fhwECxhX75oeHxgEtoPOSnppKc4U5GN7eipK9Xr09PTCkoGDUKzTcbf1zPIyHgRvWEgIdjYS62wHfWaMCs/t2IraCy73IV7eeHHaDH4E4GxBAe+jb2CgbVypJSUoN+jBzu+7XkgJVlhdzSPOq/wD4NfK+7bcYsEBfQ0yLwQsGzNmDP/NCA1t/qKAc949XdcqlnHh7bff5t6IbHGXub/Pn3knYqPsFyWZEF79y1vIubADzvKzL7r2QXz+7XOormnYtxrcbwJOnG0InMvOy99z2ws4m3QAB49u5CI9KrwvDxjHxPS2PT9Bp69CYEAoBvUbD1+fIH7mvKgkh9syqN8ERIfHI6RnNP7Y+hVON4pJxK5Zdssz2LLre9uiAJup8BAVbln4D9TUVOJcrpYHsTuTuB9HT27jZ+SZK/2MybdctHPP33eGTOdeBfXFxzsA99z6wlW9EVm0+uyCEygsrTsywwQ8+02IiIjoUjcPCXjnnE4S8C2cF5VKlSeRSCYlJyc3+PD8P3vXAR3FeXXvqvfee90VEkgUNYro3YCNweBe45Y4xT1xnNiOe2I7dhIndtxN3DDGBdN7FUUgiiRUEZJQ771L/7lvtbuzAgwIZLB/vXNyHEYz33zzzezu3Pfuu3eAY/3Yh/1/APC6isvKlStFkMXE3AYWbsNh5hhk5Ok+GGvf3tKIjP2rUF9VDDsnd7Gfa2uqA/vj/TUJYu9GdXoHFx94BkbB0soO2Yc2iOI8BfT8NfGDMa3zGrO7tQrt5YfB/7JCSko9RYtIlxyKn8YKJCcn41//+hcaGhpg5moJuzEeMLW7tFV35UpQrO745iPize7g6YSg2DBs+7ex+ryzv6soYtWe0gozMpz9XDHj4WtQklGEk/uy4OTjCvXUEVj/8ld6QM/9PDU+sHa0xcn9hqQYafouge4oz9QqJjPoET/v6euRvycLJemFsPdwRNScMbB1/mGrxwu9q1117Wg6WInu+g5RaabtUnS0tto0FFfGChAk0PKJrCsRnlKpEG1phZFWhj73/jMtrKvD0fIy+Dk4IMbLW77/altbpR+divPxfv6wNDt3W8i5VuDx9WtR0mhwnyWY9nd00qvW83ie54GEcciurpQ+dVbKCdDLmxqxp7AQrOBPCAgUMbuBRGZlBXJrqqF2dYfazU2GKGtsFJq9u60txvj46pMO5xq/pLMTe1ubUd7dJYCHdOIbbrgBLn3JjHMdP/T3H28FmNhdvnw5Vq9ejZSUFFRX18DM1Bwqlan0l99/xwsoLT+JolPZ8PIMQpB/hABuUscJgv18wqQ3ntT3XXtXoaGpBqySs++c1XdlJMbOFvCujJmTb8CO5G9BtXpd8PjWtiacKDAkXnU0ec4l/2Q6qArPc3i6+2H6xKXSA388+4DQ9ZtbG+DpHgCer/BUFrq6OjEsPBYVVaeMBPF4vqtn343svFQcVwgS83ruv/0F2ZaZe1Bo+BMTF8DZ6XQLUc47MydFhP7YHmBtpRWAbW6tQUFpCuqbyuR7g61WfG9ia+LPIYYA/JV5F4cA/ADvi0ajoXJFREtLy51FRUWtAxzmshz2cwbwrLKvX78en3/xBerr6qAytYSF6zCYO4dDZWL6o643f/g2ffoXNFN1vi8oUhcaPRn7178ronWMoKgJGDnp+h91bj90Ms67u7kU7RVH0dNeJ71dVB9esmTJ0EvZFXOXTp8IKylU1GabCO3WrKOcYRXmOChV9x9ahq6OLqx6+jN0thq0IYITwsF+9Z4u7TPPIOCOnDkKaWsO6rfR5/3It8aUeit7a7GaU4J/HjD2tilIWb5bex4VMGJuLFjp/zFCqvHHa9GazWo8sGDBAtGQsLTUKhsPxeVbgcOHDwtwp+UT697DLK0Qa2UjKvNni/6icTNCwzErPBx/3rwJLX0V5iAnZzw1dTrMfmCcc101K/O3r9SpW2v3pkq9n4OjkZ0btz87baZ4s1/q+D4rE18olPNvGTlakgQv7dymF7mL9fUTlfzzDf5m5Hd2YF9rC+p6umFhYSGfiUWLFg3pRZzvIg7ifixokIX45Zcr0NraAksLO+zcsVMvyKY79bSJS7B5x3L9TCYkzBM6/LnicNpOocMrY2zsbCT3A/BREQlIz9Tat+mCFXVW45UVff5tWtJ1UqnXBefB+RCY/+/Lv+qF9ZhUICX/o89f0AvYsR+elX2lyj3HGRc3V4D3ZytfFQV9Buc5adzCc10i2ttb8eHnz6O2733O3s4Jd1z/JGxstPos/AzUNRajoOwQWtvqROCRNr2LFy+Gre3FO72cc4KDuMMQgB/Exb2IoYcA/AAXT6PRfA9gep/TCj0qDOow2h74IRG7Aa7tQA4jVXLTpk344osvwH53lYkZzF00sHCJgMp08KqPPzTXrs4OfP/OQ0a7WFjbiUp8Tamhl5GK9LNvewGW1qdXClsaa5CfvkuE8ugV7+jqO5DlGdAx/EEipb6j8hh6OpvkB4nKw3wpc3JyGtCYQwcNzgqkpqaKPVx1dTVMnSxhF+sOM4eBVecuxQyL0wpwcPlusGfdLcQT426bipTlu1CSTvdNbXhH+otQXWefAj232TjZwtrZFtX5Ffr9guLCBcAf32Sw67J1tcPcJ5aIon3liTKp/F9sn/tArruzpg3NKZWgYr2vry8eeughqNXqgQw1dMxFrkBmZiaWLVuGo0e1Am6h5haIt7aFk+m5E7dPbd4o1HJdsEec/ez9ReMeGpeExo527DiZL73l10RGCvjNqqrE6qxMtHd3Y0ZoGAiAzxYv7tiGDIXye4Kfvyjdf5VOYVVtOFlZY54mQqrk7GufFhomiYO9RYXYU1gAit3Ni4iAm40BGFQ0N2FlejrKm5sQ7+sn6vEd3d34OiNd5hfs7ILFUcPx4NrvQdq/8lyhLi5SfVfGX2fNBYXuLiTYy5/Z0S498s09PdJewt8Lgnmqdg/Fj7sC9HbfvHkzPvnkU9TUVMPMzBJ+HtHwdFGLP7pSuM3bMwhtbc16gMqZUgTul3e8hD0H1giN3tc7FEkJ88WbnT3t9HFntXxc3FXYf2i9gHNWx8fGzRGg/M6yP0u1WheL5/9KEgQ6EMzt7KlnBV5Jk+dcaFNX12BokWKf+u/ufR0btn0KJgyUQWDOOSqDve/cTyyC++L6hQ9KlZ7VfisrG0lOUCTv2PFkHMvYDSsrO4yPv0qU9SmctzdlrXjaj4qejPb2FqzdvMzoHFMnLBb6vTLIrqysPYGi8sPo6GyRBNbSpUt/0q4NQwD+x/3cnu/ZhgD8+a5Uv/00Gs2zP3TokIjdABf2Ag/jDxQrjp9//rn4mJIKZuYcJlV3E7PL/8Kw8+u/Sy+7LvzUcWhuqEKtwssUKhXm3E4Aby/UerFwMTEVSv2mz57TK9pTJG/KdY/D3vnHpbNzTp11J9BZnYGezhapMs6fPx8LFy6Eg8PFiYNd4O0e2r3fCnR0dOCjjz7SetGqVLCOcIK1xkkq8Jc7SK0nwLaw0Val25pacfibfajOL4drsCdiFsRj7QtfoqvdYKNFoD7tt/Nx+Nt9qC2qgofaByMXJMDE3BTHVqegJK0A9u6O0ifv6HXpq5MDWbPe7h60pNegLbdBKMQ33nijVF1+zqrEA1mnwTqGtlcE7nRZYFBZPsHaFu4XQHfvr/pO0bgpIaHYnGdsBzdXrcGabEPXHPvV/zR5Kp7ctAGdPd1yfvqu/2nKVAHMh0tLxA+elHQd3Z20/GWHU5FfW4Nh7u64KWaUUObpO3+g+BQ8bGxBi7fkIq0eCWNKcKj0t7+5TyHaaGuHv86aI1R3AmdS88uaGvXHUEyPXvDbTxqSxbSuI5hXAnhHKyuxw0stNfbKfnnmHPgM8Pu9SxTrW5Ha1oa23h44OTpiydKlwuRiIngoBncFdFa5ZKIQfGkF6iLh4x6lF6hr72jD1l0rcLLwONzdfIWazn53JWg2MzNHaNAII2s3AnP2mzMBoAuC+HtvfRZ7D23A0bSdMDe3wviEq8R2jlXwzs52jBoxCWNipqC6pgxbdn0p1fLQwBGYMmGR9MizB76gKFN616dPvh6frPgbGhoNSTWO9bv7XseGrZ/iSD8x4LGxc5CcYty2xWq9m4uPAHuuR9yo6aioLELKkS36edOjfnTMFHy9+i39NitLG9xy3eP44PPnhI6vCx5/QGHPK5/L8YuQMGbmGW8mxe3Kqo6L2F1Xt7bd6uabb5a2xJ/ab8MQgB/cz+tAR7/8b3kDnfnQcQNegZ8DhZ7Affv27UKVLy0pAVQmMHcKhYVrJEzMtWqjV0K0NtXh2O6vUFdZKCJ3I8Zfi4pTWTiw4X29f3xARCJGT70Zece2I3P/anR3dyIochwcXf2QqviR5PWEj54pVneXI3p7ugXId1RnoLerFVbW1lgwf754yNtfYKXmcsz/53ZOApdXXnkF9LQ2tTeHXawHzJx/WhTutHWHkLE+VX9rghPVqC+pQUdrB0LGahAx5afTW95Z2YqmlEr0tHYhMjISDz/8MDw8Tu+j/Lk9h5freijERUs4/g7wBd3L1EyAu88AAGJyYQH+s3+f9PnKi3lwKOaoNXhqy0YB4AzS3AloSbdXxpms3GaHa5BXU62nxRMkPzN1Biqbm/DOwQOgmNxwTy/cH58AM5UJlh1JFXE79sJTif7pLRuNQDZBerSn12kg+8nJU6Fxc0dhfR3+uHG90bzYW3+qoUHfAsA/MrlA1gCr8rq4fkQMgp2d8dddO/QU+pHePnh4fNJF31razR1pa8XR9jZ09vYKiGFv8OTJk39yIOaiF+NHGuDYsWOS1M3KypL2KXfnMPh5xsDS/Nxim+xj37DtM/1MaQFH0EqArQtW2Onjnl943OiKJo+/Ftt2r9RvY2/5L25+GnkFadi973ux5KU43dSJ10mPPSn3rMSHBEZh3sw70dXdiVXr3kNRSQ7cXLwRHBhlBJgJ0ieNuwbllUVCoe/ss++lsN6Sa34rFPraOi1zi73pNyx8ENv2fC3VdmdHd8yaejNWb/zwNOX6iPAxyMwxtHHxeFbv+9vZce4nCtL0SQXS9O+44UnY2Tr+4J3t7GpDcUUayquz0NPbLQJ3bLeiBd1PxX5xCMD/SB/eCzzNEIC/wAVT7q7RaIIBkCMdoVKpbuvp6ZmvUqnSr3Rl+p8ygCdwp2cpK+4UJxLg7hgMCzcC94vvMyJVvb66RKrc5hYXV8EvPXkMx3Z9hdbmWviFx2LkxOthaqatPtRWFIiYnb2LN7yDY9BYW4qtX7xo9DQGj5iI/H6eqJGJVyNkxEQ01JTCwcUbZuYXDthY2W+sq4Cjm5/Q3S40enu60Fmbh46a4+jtaoM1gfyCBQLkSRcbisFdAYKVNWvWiIIwNR8sg+1hO8JVPN5/akGl+VPHTqKjuU0q6vs+2W7UJ5946xQGnbQ4AAAgAElEQVQEjAr5yVxWT0c3mlOr0FHcLPThBx54AElJFw+EfjIL8CNMtKamRlqlqHXC3wNXU1MB7gFmFOMa+CsNAffRsjKhs7Nizip8VUsztp04ga7eHsxTR2Bdbja+PZ5hdJW/GBOHdw8eMNo2LSTMSJSOf7xKE4HdBQWiDK+LpEC6fKiwsyBfv40gntR3CtbpgpR6zmnzCQMjgGD8pZmz0drVCXsLSzy+YS26FHRljk0Az0q/Lki5//vceThaVir0fIJ/quQzTtXXI6XkFNxtbJHgH3BRvf79H4OWnh6kivVcO7rRC39/f1GsH/KQv3QfGCZyCdwpTsdwcQxAgOcoWFv9MMDsPwPatpFm7uURKFZw7yx7St9bzn0Jrv191Ug9tl1/KJlHwzWJOHp8j9FwZ6qMz51+mwB99r3rggrxpNHnnDC0SVFEbvaUm1FUki1zcXHyxOpNH6KkLB8ebv4I9FPD1cUbkep4ofq3tDVhX8o6mJqYYXT0ZOzct8qoUm9jbQdXZ29JEOhCeuWjkrD7wGqjec+ZdivWbv7YaNuMSdcjUh2H9Kz94g1P8T0q5p9vtHc0oaj8iNDrKZzCJC/tFyMiIs53iMu23xCAv2xL/4MnHviv3ZV5PT/arCIiImJ7e3u39/b2krdHtZdhKpXqsd7e3jsBXJOdnW3ckHMRM9NoNLN7e3tfp+6TSqV6Lysr62XlcOHh4ZNMTExoRi5cud7e3pXZ2dnPne2UP0UAzxc1eloTuBcXFwtd2Nwx5JIBd64Vqe57176NzrYWmJpbiqe7d9CIAd05guR1Hz0pveu6iIibC/6PvfHpyV+jrCBNEgUjxi9CTVn+adV2itsRqNf0UfBtHd0RmbAAqds/RVd7K8wsrZEw6xdw9zt//93ivFQc2rxM5sV+/MS598HFc2BWcVogn4uOmkw9kKdoC/83BOQH9Nic86DW1lZRmGcSy8TCFLaj3WDhc/GJq3OeeBB2OLrqALK2HUVvD+Dk64LQccNw8MvdRmcKTlAj7vqfFgAWr/uCJrQcrUZvVw/mzZsn1kJD1OGLe4iam5vx1Vdf4btvv0V7RwccTEwRb22DMHOLiwLuPzQr9rV/mXYM3b098LSzxwMJY/Fh6kGprrNPfn7EMFwbGYX3D6Vge36+1q7KyxsEz0q6O8+RFBhsBNS5zcfeAe3dXeIHr4y7Y+Pw/qGDUhHnee6Oi4fGzQ0vbt8G9roTvI8LCEBaRTnq29pgbmoqSvVkBxDE057usQkTUdvWitf37EZDe5so6dM3nvO7XNHY042U1hZkdbQL14F6EbfffjtGjBjY7+zluo4r6byVlZXCRNmyZYswURxsPRHgPRr2Nu6XZJoFp7LwzZq30drWLJXta+beC1cnT3zx7T/E9s3UxFRE4Kyt7aTCrQxW8PceNGaGEPimZxkL2ZE2TwDfX8jud/f8XXrVGR8vf0nAuy5If7/hWq3GUFNTHT7/5g1U1ZSISv64+LnIzjssgnfKWDj3XrGf43nYxz9vxh0I8FNj+bf/kLF5LCnxvB62COiq8MEBw3DtvF9KS8DFRktbHQrLDqG2QTs32i+yIk8NlSs1hgD8lXlnhgD8AO+LWq1mI82O7Ozsp9VqNVOJMdnZ2SfUavVLFNDMzs6OG+DQ/Q8z0Wg02aamptNsbGxKGhsbmeq/PisrK1O3Yx+AfzgrK+u8uNU/JQBPAZRdu3bhs88+k14uLXAP1lLlLS5ttXfrly+jvtJAj7S2c8bMW/6CproK1Fefgpt3GKzOQZfS3ZOq4hzs+vYNo3vpERCJcfN+KVX5vKNb9X+zdfJA4px7sfnz5/S0ev4xbtZd8AwcjpMZu2BuYQO/sNHYsvxFNPfRxLiPnbMXpt/wpIxVX3UKTfWVAugtLLU/eqTwV5flwck9ADb2rlj/8ZP6nnr+3cU7FBMXPnhRj6oByLMi3y6VR1bjWZX/qauvXtTCXOKDi4qK8OKLL4L/NXOxhF2CJ0ytL5xBcYmnJcM11zSiuqASroHusHU5t/BVfVkt1r9soFtyDCrV5+8zVEe4bdS1YxGedHY90O6ubpRnFcPMwgzuYVrrLwaF7Tpa2uGl8YWp+eVZo+7GDjTuq0B3Q4dUWR5//PGfja3QYDxDZxuTLJN169bh888+Q0NjI9DeDteWVkz08IJXH+OHNHeCWRdra4S6uMpQBL8ZlRXSH04vdJ0X+/nOncD4t6tXCXjXxcSgYNwdG4+ShgaxciM1Xhc1LS3SB0+g39ndjd9vXCdUeYaFqRmemjINryfvQmVzs/4YVupZkVcKyLFK/uvEcSioq4WFqSmGuXuIZzvHPFJaKp7xo7y98UHqQb3XPAe0MbfAyzNni8ge6f66zwIBPefraWcnvfYEeccrK9De1Y3hnp4C/i91sM+fvfZU7vfqa69q6+pCWnmZrJmbkxP2t7Ygr6MdtbW1CAsLw5/+9Cf571CcewVoEbphwwZkZGSArgvCxLJwgGmPI+xtPRDkP0zvYU5g2thUi6CASFieB6uQom0nizJE0M3fR3s/2AteU1sOF2dPsC+eweeIdnJ2Ng4C3vmutnH7ZziavrtPyG4u1CEj8e4nTxsJyV0z5x5Rl+ecdMHeeKrC0xpOFwT1MyZfL+rvvJ5X//Nro4XhPB755b9kW39PeG6j53xa5l79MVSNv+/2F+Qdi/33Tg5uAuJ1wd58S0trI0p8Y1OdUP/PZCmnnAyvnf371AsKDBgmSQ1GWUUB6hqqxY6PvfWM+sYalJSegL29LWqb89HUUiXtJLNmzcL1118P50Fwnjj3E/XDewwB+ItdwcE5fgjAD3BdNRpNvampaWxGRkZOPwAfolKpjmVlZV2Sslh4eHiiSqV6Kjs7ew6nqtFofs/vTmUVvg/AP5KVlXVuvw/y/SMignp6evKpTurnd3a13AEuzSU5jF+I9PElcC8spJhPH3AnVf4SA3fdhFe//zg62wwvV0wWRI1dKNVyfumbsMdyzj3wDDi3wYBU4D9+Et19FkQ8R0T8PETEzsbmz59HY02p0TrNuPlp1JafRMa+Veju7kJwVJIA9t2r/oXWxhqoTE2lUs9++t5uQz8ahe0W3PN3pCV/g9w+gRUzCyuMX/AbtDXXYf+G97T7q1QYPu5apO3+yui8TEjMvu35S3LPCOQ7anPQWZ2J3u522NraYeHCa0TwjqB+KAa+Anv37sWrr74K2gFZhTrAhpT5K0CojldUkJKL/Z/tAK3VOKeEmyYhYHQoWuubUZ5dIgrxLgHG1aDS40XY+d8NRgviPyoELv5uSF9/CN2dXfCLDpbqu5nlmUWv2pvasPmN79BUpaVieqp9kHTvLCR/uAXFxwpkG1Xtp/52vvz3cgQr8E2k1Bc1ieDjE088gaioqMsxlZ/cOQkQmLylEBf73enlbl1dg/WHUwUQEKASTIc6u+C57VvQ2K41gpkUHIJbR47C89u34URNtWyjUjzF5qwuoD/+ZG0tKG6nDILpJyZNOa+15HwoIEfBuAkBQdI/T1D+YeohlDTUg33mt40aIz3qb+5NFkq7h62d9MEfLNFW51g1/+OkqXCytsIzWzfrEwJMSFQ0N0s1Xhlvzr9a1PHPFkxq/G3XDj3w97Czk8TCDx1zXher2Cm1pARv7N0tCRQyBW4ZNQojvXzwl62b9e0DVN6/Lz4Rz2zfisyqSnT39kqyl0muu+66C66u2iTMUJy+Aunp6ZgzZw5YeefnICgwBNOSlmL95q/0FWdSzm9a/Ag2bf9CTyO3trKTbaTAl1cUyr6B/hGiIq8LisYt+/JlELgy1KEjce1V91/QbWBvOivZuvY8KtPv2rdKetZJbadiPIEte+0JmsNDYkB/eL73rNv6iYjqUQWeYJj+7wzOkdV/9r/rgqCYVXEC+ZXf/we5+Vr3CV1cN//XyMxNEVo+Ew+kwFPd/mKjo6MNeSfTBOwHBQxDT3c3Pl35qp4dQFu8mxY/ih3J34hSP4Pg/cZrH0Z1XRlWrX9Pkh38/poz9Rb4+vmhsCwVbe0N4tRAu16yGGnFeKXEEIC/Uu6E8TyGAPwA74tarS7t7e1dmJOTs1cJ4MPDw2eqVKqPsrOzLwlPLTw8fJGJicmsrKysezhVjUZzM4D4rKys3+imTgCvUqm+UqlU/NUv7unpeTQnJ8e4UU9xnVcygOcP0oEDB0RVmD1dBO5mjkGwFOB+7sreAG+nHHZ4++c4qVA39QoagaqSHHR1tOmHdfIIwKRFj6KyOAutjbXwDIyClY2hD6q1uR7lhemwdXBDd1enAO62pjq4+oTCKzga3oHDkZ78LU7laPvUGKSyJ13zIA5t+Ri15QVgRX7MtFuQd2QrinMP6fcjWPcKjEJJ3mH9Nn9NPKISr8b6ZX/S+8rzjzxXc30FGmvK9PuaW9nC2SMAFQrxmdCYKZIYuJTR292pBfKk1nd3CJ3+uuuuExuVIZ/sC1/p1atX4+2332YDjVDmLf0vLfPkwmdkfMSqpz9Fa72hr9fGxQ5xS5Ow8531+n72YTNixKedyvQ1hZUwt7bA9n+vQVuj4bM17o5p8IsOEl/3lC93o/hoPkwtzDFi7hiETYhET1c3SjKK0N3ZDZ/hAcjZkW7kIc9ZRc+PA6n5ytBMHYGY+fEXe5kDPl4o9Sca0Hy0BmampiJuN2HChAGP9//hwNzcXHnmaQ1HZYcoSyuMsbLBE+vWSF+6LtgbPsLT6zRq+pKoEViefsxoqe4YHYtEP38cLC2BnbkFor28frAqTwD6+IZ1Rr3oi6NGSAXZy84eEe7apBSr/4dKS2BpaiqgXOcTzx72hvZ2YQSwn55BKjuV4alQb9VPJZ/jtHR04MG1q/ViejyGYNfXwRErMww2c9xOyjxV63WhdnPHzNBwOXa0j49U/fnskYVQ1dyMGC9vFNTV4ZXdO4zWhdd09bBzJ6XP9tzVtbbiSFkp3GxtEenugT9u2oCiei0AZDAJMS4gEJv6KfovHRGNL45pQVd3L9DR24MwtRrq8HBct2SJuJxcSSDmSvjcHTp0SOjW/Hzw3Ygg2dTEHBPHXo0dyeyiNARp4Nv3fG20bcSwsXB29MCOvdp9WSkmCA4NGi7/3rJrBfYf2mh0zM2LH0PBqUykHU+WSjvHJX2dQaBPYTeOSSo6o6OzHbknjkjBIzw4Wg/ka+oq0NzSAF+vED07oKWlERXVxfD2CBRArAvS9qmIr4xRw5NQVVOGkrIT8Pai/BRwqiRXKuaasDE4qFCXl2r7bc8LUBZgrwLCg2ME7PMzwSRBY3OdXDf74BlMaHBsP+8wuLn6yDZS8ymC5+DgKtdM6v1HX7yIpmbt881tw4eNPa114Ez3g2J5TJwoLfR47l//4m/o6e1BRXU2TlUcBUXvKH7K/vjx48cPWnvQhTzPQwD+Qlbrx9t3CMAPcK3VavXfVSpVgqmp6W1dXV0HTUxM4np6eqgG8y6ADdnZ2Q8McGijw84HwEdFRdnV1tb2lJSUtGg0mjm9vb1vZGdnn9WM+EoF8FRPZbWFL20MM4dAWLoPH3TgrltwZoCzD20A6e8EuqHRUwQYs/quCxsHN7h4BeNUH9WL1e4JV/8WTu7+0se++7t/6vveAyPHYdTkG3Fk53K9GB1B+JhptyL3yBaxkrO0dZR98tN2iKidLtjvbm5pg7oKbSVRF5OvexzsY+e5XL2DoR49Wyrtmz79i9F+rj7haKqvQHtzvX47q/izbnkWOYc2oq7qlFDt1aOmyw/tYIQWyGf3AflOuLi4CEVsxowZMLsAi6fBmNtPYUy+fPDzwL5fE0tT2I/zuiJV5r96/EN0dxhYIeZW5nDyc0VlriF5ZGJmgukPLsCeDzZrK+YqICRRg66OLrTUNsHKwRruwV4IjA1DwcE8pK402GVx35mPLsSBz3agtkhbUbV1sYNXhB/y9ug7iWR7+KRI5Gw3zl1S2Z4JhcsdHeUtaNpXIWiFVUZWWYbCeAXq6+sleUt6MF+0Q8wtkGhtC8c+mve93640Umcn/ZsA/lA/D/MZYeHYmGvcjjFXHYFdBScFRDMiPTzx+6RJP/iCTOD7zfEMVLY0w9feAVvz8/RCcbPC1ZivGSZK9boe9hAXV6n0f3IkVQ9YCb6fmDQZx8rKRIGeiQGC2ofHT4Sfg4P0zzMBwH74uWq1qOErgyJz/o6OWJeTbbT9vrh41LS2iXo9WwkI1Mv7KPv0b396ynRRt+c1M5gwuEodga/6JQKotk/LuYEEtQDoa9/epbWCZJ9/ekU5aloNPf3s4Y/38zOyxeO+s8LUWJ9rfE2JYWrYBgeitacHnp6euPvuuxEfH39FgJiBrM+lOoYAiqKlFKhLTU1FTU2dAHddmwQp6Lpqr+6cZ9pGwEpwrLRHo4r7rUtI7ATWbPoYRzOMdUhYNac6vS503vCkz3/xzev6sWgTl5S4AB9/8aLeis7TPQC3XPcYtu76Cgf72gZJR7/p2odRWJKD1Rs+EIV7UtkXXXW/MAIYWXmpRtZu3MbxZ025Uf6+cdvn+vH4bx4/edxCZOelws7WCePirwJF6wi2dcr0pOTfsuRxrNn4ETJztarzlhbWwkooKs4RGr4urpp+mwjkffb1a+IDz2Dyg2P3t6sbNXwiUtOMk2Kcq1Lkj8ezDYDMg7Z2xWfD1AwP//Kfwlhg0G7uVPlRlJHF2NsjQnf8DFzu1pIhAH+pPsmXdpwhAD/A9QwPD7c0MTH5FMDCviEE5VFAztra+vYjR44ouNgDPAlfSLUU+qezs7Nnc5QzUej7j65Wq/PNzc3HpKenG+RnFTtdaQCe2WQCFf4wMczs/WDhPgKmlhemnjrwVT77kSkbPzSqlrNizcq4MnzDxyBuxh3Yu+ZtlJ1UVH1UKkxa9Ai2f/WKURKAvfCJc+/FqZxD6O3thk9wtJHfu25sCt5lHjBoITq4+mLq0j/oT81+96LsA6JEX5KXKhR8XTBJQACflbJOvy1g2FiMnnLTYCzTD47JKnxH9XF01uaANHsvLy+xEpo4caI+E3+uSZWXl4tID9WLr5Ss9LnmfDF/J3inWN3GjRthamcO+/FeMLW9Mv2TCbZzdhpAs3rycFTmlqL2lBZs6yJwTKiAc13wnWXqb+Zj17sbQTo8w9bVDq5BHig8aPCu5vawCcOQu8vYtig8aRjykrP0VX4mAWY8fA22vLEKzTVaajEp/VMeuApuwVql7csdXXXtaNxTjp62LqFKUol7KCBq8mvXrsX//vc/UKzO2dQUE6xt4WduTCP97OgRrMk2JG2mh4aLvdrf9+zSV61JQX9o/ASxVdP5nRO8xvv5Y8dJgwgW1/0PE6fAw84WaeXl56yqv7Rjm1HPOavq9IX/3iBHI7fyhhEx+OyYQU2b2+ZpIkTkjv3pughzdUOAoyO2nDB8JpytbaSPn8BYFxSeIyB/agvtvLT9+GQe/H7iJLk+erjvLDiJ9/op4S8cFoWvjxuSwjyOSvak6rO/n0FdgL9MnSFJiZN1tVJB1/Wsk+lwrnX5975kIxYAx5wZFo4NiuQJBf0mBAbjpZ3b9L3Q1Al4ctIUPLFpvb71gcmYZ6fNhJu9nQjdpbW3gVc7evRo3HvvvfDx0VZF/z9FR0cHli9fjhUrVshnxMHWC13tlli7ia+e2iBdnuJs7336F5DezSAwveump7Bi1b+MhNwWzLoLqza8b9ST7urshcULHpAeblaCN237XP4rz5mDGzzc/QUYK2Px/F8JQCWVXBdMJiSOmX0awJ08fhG29Wvdix05TfrdWZHXBcH+HTf8Uf5J0PzfZX/W98lT5X7G5BuZyxUgvGrDeyguNf6NuG3pE2huqUdraxPCQmJEKI8tBMqYkDBf6PzKIDBnlZ4ifbpwdHAF59P/uqMiEsCWAGXMnnYLtu5cgfYOLQvNwtwSd974Z3y3/l0j0b2rZ9+NsspC7FOI+o2OnoSZk7VJCWW0tjegoPQgahuKJElD9iJ/Ky5XK+IQgD/tFl0RG4YA/EXeBo1GE9Hb28v0dYeJiUl6ZmZm1kUO2f9wU41Gk0URO5VKVdrV1bW/t7f3huzsbP3bbEhIiOeJEyfKeaBarSZXdHl2dvZZm32uFABfXV0twH3r1q3yg2Jq6wlL92iYWl85/W+syp9M34n6qmKpWNO6bety6hQaglR7AnJW3ytPGd/+cQt+jT3f/dNof9LpWYKs7uvvsrRxgJNHIMoV4N/R3R+TFz+GE8e2ozT/KOycPKCJnQPrPhG9xtoybFvxN3R3al8Ire1dERiRgJbGGniHxIh6Pte0KGsfKkty4OwegKDI8YNWbT+fZ76nqxUdVRnorMsDpcfDw9X4xS/ukizzD8WRI0ewaNEitPQpNRP4vP46TRl+nsH79v777+Obb76BqZMlHMZ7SQX+Sg0mG/L3ZaM6vwJuIZ4Ijlcjf382Ur7YpZ+yX3QgKDhXmmGsChySqMaJvcZVuKD4cJzcb6iesno/4qpYHPl2v9ESRM4cCd8RgXJuUwszhI0fJgJ6rfUtyN2VISJ2QXHhkhC4kqK7pRONO8vQ3dwp6vSkCv9/DtqB8vN8/PhxWKhUiLOyEcq86Rks4ShIRxCeXVUJAuBJQcECQln1TS4qFPA7IzQc9paWKG1sFNs1fp7o1b4xN/c0a7dFUcPFFk5nvzY7XC1VaoJlXRVZV1V/fvtW5FZXGd2qaaFh2NyPGn7GyrJ/APYVFRlR411tbGBtZo5TDQaWFAd/dtoMHCkrk/72eF9/STBsyM2V1gGuCen7rBasy6GvdC8oekdF+u8yjRNcZAis71e1H+Xtg1tHjcam3FxQVG5ScLAwA77sazdgUoIJAzsLC+mV162Ljm3w580bjdbF1txcGADKeGH6LBTU1yGjohxBzi6y9mwroKgdbfQcrCzlHrEVgde4OS9PbPOmBIcgwMlJP1RNdxd2tTSjuKtTqPS33XabODoQzP1/iKNHj+LNf72JErZnmNsi0CcOLg7+AujyCzJwPCcFjg4uGBM9VZTaWREnqFapTMTHnMCcYJaVbwrGDVPHi5jad+veRYZCLC4majyOHU8WujmDgJbUfPbMj4meLNZwSno+z096OhXnaTmnDO5/UFGt599iR05FymFqPhtCEzZawDE/m7ognXzqhMUCsEnDpz0cxd0IjClkp5szaf/sm89UtBfa2tjD3dUHJ4u071+c+4hhidjfpwukO0fcqOlG3vLcrgkdLW0AOl95bmP1nokR0ueVQQE+JkD4Xsgg0KfXfWNjLQ4d2y5tjCNHTJS5sNJ+6Mg2YSNEhI1GSNBwSYykZSSLlR378WOGJ+kF7870TNc3liK/ZB8I6F1cXHHfffdi7NixP/rjPwTgf/QlP68TDgH481qms+8UEhLiqFKpTjPjzsvLq7jIofWH99nIvaHiNzNAG7mX1Gr1vSz4Z2dn/1ej0fwKAJVGOtmS19vb+2B2drZxmlAxmcEG8FRITU5ORnBwsNjE9A8KcX399ddY8dVX6Ghvh4mlEyw9R8LM1utSLdmgjrPj69dQo8v+qlSISVoCK1sndHW24+Dmj/TVdjc/tfyNffDKvvPw0TOExq6MkOjJaG9tROWpbDi6+cIvLBa2jm5w9Q7V0+ToHd/e0gh3PzWO71+N3MObjcagar1v6KhBvfZLMXhPRxPaK4+iq4HihJCKOq2EWJk/U9xzzz34/vvvjf5EgcOgoIsXpLkU16McIy0tTV5KlLZI7e3t4qDA+fKFhCF9eCdPSq+bUqm/tLRUPN4FvNubw2Giz2UB703VjbCwtoCFzWlfbee9ZKUZRSjJKISDpzMI1E8dPYl9/zN4B9u52QvYP7ZGS2fURdyNSWipbUZ+chbMbSwwbHoM7NwcsPu9TQLOGaTps9rO7T/FIHhv2FEq7QOsLi5evFh/Gfz+pNe58vmmynRBQYFsU7af8Bmi4Jd9n9L3T2ktCBj4uaZ3NSuNpMsn2djBZpAAGkXpntm6SQ9KCYSdrK2RWWn4qSaAJaWc9nHK+O3Y8QIy/7PfoGo92scX14+IwZ83bxAwzHCxtsHTU6eL+J2uys3tj0yYKEA/tbREPyx94Zs7OrAt31BJZGWdx/PFjMrzpPs/um6tCN0xCIQfmzAJL+/cbqSOH+/rh+OVlfoKPxXyX5wxW6zsCJwZBF4PjZsgffrsz7e3tIK5iQnuX/WNngLP/chgYAKEAFwXZ1sXMgtWZ2XpExMXIvJ3Ps8qvyfzOjuws7UZbT1aSvHvfvc7eHtfEomh85nCJdmHQrwUn4uLizunE0VTUxPeffddUGSYiX5vtwj4e46EqemlYWARfJImX1FVjJDAKOzev1qo3bowMzXDb+55Dc3N9aisLoGXRwA27VgugJsq9mNipmJ8/FUiDvfN2v/qj+NYrCZ/8NmzaO9jArA//fYbnsRHFO7tE8bjAazgpx3fq6eycxsTB1SNV4L6q+fcjeCASPzznUeEaq8LX+9geLoHIiv3EJwc3cSDfv02AytBxosch5y8w3rKuo21Pe668c9Y8f2bKO1jK5K6vuSa3wqAV/b+s1LP616x6k39OXW2dRWVp3Ds+B5YWtqA9PkL8YIfyMNEz/niimMoruS7RQ8SExNx3333/aDQo+4dPCQkhCzegZzW6JghAH/RSzgoAwwB+AEua3h4+AwTE5P3aeXabwiuKVXir9iS2WACeGaNWSHlFwjjoYcewiOPPKJfIgL7t956GzU11VCZWQlVnrZw2tzETyMoaleQmYyWxlq0tdSjOEcLQMytbETpvaG6WLLZxbkH0dHaBAsbB/iHxwqw9w6ORkdHC/avfcfoYkOiJyF6wnWgev3Ob15HQ7X2RY9JgHHzfiUe8UVZ2gqklZ2TVNjz03YajZEw994B+9ZfjpXvbqlCW3kqetqqBZSwyr506dLT/LJJHdO+zBiC/x42bNjlmPYZz8nnnS0BBPAMzm337t2g6NCvfvUrsUqiz+sHHy6H2hcAACAASURBVHwAJycnocNlZWUJeH/++eelCssf5e+++w58gfMPCkDCA9NhajM4+gRnW7iO1nYBypV5ZWDlO3LmKETOGFh/7JnOQQp9UWoerJ1sMWxaDFSmJtj02jd6ETx7D0fMeOhqvfL8ib1ZSP06WXrs+TfvSH+YmpmC/vA/VfDOdaGY394PtqDwUJ4odVMbgqwLCre99NJLAmjHjBkj4JaVaT4bZCwxycVeWAKYm2++WWykrK2t8cwzz8i/fyrBz8Pf/vY3UPfESmWCJBtbhA6in7tuXQrr67CnoAB2lhaYFBSC13bvFEq5MqaHhGHTCa36tS6omD4+IFBAra5fndRw0r5Z6d95Mh8WZqaYHBQiSYGyxkah1pMyT+s5UtdJd/8+87gIyUV5ekgPeGtXJ95JOYDDpSVSWWe1ndV3gpg4X39Eenjgo1TjBNeEwCB9X7tufgTO98TFCzuBRU0yEygqx8TC9vwT0qMf5+cn1fpXdu0A14Eid0uGjwDbEpRWeVSmd7CwPG1daHlHRoPRusQlgPvTf97d1k6utb8436V4Jlt6erCjpQn5nR2wtLDAvffdJ1oqP4VgW8jvf/97eSegiCs/51OmnNnJgPo/L7/8V1RVVcLW2gUhvmNhZzO4jMR3//e0VO91wUTPhIQF2NkndMeedyq6E/h/v/EDob0TDF8zV3SVBSSzr52AmT7p7DknwGUVPyZyAuzsnFBXX4V9h9bLscMjxoq6Pavs+w9tQGl5gQjgWZpbY93W/xndUvbfE0z/452HjbZTpf6OPvtc/oGVcnq5KyMmagLGxs6RZAVZG9FRE+Bg5yzJhSPpu0SgLkIdCx/PIK21YvYBFJedgL+vWirmjFOlecjKOQhHRze5Fq7F5YrWtnrkFe9FY3M57O0d8PDDD8lvRP+grSDfwZkE5nvVY489Ju/hFxNDAP5iVm/wjh0C8ANcW7VanalSqfJ6enr+Y2JiYpBg7hsvKyvLGHEM8DyDcdhgAnjS3Ni3qwtzc3Ps378fr7zyCj799FP5EVOrNXALTkBxea1QxFUmplCPngl/dRyqSnKRvvdbEWbzC4/DsPh5aG+px5GdX4IVaDfvUEQnXQdzC2tRcy8+kSqK78PHLYSzRyDy03ch78gWozFJK89J3Yi2lgY5h0+IFpB0dXaguaES9k6eemo5M5ykp1vbOomInC6a66tkH2s7A8WPivP0VVeK3PmGjUbczDulp72p1kAtdHDzw9QlvxeA3tRQhQMb3kdLvZaOSWE79so7uvqKuF3abmN/7Khx1yB9zzdGj4J/RIJU9dv7esiojh8z6Xo4OHvB1MzwI8NrsbCyg6W1Qbm8palWqF62DoYXg472Fllze2etlzav7ejO5agpPwlXrxBhEphbWiN973cozjsknvJccxfPIJw8vkfYADwufNQMBGgSUF2ah/Tkb8SH3i88FsMS5gvDoP+YFAFM27FMhPmsLC1EnZtghImg//znP/LDm5SUJMBXR/EjhYzCbldS/PGPfxTgpQwmrti3X1xcrN+ckJAg1o3K+bOvjfZiHIMiXrxOUuYn/XKuWLFlbjkqLxiaySNE+K26oAJHvtsv3uv+I0MQfVUsTMxMxXqtsbIBDh6O8m8Gj2soq4O1o815VdPT1h5ExgaDywFLgXP+sBg2znZorKiHvbuDka96Q3kdLO2sYGlrsK5qb26Tnnbax/1QEMTyeHMrC9BWzsTUBP4jg+XfDFLgVz39majO64Je8XHXTzzrsExAHP56H8qzT8HJx1V85AcC9MlA4HyU9nNtTa3oaG7XX1djZb2I7dWX1sBT44dRCxPlM3D4230oJfPAyxmjFo6V/TO3HsWJPZmSmIiaPRpd7Z1aNkJPL3o6uoWZ8dZbb+EPf/iD/jnnRd5///3igZ6fb+jdjomJESs6fp/qghRjaohciR7C/W/WiRMn8Oyzz6KqqgpB5haYZGOHqsYGfHLkMEobG0Ca900xI0HxMyqXkx4f6OSMq9QavQ0cfc0Jwi/W/mx3YQHeUlTVCbSpjk6quK6q7mptg1+PHSc+6nYWBkYKBe74+SAo1gWt46g87+tgYIbQv720qRHedvZ6z3V+LksaG4RGrhuTHumsrCvjTKD5puiR2Jp/Qo7XxZ2jYwU8c5urja2I5OmC1XaCdWdra7x/MEWE+HTBij61AfYUGiqwN8WMkgq8cl3OxjZ4aeZsWF+ANV//Z4FJjWoKBDo4ilI/1+/jw4eQWVmJEBcX3DpytMz7q/Q07C44CXNLS3iEhMDO2UlEIKnUrWM1XUm/B7q5dHV1iQAZARB72Amo+Pu1fft2vPHGG2KTy88sQVZdXZ0ktXJycmFmaonE0XMQP3omKquKsWnHF6iuLUdY8AhMS1qC7p4ubN6xHPmFGaBtGS3SdF7ltGajWjxp4LqgPRzp2+xp1wUBOf3QqTC/eceX+u2RmnjknKC3vJb1wfDzCUNnZ7uRjRsp+nff8ozQ2zm+q6u3XoyN1fLqmlI4ObpLT7gu6CXP/nxl1ZpAmvR1/u/9T581uo1zpt0iVPPd+1YjK8/gyDN32q2Ijhov+/L8VHanPRuvh0Ga/dJrfietBRSj0/mycw2qq0vFlk6pes+kA5MPTDboorm5Qej7tKDTBZMOdfWV5zWm7hj6vvMdkXR7XZRVFKK+kf7ww4TVQHbChm2fCjOAaz1z0g0yv627VyIr9yAcHdwwLek6ofVv37tcL1h4ww03yHO0cuVK0czh90pjY6O8P+nelxwdHYXtx8LBQGMIwA905Qb3uCEAP8D11Wg0LSqVatQg9LwPcEbnf9hgAnh6fh88aFwxYGXy22+/1VKjVCawsnNB7PQ7sGfVvwyTZtb3mt9i7+q3jGzbRkxYjNL8I6IMrwv2eFPQLUsh8MY+cgq39R9z0rWP4MDG99HSYKiyxM++GyYmpkjZ/BG62ltFCT5xzj2wsLTFntX/RnNdhYBqJgr81fHYv+5dlBekiZd64LCxGDnpBnlRb6gpwZbPXzBaeFbMJyz4Db596zdGtm4y3oTFOLprBXq6OmHj4CqJBDIPaAXH3npGxr7vkH3Q2Hs4ZMRknDhmUIGVH1R1nIxXkn9EbOpOpO1ER2ujJB3iZt4BRzc/JK/+D+oqCsVDPiJ2LtSjZ+CQrpLf2ytWc/Ez7xQAnrbna5mXnbMXxs37pVT8lf38nkHDBawf32egstP+juJ97P3Xh0olHvT71v1X1lYXUeMWoqIw46xjSidcTyfMzUwwfPhwoRsS2HKd+T8mgLKzs0XEjtXKyyXmcrZPGV8m+9P8Z86cCfbvK8PNzU0APLPkyiDzgJVVVl5V5iZSmab9WdbWY5CG176Y9MvZ2PvxNr3oGzcPnzsGLgFu2PvxVnS0dMDK3hrj75wOK0cb7Hx7HRrK62FqboqYBfFix0ZwfepIvoBJv5ggI0Ce/PEWFKUaC32x/zx7e5ocZ2lnibG3ToW9pxN2vr0edSU1UqmnRZxmyghkbTuGY6tTRFjOyccFSffMkuRB/+Bxu97dIFR50uFjlyYJeFdGbXE1Nr5inLhij/3UX88765cd/eiV/fNOfi6Y+fD595izTz/5w80oSS8ScEaKf+zSCcjYkIrjGw+jp7sXLoHuSLp7Jra9uQb1pbX6uYSM1QjoV4rtkTUwfM5oJH9kEL40MVUhZFwEcndqe5bpFc//TZo0SSrSypg+fbqwT5S0UtLlCeD37jXQuXkMldv52bmSg60vr736Kto7OpBgZYNRVtbyeD+ybjUqCYj7Yk64Rujiq7IMfd0E13eNicMru3eKvzsBPu3PFkZGXdQl/1BVnaJxrLiXNTXKfG6IHolpIaF4c99eHCjWelLTIu3euASsyc7CivRjIjTHhMOjEyZKf/u/9iajqaNdQDGp+O42ttJfzr/pxqTwG1XzCV6VQeV8esczicEgvf3JyVPR1tWJ744flzWjwjst5FhZZ085wfodo8eIzdzrybvBxAC/Q5kM4DmVLQMck5R9JkRO1tWB/vKj+sTiuC6k/HvbO8CIbVCQD0tTM0wODpEExPkGExnt3V36hAXV8T84dBAd3V3wsLWTNoMv044aieJp3NzFRk+5LhZmZpiUlIRmExMRuCP4VbYhne98foz92C7IuenAFM9Jr28ya9gKIJ//3l5wP352+e5kYmIOE5U2AXvtVfeJtRsr2LqIGzlNaOHsW9cFK9JLr/4tln/3DxAcErCOT5iHxNjZWLvpY/2+7B1nHzf3Wbn6P1IRp0c5e8Mp4sZkQGhgFP753mNGy0OwTpCu7BMn/XzO9FuxYeunst3Z0R3XXf0bAfoUzyMoJTi9asYdUmH/8rt/obg0T0B+wphZmDTuGgGtqcd2yBqQKh8cGIk9+9egq6sDocHRog7f0toIC3Mr6WlnsYdK+tyXQRr++q2fyPkd7J0RETZG3qlsbR2xe98qqbbTUm7x/Adgbm6JL7/9h4B9gvWZU24Erd3oIc9ECD8j1A5gGwDt9/Yd3CBJDz+fUDm+8FQ2Vm/84JxjshWAwXvOfnlW9hk81/xZd0niRafqT2/7mxY9Igr4dAfQBe8TRfSUgnvUCJg/8058/s3rQqWnYj3/O3v2bOzbt0/falnWx+BR3kACemVb34U++0MA/kJX7MfZfwjAD3Cd1Wr1WpVK9UFWVtbyAQ5x2Q4bTADPqpCOMs8vZVqHkfpZV1cPFe3KVGbS3+cfkYiiTOMXUNquFWTsMVoX+qwr7dX4R1ZtCeBrSg2VBG4/85jjUdDPFoUJAFbzCXx14eIdAms7Zz0dnttZyR6WMO+0ivi4BQ/Aw09rd7L9q7+Jd7suxky/Tar8+9a9g9ITBvDGc5YXZghI1gVBeOz024yut6GmFNu+fBk9fSIppOVPXfIEdn37Bprrtb2MTCSMm/8r/Ry2rfirAHVd6JIDRj3yKhVGTroeh7d9ZnQ+JgHSkr/Rn0/WUZOAouz9RswCJiAI4JWJFO4bEJGIwn73kWr3hYqXC+7n7j8Mlacyzzkmf5CoNlxclC+VFXrI87+sTpOKfqXGF198IRRm3YsaXwYo0MjE1c6dhlYHqu8TwL/88sv6SwkNDZVrow4AVdNVFqYCisMnRiFrizGg6y/wxkE8wrzQXNuE5mqt8jrDxd8NDt7Op4nBTf/dAux4e53ef93J1wXcpqvYk+K+73+GZJGFjQUs7a3RWG4Q2rL3dIRnuI8RUOW8p/1uATa//h16ewwZB6rHj1407rTbtv2tdSjPMjATmBiY/9QN+nnwAK7luhdXaG3n+iJ6QRwipkSf9TFY9cxnaK0z2PRwx2uev/kH2Qes2nd3dMHa0Rak7CvF93h87PUTtNsUiZQzqeJTQd/E1FSYCsrwHx2CokPGiskU4Du+6TC1HPkKD3T2Ij4uHhUVFVKJ08Vrr70m6uxKVhP75dkL/Je/GKwjAwICpGXjSq5GMhFBsTpzgkkbOwT3VbNJN390vcFtQ76DHJ2kP1xpR8ZWAwJdpfUYt/1t9hxQ1Xwwgsruyh51CubdHDMSH6UaA21WwD9IPWiUaJkZphZ/dFbAdcHrCnVxOW3MN+bOF1BO33md0jyv7U9TpiLMxRU51dXo7OlGQ1s7kosKhKZPCzt3W231//U9u3GwxCAQyar41RGR+LyfGn7/ir5Q6mfPFSHAwQzS+D89eljaCKK9vPGLMXF4fMNatHYafg9jff2kRUHnHKCbD3v22WKgjAcnTESprQ0KuzoRHBSEl15++YpL6nK+BFP9+/VZhWdLDFlYuoopK/UhwRoUFRUaWeZFaeKR3tc6p7t+2qG1tTcb9ZTzb6OiJyH1qIHBwd+gWVNuwrotxrT0q2bcLp7pBPG6YB85hel0wd5v8U/viynjF4mCug6McnNo8AgB2Drle27ThI1CW1uLERgl8IyJSsKeA6uN7iHBP5MLyiCTgLR5rsv/VvzVSMWdVfP7b39Bvz5kCPzrvUf1/fYch9T8q+fcg3+//3sjhXv2r7Man5VrUNOn9dz4+HnYumuF0RzmTr8NazZ9ZLSNPf+H03ae15gP3PVXYR1QZO+bNW8bjTN94lJhUyjjTPeYx1P9nz73yoiOHIej+nfkXgHxzs5O8pvBxC4Zi9TR6R87duwQJuNAYwjAD3TlBve4IQA/wPUNCQkJMDc3p2HmWrbg8H1TOVRWVtZfBzj0oB82mACek1+9erVYn7BiSvpOfmEpCgsLpNeTYWpuiZiJS3Fos/GXd+zMO3Bw88fo7TZQZjWxs0WFXdcTzuMp7MYKM+n3ujjbmKOm3ozUfj9gQVETcDLdoJDNMVjBJ4Dv77t+pqQAq8k1ZSdQVpAGWwd3AbYUGunqbBOAy7moR81EY11Zn197CPzD47Bj5atG99bZM0io8wxSzg/v+AJNdeVw8QyBjb2zsBX4b4Jze2dPOLr5y8t+R3uznMfS2h5RY69B6rZPjardBPhegcONLe1ov3KG6w6IGIvCTIXnNsGfd6io29dXGV4Inb2C5TqVFnpMcIycfAMO9vuxIwPg4OZlRkmB8NEzpQJ/fmNej5QN74nlHF9CWMHgyw4rlFdyvPDCC/j3v/8tU6Qw2Z/+9CdJXnE7M+D8AX300UdFUfmf//ynADOKzLA/khQ4Jr/KWiphZmuBiGkx8hKz4y2DDSDHTbh5ElKW7zLyXQ9PikTOrgwjgGlubQFHb2dUac0p9EFP9Px+qu/j7piGuuJqsYIzszCFa5AnWuuahRpPuveWf3xvRGNnBdlD7Yuy48aK8qMXj8WhFcbPkleELwJGhwowpijesBkj4RrogTXPLzcC5pzggmdvhJWdtSQAWMmn6J2FNemXvSAtnz7xzXVMVDTCLzoIEdNj0FbfIpR1zt8j3EdE4coyDYkB+sXP/eMSqaanrUmRpIOZpRmiZo+RdgRW1jNYWe/qgdcwP+mzz9lurDwcMk6DE3uM3SXIXGArgzJZQKV9sl2KUg1gndZ2kdNH4pDS155WW48uRHN1A7K3p0vSJiQqDLbVZiLoyO9NvvhTE4J+8Xw5e/HFF0VPgQJGfF7Y984Wk1WrViEwMBCPP/64PEtXapBZwM+DWU8vFtg5wM3MoO3AyuxvVq+SKrUuWPFlb7myP93ewlIqzUqgKp+12ATsKKAyfZWAY/aCU0zuw9SDSC4shLONNW6OGSXU/LXZWVLVJxmMFnDzI4ZJhZoVXlazE/wCpHpt2Te/F7ZvxXGFyB3Px9757SeNEzJUUCetXRkxXt6i0E6leF1wXNq+9R/zmakzhDJO2zbOj2vCin1da6vQy68bPgI51VX4515Dgpvg+2+z50oV/4mN61FUb0j88HzjA4Kwu9BgLcptBM6NHR3Yd6oQbA0gfZ/98IFOTnIOtiTkVleLNz3p+CO9fHB3bJwI/7178IBcDz3pOY6fg6PY5RGc25hbSOsB2Qjsw/8y7ZhU26lAPyssHA+uXa1PTHAe3K60z+M2Jjeofq9cG147GQZfZxg+k2Re/H3uPKn+sy/+eEc7YmNj8eSTT15xCSwmIckWo5CpLihcyuTb009TvbwRBO+mJmZYPP/X+Lof4CMApwJ8a5shOTs8IkEq8Ln5huQu6dkE9krQzfONHJ4kwFMZBKNUhdfZnvFv/J1ddNUvsWXXl1JpV4eNFhV79sYToFPFnudgJbyyuhi+3iGioP7hZwbQz3FYwWcln/srg9XnzD6tIN32M/mnx8ZMxfRJS2WXN/77kJG1G7c98qs3QZE9BtXd3/pQazunC64Bfd1ff/tBo+0E/2QaVCjeabjD8IhEEc5Txpk83M80/7ONyUQIEyJ7U9Zh256vjcYeOXwiDvfzjCejoKGxVtZVF6z6swJ/UGFZzP57Pg/fb/jAaMwRUWNw8PBOefYJ4tn7TtFTXTBhRF0d6i8MNIYA/EBXbnCPGwLwA1xfjUZDxYwHent7a1UqlXHJRytiFzDAoQf9sMEG8KR2speLdGAL1wjAPhQpmz5CZVGmAOWYiUvgHRwj6uz56TuF8hQWMw2RCfOkmntsz9fSK+4VNByx024D/c4PUDylrgIOrj7SY07wym3nMybPowOeNg5uSLrmtwJ6lcrwQcOTYGPnjIy93+nX397FCzGTbsCub17XV45ZifYKHIESRT8WReUiE+bj0OZlhnvHKtP1f4S9s1ZZnWBs8+fPG/XFR429WnrGWW1fv+zP+n527h88YiLamuuNqvj2rj4IGjYOxxQZYwIG76Bo8YHXBW3tfEJHGs2H6z5+/gPYuuJlQ4JEpcLEax/CwU0fG6r7/FEbfy3cfdWyvk215eB542bcLroABzZ+KEDcwtoeMUnXwSd0lNDv8/mjpFIhNHoyohKvFsG9Y3tWoqOtGWRRxE6/HS3s/b+AMU8c3YLeng4E+Pvj4Ycfxi9+8Quj6sSgf1B+pBPwx/XWW29FjwXgONPP6BqPfn8AOTvS5fkh/Z00eNLf2Xvd1tgmoDPxlsnY/+kOlKQZKiqs1Dt5uwi41QVV3wk8MzcbV/XDkiKRq/Bx5/4zH7kGTr7anr29y7aiUFFB9h8VLBX4lOXMX2rD2skGcx5fhHUvr0RLnYEKHTouAnl7DIrepMvPfXIJMjcfQdZWg4ewkhqfvS3ttHnPfPxabHh5pXE1fl4sitMKUH2yj5kCwDc6UJIPNYVV4ikff+MkuId4iVjc3mWKNhQVpM2Agn3KCB2rQd7eLH0yhEwIqt1ve3M12psML+GJt06Glb0NSNlvqWmCa6A7Em+bChMTFZI/2oKq/Arpn4+7IUnOn/LlbhSk5MLMwkyEAdluoIze7h7Uri2Eo42D6D0oleZ/pMdw0E5Dmzh+fluamjDPzgG+ZxCCOlJaivcOHUBtaytIm34gYSzKmprw2p6dUqVlhZj0edqoKZXgCXJ97B30Suu8CNrLxXh5Sd+0Lkgr/03iWKHfK+N3Y8fjvyn7jaq+BPVLhmtZHv1p7ax4/yZxPJ7aslEPzHVe6qTF17UZ2oYIclmBP1BsSHQRVDPJoKSEc8y/zTKugn9+9AhWK/zuaWXnbGV9WvKCPvYUuluZkWYEcknhvzE6Bi/uULBpTM2k2s6ecgZZBJvyDK1pkR6eeGzCRDy0drUR82FScIio1O8tMny/UHBvTrhaWAe6YA+7TiG/V0FXodp+f1V/VtV5r9keoAu2Qoz1D8A/9yZLMoLnuD8+ET4ODnhr/z4cKimGjYU5boweKf3+DCZH1jQ1oKirEwsWLMDdd989aM/xQAcmsFJS6AnomaAbP34CcnKypSd8WtJSUXdPTlmH5ANr0NXdKarss6bcjJOFGVi7ZZlU3NkfTQo8//7Nmv+Kejz72q+aeYf0ZtPaTResfF+/8HcCsnUK7gTqty39gwBDJQWfCvKs9rLHWxcTErStSrsUbXME9bRN4zgM9qwrQTEF59rampFyxGAbx+o3r42UfV3wmm+97nF88MXz6FKwEm+89mGh2zPWbv4YR9INvzGhQSNw3YIHjG7DB589Z9SXzzlzDp9+9aqRxR0TA6zAK6+FyYZpE5fgs5Wv6ccktf72pU/g4y9fNkpwXHvV/Ug5vPm8xrzzxj/JeFXVJXj/s2f1957VcXrVs7pfXqltv2EsnHuv9LjT3q+mrlwSMVTf5/37bt07yC88Lv9/xuQboAkdJRR8sQukfsWo6UhKvBrfrn8TaccPCIjnu0Kzoh2J52ASmMW0gcYQgB/oyg3ucUMAfoDrq9Fo6lUq1YOZmZlUov9JxWAC+JSUFDz33HPo6VXB0icR5vZ++rXp7GiFqZmlkY9rdxeFUlQwNTOI7rCa3d3VCXMLQ38dv5S6OlqNhOU48PmO2VRXISJ2Ll7B0v9OYJmx/3vUVxbCzVeDiNg5Qn8l7byEvuuO7hgWf5WItbHPnNV+2rgQcB/Z8Tkaa4y9b/3Cx+BUvwzzyMk3SlWe1nBO7n7wDRsjYnqcC/vHeU3sffcJjjmtOk+GAeerE6nTLSJV7MlIUEbszDtRV1mI6pIc8ZOPjJ8n60RBv6LsA7CycUBE3Bw4uPjIXHIOb0JvTzdoXUc1ewr0HT+wGs0NVdKXHxYz1UBTa285y5pbyDrq4nzvo9yzCxiTlnMdZfvQ014vL2g/RxBPkUeKellHOMEm0uW07xKK0zFMzQ1VSwrAkfbNSjuDNPC0NQdRU1QF91AvRM0aLX3v7F0n4Ld1dcDw2Vpl3Y2vfYvOVq1AkZ27A7w0vkZ0eG4fvWisPJ+kudt5OIrQWs2pKhGr47ublYONVOgrckthZm4mPuxUh/eK8ENZVjFa6poQMCpUKuP0aVdG4q1T4DciEMc3HUFZ5imY21jKy4iljQXCJw3H4a/3igp+/2PY468M5wA31BYa+3JbO1pj/tM3irBc7u7jYjtHBkDVibLTrpE96yeSjSvrQXFh8I0OkqQJ108zJRoeYd7S689qfVtjK4JiwxAyVttCQ7ZAZ3tHH1PAMDveD3NLC6mu64LCdeyR17Ur9L/RTYcq0X6yUWjmbKv4ucRTTz0l7IHJNnYYZnn2nmlSxwkUbSwMIpwE7ydqa6Taq+u33noiT1TYHa2scU1kJJ7eskkq1soY4el1mj/5mSrnBIKsGCsjwt0DiyKjRECP1W1WpXNqqkVd3dLEBGampghwdJJKcVdvL+iFTiAZ7OyC4oZ6VLe26Pu8fe0dRGme/eUOvC6VCk5WVjJmRmWF0ZhTQ8IEjDMeXbdG+u6VkRQYjJ0FxnN9aso07D91SqrlOhE4L3t7qa7Ti90EKjR3doioXZirK07U1MLRyhIE1c9t2yIgWhnPTZ+FJzetN9pGQT4K+lHJXhkUv6P6vDKmBIcaieTxb+yV535KavwtI0cj1tcXK9LSRLiQgJ6WdDoqf0tHh4jj6YAix+GzQNV/3hNltPf24OvGetR2d0vhICJC+9m8EiIvL09E7JTBa2ILFRk0pibWmJiwCASnpJ4np6yVSmxwdHjPowAAIABJREFUQJT4pzMRwn7p/IJ0uDh5gQBVKb7GSnxJaT6OZOySRIC9rRNOnsqUHm8zMwsBdKzknirJEVE6VqF70YNAvwg0NtcJBd7HM1j6ypcrtWzI2POPQGtbC8orDYkbXgfV32kpRwo+x25orBbgSe91Zj6dHT2kKFNclgcrS1tJavJvBKkFRZnynkWKONeBAnXsi6cQnZWVVisg0D8CBNwU6iPgLjyVJftNTLxaQDijpPykAGqyA7gfjw8LikZIUJQkJ8hY6OnplVYDX68Q+S2rraddpEr+5uLkCQd7V7k2AmsmHbiuvt6hIiTH/ZnM6OnulvnUN1QZjUnxuXHxV0k//96D64T5wORG0tirRemeKvcUAuQ6cG58Vwr0U6O86pQwUXkuiggyIcPztbQ2ScLG3zdc7hGDCYB9hzbIc0FWAK9N+YyEBI7AmJjJ2mfkyDYczdwBU7Mu5ObmGiWMONayZcsuyqVkCMBfCd8mp89hCMAP8L5oNJqKnp6esTk5OcaN2AMc78c8bLAAPAW7nn7mGXR39cDKfxLMbLUvIz+3SN36KQqOG6iMZ6vAB2jYH26gFLMPPmH23QLiqaCvC/bfE0QrwfqFVOBn3vwXWNsOPLt6pd+fnq42tBZuQU97A6677jqpVv+cglR6Uu/tYt1hGTA4vbzK9aJ6feHBPBGxC4wNQ3l2iVSNldGfak/7NvWk4dj+1lp9dZpiedMeXIANf/tanxCgG+TU38wXmjyDlfaj36cYjT3jkWvg3FfdJzDe9PdvhcLOIL2d51IK6bEKPvvxRVj/15VGVP6g+DBU5JZJBVwXnhpfEZhb95Jx73zo+GHI220QRCOlfsqvrxIhvq52bYKEMfa2KaLsfzmiNasOLek1QjWPj4+/HFO45OcsKirCL3/5S3ibmeEa+4GrIP/QxFhlVnqWX2wFfmJgMKhOr7NWszIzx58mT8Vz27foe7ZJ46b4G2n6eQobOlL1a9tajSrOY3z8QIr9K7t36C+Dfu8E309sWn/amEHOznh1906jvm9S3Z+eOg1/pVBdU5OAALYAMAmQX1ujH5eq7VUtLVijqN7Tjo4tCWQz6MLZ2gYetrZGzAXO6dXZc/Ho+rUDr8AnTcLLO7brfeF5Plrw8VxfHDsqa0M7vmuGRUnC4VLFqc4OfFNfCzo0sGVJCfwv1TkGOg6deEiT1wVbwjg/bjM3Y0LUBDcvfgzb96xEoUKsd/L4a0XMTVk1ZqV8ydW/0Y9FAP7pylf12gsURbv9+j/iw89fMKLd37joYRGHO1lk+A5MSlwgfu4Mgsw333/8tAo8le+Vfe/sGw/wVRtR9RNGz4S9vTM2bTf0dhNwz55yEz5a/qIeTFLQ7s4b/4xlX/4VTc2Gdo/r5j+AIxm7JSmgC445ZcKiMy45FePf++QZdPXpBJFSf+dNT0lS4B0yGfs86KXiveQPWLf1E73vOwckRb+xsVbAsS7UoaMQEzkeXyqEle1snXDz4keNfO11Y3p6GBNsOScK53EOB1I3YfNOg6q/j1ewuAQsW/6yiOIxmGxhpX7Zly+jqdmgmcJ7y3vMNoS3P3pS72HP5+V8npHOrjZ0dLQbAXgeS9vOoQr8QD/BV+5xl+4b9Mq9xkGZmVqt/otKpfI3MzO7Nz093eC3MShnu7SDDgaA5xcE+35b29ph7ZcEMzutqnr/YPW1vPC4VIXdfMMv7YX9SKPRco0q7eyBt3fyEnE49rNTQZ7e7OyBZxX8+P7vhQavD5UK837xCnasfE284pURP+suHE9ZKz3vpMSPmnyDUMtSt/5PX8EfNfkm2Dl7SutB4fG9sLTR9sD7ho76ka784k9D677G2lKxqzO7AE/Vns5WtBZuBivy7Pel3dzPJegTTBE8hyRvmLtr6a0/dtA+jj3wrDpHzRol6vdK8TjOJ2BMCAoPGvf5hiUN06up61+GJkUhekG82NdZ2lpi3yfbUZFTCvbOB8aFY/jsMXpl+tNs6/pU9dlHToV3zmfk1QmgEByr4pwXATfF98bfMQ3lOaXgGG0NrXD0dsK426dLvzz79pXhHeUPJ2/n03rgq/LLkb7+kNjDBSdqEDZ+2I+99PrztRc2oimlUgDvnDlzLts8LsWJRYF51SrRQuFvw1wHJ4QoLNguxTl0Y7B3/Z2U/effA595HD3oBRXeF5yhB97BylJ65ZWR6B9gRCHn3+i1vr1f9Z5U99rWFqPKNl+g4339sK9ftXp6aJhU+ZVxlTpCetGp/v6/I6lS9WYCgXT80T4+oiLPSjT737t7e/FYP/E/Ct4RwCup/Dw/Fen7V8tvGzUaqzIzBayzQn9fXKIo0O8rKsRXGemiaH9aD3xZGfydfrgHnj3xK9LTpGo/LTQUS4dHDzqg5rW9si8ZHZ2dora9YsUKBAcbu1pcymfuQsZ655138MADD0hLIenzTM4lJyeLVZyOxTZ82Fik9Rd+dfUVAE/VdGX89p7XQKDOWL+VKu7G1oMUgdOpnOuOY998WqahnYrbWTEmiKQCO8VjWZ2moBt74OmFPkwdJz3tVF6vrC4RRXla2JHOr3TFINClAnxJmTE7hDZvRxUUeJ5zTPRkHDxq7KgTER4rVmn9x3zgLq3QK23myCpwd/EBgfPeg+uxrZ/V7qRxC2VN+gv2RUeOFx94ZRBQ8xqVwJmfEU3oaGTmGjsojR4xGYf6OQBRQX/K+GtlyPqGalHc5/owuTFr8o04cHiTkUAg9zvTPM58nxIxb+Yd0pffv9d9+LBEUd1XBun2ymekt7dbQD8TDXze2IpFi1pa815MDFXgL2b1Bu/YIQA/wLXVaDTf9/b2zlCpVOTuEY0ZVCMAZGVlaX0ursAYDAD/j3/8Q5SSLT3HwMLlzMC8sbYcO75+DZ1t/8feVYDnVZ7tO+7u0rh70jaV1IU6XlrcBxtjwAQG2xg/DAaDjbEBY2NjwHCK1ah7U0+bWpq08cbdvfmv+/lyvu+cNIU21nTLc11cwMk57/ue93z2PM8tOo4sIeUUPOOXR3Vprqi+O7pRqO2/I3or1BM2P//OF7B37VvCI1eC973grhdEXf+/KZr5JVlbLrQFUzMLsZDbt/6fIrhnamEFFi0UNf+LuW924Jty18HVxQVvvfW3AYmyXMx8w3XOJ598gg8//BB2kzxh7nW+5dpwrUM9z5a/rtYI4FGNnnz2jE1a+gZ91snHV0fo9GgUH8tHU3WjdNTH3TQFdp6OSPs8FVV55dRmRMiUaPFNJ8w9bYXWeSLl3jnwjvYTNXeKwBUdy0faF6ki3GfjbCOWc+bWlmJDR4g85+BYgRPCZRmNlfVY+8LnGlE/rn3sUp1v8FAGE9eq3DJRvXfwOp8O8V1zt+bWo+lwJR5++GHQgvBKDe5BXFwcMjIoFtctMN43Fy6BzwA4mMO5F33ZuVHR/ZtThs9sroc8eXLPKfCmBLvt7DLT5k4J8vSn+AXg29PaogC75efbxoVjb2GhJNW0arshOgYzg4Kly08BOyrzK3Z0hLb/ePVKjTgcE/WK5ibk1Ri45YTrT/bzw7rTWirLC3PniX4AofosCFBq79XUXYJmYEIzNzgEhLqP9CB94q4vP0dda6vcA5OXefPmYe1arbPBSLgPvjdmzZottl/svisxdcISSUzVNm3sxBL2Xlhs0Clg5/Yn978Ckx4hN3bVd+w1oPk4Hru9tCVTB+HeCuRcOU64NiHoCh/b1dkbty99HFt3f6EXvmPSTl46k1Mm6pyXyu+EfCvBbjut2rKyDdaoPG9K8mJs36O1AWX3W92p5xjJiXNx/NSe88YkVz+v8BRWrPyrvttOCoGTo4d4vqtj8dy7JYFXd9D5d1rVEcFAuLoS7LZTZI/QdSWsrWwREzEJ+w9v1Izb13p5jBB/xsr1/8JJlUsAO/CExefkG0QXiRDg/lOMUB19PadJ4+aDxQhSDT7+6lXN+eT277uI14iR0TlMmZoixdPBslccTeBHwqfH+WsYTeD7+VzCw8Of+65LMzMzdUoWIzAGO4Enz+uxxx6Dkbk9rAPnCSSsr6BwXG+buKnXPYajOz/Xq5MTZs7Erq6yCFlpG4QvTXs535CxI3Anv3tJVIrf++3fxdeeYnNJM24Vz/faikKkrn4D7S2Nwv2NSbkBwbEjW2H9Ujf/TPpWHE/9UsT/aIU3efGPkbblfY12gK2jO+bc8vQlDd1adgQd1aeEz0Xv9P+G0HPgo5xgHeE0Im6Jnemdb28QaDwh7GNvTAG72NvfpPe5Dv4YOEHnkU6ROwXy7uTrIl330kyD7ROTf3LJ6Q+vjtmPLoGDpxO2/30dqnLJTwS8o8dg8j1z9DoZHW0dWPVbuiwYfoBRiK+9qVXg80ow0V/82+X669JX7ZduPX/RU4l+xkMLYeM8tPQE8uMpdlffY7lHPj1F9C42Gg9XoC23Aa+++up5vNmLHWMknPfuu++Kej6DCTz/oZf30zNnj4Tlfe8a2Dl+acc2vQI+1esfnjhZvN8VBfxgZxc8MXW68L0JDScHnhz9x6dOlySbibAivnf/2PGIdvfACzu2irI+g3ZudyQm4S97UjVjmhsbI6PS0HFlsv6XRVfjlxvWnWdHxwR8deYpfHb8qOwx5//l1Bmob2vFq6m7xZaOnPIfjEtGpJs7qKiv8OrnBIeCHXh1EHVAqzd18JmFurh+755dzhPoYf/Ayq/0ooIsPtC+trJSq49xOdeozE2byHvuuQens/JRUqJD4ZFHfvP1j+HEqX0iUEaYNTnjy659RBLPz1f+Vbqq9Hand3l8tAF9Rk40IfSKkFx0+AQsmXcPVm94R99xZ5eWEHqqwG/c/rHAq8mzToqdjtSDNFEyBJNEtfc4/0IFdgrnKcF1UoiNwnhM8G9Y/JAkz/Qnp688eeFMQumpzmNKZ54Wb9cufACbtn+CtB67O3LRuTYmrL3HpJjdhyte0RQwWBh46O4XJXFW6AAUyaP/PAs3tG1TCgnstC+/9lHxmaevO/dVhP2ufVQg6l+sfkPg9txXWseR607xO/L5GUlx0zFn+vI+x2RBg/HuJ8+f122/fvEPsW7zB+Jfz72YMeUGgedzL5SiQXhIkgjVbdj6kb5YQkQEiyU2NvbyfqaoXcZp3XfmpbxGEhMmwsYeeOWVVxAeritqDzRGE/iB7uDQXD+awA/Nvo7oUQc7gVcgwJY+U2BmbxCt670JBza8g6IzWv9c/+gpyO9l6TZ+3r3nWaNNWvwj6eKm7/gMjXXlAjOnhVlnR5vA2SuLsuDgNgaJM24BE8Pju79EQeY+vdWad1A88k7uxqkDa9HV1YGg2BmIHL/wvOdEf/gj2z9BQ00pPPyiZDzOkbb1A7F6c/YIROLMW8Vy7ujOz3D29EFY2jgiNuUGePpHI/voNik8EFUQmjAbAdFTkXdip8zd2lQP75BExE/VJZ41ZXmyVitbR2Qf246sQ+vlOorIhSVdJdD5o7s+R3N9lajKx09bLhZytMWrLDmjXwvV84/uWiHe7bKWydeLgv/lGjN64rXY8OFvNZ737n5RqCw+rTnGosY1D7x2Se+V7q4ONJ7+GkGB/njttUu79pImGsaT+UPz7rvvhpmHFexT+qae9LUc8sdpKUehOArRjVs+VUTS6FlecrIQ9Gtn4u3s5yYCd9mpGSI2F7NgLAKTw1BwOAfHVh9Ae7MOPh6/JBl1pTX6MSnexuO0o+P1HNPW3R4hkyPhSmX3Q9n6MWnJ5hnuC2d/N6x76QuNbzzX7j82GPSYVweT//qyWlTllcHa2Q5hU6Pg7O+OM7tOovBIriTeAeNDsf1vWis9wucJkz/P7/2F29DZ2oEDn+4UETx7D0eEz4iFT4wf0lcdQP6hMyK+R0g+O/ykDOi82M8hbHosIufEiyjf4S9ThT7gGx+IsTdOlv1RxuRejl8+FTZOtjj81V7NmNUFFTi5QZsAsUih6AF810uKP9jqthQBjV34/PPPQd7slRpPP/20iDKqw8zYGPRKvzoySsTf3j+chrKmRoF23500DhQte/vQAZyqKBebtfvGJYvH+QdHDosVGgXrbo1LEIj3xuzTWJmRIZ3n+aFhgzKmstajpSUCXa9sahZBueujomVuKtoz+aVQHYsRAY6O+OZUhnSr6UE/3tcHcR5e2FNYgJ35eQJJp43cWG8flDU2YnVmBto7O0Gl9/G+vvCysxcveIrxmRobYVpAkCiw/2zdGrGzU8cbi6/Bw2tWnmdH9+eFi/HFiRPIqqyQTjrt7yzNzLA2KxMHzhYK9P7muHiQU08F9w2ns9DS2Yl5oWFi90Z1fKrd17e1CUeeSAIWJNTx4PgJSPEP0B9adSpD6AUUJiMqYW5IqMD9P0o/IsgDjis8/KYmsZ2jDWCEqxvuH5csFnHUDKDoHp/tHQmJsh8DHfMfB/dh3WlDl5qLdXNzA5PlkRDPP/+86FooEHFykRfMvRlujsHYvX8N8goyYGvjgFlTl8LT3V9E0U6dPiiJ9riE2RifMFuSPP5T31gNdpDJL1eSSCamJaV58v9uLt76W6YIWmt7C5jIMpFkEI5eVVMKL89AgZb37oaPjZ+psS7jNYF+UQKl5/wUX5s26Ro5tj9to3jUd3S0iV1dyoTFUoSgiBwF44ggWDDrdklw9xz6FiWluXB18cb8WbcLtHvX3tXSqaYw3YXGJLy/t/UbeeK0YqurqwIT4cnJC2WOdVv+I8JvvLdJ4xbA081P4P6cg8J6vLfoiAnYvW+13IuZmQXowZ6cNFdoBOyQsyDCdU+ZuEQojN81JgsjHm5jRLBOCRYk7r+d/PwOFJfkwMnJQ0TtGHz+xWW5IjDI/VSiqrpU9Aq8PYOkCMH7JRWAyAgvd39MHDdfxPXWb/kQZ3LTRXwvKX4G4iJT5LVCugQLG1HhyaB2QOrBr7F99xoZnuPx85hCogOJ0QR+ILs3dNeOJvCXsLfh4eGPNzc3/7WwsLCF/32hS7u7u7uzsrJevoShh/XUwU7gX3zxRezevRs2IVfD2OzCEGBCqHdTJKTHF5eWcG6+EchWWY5wIwKiUiThVYdfxESUFZzUCL0FxU1HS2OtxmqNY/r3YbU2adGPkNpLZTV5/v1gYq8Ek+cNHzyDlgaDKJBf5CS0NNaIXZ3+Q9orCB5+0cjYt0p/zMTMHMlX3Ys9KqsU/nHCwgfE256wcSXCxs4T2zklSB/o7RE/YcEPkLblA0EgKEEv9brKQo39Hf3ZqSSvtr8jJD95wf3Ys+oNzR4O15hK0UI9ub2rLxxcvMVeTgnf0HEYN/euS37tN+WsgxlaBCLGL6grPfjF/thPH0P2mWw4zvWFiZ1Bhfs7PmOw7sUvBGauhF9SkAjTqZXVaWUWu2ic8ND1YQRM/+EC7Pz7OpzrMnhUj70pBbRw6++Y8395A+zdHaXTToV5JWixFr0gCTveMqhbE/bOAkHxCYOKNTvWTJDTvjBA8ml9x6JDXbEBEsyx2htbJQFXwj3UCzN+tBA7/rFe40/PuX1i/TVCeuTVE6avXg/HmXzPbBz8ZCfamw2SJhGz4lBbUn1RY1K9nkUNdaTcMxs+sYYE6ELPs6OiBfU7SzBhwgTxs76Sg5zfH/zA0LHjvfCHBu3LHpk0Gf86dEjj+U7eN7ndtFxTgkn8eN8x+PSY4XVkZmyCx1JS8IedBjE4nj/QMV9btERg6VRJf2TNKulcK3FdZLQkulyfEvQ7r2pu0ViwMXmfHhio8Wmnb/2vZ8zCrzdtQMc5nUo+xed+M3MWypua8NZ+A5+V3fM/LVgk3HE1/56WehzjL3t2n2dH19DWhqNlhj1jV93F2koQAfrPWHsHKZw8t22LXliOSu6/nj4Lz27brIHfzw4KxuYcw+uXqvuvzF+kV/9ncYNWeer4+ZRpgiJoV0GUuT+Hior0CAaez/3xc3SUQoYS9I5/YPx4QQsMZMxvTh5HXbtWhoie162trSPibcTvKDW/m4vy8vRFcsICbFFZwhJqfcOSh/Dp19rC9HULH5SETu0FT9j5rKk3Duj+yAH/5wfP6IXSRGTu1t+KdVlRiUHrhJ36NBXPngiHZdc+ik+//rPmvhbMvl1U9GvrDMgHKqsz1JZ1tL2bPH4h1m5+X7/+C40ZFZaMk1mG3wxUyy+k3V2PUB0HuOnqh7Fh28fiC69EX/M6ObhJMvytyu73QvOyI5+6f833jsl7YVHgdE46nJ08MH3StXByHJh489v/+a0UWZSIDB0nRQ4iCZQgZYEih6vWa02wll/3mAj59Y5RG7kBvVVG7MWjCfwlPJrw8PBCY2PjhIyMjKrw8HCauxp+/WrH+Z/ygX/kkUeQk5sH2/Cl3ytWU1Wao+taWzsgMHqKWJdR1I22Zgxyo+nz3jv5DIydjtxeYi3suDO5JhRdHfRBL83Tel0Tht8bvh8cPwuu3iEoyj4MG3tX6XJv/fT3mrHYIW9urNF0jnmC25hIVKgUXXnMP3IS8nsJ0bDwQG97dbh4h4Ie8CxI2Dl5oLm+Gid78dj8IiagoLfojFcwaisL0dWh/bHi7h+NchXn6sJrGb4xSXSmrZ0SMZOvEzRC5qFvUc3KtGegWPcRVXGp0XJ2FzobzoJQXRcXnVf5lR6pqan4/e9/Dws/W9iO+/4fAK2NLVj5m480t23tZCMJPMXj1NGX+FxfFmq+CQE4e8TAC+QYlzKm4nlO8bnqgnLpZtt7OEnH38rBGgWHs5GTegqmluaImB2PrX9dLTZsSjCpZwJPwTt1TLlvLs4ezZNuvb27A0KmRMLB2wUZG4+IzZ2FnRX8x4XCJ9YPXz/1Hw3cnuN4Rfmi5KTBi5vHeqvsy3tmfAjyD2hFxVwD3cVCTg3hv9CYcUvG6QoFPbdElf6Fv1oqz+T7on5XCTrKW0acDdb3rbuvv1933XX4+mst95XnOVtZYYp/gHSd1UHhtaKGer0au/I3drDVST2P9yUcN9AxCXun7dypigo8v13rxkCovFplnmtgcYFWceRcq4NoArXnO/82KygYW1RJMY+xYEH0wUGVPzyPPzF1hiTL5NWzC895yIGnmBwTYnqmN3d2SkebCvQ/Xq3l1PJa2sfRdk8dfVnl9WX3RmTBOB9fWS+T9yXhkahta0VBba3sD4sF32RodQBYtNieqxUvS/D0whFVMYZr4Xi03suq0sLa2fknYkEdlzrmifIyNPRK4Km7oFZ+78/reDCuOXr0qCjj9w4WGCJCkpGTf1zzJ8Lj1R1d/jEmYqKImqmDXfWr59+HjMwD0hWPjpgocHYGLdaY4JLjTng4g0J4VdUlws9WbMoIy2env6Q8H5bm1oiPmQpnR3dRpD98fIfYw1HYjQm02o+d4/W1TorRcTx1MGlW5lcfjwwdi4xetrt9jUnxNz/fcBzLSMUY71A42LtovO45ZlTYeJzMOqCdl0m0WMdpBQCZDCuwdOUC3nf6cYNDA4/3dZ4k5n2M+eN7XoKtrdZhg9oFBUSF2rvA1VmHqiNSoqg4W34js6OuOCXw+NniM4KSYAf/L//8ueZemKzzmVEoTx193Xd8dIrGtUA5f9RGbjDezSNvjNEEfuQ9kyFf0VB14K2DFsLEwv6S10+ueO7JXTA1tUBIwizYOXkKdDyHFcfubhFBmzD/B9j86QtobzF449JqjQl8aa4hWbdjBz5iEo7v/kK/DkK1Jy54AHtWv6lZW2DMVFGNV8LR3Q9tLQ1oaTB0+5iANzdWo/KsQQCIySfh9af262BKDHa96ce+b+1bmjmS598nnXTy4JXw8I+W5F1BIriNidB0+Hne+Hn34fC2DzWd+5DEOairKBQxOCWcPPzBgkXGPoPqtrGpGZLn3Ye9vdAAwzkmKQBnjmxCfXWpIARY3BisaDyzGpamXfjoo48EivffEIRLPvTQQzhbdBb2071h5vzdgobs6Hz7+xVorKjX3/6YxECYmptpfNeZOMcsHIsDH6t+oBgB0x6Yh53/2KBJoJNunISs7Sf6PWbo1ChdV7wb4k8//cH5Ar8/se4wyrNL4DzGVZJ5CrwxKDSnXr+Dt5PAzdUIAvLvFz+9XDo9TPgVZXyiDSbcOgO7/70Jxcd1PsVUoTe3sUSFihvPOdkZV/Pv2YGffPdsuX91TLpzltAHyPtXInxmrCTwLBQocaExycGvOVsp+29uZQFea+v6/Z+H7cVNaNhbJurZtMC60oMUgJtuuklzG/yxamNhgZ9OTME7aQfRrCpCLggNR1F9vaabHODohAlj2IE3dJPp//3opCkaOzZOQn76vw4NbMyihjr42jngL/tSxYteCfqlbzxzRtNhpiI91eFPq5JRogsoVLdK1WHmGFSPJ5RcHaQM0ApujcrqjZ35BWHhevs3C1NT/GLKNOnU/+OAQT2cBQFeT879o2tXadTuyVV3sbbWqOWbm5jixuiY87jtP0qehL8f3KfpwNMCj/B6Jd47nKZBGcwNDhX6gjp+PmUqXktN1SMM+Lel0bE4VFykKSTEuHvA39FJc8+kGXB//rJXK2J5qWNSXJA0AHVQgT4nR+uYcbneV3114F1dXYVbnn7M0F1msn39kofw+Td/0SyV/PP1Wz8U3rYS5Lqfzk3Xd6IJnb9z2VNYuf6feg44OdW33vgLSf639NiaMcm/6ZpHJJnkPPQ653tz9rSb9MJsvffp6MlU4aergzzyT795TdOBnz/rNunAU5ldvU6Ory5A2Ns5IyV5Mb5VdeB5fl9jUizuyImdAmdngksFeM6hDvLtqcRPZXklWPTgd8aJTMN7h8k0ofVqpXrpwF/ziPDT1bFg9h3YvX/1RY35wJ2/01MUOAYh8dQloB4Ag7B2agt8/NWf9HoALEYsu+5RnDvXhY+//JOeG8/jtNhTFx4iQsZKkUZd2CHlYvrk68UhQB1XzboeX6zUCvzx76Md+Mv17h/aeUcT+H7ub1hYWJaFhcWEY8eOGbI9Vu4iI726urrSsrKyLp7M2s819PeywU7g169fj9f4cowdAAAgAElEQVRffx0WHokwdx4c0QzeGzvfne0tsHfW8boqi88gfccnaKytgFdgbA8/vR1pW/6DiqIsUbAnP93O0UM44ToOvK1YrVEEL+f4DuHAn+vqRFDsdFSX5WoSc84xdvYdOH1kk3DgydtOmnmbjgO/5T/Cgadd3NhZtwsHPn3Hpyg8fQBWNk6InXKDJKqnD29C1mFy4LsREj8bEePmo7wwQ7j7LAT4BCWioa4CdeX5hsdHC5NxC5BzbLueA8/udHnhKaTv/AzNDVXwDkpA4vSbhQN/aDP5+GdkLVyftb0L0rd/0sPHdxA+vldgHM4c2YzMHj4+efXDOeZQKeqfa29AU/YaTJw4Eb/61a/6+xYYkdcdO3ZM7snIygQOs3xgbK7rnlwomCySm11XXA2PcF8kkwNvaoL9H+8Qvjo54FSAJy/96OoD4oPObnDM/CQETYoQ/vbRVT0c+AlhSLhuoozVnzEJNeccip8718zOt5WDjSYh94r0xdQfzJNbKssqEv95QtYtbC0w+a7ZsHGxx46/rxMUAZP3uMXjxX/+2JoD5yngk8t+5ButNVL4rFjUFFSgIqdUuvnjl0+DjYsd0lbsFg4+Cxq8jrB20gVOCge+G2HToxE9L0nWRFX8pppGOYc8fQrmHfh4x0WNeakvrK7mTtRvKYJJtzH+9Kc/ISDg++H2lzrH5Th/0aJF+Pbbb+VzkEU2Kysr+Pr64uboWFg2NOC9w4dQ3tiEcT4+uHfseDR1tOMfB/bjVGWFdJ7JmaZ3OJNIcuDpUX5rfIJ0iKmmvjLjpPi0M+G8PioG7ML2Z8xId3fsVFnBsZvPLjETdHLSySvfnZ+P/xw5LEmqu60tHp8yDY09QnXswluJBdsEhLm64uWdOyRxpcf5kohI3BAVI8WFHXm5AmEnlPzRySlo6eyQc/Nqa0BPeXbU153JAhXVlaDwHOcprDMganjum0uugbW5ufDa3zqwT5AL7L4/NnmK8MwVr3hSDm5PSBTUw59Td0uBhIUCduTvHTtObO0+PpoOQvGnBgSI4jyLJIzWjg48uOprTYLvY+8g/P91pzMlYaEFH4sOTNY/TD8sxQRy4O9KHIvKZhYe9iO7phqkATzQw4H/V9pBQSm4WduIiF6Mhye+Onmi32PCzATP7duLvLNn0dWzdz4+Pti2bRuCg4Mvx0v/vDnJQf7d736nT3bp0MC1tbW1oaKkBadzjou4GjnwESFJOHhki3Djz53rFA48/dop8kaYOLnl5MBbWdhIl1wdVLLfqaL18W+Txy/AgcObNer2FH1jwVitbk/19B/d8yL2HdogqAAWBKZNvk7420z2t+5cIYk0VfCnTboWcVGTwcR+x56vpWPPLjYh/cJF36zjogf6R2PRnDsBIyOs3fQucvJOwMXZC4Tae3r4X9SYBWczNRx4iuURVk9rN362MOG98eofC7qA0Hj+OyggGgvn3CUNkjWb3kNu/gkd957zuvthy84V0nFnUkzIe6z6XtpbkBA9FTN5L2X53zvmvFm3ovBsltjPOdi7CpefzgDqwgGLBCwy9La+W3LVPejobMO6LR9qnuP0Sdfh1JmDct8BYyKxaO5dMDUxw5pN7yI79xicnTwxf/Zt8PEMkjFZvCCfPzlpJmBWg4LCAhw9mi7PmHPTdpfovoHEKAd+ILs3dNeOJvCXsLfh4eHzu7u7RbrVyMjodwBe7O7u1uC3jYyMwru7u5dkZWVdmofQJaxjoKcOVgKflpaGa6+9FsXFxfIjbez4SfAbfzuMTC8dFj3Qe+rP9eeJ6hkZIW7qUkl821ubpGscPek68S0/su0jUcZnt5xq8sYmJji87WOB6hMxEE8veHd/ZOxfhZzjOwUaHpm8GP4RE3H2zCHhqCtjVpfloUblmUol+ripy5CVtl6nuh85GTGTr0V9VYmI+dEzXuadeSuMjE1kLaV5xzXznty3Crknes17+hBO7P1GM+aFHAL6s3/DfU17Wws2f/AU6moqJSF49tln8bOf/Wy4lzGk89FOjrZy5t7WsJ3g8b2UlCFdzCUM3lTdgDXPfaa5gp1qJsJtjSqosRFww0t3wsRMh5zobO9E+jd7UXAkF6ZmJoicmyh2dfR8z9p+XATk/MeFoKujE3n7tfD2kKlROKPiwXM8JuIJ1068hJVfvlNZOKjfWYzOqjZBX8yfP//yLWaIZ66qqsIvfvELVFRUYJKVNeItrDSv7SMlxfiwRwiNiTOF0MjVHup4ePVKjWc6edlUd//nwf2iBk94P7vETNL/ffggjpWWwsnKWgT1Yj09seL4MezIzxXUyfywcElq6YPOTnx1SwuSfcbgrqSxkoR/eOQw8upq9WN62tnhbF2d8O8ZvSHxYxwcYWJkJEm+ElSV/9uSa7Ex+wzW0aueaBr/QNwYEytr+/DoEfGh59ruThwnyb0iJhfg4IjbEpLg6+CAd9MOYX9RIdxtbGWvI9zc8NmxoyJix3u9NiIK7x1J01jkcT3cm5ESDee6sKaxHjVdXbjjjjuwdOnSkbK0711HZmamJFbGRmaIDVkIC3Pb771GfQKT0N6WZ+z07kvToorIBVfzzzkGk3Oxu1TxrHm8t+c5BfVoK7d552fiP64rMtyI0KAEEU5LPbBWOuPjE2dLR52Q8Y0sMtTqigzsyBPKzySaiTiT9oWz74Sjg+tFj/n6v56QjrQSLBw99sPXRGyOY7s4e6LgbJao67NrrQj8UV2eRQP+zdMjAAvn3AHy1Tft+AwnTin3shShQfH6e6Hi//iEOSKKd7FjMqFW6xiwy0/aAO3v1NFbR4B/Y8GGAoA7967UnDtn2jKMS9DZ1F1ssBBw/MxatLY3iGjd+PHjL/bSizpvNIG/qG0a9pNGE/hL2PKQkJBoY2NjKpcZGRkZ+QM4293dbSiZ69iPxHj/MSsry6DQcQlzDMepg5XAs1tUWKgToWI1lMrJC2+4B5Y+KVdE4lFXVYRd37yGjladUJx/dAoKMvbq+fg8FjdtGXKObhU/cyXoX88Oc75KaM/S1hHRE64WwTp9GBlh8tUPC59f4fjLPFEpKDi1R9SvGb5h40SdX/l/HmNB4Ez6FjSp5qXoG8Xy1Fx+IgEiJyxBWu95lzyMPatf14xJ1X4KBF6psf3z51GclyGvLf5DaGJubq509v5bgl0kipgdP34cFkH2sIl3uSLeS9z/rW+s0cDX6RFfkHYGVXkGHiJF9RY9vUx/T8UnCrDrn1rv3WkPzhePd3U3n5z93H2Z6O6x3GYnfc5Pr8aGl79CW6MOPmtsYoRZj1wtUP2RHkzeGw+Uo72oCVOmTMHjjz9+xTzn/u4tC71PPP44auvqEGJmjuk2tjA3MhbbtZ+sWaWBqS+NiZNkeKjjoVXfiO2aEkxeQ51dNXB+8uCJFFDD+VlcIJz/5V0qcUhAuutvHzwg96QEYfiFtXXnjfnMrDma2/vj7p1gIUOJW+MT4WRphTf279F3b0k3oCXdK7u13ddfTJmOP+/ZpengU0zuQFGRxpOeCIAxDg4aKLuNuTluionFv9MOqb66jKQwsD1PB0Nn5/6HyRMwyY8/e4Y+aOVHZXty6cfYO+C2hARR7lciv6MdW5oa0dp9TpoItGZTOMVDv7rBmWH16tX4+9//DnMza0QEzIKN1cX3fJgkv/fp7/UCdEy2l13zE7z9wTNiXyafh0bGuHXpL7Br7ypRWVdi5pQbJIGntZoSIYGxqK4pQ7Xq9wb/RrE5JupKUO38xgsI7a3fSus0Qz9rfOIc1NSW4YyK4kg7NCq/q5PeC43JeSimp4bMR4aNxzXz79OvhwWEN955QkMvoMAfixPZKh0kdt4jQ8eLx70SFA28fvFD+Oyb3qKBD/SIBhooCxca08zUQoNk4NhTJ16DnSpNIyrOkwbxzsfPScGDQcTDvbc9IzaB73xI1XodbYdOAvfd9oxeuf5iXmmtbQ04lbcZLW31Ql26/fbbL+aySzpnNIG/pO0atpNHE/h+bnVYWNhOCwuLq3tD6Ps53LBeNlgJPBN2fhGoFVYXLFgAS/c41LeZobmhWmDoVjYOcn+EpSswdAcXHznW1tKI0vzjcg4V6fklzA81drapCu/pHwtTM50qN2HytFQbzDFL8o6jvOAEvIISpFN9YL2WP+QdnIji7MOa58OkmQl8Q7VWbMuHiXiWVsSFybo60edA9IL3DRsvHXPa0nG8Qxvf1cxBQb3ibK0llZWdE0xMLdDYq3LuEzoWRb0EYS40LxEG7N6bmlnCwz8KxsYm8gzLCk4I3572c2YWOicBIgXqq4rh5hsmIn8MwvnLz2bC3slLtAkYHe0tQz7muZYqrP73r9HS0qxP4Dn3m2++iQceeGBY3z9DPVl9fT2eeuop5OfnwzLUAdYxzkPy4/RcZxdKMiiK2AWvaD+Y9YitEX5OJXrPCF8w4WY0VtaLKB193p18da8FdseZgFvYWoqFXEdbu3DoG8prxabNf2wIaK22+52NaKlrgZmlGYJTIuHo7Sx/J5yfEP5TWww8Z44bNDEMOXsNmhM8RiX5kClRyDuQBXNrSwQmhwo3vauzC3VF1dLJD0gOEf76YN2PkfHQfD3y87LxYAXaCxsRHR2NZ555BpaW3615MNSvueEan5aJL730Ek6dOgVHExNcZWOH0qoqvLhjm2YJFLBj5/toWSlcrW3E0k2+Lzo7xbaMEHX6szORFq5reZl0vHlM6WgX1NUiu6oKYa5u8LHXJX+1LS2aMamKrk7Mr4uKFhV4JpDquFhBvb5E2chNZwe+95hvX3O9rIV8dq6b1f8NZ7JwrKwMHja2WBoTK9B43geF4ghlptJ8akE+Vp7SisnNCAjCtp5kW1l3X2umtRwTeDV/n+dzfu6rOh5MnoiGtlZkVFRgZmAQErx0VDYK7HG/uaeKRzxtAHk9EQxxnp7iP0+bv6OlpaJ3wPEJ+2dwbmoesBBBO7m+xuzNv+dcL161QPbqQGsz0lpbBPVHtwMiV0Z68n711Vdj69atmDp1qiCs7O11Xt9//OMfRcvF1cUN8RHz4WTvKxxyepy7OnvDxytI97pva8GZ3KMC+yY0nXz5+oYa7N6vc8IhzN7WxlG63weIIGxvFaE5CtmxG33g8CZUVhcj2D9GIOOc+9jJVOQUnADt0GhVR/68OtkmXJ1ia5xX816ImoL0kwbrNP6tL6E9L48AWQ/F8tTBYoF6Hv4tvo8xiSiIjZqE3fvWSFGC1nWkFLBrzTXZ2DjAysoW732i1Q2hwB956G3tBucfzhEcEKtJ6nksLjoFR09oXRAuJBrY15jcS+6jEixGUNSuoPg0TmUdFBE7Jv/W1nYoKy/AoaPb5LVKSzsm9hS7I5KCBRYK2PE5uLh4ibVgU1MdQgLj5B4Z5RVnUVKeJ0KE1DdglJSfxt4j38DCwgz33nsv7rzzTqFm3HfffVi1apXoqtAhaqAxmsAPdAeH5vqh+YUyNGsdHXWQdmCwEvgxY8aAb2wl+IW6bNky7NmzB8UlZYCxmSTfKVf/RDrY5JErwm1MJF19QrHjq1f1Qm1MlpNm3Y4dX74iiSPDxsEN02/8BU6kfo38DN0HJbvQQzHm2Dl34cD6f2q61nFTb0L2sW2aTrhPSJIkwMp6uCZLGwdETbhad49KsAO/+CHsWfOmZkyK5+VlpKK7h7NHhXwq1as78DLv0a1oUqmocl4TMwsUqJTuOS878PSG18y75CER7VOPyfOoA9DWpLNEcvYKRgoRAqvfRGWRLmGysLbH9Bt+jvxTe5HZU3mnCOCEefcLbWDP2rf066atXVDMNGz74uUhHdPJzRuJ0cHYtGmDfDmpX2/Z2dnw8/MbpHfGyBmmpqYGTz71FIrOnoVlmCOso50G9Ucqk/ctr69Bdb6uO27tbIs5j14t9m+Er+veZybCVycHfM/7W/WCd3FLxsM3LgCbX1up736T7z71/r7htZyLVmyHPt2FmiKd0JCNC+e7BpV5Zdj9r02ajeecTPrVHXjOSZ49g8WE3nOn3D1n2O5nIK8Sdt6bDlegLb8R4RHhePb/noW19YWtNwcy10i9lurg7733nijVEyIebWyCf23epOkeTw8MEjE2RVBuekAQbomLx9NbNqGsUddhJKT7tzNn4x8H92P/WR0SjMJotF2jovz7R9LkGLvH949PhredHX6/Y5tmzPvGjQft0ch7Z6edieZLO7fjeJnBxone7+Tef37ckMiQX/7I5Ml4ZZdWvVonqHdALOmUWBgWIUm4ekwKujEZVfjt9JJ/dtYcga0zQWcw2f7V9JmS8KrvZW5ICDacuQgxuZg4UbrPVanSk3NONfi1KgE97tlNMXHi0a4EkwwWBRRfeCbk5NizyvDqnl16bvy1kdGYERiEZ7Zs0lMRItzcRSeA+5hZqft8oYbB/82aIzZ1SvHhu8bksy/tec7Kmp6ZtwDp3edQ1tUJDw8P/PKXv0RISMhIfZnr18X3d0uLIZnk76S8vDx8/PHHonvR3t6O5uZmUav3cA7Dtl1rRdyMQdG1xLjpeP/T34O2bwwmcLQL++zr1wS2Lp+n1va4Y9mTcLC7+C5+741j13rFytcFik6u+4I5d6CurlLTtWbhgFZ3n/US2rtm/v3YsO0jTSecAnQcS90JZ9JKAT51J/xCY/L6Q0e36htEs6cuRZB/DP7z+Uv6ogBt5dilVxcJmATzXuj/rgT92tm9V/PQmWzfsOiH+KyXvfA1FA3c8sFFjbl0yY/levLV6e8+e9pSJMRMu6jXJEUJ+VwVwTqu8balj2PV+n/phQipPs9jTPA379BR1PjeXDz3bpwzasHKb98V7QcbGxtJ2p988klBJDY1GdADRCoq+hAXtbA+ThpN4Pu7c0N73WgC38/9jYqKCu3s7HzNyMiI8tosLWv2MjMzc8T+KhusBJ7CGIT7soPLDwlHR0f85Cc/ESsk/kgjXxvG5uK1Xld5VrrnSphZ2sDTPwaFKpVQ/i0ieZFG3Z3HwsfNR+ah9frkn8e8hmhMisWRN06+egC56Ck3CAedXHTeg/uYSOGiG5uYIm3rhyjLPw5bJ08kTF8u3XReS2V7HQd+kUDWC7MOaMasrSxCdYmBz8sEOW7Kjcg8uA4dbS3wj5qEmMk98279EPXV7IJHIGnWbdIxT9v6AcryTwgHPmH6zSJmp513MQKiJovnuo4DrxuT3fvTvThyEcmLcWq/QcGeexsUNwN5J3drrPOodm9kbIrqEoNPMNcdHDsdZ45orZcGa0xx4+ruRHdXB8LDw6VYxO60vLaMjDBnzhxs2KDl/PXz7TwiLyNvmF/IJSUlMKe9XJIbBqsrfDY9F6nv9npuc+KQueWYRpneI9wHrfXNoDWc4b1rBqrAZ6ca3BD4t9mPLIFLQN8WeAWHc7D3/a2afVaS8hPr0pC14wSMTYwRdVUCQqdGi21c+jf70NrQIhz4pOsniUAfI+2LVJzZZfCT5jGq2x//1pCAyGfJ7Hhkbj16kfcTjOxULW/xu+6nPy+Y7o5zaNhfho6yFkk8nnvuOdjaXhr3tT/zjtRr9u7dK+KndXV1aKmsQs7pLDS1tmLSGH8RtaNImxJMwq+JjMLXGYYf5fzb9dEx+PKE1oqLXfDDJSUar3l2epk0q63bOCa9111tbCSZZlefUUnl94M6Qb3gHkE9Xq8I6lFxnvD2sd4+0q1feSpDuuPzQ8PBDv7xsjK8f+SQKMjTWu7epHEiRqceM9HbG58f11qdXh0RdV5nnaJxJ8rLz7uXqf6BeuE37sv80DCNmFyKX4CIxLFb/vZBnZgc7ed+0EtMjkKBdySMFYTDx0ePYGtuDqxMzXB1ZKRoErCLrkSIi6t8B5+pNnyPU/RuTlCICPCpg8r39LRXB9dI7v7FjEkruoM9z5/fA2bm5hifkgLqxbCL/aMf/eiKeO8UFBTA3/982gF5yu+//76+IM3vNHNzc/luq6+rh4mJOahXw+SW3dr9h7VFzmkTr8GOXtazVGifmXL9gN7ufB3X1lbAztYJZmbmgoakeB5549Zqob30LeKTzr9fSGhvwazbpQu+ZuO7UmggzJ+idrRju5gxM7IOaCD9LCqIcv8Jbff/qhm34FD6FtTWVSA0OAFUkGdCv7ZnXiIB6OtObroyL7v35KCHByeKaGDqAd5Ll/D5qRhPDjv5/N83pmIRR6SBtZWdICQuNvhMFXcA5RoiKXpz4mmll3kmTY8oIHrCysoCFpZmIKKJ3yFEw/I30aOPPip0rN7x73//G3fdddfFLu2880YT+H5v3ZBeOJrA93N7w8PDifnjr9V/AtCVRlWRmZl5vpdDP+ca7MsGK4HnFxCr4OpgFfDtt99GQ0ODzofVyFiS3obaSrT12GrwfFqdMYHvDU+nN3t2ujaxYEKZc1QLsaSoG7v0gz2mT3ASirLTYG3njPCx8+XfhO5n90CfqObu4hUs/vVMuFuaajEmdBxoN8fgF1pLQzWs7V2lqNFXbFvxMmp7qdDPv+N30sVXBz+oc4/vQAnhYo7ush5SDWhBx066iYkZQhPmgMl1Q02ZiOCRkuAXPgG+oWMF2s7CR21FAdx8wuRvvfcxJGG2iPapwy9yks67vtvg0W3n7CVFC9rY6cPISAoFeb0gaIMxZi6/pLs6QIkJ7iOhkp99phVJu/vuu/H8888P9ttjRI3H5IZifVlZWTB1s4TdBI/vVae/mBvIO3ga+z/U8miDp0Qiu1diTB90JtGKfZvuvWuMMQmByD9oKObw+ITbpqMiuxQUtPOND0TwpAj9UnL3Z2mt7OjYMScOLAJV5pSKfVzk3ASYmp9vC0gRvJMbDqOutAZekWNQV1p9nqBd+MwYZG7VJgzBUyKQvUublF/4foKQf1Arkjf9h/PhEaaj+gw0zrV0oj61FF117Rg7dqwIWFGI8X89GhsbQY9iRbE+zNwCE61s8MbunTim6oJzn64KCROIuTqYFFKVXh3JvmMEzq1WdLe3sIS/o+N5YzKhZQJe1tiIBC8v/GB8snS+12ZlCkyc11DQjfBvdoV35uUJRJ/8fG97e+lur8k8hfauLswODgFh64Tp09qsuKFBkvy5wSHo6u7WjOloYYmPj6Vr1j07KASbc7SvQSayJyrKz7sXrnNz9hmYm5iAHHuiBIrr6+VeFFV52t0R2v71qZPIr60VyDrV7ol6YCJN9XiiEq6JiIKjlRXSS0v0YxIy/9LOHaKcrwQRDwy1Kr4obAcEYluu1rKN83AP1cFOPakAFzPm7+bMxTuHDiGzqgomFuaIiIpCTEwMHnzwQSQliY7wFREnT54UmkzvoPgqofRsfijBoh6LtYquEJN4E2NTUUWnArzmNZ40F/vTtNohibHTYG/rLPB7d7cxSEleJP7h9D0nzNvK0haTxi8QX3Kqxe89tA6dne1IjJmO4MBYNDXVY/eBNaLkTqG6pPgZguDjPMMxZu896i1gx455WHACMnrRFG+94efw9goStAAh6zyPQZX8k5n7Qds6CtNRxK6w6DQOHNEVQ1h48PMJE8oCE/i6+mpEho0T6kFHZzv2Hlwn/uykMUwat1AKGoM5JmAs82qea+Kc84o1kaFjcTonXXjydCbo6uqAuYU56LZQXV2t+Z1JGD0dD3oHm229f6tfyhtoNIG/lN0avnNHE/h+7nV4eHhLd3f3pKysLC1RuZ/jDedlg5XA88NjxowZUgVkkNe1efNmPPbYY9i1a5fAwgh5jouLR0u3DU6fTNPDFILjZwq/PVUltObgNgaTFv0IW1R+76YWVph105PSddZ7sRsZYcL8+0EROrUX+0DH7J2MEr6fPP9eMOFW4O5MYmcufQKpa/4miboSSbPvgKWNPQ5ufBftLY0gX53e9bS26x2Ep6sh7+S707edQYs7Ihf4w4gidsd3f6m/3N7VF4kzbsb2L17RJ9f0n59505PY+fWrmmJG8oL7RZCPWgJKkCvPYsC5HiEV2s/NWPoEtq94WQ/V5/0RQs+52cFXIm7aTVIwOLzVYHlCSD+LCoTQD+aYwRGJ2LnqLSmGsLIcGhoqtkDkOhJ6yGC3Ys2aNX3+OBrO99JwzNXa2ipQS1JTTOzMYDfRAyZ2Oj5pf4Nc8XV/+AIttTp+oqmFKeb+7FrpehefMBRpJt4+Ay31zUj/xvBaoKBcYHKYiNYpMHd7T0ec6zqn8XUfe+Nk4byzENXW1IaNr3wpXHgG+fDuYV4oOqrzcGewqz/x9pm690Fnl77jvvX1NVIYUMJ/fCgKD2fr56b/+4yHFmHDK18N2v1wzLk/u05QAQONzpo28XlnEj9v3jz88Ic/hMkwKKwPdN3Def3p06fx5htv4Ex2NkyNjGBbU4u1hwx6IrRUe2D8BDy1cZ0ens6k/Pdz5+GV3Tv1MHF20Z+YOh1HSkrw7WlDAkmrOSbjtFNTEkhCvUsa6kErOCWYZLIDrb6WSTmT6z+lGpIoJvFPz5iNX2/eoIfk8zObx2hnp1aOXxYbj/rWVs2YUW7uOFtfrxfQI4z9hbnz8fq+PTjT4y/P8X6WMhUnyso017L7vqsgTw8tpmf872ZfhWe3bZbkXYmfTp4qBQEm5kpQBM/e0hKfqooHAU5OokT/3LYtmjG5RjUv/p6kcZLO/zvN8FyIllgcHiEQetrsMWi19+ysuXh680aUN+lEzUg5eGb2HKw6laHxqb/QmNcmjcWeliYUtbbAytISNy1bhhtuuEE+96+04Htdnahz/RQpfeutt/DFFwZRtRdffFG+7x5++GH57cRrxvgEYNbUm/H5N2/qBdCYiN5586/w/icv6OHXTFrDQ5IkYVUiyD8aSXEzsGLVG/pjTOJvv+kJvPvx78QDnsHX2W03Po6N2z9BqaqxMGPydWhubdQUCoZqzJuu+Ymshd/5SgK+58C32L7na/3ax8bNlA48/dSV/SQkf8Hs2/Dlmr+jobFGuuBXz79P/NvV3vXcM0L/ed9dPa9TohvuWv5rfLnmTbpPlFwAACAASURBVI3v+sLZd4gwnVq9PyZiAvx8IwZ1zNCgOFG7p0YBgzSIe299Gp9+/RrKeholbF6QLnEic6+gDEit4PMi133JkiXS2FA0qKZNmyboV4pL9369qXWq+vP+GU3g+7NrQ3/NaALfzz0OCwtjJnFNVlaWtozez/GG87LBSuC5ZlaMKcLS0dGBm2++WeBi5HvxGOFjTL6Y1DPJL69uREObGVx8IkV5nRCxmrJ8sVlj9zkgcpIIqLU01iAvgyrtnfCPmAwbB1d0drQL55wwfMLnXb113Lei7MOoKj4jFm4DHfPUwbXn+cL7UTFepTbPOQOiU87rOnv4R4tIn5om4OwVhJQlP0bW4U2oKcuVzn1Iwhz5gqLHe2k+Lei8pHtPlXomx8U5R4SHHjdlKU4f3oiaMl3CqoRfBLvjezTHAsipP66t0FOUryQ3XdNF57jkvBdk7oOZuSUCIlNgYW0nnXnubXtbM/zCkmFPm5muThRk7kd9dZEgKIiWYNDTnqKDXDct8pjw11eXDMqYtvau8HAyw7nGs2DS6u7uLnYot912G1xdXaXaTJs1dqVvvPFGREQYOrzD+f65HHMR3vfuu+8Kb9jI1Bi249xg7q0TgOpvtNQ1I2fvKRF9Y0Ju5+4gdm25+7LQUFEvQnMeYTrhqqLj+SjLKhYRO0La+cOipqgKBYfOwMLWSjzXt71hUCvmNe6hXmCyz6IAu+heUWNg7+kkr8mA5DBs/OPX6GwziIWxs08e/r6PtqOuuAbslsdfMwGb/6wTalLCzsNBEn1l7qCJ4TC3tsBg3o8yZn/3VrmuNa8ezUeqhDtMdWC+bke64NZA77m/1/M1TkrMxx99hJraWjTX1gHV1YiydxARNUtTU5Q3NopYG/3QmWy7WFtLQr8tNxu1La2YMGaMcNn5gzW1sEBE7GiRxq48g5xsxYeckHIm4Opgl5lwd1qxKUGo/XhfXz3PXjneV8ecHuv0fFcHE+S61rbzxvz9VfOQWlAgfvazAoMl8aX/OmHsFU2NovhOkTjC+/cUFsjaY9w9BMJO6L46+loL71nRBlDOpQWeg6UF8moMlBj+ra9108+dBZGz9XWI8/QSdAEjvaREFPV97R0wNSBQvONph7crP080CGYEBYHFFar7b83JESs7etHTvq7z3DnszMu94JgOtnaAmyuKepKsyZMnS7Li7a37HLoSg99bYWFh8v1FmmFqaqp8d/E30+eff46MjAxphMyePVtuj8VqFqf5+4kIFdLmLE1dUVVZD2tLO8THTJFkj4rv9DMnXJzCa5+vel0SV3VEho6TDrw6mNTTBk4dfdnNkZNNnvZwjHnX8l9h/dYPUVKWByrVL7nqbvFuJ3RcZwXnj+iICaKszyIDk2s7G0ckxE4TPn6xypaXUHnC9NUceN5rYsw0HD6uRZ31hW4I9ItEYfEZfcGE1zLZ9x8TMehjUnGeXX0WeeKjp8LO1lGeZ/rxXWhsrkNESCI6UYfiipMoLi4S1BYLwLfeeqs8PtKQ1q5di8DAQCxfvlz+ziZHSkqK/DYnvJ7nREVFDeitM5rAD2j7huzi0QS+n1sbGhr6oJGREY1H78/KytLix/o55nBdNpgJ/MWsmYIahNUzkWeY2vvDwj0exmYjSyYgbcsHOuh4T7ATTh/447tXaG4zbtpSHN25QpMcB0RPQV4vbhZ5/h5+UTibdUB/Pc+LTbkBJ/et1Hu5x0y+TpLlrEPr9OeRYsDEuVSlAMtj5NVT0E8dtJxL3/6J5lhI4hzh3iuCdfyjk2cgpl8/8nzTWbxor85CR9UJKdoEB4fgscce7ZM7eDGvt//mc/jj7q9//asIH1mFOcJqkMXt+rt35MmvfvYTnOtSQW4TAiXxV4vRxS4cK1B5xrqXvkB9qcHj19bVTvzh1Xx7j3BvVBdUirq8Ep4RPpj2wMj2TO/u6kZTeiXa8hpEYIge6ITOj8b37wCLdytXrsQXK1aguaUFdsbGGGdpDcLrFZ7694/y/WeQi/3Yt2s0iTVV3vNrazQq7UxGmeBSsV4ddyWOw7uHtcnR8th4fHHyuAbyTh58bWvreWOSq78hWydGRyoAheT2FRbiP+lpqG9tA3nyD46fgKrmZry5f69A11lgiPf0xOpMLTWkr7UsDo+UYoLaJo8FASrbq7UAzE1Mhbuv7spzTU9MnYEYD4/v38hBOKOuqwsHW5uR1a7rClM9m5xdJr7/y5GWloZ//OMfKCoqgqmJOcZ4JMDDJUyaH73jgxUvC+RbCWsrW0kK1TZs/Nu8WbeJSJs6ZqRcj937Vgt0XAnC1VkkGI4xnR09cValC0Te+p3LnsSJzP3iIc//p+I7O/Tk1GdlHxZKwOxpN2HD1o/OU5wnDF7NlRfNnOnLhdeujrnTl4s4HLn/SiTETBWoPYXwlHB2dJcE/vAxQwFgMMb8wR3P9fnyZgGysjYXBaWH0N7RAldXN9x3371gQetyFIBHE/iR+Sk0msD387mEhYUdMzIyCiU6jF7wRkZGGt+Z/wURu0vdOlaa6XtK5XAKopm5RMHcOUz+eyREE7lQq14XODnFciKTF4Oc933r3hbROIZnYByS590r3HIm3OSI2Tq6S2ebonYVhYYfVmMiJuBs1kGNBzzt5yhsp+adUwTPytZRcy3nIiw/Y/8qtDTUCFc4ZvL18I+YhL1r/4bKIt0PP8Lix825Eyf2fCOwd3Y32UHneiqLzyBt83/Q1dkOM0trTFz4IFw8dbY0IyH4JdXVWIy28sM4194IOzt73HnnHSJONwoxvvATys3NxQsvvIDS0lIdL36cO4ytLv97iHZwx9celCSeyXjkVQk48JEWGeId44cp986Vm2NHP/XdzZKcE1KffMs07H5Hq8dgbm0uXfhDn1NU8Rws7a1EGd/Jx2UkvIT7XENXY4eI1XXVtktnhJaAnp4625/RuPgdoGAlO5T0y6aeigMFvSytEDqIiXx2dZWI0xFKn+jlg7uSxqKovg5/2r1LhONoU0eePPnjtLqjmjw78vNCQ3FLXALeOrBPrxof7uqGn0+Zhp35uXoBOHa8CemnlZp6zKuCQzVe7NyVH0+YjL8f3KdJ/slvp6I+16lEgKMTCJtXFN4n+/lLov/R0SNYf/q0UASoNP/LaTOEx0/xPOoB2Jlb4LGUKWL1RoV4ogyoBH9rfAIIy39l147zxhzqZIGJ+6GexJ2lP75fmLgnJiZelkTl4l+dw3cmO/XsyBPVSHSjlaUj/L3GwtHWW7NHRaU5WLHyDbS0NsLU1AyL5tyFgDER+OTrP+sh2VR2Z9LLJPh4T7OCqvaEsFOobtP2TwViTku65dc+graO1mEZc83Gf+u90JWdpZjcrn0G9BU5/kQe7NpnEN1lZzwkKF469UoQ5j9/1m345KtXRQSPXfuUCYswcex8fLX2Lb2FHe3srlv4IPYd2iDzMIln556Q9eqaUny99u8Cb6c3O33cqR0w2GNyrb2jvqkc+SUH0dhcKZQKorauv/76y2o1OprAD9/7/VJmGk3gL2W3VOeGh4ff+12X/i+I2PVn6wiT3LRpE9577300NNTDyNQK5q4xMHMM7LOq3J85BnINuUMUarO0ddT713M8wsT5Y4bK70q0NNaitblOeO6siBOKTtX32nKdaFzkhMXY/MnzGq68nTOvNzrPQ578/ex0g0o3E30K2xGiXltZCGs7F1ha67yMGeT/k5PO4oESzQ3VsgbdenRvbXrbU+DOwdUH5MuPlOhsrkB7eTq6WioFjr148WKhYPwvq3JfyrMhtPLPf/4z9u3bB2MLE9gQUu9x+REthLG31DXB0dcFna0dWPV/H6OrXceNZcQuGicwfBsXO9i5OaCjrUN83OkhTxj84S/3SMddCfq/p9wzB21NrcKv57WKGv2l7NdwndtW2Iimw5Xo7jwnhagHHnjgsv7wGq77Hsp5KioqJJEnvJ7fH0ORyPdePxNe8ti97exh08O7ZsGRYnC25uaiXK/Ervxc5NbUYtIYP4S46ApLhMAfLCpCrIenQMfls1g15qbsM1hxQqtC3xeMnYUDJvCE2StB+sC7NyyVYoKFiQloQcfg+g6cPYuWzg6wu6+IqDa1t6O4oR5M/FmQYBDKThg91fXZkVei95hD9VzrexL3zPY24dXTCpSf/+wwXkj8dajWcqWMS2tRCj7y9xOftYOtlyTyNlYG67jOzg5J1ukTbmmp+z7guTxGX3eKvClB5XR23MkjV6K5uQE19RXwdPMTqh+h6VSSNzU1h5uzt4zJ66prymBuYQV7WycZk1D74pIcOWZhbvmdY8rrr9c6P/36z8gtMCBc/HxCJflWrPN4DZP1AL9IZOdpxUpvWPwQ8gszROney8MfMyZfL97p/C1XWlEgUHtC05WorC6R+25taYK9vbPsVWNjLeoba2RdtMv18QwSv/mKqmKB8vOeGN81JpsnPFcJGbOpVvZSeU23t7eeN6ZyfktbPQpK01Bdp9OFIQyeQr20TLzcMZrAX+4n0Pf8own8yHwuQ7qq4YbQ93UzTEBWrFiBVatWCRzY2NwO5m6xMLUzJJ9DugnfM3hrc7141zu5+11S4kuI19Gdn6NIeP2O8AlOlG47u+D0cJ8w/z7kZ+xBkapiTKj9Vbf9H07u/Ub0AKxsnBCbcj3cfMMv5xYMydxdrTVoqzgmnXfGhAkThBvcl9XOkCzgv2hQ/jDj+4cWMexQil98lNOgWc0NxlaVZBTi6KoDIoTnGe6D0syzaG9qF9PN6KsSETYzFtvfWIvqQl3S7hzgDlNTE9ScrYRbiBfGLU2Bpf3lL0x8314wYW86WiWQeUtLSzz00EPCax2NwduB8vJySeQ3btwoibxjT0c+ZBA78pe6WtrafaGyS7s7aRxCXVzEb14RlCM8nSJ66qC3+7NbtWgTdsz/sidVuvVKLI2JQ0ZFucZDnkk9E2+q4jtbWeP2hESw+0+EAP3sGfx/dv6VhP1S72uozmfintbaDCbuLEnQs/qWW26RZGU0cb+4XScCi5/5hw8flgvcnIIxxjMRFoNISWSiumLV63rON3npt1z/UxxK36q3r2NB4Obrfoqmlnp8ufpvkhTzGc6fdTvioiZf3M30nMXkmbB+wvW9PQNlDHLb1TB2KupTRX/rLoPwH7vjD9394iXZt7H48OEXr6CpxxWJ9ntTJizGJ1/9GUU9NrljvEOx7LpHYdqjaH9JN3OJJ3d0tuJs+TGUVWWiu/uc6CPcc889iIyMvMSRhu700QR+6PZ2ICOPJvAD2L2IiIjJ3d3dT9Jy2MTEZE5XV9ed3d3dp7OysrREmwHMMRSXjoQEXrkvel1/+umnWL9+vc5P3tIJFq6xMLH1umwQOnqgp+/8TJTnza1sMXnxQ32qyff1bE4d/FajjM9O+qxlT6K5oUa64GbmVmCnnLB8dvo5fuKMW+EVGDvgR93R3gpTM51/7EiLrrZ6tFceR2e9rrpMSyCKE/0vCdEN1TM5c+YMXnrpJR2k3tkCtuPdYWJjNlTT9XtcwuXPphtEGY1NjBA1LwnH12r92yffPRu+cQH9nme4L+ysa0cjIfMNHQIBpkUcLX5GY2h2oKysTCwlqamiT+StrBBiNrgc+e9bPTn0D678Gq09rh4839XaBkHOzhrxOHbMX1u0RNPp5rlbc7KxOktHuVocFoGZQcECYf/oaDqqmptAGzhy6lkIoPL7maoq6fCz475OpbBP27tlsXGifq8OwupT/EfG+6h34k5ROnbc6ek+Spf6vlda338nP/6dd95Bfn6+CN15uUbDxy1akHkDjTO5RzXq9Rxv2qRrhCevqLjzGHnytF8rqzC4iZCb/vB9Lw+4IHPqTBpWrntbr6h+1YybER8zFdtTvxK1fVsbB8xMuUG46ZcSqzf8W08f4HVEK7Jrv3W3oTDA40uuukeE84YqqChfWnUKReXH0NnVLp12dtwvF8/9u+5zNIEfqlfBwMYdTeD7uX+hoaFXGRsbfwOAyfrN3d3dJLPcBYAJ/b1ZWVnv93PoIb9sJCXwys0WFxeLwvjOnTsF8mVs6QwLt1iY2HgOayLPTvm37z6Fzh5rD66PnvOTFj4oivf0f/cKjIODi+4HesXZLFSWUAXfT5Tad696/Twue8o1P0FbSwMaa8rgGRCrLwa0NNXBwtJGYPLs+J89fVDudUxYMswtbdDV2SEd+damWngHJcLOSQelog98dVkeXL2CpUtP2PyBje+Igr6FjQMSpi+HV8DACwKD8UI8196Atgolce9GUFCQJO6jHMfB2F3DGLQdevPNN7F9+3YYmRnDJtEVFr62gzvJAEfb8tfVqMwp04wSNDkcOalaRW3Ffm6A0w355WKPl9uA5mNVoGgdaSD8AXYlWl0N+WYNwQQsWLEjf7kSeSbwD6z8Sm8jx1tkR5zdcYWfrtz2b2fORm5NjVit0XrNycoKvH5/0VmUNjQgydsb/o5Ofe5Se1enqNXXt7Vhgq8v3k07hOPl2vfR9IAgbM/Tauky+SeH/nJGgwoqz477aOI+uE+DBawtW7YItJ4Qe3NTK/h6JsDdKXhAhfwjx3diXS+hu97CcLwTdsupUq+GupNzfv/tz4rQHLn4TILZPe/oaMfJrP0gTD8ibByoFq8EiwKnTh9CbV25eNArsH4m6rwm0D8GY+N0iCZC60+dPghbawdEho+HmYoaSIg6he/a2poRGTZe4P3ktp/OPoKKqiIE+kdj196VGrg+x0yMnY7Dx7ZrHs6sKTciOUmn1zKYwe+N6rp85Jemoa29ETY2trj55uVYuJBe8wMvvgzmWpWxRhP4odjVgY85msD3cw/Dw8P3dnd3f5iVlfXXsLCwBgDxVKMPDw9/jAl8ZmamFjPXz3mG4rKRmMAr98lq8scff4zdu3fLIWMrF11H3sZjWBL51qY6rHvvV5ptJ2/d1tEDJTk6x0AK3FEQjhD7Y7sMCvVhY+fLGjMPfqu/nrxzd78olOQc0R3r8bBnEUAJzrn185f0Pu70kJ9105PSpVfE6pjkT7nmEZQVZiDzgMGuiwr2jXUVGgV8UwsrzL/jeenGX66QxL3yBDrr8snCE29SQiUnTpw4LM/xct335ZyXPwz4Y+5vf/sb2traYOFvB5t4F7GdGwmRszcTBz/dpV+Ks78bxi+fKnZyilI9xezmP3kjrEY4bP5cexea0irQXtwMOzs7PProo0hOTh4J2/w/t4beibyziQmSLa0RIGikof2JQx77Nxkn9Xt+W3yi2N3985DBeYSJOXnptMBjUEzuuTlX4eOjR7DvbKHue87ICI9OnoJEL61dGt/ThNrTOo5BSPzkMf6aZJ2Cdr+ZPgvPbtsCJvsMKsu/eNV8KSZcjmg+d07E6U62tQpUfjRxH9qnQHG7L7/8Uv4hJdHa0gkBXuPgYKez/rvUILz8H+8/rVd3J//8zuVPSVKvtmybN/NW1DdUYc9Bg4NOcEAMikpyxA6NQQX3O5f/SgTgaBMnr2NTc9y+9Am4u+n49xSXyzyjowSwAEDP9tq6CvGmV2LSuAXS8f9wxct6wTsfr2DcduMv5H1O+uK7n7wgibq8B8wtcedNT+Jg+maNenxv6zg3Fx9ct/ABvPPxc3rrODMzc9x36zMazYBL3cO+zm9orkR+8QE0NFcI8oRF32XLlsl3yEiO0QR+ZD6dof12G5n3PCirCgsL47dxHJP2Xgl8IIAToyr0A9tm8ryoukoPS4aJlauOI28z9IIeu755TZ84c+6guBnI6eWbyqS8obpEPOuVMDEzx/w7X0D6jk9RlJ0GKxtHhI9bIP7uFDhRwsU7FFOvfUT//6ePbMaJ1K80GxaSOBdnDm/UHPMOSUJ5wUkNOoAdd85TW85E2RCzlj8Fe+fh986lmnx75Ul01NELuVvEiZi4T5o0acCQuoG9ov53ruaX7csvv4ycnByY2JvBNtkDpvaXr5ij3vmCw9koOpovKvVhM2JhYWOJqvxyZO8+BfrAh06NhoNX353IkfIEO6pa0XigHOeaO4UK8vOf/xwuPeJlI2WN/4vrYCL/ySefSBGLia+7iSkmWFnDd4gLmUdKipFTU40IV3dEuetERclPp9+8h42tdNvfP2JQyebfaRu37nSW5jFFuXvgjoQkfHHiGKpaWjDRdwwCnZzw/HaDuCkvSPHzF+E3Jv/OVla4PT5JLOcoSrcx+7So5M8NCblgR38oXxtt587hcFsLjrW1orO7W2DB/PyfPn36KFR+KDe+Z2xSEtmNV94Dzg7+kshbmF96IaeyqhgH07dIUssOtY9XkIjV7U/bKEJ2ocEJiA5Plg73kWM7kH/2FDzd/EW5fa/KEpdLmzRuvibJ5zHatVEtvrauEm/1aprQi72qpkzjQc+kPywkESdO7dPsJAsBXFtfsH96v6ef3KWH4fNC+ttPHr8QGacPwsHORbrsVLcvLS9A2lG+14xAtX6luDAYj40894KSNJTX6Gz+CJMnEpGFrSshRhP4kfmURhP4fj6X8PBwZkz3ZGZmblYn8BERETd2d3f/MTMz07+fQw/5ZSO5A9/75snvZUd+//798icTa3eYu8XA1Nqgvj7YG9be2oSstA2iPO/hHw0Pv0hs+vBZzTQ8zr+3NFTrj5PvPmH+D1CQuRf875D42QKPX//+rzUJvKtPGPwjJqI0/zhoIUf+WobKLoUDho2dh6xD6zVz+oSOQ1nBCXS2teiPW9o4YEx4Mk6nGZJ9KuhTFI/jDlec62jqSdxz5F4pTkSO45QpU0YT9+F6CKp5aD1EfiQtuIxMjGAd7yId+aHuSF7MrXa0tqO2uFoSdXMri4u5ZEScw6SwNasOzSerJUni6/umm24aTUxGxNMxLKKwsFDoWAqKy8fUDJOsbOBmenmsFncX5OOt/bpCtBILw8LxbVaWWL4pwQSednY1LYbPd9rV0RpOHdMDg3Df2PFSpBgJ72eujcn60bYWHG5tQXt3N5ydnbF8+XLMnTsXppdp30fYy3JYl0Or3rfeegunTp2CsbEpfN1j4eUaNSy/CWjJprZ6440zYU5VIQd5jEWBeTNvQV19Ff727lOa/aG9GsXmausNjiTmZhYIC07U8Nd50e03PSGq8VSn/3zlXzXjJMXOQPqJnRrevqe7H+5arkVZDtXDoShdWVUWCsuOCM+dSEQ6k7DweyXFaAI/Mp/WaALfz+cSHh7+m+7u7lu6u7t/YmRk9KWRkdE13d3dvkZGRn8A8HZmZuZv+jn0kF92JSXwymZkZWVJR/7QIZ1QDyH1Fm7xMFFZqAzlxh3Y8G9RlmfQk33yoh8JhJ7ddiX8IiaiIHOfPllnd3zuLU+LKn1Bj+eqkbEJ/MKTRYleCWevIBG2a22slUM2Dm6YsfRxHNjwDsp7rFWMTc0w9dpHUXE2Eyf3rtRfGzd1KfwjJ+N46pcozj0KWwc3xKbccNGiewPds3OdrWivPIGO2myg+xy8vL1xy6g40UC3ddCu37NnD1577TU0NTXBfIwtbBNdLyukviyrCKn/3oyO1g6YWphi4u0z4R3tN2j3O1QDnWvrQuPBcnSUtcDJyQm/+MUvEBs7MnQmhuqer/RxWfxlN5JiX4wIcwtMsLKBtfHwUkraOjvxm80bJTln0LbtudlX4dNjR7G7QAcpptAdhejo5a4OKs53dXfjVEW5HCY8/zczZ4vP+0gIFhFyOtqxp6UJDefOiQ3o0qVLsWjRIlhYXDnFuZGwl4O9BooCb926VRTr6+rqYGlhjyDvCf2G1V/s+qgo/+7Hz6O5hcxSwNXZG3cs+yU+/fo1vco7k/GJ4+ZLtz7YPwZHju/AySwd7YRw/aVXPyzJu5qHT1/40KB4fLDiD8KnZ/j7hiMhZhpOnTkIW1snFBSeEps2ea9YWOPOZU+Kcj6RBAwWvK6efx8iQ8dd7O30+zz6uOcU7UVTSzWs6BZx+23Cc78SRRtHE/h+vwyG9MLRBL7/22sUFhb2ipGR0UOk23CY7u7uTiMjo9cyMzN/CcBgftz/OYbkyisxgVc2ghVldleOHNH90KHtHMXujC0MHulDsWni/5l3DE11FSJEpwjKVZfmorKYInb+ApvPO2Hg+HIdyfPvE9G70rwTaKwthYd/DA5ueg/1lWc1y5y57ClUlZyRCjmt58wsrHGuqxPFuemS2HsFxcPG3lWuqSjKQk1ZPly9Q+DsScbG8Ed3VzvaqzPRUZ2J7nOdApVkR5LWWVfiF9Tw7+DwzUj7rT/84Q/IzMyEib057Ca4w8Tu8kDq1//hC9SV6ApVDBsXWyz69bLh24x+zNRZ04aGfWUCmU9KSsJPf/pTOPR4e/djuNFLhnkH0tPT8fbbb4tat7mREZIsrRBnYQWTIebHq2+zpaNDIO/0gqe6vJ2FBc51d+NwSTFKGhqE+25jZoZH167WeL7PCQ7FLXHxAseva23FeF9fUbofCVHR2YndLY0o6eyUz/wlS5ZI193mMvHuR8KejMQ10LKXzQ+isVhw8XAJh79n0qCo1V/ofilUR4g6Ye8RoWOFj97Z1YnM04cksaddXGa2jvPOWDDnDlhZ2Ag0PyQwDi7OnnK8qDQHhWez4OkRgIAetXl27HmtrbW9wPvXbjboRfO6iUnzpDAQEZIEW1tHueec/BPCjQ/yix5UaHxf9091+bPlR1FccVzmnjVrFu666y4p/F6pMZrAj8wnN5rAD/C5RERE2HV1dUV3d3e3W1hYZJ04cUKnVDOC40pO4JVtPXr0KN577z2wM0/OkpljIMxdY2A8iF6ol/oIM/avRqZKzIXXT73uMbh4BWuG6q1Uz+76grteEIs5Kt3nntgp3vPhSfMkQa+tKETmoXVob21GQOQkgcxfrug+14WOmtNor8pAd1cbHB0dheM4CpW8XE/k4ubVQOpNjWEz1g0WPsOfCHz15PvSfVeCVnIUrcs/cAbGpiYISA4dMQJ2ojKf14Dm9CrKOUiBioJDo37VF/eaTD7QyAAAIABJREFUG0lnUa2bVqUffPABGhoaYG9sghnWNvAZYn78pe7B+tNZ0pmnWn2AoxN+ljIVjlZWlzrMkJ7f0d2NvS1NON7WKvNQvPHee++9Yvi8Q7o5I3hwIlJeffVVFBQUwNLcFsFjUmA/DJpCvbekpaURf/nnzyW5VYK89OsWPoide1eitr4C4SFjMT5hdp8UEYrVtXe0gT709G7PK8zQTEF4PGHylyPYbT9TuBvNrTVwd3fHI488grg4g2Dx5VjTYMw5msAPxi4O/hijCXw/9jQ+Pt4mPT2dEpvyCRQRERF+7ty5eUZGRqV2dnZfHTx40PALtR/jD/Ul/w0JPPeIXwAUuXv//ffBDxgjY1OYuUTC3Dlc/nu4o625ATu++pN06RmuvmGwtHYArekColLg4Rclx6vLcpG6+k0dl93ICNETr0Zo4lzprO/+5i/6ZVMUb8aNj2P7l3/U8N4nLHxg2G3iuNedjUVoLzuCcx2NsLa2xo033ihdF0tLy+He6tH5+rkDtJn7y1//gva2dliFO8IqymlYebQHP9uFnD0G2zjv6DGoyClDR4sOEmnlYI15T1x/2bnx3ee60XSkUhJ4woIJmWf3fTSu7B1gN5KaKqtWrZLvj2gLS+HHmw1jN/77drC5vV0s4zxHoDL12Y52bGsmXL4LPj4+wuelJehoXBk7QIV6duOpVs/Xv7dbNPw8EwdkOff/7F0HVFTX1v5mBobee+8zdARFRFGx11gSk5j+0l9i8mJ6/pfkpb/kpeelN1NeiomaYu8NFUUFlSIz9A7SOwMzzL/2wSkXMAIOiHL3Wi71zjn7nLvPnblnn7339w32zgmd/sMvn+DUpRMdHTn29ef3TqRz1rQbmBOvLxnZR7H7wC8M4d7XK4Q58RTp1wilyD9w5+uwthzZaDfZsrw6k9W6U937vHnzcNddd7F90tUgvAM/OleRd+AHsS6JiYlGFRUVn6jV6jtFIlHY2bNn5cHBwUu6u7vXCQQC4m+hPwVisXhGenq6Dp58EGOMRNOrxYHX2IqiK8QF/P33/0NjYwOExhYQO4+DkZXniDonNB9Ke6eUejrbSdnxtQ4xXiDAtOWPaVPeuxRtqK3Ih6WdC6tbJ6Fa+fxeXKS+YQl90vKp1j5m5q0j8aiwMVSKRiiqUqFqrYKQUiWvEOqTETPQFTYQpRK/+uqrINRusbsFLCc4jVhdvEqpQvae04wP3sHXmeFFZO3qoWfUyIQbE+A/SXrZrEr17pQyr6zpgJ+fH5577jkWTeHl6rEAlZMQNgQB3lkJhUg0txx2tHpKn5fX1sDO1Azu1sNb8mXolepUdyO5rQ1ZnR3snXrdddexjBSx+PKU4hj6/saaPipFfO/d91BeUQ4bS1cEeU+DsdHIHcTvTVqPlPMsO5TRNGPKCuxJ+pWzDJ7ugYwiTiPk4H+85mkthRxdDw+exCLwGh56opqbPnmZtg851hSxJz764RKVqgu5pUcYtzuBN1LU/Wo77OUd+OF6ei5NL+/AD8J+Uqn0GbVa/YRAIHhGoVD8UFhY2CWRSIoBtIpEonilUtkiFArXkRMvk8l0PGGDGGMkml5tDrzGZm1tbYxGaOPGjSCnnhDrTd1iIRSPPMcmgdal7v2Bs5wBkTMQkXCd9hpF5jOP/omqoixY2bnCysEdOb2Q56Nn3NJDQ6cnwRMXI3jC/GF/VKi2XVGdjq46KlNQs5fSPffcAy8vr2Efmx9geC3Q1NSE119/HRkZGRDZiGEV7wqR+chnrWTvO4MzG3Wc2XTXcbcmwmc8t+xkeK2h065q7kTzkSqoWrsY9SHVu/MZJiNl/ZEdh8pKKBq/YcMGRjMVa2qO8aZmw3Loe661Bf8+sA+1bT3c2EQjd0tUNKOb2yLLZtcWSoMR73V5Un//yvL1KiW2tzSjoVsFH29vPLJ6NYKCgkZ2sfjRDG4B2i+9++67OHbsGEzElpD6JMJihECB6WaKSmUgqjo/71AWSf/o66c4UflQSSyMjMQoKZPDxdkbYZKJ2LDlU44dCMSOAO9KK/JgbWXPOOc1UliSje17/sfA8Kh+fsm8e2Bubti9YIeiGbKifWjraEBYWBieeeYZVlZ4tQnvwI/OFeUd+EGsi0QiSVer1a/n5OT8RN2Cg4MT1Wo1wVs+LJPJPqZrUqmUcn7W8DRygzCsgZuWlZUx0CJCrCfUd7FTJIztJMOyMbvQ1Akt/nAvSpPwycvhGTQBxqYWEImMkH5oA/IY72iPWNq6wMzSliHNU2q9X1gCoqbdiIzkP5B3ei/U3d0gxPr4hX9nIHfDKcq2c1BUpIB43V1dXXHvvfciNjZ2RG04nPfH6wbIgSGqoZ07d0JoZgTrBNcRBbfrbFegtvAcTq47jLb6VrYkNu52mL16CUTGI3+Y0FXXgZYjVejuVDF6uFtuuYWvdx8DX5ScnBx2mFVdXQ1fYzFmWVhCLDAsUv2a1BPYl5/Hsebq+AR8kHxYSyVH1IQvzpwNf3v7C1r9bPU5VLW0INLFFfYjkJ5b0KnA3rYWRg23bNky3H777TA2Hr5o5hh43EbVLdLBFQU96CCL6ObIibe1Mhw3+bmaUhxM/hMtrQ0IlcZhYvRs7f0TknxnVwfjYCchtPi9h9aziLmDnSvsbJyQW5iube/lHoQaou7t0MFMJU65FpPGz2NtyiryGVAdpdZbWdri4zXPaJHw6fOIkHgsmvM3g9mfUObPFuyBUqVgrAsU3LhaKRN5B95gj41BFfEO/CDMKZVK6fg8TCaTFVA3iUTykkAgeE4kEgVnZWUxstbQ0FAflUolk8lkI5ePNIh7oKZXawRe3wyUOnXo0CF8+umnDLRIZOYIU/e4EYvG0/gnd3+H0vP1WTaOnox+rqGqCEYmZohKuB6y1B1oqa/irN7c219Bt7KLgdiRM6+RjtZGdHV2aNHvB7nkA27Oou7nTjOgOkqVXL58OQOp4ymBBmzCK6ohPafr169nOBJCsQhWU1xhZDf89E+lpwtw7KcDUHWqYGxqjMCEUNi428Mj3PuyOO+dVW1oOXYOgm7g4YcfxuzZuo3mFbWg/GSHZAGi2SKmBgJHtRWJsMjCGtYi0ZB09dfpvSOHkFpexvlouq8/DhTmc66tCIvA0pAerJTe8l1aKnbn9XDCGwtFeHradEgde8qvDC30u5Da0Y6UjjaWJk/fCWIY4eXqtADRjb711ltQqboh9ZlhECe+S9mJT7/5J8eJXjDrNkSFJTBn/cCR3xkYHUXgly24DyYmZmjvaEVLSwMcHdzxwRePsVp3fbllxZNISv4TTS11jAouYdISRjtH4HeHU7awpvT/2dNXYkevzEUnB3fcfcsLBlnAlrZanC3YBVV3F1atWsVq3q9m4R340bm6vAM/iHWRSqX1arV6slwuZ7CXUqn0AABf/Wh7UFDQJKFQ+KdMJnMZhOoRbToWHHiNQevr65kTTy8oArYzcZsIY+uRS1Nsrq+EsqsTRdnJKMxI0q4zIc87ewWjskB3wiw2s8T821+FUDTy0UeaWLeiCe2lh9Dd2QQPT0+sfuQROuwZ0WeTH+zyWIAQuj/++GMipIZVvAuMnYYP+ZoA4ja//DPaG9u1N+vg44RZq5dclptXlLWg5Xg1jEQiPP3U05g0adJlmQc/6OW1AJVdffvtt/jjjz9gKRRhqaXhnPiU0hJ8ePSI9gZdLK1wU0QU3k/m0o6SA0+Ofm17G+I8vXFTZBSMhELUt7fjka09wHsaiXJ1wxMJ04bFaCntrTjZ0Q4nJyeGAeHv7z8s4/BKR48FUlNTGTaKSqVGsO8M2Fi6XdLkKEX+59/e5egI9IvAnMSb8dm3/+Q8y1MmLkJ0+DQcTd2J5pY6hEom4sSpvSgp7zmwIrG1cWKp8PK8U7Czdcac6TfC1dkHnZ0d+ODLx1nkXiNuLr7s4IAo5zQyPnIG5iSuvKR7os6t7bXIyt8NVXcnK7EaCwdbvAN/yY/NsCjgHfhBmFUikWwFkCKXy18MDAwMFIlEVLz2qUwme1ijRiqVfgfATiaTXZ7d6ADuZyw58GQO2vQkJSXhww8/REdHB8SEVO8UMaLIq0m/v4faCm4KZdyC+5F9fAsaa0phYm6N6MSb4eobPoAVNHwTZXMZOiqOQq3qYsjyxFvKAxQZ3s6jWeORI0d6ojDoZpF4Y4fhSSJSdSmx4envznN49FjE1MoMS16+ecTN01neiuZj52BqaoJ/Pf8vREREjPgc+AFHlwXWrVvHMlKIam6plTVz5g0hJ8pKkVxSDHszMyyUBMPW1BTfn0rTptZP9fXDsZJitCt1JDbXh0diSXAIqIb+8W09EUaNBDs549npMwwxNY6Ok+1tLPJOpVNvvPEGHBwcDD4Gr3B0WuDEiRN47bXX0N0NRAQugLnp0NHcm1rq8dk3/0S3ult7sxNj5rAU91/12HboQ4n/ONTUlaOu4Zy2bWLCtTiTcRh1DVWwsrSDh5s/snNOaj+3tLDFA3f+G12dCnzw5WOcAwEnBw8snnsndh34GbV1lYxbfs70lYyP/lJE0dmK9NwtLG1+9erVjON9LAjvwI/OVeYd+EGsS3Bw8GS1Wr0HwCm1Wh0kEAhEXV1dUfn5+cVSqXQKgEfVavUSgUAwQyaTHR6E6hFtOtYceI1xCX2bXk4VFRUQWbjCzGMKBKKRqeeTp+5E1tGN2nU2tbDB3FtfYtH29tZGmJhaXJbIOx1udNZmobM6ndU2/uMf/xgTJ8oj+oW7ggYjWkaqB1aLAOsEt2FLpz/09S6UZxD+Z48ETQ1F9LXxI2qpznNtrOadnvtXXn6Fyp9GdHx+sNFrAaoJJrotSqe/zsrG4DXx+ndOtHEkpU1NeGU/bS90Eubsgmem9aSuv33oIE5XVmg/fChuMuIMDCiaqWjHwbZWFnkn551nXxi9z+hwzezw4cNs7c1MbRARuAiiS6DkPZ62m6XKK1VKEFXc9dc8BKFQhE+++T8oOnUZWBNj5iIldSfnlihaf93iVWhtbYS5uTW+//V1VJ7TvTOo8T23vMDS7TftWINM2TFt//kzb8G4cMNmpxA9XGbeTjS3nWP0iYsXLx6uJRh1enkHftQtCZsQ78APcl2CgoKiBQLBHcSuZWRk9Jmm9l0qlb6tVqvnAPinXC7nHpUPcozhbj5WHXiyK/EAv/POO6CTZqqLN/OeDoFw6E587ul9yDm1my2ZJGYuAiKm41xpNgOoa2+pZ6B1EQkrWD159vFtKM9LhamlLQQQMj54Qp8noDo7Z2+cTdmCgswkGBmbICR2EbykE1GWl8Yc/05FK3xCJjPOeIEBAZYIZb6zJhOOjpQq+SwCAi4P+vdwP/O8/oFb4ODBg3j77bchMBbCerobB9ju7J7TyDmQCaFIiNC54+AfH4zyzGKc3pSCjqZ2+E4IRNTSOLTWNYM43+tLauAU4IYJNySwWvfUDckoSy+Ema0FbNzsoGjpYNfbGlohMhIheFYU3MMuXuJSllGEM5uOQ9HSDt/YIEReMxEttU04+eth1JfWwDmwZ0xT6/7BHgmwrjmpEiKhEC++8CKioqIGbiC+5VVvATrY/Prrr/Hnn39CIjbBLIu+6NXdajV+TT+D/YX5sBCLcWN4JCZ6euFwUSE2ZGWgo0uJWQGBuDY0DIUN9fg29STKm5swzs0dd0aPh0qtBoHbpVdVwsvGFjdFROKNpAMgujmNLJIEw1gkwp68XIiNRJA6OMLK1BRmRsY4UlKE1s5OJPr644aISAgFAqSVl+Pn9FNo7FAgwccXN0dGsej91ydPsDmEOjnjrpgJsDXrWyJTp1JifXMjLCwt8c6777IIPC9XlgXa29vxz3/+E1u2bIGPjw8LWEycOBGffPIJvvjiCwayRjRnt912G/bu3YuXXnoJVVVVjBbwxRdfBAEAP/HEE6B3AGXgTYtfCKnfdOzc/xNkeWmwtXbEnMSb4OUeiKMnd4AcdHLIJ8cuRHTENOQVZmBv0jpG6xYWHIdZU69nwHLb9/6I2voKEBDdwlm3o7G5DgeT/2DtwkPiIQ2MwRffP88xdnhwPDtcLS6Vw83FhxhHOU66qYk5JkbPwckz+9j+inQTIJ6GG765pUE7h6bmOmzf+wPKKwvg5RGEBbNuh6mpOXbt/xmy3FTYWDti9vQb4e0hwbGTOxnFHdHbES1dTGQi8gszsHXvt2hqrmVgvlRyVl5ejqeeeoqBJVPZFe0rCYFeY39i66GSBPqMyjg///xziEQiFiS54447sG/fPmZ/onPV2H+0AkTyDvzo/B3gHfjRuS7DOqux7MCTYanWkRwUArkTmTvBzIuc+MHXnVeXyXG4VypY/OIHcXznGh3/O4EG9qJ9O3VgLYfb3czKDqFxSxjonVYEAiQsfYQh2au7dRu6cYk3wzd0skGeD0V1BjprMvhUSYNY8+pSQsj0VHIisjSG9QwPCI2FqMgqQdKX3CjJ9AcX4NCXO6Hq0ntGl8ahOC0PdcU1WqO4h3vDytkGsr06zAcTS1NMui0RBz7drm0nFAkw76nrWNsLSUdzOza/vBbdSl1qZvS1k1BwTI6GsjptN89IH0y+sy8YnapdiaZ95VArVKy+lza4vPAW6G0BpVKJJ598Erm5uZhjYYVAMRfccX9BPr4+qaNAFAmEDFju9YP7Oem8f4+Nw7rMdC2FHI0zwz8ACqUSR4qLtMO6WVljRVg4/ncqDY2KDsS4uSPazR1f6Y1Bjsr/TU3Ef5IOQKWXmnz3+FjEuLvjkS2boKT85/Nya1Q0DhUVMuddI+PdPbF6MiUM6oQOEzY0N6BWpcKzzz7L40BcoV8HctgZlsl5IV5ycizvvPNOzh398ssvzImkkkKN/Otf/8LmzZtBtfAkRDVqZ2cHX89InM5I1rYzM7XEwlm39aF0W7l8NdZv+hhKvRKQGQnXMQeZHGeNUGR9xTUP9bEwIdCnpO5i14kSzsXREzkFZ7Tt6NCA+NwLis+yz6NCE5B0TJfVSA1vXPYIftv8KQhATyOEVC/PS+PMwd8nDC5OXkg+oXv30IEAodRv2PwJZ26kc/2mj9De0cwccGtrazz//PPYtm0bc941Qun0RCVH702NkEP/wQcfMFvrCyH/05rQgYtG6F304IMPjsonj3fgR+Wy8BH40bkswzurse7Ak3Vpc0b1vlT3K7J0h5nn1EFTpGWf2Ibs88inmhXzDolH8Vndy46uO3kFY4reC2vP2lfRXFfJWWSK1GsQ6zUf+IROQVEWtxKDovLjZ91+yQ9IZ30uFJUnWIokpUzzqZKXbNKrTgFFIAnQy9jFDFaTXZG++QSy9+o2VHTDfpMkKDgq59y7e5gXyjNLONeMzcSwdrZBbVE157pPbCCKjudyrpEzHjQ1THutrqQGqesOo7GyHm4hnvCI9MOxH/Zz+nhE+KAsXecM0Yd0QLD0lVs47dSqbjQerICqXoG7776bUWPxwlvgQhagiOQj//gHBF1K3GpjB2OBLubx+fFjzDnWlxl+/thXwEWWJ253qn3XFw9ra3QolRynnj5/c94C5tRXt7Ziio8vTpaVYU8+9/uR6OcPOjzQF4q2U/T/3cM6oFT6nA4BUivKOW0txSb4dAn3uU/raMPR9jaGpv3QQ32dK/4JuTIsQPg1+k4lzfr6668H4TroCzHLUImIvhDzxu7dPdmEJBToaG1thY21HZqbe2g+NRIePAkZ2Uc516JCp+B0r/1KgG8E8vSo4KiDidgUt9/wfzh6cjujhIsMTYAkYBzTVVdfBaqdJ2f9w6+e7INC/8SqjxmdLjnyhDx/5DjBUukkMmwKzmRy90wBvuEsM0BfxMYmcHbyRGk5F5eIqObSe+3fSGfqmb3o7lbBysqKZQXMmjULe/Zwy10sLCyYA5+SksIZ68YbbwQdmFzM/nPmzMF33+kFcUbRI8c78KNoMfSmwkfgR+e6DOuseAe+x7zkxFPa2OnTp2HiEgOxvWRQdj9XchZHNulOu6lz3IJ7cWLXd1DpnQBLJ8xHyERdvVTq3h9QrPfyM7GwQejExUjrRXtC0fzkLZ8SCp92XpHTboD/JdZ2qRSNaC/YCQsLM7z33nt8quSgVn3sNKYNHKX4paWlwSzEDvXKRhxew920JNw7B0e+2cOJhkcsnoCS1Hw0lOui4a7BHrBytkXOwUytAcXmYpb6fuIXLhL39AcWwEXSw0VMiPVbX/sVrXU67l+vcb7MWe9W6SFyL5mIwuNyNFY0aPXTQULCPXM5C9aSWg1FYTMDHyIQIopo8sJb4K8sQI4O1cRPMbNApKku9XxXXg6+T+uJVpLQs/TElKl469BBjrp7xsdifWYGGjp00bapPn5QqJQgdHqNOFtYwkQkQklTo/ba7IBA7M7jOvBPJkzD24eTOFH+26NjEEuR9W2bodKLwN8YEcVS+kv1dPZGr1eq1fixqR4wMcGab74BOSK8XJkWoP0MpcprhKLFFKigmm19IZBG4i3vPI+/QJ8988wzLAKfkaFzdgkLgaLE5WVVLFWexERshvkzb8Wf27/k6KSo+u9bP+OgwU+LX8oi8FXVuuec0tQJsK6tXfebfsPSfzC9RP1WW1eBAL8IUAp8RZXugIzS3L09gnBWfpxF4IlG7nAvB/66a1bhz62fs5p7jUydtAQ5+ac49fM+nlK4OHmzVHmNsPuadSv+3Ma9r4VzbsXG7V+xlHqyJwmlzm/fvp3RTmokISEB4eHh+Oyzzy5qf3LU77vvPigUCm1b0knvpNEovAM/GleFr4EfnasyzLPiHXidgevq6vDQQw+jpaUVZr5zIDLVca8PZBkoCp97qsepCYqeA+n4eagoSMeZQ+tA3O0O7oFw9Q5lUXgbBw/WTtHeAnLiq4ozYWnrzNDn7V39kHHkdxRkHtLWwPuFT2WOfubRjehStME7eBIip16vfZEOZH6921A6flvhTnQrGlmtVnz8yAKHDWXOfJ/LZwHCjCAO6JraWtgkuuPskXTkJPXUwIfMGQdpYgSK0/JxeuMxVs/uHROA8ddPQUt1I1J+Ooj60lo4+rsg7pbpoCj8ibVJoPp1C3srxKyYwmrVj69NQnFqLnOAiA9+3DIdjVtbfQs2v8yNXlg5WSNsfkzPmK0K+IwPxPgVk9FU1YCUnw+yNHrnQFdMvHk6zO0stcbrrGxD85FK+Pn5sRIanmXh8j1XV9LIxBF/1113wUSpxM3WdqzWnIQcZUp3Jy53TQ08IclTvTqrgVcqMcs/ADdFjkNObQ2rQ69sbkaUmxvumzCRpbpTFD/zXBU8rW2wQCLFlye40Ttytt2srLAnPw+mRka4LjSc1dUnFRbgl4wzrAae+ORvGxfN8Bxo7N/PZqKlsxNTvH1wZ8wEVnf/xfEUFDXUg5DrKaXfwVyHDZGl6MCBthZWh0vsI7xcuRZobm5m1GbkXFINNmXXTZ8+HW+++Sa+/PJLVgNPNdgPPPAAc9ZfeOEF1NTUYPny5axNQUEBq5Enx5RKi/7v//6PBTly5Pmoqa6FjbUD5ibeDD+fUBxM/hMnTu1h+xGqFY8bP5ehxO9J+hVtbc0IlU7EvJm3or7hHLbs+oY50J7uAQiXTsL2XsEKiugXlmSjpVV3ABvkH8Xq5xsaa2BpYQNvTymyZLrvB0XRoyOmIy3jIAQQID52ASaNn8cODHYfpDk0IUQSyw4bGhqrsXnXt6g8VwQPtwBcM/cumJlZYtvu71l6vbW1PeZOvwn+vuEssn/81B6tTgcnc2TKjrJsBHofUtYW2YpAkclWFACiunhKnaeShccffxxbt26Fp6cn/v3vf2PGjBnsfUMHK3QIQPanVHlqQ2UL1dXVWp0mJtwyndHyJPIO/GhZCe48+PDD6FyXYZ0V78BzzUspT6+88gpDpjf37kH8HYxouHl7R/PkqbuQdfTPHlUCAWJm3MKccI0QqmlvQDrS1V9UsL+2g5mjpm1nnRyKqlQ+VXIoxhujfSgCTxsNkbUYNjM8AKHmkea+PihaLhAO7VpHSzvb3IjNuRuY7u5ubH31V7TV61I4fWMDmXNOMtAxuztVaNxTBkGnmmWdkBPPC2+BgVqAQMCo5nWJpTU8jMWcbgRmp3Hq9T/o77e8v7aaa1UtzXhiOzclmFLj74+NY9H2/t4Lmr5UT//xsWSkVZTDWChi1HPLQnVlKDSvC83zj+YGVKpU+Oabb3jKuIE+EKO8Hf1u0u9p7+exZyvC/Y3ur63+NcKByM6WISb4WpiIudkZF9r7EHWcsBfYruYaOfLfrn2NMzfmiKcf4FxztHfHXbc8j+bmelha2mLdn/9lTr6+3LriSeaQ93tffzEHfR39zVVzX91qFU5mrYOjkz07AKHrve16Mfvp9ns9GWMDsf9oe7x4B360rcj5PdjonBY/K30LSKXS+Wq1+n2A9gmCr2Uy2X96W0gqlf4XwAIArWq1+m9yufzUhazIO/B9LUPR6PT0dJj7zYPoErhPdT/W3diy5mkoFbq0SXNrR0y+ZhXS9v6AuqpCOLj5I3rGrbCwHhmeXToEaMvbAiNBF9asWQMbmwsDhfHfQN4C+hbQODDmYfYwk148S4Wi4cfXHtSi0MfeNI2hzZ/49TBDobd0tEbMdZNZBD5zRypLrReKRCyqT5Ry1Ob0xhS0N7XBJcgDrXVNLMLuFuKF2JXTWH37YKT1dA068ppwyy23YOXKlYPpyrflLYBjx44xROkJpmaINRt8ijlRxX118gRSK8rgbmWNv0WPh8TRsY9lCaleU/NuJTbBs4kz4GHd93f6QEE+DhUXwcbEBMtDw3CqogJr009z9L0+Zz48L/IbT+nzaxpq4RsQgPffpy0GL7wFuBYgJoavvvoKfh5xcHWQGsQ8hGqfeqbHYSfO9huWPYLv1v6bE4EPkUxAe3sLisvkcHX2gYujF4u2a4Qi8Kvu+g9MTPoyKhhkklST31gMWdH+MZ+dwjvwhnqiDKuHj8APwp4SiaSLgj4D6SKXy7nSWbZhAAAgAElEQVTH9APp1H8boVQqlYtEolnm5ublzc3NBHu7UiaTaY8ipVIpOe4PyWSyRRKJJE4gEHwgk8l0od5eenkHvq+hCXmV0smMrH1g5nHpaeV0Krv5q8fRrYfIStzv5lb2qNNDZHX0lCBhyT+G/nQMomdXYxE6ypMZf2nvmrhBqOGbjkELUOrgPffegzZFO2zneUEo7qmHvJDsfOd3NJTqauDdQr1Aqe/yA7oaeBNLE+bEJ3+3j6Nm2v3zQDzx+ijzkUtiETwjckiWV7V2oWFXKVycnBmdz2il6hnSzfGdRsQC9PwT8JebSISlVhc/wOo9qe/STnJq2W1MTfH+wmtwtKSY/bE3N2dRc0dzCxTU1zFwO+KApw3aD6dPMf53T2tr3DYuhqXCf5KiAxAjXeHOLjish2hP4w+EJ76sqxMbW5pYCi+BOvLCW6C3BYhmjurl7W28IfUZfIbihSxKqfXtija4OfuwqHRZRT6nBr6zU4HCkrPa7k4OnnB19tLWwM+ediNLeR9OKSg7hspaGcMRCA4OHs6hRrVu3oEfncvDO/CDWBeJREIFYsyBFwgEvoRloVarPxMIBPQ2Jd6KWACrALwuk8neHITqCzYNCgqaJBAIXpDL5eSkQyqVPkNz0I/CS6VSQs3YJ5PJWLGoRCI5q1QqE/Pz86v6U8w78H2tQqlRd999D2rqGmARtNwg4FZU066pj6cRw+KXsnp2fVA6oZExZt74T+Sk7UJnRyt8guPhOkwvpfbyo1A2FrJaLV9fenx54S0wcAts2LAB3377LcwktjAPt79gR1WXEhue4qLpEmCdlVNfFHrijS88wQXp8p8kQX4vZHtCmZ9yV19KuIHMvuXEOSiKW1htYmKi4TagAxmbb3P1WIAc3NaaGtxuc+Fn/0J3++yuHShu1NX3UrvrwyOxLkMHguVsaYk35y5gtewa6e34E9UcIdifKCvlDHVNcAg2ZeucHbHICO8tXARrk7/OVNHUvxN4FiFr88JboLcFaG9Eh1fKTgGig5ePmIHe//zRvij0D37EEOhJiIOeuOgps3BizFxW/25oycjdjpb2aobiP1rr0w19z/3p4x34kbDy4MfgHfjB24z1kEgkxNfylVwu5+xUJRLJSoFA8JRMJosZompOt6CgoOuEQuE8mUx2H30glUpvBTBRJpNpw7ZSqXSTQCB4PTs7+8j5ue3u7u5+Kjc3VweRq6eVd+D7Xxmqjd27dy/M/eYPGsyuP4304ivPS0N9dTEcCczOJxwHf3uHE4EnkLuWhnNQtDX1qBAIWJq9s6fhT3tbcjfC0lSEH374oU8dlyGeVV7H1W0B4gy+99570djaBLsF3hAYcWss9e9+tETgu9uVqN9eDG8vb3Zw1bt+8epeMf7uDGmBRx99FIV5ebjXdvAlT/1F4L2sbZFxjksn+q8ZsxigXXOnAoRK/+T2rahsaebcxgy/AOwr0NFfEYDXW/MX4ExlJaOwsxSLcW1oGAOsu5ho6OMI44KAuHjhLdCfBZ599tkeYLuwmyAS9TjQwy3rNn7EoaAj1Pg7b3qWDVtSnosf17/FmcLK5Y/C18tw+ybavx3PXAt3D1dQCdlYFt6BH52rzzvwQ1wXqVTaJhKJorKysnL0VQQHB0vVanWqTCYbfKFcP3PhHfghLtAQuhFIEf1Qm7pNhLGt/xA09O1Cp8PZx7ehRJ4CE3NrRgFHSPP152vgPQIn4PSBnzkdCeguZiad0xhOupUdaM35g23SaLPGC2+BoViA6IcoGmE5wQkm3lYXVHGhGviT6w6j9EzfGnhKrRcZ9VMD39gG39ggRC+fBKHRX6ft9zeZdlkD2jLr8Pe//x2LFi0ayi3zfXgLMAs8//zzOHXqFO6zdYBokPSD/dXAJxUVcPjcKY14eWgoNmfL0KlSwt/egdW4EzCdRmxNzfDKrDl453ASChvqIRIIsSQkBNeGDi2V+GhbK9IU7QxVOyQkhF9p3gL9WkCDgRIlWQLzQTL1DNWkxAe/dde32hr4RbP/Bgd7V6Yu+cR2HDjyO0d1QtxiJMRdM9Th+vTrUnbgRNaviIuLw3PPPWcwvVeiIt6BH52rxjvwQ1wXqVR6EsBemUz2pJ4KgVQq/VStVkfI5fIpQ1TN6XY+hf5FuVw+nz4YYAp9tlKpnM6n0A9uBZKTkxnth4lLNMT2hgFryc84iDMHf9VOxEhsinm3vQxjkx4an/pzRTjQ6yRZMn4eQg34IqJxujub0Zq3BXPmzGE0JrzwFhiKBSoqKhh/rZGTKWym9nC1j1ahCErjrlIIFQAdPFha6ijlRuuc+XmNXgsQT3P22bO439bBICVWNa2teD1pP861tDB98wMl2JmXw+FxT/D2RWVrC3Jraxj1270TJrLaeJL8ulrYm5nD1mzoIF7H29twoqONAfRFRUWNXuPzM7usFqCsvV9++QVh/vNgbdnz/A2HEO/70ZPboVB0IDpiGqSBukTWwuKzPfRuAsDbQ4q9h9ZzpnDj0kcYvZ2hpF3RhFOyP/g9EwDegTfUU2VYPbwDP0R7SiSS2QKBYDO9RyniLujhhpioVqtdBALBLJlMRmBzhhCRVCqVEYidQCCoUCqVKWq1+ia5XK4teJNIJAsFAsEqArEjh18oFL7Pg9gN3vQUXaEoi9gxHCZOQ4to9B716LYvUFmgq3Okz2Pn3Y3SnBOoLMqAla0LzCztUFXUA+5lZe+KhKWPwMTswtHNwd8ZoGqvY/zvS5YsYWnQvPAWGKoFnnjiCcjkMtgv9oXA+MJp9EPVb6h+qpYuNOwsQXx8PIhlghfeApdigVWrVqGqpAR3DSGFnjjjfzpzCgcKC1iK+40RUYj38mbOen59HXPE69rb8PK+PZwpEjjd09MSQRF8U2NjRldX19bGQOxkNdWguvn7J8T1i2g/kHs909GOw+2teOaZZzBlikFiDgMZlm9zhVlAg0Qv8ZkOBxufYZk9ccd/9v1z6Ozs0Oq/afmj8PEKRnVNGb5Z+yoIHJhEJBQhJmoG0rOOMGq3uJi5mDxxoUHn1dxajYy8bWMegZ6MyjvwBn20DKaMd+AvwZSULt/d3U216US4SuB2p4yMjD7LysoqugS1fbqep5H7QNBDGk40cm9IJJL7aUy5XP4FdZBIJB8JBAKim2vt7u6+80L179SWr4Hvf3U0fPBipyiYOBomnfDs8a2QHddx+wqEIrj7j0NZLiVw9IippS3iF62CsrMNdi5+w1Knq+poQFvBdsyfPx+0EeWFt8BQLaBJo7ea4gqxS08myWiUjsJmtKZWM8YFYl7ghbfAUC1ATgJREApbW3HzEEDsduflgurgNUKp7+8sWMSi6hrpUqnw2LYtaOjQUY/ePi4GcwKDONP+b/JhHNcDsSMd7y5Y3C8X/cXuV97ZgT2tLfx35GKGGuOfb926lTF4BHlPhaOt37BYIyP7KDbv/IajOyYyEXMTb8KRlK04ePRPzmeJU64dFuA6zSCNLZXIyt+JG2+8EbfeatiSxmEx4DAq5R34YTTuJajmHfhLMN6V2pV34PtfOW0NvPskGNsYBqVd2dmBE3u+Q2VhBozFZgibvAx5p/eiuY4LXjTn1hdhYd2XF9hQz5ha1YkW+W98DbyhDDqG9Zw8eRIvvvgi44MnXvjRKi0nz0FR1IL//ve/8PMbnk3naL13fl6GtUB9fT1uv/12+BqLscDSetDKP005iiO9aN4enjQZEz29OLpKGxuxPjOd0cjFeXljkUTaJ13/0a2bUdPWyun30eKlIDq5wUq1Uon1zQ1YsGABHnzwwcF259uPEQts2bIFn332GYK8p8HR1jB7o96mKy3PxQ+9yglnJFzHouuZshRs2vE1p8uyBfchOGj8sK1AU0sVMvN38A48H4EftmfsUhXzDvwQLeju7m5uZWX1kFqtjhcIBGK1Ws2xpVwuN2w+zxDn2V833oHv35hEkUVUWWbeM2FkcXEE38EsSZeiDSIjMYQiI6Tt+wlFZxlhABOKwM+99eVhibxrxqAIUqt8Azw93MY8oupg1o1v29cCtbW1+Nvf/gaxpwWsJl56PWTm9lTIDxKInRAhc6IRNNUwdYyNB8qhqlPg999/h0g0eAA8fu15C2gscPr0aQZkFWNqhjizwePT9heBJ/C5PXl5UHarMD9IiuWhlMgHDg+8mbExypua8OWJFBTU10Pq5AQLY2NOBJ5o5d6Yy1hmBy1KtRpfNdQiJDQU//nPfwbdn+8wfBYgVpwvvvgCxsbGeOSRR0A0hiQnTpxAXV0dpk2bBtPzhzYFBQXIyMhggGvOzj17l4aGBhw+fBgBAQFaDvOuri4cPHgQZmZmrLSop/Lz4rJp0yY2F4n3dDjYGiaFvr2jFUWlMjjYusDJ0YNNYse+H5GWfpD9283FB8ZGYpRW5IEQ6OnfxWVy9hnVxi+Zfw9Lpe8teYUZ2H3wFzQ31yFEEou5M25mfQcrTa1VyMzbgeuvv54d3g1EaA2Ki4uRkJAAa+ueg77y8nLQofe4cePg5dVzYNfa2oqkpCS4urqy6yQqlQpHjhxhf1N/IyMj7Nq1Cy+88AIIe+baa6/F66+/DrF48PcykLn/VRs+An+pFhye/gP79g7P2Fe0VolE8j+BQHAtgD1qtbqx983I5fLbRusN8g58/yvz9NNPIyvrLCwl10IwjFQpnYo2pO378XwNvCvGJa6EvcvwRwjbivaiu70aP/30Ew/oNVq/nFfAvGiDsXz5cojsTWAz/dKA7MoyinD4692cu5796BLYeztdsiXqdxTDRmzFAOx44S1wKRYgAC8C8ppnYQV/scmgVfXUwJ/GwUKieTPBNF8//JaVwdHz2OSpOF1ZgT35uew6tXsucQY+SznGEOc1EursAltTU6RXVsLL1hZ3jIuB+3lnYdATA/BLYz1ajERYu3YtcxZ5ufwWIMftjjvu4Exk8+bNLApOf5O4ubmBHOvt27cz7B46pCfnjgIRVlZWWLlyJXMUSR5//HHcddddDAMnL6+HgpCcxJ9//nlAh5ua5z/EbzZsrS7tN5/GLq8swNo/3tfWu0+ZuAhTJy1h82psrkNXZwf2Hd4AcsY14uLkhaUL7gM5LXa2/QdYFIp2fLzmaXR2KbT9hopO39pejzM5mxh7CbGYXEyI3eerr75izWxtbVkwKDc3l5UsKpVKFqChQ5nx48dj2bJlqKmpYW1vvvlmvPbaa6zWPjW1h/k5LCyMrePUqVNB9K0aoT0qHeaMtPAO/EhbfGDj8Q78wOzUp5VEIiHi7pVyuVxX4DxEXSPdbaw58HT6Saed4eHhmD17ttbcBIii4YXu7OxkqVLdIiuY+83tczJNdHA9EAQ6Geg16kEv196n3f31v7h+glogunjuV3cgc1FUp0NRncFo5CZOnKgdiubWn86Rfi758a4cC1BEorGzGXbzvIc0aXW3GgKhAGc2HUf2Xi7II1HGBU3riUZeitT9WQB/X3+8//77l6KG73uVW4DeA2VlZcwhoqiXRvTfDxR9pyj8HdZ2MBMK+/z+dqvVfWrQ+7um0b09R44fT6dxLDvDz5/xuOvLZG+fPqn35sbG+HzptehP/4V+y/9qfkltLchQdLAIfHBw8LBmgl3lj5LBbu+NN95gpT/6Qg74mjVrONeIEYSc8ObmZu11YhOwt7fHvn37tNfoYObhhx/Gu+++y+lPh5u0J9J/1vt7/r/++mv88ccfiAhcCAuzviwM3epuCHvtj/q7ptG9buOHHOecIukP3f0mzMwsoen3/uePokPRxpnvEw9+BKFI1GcszXNP0fre/PC+XiFYuXy1Vq++wgvNka4TjVzq2fUs0+HJJ5/8SxvR7wftqTTzoDHISSdg5MLCQu2QLi4umDlzJlszfXn22WeZE68v99xzj/ZAQHN91qxZ+N///mew52ygingHfqCWGtl2vAM/RHtLJJLa7u7uuFw6YrvCZCw58HRy/Oijj2pX6IEHHmCIu3SSSSek9KKjel7avNEPZkFxGSAwgn/EdITGLUFNmRynDqxFa1MNXH0jMH7mrex0+OSe71FbngsbR0/EzLqNoclTu5Kc4xCbWiJi8rXwDBqP3NP7IDuxDd3dyr/UqaGVo4mqlJ1I2/8zynJTYWphjYiEFXD3i4I8dSfkabvoNAABUTMREruQRfHPJK1De0s9A8eLTrwZHe3NbH71lQWwc/FBzMzbYG5lj5O7vmbgeZRi9/nnnzNAuw8//BAff/wxezkR2Bed1PPCW+BiFmAOfFcL7OZya3gv1q+roxPH1yahLL0I5nYW8I4JwNldpzndDBWBr9tYiABffxb14IW3QH8WOHPmDGPlKCkpYe8A+l2kg17asBPyNv1W0oHnd999h9KcHJQXFaFbDSyQSBj3+umKCnx36iSrWZ/g4Yl7x8eiUdGBz46nMOo3fzt73B8b1ydCnldXixf3cjNPboqIws/p3O/CODd3BmpXWK+LwBMyvblYjBNlpQwE745x4xHl5sYi+tvkcggFwGJpCK4JDmFt/ncqDY0dHYjz8sLd4yegurUNXxw/xtDvAx0csWhcNJKVnaBDbLlcDg8PD0anSo4GL5fHArt37+6Ttk2p1C+99BJnQpRWTY61Bp2dPvT29oaDgwPS0rgHRATERlkk+kI6d+7cCaLQpagvHRoEBgb22R/l5+eziHB5aTVzhGMiZyBx8nKWAk9p7w2N1Qj0i8SiOX9jUfXNO9eguCwHzo6eWDz3Tva3vnz/6xssCq8v18y9C4dSNjNdAb4RUCq7UFiiJVtiOpwdPZAlPw4LcxvMnnYDS6U/enIHko9vAwUxoiOmIy39ACcCPzF6Nqpry1FQnAVHezcsmHU73Fx8WZr9mcxDEIvNMH3yMkSFJeB05iEcOPIHOjvbERE2BVZ2XSzNnbb5OTk5mD59OrMROeoUCT9w4ACCgoLw0EMP9aHnpbbkwDc26hJ0TUxMMGPGDJY1oS9UHkGHJPqyevVq9nvU3q4DtaS96+WgAeYd+MvzO3CxUXkH/mIWusDnUqn0Q7VarZLL5auHqOKydRtLDjz9iNIPr0YoxYwcev16PzqdJhAfekEJRCbaSPv42X/DmUPr0NWhAwzyi5iGtqZaLe0b6bVycIe3JBaZyTqUVIFIhLh59+Ho1k8563whnVFTb9C2641cLzQyRuycO3FsGyMc0ErsvHuQtu8HEFCeRoKi56CuqhC15bp7tnPxhbN3KLKPb4Va1cEiRfRSIlTZO++8k6Pzxx9/ZC8YXngL/JUFKD2zQ9QF29ncjdnFrHZ6Ywpk+9K1zYxNjRGYEIq8I2dZZCVkzjiD1cDXby6Cp6sHO6DihbdAfxZYuHAh22RrRCKRsDTjt99+m9OcnKLM06ch1st8ejhuMr5KPY72ri5t20WSYOYYn60+p71GTvxLs+b0GX5Xbg7+zM5Cl6ob84MkWBYSiuf37EKRXrr8I/FT4G5lra2BD3ZygrOFJfYV9KRBk1Cd/D0xsfjwmA5Xha4/NjkBHx5NRle3StuWDh1OVZSzOWpE6uSMejNTlJSWaut2KQWb0nktLAZf788/aYaxAGUO6dfAkwNO0WCqsSYhXI/169ezwyVy4jVCTh4FJp566intNepHzjrtc+ighsTR0RGhoaGsJl77LEiluOGGG/DKK6/ofqONjTF58mSGJSI2NqP8P/YZOdzkBFMtu0YINb6xqRZ5hbrfeEd7d9xz6wsco5CjvG2PLpLs7SFBTV052tpbtO1CpXFoa2tCcZkMrs4+cHX2RuqZA9rPjURGICC79Zs/4eimdPyz8uNoOl8D39XViWw91h9rK3vET1jADh705Yalj+DXPz/gXJNIA1FcXMjJzKFUdzowIXtoxNPTkx2aUJaORsj5pt8W2mdphLBjaH9Ff2ui9SEhIexgha43NVFiL9j3bs+ePZDJZGzdKisrWQ08HazxNfCG+X5dDVp4B36IqyiVSj8HQEVKVWq1mqLwuqIbgE6yeRC7IdrWkN36c+Dph3LHjh3aYeiHlABHioqLIRCZnn89AV7SOJTIjnGmY+vsw6Lx+k49NXD1i0Blge6lRdd8QiejKIu7qbqQzsQVT0LZpYCRsQmObP4E54qzOOP6hMSj6Gwy55pX8CSUZB/lXHP0CGIOfLdSt6mEQABnrxCmU93dBXW3ktXIUY0d1cPrC0Xg+Si8IZ/Aq08X1cDTJkZgYwSbxB7woYHK3g83oya/itOcIu627j1o9kIjw4HN1W8vhp2ZDTuY44W3QH8WoGhjW5suTZdKkxITEznpx1RHTJvzuspK6D+dU338kFTEjSJKHZ2Yc0yUcPry/XU3MEfaSEjpv7ptl/I8r7WRsKc8q6VTgR05OahubcEUH19EuLhq1XQolTA1MsKr+/cyDnh96W8u03z9Wc29vkS6uOJMFZcBRSwygpmVJcrr6ljtrqasjKjDNABb/NMzOixQVVXF0ugJxI4c7djYWOaQkxNPAGrkqNNvMwmx6tA+h55xOqgnpzA9PR10SG9ubs6cSDrAIl36Qpl5vSPE9PxTFNrYiBz4HgkPngSiftMXcrTJgW/v0Dni9PljD/yXpb0L6fk//6zL805BnpfG6tn9fMLw/S+vc3QRcN2dNz3LouliYxOs2/gR52CAGkeGTsGZrMOcfuTAJ8RdwyL4xsZifP7dc6hv5H5fQoIm4GzOCU6/qPCpOJ2RxLnm7OyEsvJi2NnZaa8TowntGfVT4+lDisYTJgFl81xzzTUsg4UcfcKWOHbsGKKjoxkdHZXpHDp0CL/99hvc3d0ZNgEduBA2Aa0jvV8pw00qlY6Oh45HoR8169B7IrwDP8SlIRC7v+rKg9gN0bAG7tY7hZ6ocij6TGmRGqEfWUJqTU07A4FQVwM5cf49OH3wVyjaek5FSSh1nRz4ygJd3a6Nkxe8pRORfmiDth1FzeMX/h2HN37IuaP+dJJT31RXjsbqEljZu8HRPRAFei8SkbEJqF/yJm4kcdLCvzOKOqVCl2IlnTCfOfDVJdnacR3cAlgE/uyxTSzNTK1SsJc5vUBuuukmzvx+/fVXBm7DC2+BC1mAUHWp3MLE2xKWEwbH1pC+5QTO7tZFKcTmYpZGn39UBqFIiOBZUQid04PKe6nSlFSBrup20DNNqMu88BbobQECp9q4caP2MtWYEpI3Rbo0QvXFEyIjcaZXSvLjU6bi05RjaOvqiWiSLA0JRX5dHdL1nOQAewdG8ZZWXg5rUxMQtzvRx/2acYY56yTzgoJwQ3gkUkpL8P2pVDR1KBDj7s7S7yk9/5OUoyhpbICXjS0C7O2xX69W3txYjAcmxuGdw1zn46mEafjg6BEolErt/GiMtIpy5NT2AGiR0CGBuZUV9splzLEjZHMbGxuWgq1BOeefnKvTApS6TY6+Rqh8hLCACBRPI5ShSOjpqSfTYGSkA3BcvvB+7Nz/M1r19kex42ahsbkW5JxrxMnBAw52rpDlpcLM1BIzp65gzv/hlM0s/V3d3Y2o8GmQ5Z5ES6su3TwsOA519VWoqCpk/X28gpF6Zr/evMS4dtED+OUPbtR8ZsIKlkZPTruHWwAsLWwgy+0BhyOxs3FCfOxCbN39nfYaHS7cuHw1fvn9fVYioJHocRORnpnCot6agwfKPiMHnvaWGvH19WWI/wNF9b/SniY+hX50rhjvwI/OdRnWWY2lFHoyJG1ENCB2dCpKiKCUIkYbeycnJ3a6SiA/NV0ukJ/ag26VCgGRiZDEzEVdZQFOJ/2K1sZquPlFglLdKVKeduBnVh9v6+TN6s7NrR2QeeQPFMuOwcTcCmHxy+DmG4HCs0d6auD/QmdrUy3qKnQpkeTEO7gHojTnBMwsbBEx5To4ewUjP/0Aq4MnyLmgcbMQGDUT1WVypB9aj7bmOngExCBy6vVQdLTg1P6fUFuRB0qfp/mRnjOHNzCdYpEa0iB/hgFAL2+qg6cXEuEDECgOL7wF/soCKSkp7PtjHmYHM6kuMjEQq6m6lEjdkIzS0wWwsLeCe7gPsnZyazVn/mMxHP0unZ6u9VQNOvKbWA08RaF44S3Q2wKUsvrqq6/i6NGjDB2aHBfKTqK0VTrgpINOVrfq7oG2igpsys5mv5ULJVIskEiRde4cfjidxnjZJ3p44fboaLQoOvH1yROQ1VaDnHdnCwuOw20sEuH+CRPx0TFuRtVDcZPx+YljnOj9ImkwsqurQTXzGvGzs4e3jS1SykrgaG6B28ZFI8TJGdvkMmyVy5gTcU1wMOYEBLGDhB9Pn0J9exsIEO+WqGjUtbex+ZFOqYMTq4sXGRvjuZRkFo2NiYlhNiGaMV6ubgtUV1fjiSeeYM5nZGQk3nrrLfj4+Gj3R5RmTxFi+i60Nqohz82GSqXE+KgZmBy7EGUV+cyJr288B4n/OMxNvAmUsr5t7/esPt7VyYdRxOk73gRYt3T+vfht62cc406btBTy/DTUNZxDkF8UmlrqUFKmKwV0sHODj5cUmdnHYGVpi5lTr4e/TxjTncxwhroRGz2b/Z/S5zVC9fREI5dflAFHB3fMn3Erm9PB5D9xKuMgTE3MMS1+GUIkE1h9/cHkP6BQdGBc+FQEBPgjKzeJ7Rkp+4H2j2+++SZTTSUKe/fuZcCPVJJJ5QhXq/AO/OhcWd6BH+K6SKVSXdFyPzpkMtmvQ1Q97N3GmgP/VwYlTlUChjGy9oaZx+RhsX13twqK9haYWdj0q3/zV09w6tip0ZL732ec8cMhXY2F6Cg/ytLnyGnnhbfAYCxAyMXr1q2D1WRXiF3NB9O1T9vhRKHvKGhCa1oNowAiKiBeeAsM1gKEBk7OzQorWzjpIdQPRs8bB/cj8xy3bIRo5A4WctPv+7sW5uzCHHiVXlRQJBDi2+uuH8wUBtR2a0sjirq68NFHHzEnjhfeAmQBSsOnZ8LfMx4u9kF9jFJ1rpjVrnt7SiA6v2chZ5rq1y0tbbFh8yfIyeeCM0aFTr322XcAACAASURBVMHpXqnv8RPmY0rcNVB0tMHCwhoXQqE3MupLdUhp9iplF4uef/jVk5w5Us37g3dy0/MHurL1TaXILtzLqN56ZysOVMfV0I534EfnKvIO/BDXRSqV6vJsuDoUarW6Qi6X+w9R9bB34x34HhNTJIVOUbOzs2HuNx8iU1uD2766VI6Te75DR2sjrOxdMXHevbCyc2H17IQgb2XniobqEk7Nu71bAKYt1yHnX2xSzfVVyD29F6ouBXxDp4Dq4P9KKI2+LW8LhOjE1199xeqveOEtMFALEDpuXkE+7Bf7QGDEpVYcqA5Nu8rsUhz8XIdHQQAUc59Yrq2JH6w+/faq1i407Chh9D76KaGXopPvO3Ys0NDQwOqErQHcaGU75PTYjWezsC5Th49CKe//iJ8Mcuz15empifjw6BFOSv714ZE4e64KGXoHAOEurnh66nSDL0RepwI7W5uxdOlSxsjCC28BsgCB6RGgWmTQYliYcfcKW3Z9i/Tz2Dw21g64ZcWTqG84h0071qCltYGhvhM6PaXKa4Tq2VcseRg/beACRU4aPw+nMpIYdRylvpuITZFflKnt5+7qh0Wz/4bjp3YzpPtxEdNA4Hek+/CxzehSdiLIP4ql3dfW63AeIkLiYWvjiPSsZEZTN33ycvh6BQ9ocTu72nHy7DqWldKbAWBACq6SRrwDPzoXknfgh74uHLSloKAgI5FIJFGr1VSo/LFMJtMVyAx9jGHpyTvwPWYlhFDa2BtZesDMa6rBbU2O8s4fXkS7XjqXs3cInD2DkXFEh2Bq5+rHovM15bmwc/ZB1LQbYG7lMKD5dHa0YtdPL6GroweISSAUYuryx2Dv4vuX/Tvr86CoPM4Ql4lGiRfeAgOxQH19PQPYMXIyhc1U94F0uWibnIOZkB/IYAB2IXOi4Dvhrw+gLqpQr0HDzhIYdQkZWOPlQO8dzFz5tqPLAhqE7ylmFog0HTqGAgHVrU0/jaMlxXAwt8DNkVEgsLu9+XnYIu/BKlksCcYM/wAWbScqudq2Vkzy8sbKiCg0KTrwbepJ5NbWItDBAXfGTIDdMGA6qNRq/K+pHiIzM3z73XesdIAX3gJUJ19X24AJoTdyDrEo8v7NWi53OaWwEzAdAdlphJxlAqTLlB1j9G8zEq5jDjQ5/snHt7LUd0pXP5yyhTnhGgkPjkeXUoHiUjncXHwwbfIyrP3tPS03PNWtL55/NzZu+5KzSBNj5oDmdq6mDH4+oXBnlHG6hFhKp6eIPDnzA5FTsj/RDQXWrv2Zg0Y/kL5XSxvegR+dK8k78AZel+Dg4AlqtfpnmUxmuF2o4efo293dXUCnqkR/MRaFXhqPPfYYQ/40950LUa+T5YHYhJznioIzMDYxg6tPuDblvb21kUXDTcwsseVrHZUL6TSxsIGJmRWaako5Q8y7/RWYWfatJ1a0NaNT0coi9RqhiD39IbC7+qpCxvmuL/6RiYhMWPGXt6BWq9CWtxVCtQKfffYZXFwuveZ4IDbj21zZFiC6IuKrNY90gFlg/yUhQ7nDlpomBmJnbjewTdVAx2jNqEWHvJHxehNCMy+8BQZiAUKC/vv996OqshKzBSJ4W1uD0NqHQ861tEAoFLB69v6EEO0rmpvhYmkJkyGm8V9s3gR0V9XSghIjEc50KUBZNgTox8vYtgDRl9EBv521F4J9ufSyFB3/9c//cgzUH7q7hbk1Vt39H9TUloPS2anmXCMUrRcZGaO9rbnPYYCnewBuWv4YausqGVI9AdFt3vUNZzw/7xAUFOu44ulDirjPmb4SDY01cLB3xaada5Cdc5LT77rFD7Jo/UAkv+woqmrlrPadKN/GovAO/Ohcdd6BN/C6BAcHR6jV6hSZTDb0I3sDz6m3Oj4CD8Z9SoAtQ619J+C5AxveQud53lJKe5+67BGGRJ+fcZDy8+HoKYGyU4GGc0XaJfAOiWfp9Po0cYRYv+Bvr8NYbMpZKuKDlzOUVhWIvm7y4gdZ6n1mcg/nK0Xbg8bNZsB2+hI6aSkkMX15h3s/B5paeKJN4qnjhvlLdxWop5KTVatWobSsFLYLvCE0uXTKN5VSheRv96A8s4TRC/vGBiF25dQhpyv3NrOquRMNu0oZHZY+t/FVsBz8LQyjBZKTk3vKq86cQXdXFyjt/eFJ8aD0dUMJReb/m3yYocKTJPj44t4JEzk0c4QW//6RwywKb25sjFVx8Yh0dTPUFJge4oX/NOUo2rq6YGliCp+IcPZ9+eCDDwz2PTTohHllI2YBYmj48ssv4ecRB1cHLq2ZUqXEF98/zwGMW7lsNZKObWTgdhqRBESjuraMpdYTd/vs6SsZCv3vWz9DXmEGa0bR9qLSs2huadD2iwpLQG7BGYZybyI2A0XWk47qGCOoIQHppaTtYpRxGpkwbhajlqM0e0Kgp/H1QfQI5PH+O16FrbXjgOxY11gMWdF+Rs9HJTVjUXgHfnSuOu/AD3FdLgBiZ61Wq/8uEAhaZTKZ4YvUhjjX3t3GugPf0dGBBx54EDW1tbDwXwCh2GrQls1I/gO5abs5/cKnXIeMwzoqOfpQMn4+Whqq0FhTCidPKUOnp/8f2fxxT9q7QIDwycsZory+tDScw+6fXuZcC4qejYLMQxzAO0s7FxadrzgPEmPt4I6EZash1jvlvtDNkUPWVrAT3Yp6vP3226OKd3TQC8J3GHYLZGZm4plnnoHYwwJWcYbJ2Cg4JsfxtVz6q6n3zYVbiJfB7qfxQBmUtQp8/vnnjHeXF94CF7PA008/zfi2la2t0KA8OFta4p35hgNDJBC7L0+kcKby2JSpiHbTPaP/2rMLBfU6RG2K0r+3cPHFpj/gz+kdsHrrZoZMrxGikAubMAGvvfYaQybnZexagL4HWVlZGB9yPcTGfWNShPZ+PG03A7ELD5kEP+9QNLXUY8/BX3GuuoRRv9FnlFavEQKhmx6/DHuS1nEMO3fGzcjNP42GxmpIA2NYZL1SL/hhZWkH4pnPye+hqHN29MTN1z3O0uWTjm1CR0crIkInIyV1F4faztMtkIHi0RzExqZInLIc0RED356rupU4mbUOTs4O+OKLL8bkoRbvwI/O3wDegR/iulwAxK5brVYfVavV9+Xk5GQNUfWwdxvrDvyPP/6ItWvXQuwQAhPngaVR9V6UM0nrGK2bvvhHJCI/nQtM5Bc+FYHjZjOedwdXf4hNe9Ik21vqGcWco7sETudB5witvrY8FyJjMboU7Uje/AlHv7v/OFQUpUOtUmmvm1nZY95tL7OUeqK3c3Dzh0AwcGAxZds5tBftRVBQEHPiNVynw/4Q8gNccRYgEB9ibbCe5g5jR262yFBvpjcvPOmJvjYeQVMNR8mjKG1BS8o5zJ07Fw8//PBQp8r3GyMWIFBTKrlI2r8fIr3fWorcfbFkOeS1NbA2MYWvna7kiSLllOpOte0iYc/vL6W9V7Y0I9jRCWbGPcjZzQoFq2X3trXFvoI8/HmWu024NSoahDxP3O8hzk54ePMmDqgdzWHN8hUwOj+G/pJQBF1WUw13Kyu4WPYcSqu6u5FdUw0TkRGrn9cIHQq0dHYi0N4B9//5O9SMnLRHTMVixEydOuaBu8bI437B26ypqWEUclbmzggLmDdkc3z3y+uMy11fKM1dA36nuT5vxs0MvK6lpQFenhJ8suYZtHe0cvo9+vcPkJl9lNIPMS48AVQHT1JeVYhORTujh+uNQk+O/6q73oCis4NlAGiQ8gdzQ/Kig6htLMS7777L9kpjTXgHfnSuOO/AD31d+ssf1XlWQ9c77D3HsgNfUVGBB1etgkptBIuAhRAI+1KSDGQBGmvLcGDD2+g+n7plaeuMKdf8A7vXvgxVlw6IxS98Ggoyk1hKPTnmkxb+ndV8Hdn8CZSKdhaBD5u0BD4hk5H0x3torutBT3XyDkHjuWJQnb1GJsy9kwHdFWboIpYU0afI/KVIe1kylE1FeOihhzBv3tBf1JcyB77v6LYAYUVQXayRoylsphkuil1bdA57/7sJGpYsoZEQ859ZAUuHwWfFXMiCFGVs3FUKtHezdFAnJ6fRbWx+dpfVAi+//DKOHz+ODnkuUkt05U+UPl/Z3Mw430mm+vgxDvV3DicxvnUSLxtbPDd9Bnbk5uC3rJ70YEq//79piWjuVOC9I4eYoy8UCEAc75tlPbzyJOT4x3t541BRj7NjY2qKQHtHnCzX4aXEuHvg0ckJoPR7qlknjnnilSdO9zeTDrA0eAEEuCEiAjP8AvDK/r0oa2pk+iiyv3pyAj5LOYbk8/flbGEJR3NzZFWf09qcwPQcggJRrlTivffeQ2Bg4GVdD37wy2MBAv78+eef4e8RDxeHoTutR09sx3490F5Cpp8/8zb8sL6HT52EHGtp4HgGdEdCqe/kzFPdu0Z8vULQ1FzLeOJJpIHRWLbgfvy+9XNthN/e1gXmZpYorcjT9psQNROzp994SUbU0MnR/oj2SWNNeAd+dK4478Bf4roEBQXNEQqF4Wq1uksoFGZmZ2dTWPZCFHOXOJphuo9VB542Sv/6178Y+rypezyMbS6N65bo20rkxxmInU9IPEtbr6sqYDXpVPtO9e5nDv7CSXm3d/WDyNgE1SU96MMkVAMfNG4WZCe2cxY4atpKVJfJoGhvhrc0jo1B4Hul8hQWcaeUfDe/S09x7O5qR1v+VpiZifHZp5/CTi+yZJgnjtdypVtA49RYTXGF2OXSuN9726I8sxiERE8o9MEzI+AUYNgaXxqvo7AZranVmD9/Pqvj54W3QH8W0BxUuRoZYYGpBf44m8Wi2v72Duy3d3d+LqfbLZHR+PGMLj2YPrwuNBx/ZGex6LdGyPGua2tDYUO99pql2AT3jJ+A3Xm5Pc67tzc+T0nhRMMne/nAztwMsupq+NnZY0VYOCpamlldfENHO0gH1cVvk8twpqpCq9tYKMJiaTB+P6uj4aIPb44ch5/O9KQga2RuoATdajUK6+sQ4uSMZaGhONfdjU0tTZg0aRKeffZZ/mEZYxYgEEeKvjc2NmN8yAqIhhjoILMRN/vx1N2Q56eBHOyESUtgY2XPUuFPnt4HSqkPCYplYHP6Ehk6GeZmViguk7PUeWNjMY6d5OL9zJx6Pfb2SsWfGDMXXV0dqKouYSn98bEL2QHBpQgxCqVl/w4Ilfj+++9hbm7Yd+ClzG0k+vIO/EhYefBj8A784G3GeoSFhdl3dXXtEAgE49VqdYOgJ2+ZauBPmJiYzEtPT9e9qYc4xnB1G6sO/P79+/HOO+9AZOEGM69pw17L1KVow5Y1T7Pou0YsbJyYA98bhd47OB7F2cmcJR8/+w54SWKH6zHg6O2sy4Gi6iRD6qb0UV54C2gskJ6ejn/+858s+m491W3YvzfDYXl1txqNe0qhblXhww8/hLe393AMw+u8wi2gOahaZGkNb2Mx524I6O1IsS4iTx/ODQzCztwcTrsZfv7YV6AD8aIPKVW9tr0d9Xq15hSFf2veQpyqrICpkRGcLCzw7wP7OLqiXN2wIiyC8cB72diA/v/S3t3IrdPRdFEUnQDu9A8HSMl0X38cKOTOo7/5TvP1Y+B5+kKH3b83N6JKxUfhr/BHekjTP3ToEP7zn//AxUEKf4+4IekYTKfS8lz8sP4tThdCiZ80YT5KSuVwdfGFPC8VqWe4ZYvjo2bi5Om9nH4xkYmYm3jTYIYfUNvSqjMoqTrFUPmJfncsCe/Aj87V5h34Ia6LVCr9Rq1WjxeJRDefPXuW5cpJpdJItVr9P4FAcFQmk90/RNXD3m0sOvANDQ148MEH0dLaBnM/Aq4zLF3VhRbt6LYvUFlwRvtxSNxiGBmbMLR6jVAknZDjD/72DkOcJxGbWWLOzf+C8QDA6AzxwNAJc1vRHnS31+K5555DXNzwv7QNMW9ex/BagNEtPv4Y8nLzYDPDA0Z2Vy43dGdFK5qTqzBhwgS88MILw2s4XvsVZwFN7bubkRGWWtr0OajKqKpiaeqaenEClHt+xkz8384d2jp1iqS/PGsOvks9yWrlNULc7QQUp1/zPs7VnTniLZ0K1szT2oZVomtS3una7IAg7MnL1Y65IEiKg0UFaO3UlWlRyvzNUVH48bQush7q7IKbIqLw4r7d2kwAK7EJXpszDy/s3a09SKCaekrvp8h7bynt6mRR+JiYGBD+BS9jwwIM2HD1auTnF2CcdCnMTKyH/cbpPfP1jy+htr6nFIWEatxPZRzS/j8iZDKrf6eIPgnR09258llGP0dI9SRUE3/Liifh4eZv8Dl3KTuQmv0b7O1tGZid8XlcC4MPNAoV8g78KFwUYqIandMa/bOSSCQ1AoFgmUwm0/3CEOq4RDJVIBCsl8lkhoFpHgZTjEUH/o033sDhw4dh4hINsT2XDmUYTMyo4gqJyqSjDWp0M7o5Z68QeAdPYhvDElkKKosyGIJ8QNQMGIvNUFuZj6KsI6xWPiByBixtRrZWV6VoRFvBDtjZ2uCTTz6BpeXIHHIMh/15nYaxwI4dO/DRRx9B7GUJq9i+m/yLjUKbQXreR4PQXJqSKqCs6WAOPDnyvPAWIAvQs0Gp4pRtQs67+wU25+TEJxUVwMbEFPODJLA3N0dFcxOLwiuUKswKCECAvQPaOjuxLUfOQOwofZ5q2ylNfX9BPrLOVTEAvOYOBbbmyDgLQJFwAr8jEDvqsz4zHcWNOmotOiCI8/DCEb3afIrKP5EwDYeLi5BWXgZ3a2vMD5KyqDyB6+3Lz2f88fODghi4HdXwb8+Ro0XRiWm+viBn/0KysbkRZcou/Pvf/0ZERAT/sIwBC5w8eRIvvvgiHGx8IfGZNmJ33NLayBDtm1vqESaNw64Da9HQpDsEExub4LrFq5B+9ghMTMwQO242bG0cUd9YjROn9jDauMjQKfA6DwpMVHZn5cdhaWmLceFTOfzzQ72pgvLjqKw5i0ceeQSzZ18a9tBQ53A5+vEO/OWw+sXHHB07q4vPc9S1kEql9Wq1erJcLj+rP7mgoKBQoVB4XCaT9cCNj0IZaw68Jh1MZOYIM59Z/8/eVYDHVWbtd5JM3N09E5dG2qRNLW3qpQK0haKLL7a4LbAsu1BgF/ixBZbFrZS6u1uaJmkam7i7eyb2P+dMRm5aaBpp0zLnefpA7txP7vfdmXvPOe953zF3KIgNfv/P/0BHi7yKgmrcZ9z0DEwtVeRfzfUVyEs9hL6+HngExIJq48eDddVmQFaTiri4ODzxxBPjYUqaOVylFWhqasKDDz6Its52mMU7Q9tg6HWETZUNOPPTEdQX18LGyx4Tb50GI0sTFCfnoSy1CEZWJvCdGQw9I30QkV3e8SwQgZ3P1ECYOVigvbEN2YfOo6O5A+6R3nAIGB1ZuZ4mGZoOlMLO1g4ff/wx9PSuXUTBVbotrsthExIS8Prrr8NVR4yFJmZjco3FjY3s6JMjT1D2U6XF2C5VcaHQoPdGRKGcHfg2RLu4YkNGOkoGOfDvz1+EHdlSZNZUw8PSEiuCgpFSUYGk8nI4mppgATnvukL4/3AvqKqnGxtamjQqJcNdwGusHQWyqIROKpUixGcRjAwsR3QFvb09OHxiE3IKznH9e1zsTbCytGeSuZTzh6Gjo8uOOB0bbJ989YJAY16so4u/PPg+tLWE/NE0Z9J9zy9Kg42VEyZOiGdW+rWb3lcSRNrZuOKuVS+O+N2vS9aGZOlG2NnZ4j//+Q90dIb+TBzRQl7lxhoH/ipvwG8Mr3Hgh7kvEolkh0gkqpRKpfeqkdZp+fr6/q+/v989Ozt75jC7HvNmfyQHvqGhgVnn2wg67z4XWlcADlaaexaJe74S7KN32CzWeyfrbG/Gvp9el7PQEwxGWxszb3oOpOF+tY2h9IX70NdZzxkpIjHS2B9zBT744APs3bsXhsGWMPAxv6xF2PvvTWgoVdXp2vk6wSXMA4lrVYAlSzcbRK2aCjq3r0cOixTrizHn2eU49PF2tNW1Ksecet+cUXPi287XoTOnCatWrcLq1asv67o0J19/K0CEXcQsXVZaihWm5rAcIeHVxVaotq0Nz+/dha6eHvl9rq2NpybH4oNTJ5g5nszRxJQh9JTRVxgxyZPcnMIIUn/nhHDBEHtzc/Btioqtm6Ts/jojbtQ2am9rM3K7ZXj66acxffrQ9bNHbQKajq7YCigCWZamrvB1nzHiccl5P5m4U9mPhZkNlsy7F9+texu9A+WC+nqGeOCO12FgIET8EcEdZeEVFhM5H9MnL71gTifP7MThk5uUx73cg0HOflbuWcG5t9/83KhA6/PLTqOqTvqHUu3ROPAj/iqMSQcaB36Yy0r17gBIz6sGQMJAN8QEYw0gXiqVnhlm12Pe7I/iwFNk9p///CdOnz4NPbtw6FpKxnxtaYDKwjSc2vGpYCzfqAXwj1rAxwrSj+Gc2oOJjkki5iJg0uKLzq++sgDnjv6CtqYaZp0PnboCOrqjo8N9sQEJSt9RsAempsacpTQzG5uM1BXZDM0gw1oBBXGdtqkuzOKcINIa+qOir6cXvz7ztWBccszNHC1Rm18lOO452Rf5J4QwYu9Yf+QeEwCb4DLBAzF3jI5T0t/dh8Z9pRDJ+kFBCg2h3bBukeum0fbt2/Hpp5/CX1cPM4xGT75QfYF2ZGfhp9RzgjVbERSCya5uOFlSDAMdHdibmGDNkUOCcwgev8Q/gGXqXM3MEeHodEEW8ZX9e0G67ur23vxFsDYaHRBgc28vfm5phIWVFWcd9fXH7tlz3dxU1+CFUB061b4XFBQgVHIDDPUvL2h7sUv+6qd/MBu8ulEtO8Hg1W3B7DtBrPODrbg0G8VlUmah9/YIYZj8nkM/ITs/BRZmtkxWt33v16hvFD5X/H0ikZmTKOjunltfYZ34kZqsu52z8BYW8lp43VFCu4x0XmPZXuPAj+XqDr/vob+VDX+M67alj4+Pl0gkelgkEgX29/d3iESiDB0dnQ/S09NVTBzj8Or/KA78/v378f7770Pb0BYGrjNHDJ8a6lbSg/D45v9D3YAWqb6RGawcvVFTKoWxuR074elquqjUb/DUm+EVfGF2o6+3B7u/ewVdAyQtdK5XaByCpywf6nSGdZ6sLgtd1SmYMmUKnnvuuSu2dsOarKbRqK6ATCbDo48+ivLycpjOcITY8vJf2Pe9vwX1RRTblJtDgDO0xTooPSfXuCbT0hYhYG440nYIMyWhSybh3Ga5HrDCfKYGYMLymFG7Tll5G1pOVcHPz4/ZlrW0SEREY3+0FWhubsYD998PWXs7bjG1gOEY3QdUn/5pwinB8hK7POmvlzQ2ItjeHgslvvjrvr0CGTnSmr8/SsgQn1tXhx/OJaO6rQ0TnZ1R3domkJDT0dLCx4uWjBqMniZ9qr0NyV0duPXWW3HLLaPP8P1Hu+/G4/UeOXIE77zzDqzNPeHjGjsqU9y250ukZal+y/V0DTApYg6OnNws6J/k4LJyEtHYVMv67rOmrmBnffehH0FOvIOdG+bMvBVnUw7gTMp+ZVsisrM0t0VJuUreUVdXH7csewI/b3wfXTI5ytHPJwJL598/KtdEnRRVnEV5TTruueceLF16ISpg1AYaJx1pHPhxshGDpqFx4EdhX3x8fEx1dXX70tPTVZjPUeh3rLr4IzjwNTU1rPfc2dUDQ4+5V4x1XrFnfX29qC7OBNXD11fmI/+8Sv5E38gcJpYOqCmRZxnNbFwQu+RxiHX10d7agJRDP3Ebqov3ConDyW0fC24Fc1tXzLjp2bG6PbhfgtJ3FB1Ab0ct18SRvJzG/hgr8P3332Pt2rXQ9zKFUSgBii7fWmubcWbtUXbibbwdELUyFl1tXTj8n53oau1k+tTAORMgmRmMwx/vQH2JnKyIoPYEl0/ecBJ5J+T1wYaWxoh7ZCEMLUaXVLHldBVkZW146KGHsGCBHB2jsT/WCnz22WfYtm0bYgwMEaY/dtrO3b29ePvYEWTVVPMC+1hZo1UmE8DlSc6NdN0pW09mrm+Al6bP5My8wqifv+zYhuauTuUxane2vIyZ6YmRfkVwCGvAj6bJ+vvwU3MjenR0GK1gY3NlCVZH81o0fV24At3d3azSU1VVjTDJEujrjQ4SpaW1ERu2/wcVVYUw0DfGvLjVcHPxw4/r/43q2lKeiJd7ECqri5VM8nQsJnIeZ9WlucnKyTrae4Deq+hcdVsYfzf2Hv6JHX4iTJ09bSUiQmeio6MVeYVpTGLn5uw7qkmI7p4upEg3wsBQD//9739hNEpol/F6b2oc+PG5MxoHfgT7IpFIngLwqEgkUjAs5ff397+dnZ393xF0O+ZNr2UHnrLbqampsLe3538XM4LOv/LKK0hJSYGeQxR0zb3GfE3VB+hqb0FbSy3MrV2gpa2Dg+veQtMgGNmsW/6KblknKMNu5eAJkUieATy+5UPO1CvMysEbzQ0V6O5sUx7zCJ7GMPqxtj5ZC7PSGxro45NPPoal5cgIbcZ6vpr+R7YCra2tOHDgAD77/HPoGIlhPssZIvHoZqZ7urpRW1DFJHYmNvLSDNJop2NEYmflpmK6b6qoR2dLB2w87aGlIyQuGtmVylv3dfSgZmcBujtl+Obrb+DkNHJ45WjMS9PHlVmBwsJCPPbYYzATaXHtu/YYqyXQc4lk4/r7AVsjIzy6fYvgQkmW7r0Fi1De3Iy6jnb4WdtwrTy1K2pshKGuGO2ybry8f4+gHQUDno2dBmldLRyMTWA7RuohWV2dONjeiqlTp+LZZ8c2gHxl7oArNwohPXJychAYGDguSxB27NjB5RH2Vr7wGGXd986udpSU5cLF0Rv6A0Eyeo8j7XexWBfa2jr48sfXBZtBznp9QxWorbqFBU1DStoR5SEDfSM8/Ke30NPbDWKdt7Z0gJmp1RXZ2NLq8yipTMbKlStx2223XZExhzoIBWSoDI7Kw6ythxeEVx9L48APdeWv7HkaB36YC7+E4wAAIABJREFU6y2RSF4E8IJIJPqgr6/vlJaWlnZ/f3+MSCR6pK+v76mcnBxhEfQwxxmLZteqA19RUYGbb74Z+fn50NbWZpb0J5988oIl2rNnDz788ENoGznAwGXaqEZeL7Uf+WlHcP74evT39kLf2BxTFj+C3HMHWB5OYWJ9Q7gHTkVRxnHWhPeLWghXXzlMcvNnj3NbhYm0tDB50cNIOfwz2pprYe8ejIi4266YPrysPgddVWeZzO7FF0fO4nqp9dN8fnVW4ODBg3jggQcYNk8WfetMOMeMvpbu1bm6i49anJSHhO8Po6ejm3kedu7cyZrXGrv+V0BdNm6hsSlcxaPD2j7UlSMm+id3bmO5OIWFOThCrKXNcHgXUzOQdry1oSHWHD3MNe6UXads++nSEnT2yInvyOZ4S3B72IShDj3s82jNiJG+urcHb775JoKCgobd1x+pIdVJ07tKV1cXS7OuW7cO8fHxV30JKKhAgRgqNezo6ICPjwTTo+6Crthg1OYmzU3Ctj1fobtHxjJuNy5+GHbWzthz6Edk55/jOvaZsTdi4/ZPlXB3Gjw8ZAbqGypRWKJSabC2dMRtNz/DNe+5BakwN7XG3Ljb4O4yumiToV58b183krM2QUcM/O9//4OJGlJmqH2MxXkUKCKCVnpfJq361157DXfdddeIhtI48CNavjFrrHHgh7m0vr6+pf39/c9kZ2f/pN6FRCK5QyQSvSKVSr2H2fWYN7tWHfgXXngB33zzjXJ9qG6VCOrUM2d1dXUMie2UEXR+PrTEYweLHLxR3bIO7Pz6RfSpvVw5eoUhdNoqJO77GjUlWTAwsYCzdyRykveqmotEmLXqrzCxsMORje+hfqB2nk6wsPfA9OUE9JDD2hWZ+jG/SQYGoJe2juID6G2v4Yc9ZV80dv2twOTJk5GVlYX29naItEUwc7HCvOduvP4udOCKiGhv62s/oau1C/2yXkYBTJw4EVQHqrHrfwWOHz+ONWvWwE0sxgLjq0PSKa2tweeJCahubYXEyhpm+vo4UyaHFZORZnusqxvWZ6QJNmRlcAjL0TV2dCLUwQEPRU0a1Xr339t9haycu7u7nF9Ge/SRMdfT3UcKB+bm5vy7qjBnZ2cUFRVd9cuk5zmVS1Fgoa2tDaYmlnjsvvegNYAGHOkE+/r78MmXz4P03RXmYOcOZwevC+rY5868lRnnCXLv6RaIxXPvQWdnGzbv+gKV1UWwsrDnY/a2rtwV9T1a8xzJdZbXZKCoInFcZeHvvfdeEKJCYUQ6ee7cuREFGDQO/EjukrFrq3Hgh7m2EomkRSQSRUmlQiFXf39/SV9fX7JGB36YC/s7zW6//XaOFqvbDz/8wI5HdXU1lixZwj9cJ06cQF2nMVraOpk8zslLnp2oLc9FeX4KjEyt4eY/GTpiXbQ21aA46yREIm24B0yGgbEFurvaUZhxguXenL0jYGHnxs5zaXYiGuhh8ht9WjtKcPCXNwTzo/r20GkrUZZ7Frr6xvAImorMhG0oOC90FMJm3gp3/8moLDiPjIStaK4r59r4oCnLUVeWg97ebrj6RrOT39vTjaKsk2htrIKDewhsnH15zIqC86gpzeJ2LpKJTMzVVFuKkuwzPDZdn66+ETramjj7P9Q+q4vOQb+vFhIfb673opeP9evXw8rKimW46AVFY9f2Cri4uKC2tpYJtLT0tKGtq4M5Ty9DYUI2tLS14RnjBwMzQ8g6upB/UsrQdrcIL1g4W4PgkMVn87iO3dbbAc4h7rwY1bkVKDtfBGNrU3hGS5jErqWm6YI+L7ZyVENfcJrG1oJHtC8MzY3kY5+SorO5A64TPGHpasOOd1FSrlxv3tOeperIavIqUJpKY5vAY5IvdHR1oN6nc5gHdr+1QT50fz/6unq5jpHubcqSaezaXoH09PQLfqOqqqpAzwsqFSF4qayzE8uNTJFSUoTKlhaEOzoh0NaOLzypvAxpVVVwt7DAFFc3aGtpoaixAURGZ6qnhxkenlyv3tDRgUMF+ejq7cF0dw84mJhedOEoEHqqtAQ5tbXwsbZGtLMLI8PoeBehtXR08NTO7ahuE9LoRDu7sl68uj0aPRmRTs6geni9QTrUvzdvE109zPSUz7uxowMHB82b+jtcWMB1+b+3Foc72pBYV8vwXAp6EXyYngFnzpzBRx99xNlcyvhpeCXA7yUODg5KPXLaRwp6EMfIsmXL+B5ITk7G5s2buSSQnqeUySUkFN2r9NtK2VQ3NzcOAvz4448oKSnBwoULee3Jtm7dilOnTiEiIuKy+qT3qdzcXDQ2NvI4Yh0D3LP6FeQXpXM9eqDvRGZ/J2c5Pes0KquK4Oosga+3HKVUVCpFTl4KLMxtERI4haXbGhqrWZOdYPGBvtH47Nu/Cu5dQwMTmJpYXFDHfueqFxlSX19fBX9JJI9DRhn8gqIMODl6IdBvEjvt5NCnSxNABHZhQVM5s0+O/7n0oyDd+ZCAKTwndWtsrkVqOkmYihAaGMsw+y5ZJ86lHUVLawP8fCJZYo6+j5nZZ1in3sXRh8nvaI/o76ycszAzseT2RJRHfRKcn8js3N1d8fPPcsk72jfKfi9evJj3hPqk/aXvx6RJk/g49ZmYmMh7RwEdIoek5w/tLe0xfU7H6DP6vbqcPul+ofuH9pR06ul5RvcHBd2GaxoHfrgrN7btNA78MNdXIpH8VyQS6To4ONxz6NAhubgryYFJJP8m/pns7Ox7htn1mDe7VjPwBD17/PHHletDToepqSnoZY2Mot3e3t6oa2xHUVEh8WSx+U1cBFMrByTs+oJf1smsnSUIn7kaB35Zo9Rj1zM0RdzKF3Bi2yfKmnWGsC9+hB3rvNSDyrF/q8/urg5BvburfwxKpKfR3yfXuSbn2itkJpL2fyvY59hlTzAzfUNVISASwSt4BvwmLsD+n/+JztZGPldbrIuZNz+PtBMbUVl4Xtk+Yvad6OpoQdrxAYcEgFvAZLj5x+DopveVkHwTS3vELv0LDv6y5rL77O/rgaODLVasWMEPGKqxGrjfsW/fPn5QaOzaXQEqkSDOCKp5F2lrwSnYDdU55ejulO+zgZkB4p9ZjsOf7EBTeQMfIxb5GQ8vBEHR1WXfQhZFco37yW9U3xd7f2eEL49hzXf1Puc+dyN0DfRAtfEkVUdOflt9C/b8axO6O2Q8jr6JAeY8swxHPt+FxlK5XBadO/2h+RwgyDki//6TBS2IgKmdOU58vR8sqk2ZTIkjIlfGXtCniZ0ZanLlgiH9PX1wc3blmmgic9LYtbsCSUlJ7Mio/0Zt3LgRs2fP5hfrzs5OzjreNXU6pDnZSK6Ql42QPTgxGs2dnfgxNUV5jJz16e6e+MfhA+gd+B13MjXFS9Pj8NK+PWjokGdXyZl+fdYcOFwESvtLWiq2ZqmkERf7+jPZnLp9cvoUTpaoMrNUE393eATeOaYK9hqKdfHe/IUXzbjvyslmdnqFTffwxEwPT7x+SDVv0ponjfgL5x2Pn8+ncuBCuRZRk9Aik13QZ7SbO/526ACfRqUnEokE3333HWbMmMFrS0YOCK25wsm8du+mkc+cHDP1DDwF1u3s7PDggw8iLi6OWf3p3YUsNDSU13LmzJkgNCEZveMQNwn9NlFyQrG+X331FQei/v1veuUcuH8vo8/Y2Fhs2rSJHURtLR2Ymdow0VxNnfweoHnesvwpdmiTUlXyhtMnLwPpuW/a+blyXA/XAGaJ//qnf7BjTGZsZAZba2cOCCgsImQm+tGHpFQVqS+NaWvjhKISFffP0gUPoKGhSqDvTm3Jof5p47vsnJJR/yuX/QVf/vB3JQmenq4+7r7lZZibyWu/W1sb8cUPrynr6Wm8e1e/ivXbP0F5ZYFyPVfc8BgKS7Nw+uxu5XwnRy2Ak70n1m39SHnM2dELS+fdr+yToPTa2iKW3P3ll19w9qxcVYXWjxzvY8eO8WcKI6k+cuzvuOMOZWCHvidEqEn7TgEVMuIcotK2P/3pT5fVZ319vfJ7SHOwsLDg4PxITOPAj2T1xq6txoEf5tpKJJL/iUSi1QCq+vv7TwLoFolEFJr06+/vpyeuXL8CQHZ29riiOL5WHXhaS4pc00PH0dGRf+zuv18lDdLU1ARraxvUNbaiT62OnBxzUytHhrCrm2fwDOSfF+rueoXFIS9F/nKiMEfvcHaY1aHxv9UnOchleUlobaiCvUcI6ijrn6d6qaI+py57AuX551CYfoydcr+oBZB1tCLrjAr2ROdRkCArYZtgLpTBL0g7KjhGbPVdHa2sE68wkbY2owdKpAmCc73DZiFXTYaFPhxKn+QLifpksLe3Y7idOnSSIs8alvph/pCMg2YJCQn429/+hqLqErSJOmHtYceZ7cx9Qt1qyYwgZB8SwnldIzxZGq6vR/5CRUbZcsp8Vw84x4rjF9N3J8e6obSWs+300u87M5gJ6wZLy0lmBiH7oHBsyraXpxejt1vFGUGBBlM7C1Rlq5wyGp9k6HKOZghWO3TpJHQ0tqGxrA52EifY9ZoD7X38Quzj4zMOdkYzheGswFNPPYWffhJUtnFZFZF0UTaMX5D7+7HA2weH8vOEv49W1szwTrB2hVH2PcbZFceKVRKI9NkCH1/syFE5HXRssZ8/bgwIQklTE6wMDWGip8fdPLB5A9oHgp70t4FYjM+XCKVAmzo78dmZ05z5dzQ1xb0RUfC2skJiWSln+Y10dZld3sVMhXiiGnri3rM0MMRTu7YL5y3SQoyrK44VDZq3xBc7soXznu3pjX35KikumqO3pRWaZV0X7fNgYQFk/f0wMDDgfySnRXXA6kacGq+++upwtvC6aUOBIsqekwOlcNLp2Wlra8vrNmvWLFZBUDd6p6G6eXW77777GP2mbvT+Q4S+Ckef76vL6JMcSSpJzMvLg52NGyJC47Dv8FrBGAGSKEjzkjmzrTATY3NYmttxBl7dwikxoZbkoM+IEZ4y3JQ1d3X2RXTEXK6HV9axm9mAnGT6W92INb6uoQqtbXJnloyy+hKvMGRmC/XdJ06IR4J6SSK9Y0UvxpSJi7jd6aQ9OHhsvaD/qLDZOJOyT3CM+i4szoSsu0t5nLL75LDnFqgSJvRhZNgsJA68R9FvSndPBxMUUoBQ3ebPn89lWfTOpDAKepHDvnevWhklgIvt8cXuhUv1SfcDBS9pXoaGhpyBp1JTTQb+uvlZUV6IxoEf5p5KJJLvhto0Ozv79qGeeyXOu5YdePX1ycjI4KwKGUX+Kcrt7BmImupKdHeqas6MzGxYtq2yIFXVnJyFiLmQJu4SLPnFnGZXvxhUFJ4bUp/xt76Cnh4ZjExtGKKfdOB7FGcJ9X+pJj733H60tdQxvH/CjFtx7ugvKFHTS6VJeYXNQt4gZ9snfA5yU/YpM/p0no2LH+vEE+xe+bAT6zEx3mBn32/SImSdFr4wDLlPHR3YWZuBoKjqhC1btmxBZGTklbh1NWOM8gqQ5jvJLVZWVcJsljN0TOVkXlkHUpG69YxgtKD54UjbmSQ45hnji5KUAmW2nD6kzLaxlQkqMlT1vFRW6RcXekFQ4GJOvddkP6WEnGKwwPnhSB80tvskH5SfL4KsXZ6pJ6PAgam9BcrT1GDHIiAgPgwZe1RZVTp30m3T4RahoirprulA89EKziiSHrJGG36Ub7Yr1N3LL798gTP53HPP4a233uJnBD0rdEUiLPcLwPbsLBChnMKCbO3Q1NWFkiaV40Dw9lg3d+zLEzq4pOP+a7rwxX6ejwRJFeXs9JLjvzokDPHePnh02xY0dipj+iwRN9fHB1uz5EHlxX5+WOTrj5SKcnybkoT6jg4QfJ4y8NTu8zMJyKmvg4+lFevCU3b+PwmnmNCOyO2muLkxU736vAkRMHWI86axd2ZL0duvCsRROUHzoLVQ9Lk3LxcdlAUViRg+//rrr7Pyi7oR0d2dd955hXZ9fA5DjhQ5dpTlJmlbBayZys8ow0pkdpSUUDeSbaXfH3WjoJR6pp0+Ixg9OfAEu1bY5fZ56NAhmBo5INArnqXevln7pmBcgosTdFyhp04fkvNOEPU8NRQgBV+jI+bhZOJOQfsZU5YzDJ4deCcJFs65G6bGFrwONXWlMDezZfm3j798TtDO2yOYWejrG+Wyi2SkIU8Z+HMMhVfZ1OglOHpqkK587E0I8J3IznhRSSZ2H/xR0CZ20mIcO71VcCzQdxIKSzIFcnYUrHBy8OI1ULfYiYtwTC250tMrg4eHG++xOhrxxhtvZAeejiuMSiqioqJA702X2uOL3QuX6pMClBQ4IiMGenLgqQZ+JKVhmgz8+Px90Tjw43NfxnRW14sDT4tEUUuKYFP2nWp1p9/0AmorC3H+6Dr5GopEiIi7HUbmNji++UP09shf9gliHhizFId/fUeZuTa1csL0G5/C2f3fojxP/rKvo2eAacueRE1Z9iX7tHMPRmNNMbramrhdxKw7YGRqxcR0PV3ylzfKyteW5yj/pmPeE2bDysELp3d8ptx3YqqffcvLOLXjUzRUyWGVBiaWmHHjM8hO2qOE82vpiDF54Z8h62rDmT1fKh37gOglIAK9Ixv+zdl9MlvXAETPvx9HN7037D4tDTpx6vAO6OnpMcMpQQCJCEdj1+YKUFnKt99+C31vUxiFqORmSKt93/ub0VYnv3csXKwQ99hinPx6P8rT5S+Muoa6iHt8MSoySnBusxzpQY76pNtmchaeNN8V2XFy1APnhl/QJ2nED86sBy+IQEFCNlprW7hPcydLzHp8MU59d4gh88qxH1uMKmkZkjfKA2Q09sRbZ3Dw4NB/dqBXJs/MU0AgeGEk9r23+YI+CbKvbgpteCrVUQQHr82d/ePOmuThFi1aBIKSklGm8uuvv2aH5+jRo5x9dzYyxt9nxWObNBMEPScjBvinY6ehrVuGj06dUDr2K4JCMNHZGa8d2I8WmfzFOMTOAU9MicU/Dh1AXr0c6kwZd3dzC9ZkV5iOlhY+XHQDEsvK8OXZROaYIIc73tubiejU7S+TY/Fpwil09qiynUv9A5FZUw0ivFOYr7UNZnl545PTBPxT2UKJH3bmSJXzvjkohGvt/3ZwH1oGXuiD7ezx5JSpF8z7tbh4bJdmcXsymvczsdMYNfCh2lqo91nf2clZ+JCQEBCKh4Ik9CygzB+tOWXkiUDrj26ffPIJ/vGPf3DgiN5TKANL6/LGG2+wusvSpUtBjPBkVB9N5IB0/2ZmyksuPD09mduH2MQVyBLKrP76668sTUeZdFpzsqH2SdnY6dOnc210mP882FjIFUd+3foxM7yTUfb59hXPsZb6gYH3KXLUiUyOnPCfN72PngHC3vCQ6Zg66QZ888ubaGySw7XtbFyZZ6e2XpWVJsd8+uTlWLflQzS31ENXrIf5s+5AcVk2ks/LYfVUS0+w+ObmOmyld5qBa5s19WZ4ugXhu3VvKeHwPp6hWDLvPj5WNSDVS/B+d9cArm+n+n2qbW/vaOX6fDJis79jxXPYdeB7ZGTLg9QEu1994zMor8rHrgM/KG/ZBbPugK2NC35c/y9lZj7ILxrx01fh21/WoK5BXoJlbmaFwGBv5n/Izpb/nlCSg8pIqKRHIbtI60eBGArqLF++XJmZJ3UlukfoN4p4Cch8fX353ZbaUj9D7ZPuMXLidXV12YGnfkcqc6dx4Mfnr5jGgR/Bvnh7e3tra2sH0vd/UDf9Uql0wIMcwQBj1PR6cuDpx/3vf/87RzMd/abBxEmeCW6qLZMTzjl4MfEbGZG3VZdkwsjECtZOcohsT7cMlUXnoaWlDTu3IIZpUZ+kxd7Z1sjH9AzkpFaX6jMjYZuAQZ5k5Obe/ndUFaWjKOsULO09YWXvhSMb/iXYWZpj9MIHkZmwg9sbmVlDEjEXBkbmTEDX0lAJc1s3OHtNgI6u/IWoriIPrY3VsHXxY+I9MiLkqy3LgZm1MywG2FplXe0M/ycSOztXf2axJ+35quIMDmbYuwVdVp+9HfVoytnODwd6caC6R02mcoy+qGPcLT3o773vPsj6ZDCb4wItNc13qkkvTMxFXWEVbH0c4RbuxdD2pooGFKfkw8DUAK4TvKBrKP/payitYyg8EcmZ2MpZvTua2lGZVcokdjZe9vLvW1c3yjOKOdjmGOCCmvwqdvQVRk74nKeXcw09weOJxI7Oo7Hpe1mVXYbOpnY4BLpCz0j+XSAIPBHoWXvawdRWDi+msak2n8ZznySBkYUxemQ9KD1XgKbKBibaU2jOU619ybkCDn45+rqi41g1LMwt8Plnn3OgSmPX3grQvU1yopTpVPxGUY3pl19+iQCxLha7uEFfLOYLy66tZeI2cm4tDeWqJVWtLcisqYGbuTk8LCz5WJtMxtl1U109BNvbQ0skQk9fH85VVkDW04MJDo54+9gR5NQJ603fiJ/LsPfSpibWgSdoemJ5KdanC0tCSCLuSKG8JldhlAUnB14dJaAt0sIS/wBsGMROvyo4FJFOThedN9X5E4nd4Hl39fQg3MFRsBblLc0IGcJaUKAioUcGMzs7DpCQY1pZWcmO6kjgutfe3XbpGVOtOv2j7CvBrCdMmAB/f39uSIEm4pEhEjtSeSEnj5BRBLEm2P2cOXOUgRCqgaeMOwVICIZPRg4fBVCG2mdZWRmTDZIcb09PDyZHLWKoe3t7CzJzEtnRtbJ0gJ93OMS6+sjmDHoxDA1NIPEMg6WFHRqaahhC3y3rhJ2tK2fXySjjTQEAeo9yc/LF+58/IVgc0m0njXcKCiiMAgWP3PsOyivz0dhYwyz0xsby3/GS8lykZZ2CxCMUXh7BfIzmeTp5LzvdUeHxEGuLGeKfW3ie/2tqbInvf31bMO7USYthaWnPwTNvjxDo6Ij5eULXQIEEb/dg6OkZoKgki5393r4ern03M7OGNCeJzyFEJUnguThJUFicwWtCzzGSs6M5p+RshKWlOe6++24mkaMAMP3+kBHRMjnyhFQkhBcZZeWJ24CI6kgFhvadvju07/T/hM6g5w/Nk1QzaN+G2ifdS1T7TjxR9N+RmsaBH+kKjk17jQM/zHWVSCRPi0Sit5jW8kIjB37c6qtcTw48PeBINqOuvhFG3jdApH1l9XzVt54k5AjKrm7+0Tcg85QKKhUYswTZSXuZ6V5hLn7RqCxMVUL0KSPvEzoLB9etQeeABIuRuS1m3vSs0tke5m07Ks3aiw+jt60C7733HpMGauzaXAGqqaTAl2GoFQy8VFJavd092PfeFnbWyfRN9DH7iSWcFU/fJedzEOuLMe3BeUoneCQrkHciE9lH0tlZ958dxgzzI7Wy84U4+e1Brs0nwruoW6bC2t0OBz/aho4mORqG4P+hN0xkYj1Ftt/A3BBTFkxHf0knM2kTXFFj1/4KUA0qvViLurpwm6kFtKlwfAxsMJGcvbEJYlxcUdjYAD8bG8z1ljC0PqO6Gm8eUZE80lQoM05Eduoa78sCKANfg6waFZTYz8aWofmvHNirzE6SU0+BAqqdv5KW2tmB4x1tzJhNZGwaG/8rQIF3gu03NDQwq7uOjj5n2tdv/QTtHXLUk40VZalfwNrN76O0XM4TQQ7z7Tc/x9nyPYfkHBM62jq4cdHD8HALuOiFf/nj66iuVZVSkfNM+u7q0Hhq+Mg9bzPpnbpRIGDjjs/YKSeHljL1xET/y6b/U9bf0zxX3/QMowUURjXym3cJ+QJCA6dw+98yYt3/ft3bHJggU2T2KRBAjjoZjUFs+VT7fvac/LtL81o6/35m5s8uOoy6piImoyOOpuvJNA78+NzNsXmKjc9rHdVZSSSSCpFI9D8dHZ016enpquI21SgqZqVRHXnknV1PDjxFpKnWTmzhA337iBEtTntLPWenjdUkSCiD3dHSwDX0l8o0pxxZi0I1gjlbV3801pQoIew0OV0DE0TF34XUY7+ivbmOYe4UxR5cn0916TlqbKjUdkLcbXDzi77sa6TMPGXeCc4/GtbTWoGOksNMwEMvAxq79laA5I2IZKpPDzCPd2EnV2ElKfkCBnk67hsXzGzv6mR1DgHOmHrfXLQ3tDJUXpF5p/Nl7V183NTB4pLfm8tdvd6eXjRXNvJ4JA9HRlmK5soG6BkbMGv9zjd/RUu1Sn9Y39QATkFuF9bWzwtH+i5hXX/IwkjYdprDUKzPMGBikdbYtb0CFKiigNUkfUOEG6he9kf7qug+JGg86bnbGRszo31KpQpCTDXyq0MnMEx+XVoqTpYUc1Zwoa8vFkj8cL6qEt+lJIPI6aJdXHDXhAg0dHbgi8QzyK6rZb140oEnp764sZFl56gufaHEFyH2DqN9OZfsr7u/H9811UPPxIQJ0TRqJJdcsqt+AsGpKctLKBVin9fW1kVIwGSkZsgZ7hVG5HInBhHrkmwbOcjqNfEkNXfXqheZ7b2zqx3WVirnta6+Ejv2f8MSdG4ufiBI+plzBwRM76TtbmPlxE459TV72grWpP/i+9dQW6/i9TE0MMbcmavZqVe3uKk3Y+IEORcSWUdHK/7zzUtcW6+wmxc/oszgK46R9BydY2Vpj6OntuB4wnZBvxerrScm/OS0w0oWfGpA2vZ3rnwBZdXnUVyZDOLguN7UFzQO/FX/2l50AhoHfpj74uvr29jb2xuZqyhYGWY/V6PZ9eTAk/NOTryhxzxo6w9Pj5xeupIP/Sgnm+vvBznek+bdh5LsRKQeW8fs80SEF7Poz9DWFuPsgW8Zqm5u44IJM1fDzMqJt5H02bMSd6C2LBtm1i4ImLQYe394TZBtF+sbwT9qAbISd3KwwDN4OuorC7iNunmGzEC+mnQLfabQiifo/NkD37HkHMHvw+NuZ5g/XQPp3BsaWyJ02gpYO/ogYc+XyuCAs08kImbfwc78SIzWqy1vG/S0e1lSjmrhNXZtrQBlCai+zijCBvpuJoLJFyfn49S3wuzgxcjmLN1sYO5oydoCt1WAAAAgAElEQVTsJNlm5+uI2HviUZyUj6T1J9ipJ1I5cvJ19MRI+OkwS9OZO1khatU0bvt7RlruZ9cdR0tNM5yCXBG5aio77se/3Aeq0Rcb6CLmjpncz5HPd6OxrJ6l7QLmhiP7cBpkbSo2YS0dLTgEuKAsVSXTRWNfjFk/ZHEU3Jxc0Z5ez1I/VJ+osWt7BZ588knk5uTgTjNLGGiN7PdvqCtB8Pp7Nv4qgL8TK/0DkZPwScJJri831dPHXyZPgbOpGf539gzXytsaG+HOCRGgWvdvks8yizyR3t0SEgp/G1u8uHe3khCP+vvn7LmwMDAY6rRG/bxj7a0439XJjPMaMtNRX95R75A0yUk1gIj1dLR1uVbdxzPsAmc9hkjpzgpJfoP9YxjSrqhLp8mRpjqx1Z8+u4drzgkiT5JsBDvfvu8bVNeWwM3ZD4vi72JoPGXUieyO5OWoHr2jsw05+SqCUSKNu/3mZ/HhF88ICOUogUK154MJ6WIi52P65KUD/e5CflEa9PWM0NfXi57ebmhrabNcHEHkp8Us5WDF3sM/szQeXQfpvVNZwGByvIux24cHT0fKQG29YmMoAHHXqpc4+05ZeEL6UH379WQaB3587qbGgR/mvkgkko9FIlG9VCp9eZhdXLVm14sDTwyvq1evRmePNoy8FjKcaThG9e7Ht3woaBo0ZRkyT29Xkt7Rh07e4UzKQprwCjOxcsSslS/+5rDSs7uQqcb67h40VZClp4aDj1nYuWPivPtw8Jc3ldl7IrCLW/E8xHqGOLz+X3K9+AEjTXsLGzfkqEmpEIleUPRSpBwWyilNmn8/HDyE+sPDWbPOyiR0N2Qz+3BYWNhwutC0uUorQJkX0pbt0emD+Rxh9p2mRLXie/61Ea018nIQIqub/eRSJK49iuocVTbRZ1qgQIOdzg25YSIydiehp0tFxOUc6s6ydAoCOjrP1M4M856/ifungEHO0XRoa2vBb1Yo7P2c0dfTi21//xmdLaosCgURagurlFrw1JYCBI6Brsg+rNIapviUxyQJ8k+qgmIEl6fzjn2hku4htvyZjy7Cvn9vQnuDXOaHsvfxTy2FnqE+GncVw9TQhLPwmlr4q3SzXsawRPBFmUWSACRlBdLPJqO6bCI7ddERY5GJEKZ7Gd1f9qnkHDy2fauAfd7VzJwd99p2layUp4UlJNbWSjI9Gogk4+b7+ApY7gl6TxJ1pCmvblT7vtDX77LnN1oNKnu6sbGliQlNn3hCWPM8WmNo+hndFXjxxRdZo9zFIRDTY25kabevf/qnkhyOWOYJLv7zhveYQZ6MyOVuu/lZnErcxbXyCpsQPF1JQKc4NmXiQmZuV5C80XFf7wlYPPdenEneh7KKPHacI8PimIGe6s7V7cmHPsDJMztwUk0liIIHM2NvwuffvqycJ9Xak/NMUPrDJzYJWPApkBAWOBU79n+r7JreEYn0Tl3Dnj4MC56G1PRjysw6wfnvufUV/LD+30oUAJUQ3LHyBSQk7cG59OPKPonUL9B3Ilrb63A+dzsTEarLG4/uzl2d3jQO/NVZ90uNOjyP51K9/gE+l0gklHalJylR0OYDUOmvjEPtd/UtuV4ceCKFoQeR2EICffvwYd91BenHcO7wz4L2rn7RF8i/mdu6gmD2ClZ3RYP41X9DSc4ZPu4siYKlnbugLyKMoyy7lYMnE8+lKhjyB84ibXbKpHP23NQaXiEzoKtnyKR7pdln0NnejJ7uTugbmcPdPwa7vxXGjLR1dEFzI815dSP5u+IsIVNx0ORloPFGaj2tlegoOcQMuhTN19i1swLk6BByYnDtu/oVyDq6UJSYh15ZN1wjvJlVnsjeyNFuqWliZ7i7sxuJa4WSPu5R3ig8I7wPzZ0t0dncwf/Ubekbt3FG/cCH2ziDT0aZ8nnP3Yi+3j7sWiPU7rVwtkJrbTOPqzBy1u39XVAxwIyvOD79oXl8bk1eJQgp4D3Zn4nwKqWlKD6bD9KL95kWxA57V1snihJz+eWNZOUMTOUQ67a0enRmN+KRRx7B3Llzr50N/gPO9NNPP2UyU4XFxMRg/Xr5/aOAz88wNIa/3uWzohc1NuBIYSEMxWLM8vSCuYEB1I/FeXr9Zgb8VEkxa7tTNp7k6B6Nnox/HTvKbPQKI2edauUVbPaK437WNshSY5+n4/FePtibJ2Svvy10Aub6yImxfsuIBI8y+bl1dfCxtkasqxsHvOvb27E/Pw+y3h4QiZ66xvxQbyMKVHzX3ACRoSH/rgw3kD7U8TTnjXwFFOojfu6zYGEqRxA2tzYgQ5rAjjrVmlPNN5HSZUhPo729Ff6SSJaPI+Z5qgGvqilmtnciplu/7RPBpHy9wiHNE5YmkVPs4RqA85mqdxJirye5uMISuZwimbmZDUimraQ8B93dMv6uONi68e8zBQ6IQNfY0By6uvqYEDyNYfdk//3uVUHAgI75+0QKgg10jMoAKIuubnQsyD+GnXg9PUNEhsYxsqCrqwPp0tPoknUyyoCOEcogOzcZNXVl8HQPYrI7sraOOqTmbMcNN9zAAcPryTQO/PjcTY0DP8x9kUgku0Qi0SQAB/v7+1Xh9IH+xpv2u/plXi8O/Pbt20EvbvqO0RCbCZ3my9nWjtYG7P3x7wyVZxOJMHXpX3DuyFqBtnpA9A3MbF+Rf07ZPdXG9/f1smPOTbW0EbvkMWacJ8b7tuZaZno3NJHDhZtqS3HwlzWC6U2cfx8cPUIvOmWqoT+84V/o75VTKhiaWkHPwESQgScdeGKdzz67R9kHZeBjFv4Zxza9p5SWE2lrY9bKlwQ1/pezTurn9vfK0Jq9AeHh4Sxvo7FrYwWI9JECLvVNDbBY4AqRzvDhxB1NbdjxxjqlXBvRec58ZCGS159EY7lcwossaEEEM8WXnlOhRswcLDD32eU4v/0MMvcJM4oTlkfDK8YP215fK3D6faYGoJvY8RNUDoxTsBvoX8KPR5TjkXO+4K8roa0zMh7R3vYeNO4uhreXNxM2amz8rgAxNqenq1AYNNOzZ88y6/e7776LgwcPYpWpOSy0hbKBl7qiwoYGlmHrJc1zkqAyNMKfJ0XjjcMH2SlXHFszZx7Xol/Mmrs6UdLUBA9zCxjq6uLd40dBrPAKm+HhCQOxmHXYFUaM8Qskvlirlm0nmbs1c+binWNHUdkqJxuj+bw+Ox7Gur+vlvDjuRSlRBy1I933xb5+eG7PLiVCQKytjddnzYHTMIjw9rY2I7dbxjwDxICtsfG9Ahs2bMBXX30FP/c4WJg6j2iy5Nz+56sXlFlx6mzZwgdx9ORmgYQcabjn5KWgt09FD0VOONWPb9rxGWrqyrn23dXJB2lZp5VzorpzG2tHgbyboYEJHrr7DQ42KOzXrR8hVw0dSQEI0qEnuTiFUXDp9hXP4+eN7wlq5FcufZyDC0Mxgt4fPbUVPT0yTAiZjplTbuSglSIDfz0mNTQO/FDujCt/jsaBH+aa+/r6tvf29s7Kzc0VpjiH2d+VbHa9OPBKFm33eGgbjIygjWTZcpL3MUTeM2gaw8zbWxuQlbAdrU3VcHAPgXdYHDrbW5B88Ad5nbuNC9x8oy+AqVP2vr+/DyVSuTY2abVPueFRWA1EainjL03cyTXz9u5B8I2cD2MzGz63ujQLeecOsbaBd2gcZ+ULzqucEzonZNoKlOUmKWvgqQ6fZOLOHV2L8txkGJpaIiT2Ztg4+7JcXF7qQa579w6dBRvn38/UXM592JqzCXbW5vzSprFrYwXOnDnDmUo9DxMYT5DfcyOxusJqZO4/h15ZDwji7hTsDnLs03YmoaW6EebOVixBZ2RpgjNrj7EMHEm9eU8LhFuEF0qS8pDwkzAbQuz21u62XFufdyKLyfAcg9wQNG8CyjNKUCUth6y9E9YedqwtT7Xw+SezUHQ2DwZmhgiYMwGmdsPjwxi8Fs0nKtFd2c7azF5eXiNZKk3bMVwBIuYiSSaFkc72oUOHUFxczBJn9dXVuMfMkp1uknIjx9dGjZyQst/E5O4+SHLp2+SkCzLeQbZ2SKuuElwNZdZJ8o3Y5gkmT7Xp6sbj1tXC0sAQxrq6WJ+Rjvz6OtiZmCDOw5PbfJV8lsnvrAwMMV8iQaybB35KTeHMOTnoU93dMcfbBzoiLZwpL0NPby9n/h1NTGFrLJc6VVhNWxuSystYm57k7R7YshEkGacwQhPcERaOT8+oHCX6jBx7IslTt/z6epbMU18bktlr6OiAt5U1a8Ynd7bjSFMjlixZwmVtJCmnsfG7Art27cLHH38ML+fJsLW8uJIMkcFV1ZaCarzVWd4VV0WOeHlFPowMTbnW/ETCDmaxDw6YDIK719SWYeeB71if3d3FnwnsSCeeauMVZmlui1tvfBqtbY0wMjLjvj764hkBpJ6Y7t1c/JFXqCpdpPa3LH8Sbs6+3BWR0eUUpOLQ8Q1oaW1gffl5cbfBXxLFxyjjTjXw02OWMrqgoqqQ4faUYQ8LmsboAkKSUK28WKwLW2tVUIOI+No7WznTTqR6xKyvbgoIfUNLGbIK9l+XigwaB358fpc1Dvww90UikVCB5Yrs7GwV+8Yw+7rSza4XB37NmjWsj2nkvQRa4qtD4lNfVYAj6/8t2EIX34lK513xgb1HCKLn3688r625Dse3fMBM9JTx95kwGy4+UTi47i3O6JNRxtzVdxKKBrHDUjCAnPOrbW0Fu6HT16aEql7t+WjGv/QKvPXWWzh27BjMZjpBx2LsNM6phv3Yl/tQmSmXECId+GkPzEXWgVSk705myDw529MemIeMvckoSSngLIbXZD+4Rnjh2H/3QNYuY1K6CctjYCdxwr73NvMxMoLFxz26iKXnxtJkFW1oOVl1XcIix3LdrnTfqampWLVqFRobG1n1YNmyZUzS2NXVhebmZsSGheFmG3uWbiPHk5jfSaKN2N/fPnoE0gGoeoidA56YEstOKdm6tPPYkpUhuJxJLi44XVIiOEa16VulWQxFp0w5ZekjneROQHVrK944cpCZ5WncRX5+WOYfiH8dP4qMgUBAgK0dnp4ylbPw6zPSmPiOYPXPT5vBbPMfnj6B7t5eUJb80UmTOUuu3udiP3/cHCTXySYd+jcPH0L3wHMkwtEZufW1aOpU8UmQY08O/HsnhCUwNweF4AY/uT45jffOsSOsQ08WZGePp6ZMZf367dIshjZTIOTF6TORUFuDrxMTmCuCdKc///xzVinR2PhcgczMTDz77LNwsPaHu2PUBZOU5iZh6+7/oYfuZ7Euls1/gOHiCiPG+R82/Js148koSx4/Y9UlL5b63bL7f0w4R1rsEq8JyMpJZHg8wfNXLXsCP294VynnRh0S+3yQXwwS1Dh+SP7uobvfhImxOQqKMrBp52cMc9cV62NG7HIE+k5i2buhGjnyP296nx17MqrXXzL/fuw5+KMSbm9lYY+QgCk4eFxY2qW49rLqNBRXJuH555/HlClThjr0NXGexoEfn9ukceCHuS++vr5ETfxUf3//swDyeil1q2Z5eXkq4dZhjjFWza4XB/6dd97BkSNHWP9dSzx0aSCCwRdmHIe2jhiewTOU2e/hrvepnZ8pie30DE0RMesOnNj6kaA7W9cATF70Z+Wx5EM/oShDRYRCTjzVvucN6IsqTpSEz0FxdgI6Wxv5EMHlJy96eFzUGbbl74KeVhd++eWX4S6dpt0VXAGZTMbZMZl2j5y8bpikj0OZ8sWk6EhzPXXbGSa0U5hbpDcmrZ6OjqZ2iLRF0Dc2wKFPdgjI8khz3n2SBDlqRHXUfur9c+Dg7zKU6Qz7HJprw/YiWJtbMZndWK7ZsCepacgr0N7ezrB5T09PDrhUVMgJF+vr62FpYoIIK2ucKFapEFBWeUVQCH4+ryqJovMpmz7RWX5fkbP/6oF9aOho578py35f5ET8/eB+1A8cI+ebaskVsHY6jxzk9xcs5jYkAXe4kGhy5Eb30K3BofghVRj7p1r2H1NTBKz1Mz29kF5dxUEAhVG23d/a9oI+352/kB3qD0+dQEKpMMCwPCAIGzPS2emm8e+PnMj69FQKQPJ0ZLZGxng1bhYz45MdLSzA54lyFJnCSAKP4PjqNfw0x7MVFahoa4WhoSEI/UBolaNHhcgazW06flaAvisrV66EmbE9AjznXDCxj798njPZCrO2dMC9t/1N+ff+I7/gTMp+Qbt7V78qkJD7rattb2/hrDw535TNpppyhYUGxrLc3LbdXyqPz4tbDaqpX7f1I86Qk+M/ffIyRA1w+RCpnbquPDna991+eWV9Ccn7cGAQN9Hs6auwbxA3UrD/ZJzPFMrtLZl/H9fa5xQfQ21jvkYHfvzc5tf9TDQO/DC3WCKRtIhEIkr7Dl5D+rtfKpWOrABzmPMaSrPrxYGnulSCTRp5LYKWrhBC+Fvr0FxXjkO/vs0SbmQk6xZ/6yuoLEpHxukt6O7qgHvAFARNXorGmlKkHPoRzfUVLC0XPvM2lmsbbAS9Ilm5rs4W2LkGQKxrgBPbPkZ1cab8VJEIHoFTUV5wDr3dXfAImsa19VVFaYKuCEpP0Hp1i5p7D/dZVZTODPQEgVeXgSOplLTjG1CUdRK6+kYIjFkKZ+8IDlBkntmhHI8k7QgtQGR9LY1VXJcfPnM19zlca8vbAQNxH37+Wch0P9z+NO3GdgUSEhJYNUDfxwxGwSMrObnUTEnGLWWTEJ7rOdkX+SdUdb7Uh62PA2w87ZF9JB3aOlrwj5+A3OMZaKlSabjTeZ7RvnK5OjWLvTeeyfTG2lrOVENW0sp18N7eF4ebjvUcNP0PfQUom+fu7o6eAcg4OfD6YjGCLK2U2WRFbzM9vHCwIE/Q+U2BwShoqGf9doKn3xYahpauLpwqKWGddqpXX+ofwDB5gqKTA//glo3o6FbF8Ikx/qtlN7Gz/M7RI0itUqk30GBEfHcgXzjuxY4F29kjq6ZGmU3nZ5a2Njvwg/v8W9xseFla4f0Tx3G2XI58Udg/4+cyMoBKBXysrHC+qgqbMtMh6+lh/XgKWBjoiDmoQIGISEcn2JuYYHOmEH1AJH5EeqduBNFPrqxAW28vDAwM+J+RkRFycoRke0PfQc2ZV2IFiJyzpLgUEQE3s5ycwsih/tfHDwu0zvV0DfDEg+8rzyEWd2KZV7cFs+9kKbaKygI4O3pjYfxdMDAwxu4DPyAr9yzMTKwwZ8YtcHeVIzzIGf92EB8QQe1XLfsLZ+Bz8s8hMzuBnX0iqqP+KfN+InEnZ+2NDc1AGvCbd34uqKsnyP3TD3+snNqps7uVuvPREfMwKWIO8grTsI84jlrqmZyOiOsSBwUkwkNmIilVKKca5BfNsP2jp7cywV5E6AzETlrMJZNnM3+FoZEevvnmG2hrj9vX/2HdWpoM/LCWbcwbaRz4YS6xr6/v7+LDpFKpMDw5zHHGotn14sB/9913nP01cJkBHeOhEeekn9qMnCSVlBStL5HTZZzeyhrwCiPN9eyzu+UQ9wEjaDxl14diVN9eTOytLXUwtXLC2X3fCPonJ74gTVXbTjrzM1e8gMR9Xymz+Y5eExAZfxe0tH77YZCfdgSpR1QZcCLRi1n4EAcQ1K8nfPYdSD+5GV1tKsfIPTAWYdMvDXu72PXSA6stez3c3VzxwQcfDGVJNOdc5RVQaL+bTnOA2HpsS07a6luw6631SoI7YpcneTbSl2+qUGV2vKb4Ie+4ioGYlogk3/JPqpx1O4kjw+gJQq+QpzNzMEf8k0uZWX6srau0Fa0J1RpN+LFe6FHs/7HHHsOvv/7KPTY0NMDLxQUL7Rzwxdkzqt9zM3P8eWI0/rp/j5KkTldbB2H2DkgoU2WwqW79psAgQTaaoPBvzZ0HBxO5VN3XSWexP1+lvjDVzR33RxHHLXC8uAifJpxSjutgYoInJsfipb17lI45Odf/mD0H/zp+BFS/rrB7I6KQU1+HwwWqDP50D0/Wgx/c55o587lWPaO6Gm8fPYzegcymxNqGHXKqw5/i5obmzi68vF9FeEpjPTwpBt+lJIMI9xQ22dUVCaWlSrI+Chy8EU8kekcEiIA/T4rBkfJSnC4qYsedYPS33347qFxHY+N3BRRqJN4usbCxkDOpK2zbnq9Y711h4SEz2PlWWG5BKn7dqnKSTYwtYGxkiooqFcLF3cWPHW9yoBVGgYCH73mLa9Qp0Pbf714RwOXnz7odlIUnW7flI0HdO+nVk7OtDmEnGTlv92BI85KVY5CTvWjO3fw3sdsTYZ263bToYWzZ/QUz7CuMtOHTMk8ps/40T5KR+3bdGrSqvTOtWPIYPN0CL9jUptYKZOTvxfz58/HnP6uQluN39y9vZhoH/vLW60qdrXHgR7jSoaGhRu3t7RIdHZ3upqam/PLycjnWbhzb9eLAnzhxAm+++SZ0bUKhZy2P6l7KclL2I/3ERsFpniEzkJ96SHDM0Tsc5blCGRRyssNn3Y7spD3yzHbgVNaGJxb7zITtaGmoZFI6nwnxAqe7MOMEZ/LVzTN4OiwdPFGac5Yz55RJb2usgrWjBM6SSJA0HGm9U1uxrj58I+bBws4N9VWFHFjolnXCI3AKIwdIak7d3AKmCOH5AJx9olCaIzzP1MoRcb+jYf97a9nb1YT2/J2YPXs2Hn/88Ustu+bzcbAC5NQUFhXCYrE7w9XH2upLalknvr+vDz5TA2HlbouO5nZID6Sita4FLqEe7MxTXby6hS2dxLXtlVmlMLW3gN+sEOga6LEsHGnGi/V14R7pzeR1V8L6OnvQsKMYkZGRePXVV6/EkJoxRrgCVPv+ySefIDk5mXXgdcViPGBpg1PFRThdWsKkb4skfiwJRzXje3JzmMRuro8PPk04jfKWZsEMCG5+sqRYcOxP4ZGo7+jgrLyjqSks9A1Q3NQIqp5vkck4Q7/ELwCelpbcliTl6BwdbS2WcyMyO6q1J/Z6Iqej7Hl1WytD3avb2kBBAGKop1r0nTnZPE+xlhaaurpgJBbDw8KSSfOI9I7q6inQcLSoUOns2xsbw83cnGvzqRSAjNjt5/j4cB27upFjf7xI5XzRZ0RaR3Xye3NzCUSmnCOVC8j7bEe0iyv/O97ajE3SLC5fIMnFBx54AGKxeIS7qGl+uStAMn6U1LC2tsZTTz0Ff39/nDp1ignr6Dtx9913s5NJDtnLL7+MHTt2wM3FBzfMeRR9vb04dnorikqlTOJG8nDEDE+cEu0dzTAyNEfspEVKgrfsvBSkZZ2EkaEZJobH47Nv/iqYLjHEkwNPcnDqtnLpX5CTn8zOPo1D9fAkYUdOPZHgEbFdbPQNAl16RXtvjxBQ8EDdli94EBXVRawtb2lhh87ONu7PzzsC3d1dnC1XN3LWUwfxClHmPyZyHpLTjjCzfdSE2Tw3qvE/nbSHSfUoMEAkdjQ+wfSnxiyBqbEFIxGOJmxAd087B62oTC0tLY0RW4T+ueWWW7BixQrU1dXh7bff5s+mTZuGJ554giXxrgXTOPDjc5fG/i1ufF73aMxKSyKRvCMSiR4mVNtAh139/f2fZmdnP0Uw+tEYZCz6uF4c+GpiFr7nHmgb2cPQdcaQlqq7qx1HNr6Hlno5pJHI4EKnrsS+n1+/SAZ+D9qb5fWBZA6eoQyL7+2RE2mRTbnhMaSd2MDycArzjVoA/6gFyr+b68txYO2bgv4j4++Gs08En3Ny+38YIq8wt4DJcPQMw0k1bVUdXX1MW/40Dq9/h4MHCqMsemG6iojoSmXgZfXZ6KpKwoMPPoiFCxcOae01J129FWhra+MXCW0rPZhNc7x6Exk0cllaEY7/b5/g6OwnboCl68gZ8kfzIht2l0C/XwzKWtELrcaunRUg54VYt5eZmMFe59JO5eCa9d/KwMe6ueNoUYFyISRW1ljk588ycQojuD3Vpitk3qjengjgFOZtaYVX42Yr/yYH/PuUZLR3y7jenurxSSeeLLWygrPfCiNd+XfnL1Iy3hPrvDopHcH7qfb9+3Oq7CS1neXpLUAL0LGLZeApqHB7WPiQNnprSxNKe7rx7bffMomdxq78CmzZsoWfxwqjfdi4cSPmzJkD4j8ho5KOzZs34+mnn0Z2djYTPFKpCdWUd3Z2IFlN8YZk1Yi0bfMulcoMOfUP3fUGa7APNoLDEyxeYb+VgXewcxPovpMGO2m/E1u8wshBNjezZqi7wn4rA//w3WtgaGhy0Yw+McynqCEdqa+LZeApMEFQ+N+zY6e3cYBDYeTgz562Ej+s/xe6ezoYNm9nZ4c9e/Zg0aJFvLYK+/LLL5lDhUiXFXbvvfeyIsy1YBoHfnzuksaBH+a+SCQSCjc+CeAVkUh0pK+vT1skEk0F8KpIJHpbKpWOW/zY9eLA09bRg0gqzYaR9+IhE9lRtptk4LS0xbBy8OKHGkm+EYy+WyavgQ+MWSKvgT/8E8gBt3MJgLWzL9KOyWGZCrsY4zxltknaLStxJ2QdrSBZOapbzzyznZ1/a0cfzrAbm9vCMzAWO795SeDcU12+o2foBezz7oFTUZguJAaibLu2jg6KMqkG3pjnLa+BP6EczzNoKvwnLuaMPl0P1cA7uAdjwoxbh10DTwz0kDWxRJPmhW2YPyJXsFlGRgaee+65YdW/98h6oKN7efrZl3Np6buTOFOvRbW98WEgvfexNFl7F/KOZzIawCXMkxnyL2UtCVWQlbZpdK4vtVDj8PPExES89tprCNLTR4RYD7tzsrnOO9zBCcQoP9haZV34IjERKZXlcDIxxd3hkfCytGRNdqpbJ8eZ6uSpPpwy5uoW7eyCU4MI5B6ZNFk5ztO7doAk2NTtw4U3MBKA6uwf275FCVmnc+ZLfHFrSBif/mVSIg4Oqj+nEoAYVzf+/PMzCYKAAh27WF39quBQvoaNmemc3Z/jLcGNgUFca/9N8llUDNTA/ykiimv8L2WHi4vwS2E+3NzdsXXrVpiYmFyqiebzMSDGIKMAACAASURBVFgBct7JiVe3O+64g4Mq6kbkdWvXruVD3d3daGlpgY21A3q6+9HWLkSeSLzCQJl2dbv5hkfhpcZIr/iMiOR27PuanXgXRx+uWSe99t0Hv0dmzlmYm1ojLvYmJqNTN2KZJwde3fmnz1ct/QvD74vL5IgAe1t3dMk6OEuvkK8jwjvKsjvYe7DM2+CaetKU93QPHqiBFyE6Yi7XwOer1cCT1NzcmauZHE/dikuzkZJ+lJEBlJHfvPO/qFZL1NC5gX7RSE0/it6+bmX5yMXWnEg1B++No6Mj6LfpWjCNAz8+d0njwA9zX3x9fQlv9qxUKpX/Eg6Yr6/vSgD/lEql45bt6Hpy4Hfu3MlQSV2bYOhZX1ibNMztvWgz0oo/OqieKnDyMiae65Gpagft3IJQV5mHni45bJEsas6fGG5PdfFJ+79THje3c0dXexM6WlR1wRZ27uzAU826ulFQgDTo1Y1I60iC7kpab2cD2gt2IyoqCq+88sqVHFoz1jBXYPfu3fjoo49gFG4NfXd53e6ljOrYT313EHWFNTCxNcPEW6fBys32Us3G9edEOLn33U1oLJVrEYu0gKn3zYW9n0r392IX0J7ZgI7MBobQE5ReY9fOCvT29uLOO+9EV3MLys+dQ9aALBpdATnn5OSSRnpjZwczsQ9VaeCto4eRVlWpXAiCp8d7+2BDhhCeTuRyRmJd1p1/98QxzqQrjDLzHyxczMR02bW1eP2QkDqHsvAkJUdGmfvBjPnUN9Xht3Z1MUz/13ShVvarM2bh87NnUDFQEmBhYIjXZ8XDTH/oElvqO03fHwpamOsbMPSfAhrUv6y/nx2YuLg4rFu37tq5Oa6jmRJ8+//+7/8EV0QwboJqqxtlfan0sGOgrKKpqQm2trbQ1TZDRZWqTIRY4gk2fjJxl6D9/bf/naHqwzG6f/7z9YsCLXhHew9YmNkiXaoiPSVn+pF73lbqz3+z9k2lxBuNu3jOn9iZJni7wgJ8oyDNSRIQ2hGCYMHsofEWqV8PBRO+X/e2siaekAcUIMhV06InFEJ0xBwmw9PSEsHc3Jy7ePfdd/Hkk5TbUxn9TZxNNTU1yoMkNXetfFc0Dvxw7vaxb6Nx4Ie5xr6+vm19fX0hOTk5AkpWb29vb21t7TSpVDq8J+Qw53M5za4nB56gwQSjb+/shpHXQvT2gbPR7S31cPKaAEt7D16astwkdqot7T3h5BXOL2lUT16elwx9I3O4+8eAYOrtrQ3cHv19cPOPgaGJkK373NFfUJB2lDPmJOk2ad79KM9PwbkjP6O3Wwaqk/cKiUPqUUFcB86SKETOvhNHN/0f6gbVhIVOXwUi1yOHn2ToJs69Bz09MmSd2YGGygKItLTgFTITQZOX4fzx9cijev3+flg7SxA9736e928ZseNXFKbyvNz8Ylg6r7WpBsVZJxmB4OY/GQZGZqDSAsrad3W2wsUnEmbWv+3QtJccQW9rucaZuZwv3VU+lyB8BKc0ne4IsdXQfpqOfbEH5ekqMi9jaxPMe/4m5J3I5OOmduYIiA+DnrE+mqsaUXgmB2I9MTyifaFvYoCutk4UnJKiq72La9bNHCzR19uHorO5aCyrh72f00Vl4Oglj3Th6wqruW7eJczjAqeKaueLEnMhNtRlhno9I310tnag4FQ2ujtlcI/y4fl1tXYic18Kmiob4RjgAgsXaxz4YJtgN5xD3DD57t8PgnWVtaL1tLxkZ+nSpVd5NzXDX+4K0P1P9cEJx49DrCaf6GlphXk+EnyVlMgs8qSv/uTkqVwjn1hWisyaGnhaWHCWmwjiChsa2FE209eDj6UVPk44xfru+jpi3BcZBWKNJyedggR0foSjE6S1tUwOR1B8yn7/kpaK2vY2bkNEcTpa2gi0tUWQnR3+sn0bWmSqEqlbQkIR4+KGQwX5PD9pXQ3y6+v5+zDX24fn+XNqKuvPu5mZg9jv8xvqeWzSobc0MOBxKeNORnXtZ8pKoautjRnunpz5b5fJcLAgnxEAMa6ucDO3QHt3N7ZkZaCooYFZ9gkJQLJ5VB5Q1tzMTPwU/CDd+nSSoRPJHRia1+nTp+FyEWTD5e6Z5vzLW4HGxkbcdtttSEpKgo6ODnPTkONIeu9079Pvanx8PKOI1q9fj5deegmdnZ2wsbHhmnkDXQskJZ9l0jYicVs8909wcvDCui0fcnacSod8vSNgZGACG2sndu6JRK62vgJpmSe5DRHQEZydasaJkb6zq53Ps7FSlW0RLH7Lri84m25sZIbli/7MWu+/bPoA9Y1VnAknsjqxWA/ODt6wsrRnuTl1IyZ4cuA7OlWEj9pa2pgZexMOHV/P+vXWlo6IjpyLyupikAxesH8Mz7euvpKl4MgBDwucyvPt6GhFCs23s43nS3NPPHdAMOaMKctxLu0ok+6JxbqYQwhGAxn2H9rI60jqC5R9f+ONN7BmzRrmHaDgISU6yHknzibaE0I8ODg4MDIiMHBsk06Xdwf99tkaB360VnJ0+9E48MNcT4lEkigSiX6QSqUCiktfX18Kvf1JKpUGDbNrZbPg4GALmUy2tr+/300kEhV2d3evyM/PF+orAZBIJIUAmkQiUV9/f393dnb2xN8b+3py4Ok6N2zYgK+++gpiS1+cOXEIlClnE4kQveABho5L1aLIPuHxsHHyFTC1W9h7YNK8+3Bg7RsMeycT6xsibuVL7OCqW0dbE0Phjc1UdboEvacsuomlPVobq7H/p38I2vhFLQD9S9j9BcrVIGnknM+9/XXo6Brg/9m7CvCozqz9zkxmJu5uRGdiJCRICE5wK1Chpf532+12a9B2t25bd9ttt+3WFdpSijsEJ1hCQtzdPTOTjP3P+YaRGyxKA9zzP/v85c5n93x3Mvf9zjnv29lmOJ09uOFjxhZP9exhcclMH97aYg3nmp+IYPJP7kATHVJ4BbOofHVJBo5t+8q0DsoMGDnpOuz55Q1TxgCNm7zsSexf9yGTtmNuE4kwefEK0+GH5Y1oOmuhLNuNmJgY9kPV22jVQL8LfP+BeeDtt99GSkoKnOcGQmTbu3T49S/8CGWrOYuEVhA1exSytplTKt2CPTFm2STGEK/t1rJF2rnaM8b5ne+vQ3u9ISWTWOhnPHwNS5UnoG+0hOuSEDaJmzKfsekYsrebtbkjZ8Zi5IKxpj7NlY3Y9cF6aNWG+ew9HDFjxTXY8e5adDYavrsisQgzVy7G8V8PoKGo1tQ3bHIUCvZxpbGCxoVj3PIpF3SwukmFtj1VWLp0Ke66666BbQbf+5J7gKKMd95xB6tPlVpovxLgLmhq5EjAJfoHMKC7KsNMljUrNJylwb+WssfE7h7o5AyKgFM6voetHZOqM1pNezsDzS+l7OIwthNR3bPTkhlJHqXyp5SYa4ZvHBmHSA8PNm8jEcT5B2JuWDie2rGNZQeQEXBeMX4iI82jv70Pb1pvYtCnz2mdlAWQVVeLr0+aZb5I6u2WuFF4Zsd2qDQGuTsXGxu8MmM2XtuXgvLWFsP3RijE01OnY31ONk5WG34PyOaFGwA8EQAajdLrnZ2ckF9XZ5KPI+K69PR0UzTykm80PyEKCwvh5OTEQLnpeaypYSR2I0YYyi3IqEa7urqaSWNSZhHtW1jAFOi1ViwiTiDVaI3NNSgszsAuixJCSj2fMGYevln9GjRnnimqW7/jxqfw7arXTOzyJOt2+7In4elhDgqQBFtzax0jgyNQTcbkeNlhwEEcsVAKih85ldWx0+dGiwgfjbr6Cgb4jWZn64gH734LKpUCHZ0tqKwpxuad5vIB6jNx3EK2NvUZHiNK67/jpqfx3erXTFrytJ64qIk4kZHCeZpuWroSgf4yNDZWw9HBFWptJzIKNjHJyhUrVsDe3p7VwBuNou0E1onY0WgKhQKlpaUIDw9nhyyXi/EAfnjuFA/g+7kvMplsKYDVAoHge71ef4iGEQgEE/V6/XKhUPh/OTk53Fznfswjk8neEAgEjbm5uW/K5fLH9Xq9S15e3hM9h5LJZEVSqXR0RkaGOQ/7AvNdaQCeCFqo/quouBhHUk9wdNK9gmLQVF3EIsxGo4g1kddVF5lBAn0WGjcdhelc3U9KkSeWeIp6E0mJLGEufIJHXnQ3KXqee2Ir9FotnD0DWa096cO7eIfg2LYvTevxDx8Dqa0Di/RTxP/Eru9ZVoDRhCIrzCXSGAu9dqrhL887yojzPEmqZUQMTu7+EaXZB039AiISmQReY5VZ2og+DB45FcU9fphCR81AYQ8NVOo/Ovk2zn3qdRooirdB192Gd955hw6OLuoHvsHw8AAxDqelpcF1cXCvGegpfb7shFm+ytnfFXqdHq1V3D8z59Jol02LQd4ebipxcKKMgXcaw2iOXk4sqq/uUjNAQrX2vz/1HdRKM1Gk2FqMpa+Z0yBP/HYQBfuzOY6VTY9B3u6e84Wj+AiXAdnJxwXOfm4sek8msZVg+oML4eR9YeItbacaLVvLWYpwz5TU4bHD/Cou5gGKOlLJT1lRESQCAQPD94weiw8Pm/9u0hgBTs7o6O5mLOum3wyhkEW0iUne0gjs1nR0gAjkSDd9kTzSRCpHsm13rfkVegs+WwK9ny6+ltWe3/PHGg74drO1xeuz5jJQT1H9sf7+qG5vx+fHUjlzLo2KZuR0xEr/r93clPsYTy88PmUaXt6zC7kN5nRdGoDA/fZC7veBgPnmfLNkI7WjiD/dp+W6KWWeWPWNQJ/a6QBEjByJ09nZLH2evr/ESdMzffhi+8J//ud7gEAlqZSIrWwQG76IowtvXB1FwXvWgMdFT0Z6D16exIRZHABO/UfHTkeUfByOphkIS8eMmgF/n1D23+WV+Yw1PiQwiunGv//pSha5NxpFyuNjppjS5Smdffm1j6C1rQFrNxk04EkffuK4BUwajsagyPrPa99j0XdLOxepHTHop/aQFiamemLJr2+sZN1lofFYOv9eU8CC3sEIvCtUzSyQMXLkxd8J//xd7v8KeADff98NZU8ewA/Au3K5fBmAx4nLAgAVQWfp9fqX8/LyNg1gWFNXmUyWo9FophYVFdVGR0d7q9XqPXl5eRE9x5bJZMUikWhMdna2WbT8Agu40gA83SrJBdHLw4GDhyAQSWF8sKnunCLyKgstT0pTJwDfU35NPnYBco9u5HiuJ+CliDlF5R16UQPWrepEa2MVjmz+1BTxlto5Ycq1j6KtoRLKjiacohPtMyfLbr5h0Gk1LGPA0mbe/BwjvDMagfwyC43W2Mk3sBR8SuE3GkXRKcugrswi2igQQBY/i8ngWVrEuAXISe1x3zGTETeF6BzMpqo+CnVLIYiQ5Z577hmMR5wf4xJ5gFL3istK4HpNUK9nJLK3478eRF1+JZx93ZBw/QSk/3GEk1ZvJbVC6KQo5O7kSvvEzEtA5mauDGP4lGgUHcoxRc5pIS4BbnAN8EDxkVxWKkLAvyQ1jxP5t3a0wTUv3mxad/r6VOTu4tb6nmu+iBkjGdA3asfTAD5R/qzmvb6oBsrWTlb7ThJ1FzOdWofm9SW8lNzFHDWMP6eDXvoe5ObmIlKrx3QfXwbin9y+FZVt5sS2JZHRDMBSZN1oBLzH+QVgT4n5QIs+mxsmw5aCPFM7irBTVN5ob+/fi3SLmndirr93bCID7vetX8uJ/Ps6ODLGeQLmZASI54fLsTHPzFpP1ylSv1AewcjuVm7aYIrO02ck+0YReNKBJ3k70++BQMD6UGTd0oi8rqekXHJIGI5XVaBVZeZ1Ibb8GC9vrM02q6VI7ewwevx4/PWvf2VyWBRppMgib5enB77//ntGbufpGo5Q/6SzbuK7X95AZbX5+aeU9YTY6SZQbuwwefw12HeYS6ZHqfWncw6z1HYyinKTzvqhY5uRQSWLAEvBv+X6x7D6j49YBN1oxsh6fUMlWtoaEOgvh/RM2SCl+1fWGNa0bvPnpvp3Sp+3ltqgwpiNybJLRBg9KvkssH6u9SYmzGbM/BXVBZCIreHtGcjxR3lNGirqTjGG/wcffPDy3PA+rJoH8H1w1iVsygP4S+jsvk4lk8ma8vLyXI39ev7b4nqRQCBo0ev1lFP6WV5enln34xyTXokAnm6TZDpefvll1NTWAUIJrMRSTFr8MFobK5C25ycTUKaac1evIOxb+74JWPuFjUb8tOVIWfM22psMLz4Emj0DolCUwdWIJ8BMhwAk/UZAPjhmKqzEEjTXlaI05zCbNyRmCmwdXFkdO/3P0kZNvxlBkRNwaON/UVvKjRqGjZqBAotouJNHAEuhr6/Mg7NHIGOY3/LNU0xb22hGcE+p+0azdXRHQvKtrExAdya9LXjkFESMmYeU395m0XkyGp8OFFK3fG6SsqPSganXPsY5NFC3lUFVeZCli1H0/XLRL+3rd+5Kbf/AAw+grLocrgt7D+DP5YuWqibs/XQLVG1KlhYfv3Q8fKNHsBR6ZashakJp9dP+Ph/7PtuKunwDYZe1gzVLcy9JzcfprYYME6FIAEppz9tjBgV0nUXvUzJNQpyjl01EaFIEmsrqUXGqBCKJFUuDp/p2Ms8wb0y+dy5SPt6EhmLDd8DGyYal0FdnlePEmkPQaXSsLn/KvXNYBL6vptfq0fRHMeLj4y8b6Z++3uPV0J4ijZRBIdRocYOjExyEItR3drK69Kq2NiT4+mFxZBSOVpTjk6NHTGm7xAQf5+2DF3fvZBJvZJSWTprsRU3cc/PXZ89jKezFzU0IcnZh2vBFzc1wtrZmUWxitp8ZFs4Y5Y2kdATWr4+KwS89SOhoTgLSpPdO5m5rhxdnzERndzd2FBairUuJFlUXVGo1ojw9md47Re+pjp3q5tU6Q5nJzNBwLI2KwvM7d7D6ezLSkad0/g8OHTAdMhCp3nPTZ6C0pZmx2lN/W7EEj06czPTsiXmfsg2ENjZwCQnG/Pnz+Yj7FfLFIUZ6yp4oKSlBRNAMuDj6ce6MmNt/2/CxCSSTbnp87DSWkk5AmszfNwyUar567fsoqzRkexAAj4lMOsMEbx6SovDHemT+RcsTWZr6Zgui34SR06DRquHk6IrRscmwtrZlqfYnM1IggADxsVNx5Pg2nMoyS7TRLFOSFuPAkQ2m9SaOnoMxccn4ZtWrpvVSjT9F83/540OUVhgyUWi9ty97Ak6O5/6d6FA0IrNwE9zc3PGf//wbtra2V8gTcP7b4AH88NxiHsD3cV+CgoKspVLpfUKh8FvLiLdMJnsaIDJW/Yf5+flmFpqLjC+Xy7fr9XpLSk/aE71QKHxGp9N93QPAN+bl5Z31VyUyMtInOzu7Ojw83EMoFG4H8EBubq5ZHLzHGq5UAE8/QP/4xz9w9OhRqMUe8I+ebaodJym4xuoiVtft5Gb4YepStKOm7DRs7JxZRJ5eorQaNWpKMlj6IEmtVRam4YRFHRV78YmZgmILbVFK048cu4CBf0qZJ6NI+8zlzzKN9tOH1nJ2wKgBn7r1C066PHvRuuV51Ffkorr4FOydPSAQiFBoQaZCZHhEmmcE5dSHQHhU4iJWX09ReJKoGzP7/9j6lR3NqC3LZmDc3dcgjECM+VQfT4R2lH5Pafp6vY6161K2s35UNmA0rbIRytJdkEisGMNqYCD3NLqPXyG++Z/ggfvuuw9V9dVwWWCugezvMrQaLZrLG2Dv5gBrR8PLC6W8V50ug5W1GD4R/hBaiRhhXU1OBSiS7xsdCImtIdLdWFqH1qomeIb7ouhwLnJ6RO/pUMAz3AcNJXVwD/Jk5Hc1uZXsQMCYfu8e7ImQCREsek5RdKFIyOarzi6HRqVm84ltDDWcqnYlOhraGIGdyErUr9um+sum34sRGxuLV155pV9j8J2GhwdIE54IptxFVljs4AgJSRGcw4i53UBi58pq4smI6I1qw4nFnernPzx0kEWrjWYlFGKcfwAOlpFIjcEook/p9f9NPWy6Jnf3wDPTkhkpHpHORXpQhpUe/9y6mbOS8QGBLGJPc1LafYKPLxQaNZ7ctoURzZERGd7LM2bh9X0pJnBO10nqjtbpbW+PCDY+GNA/UV3FSOxG+fiC1qvT65FRU8OI9ugaHTKQkZweEdbRIQQxzhstt0uFXYoOkAzW+++/z+rfebsyPFBcXGw44BKIWSq9RMzdW4qAl5Rlw8PND34+htpuSncvKDoFqdQGIUExLNJNae3FpadZPXpYSCyKSk8z4jpLI+110la3tLDgWFy/6H7UN1ahsroAXd0q7N7/m6mJt+cIlsr+xY//QvcZ5R+K3IeHxiEz2/z9og633vBPRpJH63V38zWl7Hd1KZFfnM6i+CEjYlg2gHG9RIoXHhJnYr/vuatarRqnCjZA1dXOgkVxcXFXxsZf5C54AD88t5kH8H3Yl4iICAe9Xk8AeZRWq51eUFBgyP0xEMm9IxAI7tPr9cdtbGzmpqenm+kx+zCHZVOZTJat0WimWaTQ787Ly4u80HByufx5es/Izc1993ztrlQAT/fb1NSERx99FA0NDbD2TYLYaWCARafTIW3Pj0z+zcgGX1eeg7YeeqDE5m5Zg05rIRBNaewpv71ling7uHiDCPMUbQ1wdPVlEXut2nDeQ5ryzp4jWG2+nZO7IVq+5h2oOszpZERsRyR8eWdI+ejfxFrvExzL6upbGyrh5O7Xb333ns+MrrsDitLtgLab1Y/yElr9/DL/yd3+/ve/o7K2Ci4LB/Z9sLwNAueZm46jW9mF4EQ5Imde/GWGmOVzd5+CVqND2KRIpv2e8okZtBCWmv3YtWitaUbxkTxI7aRs3IxNx1GVya1nnP2PpXD2NSUoQafRggjwiMHeztUBcdeMg2ugmWhyIFtABwdNa4vZCxu9uPF2+XqADmMIwJO0or+VGPPtHSGyYKbvy51RdJ3S1SlKTszvBJp/y8rk1LYTiCapN0v5OprjzTnzWERdpdGYQPMnqYdN4J+AOdXYk0TVuuwsdKrVjDmeyOR+PMXV5qa0911FXL4TSwm6vtzThdqWqbuxuaMNNra2ePOtt/jD3MFy7J80Dr3fUOYifRdCQ0NZBP7w4cNMZq62phFuzoFMO52k3gZiRLJL0XsC8mRBAZEMqP/w29sceTiaq7a+nB0GJNH7z8HfTX2M84+OnYbjpMRjYeNHz2XM8UqVgcQ0ZEQ0li1+6Kwl5+QfZzX7UqktJoydz/TlL2aU9n/42GYWoZdIAS8fF9x000248847L9b1ivmcB/DDcyt5AN+HfZHL5S/r9frrrays5mRlZZmP2M+MERkZKdNqtdsEAsFXubm5L/Zh6HM2PUNi15Sbm/vG+UjsfH19bV1cXISnT5/uiIuLs1Mqldv0ev2L+fn53EJnixmuZABPt0lpkhSJV6q6YOM3EVYO3FSw/uwL1bMTgCciuv1/fIiGSnPdI0WwSeYt/ySd7ZhtwqL74RkQCY26i0X1qV3u8a1orTcz+YbFz4SDsxdLt29pqMDpg7+bBnA4I73SfoYdnj4QS20x7/9eZ2NQaYC7n4zDht+feztfH526E8rS3dCpO0AAcN68eYM5PD/WJfQAHWrlF+TDdcnAXsSMS1a2KbDxpVUsNd1oibdOxYjRhiyPc1lncwe2vParqQaewDox0xOrfH5KJovaE1gXia2w/3/m75LETgqPEG9UZnD/5M578nqmT2+0rO1p7EDBaJS2v+C5m/oddbe8B123Fs0bSpGUlISnnnrqEu4cP9VQeIDknQikkORZuESKZFt7BsD7YxQZz29shJe9PWN2v3/9Hyx6bTSSpvO2d8DxKgMhFhnNdWNMLP7IyWKRdIrmP5CYxGrys+rrWBo8pc+LhUKs3LzRlLZPfUk+bmsBl4yO5Ol+ycwwMeRTO9K3J6m3wbI6jRrrOtqogBkvvfzyZSOBNVj3fyWO8/HHH3MOJEnWjL4XM2bMYKz1IpEY1hI73Hv7S7C3N+icD8SIBI8O0Lw8AtgwFL1Py9zHdOGdHNyw+4A52k6R9REBEcizIPWlPpQav/fQH5xlLJh5B8JC4lBQlA5bGwcEj4hmsneWRiUAq9d9ZLpkLbXF3+585bzRdmPDbXt+wolTe6DTaaDRdjPWfiKEvZxY5AeyZ9SXB/AD9eDQ9O/fL9bQrGXYjyqTyfL0ev0j+fn53Lwfi5XLZLLlAoHg2dzcXK42Uj/uLjo62lWtVq+m4KxAICjt6upaVlJS0kIp8zqd7vPc3NyFcrmc3sgJ9en1er3VGWm71y803ZUO4OneMzMz8fzzL6BbrR40EG/0aUNVAQ5RLdgZKZKIcQsRHDURe39/F52tBuZfirITYCemeHffcMRPXc603bd/TwkSZnN080PyjU+yCxRtJ913Sxs5+QZkHlxjSM0XCED191RffzGjlPisI+tRmn2YpcNHj7+GRel7a5bg/eabb8by5ct725VvNww90B8W+gvdRnlaEQ59w1VsIO31cTef/9ksOJCNE79yGb8jZsSCAHp+ymlWUx81Ox71BTUcqTlaR+zCMTi97aRJqi4gPgSO3s4oPJANK6kYRGJXeDCH9bW0GSsWwW2EmQCyv1vDs9D313PDtx9pN9P3IicnBzKJFNMtQPzJqipWn06a7FOCgrEsJrbXAJ9q2786cZyVYZEsGwFzxjC/d48p7T05OBQppcWcSD0x2BNR3A/pJ9GkVGJ8QABkbh74ONWU6MecOSkwiMnQUeo9GdW7Uzo+zbsq8xQb08/RCf+cPIVpwJ/LiADvp1NpOFhWxg4dqMafdOjPZ7UaNTZ0tIGS9p944glMmDBh+G4sv7Jee4AO5Uk+ztIouvzTTz+BpBcpQm8lkmLejNvR0lrP9NNtbRwxbeJSULo7EdAdTN3IZNmovnz8mLlMM357ys9obqlj6eizpi2HRt2NLbu/R2l5LiOEm5N8K1wtiHlp/i27vmdg3tKmTbgWh49vMbHSJ8ROxbSJ1+GHX99ikXoySqsn8juxlVn2H9+VMgAAIABJREFUjq6nntyBoye3QygUsWg7EfD1rJNfMu+vIHk5o1FaPgH2/KJ0pj8/e9pyRqrXqWiFWqNiZZbOzs6MJ0B6ptSk186+jBvyAH54bh4P4PuwL3K5XCESiSLPFX03DnMGUGfm5uaai4j7MMelaHo1AHjyY0ZGBl544UUG4q39JkDscPF0KaP/m2tLoVK2sRR4Iqgjox8hAuhEXEe67w2V+bA/w0ZvY+/Cas/ryrMhFlsj4+AaTqTdN3QUEqbfis3fPMVhi/cOjkXspOvYqTQB7sp8cwTRKCFHdfmN1QVwdg9gtewEztuaqmFr78JJle9orWf1XLSWkqwDBuK+M0as9LNv/ddZmvbnet4obV5ZtodF3gm4E4Dn7fL2wFtvvYW9e/f2SQf+QnfcXteKza+TgoK5VdzicfCS+cHWxY7D7E715xRdb61uwr7PuIlBoRMjUHjAgmVbADBZukNcaavZjy2BpluDuvwqVsverezGke/MaZQUzQ9MCDPJw9GqRBIRFr2wvFcs8xfbXaMO/JIlS/CXv/zlYs35zy8TD3R0dDAN7Ly8PFMkvk2lworNRH5lzi6hSHZSQCCTeGth4DrQVBdPJHhEMkdM7QSGyUj+jWrj47194edkyBIh4rkDpSXwdLCHRGiF1/ZyD8BIAo5AubG2nfpMDw7F7uJCjjeJOZ7APkXqiVDPy86egXgCF1SjTwR0NFeomxtL0SejtPsTVVVwtbFhkf3N+XlYlWEGbqRZ/8H8RbCVcEEQ9a3RqLHxDHinFOtp06ZdJrvLL/NiHiAFgQ0bzPEo4jOgbC0qE6IsFdKKp7/xCXHTkZFlrjEnbfdlix/Gj2ve4UyxdP7fsD3lJxNJHH04Ln4WWtsbkVtgViUhEH/nTU8z4N/cXAdXV28cPbmDpcxb2i3XPcaI6qg/AWoC62R19eWMyM7G2p5F6SnaTlF8qmV3cfJAcVkWVq39gDPWqJjJZx0Q3HHjk7CyksDe1pHJz23f8zOOnzJ/Lx3sXWBrY4+K6jz2jubg4ICAgAAcP37cJCl3MR9fCZ/zAH547iIP4PuwL3K5vEwgENyUk5PDDSNZjBEWFpYkEol+yc3N7T1a7MMaBqPp1QLgyVcMxL/4Irq7uiH1HgOJi0F79EJ2fOe3KM81aO8y2belK9HeXINjO76BpkvJGOgT590DqY0DDm74GJ0tdRBaiTFy4nUIjp7EgP6Gzx/hTCG2tsOCu95gwPrUvl+YXJy1vTMcXXwY6CfzCJCjo6UeyvYmEOCOmXAtQkdO5YxDIJ2i/3SQQHNSRD4gfCyObPncIBknEDA9eSKzq8g/xuk7bu7d8A0ZdcF716paoCpPgU6jZHVeBN7pxZC3y9sDX3/9NUgH23GKD8Tug0M6lb/3NDI3H4emWw0vuT/a61rQ2dgBkVjEJOcC40Nw4MsdqMmpBOk6kg68Vq1F2XEDIPGS+8LJ29XAOG9hI+ePZunyTeUNIGAeNjEKlLJfkW6QVwxMCGEEdRzgT6zg145nEne1uZWQ2lsj/toktobBsK6KDnSk1jHJrEWLFg3GkPwYw8QDCoWCgXiKxIeIJXBpbcNHh7iM1gTYazs6GLM8mUggxBNTpqGuswP/O36UvdxTtP3B8RMQ6OSMt/anMBAvFopwc9woTAsOwYeHDjAyOgIkFF1Pr6nhpMbPDg3Hth467VTHTvJyOwoLWEQ/xNUNj0+awoD2toJ8FkWnaDql6f9j0lQUNjXi49TD7PCB0vTvGTMO/o5OeCVlF6u1JyOmfSKuS6uu4uwA3Q/NZ2mVFDntbIfmjMb75MmTh8mu8csYDA8UFhay3/nKykqIxWK89NJLuOGGG3D77bfjwIEDLI3eiQ6g9EI0NJDagvldgKThqO7c0mIiEpGZc4RzjcA6gWuF0lCfbrTrFt6Pjdu/YtF1AuILZ/8fDqRuYBF8More0393KtqYxNw1c++Gj1cQVv/xIWrqShlonzB2AdN/37TjG5McXVjwSLi5+p7Fek9ycQXFp0w19yMjk9g4RJhHxHtTJixhRHhG7XfjOuPjRuNE+mHmHzc3N/z73//GnDlzBsP9l80YPIAfnlvFv5n3YV9kMhnRaNrn5eXddL5ucrn8J71eL8rLyyON+GFpVxOApw0g3V8C8R3t7ZB4jITELeq8oLS1sRK7V73G2TdinacadmJ0NxqlyNs5unO05AlQz7vjFRYV3/nzK2hvMkhokXkERCJANoaNQSn1FF1XtDXh6LYvOHMlzLgNDi4+sHVwYQcENaWZqC46BTsnDwTTCfKeH1FpcZItEksQMXYBp3aeBgyKnsQY8E0mEGDWLS/A7jzSKNROo6iDqmIf9Fo17r77bixevHhYPr/8ovrugc2bN4PqHe3HeEAa6ND3Ac7Tg4jjiJX+2Kr9jDzOaKQPHz0nAenrDAdhRpt2/3zYOtsxxnhHL2cmC3fwq52cNjMeXgS3IE+QZJ3ERoL6oloc+Z5LWnRW5J5qg/+5lDHWE6melUTMmOkHy5S5LVCcbsIzzzyDxMTEwRqWH2eYeIBA/L/+9S+cPn0azmoNNu/ba5KQoyXOCg3D9kIuSVxiQCCTi6Oot9EIbJPc2v5Sw2ETGYH45bFx+DbNHIGk68tHjkJaTRUalQpMDBwBAvAPb9qA7jNa2dSGIu3LRsairqMDRyrKGVgn+TpXWxs8tHE9J0tganAIsuvrWFujOVvbMHk5S1Z8+mx6cAh2F5s1vYmN/sMF15jI9KhNUXcXdig6AKGQccpMnDhxmOwWv4zB9IBGo2HPPUWWXV3NpKCUlUJp4ps2bWK/HYWFRSydnozA87UL/o5f1/+bs5SFs/4PO/etBrG5Gy1+5BS0tTejsCTDdM3NxRs6vY6l2RuNmO3/cstzoDp5AuxrN3/GIbhzdHBl6e6pJ7hcQ/OSb8XmXd9z1pEwcipOZKRwrlE0P8Av3DC+1BaHj21hUnRGo3uShyYg2yLwYSUWISlpHPubv3DhQoSHh7Mo/NVmPIAfnjvOA/g+7MsZkjrKcf7dysrqpaysLBOTjFwuj9Dr9c8IBIJrtVrtpIICC5TVhzkuRdOrDcCTT+kP0LPPPoeGhnqInUMh9R4NwTnkg+or8nBg3YecbfANjWfSbdCb84UlNvYMVPesWU++6SnGLk+17xTJb2usgusZuZWmasMLE0XXJy56EM21JWdJzEWMW8DY58nKclM5EnZEWEep+5YkeNQuMCIRZT1Oval2ntZQnpcKscQW0UmLMSJi/HkfL3VrKbqqU+ldDStWrODTJC/FF/ESzkGZKES+Zi1zgl1M33XQL7bU7e+sRXMFVw87aFw40323tDE3TmIp8kajyOWpDUdRsD+LMdITiV1EMpergWrfT2/mgp+Ri8ZA2aJA0aEcWEmsED13NMInD5h25Ly32X60Dt3lHfj000+ZfBZvV54HKNpIpSZEbNdRU4uignwo1WoGrmeEhOL5XTs4Nz1pRBAOlZdxQLSj1JqR2eU3NnDaUh393hIuv8ltoxIwOyyc0+5YZQW+TTuJVpUSY/z8cc/osbAWi2HJTk8ZUUSAZ9SQNw5AUnSlLS2cqD4Bc4q4p1aYiVOp/dNTk7GzqIBdpzXfGhePxAADsRhZVpcKexUdkEil7NBq1KgLZ25deU8Df0dGDxDAf/rpp/HLL7+gvq4R9nYumD7pOsREjGdg+kDqRmh1GpBeO10vLc9h9e4trQ2gaPiCWf/HJN/Wb/sCFVWF8HDzxYJZd+LbVa8zEG80sViCR+8zk8x98NkjnIMAahceMgr59C5mYXRAcDJjL+caMdhT7v+xtF3ssIFY6pPGckl4V619H8VlhuxHo91wzYM4nr6LMd/b2dkjJDQACQkJePPNN69quUQewA/Pvwc8gO/jvsjl8hl6vf47gUDgpdfrWwG0CAQCOrakY7kqgUBwd05OztY+DntJm1+NAJ4c3NjYyKIsRUVFENl5MXI7gYhb80ep7RQ9N5LRUUr6hIX3o/DUHtSWmlN9KcJNEXhLjXc7Z0+mJ0+p7A6uPiylnurU21tqz4rq+4TEISrxGuxa/apJO55Y7qdd/ziTgSPb9/t7aKzm1j+GxE1HUbq5RsvRzRdxU27EvrXvmw4YKBNg1s3PsVp4nU7LDirOlwZPAKq74TS6GzLZD9STTz6J+Pj4S/o88pMNvQeo1pf4DMSeNnCc5DPoE/ZkgCd5N0ph3/2fjaY6eUqtD02KQHFqHgRCASJnjYJ82ki2FiJLotRiuk7PZOamY8jfl8Vq54MTw5G357RJA57I7khCztHTmUXy6dmmfkNpLTvKIe4WYdWqVWexGw/lvPzYl9YDVPdLEnPbt2+Ho0CIeXYOcBWL2SLeO7gfJ84wyduKxYw4bkt+HgeYU8ScdNQtZd58HBxYKvtLe3aZovoErGeGhmNvieFQd4EsAtdERqGoqYkR0dV3dmBC4AgsjYxGW1cXHt64nqXQG03m5o4WlYql8Bvt9lEJqFd0YnOemT+CmOipdv/1vSkmhvpwN3c8N30G60YRfZLQM/4+0HfvmEqBYyolHB0cWOYaRR15u7o9QIR2xH9QU1MD+YipcHcJZmnxFG2vri3FCH85ZkxZxurJUw6sYTrrVIuePHkZA+xpmXtxPH03hEIrTEpcwID475s+5dTF0zWq1iNyOpKZI+m5zBxz3T0dBkTKxmH9VnPWIjHOL7/uEXz90yusPRk74FryMLJyU1FSnsNI82ZOvQkOds4s6s6I+Gwd4OMZhKNp5uwvivAT2z7xCDW1ViKvbDfs7e3x3nvvwusCBI9Xw5PBA/jhuctD+9YzPO95wKsKCAiwsbGxWSIQCBL0er0LgAaBQHCoq6tra0lJiWrAEwzxAFcrgCe3KpVKvPPOOyzKIpQ6wsZ/MoQSbkqUqrMVhRkp6FK0IUA2loHy7i4FslM3oKW+nKXAR4yZy9LgC9J3o7oojUXj6f2KIt5GIxm4GTc+hbamKuz6+VXOrlJUn9jkKwpPsEi5lViKsLhkdihQW54NRxdvFJzajdoS86EBAXwioqvIP4rq4lOwd/YCRezpkKCqOB1FGSmMSE8WPwtuPhev9dfrNFBVH4WmrRSenp6sDjQwMHCInz5++D/LA0S+Vt/SCJcFgYPOa0AAPG93BipPl8HBwwkx80azVHlKkafoOkXJ3YK9kLGBy8uQ/NBCxiZPNe+U8u43MgjVWeU49M0ujpvil45HVVY5A+oE+r1kly4Krtfo0LS+BJERkSwSw9uV7QECsd9//z1Wr14Na6EQ8+0c4GUlZnXjGTU1aFYpWRo76bsTAN5ZWMDI5ygCTpF2eqkiYJ9aWQFve3tcGxUDDzs7ELP9toI8VitPae0/neKyfz86cTI+O5bKScmn1PuJgUF4cOM6Tkp/hIcn7h49BmuyToNI9BL9A1g0nyD+nuIi5DbUM1I9AvA0X1lLC0vBJxI7yhyQWlmdtYlavZ5F3XO6u+Dl6YUX//Ui/PwGLsF6ZT8tV8/dEfM6lVJ0d2sQHTIHv2/8ApUWAQaKyDs6uODg0c0mpzg5umHOtFuw2iKrUSgQ4u7bXoSdjQP2HVmPqpoi+PuGMYb62voyU1+qp7e3c0ZZZR4jryP5OJJ+o7p7Yr+3t3PCxHEL2QEBtTlyfBu0WjXGjJqBnPxjnFp8P59QxEVNxKad35rGl4ilrIa+oCQdjvaumDT+GsaMr+xqQ2bBZuihYWR+MTExV88mn+dOeQA/PB8BHsAPz30Z0lVdzQCeHEtRFiL1Wrt2LYvAE0O9lZ33gH2+/YcXzZH7M6PNuf1l2Ng749Cm/5rAOEXIfYLjUGmstRIIMHb2XRBZiXFk8+fQ67Sst0/oKNSX50DTbTgTIs34mKQlA14nDaBTK6Cs2A+dqgkREREsRY7kUXi7cj3w7rvvYvfu3XCa4Q8rp7PZpof6zjM2HUP2di5oiZoTj5IjeVC0GGomnXxc4Bnug/y9WZzlJFyXhLBJQ5cif6F7765VoP1ADa6//nrccccdQ+0mfvxh4gHijfjkk08gAjDT1h7BEkP972DYH9lZ+PW0uSaYxjxXmj0x0z8+ZRr+d+woUs5E64mcbsWESewQYbCsW6/Dto52lGvUCAsNxXPPPw8XF4pN8MZ7wOyB1NRUBmoFEGPXrl2cg2CKhhOAr6kzg3DqScDeMpJO10ieLSHWrGZARHbvf7qS42oC7w/85Y1eu5/S8Q2yd1b48PNHzyLNO1f6/fWL7mdyeEYjnXcC78quVjz44IOYPXt2r+e/khvyAH547i4P4Ifnvgzpqq52AG90LqVJUrqkVquD1CseYpfwAUUmU7f+D1WF5vosYqsPi5+FqsITsLZ1hJt3CIuQePpHIOW3txgTvdGcPAIYgDfWydN1gVCEGTc9jZaGctg7ecLZw1yjOJAHRKtshIrAu0aJ5ORk3H///ZCcQz5oIHPwfYefB3bs2IEPPvgAtrFusAkzSFsNlWnVGpzechJ1BVVw8XdnEfmm8vqLy8jRQdXkKBTs4wJ4kpFz9hv82v3e3H9nZiNUea2s/IYvL+mNx66cNgRY3nzjDXR3d2OSrR1ipIOj4EBkc6+mcGXkViRNwr+PHGRRfaNRVF0sEiGrtpYxz1P6O0Xb/c9I0w2Gpzt1OmzqaEODVoMxY8bgn//851Vd7zsYPr2Sx1izZg2+/PJLHD6Uiu5utYmZPiggAiS7RtFxoxEZ3bRJ12FrD5I5qpXPzjsGVVcnYqMmMv34/379NEvLNxql0Xt5BHAi8DbWdqzePTPnEOxsnTApcSE83f2RU3ACO1J+Zoz1stBRUCg6UF5l5l+hdH46SKCIv9Eo1f7eO16Gs6M7u0TyvDklu9DSXsUIfInIlzeDB3gAPzyfBB7AD899GdJV8QDe7N6srCy8+uqroBovsXMIpF6jGXDujynaG3Fky/8YyRzJz/mGxKHYglzF2s4Js299kaV5bfryCVOkneaimnlKf2+pKzVPLRBg3h2vQmo7eKyn6pZidNVQGrMOd911F/uh4mXi+rPbl1+f+vp6tudDVQdv6ZHjvx7gyLyRZNzUv81Dzs50JhvHauBnjkK3oguZPQjqxt40GYrWThTsO81q4InN3j8uCBXEci8QsP+W2AxeNPRiO9myowJCpR4//vgjrK2tL9ac//wK8wCxcb/44otMEzve2gaJ1raD8jeT0uw35BpItKgGfp5Mjn0lxfg+PY0R0ZGkG6W877NgtI/x8sbjk7nSogNxd7NWwzTe23U6Jo113333QSTq3+/fQNbB9718PEAlJu+//z6TJc3JzmMp9e6uvli64F5IxdZYs+m/TP6N9NPnTL8FYSFx2LLzO5zOOcL4Q0bFTMHJzL2mmnW6c2Kvd3BwwYZtX6K9owXESE/p7LmFJ02OCQ2KQRTVwG/70nSN5rjzpmfw2XfPQqOhwwSDxUVNQmVNERqaqkC17Ytm3wUvz0Cs2/I/JiUnkVhjatISjI6bbupTUnUU1Q3ZGD16NJ599ln+e2DxSPIAfnh+P3kAPzz3ZUhXxQN4rnvr6uoYiCdNVKGNO2z8J0Jo1f9IS5eiHWJrWxze9KlBm93CJi9dyerTT+75EaVZB02fjJp2M4vAH9/xjemav2wsxswcnJRdOl3uqkuHuikXtra2LMpCP1S8XV0eWLlyJQoKC1kdvFAydC/q657/Eao2Jce5175+O6ykBkIwo3U2d2D727+jW9HNLlHd/Ox/LuUAdAL5xHLf2WQg7LJ3d8DMRxZfEhCvbe9Gy/YKJiNEbNy8XZ0eqK6uxgvPP4+q6mqES6SYbmvPyN+GwtRaLdNsJzK8Bzb8gVYVl1bnf0uuO2cNe1/XUq1RY3NHO7r0Otx6661YtmzZoBxM9HUdfPvLzwNqtZqpmmRnZ8PDSYbwoCTOTSgU7ZBKbRghnNEoTV4oFKGoJJNJxFkaRcdJB55S4JXKDtjZOaK3LPQUzd+9/zfOeMGBkbhxyQp0drbBxsaeQzxKEndiKwmsrMy/RbWN+SiqPAR/f3+8/fbbsLOzu/w2ZQhXzAP4IXTuAIYeml+gASzoSugaFBRkPZzJ7HgAf/ZTplKp8NFHH2Hv3r0Qim1g7TcZIhuzJmp/nstT+39B0SmzziiR0EUnLUVx5l6o1V1w9wmBnaMHPAMj4eEnY1MQ6zxpv5MWvH/4aPaDN1DTa7ugrDwIbWct/Pz98ewzz/DkRAN16mXan6SAvv32W9iN9oD1iMHL7Ojpjl0fbUBDUa3pso2zLYLHyVB0KBdW1mKWUh8YH8I+JxBfejSfRdtJeq78ZBFyd2WA2MAiZsQx9vmTa8xpmdRn9PUTEDoxcsh3QZHTDGVWM+jgg8pNeLt6PUBZWi+99BJyc3MRYCXGHHtHiAcZxGfV1eGH9JNMG57Y40tamlHQaJZndLGxxfvzF4Lq4AdiJd1d2KbogF4gwEMPPYQZMwys9LzxHuitB1paWrBy5SNMmlc2YhrcnHpHgNvUUofPvn2WM03y5BswLn4m59q3q19nkXyjESFeRNhoHDmxjdPu/25+Fj/++ja6us0HxlMnLEXSmLmmdnmFaUg5+DuTpYuNmoApE5aAyPTI2jprkVW0HXZ2tiCeGB+fwVdp6a1Ph2s7HsAPz50Z2K/A8LynIV0VgXOpVDpNr9druru79/cE6uHh4bOEQuEnubm5YUO6kAEMzgP4czuPUsOovuubbygKLoTUZxzETiP67On25hqU5hyGXqdDbVkWOpprGGN9cMwUFJ7azdGTHzfvHrh5haA46wA03UoEyMfByW3wmH+1Xa1QVeyDrrsDY8eOxWOPPcYi8LxdnR4gGaB77rkHVu7WcJoyeCRYPb3ZVN6AA19sg7JVCbGNBEHjZMhPsVRUEGDek9eziEvxkTyIxFYITZKjvb4Ne/6ziTPcuWriSaJuKHXfaQH096B1WwWE3WCHHiQpxNvV7QE66H3jjTdw7NgxeIqsMN/eETZCAxC4kBGD/eqMU9hTUgQHiRQ3joxlOu+WplKr8fCm9VCozanA04JDkFZdjRaVEiRdd9+48Rg1QPK67C4VUkjjXSLBE08+yereeeM90B8PFBcXM2Z6jVqL6NB5sLMxEB92dSmRlrkPbR1NiAwfw1jm6e8pSbtV1hRC1aVEYfEpdKu74O8bDndXHzg7ubP0eqnEUKZE4H3Nxk/Q0dnK2OevmXs3fDxHYPW6j1BdWwKRUITY6IlMuo6i9iQ/16loRWhwLJOM02jVGBk5ATZSW3zy9VPQniEHprHnzbgNcdGT0NXdgYyCTdDqutnhXGysmdCuP/64UvvwAH547iwP4PuwLzKZbBSATaQBf4a5o1gkEiVnZWWVBgUFOUul0g8A3KbX63Pz8vKGPjzUh7VbNuUB/IUdRy9nJBdFknMSt0hIPGJ7nVrY3lyLPb++Aa3akBJMde+J8/7K5OEqC08iPeVnzuQE6gnkK9oa2HUC+lOvewxO7tyXu/5staajCqrKQ9Dr1LjhhhtYmiTVoPF2dXuAUsHT09PhPMsfIoehY6PXabRor2+FnZsj0tYeZtF3S4tdOAakH6/pMpA52jjZYMSYcOTsPMVpFzEzDqVH89hhgKGdLdOBl9pdvB69saQOOq0W7sHefdaKV9cp0ba/mkXeKQLPG+8B8oBGo2HZWsTC7SISYZG9E+wu8nd1V1EhvjphllAkabf35i2Ei425VCuvoQEv7THrUtNcVAdPjPMHy0oR6OSMMLeBETmmq5Q4qOyEg709nn/hBcjlcn5TeQ8MyAMHDhzA66+/DqnEHiPD5kNsZQ3L6Dlx7Nyw6AGUVuRyoueJCbPh4xXESaf39Q7G7cueYPXx5ZX5kFrbwkpoBWdnD5b2brTG5hq0tzfjl3UfmYA5EdXdduOT+Pqnl01keJQmP2X8Yuza/yvnHqPliZg/63bGOK9QNeNvf/sbFixYMCA/XMmdeQA/PHeXB/B92Be5XL5dr9d7CYXChwB06/X61/R6fZ1AIKB8oK16vd5bIBC8pdPpXsrPz+/qw9CXtCkP4C/u7vLycsY6TRFLK3s/WPslQSA8Wzu350inD69Dfo8Ur9EzbmeRddKQ3/MLVxYlJHYqJ82exgsZORWxk2+4+CLP04JOutVNeeiqOwmxWMxSJKdNM0u29HtgvuMV4YH9+/ezKKJ1qCPs4gwMvAMxYpyn9PdzkSFqNVqm705R9mOr9punEQAhSXIUHeSC+rApUSjoISE39b55cPJ2RunxQpbVQiCfQHxPU7Yq2FxSe2votDrs+3wbanMrWTOXADdM+/t8iK17f2DRfqQW3ZWdzFdRUX+OhN1A9oXvO3QeoL+xX3zxBf744w84CUVY5OAIhwuUO32SepiBcEt7KGkioj08odCo4W5rB0V3Nx7cuB7dFuokM0LDmPZ8XaeB/2HyiGD8dey4ft3YcaUCqSoFXF1c8PIrryAgYHBUTfq1GL7TFeWBH374AT///DOc7H3gYheOb1a9xrm/8JA4BuC7z0ji0ofEUB/gF4aCYq6c4g2LH8L23T+i5UxQg1Le55/hAqLvHYF7AuZbd/+IkxnmEkUac1z8LKSe3M6Zm1juM7IPsgwAo82YsgzOrhI0tBQz8kZS4uHJfM//SPIAfnh+XXkA34d9kclkTUKh8NqcnJw91E0ulwfr9fp0gUBAwpdqgUBwe05ODvevUR/Gv1RNeQDfO0+3t7ezk+VTp05BaO0CG/8prD7+QpZ7fCuyLaRK2I/KvHvgGxzHulEKfc7RzYyJPjh6EjwDo3Bo/X+4P3YJsxE9/preLbJHK0ZWV3MC6pYCpuNL0VaZzFBfzxvvAfIAERBRGn1TSxOc5wZCKO0fz4Ja2Y0jP6ag6nQZbBxtkXD9BPjFGEpO1KpupP64F1WnS2HtYINRS5JQX1iNosO5jMhu5LzRUHepcWr9Uc6mJN2RjNaaZuTtyWAvVPLpIxE1Ox50EHB89X6UnShKb41sAAAgAElEQVRkKfmxi8axmnoyivTTOsrTilmf0AkR8Az3xcGvuNHMvqTdG8nrgoODmfQe/3LHf3d6eoAAwffff4/Vq1fDXijEYnsnOJ6HwX1bQT6+SzthGoJq2OeGy0DXSTYu0sMTK5ImIqu+Dt+lnWQp82P9/OEktca2QrMcFg3w0ozZCOqDRjut86hKgeMqJTzc3fHKq6/ydb784zyoHqBSqFdeeQUku2gv9cXGrb9wxo+Sj0NpeQ6TeTMa6bwH+IYhO9+cmUKfxUQmIdNCio6u3bX8WShUHdi881u0tjWCSOqcnTzPAvCTxy/GvsN/cOYmqTlHBzfsObAGXV0KxESOR0xMPCpqTyIiIoIRGFOgg7fze4AH8MPz6eABfB/2RS6Xa4VCoX92dna1sZtcLlfp9frder1+yXCOulveJg/ge7/plC758ccfgzTjhWJbWPtPgcja+bwDEAN9ypq3oWgzEA85uvvD3skDbU3V8AyIQFTiNYycKzt1I+rKTsPe2QuqzlY015aw9iQ/N+26x2Bjb6gl64vpteozZHXVCAoKwnPPPQcPD4++DMG3vUo8sG7dOnz++eewiXCGbVT/yBrT1x1B7m5zXbuV1AqLnl/OADYB85xd5lR4kUSEhc8vZ3XwRUdyIbW1ZuA8a9tJdDS0M6+7jvBA8gMLWDSfXggF9H9Cw09U7u4MpK9LNe0OXZ//zDLYudijODUPR3/ax9m5c9XNR80excjzemMdx+vRVdqOxx9/HJMmTepNF77NVeoBAvDfffcdi8AvcXCE/Tki8QTSv007gb0lxbCXSDAvXIZVGRnQwxwVXBoVjTG+/lideQqNCgXGBwSiqr3trMj9Y5OmIM6790Rbxsi7t7c3A1menp5X6U7xtz2UHujs7MQjjzyCqqoqVJQ2o7DYoMBDkfZbrnsM1XUl2LzzO9MSKKpOOu8//kYEdAalhZGRSSwlnmrlLe36RQ9g046voVAaMlHI5GHxqKgqNB0KkG78Ddc8iJ9+fxcVVQWsDenS37HsCdjbO7MIvE6vQ4eiHtnF2+Hk5MTk8NwGWJYylD4dLmPzAH647AR3HTyA78O+yOVynUaj8S4sLKwzdpPJZO0CgSA5NzeXG0rqw7iXuikP4PvmcSO53ddffw2BSAxrv0mwsiMahHObRt3FmORJ1z332Ga01FGChsGCYyZDJJai4OQO0zV7F2/ETFjKSOy8RsRAfIbEpS+r1GlUUJanQKdqZqRERCzDk9X1xYNXV1si4yJN+A5VJ5znBPRLUm73fzaivqCG47gZKxbBbYQn9ny8CXX5pnNO1iZyVhyyt6eb2guthJjzj2tRllaE2twqOHg4QjY1Bk4+LlC0dLIovLJNiaAxYSg5VsDY6S1t4l9msoh/z8MCahM9bzTrT1kCZDTXrEeWsLEvZtpONZOO8/X2YYd3vC72xTzGf75q1SoWjad0+iUOTrA9T008kdlR9P1kdRXePcA9dKKIe15jA0c2bnpwCPYUF5uAvputLd6aMx/iXmq1p6kUOKRUMNBOpSDu7gMvmeF3m/fA+TxQVlbGQLxGo4OzjRzdXd0ICYphmvBkDU3VjJzOzzsEbq7e7BpJzhWWZsLJwQ2B/jIUl2Zh1R9EJ2Uw0nEnYP7FDy9ypiWt+Fuv/wcKSzIYyV3QiCjGLE8HAMWlpxlBXljQSKb5brRutQKn8jdCp+9mh1nR0dH8ZvbCAzyA74WT/oQmPIDvg9PPB+ABxOXl5XHfLvsw7qVuygP4/nmcJOZIZkSr08PaNwlixwvXEHYpO7D5qyc4k9k4uMJKLEV7ExfczLr1Rdg59o+gSNfdbgDv3R2snuu+++7jQUf/tviq6vX777/jyy+/hHWYE+xi+/7snd5yAqe3njT5TGInxaLnb2KM8kROl7npuPkzWwm8IwNQdryQ4+PYhWORueU4dBoduy62FmP2P67Fno83orPRHG2htPjCgzmmvgTIFz53E0vPry+qwe6PNnI+m/v4dSztPn/vaVYPT/3pYKE3Zqx9J8WGqVOn9qYL3+Yq9wAd8lIUnmQaidhuqb0TpBcgtiOm+ZU9GOeXREZhbbYhamm0GE8vzJdHYF9JCdOFnyeTsXr53ljWGbZ5N1dXvP7GG6AIPG+8B4baAykpKUxL3dbaGTFh8yHqBXeQWtON9NP70dJSD1loPGOQpzR6kn2zs3VEgL8MBw6vR1tHs2n5Y+KSMXPqjee9HYrq05jt7U2ICB8DX+8gJhdHsnF/+ctfsGTJkqF2xRUzPg/gh+dW8gC+D/tCAF6n08XodDoDZThAQKmQIvAajYbDUGMZpe/DFJekKQ/g++/mtLQ0dnJLEUypz1hInEPPOxilAW/97ll0dbaa2lDNOwH4qkIz8BFb22Lu7a9AZNX3OiytqgXK8j3Qa1S48cYbccstt/D1uv3f3quqJ9XCE/tuXUM9HJN9UJpRjLaaZnhH+MM32qDpS/XtNTkVcPJ2QXCijKW3t1Q1oeRoPkQSKyhbOlGdVQ4bRxs4+7kxAjkimXP0dELaulRUpBXB1tkecYsT0VrdhBO/Wei5C4DQJC4wpznDJkWiYH82Zy/8RwXBwd2JpcvTHLELxsInKgDEMk918ap2BToa2yGWijFinAwd9a3Qa/WMKM/e3RGaLjVjwe9obIN/XDA8w86dgqxuUqFtTxXCw8Pxzjvv8N+lq+obMbCbJRD/2WefYcOGDfC1EmOhvSNEF9BrL2xqxJqs02jrUmHKiGCM8w9gMnJaneEwi2x2mAy3jYrv88JK1d3Y3NEGBwcHvPHmm/D3H7iqSZ8XwXe4aj3wySefYNOmTfBwCUNYwISL+mHV2vdRXGb+m79k/r1obq5FyqG1pr7y0AR0KFrR1FwDIsWbOfUmSMTS847dkwl/6qS50IvakJSUhCeffJL/237RXTE34AF8H5x1CZvyAL4PziYAT/LAPbqQDy2vsX/n5ub2jxmqD+vpb1MewPfXc4Z++fn5eO7559HR3g6p9xhIXMLOOyBJxB3f+S26lR2wd/ZE4rx7mVTckc2foq2xCgTe46fdDN8QUijsm2lVzVCW7YFe24V7770XCxcu7NsAfOur3gOUVfLWW28hsyALtdW1Jn+MvmECiLT3xK8HTdcC4kMQkRyLnR+sM0XM7dzsMXPlYux49w90Nhki5hQdn7niGjh4OjGgr2juYKCZDgGO/3oApccKGJEd1aPTHCfXWIB6SmdanIj0P45w9oY03/1ig9hhgaOXM0aMDkV9US32froZ+jN4x9nfFZPvmYNtb/2Org5DTaUhor8UR3/aizpjur8AmHDnDPjHBnHmYLrvu6ugbenCa6+9hpiYmKv++eAd0DcPaLValqp+6NAhyCRSJNvac4ACScWdqKqEl709Jo0IOisVnuTmfjqVBpVGg3A3d6ycMIlF3i2N0vCPVJSjuLmJkd/F99CFr9do8EdHK2BlxQi6iKiLN94Dl9IDdDhMZXyFhYUID5wMF8dA5BWcZLrwspBRcHE2Z0M1t9Th029JyMlsI/zlaGyuRUdni+miSGSFR/72Aej/X8xq6srw9c+vmJrp9Fq4uDiyDEUiJbWz610Wy8XmuVo+5wH88NxpHsD3YV/kcvmM3jbPzc3lUiD3tuMlaMcD+IE7uaSkBE8//TTa2tog9UqAxPX8TO86rQYqRSts7F05L3OK9iZIbR179YPUc8VaZROLvEOnxgMPPIDZs2cP/Kb4Ea46DxBopZpFipgIJEIIzqT9Ovm6sGPJ1mpzyiKRLwaPC0fxES4rtmxaNPL2nOb4jgA3sckb6+CJdG7KvXPgJfNjqe30b6FQyJjoUz7ehKYyQ1KTl9wPk++ZzUC9MWXeztUe4VOikbbWDOoD4oNZ+/KTxZx5ZVOjkZdy9lry93FTk73kvpj6t3mcvsqCVihONTLJxUcfffSqexb4Gx4cD1B2Fv025OXlIdHGFgnWBsnD1Ipy/PvwIVM9OwHvRyZOPmtSAu8kKedqe7ZUIjUmlvptBXmmfstj4zBfZgDpCp0Ov7W3oFOvZwSMEydOHJyb4kfhPdBHD1RWVuLhhx9m9fDF+bWmCDsB8OXXPgJ/H0P2YntHC/7z5eOc0cOCR6KpuRZNLSa6KUaG9/Bf32W/G+cyqnnPzjuKri4lvD1H4Mc177Bm9Bun0apYCcmWLVtIPaqPd8I35wH88HwGeAA/PPdlSFfFA/jBcS8RttCLWktLC6TeYyFxOTudngjtSDqutaESngGRGBGZxEB8Y00Raksz4eDsDb/w0RBeQEO452q1Xa1Qlu5k4J1+IGfM6PW50uDcOD/KFeWB3NxcxMfHM4Zeg6ScAO7BnuzFp7Gk3nSvIrEIoRMjzgLrIxeMRsZGc707daB0e9J+tzTfmECMv3UaKjNKGYjxGxnEUt71Oj0aimtZ5N5Yp95e14rcM1JyMfMSmKa7EeSzMQVAwKjgswB8zPzRnNp7aho1ZxSytqVx8qT8Y0dgwv/NNC1Pq9CgdUcFbK1t8N9P/gtn5/MrTVxRm8/fzJB4oLm5GStXrEBTUxNLpfcXS/BKym7k1JsBCU383ryFcO9DNJDY7O9Z+xuTnjMaEdu9P38RKDK/oaMNlRo1brvtNixbtmxI7o0flPdAbz2wa9cuvPTSSzh8+AjEVmYyuYiw0ZiTfAsysg9Bre5CY1M1svIMPNBiKwluXLoCbe1NWL/1C5N++4zJN2BsvOFvNoF+qpGnA2diricSO9Ker2uoYJ8T2Pf3DWMEdxptF4RCAVvHypUre7t0vp2FB3gAPzwfBx7A92FfZDLZuzY2Ns+mp6d3GruFhYWFFRQUUBhIS9eio6NdNRrNjtzc3IQ+DH1Jm/IAfvDcXV5ejn8+/jg62jtg7TfhLGK7w5s/Q02xWU4rYtxCJit3bPtXpkX4y8ZizMw7erUoIqpTlO6EXqPEQw89hFmzZvWqH9+I98CFPHDrrbfi119/hUAkgMhGjEl3z2LA+sCXO0zp8tFz4hE8Xo6d7/8BZauSDecZ7oMpf53LUtmNKeo2TrZIvG0a9vx7E2dKv5Ej0FbbAgLnZPbuDpj5yGJIbLgpwi2Vjdj5wXpo1exPKigbQGwtQUOROcVfKBJg+gMLse/zrehWGJjmKSo/bvkU7PxwPVoqmtg1SuMnZvyMDcdMEX2Su5v29/lwDTRILNJBRfv+GqjrlXjwwQf5bBb+qzIoHsjJycETTzwBiV6P6x2c8PGB/cioNas20EHuh/MXwdnG5oLztXd1YUdhAWOnT/QPwHuH9kOpVpv6+Dg44M0583FY2YmTKiUSExPx1FNPnTdSOSg3xw/Ce6AXHqC/rUQG+p///AcikRgioYHnJywkDo2NVWhuNRwQE+CeM/1mJgnX2FKHLlUnImVj4e7qg/KqfPh4BsHTw8Dj0NHRgi9+fAlKlaFki/Tkkyddh3Vbv+CsaFz8LLi4uqCo/CiTAn3vvff470Qv9uxcTXgA30/HDXE3HsD3wcGkA6/RaHx6yMi1ARhlZKEPCQnxEovFVXwNfB8ce5k3pZp4emFSdXXDJmCqSWJO3aXARkoNo0LfM2bn5AGJtZ1J951dFggw745XIbV1uKAndJouKEu3M7Z5nkX1Mn9ohtnyNRoN7rzzTmRnZyNghgzOkYYaRapfr82vgpOPK1wDDBJUalU3qrPLGaimlHdKaSTCxtrcSvaZT1Qgi6wf+naXKUJOOvDhk6KQsyuDc+fx1ybBydsZBfuzIBCJIJ8Ww4jqCg+YGeepA0XhidneyFYvmxaDUYsT0a3oMpDoOdnCI8yHZbfoNFpU51RAr9UxojtixScjtvrOxnZG0kfs9UYzps6T/OJzzz3HkxsNs2fzcl7Oxo0b8d///hd+VmKEKVV4a/9eU/ScNN+tREKotTrMCgtDtOfZ0qREaPfU9q1MD97wUyHAlBFBSCkxlI4IIMDfxiVihI8P1nW0wcfHhwEVvsb3cn5qrqy1U5lhXFwcqqurWRTeSiRG4ug5OHiUe8CbNGYeCopPob6x0uSAxXPvQaRsDMchh49twZ6Dv3N/R2Im42QmV5ZxdNxUOLkLIJFY4aOPPoKX1/mlf68sjw/+3fAAfvB9Ohgj8gC+D17sjYwcD+D74NArqOmpU6fYy78OItgGzYJQ4gCtVsNk5DTdBkItMlfvYEAgRFO1WU6L0sDm3fkaA/bnM71eywjrtIp6XH/99bjjjt5F7K8gF/O3MsQeoB9pVrMILRyT/SCyvThZ0IWWRBF8YrDvbO5grPaUOt+TsC58ajQK92dBpzUcchHQDxgVgpJUbp39tL/Pg62LPTskcPByPi+LfF9dpGnrRtvuStjb2rMokYvLxXXi+zoH3/7q9QBFIF9++WWkpqZioo0dfLU6pNdUw04iwf+OH0WXRsOcQ9rwLyTPZOR1P6anoVGhQGJAIBJ8ffHmvhSOA5MCRmBOeDiKmpsQ5eEJdwcHrG5rgQJghJQy2fn5WK7eneDv/M/0wOHDh3H//fdDrxVh6vibGUHd2k2fcpYUGzURp7IOcK6FjIjGwtl3YcfeVaioKjDox7t4Y3/qBk67ucm34nj6bhP4p4j+xAlToEUHn6k4CBvPA/hBcOIQDMED+D44lQfwfXDWVdh0+/bt+PDDDyGUOsJ2xEwIRBIUZe7FqX2/sCi8SCxB0vz7QHXxR7Z8Dr3OkCIcMnIqYiffcAHwrkdXzVGoW4owYcIERk50PiKXq9Dt/C0PogdI+ocI7azcrOE42YeRzQ2WqTqU2Pbm71C1G9LvSQ6O0t4L9nEl46Jmj2IReWNqvHuIF6bfv2BQ10Lz6zU6tO6uhLZdzTJoSF6IN94Dg+0Bqod/4P770dnRgWUOznAWiUBs81+dOMaZak6YDPtKi0Ea8UZLDgllbS1tZmgY7ogfbbq0u7MdOd1duOmmm5iMKG+8B4ajB95//33s3LkTgd4J8HKLwLcWNeuk9X7twr/ju9Wvc5YeEzEeXd1K5Belm64H+snQ0tbAauTJCNDfceOT7L+z849B1aWAl6cHqpsykJCQgBdeeIHPqhrgA8ED+AE6cIi6D97b2RAtcDgNywP44bQbw3MtX3zxBdauXQsrB39Y+01kPxyK9ka0NVbD1ScEEqmBWbi9uRZ15dlwcPGGh7/8gj8wBNxV1akIDg7Gm2++CWtrMxnM8PQCv6rL1QMUMSQZrAMHDsBa5gS7GLdBvRVlqwIlqXlMdzNobDiqs8pw/BezVB1NRvX3lK5PEXuJnRR+MSOY/vxgGt1nx/F6dJd14JprrsE999wzmMPzY/Ee4Hhg//797Hvlf0YfnqLw7xzgpvwSgN9qwS5PA1Bavb1EwmTjyByl1nhuejK87A3lVtUaNda2t7LfhnfffRdWVgPLmuG3jffAUHmgvb0d9913H9rbOxAbvghWImvkFaYxEjt5WAJsrO2wa/+vSD2xnS2BQP3N1z2Kr356GRqN+VCLPltx73tMlo6yF6mvpR68WqNEWu46kNrcxx9/DE9Ps2TdUN3blT4uD+CH5w7zAL4P+8ID+D446yptSjrAzzzzDDIzMy+qEd8bFzHG+ZLtsLGWsOg+X8fVG6/xbQbiAYVCgRUrVrCaRYfxXpD4Dp1mrlatwd7PtqL+jEY7scOPvyO5TxkmOq0Omi41JLZcMrwL+UBV1IbOtAaEy8LxxutvQCw2kCvxxntgKDxAB0YUCTxx4gRm2zkgWCzBx0cOmYC53N0Dfx83Hv/YuhndWkNaPdkieSSWjYxFTn09I7GL9faGzZlnlVjnf2lvQZNWy1Lneb33odg5fszB9MC+fftYEMLJ3geRwTNRW1+GA6kb0dWlQGz0JFDEvawiz3CtWwmSkyssyUR1bYlpGZ7u/rjrZq5uvOUaC8oPoL65kB3K0uEsbwP3AA/gB+7DoRiBB/B98CoBeIFAME+n01mII2MXgNsAMOYNgUBAIasNPIldHxx7hTVtaGhgbNadnUrYBM+GSOrUrzukundF8XbouloYmzGv6dsvN/Kd+uGB4uJixh6s1mngOM0XVo6SfozS+y7NlY0QioRw8u5bDXplZimOrz7A0vI9Qr2RdEcyh6DuXCtQN6jQtr8aDvb2eP+99/kITe+3iW85AA9UVVWxOmBrnQ7LHV1gJRCgsq0Naq0WQWe4F45VVuDbtBNoUalAJHd/HTMW1uc5XMpUKbFP2cmUSEiRhDfeA8PdA3SQRVxBaWlpCPQeh9VrPkGXBUfQ9Yvux+HjW1BRZS4biY5IRHVNMdOEd3HywOJ59zCd93NZe2cdMgu3sIwUInMUiQY3c2u4+3eo1scD+KHy7MDG5QF8H/xHAJ5KJw0qxBc0PQ/g++DYK7Apkba88sorENq4GerhBeZHRq/XoTB9N2pKT8PBxQvyMfNgbet4lhe6Gk6juz6DyVrRgQBvvAcupQf27t3LInsiezED8ULJxV+GujpVTIe9ubwBHuE+iJ6TACtJ/9J6la2d0On0sHOxZ7fd0diOrG0nGTN+YEIo+9/6F36CWmmQkSMj/fmxN00+r5u0Sg0jrUO3nukCx8bGXkqX8nNd5R74+uuv8dtvvyHJxhajrA3lVD2NQI5Wr4eVUHheb6n1evzQ1gy9RILPP/8czs7OV7ln+du/XDxAYPCBBx5AXV0jMjMyOa/TkeFjWB27pTk7uePe21+GQtkOWxsHFpnfuusHFJWehoe7H+ZMvwUebr6g96pT+RuhUDWzKH9kZOTl4pJhv04ewA/PLboYEB2eq/6TVhUeHh7a26nz8/O5zDO97XgJ2vE68JfAyQD7EaGUManXaEhcw02T5hzbghwLFlUXryBMve4xzqJ0XW3oLN4CFxdnfPLxx7ws0KXZMn6WHh746quvsGbNGog9beAwwfuiRHKUDl+TXWEaJXi8DGNvPD+gPh+AObZqH4qJiV4P+McFMX33bW//jo6GdlOX6LkJOL3lBGcIqp0nbflzjkukdXuroG3p5tMr+Sf9T/EA1QHffffd0ClVuNnJGVLB+UH6hRZ4XKlAqkqB5cuX4+abb/5T7oWflPdAfz1AB1n023Ls2AmTNjyNNXn8NTiWtsuk8U7XggMjceOSFaapNm7/GhnZh0z/JhK7u299AfXNBSisOITk5GSsXLmyv0vj+53DAzyAH56PBQ/gh+e+DOmqeAA/pO41DU7sw3+77z4old2wDV0AoZWBfG7XqlfR1ljFWcTs2/4FWwdX0zUFScZ11vDs2Jdmq/hZzuMB4nQgGaxjx47B+v/bOw/wqKq0j//PnZn0QgApAQQhc+8EUFRAxAIqrmABe8e6ir2sZS1Y2V3r2j57d1FRBFnrYkVUFBU7AnPvhKJAEmpIJ5mZe77nvdwJQ0yZSZlMJu95nn1WJqf+zm3/c97zvkOykD5iRyz4hhKdZ3/z7//Z5U/JGck48Py/4Ie5X6F8Yylyhw7AqNMORlLqzvPq+mdLYXzxGxxOB/L/sjdSMlLx5bMf7VJP/hEjsOKjnZ6I6Y+9tVyrzqqSyrq8+YfvhT2PHv2n7llO677biNr1lTj88MMtk+Nwqxi+AJhArAjMmTMHM2fOxH4paRiZ2vAufFN9qZUmXiktQVJGBp577jmkpUVfR6zGyu0wgYYIVFZWYtqF0/DjTz+hcP0G0PN5QK4bZEK/+o/l+N+nM1Fbux2ZGTnI7T3I+i09PRsTDj4Zn3w+2/JCH54uOe9fKFi3EBABPP300+jZs/H3FM9I9ARYwEfPLBYlWMBHT9nh8XjOkVKeJqXcUwiRJaXcJoT4SUr5imEYr0dfZWxLsICPHe933nnHMnF05ahI6bOv1fDi/z2FDWvIdGxHcialYNI5/4LTtUPUBCqKUb12IfbZZx/MmDEjdp3llphAAwTIqd3111+PP/74A+l790TK4D8f96Bi9BH2/j/fQNXWirpaug/cDdXbKlBduiN0HKUhB3gw8uQDrf8uWrEWXz4TJtYFoI0fDn3hzvuD8rnHDUXBohWg2PLh9Qw5MB8/v/UNKjaXWd7q95qyn7UQUD9VLd+Kau82DBs2zDKdZ6d1fKl3FAG6n8477zxsKSrC9t//QLXfj0MHDwGFjIsk/by9CourqzB16lSceuqpkRThPEwg7gi8//77eOqpp5CVNgB9ewxF95zedX0k8U4ivWD1Unyx+K26351OF/bYfeguYeWyMrtj8pGnYd3GX3DKKafgrLPIJRWntiTAAr4tabZdXSzgo2A5YsSI9O3bt78PYJyUcrEQYqmUkhzaZQkhSJ2NAfCJaZqTfT5fTRRVxzQrC/jY4fb7/VbolA0bNyF98FFQkjJQtrUQX7/7OLZXlkJxOLHXwadg0NADrE6RCKpa/RHMmhI88sgjGDx4cOw6yy0xgUYIFBcX45prrwGZAJMpfVLvhnf9ir3r8M3Ln1kx3FOzU7HPCQfg6xc/3aXW7NwcTLz+BOu3X99dAu+CX3f5e/7hI6AvXAozQC5HALIynnDVFGwwCvHb/B8sEZ+5WxbGX3Ik0uzz8U1NXM0f5aj4fpMVweGBBx5AdnbLnEryxcEE2ooAhbeiRTGHacJl+0e5auyBGNK9B943vNhSVYX9+++OMQMG7NIknY2ns+9BlwsvvPgiMjN3hJPjxAQ6G4FAIIBLL70UxcUbsI92HByOFPyx1ovU1Az07T3IGs7cdx+zRHx4mjLxAvyy7Ev8vk5H9269MWnCmdiw7SekpiWzRUo7XQQs4NsJbCurZQEfBUBVVe8FMFUIcZyu60vqF/V4PCOllPMAPK7r+n1RVB3TrCzgY4obCxcutISDq1seUvqOsho3gwGUbl6P9OyeSErZGaYrUL4e1eu+xLhx46wPPE5MIF4IrFixAjdPvxlBaSJrfC6c2Q17pidTejqrntkrm1ak8P4/Zze6A7/ul9X4+iUK5LEzTbhqMgK1AUvYS9OEe9wwa3edEsWRry6rQk6/Hs2ex6f8/s3VKFtUjHeJdHUAACAASURBVLTUNPz7/vsxoJ4gihe23I+uRWDWrFk4//zzQSfgU21ndQcP3AMFW7egqLysDgaFlhu7+06P2wW1Nfi4shyTJ0/GtGnTuhY0Hm3CEViwYIHlLT4jNReLvlqA0rIt1hiHqqMxZdIFWLxkPj4P34F3OHHp+fciLTUDwWAADocTa4t/xrqNv+Lcc8/FiSeemHCM4mFALODjYRb+3AcW8FHMi6ZpBQCm67o+u7FiqqqeLoS4Qdf1vaOoOqZZWcDHFDfoHPFFF12EjRs3Iy1vct1Z+IZ6UfX7pwhWbbJivlMoFE5MIJ4IhDzTK2lOZJNn+pTmPcxvWbMR389ZZJ1X7zGoF7L75iCzZzYGjVEtD/W/vrcEBV8ut8LI0e67Z8IIlBaVWLvwwdoABo/1oLeaGzWGYIUfZQsLgSAw4847MWLEiKjr4AJMoD0I0GLYmDFjUFtbixShwCGAw4fk4ZOV9ImxM+3Vpy+uP2hc3Q9vl5eiMODHk08+if79+7dH17hOJhAzAvRtRLvwn3/+BdavK4IIc+p49qk3Ybce/fDeRy+gYNUvyMjohgkHnwJ1yM5P60CwFj9630R6eiqef/55pKTs8DPEqW0JsIBvW55tVRsL+ChIapq2HUC+ruurGyumqupgIcSPuq7HbVwXFvBRTHobZX3vvfcs5ypJPYcjebfhDdYarN6KqjUfYd9998Wdd97ZRi1zNUygbQnMnj0br7zyChw5ycg+uC+EMzJP2hsLivDFU/NhBnecY+8xaDccduVkbFpZDN+XyywBrx26F9K7Z+B//5pTFx5OKAKHXXkMegzsFfFAzJogyj4vBIl4clhHsbI5MYF4IkAWVo8//jgUKTEmtx9O33MEbvzoA0grUu2ONG7QHrhw1H7Wf28LBvFaWYkV+pBClHJiAolA4NNPP7Wigmwo3giHY6dV1+HjT8UPv3yGkm0bkZHeDcdOugAD+u2M5kNjX7/xN/xR/CPOPvtsnHzyyYmAIy7HwAI+Lqel2Xjm8dnrDuoVxYEPBAJ9Vq5cubGxLgwePLi3y+Uq5DjwHTRJcdpsdXW15Vyl1nQifcgxDXrA3l78PfwlBbjtttswevSfPWnH6dC4W12MAPlpePjhh0Hmj0m56cgY0ysij+6L/7MAa3/ede1zvzPGgULGhUS9M9mJ4UeOxM9vfbsLVXX8MOx93P4RkZZBibJFRQhs2W591NHHHScmEG8E6D4iZ3YbiopwUa8+SBIKZi/9Fe/rXkvE56SmYfr4Q9A7Y8c59++qK/HD9mpce+21OOSQQ+JtONwfJtAiAuQnaMqUY7Fw4WdwOVIAIUCO6Ui0Fxavqqszp1svXHT2P+r+bZpB/KT/F4rDtELSZWRktKh9LtQ8ARbwzTPqiBy8Ax8FdRbwUcDirH8iQGbxH3/8MVJ3PxTO9J0eVymjNIOoLHgb3bLSrZeRw/FnT9qMlAnECwH66Lr99tuxdOlSpKjZSB/eo9mufTfrc6xZsquJ8KAxbqz51rdL2bwD81Hw1Ypdfttrymh4Dt2r2TascHE/bELtHxU48MAD8fe//x2Kfca42cKcgQnEmMBrr70GOg9/WFoGtOQUVNXW4r8rlqO4vAwT3SqG9+5j9Yiu61ll21DrcuLlV15hU+EYzxM3174E5s2bZ/kJqigNYrfuAzFqnwl44dUZ2F5TtUvD1132OJyOHce2NpWsQsHaRTj22GNxwQUXtG8Hu3jtLODj8wJgAR/FvJCAl1L+QwixM/BwvfJSygwhBJ2Tj1sFxib0UUx6G2ZdtmwZbrzxRriyByMld4dZZCj5y9dh+7pFOOGEE6xdGU5MIN4JkEf66667DoWFhUgfuRtSBjbtEXtb4VZ89uh78G/3W0Prv9dA9Nb64Yc5X+8y1APOn4C1P63C2p927NbnDOhheZwPjx3fGJtqvQRVy0qgqiruuusuJCfvjDcf7zy5f12PQFFRkeWMbnenC0dlZOGOBZ9gVclWC4SAwN8OOAj75OZiQ8CPeeWl1s477cBzYgKJRKCiosKylHKIFOytHWdZdL3z4fNYrn9XN8yB/TWcfsI1df/+rWA+Kqo345lnnkGfPjsWuji1DwEW8O3DtbW1soCPgqCmaetoMTySIrqu7xr/JZJCMcrDAj5GoOs1Qw5byFNqacV2pOdN2cVhS3XhtwiUrrZWoUl8cGICnYEAifdrrrkGldVVyDqoD1w9U5vs9vayKhQuX4vU7DT00fojGAjii6c/wOZVG6xy/fYciLHnHmbtmpcWbUWgJgCKJU8fdM2lmvWVqPh2A3r27IkHH3wQOTk5zRXhvzOBDidAPhr+WL0Gh0pgxoJPdunPPn1zcc2BB+Obqkr8VFON6dOnY//9IztK0uED4w4wgSgI0LEsOg+fv8fh6JaZa+2+L/xqnhUurm+vgTjs4JORkb4jBGhldQl+9b3L/oKi4NuarCzgW0Ov/co2/1XUfm1zzR1EgAV8B4EH8Nhjj+HDDz9E6sAJcKbtZnVEShOVvreRk73DfJ5Nfjtufrjl6An8+uuvuPW22wAnkHVoLhxprqgr2bp2MxxOBdl9u0ddlgoEttWg7PMiJDlduP/++zmCQ4socqGOIBAyo99HCjxeT8AfsPtAXLLf/phVWoLtLideffVVtirpiEniNtudgGEYlnVJj+yBUAeOb7K91YVLULx5BW6++WaMHTu23fvW1RtgAR+fVwAL+Dacl2HDhmXU1tZOVRTlQl3XR7Zh1W1aFQv4NsUZVWWLFy+2THvDvdGHvM+Tp2zajeHEBDobgfnz5+OJJ56AIzsJ2eNzI/ZM3xbjJI/zpZ+th1kV4A+6tgDKdcSUwOrVq63nvpqUjFUrVuCLNTuOjqS5XJh+yGHIzsjErLISa+edduA5MYFEJEB+HiikXGFhEUbmnwxnmEf68PHShscPK+YiJdWFmTNnwulsPpRpIvKK5ZhYwMeSduRtsYCPnFWjOVVVpQPN0wCcKoRIl1IuMwxjzzaoul2qYAHfLlgjqpTOep1xxhlQUnsibeAEq0ztFi9qNv7M3oUjIsiZ4pEAfXxRSCyyLknqn46M0ZF5pm/tWKQpUfZVEQKbtuP000+37i1OTKAzEaB755yzz8b20jKck50D35Yt2FJVCYoBn56UhN+2V+PL6kpL3Bx55JGdaWjcVyYQFYFQiNIh/ceiV/ddQ8aFKiopXw/v6k9x9NFH4+KLL46qfs7cMgIs4FvGrb1LsYBvIWGPx5MppZxqC/eQe+RPTdO83+fzfdzCamNSjAV8TDA32gjttqxe8zsytBMhhAPVa79EoGI9XnrpJfTo0bw3747tPbfOBBomQJ7pyaTR6/UibUQPpA7ZcV6xPVPlb1ux3diGMWPGWG3z8ZP2pM11txeBhx56yArLeHJmN/Sst6M4v6IMa/y1eO6559C7967RS9qrP1wvE+gIAsXFxVZM+G6Z/ZC/x44NjvqpYO3X2FRSgPvuuw/5+fkd0c0u1yYL+PicchbwUc6LqqpjbNF+Cu22A/hVSvkGgDullCN8Pt/yKKuMeXYW8DFHvkuDoXPwaXtMhCMlBxV0/j0rFf/5z386tmPcOhNoJYEtW7ZY5sBlFeXIGtcXru4prayx8eK1RVUoX1yMvn37ggRQejo9jjkxgc5HgJx3kROvA1PTsVfKTkeQtDv/YulWdOvVyxLwnJhAohOg98eaNb9j9NBT4XDs6k8lZD6fnkHfSy/xgm2MLgYW8DECHWUzLOCjAKZp2s8AyDR+KYB5AN7Qdd1LVaiq6mcBHwXMLpyVzIxJxCf3GQ1nZq7lwI52EG+55ZYuTIWHnigEfv75Z9x2220QqQ5kH9YPSlLbR9QMVgVQtmA9FCnwwL8fwODBgxMFH4+jCxLYsGGDFct6D1cSJmVk1RHYEgjgjfJtmDBhAq6++uouSIaH3NUIzJo1C+TYUd19HLpl9seWrcXI6dYLLlcSyio3YNnKDzFx4kRcfvnlXQ1Nh42XBXyHoW+yYRbwUcyLpmlBKaUB4FUp5Sc+n++bUHEW8FGA7OJZQ95WXTkqnBm5qF67EKeeeiqmTqUTGZyYQOcnEPoIo/Pwmfu1rdkv7UqWfVmEwObtuOyyyzBp0qTOD4xH0KUJ0DV93nnnoWpriXUOPhQ2MXT+nXYlyckpJyaQ6AR8Pp8VmlSRWfhuyVeorCpDclIqpky6AK4UP9ZvXGptdtCmB6fYEGABHxvO0bbCAj4KYh6PJ1dKeRaAcwBoAAqllHMURZlrmuZCKeXebEIfBdAumrWqqsoS7I703nBm9EPNhh9x3XXXYfz4pkOndFFcPOxOSCAYDOLGG2+0zsOTQ7vkARltNopqYxuqfttqhQ+66aabIooR32aNc0VMoJ0I3H333fj6668xNTsHmcoOq5UFleXQa2ssi62BAwe2U8tcLROIHwL07ph65lQsXPg5Kiu313UsK7M7DjroIFTXlFg79GlpafHT6QTvCQv4+JxgFvAtnBe3272/oijnSinpLLzlrUlK+YiiKP/2er2FLaw2JsX4DHxMMDfZyLnnnoutZdXWDry/pMA6/zhkyJCO7xj3gAm0EYGioiLrPHxNsBbZE/rDkdb6cD+B0lorZFy3rGxL1GRnt7+jvDbCwdUwgSYJzJ071/KDckR6JoYkJVt5Xy8tQbXLiddnz4bD0fZHUXhKmEA8EqBQu7SgBemAEEpdFw8edwCGDs3H/fffH4/dTtg+sYCPz6llAd/KeXG73clCiONpV14I8RdJXjaAtwzDOKWVVcPj8ZwkpbwDQH4wGBxdUFDwY0N1apo2SUr5MABFCPG8ruv3NtU2C/jWzkzry99www1YvnwFHOm9EKzcgNdff52dcLUeK9cQZwQ++OADK7ycq28assb2aVXvLNP5hYUIlNRYZ+xHjx7dqvq4MBOIJwK//PKLZRq8b0oqxqSmIyAlntu2BflDh+Lee5t8pcfTMLgvTKDVBN555x387W9/w4biTVCUHQu/u/fPwx55vXHiiSeCNkA4xY4AC/jYsY6mJRbw0dBqJq9tYn82gLN1XR/a2qo9Ho+mKIoZCASeNk3zukYEvKJpmuFwOCakpaUVlpeXLwFwWsi5XkN9YAHf2plpffkHHngACxcuBIQD6WkploDnxAQSjYBpmlZ4t2XLliFjTG8k92u5p/jqlaWo+mULxo0bh+uvvz7RUPF4ujiBbdu24ayzzsJAVxKOysjCpkAAc8u34aijjsIll1zSxenw8LsSAfITRE4bNxaXo6K8Cn16DUTekDxsKFmB6dOnY//99+9KODp8rCzgO3wKGuwAC/go5kVV1bcVRXne6/W+DyAYRdFWZVVV9TPTNK9tSMCTKb8Q4nbDMI6kRjRNu5Gs+ZvahWcB36rpaJPCM2fOxJw5c6y66GwjmQNzYgKJSIBe/ldceQVMB9DtiP4Qzp0mkZGO19wewLaP1iEtJRVPPvEkcnJyIi3K+ZhApyFAAj5YVoap2d3hrdmOz6oqcOmll+LII63XOycm0CUI+P1+y09QkjMLe7mPtsbsXb0AJeXrQN9O/PyP7WXAAj62vCNtjQV8pKR2hIpbIIQYL6XcKIR4GcALTe10R1F1k1mbEfAnKooyUdf1abaAJ1fm++m6fmVjlbKAb6uZaXk9ZCL27LPPWhXsvffe+Mc//tHyyrgkE4hzAi+//DLeeOMNpObnIC0/evFd8eMm1Kwpt3YiaUeSExNIRAJkrbJ06VJc2K0Hvt9ehZ+2V1tngYcPH56Iw+UxMYFGCZAJ/aqVq7Hf8NOtc/A/rHgTGZnJlp8ITrElwAI+trwjbY0FfKSk7Hxut7u/oigkkul/+QC+k1K+oCjK616vtzzK6mjH/GMpZXicJZoTKaWc7vP53qX6WMBHSzX+83/55Ze47777rI4ecsghuPbaa+O/09xDJtBCAtXV1Zg2bRpKy8uQfUR/OFIjd2gXKK1B6YL1GNB/AB599FF25tXCOeBi8U+ALLE+/PBDnJLVDUuqq7DaX8s7jvE/bdzDdiDwyCOP4JNPPsEIdQqSnKlYsnw29t13X9x5553t0BpX2RQBFvDxeX2wgG/FvOTl5e2rKAqFlTsNQCaAeYqivOD1ehe2oto/FY3AhP4OwzCsYMhsQt+W5NuvrpDDImphypQpuPDCC9uvMa6ZCcQBgY8++sgS4Ml7ZCJjn90i7lHZ18XwF1fh9ttvx6hRoyIuxxmZQGcjMG/ePLz44ouYmJ6JJdurUOVyWZYrobjwnW083F8m0FICb731Fp5//nm4dx+HJFcqlq38EMcffzzOP//8llbJ5VpIgAV8C8G1czEW8G0DmBzJTQRwqpTyGCHENl3X89qm6h078IqiXOf1en9ooE6Hpmk6ObETQhQFAgGyCDjdMIwVjbXPJvRtNTMtr2flypWWkxZKU6dOtc57cWICiUyA4vtefPHF2LBxA7KPGBBRWLnAth277/n5+ZYnbhYyiXyF8Ni++uor3HPPPTggNd0S8P0GDrQWvTgxga5GYMmSJZgxYwYG9N7bEvAr1y3GFVdcgSOOOKKroejw8bKA7/ApaLADLODbaF40TaOYRhQ67ngpZTfDMHq2tmpN044DQG/vnlLKbQB+Jmd1+fn5fU3TfFbX9WOoDTuM3CNiR8BMCiN3T1Nts4Bv7cy0vnxxcXHdrvtFF12EY46xppITE0hoAmQSSaaRKUOykD6i+Udk+TfFqC2ssswmyXySExNIZAI+nw/XXHMNtKRk6LU1VqhECpnIiQl0NQLr16+3Fnx3yxkClzMVhZt+Y38QHXQRsIDvIPDNNMsCvhXz4na7hyqKcjqZ0EspBwkhPgLwktPpfHvZsmW1rai6XYuygG9XvBFVXlZWhjPPPNPKSzvxEyZMiKgcZ2ICnZlAIBDAhdOmYcvWzeh25O5QkhyNDidY6ce2D9ciLy8PDz74IO++d+aJ575HRKCkpARnn302shUHSs2g5X2evNBzYgJdjQC9K0444QRkpO1mnYHfUvo7XnrpJfTo0aOroejw8bKA7/ApaLADLOCjnBcSv1JKEuynCyGGSykLhBAvCiFmer3ewiir65DsLOA7BPsujVKYFHo5UbrppptwwAEHdHynuAdMIAYEKHwihQJK26sHUvOyG22xcukWbPeVgrwRH3bYYTHoGTfBBDqWgGma1jlf+n9KtMh72mnkYocTE+h6BM455xxUVtTC5UxBdU0J3nzzTXZi2gGXAQv4DoAeQZMs4COAFMqiadpiCtEGoEJK+YaiKC96vd6vo6giLrKygI+LacDkyZOtjtxxxx0YOXJkfHSKe8EE2plAaWkpzj3vPMhkIPsv/RvcWZdBEyXz1yIzJd1y6pWUlNTOveLqmUB8ECDRsnXrVqszl19+OSZOJPc6nJhA1yNw3XXXwTB8cDqSkdM903Jqxyn2BFjAx555JC2ygI+Ekp3HjgP/YlVV1dy1a9dWR1E0rrKygI+P6QgJeI7zGx/zwb2IHYH7778fX3zxBbIOyYWre8qfGq5ZX4mKbzew1+HYTQm3FCcErrrqKqxatcrqzS233IIxY8bESc+4G0wgtgTuuusuLF5M+2awHJmGQu/GthfcGgv4+LwGWMDH57y0a69YwLcr3ogrv/LKK7F69Wq88MIL2G23yMNqRdwAZ2QCcUog5GG4MWd25d9uQO36Ssvh3eDBg+N0FNwtJtD2BEi0U5hRShR5YejQoW3fCNfIBDoBgSeeeALz58+3ejp27FjcfPPNnaDXiddFFvDxOacs4ONzXtq1Vyzg2xVvxJXTOfiamhpkZGREXIYzMoFEIEAOishZV6W/ynJmFx4eTgZMlLz3O/rl9gN9wHHouESYcR5DpARItC9atMjKTtf/gAEDIi3K+ZhAQhGYNWsWXnvtNWtMkyZNwmWXXZZQ4+ssg2EBH58zxQI+PuelXXvFAr5d8XLlTIAJREDg4YcfxqefforsQ/vBmZNcV6K2sBLl32zAKaecgrPOOiuCmjgLE0gcAo899hg+/PBDa0Dk7DEnJydxBscjYQJREHjvvffw9NNPWyX4fRAFuDbOygK+jYG2UXUs4NsIZGeqhgV8Z5ot7isTSEwCtMtIu42p+TlIy98pUip+2oSa1eVsPpyY086jaoYAOW2cN2+elWvu3LlITt65uMXwmEBXIrBw4UI88MAD1pDPO++8usg9XYlBPIyVBXw8zMKf+8ACPj7npV17xQK+XfFy5UyACURAoKKiwgqTpeS4kD2+X12Jkg/+QKpIxquvvsohgyLgyFkSi8Ds2bPxyiuvWIN65513+AhJYk0vjyYKAt9//z3uvPNOq8QVV1yBI444IorSnLWtCLCAbyuSbVsPC/i25dkpamMB3ymmiTvJBBKewNVXX42Vq1eh++SBEA4FZnUAJfP/wOjRo3Hbbbcl/Ph5gEygPoG33nqrLlzWu+++y4CYQJclsGzZMtx4443W+G+44QYcdNBBXZZFRw6cBXxH0m+8bRbw8Tkv7dorFvDtipcrZwJMIEICzzzzDEikZI3PhatHCmrWVaDiu42gWNgnnXRShLVwNiaQOAQ++OADPP7449aAWMAnzrzySKInQFF6KFoPpTvuuAMjR46MvhIu0WoCLOBbjbBdKmAB3y5Y47tSFvDxPT/cOybQVQhQLHiKCZ+2Z3ekuruhcukWbPeV4u6778bw4cO7CgYeJxOoI/DZZ5/hwQcfZAHP10SXJ1BUVIRp06ZZHO655x4MGzasyzPpCAAs4DuCevNtsoBvnlHC5WABn3BTygNiAp2SwNq1a3HppZciefcMZIzqhbJFRfBvrMbrr7+O9PT0Tjkm7jQTaA2BkHNHqoN34FtDkst2dgJbtmzBueeeaw3joYceQl5eXmcfUqfsPwv4+Jw2FvDxOS/t2isW8O2KlytnAkwgQgLBYBAnn3wyzDSBbhP6o+T939Ezu0fdGeAIq+FsTCBhCPz666+YPn06+vTpg2effTZhxsUDYQLREiBHp6effrpV7IknnsCAAQOirYLztwEBFvBtALEdqmAB3w5Q471KFvDxPkPcPybQdQhcddVVWP37anSbtLsl4EeNGoXbb7+96wDgkTKBMAKmaWLJkiUYOHCgJeI5MYGuSsDv99eFjqPFLL4fOuZKYAHfMdyba5UFfHOEEvDvLOATcFJ5SEygkxKgs41fffUVMsb0RsW3GzBlyhRceOGFnXQ03G0mwASYABNoCwK0mHXsscdaVb300kvo0aNHW1TLdURJgAV8lMBilJ0FfIxAx1MzLODjaTa4L0ygaxOYOXMm5syZg+RBmahZU46LL74YRx99dNeGwqNnAkyACTABTJ482aLw6quvIisri4l0AAEW8B0APYImWcBHACnRsrCAT7QZ5fEwgc5LIBQ2y5HlQrDMb8V/pzjwnJgAE2ACTKBrEwgJ+NmzZyMtLa1rw+ig0bOA7yDwzTTLAj4+56Vde8UCvl3xcuVMgAlEQYDO+86YMaOuxCOPPILBgwdHUQNnZQJMgAkwgUQkEBLwc+fORXJyciIOMe7HxAI+PqeIBXx8zku79srtdg8RQhSQSRI7BWlX1Fw5E2ACzRCgWL+33nqrlUsIgYcffphDyPFVwwSYABNgArjgggssCk8//TQcDgcT6QACxcXFOPPMMyGlzPP5fCs7oAvcZAMEWMB3wctC07SDpJRfdsGh85CZABNgAkyACTABJsAEmAATiIKAEOJgXdcXRVGEs7YjARbw7Qg3Xqt2u93JiqKMNk2zyOFwBOO1n9wvJsAEmAATYAJMgAkwASbABDqGQDAYdCiK0tc0zSU+n6+mY3rBrdYnwAKerwkmwASYABNgAkyACTABJsAEmAATYAKdgAAL+E4wSdxFJsAEmAATYAJMgAkwASbABJgAE2ACLOD5GmACTIAJMAEmwASYABNgAkyACTABJtAJCLCA7wSTxF1kAkyACTABJsAEmAATYAJMgAkwASbAAp6vASbABJgAE2ACTIAJMAEmwASYABNgAp2AAAv4TjBJ3MX4J5CXlzdAUZRlhmFkA5BN9Xjo0KEDg8Hgal3XnQDMeBqdpmkvSinXGoZxWzz1i/sSXwQ0TTMpJqxhGKvq98ztdp8hhDjbMIxJ8dVr7k2iE9A07Xb7ujwrnsbqdrvHK4ryiq7rAxrqFz9342m2unZf4unZ3pL7QlXVckVR9vR6vWu69kzy6BOdAAv4RJ/hLjw+VVXXCCF6SSkDAPxCiK+llBcbhrE+Wiyqqp4jhHheSlklhCDRvVpKeYthGO9HW5ct4Ffpuu5qSMDbH6FDDMM4u7G623Js4W205IUZ7fg5f3wR0DTtRinlOMMwjgr1TNM0HwBD1/WjQ7+pqmoIIW7Rdf2Npj7y6o8umryNiBtaLKikhTEhxHYAH5umeYnP5yuLL5Lcm/YmQB/noQVSIUQ6gBopJYVCpUXTi4QQqpSyyWdnJH10u937CyE+Cl+QVVX1WQCnhv+madoz9H4xDOPSpuq1BfzLuq7v3pYCPrQYDOAnXddHhurOz8/vEQwGiwCsMwxjcCRjjlUeVVVXCyH+quv6gli12VXbifdnO82LqqpXArgQwB5CiK1SysWmac4oKChY1l7fI80tqHXV64XH3bkIsIDvXPPFvY2CAH0oKIpyvtfr/WzYsGFJfr//SSFEjq7rJ0RRjZXVFvD00THO/vc0AA9IKftFKyTaSMC32dhYwEd7NSRWfo/Hc4CU8n1d17uTEBo2bFgfv9+/GECyYRj9Qr8FAoH1fr8/d9WqVRuiEeWapgWllO6GdusjIUnlAeTpur562LBhGX6/fw6AFYZhXBNJ+SjyOABQW5w6AQFVVVcpivJXer6HuhvJ4mckQzvkkEOchYWFJYqiHOL1en+wn/kraPGWrEvCfvMCuMMwjNc7UsBLKXUp5Yk+n2+53dcrANCiAt3DLOAjmfQEzNMJnu3/B+BI0zQvyM7O/nrz5SuHcwAAFFVJREFU5s2OpKSk44UQA3Rdvy9KAR/x89vj8RwipZzZ2IJaAl4KPKQEJMACPgEnlYe0g0D9lX5N046UUj5kGIaH/k6iPhAI3AXgZCllEoD/Sin/5vP5auozrC/gBwwYkJqWllYphBhNH3P1zeI9Hs8gKeV/AOwN4FsppQEg2zCMs0J5pZTnCiH+ASBVSvmwYRh3eTyeiaZpvmO3XyuEKNB1fZ8G+rPLLkb9samqepQQ4p8AhgDYBuAFXdfvDPvQPUhKea8QYiiAMinlrYZhzAx/YXo8nkzTNN8G8KthGFfzdZWYBEaNGuUqLy/fZprmQT6f7ydN006mjyop5R5SymtCv0kp/2UYhkoUbAF/CYBrAfQEMMswjMvt++4cABcYhnGwpmmfAziYLFfI2sTeeZvjdruPURSFrn26T5YpinKJ1+td2hDh+osFmqZdIqU8NmSi73a7s4QQDwKga54E+Eu6rtMREKmqKokX2jkdQeJLSvmRlPLS0KKb/Yx4Ukp5Ju3e6rpOu7pxdawlMa+61o+qoZ1cW8APJUsNKeXxAH43TfOcgoKCH6nF/Pz8vqZpPgqAFmLL7ecu/ftPSVXVT4QQtLD1kNvt3k1RlG8AzKTnJf02ZMiQXk6ns1gI0d/r9RaqqkrP879LKfsLITZKKe8zDOMZqrj+Drzb7d5HUZTnaGFKSjlfCCGllL7Q0SVVVS+068oBsMjhcFyyYsUK2lHfJYW9S24RQnTTdf3v9j24BMA82tkMCXhN0zxSSlrE3ltKuU5KebPP53vXvp/p6BTdo3vQ/Qrg50AgcJLT6bwRAFmfFUspTzcM45fmODY1B6qqzhRCnAmA5ofu1RmGYfy79VcD19AQgXh+tufl5eU5HA6vEGJMaEGs/hjs7xH6zqL3xDghxDIAZ9Bibug9BOByKeXVQgiHrutDwt8X9nfQ/VLKAUKIUgAPlZeXP5WZmbkZQJKUspreEy6XSw0EAhdJKYeRVQ+AY8nK0ul0nhQMBk8E8Df7mv2rYRif2PdYo/c7WcCYpvkSAPrOovfeb7quj+erlAm0JQEW8G1Jk+uKKwLhH3i5ublpmZmZT9DDWtf18+wH8EP0wRIIBM7JzMwMVFdXz7IftNPrD6SegHdomnYx7cAD6K/r+ub6u+qappG5/pe5ubnTi4qKxgD4n5TybTKLDzN7fNbpdF4RCARoQeE7IcQIr9erR7KLFMHYxpmmuYXM0PLz84cHg8GPFUW5yOv1vkPtBwKBpUKIC3Rdf3PPPffMqq2tpRXvX0MC3uVyPRwIBOZLKT8wDOP2uJpY7kybE1BVdYGiKG97vd5HNE17VEr5gxBiiBBic9hvqYZhXBD24fQefYwHAoFuDofjB9M0p/p8vo/qL3bRBxUtJIU+umzx8oEQ4mj6cNM0baqUckZWVpb6/fff+xv4iKs7b7/nnnvm1NbW0m7n16EFKVVV/wugqLa29prk5OQMAO9JKZ83DONZt9s9RFGUQX379v18w4YN2aZpviml/DG0e2/fRyVCiGOCweCWhhbv2hw2V9gmBBoT8ABuEEIc7/V6P9I07V8ADtV1fSwAoaoqCdv/GoZxj8fjGSCl/MQ+jvFxA9fdbVLKfQzDON7tdp+oKMpkAC9LKa8wDOM4j8dzkpTyHl3X8+x74kghxAo6e6uq6sFCiA+klAcahvFzuIAnUVVWVkZHVB40DONxt9t9nBDiNQD3kIDXNO0wKeVsAIdnZWUtLy8vp/fMiIYEQOi94/f793C5XIt0XR/odrvzFUWZC+AKKeWzJODJoqCoqGgFgOf69u37QHFx8cG0OOt0OkcuX77cR899AEdLKY9wuVzL/X7/fHo3Kopyq9frnaVp2gx7LIc1x5HeX03MgbWwHrKMa5MLgStpkkC8PttVVb0IwI2GYdCiUYPJ/h6hxd5JXq/3J3sBSNF1/Yyw99DHNTU1p7pcrmp6fodbfKmqWqgoykler/frwYMHZzudzj3q34+hhkPXrZRyimEYC+y2aTGL7iGyBjiPFr3CFsQavd81TbtLStnNXtQWmqbtr+v6V3ypMoG2JMACvi1pcl1xRYA+FAD0AEBn4DNoVyQYDE4kUWsL+AohxJ4hYZGXlzdWUZRXGzI5JFFCHz+0a2PXRWfqz/F6vfShhHABP3jw4P5Op7OgtrY2a82aNXRmlz5aXqbFgzABT+af/UO7KpqmfUsLAvb5YnLE1NwZ+CbH1sACBC1WmIZhXEvn4gCM1nWdVpZ3SfZLiwTXfkKIF3Vdp51NTglOwP542YuuCU3TfjZN80SHw0G7g9NCv9nXJ13H1g58MBg8sKCggEzt6fqeLYT4gcweGxLw4Q7vVFWlhbRN4QtDqqqSKTLtFn7ZwDVJ1yOdd6ddSrqPfYqiTKB7x94F/cM0zeyQ+FZV9TQA0wzDILFR//qmnZXbQueF7WcEmUCTtQynTkSgCQF/oK7rR9jXZb4Q4nuyrFBVlRZSZxuGMSg0TPuMMB3v+Gv9oZPoFkLMNQxjN1VVHxZCLE1JSXm9urq6wDCMvvQbgMyGytpt08LSAsMwHg0X8Kqq0k7iLF3X+4faVFWVPu4/JQGvqiq9ZzYbhkHPaYwYMSK9urq6JBAI5K1ateqP8H6Gv3c0TfvANM1/CyEOpftFCPFdSMDTgoI99tywsc8C4NV1fYYt4Gt1XSdRRffz5UKIS3Rdpx1JslygReAvDMPo3hxH+1nS4BzYdfMZ+BjeZ/H6bFdV9WZaONV1/YDGcNjXpV/XdTqySO+dI+33EFkOWu8h0zQP9fl8ZOllpXo78OTI7l+Korzu9Xrp281KDfmksDkdoOv6RDvPMXSfhnxe0PGtQCBQappmTkPHJu2FZOt+V1WVrB33klJe5/P5VsZwurmpLkSABXwXmuyuNtR6K/20+3IcifBgMEg7FFJRlA1SSjIvt5IQQqH/03WdPMnvksJFib2b/zyJEF3XyQHLLgJeVdXRQoi3dV3vE/ZSoRXZ/uECPtyJnaqqnymK8rLX630h0h34sF2MXca2cuXKjfZH1t1CiOFkKmb/b46u6+eoqvq4EKIyZG4ZPlD7hUkvyfKUlJS9f/nlF3IexinBCXg8nkOllK8nJSV5amtrl5K4sI9QGMnJyUNra2s3ORyOIcuXL/+9/keS/e+66AXNCXhN096XUpI5Ya1935H9sMs2r6edx11SvR18h6qqlwkhrnI6nfmBQGAEgG+klGQeSfcwvdOovj8Mw9jLFviP2GbBGVJKBzlKop1Kym+LQLJE+TTBpzjhhteECX3d4mc9gXuilJJEq/Uhb18r9Mz/Qtd12l3fJbnd7mRFUbYpijLaNM2ZiqKctmLFCkNV1e8cDsf59JuU8pHQ4o8tLmjXXrXfJXQ06l5aqAoXDJqmnQrgGl3XaUHBSpqmzZJS0sIACfj/CSHe1XX9ydDfVVUtMk3zhNCCWej3euMj03Q6+jJWSnmwoihaSMBrmnYKHXcJb1NVVXo/dCfRXv+ssaZpf6VjJaFFMLJkIesCwzCS6IhNUxzrv7/qW6exE7vY3orx+myPYge+LipOfeFtC3h3uEgOF/Aej2ekaZq32kdmfpFS3uTz+b5pTMCHb5xomjYhdP/YM0aWl7RxYx2Zaep+t8X+HQDoGA852HxW1/V7Yzvz3FqiE2ABn+gz3IXH18gHHp1NJE/0/yWPxg6Hw93Q2cL62OqLEtuUd5WU8hA6F9iSHfgmBDx9BFKIrqa80P9pF0PTtNDY5mmaViCl/L+srKwnySxZVVXage9Bddo78Ps15Mwv9CFHzv5o86eqqmri2rVr6ZwYpwQmMGjQoJSkpKRSIcStUsqRhmGQyCBhQQ68SFRfFhK99u+7hJELFwARCPinpJS/G4ZxdyRI65+BtxfQKoLB4Kjk5OTCQCCwUtd1Mp3/U/hG2s0UQqT6/f5LV61aVappGu3APxpyXsRiIpIZiM880Qp4t9tNVkX/MQxDi3REmqZ9QWfUyRzdMAxr91pVVTJppzO0M2y/CeRckfyplEgppxqGQX5DTHtHbimJ8gh24BfZu/Ut3oHPzc1NyczMLJJSLjEM4/BwAaJpGp3FfSM0BvsefhWAHtqBDw8f2pSAtz30N8oxAgG/yj6+xV7oI70QW5EvXp/tdAZeUZQVpmmOCfmoqD/M+gtLDQn4+uFMG3GwSuKbHDvSwtnuthUMhXWsiwpR/7ptSsA7HI7NTd3v4eNwu91DFUX5TAhxWrjDzVZMKRdlAhYBFvB8ISQsgQac2B0rpZwjhCBTYa8tanOllJf7fL5Nqqr2IycmdI63OQFvfwDdZ3vHPqG+Ezv7DPwXWVlZt27btm2Uw+Gg8+TvhJ+BD48DH74DTyvTdLbYPvPYYEz55samaVoxgOt1XX9ZVVX6cH1XSvkhtU8x6x0Ox2+04+n1ev87bNiwbL/fP4AWIuoJMXL+Nbi2tvbo0FGAhL1YeGAkTL6ic+9Syn8ahvGYfY2Tl+BTpJQfkwPGEKYGHMs1ugNP5xABUFx4y/kP7YpIKedJKU82DOM720R4fGpq6ucNWXzUa0tRVZW8a99TW1vbf82aNdtsofS7fV63QlVVOlNJ1i5f2Kb923Rdv0RV1b60GCGE2J0FfOe/4KMQ8KvtZy1d4+Rr5I2ampr/W7NmjT8vL8/jdDpTvV7v9w0Rsc/Qk3k9nS8/yRbwJwgh6BgImZxbAsCOjlAC4DA6BmLvzs2VUj5QX8CHnYF/IDc398nCwsIpAMivQ+gM/ARyCgngL6Zp6oqi0Htmn1AElPB+1n/v5OXl7etwOEroWFi4ALGdmdEZ+Gf69u37YHFxMQn6tx0Ox6jQGfgIBLzXMAwKfUr3YKMcGxHwoTkw6d1oO1WlowKcYkAgjp/tj0gpJ9FRLfJCX1paqiiKQpaSAxvyQh+NgM/KylpbWlpKDlnfI5N3e1GKQv/u4fF4yDrlR9M0+4bM4aMU8GV+v7/R+11VVfIn4SXLAPreIgeYUsozwk39YzDt3ESCE2ABn+AT3JWHZ3/gURz4oO3ll8x/7wqF/LF3TcjhDp2ZpbPy68lLb0i8hLOrv6tof8j1Iy/xZGIphCgPBoN1sd01TSMRQedqycT3OwAryXzXMIwLGwojZzuaeYVM6IcNG9bd7/fTLg6dP1xlGMaoBhYUaAe+0bGpqkqh8h60d9LpfNga26mKtauvadqBthO+fNtLPcX3frneijc5XyFh1sflck1ZtmyZZfLMKTEJkOMdcj5l78D/bF8n9AFE4uIiXdfrPrjrh4ZragdeVVU6v0jmhCmKokwjvxFut/sIO0oCOQAjC49Fqamp5zci4CkMHXnIpjjwdB6eQmZND1sQoGgJFFGBzKBpJ34VgHvJnwTtfgghyHM4mTUXkBMy8igcJuB5N7CTXs4URq7+Tm5zu78UIjEQCDwopaRz4klCCB0APfsa3A2m61RRFPISfw05cyRU9rEM2ul+zTCMqWGLWhSVgfyXUL3k3d0VMouvLzxsoU33E0UJ+R/VUc8L/TTbC303IcTXQoiLyWy3/lQ1FZK0/g6iqqrkD4DM8ikyyjohxM3k1NS+z18gz/QhL/hN7cDbCxaNcmxuDjwezxQpJTnKzKRnAPtZaf8bMF6f7fZ31BVCCPIAP0gIQaJ4ETk1NQxjRQQ78H8KURp6N5GALysro+ubNjAoxJwuhPgbObSz26X7jxYLFJfLNdT2Ql93/KaRHXiKDDTANqFv9H7XNO1qKeVVFKGFxiSlfIqiDLX/THMLXYkAC/iuNNs81g4joKrq63SGMDyUW4d1hhtmAkyACTABJsAEmAATYAJMoFMSYAHfKaeNOx3vBDwezyjTNLcahkGmjOTVlEyGx4bi6MZ7/7l/TIAJMAEmwASYABNgAkyACcQfARbw8Tcn3KMEIOB2uyl26RNSyu5krmib7pMpLycmwASYABNgAkyACTABJsAEmECLCLCAbxE2LsQEmAATYAJMgAkwASbABJgAE2ACTCC2BFjAx5Y3t8YEmAATYAJMgAkwASbABJgAE2ACTKBFBFjAtwgbF2ICTIAJMAEmwASYABNgAkyACTABJhBbAizgY8ubW2MCTIAJMAEmwASYABNgAkyACTABJtAiAizgW4SNCzEBJsAEmAATYAJMgAkwASbABJgAE4gtARbwseXNrTEBJsAEmAATYAJMgAkwASbABJgAE2gRARbwLcLGhZgAE2ACTIAJMAEmwASYABNgAkyACcSWAAv42PLm1pgAE2ACTIAJMAEmwASYABNgAkyACbSIAAv4FmHjQkyACTABJsAEmAATYAJMgAkwASbABGJLgAV8bHlza0yACTABJsAEmAATYAJMgAkwASbABFpEgAV8i7BxISbABJgAE2ACTIAJMAEmwASYABNgArElwAI+try5NSbABJgAE2ACTIAJMAEmwASYABNgAi0iwAK+Rdi4EBNgAkyACTABJsAEmAATYAJMgAkwgdgSYAEfW97cGhNgAkyACTABJsAEmAATYAJMgAkwgRYRYAHfImxciAkwASbABJgAE2ACTIAJMAEmwASYQGwJsICPLW9ujQkwASbABJgAE2ACTIAJMAEmwASYQIsIsIBvETYuxASYABNgAkyACTABJsAEmAATYAJMILYEWMDHlje3xgSYABNgAkyACTABJsAEmAATYAJMoEUEWMC3CBsXYgJMgAkwASbABJgAE2ACTIAJMAEmEFsCLOBjy5tbYwJMgAkwASbABJgAE2ACTIAJMAEm0CICLOBbhI0LMQEmwASYABNgAkyACTABJsAEmAATiC0BFvCx5c2tMQEmwASYABNgAkyACTABJsAEmAATaBEBFvAtwsaFmAATYAJMgAkwASbABJgAE2ACTIAJxJYAC/jY8ubWmAATYAJMgAkwASbABJgAE2ACTIAJtIgAC/gWYeNCTIAJMAEmwASYABNgAkyACTABJsAEYkvg/wFsq46lcTMadwAAAABJRU5ErkJggg==\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot second season episodes + Christmas special\n",
    "plt.close()\n",
    "plt.figure(figsize=(14,5))\n",
    "plt.ylim(-1.2,1.2)\n",
    "sns.violinplot(x='Name',y='Score',data=df[df['Episode'].isin(subs[3:7])],inner=None)\n",
    "sns.swarmplot(x=\"Name\", y=\"Score\",data=df[df['Episode'].isin(subs[3:7])], color=\"black\", alpha=.9);\n",
    "plt.xlabel('')\n",
    "plt.xticks(size=12)\n",
    "plt.ylabel('VADER Compound Sentiment Score',size=15)\n",
    "plt.savefig('Season2.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 393,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot first three episodes of third season\n",
    "plt.close()\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.ylim(-1.2,1.2)\n",
    "sns.violinplot(x='Name',y='Score',data=df[df['Episode'].isin(subs[7:10])],inner=None)\n",
    "sns.swarmplot(x=\"Name\", y=\"Score\",data=df[df['Episode'].isin(subs[7:10])], color=\"black\", alpha=.9);\n",
    "plt.xlabel('')\n",
    "plt.xticks(size=12)\n",
    "plt.ylabel('VADER Compound Sentiment Score',size=15)\n",
    "plt.savefig('Season3p1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 394,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot last three episodes of third season\n",
    "plt.close()\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.ylim(-1.2,1.2)\n",
    "sns.violinplot(x='Name',y='Score',data=df[df['Episode'].isin(subs[10:])],inner=None)\n",
    "sns.swarmplot(x=\"Name\", y=\"Score\",data=df[df['Episode'].isin(subs[10:])], color=\"black\", alpha=.9);\n",
    "plt.xlabel('')\n",
    "plt.xticks(size=12)\n",
    "plt.ylabel('VADER Compound Sentiment Score',size=15)\n",
    "plt.savefig('Season3p2.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 420,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name\n",
       "Hated in the Nation         -0.038356\n",
       "Men Against Fire            -0.033360\n",
       "The National Anthem          0.011490\n",
       "White Bear                   0.014890\n",
       "Be Right Back                0.066229\n",
       "San Junipero                 0.073930\n",
       "Shut Up and Dance            0.082851\n",
       "White Christmas              0.084734\n",
       "The Waldo Moment             0.094018\n",
       "Fifteen Million Merits       0.117146\n",
       "Playtest                     0.122860\n",
       "The Entire History of You    0.151584\n",
       "Nosedive                     0.160238\n",
       "Name: Score, dtype: float64"
      ]
     },
     "execution_count": 420,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# rank the episodes according to the mean of their sentiment distribution (MA)\n",
    "df.groupby('Name')['Score'].mean().sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 421,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name\n",
       "Men Against Fire             0.354639\n",
       "Hated in the Nation          0.358809\n",
       "San Junipero                 0.367191\n",
       "Shut Up and Dance            0.376019\n",
       "Be Right Back                0.378982\n",
       "White Christmas              0.392119\n",
       "Playtest                     0.401232\n",
       "White Bear                   0.403600\n",
       "The National Anthem          0.403621\n",
       "The Waldo Moment             0.404735\n",
       "The Entire History of You    0.421205\n",
       "Fifteen Million Merits       0.436726\n",
       "Nosedive                     0.439431\n",
       "Name: Score, dtype: float64"
      ]
     },
     "execution_count": 421,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# rank the episodes according to the mean polarity score of their positive sentences (MP)\n",
    "df[df['isPos']==True].groupby('Name')['Score'].mean().sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 422,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name\n",
       "White Bear                  -0.503390\n",
       "Men Against Fire            -0.467164\n",
       "Fifteen Million Merits      -0.434286\n",
       "Playtest                    -0.430648\n",
       "Hated in the Nation         -0.414516\n",
       "Shut Up and Dance           -0.405764\n",
       "The National Anthem         -0.401064\n",
       "Nosedive                    -0.377943\n",
       "The Waldo Moment            -0.369899\n",
       "White Christmas             -0.369392\n",
       "Be Right Back               -0.360946\n",
       "The Entire History of You   -0.353956\n",
       "San Junipero                -0.323712\n",
       "Name: Score, dtype: float64"
      ]
     },
     "execution_count": 422,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# rank the episodes according to the mean polarity score of their negative sentences (MN)\n",
    "df[df['isPos']==False].groupby('Name')['Score'].mean().sort_values()"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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