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+﻿Scripts.com
+London Has Fallen
+By Creighton Rothenberger
+ National day of mourning in the Philipines,
+after 44 police commanders were killed,
+in the line of duty when an anti-terror
+operation went wrong.
+-
+PUNJAB PROVINCE:
+50 miles north of Lahore, PAKISTAN
+Philipine authorities now say the toll in yesterday's
+hotel bombing has risen to 146 dead and 231 wounded
+It is the most devastating terrorist attack in Asia,
+in 10 years. And the worst ever, in Manila.
+While no organization has taken
+responsibility for the blast,
+Western intelligence sources have identified
+chemical traces that are the hallmark of
+the infamous arms-dealer, Aarmir Barkawi
+International security experts say that the Barkawi
+family is now instigating violence in remote capitals
+To foster instability, and thus fuel
+massive arms sales around the globe.
+- Kamran
+- Raza
+Did Philippine Intelligence track you?
+Father,
+- You did well,
+- Thank you.
+We need to discuss Major General Rahmad.
+It's your sister's wedding.
+I'm sorry, this can't wait.
+I think your ISI officer was compromised.
+Kamran, all Pakistani intelligence
+officers are compromised.
+One of our Afghani friends discovered
+a German BND agent in his circle.
+And?
+That particular general won't be very
+useful to us anymore. He's been eliminated.
+Thought you might want to know.
+Don't forget his family.
+Vengeance must always be profound,
+and absolute.
+Very happy.
+"BARKAWI on SITE"
+ #lol #selfiestick
+-
+CREECH Air Force Base,
+NEVADA:
+confirmation from MI-6 ground missile.
+You're free to execute.
+Hell of a a presidential race, sir
+Everyday the same damn joke.
+Seriously?
+- What the hell your made of?
+- Bourbon, and poor choices.
+Pick a name yet?
+Well, we were thinking Benjamin
+if it was a boy.
+- Really?
+- Hell, no!!
+If it's a girl, maybe.
+Voight,
+- Voight, you want to run over him for me?
+- Believe me, sir. We've tried.
+Baby,
+babe.
+What?
+A little problem in the nursery.
+Alright, so six cameras, right?
+One, two, three, four, five, six.
+- Why is that too much?
+- Yeah, maybe.
+Yeah, it's too much.
+and I thought that.
+They're baby gifts from the guys.
+- I'll take them down.
+- All we need ..
+- Is one baby monitor.
+- One baby monitor, right.
+Okay,
+- And a kevlar mattress.
+- and a kevlar mattress..
+Come here,
+- Unhand me.
+- Never
+Guess who just got the next week off.
+Oh, don't toy with me, young man,
+ cause there will be consequences.
+We're finishing this nursery.
+I can't believe it's taking me this long.
+Paint samples.
+- What?
+- Yeah.
+Oh, I gotta show you this amazing paint.
+- Can I get a shower first?
+- Not yet.
+-
+-- Kanye Wests new album Life of Pablo
+is now available on torrents --
+-
+--Yeah, UFC 196 too, McGregor finally shut
+his big mouth. STOCKTON Slap! --
+Sir, Speaker of the House is waiting,
+and the Senate Majority Leader
+would like five of your time.
+Ahh, hhmm, I'll take him first.
+When is Trumbull getting back?
+The Vice-President has
+three more days of vacation
+and insinuated considerable violence
+if he heard my voice before then.
+Never get between that man and a fish.
+- Sir, I got your son on video-chat.
+- Excellent.
+He had his first date last night.
+Mr. President,
+you need to take this, sir.
+Sir, Speaker of the House?
+You need to take this now, sir.
+This is the President.
+Okay, thank you.
+Sources confirmed that
+British Prime Minister James Wilson
+has died while sleeping in his residence
+at 10 Downey Street.
+He is believed to have
+suffered a heart attack.
+Possibly, from complications
+after the surgical procedure
+to repair his knee a day earlier.
+An autopsy has been scheduled
+ within the next 48 hours.
+To determine the actual cause of death.
+It's the White House.
+It's okay. My mom can come over.
+LONDON:
+-
+70 Whitehall
+Cabinet Office (UK)
+-
+The Joint Committee on Security (UK)
+take place this Thursday,
+the 9th, 4:
+-
+Minister of the Interior
+Rose Kenter
+world leaders, with the lone
+exception of the Russian president,
+Well, no love lost there.
+-
+Head of Scotland Yard
+Kevin Hazard
+private services in St. James's Palace
+the morning of
+-
+Chief Of Counter-intelligence: MI5
+John Lancaster
+.. Jordan, Saudi Prince Moochrin,
+Yes, it's a logistical nightmare.
+But let's make sure this runs
+without a hitch.
+Questions?
+And what special requests did
+the [ ?? ] circus demand so far?
+Dallas Cowboys cheerleaders,
+part of the [ ?? ] possibly?
+That's a request I can get with [ ?? ]
+I'm partial to the Kardashians, myself.
+As apparently is Her Majesty.
+19 special requests from
+12 different countries.
+We denied all of them.
+Any issues or special concern
+ with our current assessment?
+We all know about he 350 or
+so British nationals who
+have traveled back and forth
+to Syria in the past year,
+As we've seen before in Iraq,
+and Afghanistan.
+Of rising concern is the handful
+we believe to be former military.
+- Is any of this actionable?
+- No.
+Very well ..
+then we send off our dear friend James,
+with dignity.
+Give him a ceremony he deserved.
+Sir,
+- Are you ready for us?
+- Yeah, come on in.
+Take a seat.
+Head of the Secret Service
+Lynn Jacobs
+What are you guys so damn nervous about?
+The Brits are world-class.
+We all know their reputation.
+But still,
+These are the trips I hate.
+Last minute, out of the country,
+no time to plan.
+Are you sure I can't talk you out of this?
+Lynn, it's a state funeral.
+They're our oldest, strongest ally.
+Alright. I spent half the night
+on the line with our advance team.
+Metropolitan Police will secure the parameter
+of the funeral around St. Paul's Cathedral.
+Air Force One will land at
+Stansted Airport (London)
+On the ground, it's all Mike.
+Touch down. Then a 12-minute chopper
+ride to Somerset House.
+From there we take an armoured vehicle escort
+down Sweet Street .. to the Cathedral
+You don't seem thrilled.
+The British have their hands full.
+ It's a cluster-fuck .. sir.
+Well,
+Forty different countries,
+with 40 different security teams.
+Minimal flexibility on approach routes.
+funeral seating, egress.
+- Can we make it work?
+- Mike?
+I always do, sir.
+Good.
+I know it's not great timing for you, but ..
+It's what I do.
+Thank you sir.
+- There's my man.
+- Mr. Vice-President,
+- How was your vacation, sir?
+- Son,
+Do you have any idea, the joy a man feels
+pulling a 70-lb king macarel out of the
+waters around Jekyll Island?
+- No, sir, I don't.
+- That makes two of us.
+And I'll have to wait till next year to find out.
+But, thanks for asking.
+- It's beautiful.
+- There you go.
+- It's pretty.
+- I love these things.
+Don't worry about a thing, we'll be fine.
+- Doris, can we have a minute?
+- Sure.
+- Oh you meant Leah? right.
+- Very funny, Doris.
+She tells me not to worry.
+It's only three days.
+- Yeah,
+- And I'm not due for two weeks.
+- Walking away, it's not so easy this time.
+Hey, I got this.
+You go and you do what you have to do, and
+we'll be right here when you get back.
+Okay? Here, say bye bye to Daddy.
+Bye, bye Daddy.
+- Bell tolls
+ - Yeah.
+I love you
+You better.
+Behave.
+- Ah, here you go.
+- Thank you.
+You've been [ ?? ] hiding lately.
+You've been busy nesting?
+- Something like that.
+- Mm, hmm.
+Your idea of nesting being, bullet-proofing
+the walls of the nursery?
+Now, that is actually a great idea.
+Yes,
+I'll do it.
+Well, that only took two weeks.
+Hm, mmm. That's no small thing being a god-mother.
+I didn't take your asking lightly.
+Oh, I know. You think you can handle it?
+Well, I'm competent, brilliant,
+[??] beautiful, and really [??] an omelet.
+- Really honored.
+- Thank you, Lynn.
+- Big day ahead?
+- Correction, make a day. [??]
+Morning.
+Thank you.
+-
+CONTROL ROOM / COMMAND CENTER
+Gentlemen, ladies,
+Today I need your undivided best.
+The most important people in
+the world are in our care.
+So muck in, and get it right.
+Good morning, London.
+Stansted Airport
+20 miles north of London
+:::: 14:30 ::::
+Southpaw has landed.
+- Agent Banning, John Lancaster, Intel MI-5
+- Hey, John.
+- Bit early, aren't you?
+- Yep.
+- We're moving up our schedule.
+ - I see.
+The fewer people know the President's
+exact movements, the better.
+- Why wasn't I told?
+- Nobody was,
+that's how you keep it a surprise.
+We'll thanks for the help.
+-
+St. Paul's Cathedral
+:::: 15:00 ::::
+With security at unprecedented levels,
+in anticipation of the funeral,
+set to begin just an hour from now
+this isn't just the gathering
+of the world's most powerful leaders.
+It is the most protected event on earth.
+Marine Force One, Two, and Three on
+final approach to Somerset House.
+Marine One cleared for landing.
+-
+BUCKINGHAM PALACE
+-
+German Chancellor
+Agnes Bruckner
+Clyde, it's okay.
+Thank you
+Yeah, I understand.
+-
+Canadian Prime Minister
+Robert Bowman
+Yeah, I promise.
+Everything is going to be fine
+- Important matters of state?
+That was daughter No 2,
+She didn't pass her driving test.
+Guess whose fault it is?
+-
+Japanese Prime Minister
+Tsutomu Nakushima
+Is it much further?
+We're almost there, sir.
+I'm sorry but as expected ...
+and security measures are very strict.
+-
+ WESMINSTER ABBEY
+:::: 15:15 ::::
+-
+Italian Prime Minister
+Antonio Gusto
+It's time, Mr. President
+The cars are ready?
+I hope not too ready!
+I say wait 10 minutes?
+At least
+Southpaw has arrived at destination.
+- What's wrong?
+- Nothing.
+Bugs the shit out of me.
+Thank you.
+- Sir
+- Major Clicker [??]
+Thank you very much for your [??].
+[ ?? ]
+Sorry.
+- You know, the funny thing is James always
+hated funerals. -- Yeah, don't we all.
+Get down!
+Move!
+- Alright, back to the car.
+- Okay.
+We've been compromised.
+Two in the front.
+[??] what you can. [??] on me now!
+You okay? -- Yeah,
+-- Stay with me, we'll get you out of here.
+Duck!
+[ ?? ]
+Oh, Jesus. There's been a massive
+attack at the Cathedral.
+[ ?? ]
+- Get me [??]
+- Yes sir.
+- Where's Emergency Response?
+- On their way.
+- Voight, where the fuck are you?
+- Almost there.
+- You okay sir?
+- Keep you head down.
+ Get inside!
+Let's go!
+Let's get to the chopper.
+Dean Court. Black Land Rover.
+- I don't believe it. They overran everything.
+- Not everything.
+Looking for hot extract. Marine One for Southpaw.
+Fuck. Calls are down.
+Alright, here we go.
+- Voight. - Yo.
+-- Ram this guy next to me.
+- Copy that.
+- Hold him.
+Now!
+Voight, front brakes now!
+Drive.
+- Keep pressure on the wound.
+- Voight! fight! fight!
+He's dead, Lynn.
+Get down, sir.
+Lynn, take that wheel.
+Bike on your left.
+Not really where you want to be right now.
+- Fuck you!
+- - Fuck me?
+Fuck YOU.
+We're almost there sir.
+Go, sir, go.
+Five world leaders are confirmed dead.
+Along with hundreds of innocent civilians
+in an attack that has decimated most of the
+known landmarks in the British capital.
+-
+SANA'A
+Republic Of YEMEN, (Arab)
+Clarkson and Asher are alive.
+All the rest are dead.
+And I thought it was too much to hope for.
+We just changed the world.
+Blind be the Sultan.
+Fate is smiled on us.
+-
+CENTRAL LONDON:
+ Railway system
+- [??] General ...
+- Good evening
+We've asked the residents of London
+to stay indoors for their own safekeeping,
+While the situation remains fluid.
+But let there be no doubt,
+that every relevant police authority and counter-terrorism
+unit is actively at work regaining control of our streets.
+And within hours we will secure our city.
+-
+Breaking News
+LONDON ATTACK UK
+Jesus, it's not connecting.
+- How bad is it?
+- It's pretty goddamn bad, sir.
+- All lines of communication have been
+compromised, both civilian and military. -- Shit.
+We've tasked satellites and drones
+to get eyes on, but so far nothing.
+Sir, the drone is on station.
+We have visuals incoming.
+Secretary of Defense
+Ruth MacMillan
+-
+National Security Agency / NSA
+Deputy Director, Ray Monroe
+We have a Quick Reaction Force?
+Sicily, two hours out. -- Speed them up.
+And get a line to Downing Street,
+and Emergency Command.
+Satellite is up.
+Marine One is airborne. Southpaw is evaced.
+Marine One with Southpaw onboard, airborn.
+Prepare Air Force One for departure. Copy.
+Copy. Air Force One prepped and ready to go.
+It was a trap.
+That's an understatement.
+Holy shit. It's one thing to plan
+for this. Another to live it.
+Alright, well, we're good now.
+- It'll be okay.
+- Yeah.
+We'll be on secure ground in 10 minutes, okay?
+ There was no chatter on this. None.
+Something of this magnitude, it took
+years to plan. And we're in a daze.
+It's a fucken bloodbath.
+- How did they do this, Mike?
+- They only have to get it right once.
+Today, they got it right way more than that.
+- Mayday, mayday, mayday.
+- Marine Three is down.
+Roof-top three O'clock, you see him?
+[ ?? ]
+- We're being pinged.
+- Stingers.
+Deploying flares.
+Okay, Stinger gone.
+Stinger at three O'clock.
+- Marine One out of flares.
+- Marine Two, out of flares.
+- Marine Two, prepare for sacrificing.
+- Copy.
+Marine Two is down.
+It's a lock on.
+Mr. President we're going to take a hit.
+Brace for impact.
+Our families, remotely from the sky.
+Your time .. is over.
+We're bringing the war, to you.
+Make no mistake.
+This is the day,
+when your world changes forever.
+- Jesus. -- This is all over social media too.
+Everybody in the world has seen this.
+Aamir Bakawi.
+Number six on the 10 list.
+This man is responsible for
+more deaths than the Plague.
+Sells arms to every failed state in the world.
+Has a vast array of connections,
+terrorists, mercenaries, corporations,
+- Mr. Vice-President, it's Barkawi.
+- Put him through.
+Thought you might take my call.
+You understand if I make it difficult to track.
+You have me at somewhat of a loss.
+ I thought you would've learned a lesson
+by now, about crawling out of your hole.
+- I've never lifted a finger against you.
+- You arm those who have.
+I sold triggers, Mr. Trumbull.
+Just like you.
+What do you want?
+Your President.
+You can end this right now.
+- Just hand him over.
+- That's not going to happen.
+Then every death from this moment
+forward, will be on your head.
+Barkawi, sells arms to dummy companies.
+Some of them probably in London.
+Find a connection to him.
+He's probably been planning this for
+years. Everybody makes a mistake.
+We have to find him before
+he finds the President.
+Let's get to it.
+- Mike is a bully?
+- Yeah.
+Not exactly standard police issue.
+Really?
+Oh, my god.
+- I've never seen a man suffocate before.
+- I didn't have a knife.
+Got more ammunition than
+the entire US Army.
+How can they pull something like this off.
+Gots to be somebody on the inside.
+Yeah, looks like it.
+These aren't you typical hill-trained
+hillbillies. These guys are pros.
+- We should go for the Embassy.
+- They'll be expecting that.
+There's a MI-6 safehouse near here.
+I have a contact there.
+We go there, we get geared up, and get an extraction.
+- Do you trust them? -- Yeah.
+The fact is, every single one of these guys
+is a terrorist asshole. Until proven otherwise.
+The only person you trust right now,
+ is me, okay?
+Come on, let's go.
+- Gotta get underground.
+- These guys are everywhere.
+Let's go.
+Stay here. I'll be back.
+Raza ..
+Raza
+Here ..
+We can do easy, or the hard way.
+Raza. Answer me, brother.
+Raza's not feeling too well at the moment.
+He's a little bit fucked up.
+Hey, you. What's this dick guy's name?
+- This is Kamra. Who is this?
+- Hey, Cameron. [sic]
+- My name is Mike Banning.
+- You are the one with the President.
+Bingo. So why don't you boys pack up your shit and head
+back to Fuckeninstan or wherever it is you're from.
+You should've let us kill him quickly.
+Because now, we're going to kill him slowly.
+And stream it live. For the whole world to see.
+Can you hear me, Mr. President?
+- Tell him,
+- Yeah, he can hear you.
+And here's something I want you hear first.
+That's the sound of your brother dying. Yeah.
+Not much of a talker, that one.
+But I bet one of your men will.
+I'll see you soon, Cameron [sic]
+- Was that really necessary?
+- No.
+The Brits are compromised.
+The police for sure.
+Who do you trust?
+We can also assume all communications
+are compromised.
+Anything that isn't secured,
+could get into the wrong hands, sir.
+- And Banning would know that too.
+- So how could he even reach out for help?
+There, freeze that. Sir,
+- Is Banning left-handed?
+ - No, right-handed.
+Okay, well, the President doesn't move
+without a drone or satellite over his head.
+- Banning knows that.
+- That's his left hand.
+- Southpaw .. six.
+- Shorthand for MI-6.
+Look for any MI-6 location in that are.
+- Yes, sir.
+- Alright, Banning.
+- You okay?
+- Yeah.
+- [ ?? ] , bad choice.
+- Hah,
+Sit down, take deep breaths.
+How many you think died?
+I don't know .. A lot.
+All those innocent people.
+Dead ... Because of me.
+No. Not because of you. Because of them.
+They tried to kill you, sir.
+And they killed all these people, just
+to make everyone else more afraid.
+Well, fuck that.
+Fuck them.
+Mike ..
+You don't let them take me.
+- I'm not going to.
+- You need to do it.
+If it comes to it. If it's going south.
+If it comes to it, I want you to kill me.
+That' an order.
+I will not be prosecuted for propaganda.
+As my son and the American people see me on
+fucken YouTube for the rest of their lives.
+.. Okay.
+- Vice President Trumbull is among us, sir.
+- Inspector.
+I'm afraid our .. news isn't promising.
+Our dearly departed Prime Minister
+James Wilson was assassinated.
+Poison in his anesthesia, and his doctor's
+body found dumped about an hour ago.
+State funeral ..
+ Must-attend event for western leaders.
+Each one a target.
+Goddamn.
+And we walked right into it.
+And all dead. By your men and ours.
+What's happening on the ground?
+The terrorists have killed 19 first-
+responders. We've another 30 unaccounted for.
+They're impersonating us. Our people
+are walking right into ambushes.
+Say the word and we go in.
+But make no mistake. We risk turning
+London into another Fallujah.
+That's the last thing we need.
+The President in the middle of an urban battle.
+Or the citizens of London.
+Or you're just as likely to take out
+half the Metropolitan Police Force,
+Unless you can tell me how you can tell the
+difference between the good guys and the bad guys.
+- We're have to stand down our Emergency Services.
+- Surrender London?
+He's right.
+Take out all legitimate personnel.
+Anyone that remains .. is a terrorist.
+Look, the sooner we end this,
+The more chance there is of stopping
+London becoming a complete warzone.
+Well, how do we get the
+word out to our people?
+[??] system.
+We [??] sound that, people know to
+stay secure in their place, then ...
+You have the military sweep in.
+door-to-door, if necessary.
+Clear these bastards out.
+- Good evening.
+- Is Auntie M in?
+Put that away.
+- Are you who I think you are?
+- Unfortunately
+What a pleasure this is, two handsome men
+visiting me on such a lovely evening.
+- Long time, Jackson. -- Eh, not long enough.
+ -- Mr. President.
+Sir,
+- Jaqueline, MI-6 finest. Don't fuck with her.
+- Hello.
+The phones are down. That said,
+It did allow us to pick up this..
+Mr. President, Banning ..
+I hope this finds you well.
+Mike, we got your message.
+And I'm sure you don't know
+who you can trust,
+and all prior authentications
+may be compromised.
+So .. I offer you this,
+Do you have any idea the joy a man experiences pulling a
+70-lb King Mackerel out of the waters around Jekyll Island?
+That's him.
+a Delta Team has been clandestinely inserted.
+By now they should en route to your position.
+They'll take you to the US Embassy, where an armored
+convoy stands by to get you out of SAM range.
+- And on to a military train.
+- Thank god.
+- Let's get us out of here.
+- Alright, sir. So who's behind all this?
+Aamir Bakawi.
+Bakawi provides armaments.
+He's a fucken criminal.
+Shielded by governments.
+Mike, there was a drone strike, to get him.
+Two years ago, authorized by the G8.
+So we took a shot.
+He survived
+We didn't know his family was there.
+His daughter was killed.
+Well, he certainly got his revenge.
+- Civilians?
+- Well, they're not being targeted specifically, but ..
+- Collateral damage?
+- Yeah, quite a lot, I'm afraid.
+[??] targeting. No official support from
+any countries Barkawi shows, but..
+Didn't have any problems finding the creeps today,
+United Nations all with blood on their hands. [??]
+ - Who's on the inside? There's gotta be somebody.
+- Yeah, you're right.
+They've infiltrated our CCTV system.
+And they've copied the Wi-Fi network. [??]
+- Yeah, but who?
+- I don't know.
+Mike ..
+if you hadn't move our schedule up.
+- Here you go sir, get this in you.
+- Thanks.
+- I don't know about you, but I'm thirsty as fuck.
+- Yeah.
+- How're you doing?
+- I was thinking about my son.
+He sends me these jokes every day.
+It's kind of our, our thing.
+A little off-color.
+His mother wouldn't approve.
+I tell you something Mike, These little
+messages I get from him everyday,
+They mean everything, you'll see.
+Most important thing, never criticize.
+Always encourage.
+You just want them to be passionate.
+That's what I always tell my son.
+Find something you care about, and care deeply.
+That and the Golden Rule.
+Treat others as you like to be treated.
+- That's it?
+- Yeah, basically.
+What about all the other stuff.
+Sleeping, eating, electrical outlets,
+diapers, stairs, and ...
+That stuff takes care of itself.
+- Really?
+- No, hah ha, you'll figure it out.
+Okay, your dates have arrived.
+That's under construction.
+No one lives or works there.
+- That's why this is particularly interesting.
+- I had my NSA analysts take a peek at the power usage ..
+Through the roof the last three weeks.
+pretty odd, considering no one
+lives or works there.
+ Central London.
+Right under our bloody noses.
+Tell the SAS that we're going
+to make a house call.
+Mike,
+[??] to your right.
+Left.
+There's no way to dress this up, sir.
+It isn't good.
+Could be worse. Could be [??]
+Atta boy. Don't stop for anyone.
+- Are we clear?
+- Yeah, ha hah. We fucken made it.
+Ha ha, we did.
+Where is he?
+Where the fuck? Where is he?
+Were did they take him?
+[??] UNINTELLIGIBLE [??]
+Back off, take it easy, take it easy!
+You've gotta be Banning.
+(introduces himself),
+Captain Tutu, SAS [??]
+President Asher has just been taken.
+And these assholes intend
+to publicly execute him.
+We know, at 8:
+It's all over the internet.
+- We'll take care of that. Move out!
+- Hey, hey, wait.
+[??] you come this with me.
+How many times you've saved this man's ass?
+Now, I'm going to go get him.
+And you can kill me,
+Or you can come with me.
+But I ain't going to go any other way.
+After you.
+- CCTV is back up.
+- What did you do?
+Disable the authorization code
+that shut down the CCTV system.
+[??]
+Wait ..
+What authorization code?
+ :::: 19:50 ::::
+You should be thankful.
+How many men get to experience
+their death witnessed by billions .. live?
+You are going to go down in history.
+I'm not the only that's going
+to die today, Kamran.
+- Post Command.
+- Banning.
+Mike Banning? Chief Inspector Hazard,
+Scotland Yard. Hold your position.
+- Our military will be on your location in 20 minutes.
+- No sir.
+- The President's going to be dead in 10.
+- You don't understand,
+We have NSA imagery of where you're going.
+It's their base of operations.
+There are nealy a 100 terrorists in there.
+Yeah, well.
+They should have brought more men.
+- Things are ready to get sporty.
+- Just watch your balls.
+Will do.
+RPG!
+[??]
+Yeah, they kill the President
+the second we try it.
+Alright call Fox Command .. [??] the utilities here.. [??]
+[??]
+- The generator? -- Yeah
+- Let's pull out the plug. -- Yeah.
+- What happened?
+- The power supply was just cut.
+Get the emergency generators up.
+Come on!
+Banning, this is what we got.
+This is a three-story building..
+The entry point is here. There are
+two stairwells. One here, and one here.
+We believe the President is being held
+in this room, on the second floor.
+Hold your position. I need you to hit
+this building with everything you got.
+- You got it.
+ - Keep them busy. I'll sneak inside.
+Take that. Do not press that
+button till I tell you.
+- Are you fucken crazy?
+- Yeah. Wish me luck.
+:::: 19:55 ::::
+They are almost here.
+Why don't you just kill him now?
+No!
+The whole world needs to see this.
+Hear that, Kamran?
+That's the sound of inevitability.
+I am going to kill you live. But that doesn't
+mean you can't suffer privately first.
+Look at me!
+I held my sister as she died in my arms.
+You're the monsters, Mr. President.
+It won't justify your insanity
+to make you better about yourself.
+Shoot him!
+:::: 19:57 ::::
+Almost, waiting for
+the internet connection.
+Technology, only as good as
+the dumbshits that are using it.
+- How long?
+- Seconds.
+- We are live now.
+- Okay.
+Say hello to the world, Mr. President.
+:::: 20:00 ::::
+Any last words, Mr. President?
+I do solemnly swear, that I will faithfully execute
+the office of the President of the United States.
+Son of a bitch.
+.. the United States.
+And to the best of my ability
+preserve, protect, and defend ..
+Oh, my god.
+I'm not watching this.
+You know what you guys don't get:
+We're not a fucken [??],
+we're not a fucken flag,
+we're not just one man...
+ And assholes like you, have been trying
+to kill us for a long fucken time..
+But you know what,
+A thousand years from now..
+We'll still fucken be here.
+Mike! Grenade!
+- What took you so long?
+- Sorry, I had a couple of errands to run.
+Shit, does this fucker ever die?
+Alright, we gotta get out of here,
+You good?
+Go! Move, move, move!
+Mike! Come on!
+I'm out.
+I'm out too.
+Come in! We're trapped!
+I repeat we are trapped.
+- Blow it!
+Are you insane? I can't [??] ..
+You know that.
+We're not gonna get out of here
+unless you do!
+Huxley! Now, godammit!
+Go, go, go!
+Banning, Banning, call me.
+- Has anyone find any sign?
+- Nothing, over.
+Well, okay. Stay sharp. Keep looking.
+[??]
+No sign of the President yet.
+- Fox Command?
+- Find them?
+The President is alive.
+I have to tell you.
+I fucken hate funerals.
+Sir, I got you, Mr. President.
+- Is that all they got?
+- Yeah, it looks like it.
+Lieutenant,
+this could be missing link .. to Barkawi
+Okay, I'll get this to my folks,
+right away.
+Next time I tell you to blow it,
+.. just blow it.
+ - Good job, Lieutenant.
+- You too, Banning.
+Safe journey home.
+If that's possible for you.
+Next time, you want to leave town after betraying
+your country, how about you steal a car,
+[??] you can get for the vehicle.
+Perhaps you can [??] GPS.
+Because that just takes all the fun out of it.
+You forgot to delete you access logs.
+You authorization code is there,
+bright as day.
+The security cameras
+showing you logging on.
+Get on the floor.
+Do I have to tell you, this is the most
+dangerous time since the Great War.
+We're cutting budgets while
+the barbarians are at the gate.
+The system's failing us, Jax, it's broken.
+You know it as well as I do.
+- Things have to change
+- So you think you would teach us all a lesson?
+That and 20 Million Euros.
+Come with me, Jax.
+Get on the fucken floor.
+Don't ..
+Don't.
+Get on the floor.
+Get on the floor, John.
+Get on the fucken floor!
+[Two gun shots, DOUBLE TAP.]
+Sir?
+phone call for you.
+Kamran?
+Mr. Barkawi?
+I thought you'd take my call.
+You see this war ..
+this war has just started.
+You think it's over?
+I dedicating my life to your end.
+This war will not end.
+Maybe you should look out your window.
+[ JET FIGHTER RADIO-CHATTER ]
+ [ CLEAR TO PROCEED ]
+[ GROUND ASSETS CONFIRMED.
+TARGET CLEAR OF CIVILIAN PERSONS ]
+Two weeks after the devastating
+attacks on the British capital,
+A new government has been installed,
+and the city, has begun to rebuild.
+In the words of Prime Minister Clarkson:
+"London may have fallen, but it has
+always endured, and will rise again."
+So Daddy is going to take some
+more time off, isn't that cool?
+Yeah, maybe it's the new me.
+He says he reckons I've earned a few
+days off. Thanks to you, little one.
+I wonder what you're going to
+be passionate about, Matt?
+- (LETTER)
+[LETTER] Subject: RESIGNATION Dear Sir:
+With great sadness I inform officially
+Far too many people died for no good reason.
+There are those that who will say
+that this would never have happened
+if we would just mind our own business.
+- (LETTER)
+[LETTER] resign of the US Secret Service,
+an honor and privilege
+But the worst option, is to do nothing.
+Finally,
+We owe to our children, and to their
+children, to engage in the world.
+-
+/DELETE?/ -- /SAVE?/ -- /SEND?/
+(BUTTONS)
+-
+[ DELETE ]
+(BUTTONS)
\ No newline at end of file
diff --git a/OHF.txt b/OHF.txt
new file mode 100644
index 0000000..2063d39
--- /dev/null
+++ b/OHF.txt
@@ -0,0 +1,1962 @@
+﻿Olympus Has Fallen
+By Creighton Rothenberger
+  Are you seriously trying
+to rope-a-dope me?
+That's an old man's move.
+I am an old man.
+No, you're not.
+But you box like one.
+Not bad.
+Come on, keep your guard up.
+Come on!
+Come on, Ben,
+you're telegraphin'.
+Mr. President.
+Ten minutes, sir.
+Thank you.
+Thank you, Forbes.
+Hey. You're not supposed
+to hit the President.
+Yeah. I know.
+I'll get you next time.
+Yeah.
+I'm sure you will.
+Perimeter secure.
+Weather's
+getting worse out there,
+but we're advised
+it's drivable.
+Post vehicles to standby.
+Good evening, Mr. President.
+Five minutes, sir.
+Thanks, Mike.
+Evening, ma'am.
+Merry Christmas, Mike.
+President gets us off our
+dependence on foreign oil
+yet he cannot help a
+wife choose an earring.
+Nah, small one. Classic
+look for a classic lady.
+Good chat.
+Kiss ass.
+Well, I love you both but
+I am going with the long.
+I hate going
+to these fundraisers.
+  Why don't you go for me?
+Oh, honey.
+You're perfect.
+God forbid people know we kiss.
+Now the real bloodbath starts
+when your mom catches
+you playing this.
+You suck.
+You suck worse.
+Come on.
+Well, he likes it
+when you call him Dries
+because it makes him feel like, I
+don't know, you're pals or something.
+Hey, love. You wanna open
+a gift before we go?
+It's not "love,"
+and I'm gonna wait till
+everyone else is here.
+Keep forgetting.
+Sorry.
+Do I really have to
+come with you guys?
+I mean, I've been on so many.
+Re-election's
+hard work, buddy.
+Sorry, pal.
+Can I at least ride with Mike?
+You'll have to ask him.
+He's the boss.
+Mike, do I get
+to ride with you?
+Okay. All right.
+Okay, Diaz.
+You're riding
+in The Beast tonight.
+Merry Christmas.
+Thank you, sir.
+You okay to stay back and
+watch the fort tonight?
+You kidding me?
+In this weather?
+Get out of this monkey
+suit, sit by the fire,
+  watch Breaking Bad?
+Fine by me.
+My own little retirement party.
+Leave the babysitter
+alone, all right?
+Are you going to wear that hat?
+I like the hat.
+I think it's fine.
+It's age appropriate.
+You take it off
+when you get inside.
+No, the girls dig it.
+Mustang, this is Big Top.
+Bringing out the full package.
+Let's go.
+Package is on the move.
+ETA to Morgan
+residence, 22 minutes.
+Keep it tight, everybody.
+Hey, Connon Come on.
+Scoot back.
+Put your belt on.
+What if I don't?
+Then O'Neil here's gonna
+punch you in the nuts.
+Come on.
+You keeping 180
+degrees awareness?
+I thought you said it was 360?
+Yeah, just checkin'.
+Setting me up
+is what you're doing.
+All right. So, how
+many emergency exits
+in the West Wing?
+Eight.
+How many feet from the Oval
+Office to the P.E.O.C. elevator?
+From doors closing
+in the elevator,
+how long does it take
+to get to the P.E.O.C.?
+Four minutes.
+Security cameras?
+  How many have audio?
+Only the ones
+in the common areas.
+Not bad.
+Kid's got it, huh?
+Yeah, we're gonna make a Secret
+Service agent outta you yet.
+You just need to remember
+to keep your seatbelt on.
+That's right.
+Gosh, it's really coming down.
+Hmm.
+I've been thinking
+about shaving my head.
+That sounds good.
+It's getting worse out there.
+Bring it down to five.
+Merry Christmas,
+Mr. President.
+You shouldn't have.
+My God. It's my
+grandfather's watch.
+How did you find this?
+Just have my ways.
+Thank you.
+Mmm.
+You're just welcome.
+Now, let's talk about
+that shaved head idea.
+You were listening.
+You didn't think I was listening, did you?
+Very clever.
+You ever been to a billionaire's
+Christmas party before, Diaz?
+No, sir.
+They're overrated.
+Yes, sir.
+Oh, my gosh.
+Look what I found.
+Where'd that come from?
+Merry Christmas.
+Stop, stop, stop!
+Hey, Connon stay right there!
+Clear communications, Diaz.
+  First Lady's injured.
+Connon
+Get some weight on the back!
+O'Neil, get on the back!
+I'm gonna get this door!
+Don't anybody move inside.
+Don't move!
+Maggie!
+Eagle Number
+One is hanging off the bridge.
+Route 117.
+Get the birds out.
+Sir?
+Seatbelt's stuck!
+Sir, get out of the car!
+I'll take care of her!
+Keep your weight
+on the back, O'Neil!
+Roma, open the fucking door!
+It's jammed! It's fucking jammed!
+Pull her out that side!
+It's going down.
+It's going down.
+O'Neil, God damn it!
+Hold it down!
+Mike, it's going!
+Hold it back!
+Mike, take Maggie!
+Shit.
+Sir, I'm sorry.
+Watch out, it's going!
+It's going! ASHER: Maggie!
+No, Mike!
+No!
+Dad!
+Mom!
+I'm sorry.
+Yeah.
+I don't like going to barbecues
+by myself, you know?
+North Korean
+maneuvers along the DMZ continue
+to ring alarm bells
+throughout Pacific markets,
+  even as President Asher
+is set to meet
+this afternoon
+with South Korean...
+Babe,
+we out of coffee?
+I don't know.
+Are we?
+All right, just...
+I thought you said
+that anything...
+You were saying?
+I was saying, I'll get
+some more coffee.
+Great.
+Yeah.
+So, how was the
+barbecue I missed?
+It was actually kind of fun.
+You might have enjoyed it.
+Yeah?
+Mmm-hmm.
+Paula's got this new
+boyfriend who's very sweet
+but he's working in the same
+department as her ex, Alex.
+Remember Alex?
+Anyway, Alex ended up
+showing up at the party,
+which was really weird
+for Paula, who was...
+Overwhelmed.
+Mike, you're
+not listening to me.
+Yeah.
+I was listening.
+You were talking about
+Patty's boyfriend and...
+No. Paula
+and Paula's boyfriend.
+You've met Paula.
+It's okay, Mike.
+We'll talk about it later.
+All right, babe.
+  I'm sorry.
+But I tell you what.
+Why don't we go see
+a movie tonight?
+Okay? Just
+the two of us.
+Or you can bring
+Paula and Patty
+and their boyfriends.
+You know what
+I think we should do?
+I think we should
+take that holiday
+that we've been talking about.
+All right?
+You, me, the ocean.
+Come on. It'll be like the
+honeymoon we never had.
+We didn't have a honeymoon?
+Thank you.
+Thanks.
+So, how was your Fourth?
+My fourth what?
+Fourth of July.
+Don't be an ass.
+Some people do take
+holidays, you know.
+Yeah, it was quiet.
+You know, we stayed in.
+We?
+Okay. I stayed in.
+She went out.
+I'm shocked.
+Ms. Jacobs?
+Good morning.
+Morning, Director.
+How are you, buddy?
+Hey, Roma.
+Good to see you, partner.
+How's the family?
+The kids are good. Thank you.
+Yeah. Yeah?
+O'Neil.
+Hey, Banning.
+  You're looking sharp.
+So, we missed you
+for poker, uh, last week.
+Where were you? Missed
+taking your money.
+Yeah, I know. I've been
+working the late shift.
+Yeah, non-stop action over
+there at the Treasury.
+You gotta do what
+you gotta do, right?
+Yeah. You guys got a big
+day coming up, huh?
+You got the Koreans coming in?
+Nah, I mean, you know.
+Business as usual.
+Hey, I wanted to introduce you.
+This is Agent Jones.
+You've heard of Mike
+Banning, haven't you?
+Yeah, yeah. The guy who
+told the Speaker of the House
+to go fuck himself.
+Don't you guys
+have somewhere to be?
+Yes, ma'am.
+Yes, ma'am.
+Hey, Mike. Good seein' you.
+Yeah, you too.
+Come Thursday night, all right?
+Okay.
+7:
+Not getting any easier, huh?
+No.
+I want back in.
+Desk job is killing me.
+Mike. Everybody knows you did
+the right thing on that bridge.
+Hell, even the President knows.
+He just doesn't want
+to see you and have
+to be reminded of it every day.
+He never even stopped
+  to grieve properly.
+Just give it some time.
+How's Connor?
+President's son,
+misses his mom.
+Hell of a gig.
+Misses his buddy, though.
+Yeah, he's a good kid.
+Is he still sneaking around the White
+House, making everybody crazy?
+Oh, I wonder
+who taught him that.
+You know, the first
+time you walked
+into my office
+out of the darkness
+you needed therapy then.
+Never mind now.
+And you don't exactly
+do yourself any favors.
+Where are you going with this?
+Mike. Look, you gotta learn how
+to get back into the real world.
+That's good, Jacobs.
+Let me write that one down.
+Hey, Jacobs.
+Thanks.
+I'll be in touch.
+Hey, buddy.
+What do you
+think of this? Hmm?
+Which one do you like?
+I don't know.
+Okay, you take that one.
+I'll take this one.
+Maggie! Maggie!
+I'll take care of her.
+No, Mike!
+Deb.
+Mr. Foss came in, chest
+pains, about an hour ago.
+Hey, it's Leah.
+You've reached my phone.
+You know what to do.
+  Just checking in.
+Uh...
+Listen,
+I'll call you later. Bye.
+Get some fishing in.
+Hit the bag together.
+It'll be fun.
+I hate Camp David.
+Do we really have to go?
+Can't we go somewhere else?
+You know, the beach?
+Yeah.
+The beach does
+kinda sound better.
+Hey. I've got
+three minutes.
+Let's run down to the kitchen
+and get some ice cream.
+Yeah.
+Hmm?
+Chocolate chip or rocky road?
+I'm gonna have rocky road
+before you eat it all, like
+you did the last time.
+I don't remember it that way.
+Yeah, you did.
+Come in.
+Mr. President,
+we're ready for you.
+Already?
+Yes, sir.
+Sorry, buddy.
+It's okay, Dad.
+All right.
+I'll see you soon.
+Minister Lee is
+going to want you to issue
+a joint statement,
+Mr. President.
+Threatening military action
+to get the North Koreans
+to stand down from the border
+and stop their missile tests.
+Which I think
+  we should give them.
+Ruth?
+Provided that the
+North Koreans are rational
+which is dicey, at best.
+We bluff. They call it.
+Then what?
+Well, who says
+we'd be bluffing?
+Personally, I'd like
+to try to avoid a war.
+Charlie?
+I think I agree with Ruth
+on this one, Mr. President.
+Thank you for
+sitting in, Mr. Speaker.
+Yes, sir.
+I won't hold you up any longer.
+Hello, Mr. Speaker.
+Hello, Janie.
+What time is Minister
+Lee due to arrive?
+McMILLAN:
+Our guests have arrived.
+Prime Minister Lee.
+I'm Special
+Agent-in-Charge Roma.
+I'd like to welcome you
+to the White House, sir.
+Thank you. May I introduce my Head of
+Security and Chief Aide, Mr. Park.
+A pleasure.
+Prime Minister,
+after you, please.
+Agent Davis will be taking care
+of your security team outside.
+Prime Minister, if you would
+follow Agent O'Neil, please?
+Ma'am?
+Private sector looks
+good on you, Dave.
+Yeah, something
+to look forward to.
+  Yeah. How you been?
+Ah, I tell you, I miss
+the Secret Service.
+Best years of my life.
+It misses you too, old man.
+I could still kick your ass.
+At what? Dominoes?
+It's good to see you,
+my friend.
+You, too.
+Unidentified
+flight, this is flight leader,
+U.S. Air Force aircraft
+at your starboard wing.
+You've entered
+restricted airspace.
+Unidentified flight,
+you must divert immediately
+to vector 0-2-0. Acknowledge.
+I'm sorry to have
+disrupted your vacation.
+Please.
+I'm glad you could come.
+Mr. Lee, we have
+a mutual problem.
+And I think together, I'm
+confident we can find a solution.
+Thank you, Mr. President.
+That's why I'm here.
+As you know, North Korea has a
+one million man standing army
+less than 50 kilometers
+from our capital.
+The threat is real.
+Unidentified flight,
+you must divert immediately
+to vector 0-2-0.
+This is your final warning.
+You will be shot down.
+Acknowledge.
+Anti-aircraft.
+We're taking fire.
+Mr. Lee, I'm sure you can
+appreciate that this is...
+  Sir? There's been an incursion.
+Please stand up.
+Let's go.
+Move.
+Mr. Lee,
+please join us.
+That's not protocol, sir.
+He's coming with us!
+- Move, move!
+- Get him to the elevator.
+Go! Go!
+Find Connor!
+Code 999.
+Go, go, go! Move!
+Get that elevator open now!
+Code 999.
+Give me four minutes,
+Mr. President.
+Harden down on Olympus.
+Air support on the way.
+ETA four minutes.
+Code Red. Air space 1
+and 2 compromised.
+Bravo, Delta, ready one.
+Move to west corner.
+Move to west corner.
+This way, please.
+This is not a drill.
+Evacuate immediately.
+All units, 999.
+I repeat.
+All units, 999.
+Let's move!
+Find my son.
+It's O'Neil. Find
+Sparkplug immediately.
+You okay,
+Mr. President?
+Sir, right this way. Over here, sir.
+Right this way.
+Go on! Get down!
+Get down!
+Stay down!
+Don't move!
+  Get down!
+Get out of the way!
+Take cover!
+PPD Command, this is Wolfhound Six.
+Have bogey in sight.
+Wolfhound Six, fire at will.
+Repeat, fire at will.
+Acknowledge.
+Mr. President?
+We have confirmation
+that the bogey is down, sir.
+Thank you, Jones.
+Activate Com Plan One.
+I want open lines
+to the Pentagon,
+Homeland Security and NSA.
+Charlie.
+Coordinate with
+the Air Force and FAA.
+Find out if that's a lone aircraft.
+Yes, sir.
+Half hour at the most.
+Ruth. Where the
+hell is my son?
+Just go.
+Hey!
+Hey!
+Hey, get the fuck down!
+Thirty-three, thirty...
+Mr. Lee.
+We've had a problem.
+Please have patience with us.
+Mr. President.
+Yes?
+It's a critical message.
+The White House
+is under ground attack.
+Officer on deck!
+Rapid Response Team from
+Andrews, get 'em moving!
+At ease.
+How bad is it?
+Front fence has been breached.
+We've got a C-130 burning
+  on the South Lawn
+and a gunfight
+raging on the North.
+Fucking shitting me.
+Where's the President?
+In the bunker.
+Get me the Pentagon
+on the line now!
+Yes, sir.
+It's happening.
+Mr. President!
+Forbes, what are you doing?
+Move!
+For God's sakes, Forbes.
+Move!
+You are not to run.
+Sit down!
+- Forbes, what are you doing?
+- Shut up!
+Come on, Tim.
+Come on.
+Come on, hang in there!
+Shit.
+Where's the President?
+I don't know!
+God damn it! Where's
+that response team?
+They're five
+minutes out, sir, but...
+But what?
+We may have a hostage
+situation on our hands.
+P.E.O.C.'s
+gone offline.
+Go back!
+Go back! Go!
+Go back!
+No!
+Ahh!
+Shit.
+Fuck!
+Kenny, get inside!
+Get inside!
+Come on!
+  Come on!
+Video monitoring off.
+Initiating external lockdown.
+Go, go! Move!
+Fall back!
+Fall back!
+They're down the hall.
+Shit, we've only
+got four guys left!
+You hold your
+position, you understand?
+I got this door.
+Cover the other one.
+Ahh!
+Fuck!
+Oh, shit! Son of a...
+Olympus has fallen.
+Olympus has fallen.
+Olympus has fallen.
+Fuck you!
+They've taken the White House.
+Move, boy!
+Let's go! Let's go!
+Move! Move!
+Let's go, let's go!
+Go, go, go!
+Command, Sniper
+Team 1 in position.
+East Wing is secure.
+West Wing is secure.
+Control override complete.
+Air vents sealed.
+White House systems secured.
+All outside networks
+locked out.
+They're coming
+from the White House.
+So far,
+the perimeter's been set.
+We're waiting on more intel
+to come in right now,
+and once we do,
+Bravo team's gonna breach.
+Wait for my command to execute.
+  Yes, sir.
+Yes, sir.
+Not since the British
+burned down the White House
+in the War of 1812
+has an enemy force occupied
+the center of American power.
+The White House, the most protected
+building on Earth, has fallen.
+Sir, we have
+a hot feed from the P.E.O.C.
+Minister Lee.
+Sir, are you safe?
+Are you with the President?
+Sir, can you hear...
+My God.
+Don't negotiate.
+Sir?
+I have your
+commander-in-chief.
+Now, stand down.
+Who are you?
+I am the man in control
+of your White House.
+Now, stand your men down.
+- Stand down!
+- Sir.
+All units, stand down!
+Ladies and gentlemen,
+we are at DEFCON 4.
+How could you?
+Put your hands up.
+Fuck you.
+Let go of her, she's a nurse!
+No!
+McMILLAN:
+There is a reason
+I never voted for you.
+Don't do it, Forbes.
+The drone has been deployed.
+It takes 15 minutes
+for your Armed Forces
+to reach the White House.
+  We took it down in 13.
+Mr. Kang.
+Can you get them back?
+Pull up the
+surveillance archives.
+Hurry, we need a wheelchair.
+In triage, do you want me to
+color-code them or number-code them?
+Color-code 'em.
+Okay, Fran, we still need
+to take his vitals.
+Fran, we got to
+take this one to CT.
+Let's go!
+Let's go!
+He's gone.
+Oh, Mike. Mike!
+The cellular service
+in the area you are calling
+has been suspended temporarily.
+I got a head trauma, six-year-old girl.
+She's fading!
+CT scan, now!
+Bring Mr. Asher here.
+What are you doing,
+for Christ's sake?
+Oh, sir!
+I have no interest in
+your nuclear launch codes.
+By now your Pentagon
+has changed them, no?
+Sit.
+You from the North?
+You sure as hell
+are not from the South.
+I'm working for justice.
+To give millions of starving
+men, women, and children
+a chance at more
+than just subsistence.
+To end the civil war your country
+interrupted so long ago.
+And yes,
+for a united, prosperous Korea.
+  It's a whole new world, baby.
+What's the going rate
+for souls these days?
+What'd you say to me?
+I never would have taken
+you for a traitor.
+Me?
+What about you?
+You sold this country out
+long before I ever did.
+Globalization and
+fucking Wall Street.
+What's it cost to buy a
+presidency nowadays anyway?
+Huh?
+$500 million?
+I'm a fucking rookie
+compared to you!
+Gotta keep
+your gloves up, Forbes.
+Enough!
+Find the boy,
+his name is Connor.
+What about Connor?
+What the fuck are you
+gonna do with my son?
+Mr. Speaker.
+As both the President and the Vice
+President of the United States
+are unable to discharge
+the duties of their offices,
+I'm officially placing you under
+Secret Service protection.
+You are the Acting President
+of the United States.
+Are they alive?
+They are.
+Sir, North Korea is denying any
+involvement in the attack.
+We've secured the perimeter
+of the White House
+and cleared
+a 10-block radius.
+Sir, they've also assassinated
+  the South Korean Prime Minister.
+We have contact
+from inside the White House.
+Trace confirms it's
+the President's sat phone.
+Put it through!
+Mr. President?
+Negative.
+Identify yourself.
+Echelon Four.
+It's one of yours?
+Designator?
+Oscar Zulu 309.
+Jesus. Banning?
+Where are you?
+I'm in the Oval Office.
+Is the President in the bunker?
+He...
+Can we trust him?
+Banning was one
+of our best agents.
+Mr. Speaker, I just have to
+say, this is Mike Banning.
+Is this the same guy that was
+removed from the President's detail
+after the accident when we lost
+the First Lady? Ray! Ray! Ray!
+What's he doing in the White House?
+You wanna add something?
+I suggest you get
+your facts straight.
+How do we know
+we can trust this guy?
+Banning is ex-Special Forces,
+Ranger battalion.
+He will move mountains
+or die trying.
+I know him.
+Does anyone else
+in this room have
+any intelligence coming out
+of the White House?
+Then we have no choice.
+Yes. The President's
+  in the bunker.
+He's being held hostage.
+What do they want?
+We're trying to find out.
+Who's in charge?
+Trumbull.
+Are there any
+survivors with you?
+Negative, sir.
+They wiped us out.
+They have commandos
+roaming the hallways
+with enough explosives
+to take out an army.
+Looks like the doors and windows
+are rigged with C-4 explosives.
+Who knows what other tricks
+they have up their sleeves.
+Any team coming in is gonna be ringing
+the front doorbell pretty loud.
+They shut the power down.
+Lights off. And I assume
+they closed the air vents.
+I killed the surveillance, but I don't
+know how long that's gonna last.
+Where's Connor?
+We have no status of his location, but
+he's presumed to still be inside.
+Well, they're looking for him.
+They have his photo.
+Sir, I'm here. Use me.
+Okay, Banning. Sit tight.
+We'll get back with you.
+What part of expedite
+do you not understand?
+Sir, we have a
+hot feed from the P.E.O.C.
+Mr. Speaker.
+What is it you want?
+Recall the Seventh Fleet
+from the Sea of Japan,
+and withdraw all 28,500 American
+troops from the Demilitarized Zone.
+If you do not comply, if you attempt
+  any operation to retake this building,
+if you deviate
+from my instructions...
+Wait a minute. We can't just
+recall the Seventh Fleet.
+Then I will execute your
+officials one by one
+and their blood
+will be on your hands.
+You have until dawn.
+I suggest you move quickly.
+Who is that guy?
+Well, sir, we're running facial
+recognition on him right now.
+Well, he cleared as part of the
+South Korean security detail.
+If we recall the Fleet
+and leave the DMZ,
+Seoul and all of South Korea
+could fall within 72 hours, sir.
+But if we do nothing, they kill
+Asher, the Vice President,
+and his entire
+National Security team.
+And Connor, if he's in there.
+Mary, get me some coffee.
+Half-and-half,
+three Sweet'N Lows.
+In a real cup, not one of those
+paper or Styrofoam things.
+All right.
+Let's secure all nuclear sites.
+Get me our expert
+on North Korea.
+Then I want to speak with
+the Premier of North Korea
+on a secure line.
+After that, I wanna speak
+with the Russians,
+the Chinese, the British,
+and the French.
+And set up a press conference.
+In that order.
+United States of America doesn't
+  negotiate with terrorists.
+Who said anything
+about negotiating?
+Bring him.
+Admiral Hoenig,
+your Cerberus code.
+You kill him,
+you won't get the code.
+I will not ask again.
+Give it to him, Joe.
+Mr. President...
+Shh.
+You'll never get mine.
+Tango-Juliet-1
+9-3-3-4.
+Louden
+Tango-Juliet-1-9-3-3-4.
+What the hell?
+Get me Homeland
+Security. No, now!
+Sir, NORAD reports
+a Cerberus code
+has been entered.
+Jesus.
+Jacobs, I got something coming your way.
+I got a Korean commando
+in front of me.
+- What is that?
+- Is he alive?
+Ask me a serious question.
+Anybody around the table?
+We don't recognize it.
+Well, whoever they are,
+they're fucking good.
+They're well-trained
+and they're well-organized.
+But I guess you
+know that already.
+Get that over to Langley.
+Yes, sir.
+So, what have you got?
+Talk to me.
+They want us to recall the Seventh
+Fleet and pull our troops out.
+  Oh, is that all?
+A Cerberus code
+has been entered.
+What's Cerberus?
+That's classified.
+Classified?
+Really?
+Well, right now I think I have the
+proverbial need-to-fucking-know.
+Cerberus is a highly
+classified military protocol.
+A three-pronged fail-safe in the case
+of an inadvertent nuclear launch.
+It allows us to access the self-destruct
+mechanism in our ICBMs in-flight.
+So even if one of our nuclear
+warheads was launched
+and we wanted to abort...
+Cerberus is
+the only way to stop it
+from reaching its target.
+No one person has
+all three codes.
+It's parceled out
+to the President,
+Secretary of Defense and the
+Chairman of the Joint Chiefs.
+All of whom are in the
+President's bunker right now.
+With those codes, they can destroy
+any long-range nuke that we fire.
+And that will make America
+vulnerable to a nuclear strike.
+So, change the codes.
+We can't.
+Cerberus was designed as a
+self-contained, total-isolation system.
+The only way to change the code is
+physically on the computer itself.
+Which is located in
+the President's bunker.
+So, now we know why they
+wanted the President's son.
+The President will hold
+  out as long as he can.
+But if they get his son,
+if they hurt him...
+Well, nobody could hold out
+under those circumstances.
+So, find Connor,
+get him the hell out of there.
+Yes, sir.
+Mr. Forbes.
+Who is that?
+Show him.
+Mike Banning.
+And who might that be?
+He was on the President's
+protection detail for a few years.
+Are we worried about him?
+Hell, no.
+No.
+He should be.
+Find Banning now!
+He's not here.
+We've completed search
+of the living quarters.
+Did Truman gut the White House
+interior in 1948 or '49?
+I believe it was '49.
+Steel frame over
+the old stone walls. Yes?
+He's in the walls.
+Connor.
+Shh!
+How are you doing?
+You okay?
+Yeah, I'm all right.
+I see this is still your
+favorite hiding place, huh?
+Two seconds.
+I've got Sparkplug.
+Finally, some good news.
+He's safe.
+I'm bringing him out.
+What about my dad?
+Your dad's gonna be fine, okay?
+Nothing bad's gonna happen.
+  We're gonna get him outta here.
+Okay?
+Yeah.
+All right.
+Let's get outta here.
+You ready to haul ass?
+Yeah.
+Okay, stay close.
+Come on.
+Okay, come on.
+All right, kiddo.
+Keep an eye out, okay?
+Watch my six.
+Jacobs.
+Okay, I have Sparkplug.
+He's coming out in a ventilation
+shaft in the northwest corner,
+ground floor.
+Have the green party waiting.
+We'll be there.
+How are you gonna
+fit through that?
+You're coming with me, right?
+I gotta go get your dad.
+All right?
+Now, listen, you can do this.
+Now, you remember the chimney climb I
+taught you on the Rose Garden wall? Yeah?
+So, that's all it is. Okay?
+It's one foot against the front
+wall, one foot against the back.
+Now, all the way to the top.
+Mike?
+Yeah.
+I'm scared.
+Yeah, me too.
+But you're gonna
+get through it.
+You're one of us now.
+It's yours. Put that on.
+Now, I'm counting
+on you, kiddo.
+Okay.
+Good man.
+  All right. Let's go.
+There you go, kiddo. I'm
+gonna push you on up, okay?
+I'll see you on the other side.
+Okay.
+Now, keep movin'.
+Sparkplug is on his way up.
+Whoa, Jacobs, hold on.
+Connor, wait up.
+False alarm. Go.
+Okay.
+He's coming out, Jacobs.
+Hold your position.
+Hostiles in the area.
+Go, go, go!
+It's clear.
+Set one. Going in.
+You okay?
+Coming out. Cover us.
+Hostile moving
+toward the ledge. Hustle up.
+Oh, my God.
+Sparkplug received.
+Good job, Banning.
+Now, let's see if we can
+get the President out.
+Roger that.
+I want to reassure
+all Americans
+and everyone around the world
+that despite today's events,
+our government
+remains 100% functional.
+We know that
+the President is alive.
+To our friends, we are grateful
+for your loyalty and support.
+As a nation, we are never
+stronger than when tested.
+We will remain
+united and strong.
+God bless you all, and God bless
+these United States of America.
+Okay, asshole. Yo. Hey.
+  Who's running the show?
+Hmm?
+Oh, you speak English? They teach
+you that where you come from?
+'Cause you know
+what they teach me?
+Is how to extract information
+from people like you.
+That's funny, huh?
+No, it's funny.
+I know. I get it.
+Yeah.
+I guess I'm a little rusty.
+I liked your friend, though.
+He seems like a funny guy.
+What's your leader's name?
+Oh, I'm sorry. Here.
+How many men you with?
+In English.
+His name is Yeonsak Kang.
+He's the head of the KUF,
+the paramilitary organization.
+No surprises there. 40
+commandos breached the gate.
+28 are left.
+How do we know we can
+trust the information?
+I just asked them nicely.
+Kang Yeonsak?
+Sir, this is one of the most
+wanted terrorists in the world.
+He was brought across the DMZ as a
+child after his father was executed
+for crimes against
+the North Korean state.
+While they were crossing
+the border, his mother was
+killed by an American landmine.
+This guy masterminded the 2004 bombing
+of the British Embassy in Seoul.
+And he funneled Pyongyang uranium
+enrichment technology from Pakistan.
+He's never before been
+photographed or identified
+  by any Western
+intelligence agency.
+Well, Jesus Christ, nobody
+ever thought to look for him
+inside the South Korean
+government.
+Look, I don't care who he is.
+With a force that size,
+I have men who can
+sweep 'em out in short order.
+Sir, this is not
+going to be a cakewalk.
+These sons of bitches
+are pretty fucking tough.
+I've got the toughest
+fuckin' guys in the world.
+What we need to know is how
+to get into that bunker.
+Once those blast doors close, you don't.
+It's nuclear hardened.
+Now, there used to be some old tunnels,
+but they were sealed up years ago.
+Sir, your men need to know
+what the hell
+they're dropping into.
+Do not launch anything
+until I do some recon.
+Agent Banning.
+Yes, I know who you are.
+Welcome to my house.
+Hey, asshole.
+What took you so long?
+You're the one that let
+the First Lady die, no?
+And soon, the President.
+Failure seems to be
+a habit with you.
+Yeah, well.
+Maybe I owe you
+for giving me the chance
+for making up for that today.
+I admire you for
+acknowledging your failure.
+But there's no going back.
+  Nothing you try and do
+here tonight can atone.
+Yeah, maybe not.
+But I reckon fucking your shit
+up will be a pretty good start.
+You may wanna take a headcount.
+The bodies are piling up.
+I have more than enough
+men to finish the mission.
+Oh, and by the way, if
+you're looking for Connor,
+he's on his way
+to the baseball game.
+How's your wife, Michael?
+Leah. She's a nurse.
+Saves lives.
+Too bad she will
+not save yours.
+You know what? Why don't you
+and I play a game of fuck off?
+You go first.
+Go kill him.
+Madam Secretary.
+Your Cerberus code.
+No!
+Ruth!
+Your code!
+You'll have to kill me.
+As you wish.
+There's a saying in Korea.
+Seeing something 100 times
+is not as good as
+living it once.
+Fuck you.
+Stop!
+Enough!
+Enough! Stop!
+Enough!
+Give it to him, Ruth.
+It doesn't matter.
+They won't get mine.
+Ruth.
+Give it to him!
+That's an order, Ruth.
+  Sir...
+Give it to him, Ruth.
+Yes, sir.
+Echo-Mike
+6-0-2-8...
+Five, sir.
+Get your fucking
+hands off of me!
+Sir, NORAD reports that the second
+Cerberus code has been entered.
+My God.
+Mike! Mike. Mike, it's me.
+Dave?
+You scared the shit out of me.
+Jesus, what the fuck?
+Yeah, just put that thing down.
+Jesus, I almost blew your
+fucking brains out, man.
+What are you doing here?
+I was with the
+South Korean delegation.
+What the fuck
+are you doing here?
+I thought you were working
+at the Treasury. Yeah, I am.
+Believe it or not, I came
+in through the front door.
+Oh, fuck, Mike.
+I saw my life
+flash in front of me.
+Look at my hand. Fucking shakin'.
+Jesus Christ.
+It's good to see you, buddy.
+You got a funny
+way of showing it.
+Is the President okay?
+He's alive for now.
+They got him in the bunker.
+Oh, man.
+It's a fucking shit show, huh?
+Yeah, that's for sure.
+Did Roma make it?
+Fuck.
+We gotta keep movin'.
+  You got a plan, Mike?
+Yeah.
+But it hasn't worked
+out so far.
+Fuckin' Mike.
+You always were a hardass.
+You never change.
+Hey, Dave.
+This place is getting me rattled, man.
+I can't think straight.
+You okay?
+No. Not for real.
+This fucking Kang guy,
+he's crazy.
+How do you know his name?
+Hey, Mike, do you remember
+that time in New York?
+Oh, Dave.
+Why'd you do it?
+Fuck, Mike. Fuck.
+I lost my way.
+You make up for it now.
+Tell Kang I'm dead.
+And help me save the President.
+Kang. It's Forbes.
+I got him. All clear.
+Good.
+Okay?
+Ruth.
+Mr. President, sir?
+Rough day.
+Could be worse.
+How's my hair?
+Not a strand out of place.
+Any regrets?
+None. You?
+A few.
+Like running for President.
+The office is lucky
+to have you, sir.
+We all may meet
+our maker today,
+but the one thing I do not
+want on my tombstone,
+  "She went down
+without a fight."
+No danger of that.
+Pull up your satellite feed.
+Give me eyes on.
+Looks like there's only
+four sentries on the roof.
+With the Air Defense grid gone, they're
+vulnerable to an aerial insertion.
+Wait. Let me get there
+first and check it out.
+We're not waiting.
+We have to secure Cerberus.
+Oh, fuck.
+Send in the SEALs, General.
+We're going through the roof.
+Command, Tiger flight inbound.
+Tiger team, standby.
+The assault team is on the way.
+About fucking time.
+Yes, sir. Copy.
+Here they come.
+Command, Tiger flight's three minutes out.
+Team, go green.
+Go green.
+Cho.
+Is the Hydra assembled?
+Weapon is ready.
+Stand by to repel boarders.
+Two guys to the left.
+Two to the right.
+60 seconds to target.
+I want a clean deployment.
+Fuck.
+Tell them to hold.
+We aren't holding shit!
+Fuck.
+Jacobs. You gotta
+abort this mission.
+They've got the Hydra 6!
+What's that?
+Next generation
+weaponry. Ours.
+How the hell
+  would they get that?
+It doesn't matter.
+We'll take it out.
+I said abort
+this fucking mission!
+Let's go get our goddamn
+house back, Captain.
+Tiger 2, Tiger 3,
+you're cleared hot.
+Tiger 2, roger.
+Tiger 3, roger.
+All birds, be on the
+lookout for possible advanced weaponry.
+Approaching rooftop.
+Negative on the four sentries.
+Tiger flight is on station.
+We got him.
+Go, go, go!
+We have a radar log
+source for the target.
+Tiger 2 is taking
+fire from the rooftop!
+Tiger team, go combat flight.
+Tiger 2 is hit,
+he's going down.
+Tiger 2 is going down hard!
+He's hit.
+Evasive, evasive.
+Tiger 3, fly behind the target.
+Tiger 4, adjust approach.
+Hang northwest
+and flank from there.
+Tiger 5 and 6,
+begin formation Charlie.
+Take out that gun!
+Damn it, drop altitude!
+Tiger 1 gunner just got hit!
+Three, on your three.
+Tiger 6 is down!
+Tiger 5 is hit!
+Tiger 5 is going down.
+Reset formation.
+Tiger 1 taking lead.
+Roger that.
+  Need backup.
+Two birds up.
+Only two birds remain.
+Abort! Abort!
+Pull out. Clear the area.
+Roger. Clearing the area.
+Tiger 1 is hit!
+Losing control!
+Tail rotor failure.
+Mayday, mayday,
+we're going down!
+Oh, no!
+Five out of six birds are down.
+Request a QRT.
+Permission to launch
+second squadrons.
+Negative, negative.
+We don't have any intel about what other
+surprises they could have for us.
+Return to base.
+Return to base, over.
+Roger that.
+Banning, are you there?
+Banning!
+Half the White House
+is just gone.
+The residence, the roof,
+all destroyed,
+and the remainder of the
+historic building now trashed.
+Speaker Trumbull, that was
+a very foolish undertaking.
+'(our President is next.
+You now have one hour
+to recall the Seventh Fleet
+and your troops.
+Once you do so, I want a helicopter
+on the North Lawn fueled and ready.
+60 minutes.
+Fuck.
+It's Banning.
+Patch him through.
+Mike?
+Yeah.
+  We've been trying to reach you, son.
+Are you okay?
+Mr. Speaker, sir, if we ever
+get out of this shit storm,
+you can hold me
+for insubordination.
+But your team needs
+some serious fucking help.
+This is General Clegg,
+Army Chief of Staff.
+I am ordering you
+to stand down.
+Remove your only eyes
+and ears from the ground.
+That's fucking brilliant.
+We need to pull you out of
+there before we lose another hostage!
+I am giving you a direct order.
+Newsflash, asshole.
+I don't work for you.
+General Clegg.
+I'm the Commander-in-Chief.
+If I didn't absolutely need you,
+I would relieve you right now.
+I will not let this asshole
+blow up America, sir! General, I
+don't wanna hear another word
+out of you unless
+I ask you a question!
+Sir.
+Mr. Banning.
+Mr. Banning, are you there?
+Yes, sir.
+What's the plan?
+We're recalling
+the Seventh Fleet,
+pulling our troops
+back from the DMZ,
+and giving them the helicopter.
+Sir, you cannot do that. You cannot
+give this guy what he wants.
+I've dealt with these
+types of men before.
+Give me sometime.
+  Let me flush him out.
+We are talking about the safety of
+the President of the United States!
+We're talking about a hell
+of a lot more than that, sir.
+With all due respect,
+you're Acting President now.
+And I'm the best hope
+you've got.
+Okay, Mike.
+You've got 30 minutes.
+Leah, call for you
+on the landline.
+The emergency line.
+Can you make sure he gets
+some morphine? Yeah.
+Mike?
+Hey, I was just checking in.
+Babe.
+How's your day been?
+Yeah, it's been busy.
+It's good, you know.
+How about you?
+Yeah. Busy.
+Hey, you okay?
+Yeah, I just... I've had to stay
+a little later than I expected.
+Yeah, me too.
+You're gonna come
+home tonight, right?
+Yeah. Sure.
+I got a date, remember?
+Hey, I gotta go.
+All this, uh,
+paperwork's piling up.
+Okay.
+I love you.
+What's the matter, Kang?
+You look like
+you've seen a ghost.
+I guess you don't know
+who you can trust, huh?
+It's over. No more
+televised executions.
+  No chopper.
+No more negotiating with you and the
+United People's Front of Who Gives a Fuck.
+I will send the President out
+one piece at a time.
+It won't matter.
+Because whatever you
+think you accomplished,
+you won't be alive to see it.
+Shut him down.
+Ah, you're not shutting
+me down, Kang.
+I'm here to stay.
+I underestimated you.
+It will not happen again.
+There is no again. You're
+gonna die down there alone,
+cut off from the
+rest of the world.
+My advice? Save the last
+bullet for yourself.
+'Cause if you don't,
+I'm gonna stick my knife
+through your brain.
+Don't worry. I'm gonna leak the
+photos of your body to the press.
+You know, 'cause I know
+you like that kind of shit.
+He's locked out
+our video access.
+Secure the entrance.
+Leaving now!
+Her!
+I pledge allegiance to the flag
+of the
+United States of America!
+Your leader is out of his mind.
+You fucking idiots!
+Go.
+Walk.
+Move!
+Sir, there's movement
+in front of the White House.
+Ours or theirs?
+  Looks like
+Secretary McMillan, sir.
+Any bulges, wires?
+Negative.
+Sir, ground reports
+activity at the White House.
+Is that...
+McMillan.
+Get a team out there now.
+And another to cover! Go!
+It looks like Secretary McMillan.
+Yes, yes, it is.
+Yes!
+Mike?
+Hey.
+He got away.
+He's back in the bunker.
+You gave it a good shot, Mike.
+You saved McMillan.
+North and South Korean military
+forces are on high alert
+in response to rumors of an impending
+American pull out from the DMZ...
+...India, China and Russia
+have declared a state of emergency and have
+mobilized military forces.
+In the Middle East,
+the response to the attack
+on the White House is jubilant.
+Crowds of thousands are
+celebrating in the streets and
+American flags are burning.
+The power vacuum created by
+a U.S. departure could spark an
+immediate and full-scale conflict
+and that any conventional war in this
+heavily armed corner of the world
+could easily escalate
+into nuclear confrontation.
+The hour's up.
+Send the helicopter.
+Let's recall the Seventh Fleet.
+Pull the troops out of the DMZ.
+We just lost South Korea.
+  Our Pentagon sources are now
+saying that U.S. ground troops
+have been given the order
+to withdraw from Korea
+for the first time in 60 years.
+We're also hearing reports
+that the U.S.' Seventh Fleet
+has been directed
+to pull back in the region.
+Although unconfirmed,
+this historic turn of events
+seems to be motivated by today's
+attack on the White House,
+which began as the Prime Minister of
+Korea was meeting with President Asher.
+They're recalling the fleet.
+Of course.
+What are they doing?
+Mike.
+We have to get Kang
+and the President out in the
+open and take our best shot.
+Copy that, sir.
+Bravo team is in position.
+Sir, we are ready.
+All units are in position.
+Here come the hostages.
+We count 11 targets, sir.
+One of them's gotta
+be the President.
+That's their ticket out.
+Hercules Six in position.
+Can you I.D.
+the President?
+Negative.
+Can you I.D. Kang?
+Negative.
+Targets unclear.
+Sir, all ground units
+are im position.
+Do we have the go-ahead
+to take them?
+We're gonna go,
+we gotta go now, sir.
+  Do we have the go-ahead, sir?
+No. Too risky. They could
+kill the President.
+Yes, sir.
+It's okay. We have a tracking
+device on the chopper.
+Holy shit, what was that?
+Was that us?
+Negative, negative.
+That wasn't us.
+Where's the QRT?
+Though it is not confirmed
+yet, President Asher
+is believed to have been among those killed
+when the Black Hawk helicopter went down
+in flames on the
+White House North Lawn.
+And certainly, today's events
+will be recorded in history
+as one of this country's darkest hours.
+Oh, my God.
+The President's gone.
+Mike?
+What the hell happened?
+I'm sorry to report
+the President was
+on that helicopter.
+And Kang?
+Kang killed himself.
+And all the other hostages.
+Wait. This doesn't add up.
+It doesn't make sense.
+What doesn't make sense?
+Kang would not
+go out like that, sir.
+That's not who he is.
+I think he's
+still in the bunker.
+And he has the President.
+He's gonna try and slip away.
+If Kang is still on the premises with
+the President, you can't let him leave.
+He won't.
+I read your Bible,
+  Mr. President.
+It says, "The wages
+of sin is death."
+You better keep that in mind.
+What are you doing?
+Cerberus has been activated.
+We haven't launched
+any missiles yet.
+I don't need to launch them.
+The explosive force within each hardened
+silo will detonate the missiles.
+Tens of millions
+of Americans will perish.
+Your country will be a cold,
+dark nuclear wasteland.
+Now, too, America shall
+know suffering and famine.
+South Korean officials are saying now
+that they've called up the reserves.
+And they're mobilizing additional
+armored units in response...
+Sir? Cerberus
+has been activated.
+What?
+NORAD confirms.
+How did it come to this? We
+lost Korea and now our nukes?
+They couldn't have
+broken the code.
+That would be impossible.
+They'd be on the bunker computer
+for days to break three codes.
+He only needed to
+break one code.
+But we haven't
+launched any missiles.
+They're gonna detonate
+them in their silos.
+How many?
+All of 'em.
+He's just opened
+the gates of hell.
+Time to go, Mr. President!
+You really think you're
+  gonna get out of here alive?
+The world thinks
+we're both dead.
+And with you as insurance...
+To the tunnels.
+Come on, Mike.
+Looks like you
+failed again, Mike.
+Sir?
+Sir, look at me.
+Sir. Sir.
+Okay, it's gone through.
+You've lost a little blood.
+I'm gonna get you
+outta here, okay?
+Now, you know what to do.
+Ben, Ben, come on!
+Cerberus.
+What?
+Cerberus activated.
+Cerberus.
+Keep that pressed in.
+Sir! Ben!
+You're gonna be okay.
+All right.
+This is Banning. I have the President.
+He's hurt, but alive.
+How do I switch
+this fucking thing off?
+Hang on.
+Deactivation code!
+Find the control panel
+marked, "Countermand."
+Countermand.
+Got it!
+Flip a blue-white switch
+marked, "initiate Recall."
+Initiate recall.
+Okay.
+Deactivation
+sequence initiated.
+Please enter abort command.
+Come on, come on,
+come on, come on!
+  November-India.
+November-India.
+Lima.
+Wait, wait. Yep.
+Five-Oscar-hotel.
+Oscar, hotel.
+Backslash. Niner.
+Backslash.
+Victor. Kilo.
+Hashtag.
+What?
+Hashtag.
+Shift-3!
+Holy fuck!
+- Shift-3!
+- Echo.
+Sierra.
+Foxtrot.
+Foxtrot.
+- Is that it?
+- That's it.
+Cerberus has been deactivated.
+Sir,
+NORAD confirms Cerberus
+has been shut down.
+Good.
+Now get me Seoul
+and Pyongyang on the line.
+Are you ready,
+Mr. President?
+Sorry about the house, sir.
+It's okay. I believe
+it's insured.
+We've lost good friends.
+Family.
+All good people.
+Heroes, every one of them.
+Dad!
+Our hearts and prayers
+go out to their families.
+And they will be remembered.
+Nor will we forget
+those who serve out
+of the spotlight,
+  to whom we owe
+our highest gratitude.
+Our foe did not come only to
+destroy our things or our people.
+Are you okay?
+They came to desecrate
+a way of Hie.
+To foul our beliefs.
+Trample our freedom.
+And in this,
+not only did they fail,
+they granted us
+the greatest gift.
+A chance at our rebirth.
+We will rise. Renewed.
+Stronger and united.
+This is our time.
+Our chance to get back
+to the best of who we are.
+To lead by example,
+with the dignity, integrity, and
+honor that built this country
+and which will build
+it once again.
+May God bless you.
+And may God bless the
+United States of America.
\ No newline at end of file
diff --git a/WHD.txt b/WHD.txt
new file mode 100644
index 0000000..5305676
--- /dev/null
+++ b/WHD.txt
@@ -0,0 +1,3074 @@
+﻿White House Down
+By James Vanderbilt
+ The vice president is scheduled
+to preside over a Senate vote today...
+...on President Sawyer's
+controversial Middle East peace plan.
+Then tomorrow,
+the vote will go to Congress.
+Republicans and Democrats...
+...have indicated they will vote
+along party lines...
+...but some members have indicated
+that they may cross over.
+Castle, this is Hummingbird.
+We are inbound from Andy.
+We're three minutes out.
+Carol. He wants to do the thing.
+- Really?
+- Really.
+Mr. President, it isn't a good idea
+to deviate from the flight plan.
+Pretty please, Carol?
+Leader of the free world
+saying "pretty please"?
+That ought to count for something.
+Captain Johns, we are going to deviate
+from Route Omaha.
+The president would like
+to do the thing.
+Copy that.
+Let's give him the special tour.
+Dropping to 30 feet.
+Do you know that Abraham Lincoln
+was the first U.S. president...
+...who was in favour of women
+having the vote?
+He wrote a paper on suffrage while
+he was still in the Illinois legislature.
+Yes, I did know that...
+...because you tell me
+every time we do this.
+Castle, this is Hummingbird.
+We are short Foxtrot, one minute out.
+- I need a go-no go.
+- Sky Sector 1, Castle Ground...
+...all clear, three inbound.
+ Castle Ground, Sky Sector 1, report.
+Hummingbird, this is Castle Ground.
+You are clear.
+Scanning sky south.
+Clear.
+Clear.
+Hummingbird, this is Castle Sky.
+You are clear.
+Hummingbird, this is Castle Keep.
+You are-- Wait. Hold.
+- Castle Ground, we are holding.
+- Air Command...
+- ...switch to thermal.
+- Roger that.
+Switching to thermal.
+Confirm Sector 5,
+southeast quadrant clear.
+Hummingbird, this is Castle Keep.
+You're clear.
+Copy that.
+Breaking off for security sweep.
+Stand by.
+Hummingbird approaching.
+Castle Ground, all clear.
+Be it ever so humble.
+Atten-hut! Escort!
+Not a bad way to travel, is it?
+Beats Dupont Circle, sir.
+What time does my wife get in?
+- Eighteen forty-five.
+- Wake me if civilisation ends.
+- Welcome home, sir.
+- Thank you.
+Hummingbird, you are released.
+Tell me we don't have the best job
+in the world.
+I believe the number-one source
+of violence in our world is poverty.
+Now, we were poor in my neighbourhood.
+Sometimes we couldn't even eat.
+And my best friend Ricky,
+he had it worse than us.
+One day things got
+so desperate for Ricky...
+ ...he made a plan
+to rob the corner store.
+And I told my mother about it.
+You know what she did?
+She had him over,
+cooked him a full meal...
+...and told him that he could stay with us
+as long as he wanted.
+And it was then that I realised
+that if you feed a man...
+you take away his propensity
+for violence.
+Come on, we're gonna be late.
+Hey, hey, hey-
+No, no, no. That's-- No, that's not--
+That's not--
+This is not happening right now.
+Clyde, we've had this conversation.
+My boss does not like squirrels.
+It's a bird feeder.
+Will you at least look at me
+when I'm talking to you?
+Look, man, I like squirrels personally,
+but you're getting me in trouble.
+Do you see this?
+You know what this is?
+Hey. We gonna need backup?
+We're working. Come on.
+- We have any more Robitussin?
+- Yes, sir. In the car.
+No, I'll get it, it's all right. Quiet night?
+We're under attack by squirrels.
+They're organised
+and they have the numbers.
+Little stinkers trying to get
+into the feeder?
+- Morning.
+- Hey, Roy.
+This isn't the most glamorous job
+in the world.
+Look, I appreciate it very much.
+- Yeah, we'll be there in 10 minutes.
+- As leaders, we have a choice.
+We can sit back
+ and let the same cycle of war...
+...continue in the Middle East
+or we can do something about it.
+You know how much money
+we've spent on the war since 2001?
+Over a trillion dollars.
+Could you imagine if you had...
+It's gonna be a busy morning, boys.
+--Education, food, health care
+and infrastructure in the Middle East.
+Now, we've begun historic talks
+with the republic of Iran's...
+...newly elected president, Al-Sharif...
+...to build peace throughout his region.
+America can't do this alone.
+We need the full financial support
+of all of our allies.
+But what we can do
+is take the first step.
+Therefore, I'm announcing today...
+...that all U. S. troops will be removed
+from the Middle East.
+Let's not repeat the same mistakes
+that we made in the past.
+And Lord knows,
+I've made some mistakes myself.
+Instead, I ask you
+to stand with me today.
+Sign this treaty. Let's end
+this debilitating pattern of violence...
+...and let's show the world that the pen
+is truly mightier than the sword.
+Thank you.
+President Sawyer delivered what can
+only be described as a historic speech...
+-...earlier today in Geneva.
+- Here.
+- Let's go live...
+- You changed your hair.
+Last week.
+I'm gonna be late tonight.
+I love you very much.
+Good morning, sir.
+John, what do you think
+ of the president's proposal?
+I don't know. It's good
+to have less enemies, I guess.
+You're a military man.
+You don't think he's putting us at risk?
+That's a little above my pay grade.
+If you feel that way...
+...why didn't you run against him?
+- No, no, no.
+That's one job I never wanted.
+I like my office.
+I like my constituents.
+I like being a thorn in the side
+of the administration.
+But I think voters today
+want somebody cool.
+Oh, come on, Mr. Speaker,
+I think you're pretty cool.
+He went to bed at 8 and watched...
+The president has a call scheduled
+with the speaker at 9:30.
+- I should be there for that, shouldn't I?
+- No.
+You have to be here
+in case of a deadlock...
+Hey, I'm gonna see you later.
+- -With the red tie for that.
+- Jenna?
+- Absolutely, Mr. Vice President.
+Red tie's the way to go.
+Jenna. Jenna. Did you get me in?
+- What do I get if I did?
+- What do you want?
+Dinner. Candlelight.
+And a promise that you will try
+to get to second base.
+Done.
+You're meeting with Carol Finnerty,
+deputy special agent...
+...in charge of the president's
+Secret Service.
+- I need a favour.
+- This is a favour.
+I need another favour.
+ I need a pass for my daughter.
+- John--
+- You don't understand.
+She's a freak for this kind of stuff,
+so if I get her in, I'm Dad of the Year.
+I will owe you so much more
+than just candlelight dinner.
+- I'll make a call.
+- Perfect. Thank you. You're the best.
+--A truly historic handshake.
+What President Sawyer is proposing
+to Iranian president Al-Sharif...
+...is withdrawing all American troops
+across the entire Middle East...
+...and for that he'll ask
+his G8 partners for help.
+It's all about money,
+and who won't like this deal...
+...are American companies who do
+business with the American military.
+Wanna grab the door? Em.
+I'll get it.
+- Hey.
+- You're late.
+- She thought you weren't coming.
+- Why wouldn't I be coming?
+Hey, you, little face.
+Come on, get your stuff. Let's go, baby.
+- Bye, Mommy. I love you.
+- I love you too, sweetie.
+What's up...?
+I literally just walked in the door.
+What did I do?
+You missed her talent show.
+No, I didn't miss it.
+That's, like, next Thursday.
+No, it was last Thursday.
+It was on the school calendar.
+What did she do?
+She was a flag twirler.
+That's a talent?
+She practised for like six weeks, John.
+She thought you were gonna be there.
+It would've been really nice
+ to have a bit of a reminder.
+- Come on, I'm not your secretary, John.
+- I'm not asking you to be my secretary.
+Look, I'm just-- I'm trying.
+I'm trying really hard to be in her life.
+It's a little late for that,
+wouldn't you say?
+Have a good day.
+Are you mad at me?
+Just tell me.
+Will you be on that all day long?
+"Yes." Well, that sucks, because,
+you know, I thought you would...
+...want this, but...
+- Lame.
+You don't even know what it is.
+Do you really think a bribe's
+gonna work?
+Yeah. I'm hoping so.
+- We're both adults here, John.
+- Speak for yourself, okay?
+Can you please just open it?
+- For me?
+- What is it?
+It's a pony, baby. I don't--
+Come on, for me, please just...
+These are White House passes.
+Yeah. That might mean
+we're going to the White House.
+And that your dad here
+has a job interview...
+...with the Secret Service.
+This is really cool, John.
+- You're just gonna stick with "John"?
+- Yeah.
+Now The Roger Skinner Show,
+today live from the White House.
+Hi, folks. President Sawyer
+is one of those academics...
+...who never served a day in his life...
+...and now he wants to tell the military
+how to run things?
+He's going to make peace with Iran
+because he has friends there now?
+ Come on.
+Sir, I have the first lady for you.
+Remind me again why we let these guys
+broadcast from our lawn.
+- Freedom of the press.
+- You know what?
+I knew it was something.
+Hey, babe.
+How are the French taking it?
+The treaty's gonna be
+a tough sell here.
+- How's it going there?
+- Raphelson is the key.
+We lose him, then we lose
+that Southern voting bloc.
+If this goes down, you're looking
+at a one-term president.
+I know two people who wouldn't
+have a problem with that.
+Do you still have that watch
+I gave you?
+Yes, Miss First Lady.
+It's in my pocket next to my heart.
+You know, Mary Todd
+gave it to Lincoln...
+...to remind him he only had
+so much time to do good things...
+...while he was in that chair.
+- I hear you.
+Well, kiss Amber for me, okay?
+I love you ladies. Miss you.
+- I gotta go back to being president.
+- I love you too.
+Did you know that 1.5 million people
+visit the White House every year?
+No, I did not know that.
+Look, I'm sorry.
+I'm sorry that I didn't make it
+to your talent show.
+I'm not.
+Seriously.
+Did you know the White House used
+to be called the Presidential Palace?
+Look, I need you to hear me right now.
+ Look at me.
+I really wished I was there.
+No, you don't.
+All I-- All I did was twirl a flag.
+It was stupid.
+You know that you don't
+have to do that with me, right?
+- What?
+- Have thick skin. You're 11.
+- Good morning.
+- Good morning, sir.
+- How are you?
+- Fine, thank you. Yourself?
+- Good.
+- Photo IDs, please.
+Thank you.
+- What are you guys looking for?
+Explosives.
+This is awesome.
+Park up on the left,
+go into the East Lobby.
+Have a good one.
+Did you know that the president
+travels in an 18-ton military-armoured...
+...modified Cadillac CTS
+built to withstand gas...
+...chemical and missile attacks?
+- That's on the Internet?
+- Wikipedia.
+- Capitol Police, off-duty.
+- Have to check your weapon.
+All right.
+Check her good.
+- Hey, Torn.
+- Hey, buddy.
+So how is your blog coming along?
+Nobody says "blog" anymore, John.
+What do you mean,
+they don't say "blog"?
+- I just learned "blog."
+- Hi. Hi.
+Just for 20 seconds,
+act like you don't hate me.
+- I'm Carol Finnerty.
+ - Hi. John.
+- Carol?
+- Cale.
+Oh, my God. Carol Wilkes.
+Actually, I'm Carol Finnerty now.
+You're Deputy Special Agent Finnerty?
+Oh, you're Jenna's favour.
+This is Emily.
+This is Em, my daughter.
+My father is a very special man.
+It's nice to meet you.
+I paid her to say that.
+- Let's get started.
+- Okay.
+I don't know. Just...
+Sorry, I gotta ask.
+You didn't marry Jim Finnerty
+from Sigma Chi, did you?
+- That guy was--
+- An asshole. Yes, he was.
+This is my colleague,
+Special Agent Todd.
+Standard Secret Service
+protocol requires...
+...a two-agent review for every interview.
+You're not to look at Agent Todd.
+- I'm sorry, I just looked at him.
+- You're only to look at me.
+So we just-- Okay.
+The subject is John Cale.
+Born 1980,
+grew up in the District of Columbia...
+...graduated Hill High in 1999.
+Looks like you've bounced
+from job to job.
+Mechanic, limo driver, construction.
+Is my credit score in there?
+Yes, and you should be ashamed
+of yourself.
+It's a recession, okay?
+Married Melanie Schopp in 2002...
+...and had a child six months later.
+Filed for divorce in 2005.
+So you did three tours
+ in Afghanistan...
+...and you were wounded
+in the Kunar province.
+- Yes, ma'am.
+- You received a Silver Star...
+...for pulling a Corporal Dawson
+from a burning Humvee?
+There was an IED attack.
+Humvee flipped, we were taking fire,
+so I grabbed him.
+- Why?
+- I was a little concerned...
+...that he was getting
+a little too warm in there.
+It's funny to me, you still think glib
+is the way to go here.
+Corporal Dawson is the nephew
+of the speaker of the house...
+...and when you were discharged
+a year ago...
+...he got you a job
+with the Capitol Police.
+Actually, on his protection detail.
+If Special Agent Todd
+keeps making those sounds...
+...I'm gonna start looking at him.
+- Will you give us a second, please, Ryan?
+John, why do you want to be
+in the Secret Service?
+I can't think of a more important job
+than protecting the president.
+Okay, this job requires
+a university degree.
+You dropped out of GW
+after our first semester there.
+- You don't finish things.
+- Check the file, Carol.
+Two years in college night school.
+A certificate of graduation
+should be in there.
+Great.
+Yeah, John, you barely maintained
+a C average.
+I'm sorry, I didn't have
+ our little study sessions...
+...like we used to back in the day,
+did I?
+Evaluations from your senior officers:
+"Cale frequently does not complete
+his field reports on time."
+Nothing to do
+with protecting someone.
+"Sergeant Cale demonstrates
+a lack of respect for authority.
+Sergeant Cale has raw potential
+but seems determined not to realise it."
+You can keep reading that.
+That is not me anymore.
+I'm not the kid
+you used to know in college.
+I've buttoned up every single thing
+that I have to to qualify for this job.
+I have 10 times more experience
+than any Ivy League kid.
+It's not just about experience. I would
+need to depend on you every day.
+What do you want me to do?
+I'll start at the-- I'll start at the bottom.
+Just give me a chance.
+I'm sorry.
+Did you get the job?
+- Yeah, I think I got a shot.
+- Really?
+You know how it is.
+They gotta go talk
+amongst themselves and...
+These-- Look, these things,
+they can be really political.
+Good morning.
+Light day at the White House today.
+Eagle will remain on the 18 acres.
+He has phone calls
+to the congressional leadership.
+First lady is back tonight?
+Empress is wheels down at 1845.
+They're supposed to have dinner at the
+residence, but you know how they are.
+So we should have an advance
+ on Obelisk, Marcel's, the usual.
+- What if she wants sushi?
+- No, no, she's off sushi.
+Remember she had that thing
+on the Japan trip?
+- Carol, how are you still awake?
+- Caffeine and patriotism, sir.
+- Threat matrix?
+- Well...
+...threats against POTUS
+have quadrupled since the G8 speech.
+PID is keeping an eye on a guy
+in Buffalo they're worried about.
+- Visitors today?
+- Just the AV guys again.
+DC Sonic, they're replacing
+the surround system in the theatre.
+- First lady must be thrilled.
+- And she's...
+She's coming back tonight?
+Carol, is she coming back tonight?
+Yes, sir. Wheels down at 1845.
+Yes, of course.
+As many of you are well-aware,
+this is my last week here...
+...so I wanna make this clear
+to everybody:
+If there are any congratulatory cakes
+or any of that nonsense...
+...I will be compelled
+to use deadly force.
+I hate you. I hate you all.
+Thank you. No incendiaries
+in the White House.
+All right, baby,
+I just gotta get my weapon real quick.
+You're gonna have to sign out, sir.
+Hello.
+You guys here for the tour?
+Do you think we can see
+where you'll be working?
+- Yeah, sure.
+- Great.
+ Gather around, everyone,
+gather around. My name is Donnie...
+...and I'll be your guide today as we take
+a walk through American history.
+I wanna give you all a warm Washington,
+D.C. welcome to the White House...
+...where each year we get millions
+of guests from every corner of the globe.
+Where are you folks from?
+Washington, D.C.
+- Bad choice. What about you, ma'am?
+- Nebraska.
+What brings you to the White House?
+I wanna see the tunnels where JFK
+snuck Marilyn Monroe in.
+Unfortunately, no such tunnels exist,
+but don't worry, we have plenty...
+...of other exciting sights
+to show you guys.
+Follow me this way.
+Now, does anyone wanna guess
+how old the White House is?
+- Yes.
+- Two hundred and twenty-two years old.
+That's very accurate.
+Construction began in 1792...
+...on what was then called
+the President's House.
+Now, Article 1, Section 8
+of the U.S. Constitution set forth...
+...that a district of no more than
+1O miles square...
+...should house the new seat
+of government. Does anyone know why?
+So no one state could claim
+the President's House.
+Right again.
+You're a real keener, aren't you?
+Now, the founders were crafty...
+Hey, so you can tell me the truth.
+Do you get picked on a lot in school?
+No, I don't.
+- It's a gift certificate for a massage.
+- I could use one.
+ Martin, it's-- It's been...
+I know, for me too, Ted.
+You know you're gonna miss this.
+- When's the last time you took a day off?
+- Oh, I'm fine.
+I'm fine.
+Piece of advice:
+You gotta get back on the horse.
+- Get back on the horse?
+- First rule of divorce: Get right out there.
+Sow some oats, break some hearts,
+have actual human interaction...
+...with a member of the opposite sex.
+Carol, you keep this up, 20 years
+from now you're gonna look like me.
+Well, there are worse things.
+Don't make this your whole life.
+Trust me.
+It's not worth it.
+Go home.
+Get some rest.
+Now.
+And that is an order.
+Yes, sir.
+Now, not too many people
+realise this...
+...but the White House
+is actually three buildings:
+The East Wing
+where you guys came in...
+...the West Wing, which houses
+the Oval and Executive Offices...
+...and we're about to enter the residence,
+which is the famous building that...
+-...got blown up in Independence Day.
+- What's in there?
+That's the president's home theatre.
+Membership has its privileges.
+Right this way
+through the double doors, please.
+There's still lots more to see.
+You got a visitor.
+Hey.
+ - Could you stay with the tour?
+- Yeah.
+Thank you.
+The White House is big.
+Including below-ground levels,
+it's six storeys tall...
+...with 132 rooms, 412 doors,
+147 windows, 28 fireplaces...
+...and 35 bathrooms.
+The grounds contain a tennis court,
+a basketball court...
+...a putting green, a jogging track
+and a swimming pool.
+- And where's the PEOC?
+- The what?
+She's referring to the Presidential
+Emergency Operations Centre...
+...which is this really cool bunker
+behind 10 feet of concrete and steel...
+...that's capable of surviving
+a nuclear blast, plus...
+...for your information, miss,
+it's the one room in the house...
+...that no one knows the location of.
+WikiLeaks says
+it's under the East Wing.
+Who wants to see
+the bowling alley, huh?
+- Oh, my God.
+- How we doing, folks?
+- Mr. President.
+- How's the tour?
+You see the basketball court?
+Mr. President, can I ask you a question
+for my YouTube channel?
+- That'd be all right. What's your name?
+- Emily Cale.
+Emily Cale, go ahead.
+- Okay.
+- How I look on that thing?
+I wasn't ready for a press conference.
+How do you expect 22 Arab nations
+with different regional...
+...and religious interests
+ to agree on a single treaty...
+...especially given the newly
+erupting conflicts...
+...between the Shiites and the Sunnis
+in southern Pakistan?
+Tough question.
+To be honest with you, I don't know.
+Whether they'll agree or not...
+...I'm not sure, but I gotta try.
+The day we stop believing
+different people can come together...
+...is the day we've given up on the world.
+I'm not ready to.
+What I am ready to do
+is give a little girl...
+...a shout-out on her YouTube blog.
+Hi, folks,
+my name is James W. Sawyer...
+...and I'm here with Emily Cale
+and her video blog.
+Check it out.
+- You have a good one.
+- Wait.
+Mr. President, this is my dad John.
+He's gonna be
+on your Secret Service detail.
+Secret Service detail. Is that right?
+You know, I take my protection detail
+very seriously.
+- Yes, sir.
+- Stop lying to children.
+- Nice to meet you, Emily.
+- Nice to meet you too, Mr. President.
+You guys have a good one.
+Need your vote now.
+Oh, my God, that was so fun.
+Thought you said no one
+says "blog" anymore, huh?
+Bye, Fred.
+Goodbye, Mrs. Finnerty.
+Oil painting by Tom Freeman
+to commemorate the burning...
+...of the White House
+by the British in 1814.
+ - Wait, the White House burned down?
+- Yeah, yeah, in the War of 1812.
+Practically had to be rebuilt
+from the ground up.
+When I look at this painting,
+I get very emotional.
+John.
+I think I need to avail myself
+of one of the 35 bathrooms in here.
+There's a ladies' room downstairs.
+- Where? I'll take her.
+- I can go by myself, John.
+I'm not a child.
+Hey, just don't touch anything
+or wander off...
+...or talk to anybody
+that you shouldn't be talking to.
+I make no promises.
+He's seven minutes behind.
+Sorry, he got hung up
+on the State Floor.
+- Good morning, Margaret.
+- Morning, Mr. President.
+Could you get the speaker
+on the phone?
+Right away, sir.
+Have you and the missus zeroed in
+on a dining establishment?
+When have you known the missus
+to zero in on anything?
+Fair point, sir.
+Martin, I wanna shake your hand.
+- We're all sorry to see you go.
+- Thank you, Mr. President.
+And I know that you and Muriel
+have had a tough go of it...
+...since Kevin passed, and...
+- We all make sacrifices...
+...for our country, sir.
+- Yeah, but it's more--
+I have the speaker of the house
+for you.
+I'm sorry.
+Thank you, Mr. President.
+ Right.
+- Thank you, Margaret.
+- You're welcome, sir.
+- Eli.
+- That was quite a speech, Mr. President.
+If you were on board,
+we'd have a real shot at peace.
+You do know that your plan has upset
+the entire defence industry.
+These are powerful people
+who give money to both parties.
+I talked to President Al-Sharif again
+about the discussion we had...
+...and he's assuring me
+that he has proof.
+- And you believe him?
+- I do.
+Guys that run those corporations
+have been in bed...
+...with radical regimes for years. All they
+wanna do is keep the cycle of war going.
+Al-Sharif will expose them.
+All of that wrongdoing
+is gonna come out...
+- ...as soon as our plan is signed.
+- Sir, if your plan is signed.
+Jesus.
+Since when do you guys
+come through here?
+My supervisor told me
+to come this way.
+Stop.
+Be careful next time.
+I know we've had our differences,
+but I've never known you to be a man...
+...to let politics stand in the way
+of doing the right thing.
+If you stand with me on this, you can be
+the man that could take these guys down.
+I'd like to drag every one of these
+CEOs in front of Congress...
+...but there's more at stake here.
+I can't support this, not at the risk...
+...of leaving us militarily exposed.
+ Come on, you know
+those bases are for show now.
+We could launch a drone
+off of any carrier in the gulf...
+...and hit any target we want.
+Excuse me, miss.
+Sir, you can't leave that there.
+Hey, buddy!
+Twenty-four, I'm in the rotunda.
+I got a maintenance--
+Eli, you all right?
+Keep moving, let's go, push.
+Get your security teams up.
+Mr. Speaker? Mr. Speaker?
+- Are you all right?
+- I'm fine.
+We have to get out of here.
+You follow me.
+- Where's the vice president?
+- In the chamber.
+Tell him we need to institute
+Continuity of Government.
+- I tried. He's been cut by some glass.
+- Now stay close.
+Don't panic, take your time.
+There's been an explosion
+at the Capitol building.
+- And?
+- I'm crashing the White House.
+We're crashing the White House.
+Get the CAT Team.
+I want all nonessentials
+evac'd.
+Get that hallway clear if we have to move.
+Sergeant, bolt these doors.
+I need Marine 1 here
+as fast as possible.
+Sir, I need you to move away
+from the window, sir.
+Yeah.
+Lock down all these doors.
+- Do it quickly.
+- Go, go, go!
+- Sir.
+ - The residence.
+Bear with us.
+Sir, we have a tour group
+on the State Floor.
+Hold them in the Blue Room.
+Maintain positions.
+Keep the hallways clear.
+- Everybody stay where you are.
+- My daughter's downstairs.
+No one goes anywhere
+till we lift the crash.
+- She's just a little girl. I gotta get her.
+- Step away from the door.
+Keep moving, please. Everybody.
+Gentlemen, we're on lockdown.
+You can't be in here.
+- Let's go.
+- Sorry?
+- We're on lockdown!
+- Can't hear you!
+You gotta be kidding me. Movie time
+is over. Shut this down! Let's go.
+Bobby, sync watches, 60 seconds.
+Silencer.
+Let's go.
+Yes, sir, that is correct, sir.
+- We are on full lockdown.
+- Hey!
+We need help up here now!
+Security sweep! Open up!
+Thirty seconds. Secure Air Comm.
+Meet at the rally.
+Armoury secure.
+All right, let's go. Let's move, move!
+- Hold up. We're on full lockdown here.
+- Hey!
+East Hall secure.
+Heading for Castle Sky.
+You've reached the voice mail of
+Emily Cale. Why aren't you texting me?
+Em, as soon as you get this,
+call me back.
+- Keep moving, keep moving!
+- Martin, I'm right outside the Capitol.
+ What the hell is happening?
+Do you have the president?
+I have Eagle. Call WFO, get as
+many men as you can to the Capitol.
+I'll dispatch everyone I can spare.
+I want a hard perimeter around Castle.
+A hard perimeter around Castle.
+Eastside Gate.
+Come on, let's go, people.
+Fred, open the gate.
+We're gonna be fine.
+It's gonna be okay.
+- They're exiting the building.
+- Keep moving!
+Castle South clear.
+Clear!
+We have Castle Sky.
+Five agents in the East Gate,
+four in the garden.
+The rest should be on the South Lawn.
+And two policemen on the South Gate.
+- Let's go.
+- Let's go! Keep moving!
+Shots fired. Code Black! Code Black!
+- Say again. Say again.
+- He said "shots fired."
+Look, it's gotta be an AOP.
+You gotta get out there.
+- Stand back.
+- I'm not doing anything.
+You serious? Look around.
+- Stand back!
+- The threat is out there!
+Go out and do your job!
+Donnie, where'd
+you send my daughter?
+I'm sure she's fine.
+We're in the safest house in the world.
+Well, not today, it's not.
+- You've reached the voice mail...
+- Em, pick up the phone.
+Can't tell where it's coming from.
+I have no visual on him.
+Ten-four. Still have them on...?
+ No.
+- Clear!
+- Clear!
+Negative, negative.
+Snipers on the roof.
+Do not approach Castle.
+Repeat, do not approach Castle.
+Do not advance. Do not advance.
+Say what?
+Welcome to the White House,
+Mr. Tyler.
+I love what you've done with the place.
+Bullet holes add to the decor.
+Did you see that shit Conrad pulled off
+at the Capitol? Goddamn!
+Let's keep it tight. Get to work.
+Where are my goddamn hostages?
+- Dad?
+-Oh, thank God.
+- Emily, are you okay?
+- Dad--
+Look, it's gonna be okay,
+baby, I promise you.
+- Where are you?
+- Where are you at? I'll come get you.
+Where'd you send my daughter?
+Downstairs. Across the hall,
+second on the left.
+Shut up!
+Find him. Go!
+- What's going on?
+- What? I got it.
+You better.
+Castle, this is Hummingbird.
+We are on final approach.
+- What are we waiting for, Martin?
+- Marine 1 is three minutes out, sir.
+Castle, does anybody copy?
+I repeat, we are--
+Break right! Break right!
+We are taking fire. Castle has fallen.
+The White House is down.
+Heavy weapons on the roof.
+- Take him to the PEOC.
+ - They're in the building.
+- We need to exfilt--
+- I got this!
+Mr. President, Mr. President,
+I get you to the vault...
+...their game is over.
+You sure you can get me there?
+Yes, sir. I am.
+Then get me to the vault.
+Diamond formation. Stay low,
+stay close, shoot first. Got it? On me.
+Do you have the vice president?
+- I repeat, do you have the vice president?
+- We do.
+- We're two miles away from Andrews.
+- The speaker?
+Negative. We do not have the speaker.
+- Please evacuate the Capitol.
+- This way. Excuse me.
+Kellerman!
+Carol, COD says
+we go to the Pentagon.
+I have the speaker.
+Going to the secondary location.
+Watch yourself.
+Excuse me, ma'am.
+Downstairs, second door to the left.
+Emily.
+No, no, no, please. Please don't!
+I was just on the tour!
+- You had a gun!
+- it's a phone, it's a phone.
+- I swear. Look, I got a daughter. Please.
+- Get up!
+Okay.
+That was close.
+Shit.
+You think you're tough, bitch?
+Keep the ground floor clear.
+Package is on the move.
+Eagle is 30 seconds from the vault.
+We are coming in hot.
+Copy that, sir.
+Eagle is 30 seconds from the vault.
+ GO, go!
+Mr. President. Glasses.
+Match. We're in. Go!
+Go ahead. I'll button this up.
+Go ahead.
+Mr. Vice President,
+I apologise in advance...
+...but this is gonna be the hardest takeoff
+you've ever felt.
+We're gonna put this bird
+at 30,000 feet in 45 seconds.
+James William Sawyer.
+Gentlemen. What are you doing?!
+Please, Martin, what are you doing?
+I'm sorry, Ted.
+- Martin!
+- Consider this my resignation.
+Emily? Where are you at, baby?
+Please tell me you got out of here.
+Mr. Stenz.
+We're in.
+I have the package.
+Ground floor, through the library
+and down the stairs.
+- The library. We're on our way.
+- We'll be waiting for you.
+That's the library.
+Don't go in there. Just--
+Oh, this is so stupid.
+You're not gonna get away with this.
+Martin! What are you doing?
+No, Mr. President. The question is,
+what are you gonna do?
+Gonna shake my hand again?
+Give a little speech?
+Is this about Kevin? Look, I'm sorry--
+Run, Mr. President!
+To me, to me, to me!
+Move!
+Walker.
+Move, move, move!
+Let's go, let's go, let's go!
+- Stand behind me and do what I say.
+- Walker, I say again...
+ ...we are coming to you,
+we are on the move.
+In the library.
+- Shit. I'm empty.
+- Walker!
+Run, run, run!
+Stenz!
+No, not that way! They're up there!
+Goddamn!
+We've lost the package.
+Secure the exits.
+- Which Way's this go?
+- West Wing.
+Run, Mr. President! Move! Move!
+This leads to the basement.
+- We 're in the stairwell, coming your way.
+- Shit.
+We gotta go!
+Elevator's here, let's go!
+Shit! God!
+They're in the elevator heading up!
+- Cut them off in the Central Hall!
+- What are you doing? Get him!
+Take care of Bobby.
+- Killick, stop them at the elevator.
+- I'm on it.
+He's in the residence!
+Cut him off at the residence!
+Son of a bitch!
+You screwed us, Walker.
+You've got one of your guys
+running around.
+- Not one of my guys.
+- Then who is he?
+I don't know, probably some schmuck
+from one of the tours.
+Your tourist killed one of my best men!
+So now I'm gonna take care of it!
+No, you will not.
+You will have your boys...
+...sweep every room in this place.
+And you will come with me,
+as planned.
+Find him.
+ You don't talk to me like that
+in front of my men.
+- I don't, huh?
+- No, you don't!
+Ten years I've known Bobby!
+Twice the guy saved my life.
+This doesn't go unanswered!
+Drop the tough-guy shit
+with me, junior.
+Now, I know your story, Emil.
+I know what this country did to you.
+We're in this together. So be calm.
+- I'm calm.
+- Good.
+- I'm still gonna kill him.
+- I don't have a problem with that.
+But I need the president alive.
+Don't forget that.
+You promised me the leader
+of the free world.
+Don't you worry your pretty little head.
+We'll get him back.
+But without him, what kind
+of time frame we looking at?
+We have 15 minutes to load in,
+then maybe another 3O or so...
+...to crack the protocols without his code.
+After that, it's on you.
+- What about securing the basement?
+- I brought a party favour for that.
+- Good.
+- Do you know...
+...you've got a bit of something right...
+It's right under your nose.
+Vadim.
+You let me know the second
+you find these guys.
+Copy that.
+Somebody please shut the alarm off!
+I got work to do.
+Motts.
+Take Bobby's place in Air Comm.
+I'll show you the way.
+We got some important people
+ waiting for us.
+- Are you okay, sir?
+- I'm all right.
+- Is your family in the complex?
+- They won't be here till tonight.
+- Your daughter, where's your daughter?
+- I couldn't find her.
+I hope she got out.
+Do you know these men?
+That old son of a bitch,
+his name is Martin Walker.
+He's the head of my Secret Service.
+You should have a conversation about
+how serious you take your protection.
+- I didn't pick him.
+- Why is he doing this?
+I think it has something to do
+with his son Kevin.
+- Why? What happened?
+- He was a Marine.
+He got killed last year
+in this covert action that I ordered.
+Would he do this for a personal
+vendetta? He said he wanted you alive.
+There's gotta be a bigger play.
+We gotta get out
+of this elevator shaft.
+I'm...
+Don't tell me you're claustrophobic.
+Oh, my God.
+The FAA needs to ground all air traffic.
+Where's the secretary
+of Homeland Security?
+- He's at the White House.
+- Who's the deputy sec?
+Wyck Halsey.
+He's also at the White House.
+Oh, Jesus.
+--Happens,
+our thoughts go to terrorism.
+I've had enough of this.
+Walker told us to stay where we are.
+Madam Secretary, gentlemen...
+...I'm gonna ask you to accompany us
+ to the Blue Room.
+- Who is this man?
+- He is...
+- He's a concerned citizen.
+- Good morning, Mr. Secretary.
+- You killed the secretary of defence.
+- Well, he wasn't doing a very good job.
+Okay, so,
+would the remaining secretaries...
+...please join us in the Blue Room?
+- Sir, I'm on with Agent Reid.
+- How they doing?
+VP just puked all over Air Force One.
+I'm General Caulfield,
+vice chairman, Joint Chiefs of Staff.
+Have the nuclear launch codes
+been switched?
+- Yes, and new codes are active.
+- The stock market's collapsing.
+Travis, I need you
+to suspend trading immediately.
+And there's gonna be a run on the banks,
+so close them now.
+- You guys good?
+- Yes, sir.
+Don't mess it up.
+Son of a...
+Captain, where are we?
+We have reason to believe
+that the explosive was a diversion.
+Diversion from what?
+An armed team
+has taken over the White House.
+Do we have the president?
+I spoke to Walker.
+He had eyes on Eagle.
+Fifteen minutes is a lifetime.
+Radio chatter indicated they were headed
+for the PEOC. No contact.
+We have to assume
+they've been compromised.
+We gotta get you to a phone.
+Call SEAL Team Six
+and they come in here...
+ ...and they'll shoot these assholes
+in the head.
+- We keep a satphone in the residence.
+- Great. Where's that at?
+Of course it is.
+- You ever been rock climbing?
+- We climbing this?
+Unless you got a better idea, yeah.
+No, I don't.
+By the way, John Cale.
+- James Sawyer.
+-I'll get you out of here, sir.
+Just follow me up.
+Yeah, I'm right behind you.
+Make sure you have one handhold...
+...before you let go of the other one.
+- Whatever you do, I'll do.
+I ain't doing that shit.
+The scene here at the White House
+is getting more chaotic every second.
+We have got hundreds...
+As you can see,
+the military's moving into position...
+...but won't advance because of
+safety concerns for the hostages.
+--Obvious to everyone,
+this is the work of al Qaeda...
+...or some like-minded
+Arab terrorist group.
+- The National Guard...
+- The building's buttoned up.
+Rooftop's secure.
+- They attempted contact yet?
+- Not yet.
+- Apparently, we're all Arabs.
+- Good.
+- Cake?
+- No, I don't want cake.
+I'm diabetic.
+Hallelujah.
+This is my Graceland!
+Sweet Shiva.
+Sugary pops of delight.
+Come on, let's go! Move!
+ Let's go, sheeple.
+Now, welcome to my house.
+Now, sit down and shut up!
+Oh, baby, I've missed you.
+Let's get you plugged in.
+You fit in nicely right there.
+Ladies and gentlemen,
+Skip Tyler has arrived.
+By the time you're watching this,
+I will have pulled off the greatest hack...
+...the world has ever seen.
+This is difficult for some, it is...
+...but for me, it's as easy as
+one, two, three...
+...four, five, six, seven, eight, nine.
+Yes.
+Showtime!
+Oh, some latecomers.
+Secretary of Homeland Security...
+...is in the house!
+You're so getting fired for this.
+- Look who was hiding in the Press Room.
+- Oh, my God, Roger Skinner!
+The only one who speaks the truth.
+I love your show. Seriously.
+After you, please. Get in there.
+Come out, come out,
+wherever you are.
+Playing some hide-and-seek, little girl?
+Well, then, I will huff, and I will puff...
+...and I'm gonna blow your house down.
+- No, no, no! Leave me alone.
+- Get in here.
+- Move!
+- Mr. Skinner, please stop crying.
+Get comfortable, you little mutt.
+Are you okay?
+- Oh, my God, where's my dad?
+- He went looking for you.
+Excuse me for a second.
+Sir?
+Hi.
+I understand that this is
+a very high-stress time...
+ ...but if you and your colleagues...
+...could maybe be
+a little more careful...
+...with the priceless artefacts
+that are in this building...
+...because I mean, it is a living history--
+Okay, because see...
+...that was a Ming Dynasty
+16th-century vase...
+...that was a gift from
+Queen Elizabeth ll. It's irreplaceable.
+I'll go sit down. I'm gonna... I'll be over
+here if you have any more questions.
+Vadim, Chen, report.
+We're done with the residence, boss.
+Coming up to the third floor.
+Shit.
+Okay, I'm coming up.
+Get your head down!
+What are you doing?
+- Trying to shoot off the cables?
+- I heard something.
+Come on. That thing's 100 years old.
+The shit's too heavy for it.
+Let's unload before it snaps.
+- Jesus, they have Javelins.
+- Javelin what?
+Surface-to-air missiles.
+If anybody comes in by air,
+they're done.
+Mr. Speaker,
+I have the vice president for you.
+- Alvin, you okay?
+- I'm fine.
+Who's in command on the ground?
+- Well...
+- Permission to speak freely.
+- Yeah, yeah, granted.
+- it's a shit show.
+D.C. police are on the scene,
+FBI is trying to horn in...
+...plus Secret Service feels it
+should be their show.
+It should. Carol Finnerty,
+ Secret Service.
+Mr. Vice President,
+it was our building that was taken.
+Yes, it was, and now
+you're standing in our building.
+We need to send the Army in there
+and take the White House back.
+I don't think you can. Posse
+Comitatus and the Insurrection Act...
+...make it very difficult to deploy
+combat troops on American soil.
+Which is why we federalized
+the National Guard minutes ago.
+Sir, with respect,
+only the president can do that.
+Alvin, we're in
+a constitutional crisis here.
+We've never had
+a missing chief executive.
+We're gonna have to start talking
+about the 25th Amendment.
+You wanna remove the president
+from power?
+I don't wanna do anything,
+but I can't sit here...
+...and watch the government come
+crashing down around us.
+We've tried them on the phone
+by now, right?
+Who?
+Hello?
+Hello, this is Special Agent Carol
+Finnerty. To whom am I speaking?
+That sounds official. Please hold.
+Your call's very important to us.
+- We've got an incoming call.
+- About time.
+Put them through.
+Thank you for holding.
+I'll patch you through.
+Have a great day.
+Hello, this is Carol Finnerty.
+Who is this?
+It's me, Carol.
+ You should've called already.
+- Martin.
+- We've held the building for 15 minutes.
+- "We"?
+- I'm sure you're recording this...
+...so let's make this easy on everybody.
+My name is Martin James Walker.
+Chief of the presidential detail
+of the Secret Service.
+My men currently control the
+White House and the 61 hostages within.
+- What are you doing?
+- I did you the courtesy...
+...of sending you out of here,
+so let's just keep it professional, okay?
+"Professional"?
+You killed your own men.
+Where's Ted?
+Killing Ted Hope...
+...was the second hardest thing
+I've ever had to do in my life.
+Martin, I want you to--
+There's not a thing you're about to say
+that I didn't teach you.
+So we're gonna get all this done in
+two hours and be done by lunch, okay?
+Now, ask me what I want.
+- What do you want?
+- On any given day...
+...the United States Federal Reserve
+holds in excess of $400 million in cash.
+And I want it loaded aboard
+a Boeing (3-17...
+...which you will leave fuelled and
+otherwise empty on runway one-niner.
+I'd like to know how you plan
+on getting from the White House...
+...to Reagan National
+without being killed.
+We have eyes in the sky.
+If I see a single sniper...
+...within 10 miles of this place,
+lam going to kill...
+...four Cabinet members...
+ ...and in a particularly nice
+touch of irony...
+...the director
+of Homeland Security himself.
+Is President Sawyer alive?
+- Yes.
+- I want proof of life.
+You got two hours
+or I will execute him myself...
+...on the South Lawn
+of the White House.
+Jesus, the head of his own detail.
+At least we know
+how they got in so easily.
+Can we be sure he's the only
+Secret Service member...
+...who's been compromised?
+- Oh, go to hell.
+Proof of life, huh?
+You say you can do better
+than your men. Here's your chance.
+- Find him.
+- With pleasure.
+Walker's wife, Muriel, is in Fairfax.
+Could you find her, please?
+You Okay?
+I have Thanksgiving
+at their house every year.
+I wanna run the whole search again,
+from the top.
+Motts, meet me on the ground floor.
+Chen, Vadim, the third.
+Meet in the middle.
+Roger that. I'm taking the stairs.
+Mulcahy, finish up.
+That was the last one.
+Wait, so you said Walker's son died?
+The Pentagon thought that Iran
+had a nuclear bomb. We sent a team in.
+Things went wrong.
+Martin's son Kevin got killed.
+- You're telling me this is personal?
+- He's not doing it by himself.
+- Someone else is footing the bill.
+ - Who?
+Heard of
+the military-industrial complex?
+Those are the manufacturers
+of the weapons.
+They think they own the system and
+they will do anything to keep that power.
+They profit off of your sacrifice.
+Politicians always love
+talking about sacrifice.
+Think I don't know anything
+about sacrifice?
+How many people come to your house
+and wanna kill you?
+Missiles are topside.
+Elevator going down to one.
+- We gotta get off on the second floor.
+- What?
+Get off, get off, get off.
+- You all right? You see anybody?
+- No, we're clear.
+Kick it in. Harder.
+Mr. President, stay on my hip.
+I got three rounds. Tell me you got
+some weapons in the residence.
+No, we usually have two agents
+right there with machine guns.
+- We got some knives in the kitchen.
+- What?
+They're big knives.
+Great, then you can
+make me a sandwich.
+Now, where's the phone?
+Right here.
+Walker set this number up.
+Wait a minute, he's gonna trace it.
+We gotta get in touch
+with somebody on the outside.
+- I got somebody.
+- You got somebody?
+- Yeah, yeah.
+- I need to get my shoes.
+Needed this.
+- Hello?
+ - Jenna, this is John Cale.
+John, not a good time.
+Wait, wait, hold on a second.
+- Close friend?
+- She works for the vice president.
+Have you heard what's happening?
+It's not a good time.
+I'm with the president.
+We're in the White House.
+- That's not funny, John.
+- Does this sound like a joke to you?
+- Yeah, he's--
+- Jenna, this is James Sawyer.
+For the past 10 minutes, I've been
+getting shot at with this young man.
+If you could connect me to whatever
+control structure we still have left...
+...I would really appreciate it.
+- Hold on.
+Hello? Thank you.
+She hung UP?
+She put me on hold
+when I was thanking her.
+So we wait for your best friend Jenna
+to hit us back.
+You smoke?
+Neither do I.
+This is your moment, sir.
+The country is looking for a leader.
+It's your time to step up.
+I told you, we weren't to be disturbed.
+The president of the United States
+called my cell.
+- Mr. President.
+- It's about damn time.
+- Mr. President, are you all right?
+- We're safe.
+- "We"?
+- Yeah, I'm with someone.
+I'm gonna put him on the phone.
+- Hello, this is John Cale.
+- Cale?
+What are you doing
+in the White House?
+ - He's doing a damn good job.
+- it's a long story, Mr. Speaker...
+...but look, they've taken the building
+and they're holding hostages.
+- This is when you come get us.
+- We're doing our best.
+- Do we have any intel on these people?
+- We are working on that, sir.
+You have to get the president
+out of there.
+- Can you get to the basement?
+- Yeah, sure.
+- Yeah.
+- There's a series of tunnels.
+JFK used them to sneak Marilyn in.
+- I thought that was a myth.
+- it's true.
+Donnie's gonna be pissed.
+Get to the basement.
+I'll lead you to the tunnels.
+Okay, Carol, I got separated from Emily.
+Can you tell me if she made it out?
+We're gonna find her, but you have got
+to get the president to safety, okay?
+Cale? Cale?
+Can you get him back?
+Son of a bitch!
+Get your hands off my Jordans!
+Freeze! I said freeze!
+Shoot him!
+No, don't shoot him.
+Shoot him!
+Shit.
+- Are you okay?
+- Yeah.
+Don't worry about him.
+He would've killed me
+if you wouldn't have killed him.
+Thanks, asshole.
+Look what I found. Merry Christmas.
+- You got the satphone?
+- Right here.
+And it's on.
+- Mr. President, are you okay?
+ - Define "okay."
+What happened, John?
+We got two dead bad guys,
+that's what happened.
+These guys had military training. You
+gotta find out what they're doing here.
+Walker demanded a ransom.
+You think they're going through this
+for money?
+- You need to see this.
+- Hang on, John.
+--people watching all of this together.
+No doubt young Emily Cale
+had to risk her own life to...
+Can you get me the president here?
+Cale, can you turn on the news?
+You got a TV?
+We need to find out how Walker
+found these guys.
+- John, you've gotta turn on the news.
+- What's going on?
+I'm so sorry.
+What you are seeing really is
+just amazing footage...
+...captured by an extremely brave
+young girl by the name of Emily Cale.
+Now, these are the first images coming
+to us from inside the White House...
+...from inside this hostage situation.
+The images have gone viral. They've
+had more than a hundred million...
+Wait.
+Cale, Cale, listen.
+We're all walking out of here together,
+okay?
+I gotta go get her.
+- Captain.
+- Yes, sir?
+Get me facial recognition
+on everyone in that video now.
+--Very brave young girl
+named Emily Cale.
+The hostages include the nine girls...
+...from Watkins Charter School
+ in Louisville...
+...five Cabinet members as well...
+...and also, understandably,
+a very emotional Roger Skinner.
+And from what I understand now...
+I got the president a scrambled
+satphone to call his family with.
+He keeps it in his bedside table
+in the residence. See if it's still there.
+No. No.
+Vadim, would you be kind enough
+to confirm your last name for me, please?
+- Let's go.
+- They're in the residence.
+Go! That's them in the residence.
+Easy.
+--And the faces of the terrorists.
+You gotta be shitting me.
+So we are going to put those faces
+up on-screen right now...
+In here!
+As we put these faces up on-screen,
+we are sure that we will...
+...no doubt learn the names
+of the men who are...
+...holding the White House hostage.
+These men are clearly not al Qaeda.
+We are positive
+that the FBI will have...
+...those images out.
+So again, these are images...
+...captured by a brave young girl...
+How many more ways can you guys
+screw this thing up?
+Hey.
+How you like your chair?
+You comfortable, Mr. Skinner?
+Let me ask you a question.
+Where do you come up with
+all the ideas for your show?
+- I...
+- You got guys who do that for you?
+Because, believe me,
+I got some good ideas.
+ Hey!
+Give it to me.
+Congratulations, asshole,
+you just made us all famous.
+When they come for us,
+you're gonna die first.
+Get away from me.
+- You understand?
+- Get away from me.
+Sir, we have facial recognition
+coming up right now.
+Carl Killick.
+This guy's a right-wing sociopath.
+First arrested at age 12.
+Tried to blow up his local post office...
+...because they employed
+too many African-Americans.
+Last seen with Conrad Cern.
+I saw that guy at the Capitol.
+He runs a white-power hate blog
+against President Sawyer.
+- Lovely.
+- Jesus. Skip Tyler.
+King of the hackers.
+Worked for the NSA.
+Was fired for rewriting
+nuclear launch coordinates...
+...to target Apple headquarters.
+He was unhappy
+with their music-sharing polices.
+Walker's been after this guy forever.
+And Emil Stenz. Ex-Delta Force.
+Highly decorated.
+I'm afraid we know this guy too.
+- How?
+- Unfortunately, that's classified.
+Well, I hereby declassify it.
+Now, you wanna share it with the group?
+Stenz did off-the-books wetwork
+for us in Pakistan...
+...as part of a black-bag
+CIA operation.
+When the Sawyer administration
+came in, the new secretary of defence...
+ ...shut down the operation
+and disavowed its assets...
+...including Stenz.
+His identity was compromised.
+He wound up spending two years
+in a Taliban-controlled prison.
+- No wonder he's pissed at us.
+- it's the threat matrix.
+Every day the Secret Service
+does a rundown...
+...of threats against the president.
+Every one of these guys was on it.
+It's like Walker used it as a shopping list.
+Sir, Delta Force is 15 minutes out.
+All right, general. I want them prepped
+for an attack on the White House...
+-...as soon as I give the word.
+- Sir, please! Please.
+Only the president can give that order.
+The president is behind enemy lines
+and compromised.
+I'm calling the Cabinet together
+to invoke the 25th.
+Get behind this, Eli.
+What if this were even a coup d'tat?
+Come on, that's just nonsense.
+Why isn't the military doing anything?
+You gotta understand,
+this is a very difficult situation...
+...for the Pentagon, there are hostages.
+You can't bring the big guns out...
+...because there's a class
+of little schoolgirls still inside.
+- Martin!
+- Good morning, boys.
+Move, move!
+Come on, go, go, go!
+- They're in the ground-floor kitchen.
+- That's it.
+Come on, go, go, go!
+Where's the basement?
+Through here. To the left.
+- Shit!
+- They're gone.
+ Goddamn it!
+- I have the president and Cale calling.
+- Cale, give me your location.
+All right, we're in the basement.
+There's a gate with a keypad.
+Okay, the code is 64762.
+All right, we're in.
+Go down the hallway. That should be
+the entrance to the catacombs.
+- Are you sure?
+- Yes, I'm sure.
+You should then be in a big oval room.
+There'll be five tunnels.
+Take the second tunnel,
+follow it all the way out...
+...and we'll be waiting.
+- We found it. Mr. President...
+...take this.
+- I can't go.
+- What are you talking about?
+- I'm not leaving my little girl.
+- Then I'm staying.
+You gotta go back
+to being president, sir.
+- Otherwise, all this is for nothing.
+- You can't do this by yourself.
+You're gonna go and send the Marines
+in here to get us, okay? Promise me.
+All right.
+You got my word. Thanks, John.
+All right.
+See you outside.
+They are in the basement.
+All right, everyone in the basement!
+The basement!
+Cale, come check this out.
+Okay, please don't touch my toys.
+That's something
+that we do not wanna touch.
+Carol, we got a problem.
+The exit tunnel's wired with explosives.
+We need another exit.
+There isn't another exit.
+It's locked!
+ - Tyler, I need the gate code.
+- I have that right here.
+Here's your gate code.
+This is not happening.
+We gotta move.
+- Carol, where are we going?
+- Hold on.
+I can't hold on.
+We need a location right now!
+Stagecoach. Follow me.
+Let's get to the Stagecoach.
+No, no, no, you'll be trapped.
+This is a bad idea.
+They grounded all aircraft.
+This is Jack Freeman reporting live
+from the skies over Washington, D.C.
+We're bringing you exclusive images
+of the terrorist-held White House.
+Clear left.
+Cabinet is assembling with
+the vice president to invoke the 25th.
+Cale, if you don't get him out
+in the next five minutes...
+-...he might not be president anymore.
+- You didn't give me the job, remember?
+What's the code to D227?
+What's the code for D227?
+Hold on.
+Fast! Go, go, go! Go, go!
+We're in, let's go!
+- Go, I'll cover you!
+- All right, all right!
+This way, Cale. The keys.
+Got them!
+What the hell
+are you getting in the back for?
+Sorry, force of habit.
+Damn it! Keys! Let's go! Let's go!
+- I'm crashing the gate.
+- No, no, no!
+It's 8 feet tall and dual-hardened steel.
+We're not gonna make it. Left!
+- Where's the garage clicker?
+- You kidding? I don't have a clicker.
+ Suburban!
+I think I'm seeing the presidential limo
+driving across the grounds.
+We're gonna cut them off!
+Hang on, Motts!
+Watch out, watch out, watch out!
+Cale, they're in heavy weapons
+follow-up.
+What do you mean, "heavy weapon"?
+You gotta be kidding me right now!
+Move!
+Oh, my goodness!
+The presidential limo...
+...has just burst onto the South Lawn!
+- So sorry.
+- Ladies and gentlemen of the Cabinet...
+...it's with a heavy heart--
+- Sir, you have to see this!
+It's trying to make its way
+around the South Lawn fountain.
+That iconic fountain
+that everybody knows...
+...anyone who's ever been
+to the White House knows.
+Box them in! Go for the window, Motts!
+Tanks. We got tanks.
+Let's put them to use.
+I think that's my dad.
+I'm not sure using heavy artillery
+is a wise--
+I don't give a damn. You get that tank...
+...you put a hole in the goddamn fence!
+- Yeah! Come on!
+Look, look, look!
+Watch him, watch him, watch him.
+Go for the windshield! Go!
+- Watch out, watch out, watch out.
+- Get your head down.
+- Yeah, that's one down.
+- Shit!
+- Commander, are you in position?
+- Roger.
+- Then go to work.
+- Fall back! Fall back!
+ Driver, advance!
+We don't know what is happening exactly,
+but the National Guard is in fact...
+...enacting some sort of manoeuvre.
+It depends--
+RPG'S! Now!
+Blow these bastards off the roof.
+- Take cover!
+- Fire!
+Incoming!
+Commander, come in!
+- Goddamn it!
+- Shit.
+Good job, boys! Great job, Mulcahy!
+This is an unprecedented situation.
+We have a full-scale war going on...
+...on the White House grounds.
+Mulcahy! Take out the limo!
+Let's go! Take the limo!
+What are you waiting on? Take it out!
+They're firing.
+- I can't see. What am I supposed to do?
+- I need him alive!
+- That's an order!
+- Why don't you shut up?
+There's a camera system
+here in the car. There.
+- What am I doing with zombies?
+- it's my daughter's favourite movie.
+Watch out, watch out! Left!
+We gotta punch a hole in this fence soon
+or we're dead in the water.
+There's a weapons locker in the back.
+Jackpot!
+'What you got?
+That's what I'm talking about!
+That thing in your right hand is
+a blast shield. Perfect.
+Can you not hit me in the head
+with a rocket while I'm trying to drive?!
+Get me to the fence, Cale!
+- Stick that thing out there, go to work.
+- Damn right.
+Hold it with two hands, Mr. President.
+ Oh, my God, that's President Sawyer.
+- He has a rocket launcher.
+- There's something...
+...you don't see every day.
+Here it comes!
+- I lost the rocket launcher.
+- How do you lose a rocket launcher?
+Killick, take one of the hostages outside.
+Show them we mean business.
+This just in from China.
+--destroyed the West Gate
+of the White House.
+- We got our exit.
+- One more time around the fountain.
+- No!
+- Get over here.
+One of the terrorists
+is holding a little girl at gunpoint.
+- What'd he say?
+- Emily Cale is being held...
+...at the White House balcony right now
+by the terrorists.
+She was the one who managed to send
+this video out so the world could see...
+- Another rocket.
+- Cale!
+Dad!
+I can't see what is going on...
+Get me a location on them now!
+- -The West Wing. The president has...
+We're not sure if he's alive
+or dead right now.
+- The limousine has disappeared...
+- Emily?
+--The West Wing. I can't see him...
+Killick, take her back inside.
+- Dad!
+- Get over here!
+Shit. What the...?
+- Something wrong with your radio?
+- Malfunctioned.
+Stay behind me. They won't shoot us.
+They need me alive.
+- Put a gun to my head.
+ - What?
+That concludes
+the running-and-shooting portion.
+Stay back or I'll shoot him!
+Appreciate what you're trying to do, son.
+Did the same job myself, and proudly.
+I have no quarrel with you,
+but I do have a deadline.
+So put the gun down...
+Pull the pin.
+...because you're not
+gonna shoot the president.
+- You're right.
+- Where does that leave us, boys?
+That leaves us with this.
+Come on!
+Go, go, go!
+What are you doing?!
+Oh, no. Come on, go!
+This way! Follow me! Follow me!
+Enormous explosion
+over toward the West Wing.
+I don't know if this means the president
+has been killed. We know...
+I got 100 people in here!
+Somebody tell me something!
+- You idiot.
+- What'd you say?
+You are an idiot.
+You just blew our whole mission.
+- Your mission.
+- Shut up.
+Mr. Stenz, this may be your lucky day.
+Get your men back to the basement.
+I, Alvin Hammond, do solemnly swear
+that I will faithfully execute...
+...the office of president
+of the United States...
+...and will to the best of my ability
+preserve, protect and defend...
+...the Constitution of the United States,
+so help me God.
+Sir, follow me, please.
+Place your hand there
+ for scanning, please.
+Sir, these are your presidential
+launch codes.
+Keep them on your person
+at all times.
+Vice President Alvin Hammond
+has just been sworn in...
+...as the 47th president
+of the United States...
+...confirming, of course,
+the worst possible scenario...
+...the death of President James Sawyer.
+People all over the globe
+have been holding their breath.
+They're wondering what is happening
+right here in America.
+After all, the United States has the
+biggest weapons arsenal in the world.
+We need to start moving the money.
+Maybe buy some time.
+--Will he be able to get this extremely
+volatile situation under control.
+Muriel Walker's here.
+Thousands are gathering,
+leaving candles and owers...
+...at the doors of the U. S.--
+We've got movement.
+We've got movement
+at the Federal Reserve.
+Stenz, do you hear me?
+Confirming they're loading the money.
+Let's wrap this up.
+Stenz, we're wasting our time here.
+Walker, are you sure
+they're down here?
+Did I spend 15 goddamn years
+running this place or did you?!
+This guy is losing it.
+What do we care if he gets the president?
+We made a deal.
+Cale was right.
+This is not about ransom.
+Walker has cancer.
+His doctors gave him
+ less than three months.
+He has a golf-ball-sized tumour
+on his frontal lobe.
+Jesus Christ.
+I think he's on a suicide mission.
+- You ready?
+- Yes.
+- What do you think you're doing?
+- If anybody can talk him down...
+...it's her, trust me.
+A little birdie told me
+you're finally moving the money.
+Martin ?
+I had to tell them
+about the tumour, Martin.
+That's all right.
+Please stop this.
+Please just come home.
+I have to do this, honey.
+No, you don't.
+They have to pay
+for what they did to Kevin.
+And when it's over...
+...I promise...
+I promise you'll understand.
+You're doing this for Kevin?
+I swear to God.
+Then you do whatever it takes.
+You make them pay
+for what they did to our boy.
+What the hell are you doing?
+Walker, you stop this...
+...or I'll make sure she spends
+the rest of her life in a federal prison.
+You have 19 minutes.
+You're done.
+- General.
+- Your boss took the White House...
+...and your man inside
+got the president killed.
+- Carol, calm down.
+- You're free to go.
+Thank God for Gerald Ford.
+Why?
+ He built this because he didn't want
+the press to see him in his swim trunks.
+- Any chance this leads out of here?
+- No. Listen, I gotta stop for a second.
+What? You all right?
+That's not good, is it?
+- Stenz worked for the CIA, right?
+- Right.
+If we can track the way
+that Walker contacted...
+...these guys,
+we can figure out how to stop them.
+- How do you propose we do that?
+- Keep an eye on Caulfield.
+Wait, what?
+Hi. I'm Carol.
+I'm not supposed to talk to you
+right now.
+Run a database search
+on the guys in that building.
+CIA, NSA, everything you've got.
+Okay, listen, Walker's not doing
+this for the money, trust me.
+- There is something else going on.
+- I can't do that, ma'am.
+On the worst day that our country
+has ever had...
+...you could be the key
+to figuring all of this out.
+--Could otherwise not accomplish that
+is take back the White House.
+I'm gonna have to get that out.
+When did you become a doctor
+all of a sudden?
+Look, just talk to me, get my mind off it.
+Talk to me about your daughter.
+Emily?
+She's completely in love with you.
+- She even tried to get me to vote for you.
+- You didn't vote for me?
+Your daughter's smart.
+You should listen to her.
+She was like 3 when I enlisted.
+And to be honest with you...
+ ...I was probably just running
+from my marriage.
+Right after I deployed,
+Emily was watching TV...
+...and there was coverage on
+the troops in Afghanistan.
+She swears to me that she saw me.
+After that point,
+she became obsessed with politics.
+And that's when she first saw you.
+The man that was gonna
+bring Daddy home.
+And when I finally did come home,
+I realised that...
+...I'm not her hero anymore.
+So I guess I just figured that I'd try
+to help protect the man that is.
+Well, if she saw you today, Cale,
+she'd be proud of you.
+You know how when they're young
+and they come running up to you...
+...and they hug you
+and they're shouting "Daddy"...
+...and all of a sudden, one day,
+that just stops?
+Yeah.
+I'd give anything for that hug
+just one more time.
+You know, my daughter,
+she's 15 years old, her name is Amber.
+You know what she wants
+for her birthday?
+- A belly button ring.
+- Belly button ring.
+- What parent is equipped for that?
+- Daughters.
+- What's happening?
+- Attention, attention.
+Everyone below Calico T-11,
+please clear the oor immediately.
+Put the president on-screen.
+Mr. President, Delta Force entered
+Washington airspace.
+I have Lieutenant Colonel Cameron
+ on the line.
+You're online, sir!
+What do you have for us, colonel?
+We developed this plan
+independent of the Secret Service.
+We'll use the superstructure
+of the city to mask our approach.
+What if they start killing hostages?
+They're dead anyway if this fails.
+Alvin, please think about
+what you're doing.
+May I remind you that you are addressing
+the president of the United States?
+Mr. President, I don't wanna write off
+any Americans yet.
+Trust me, sir,
+we'll get your house back for you.
+- Mission's a go, colonel.
+- Thank you, sir.
+You heard the president.
+Flight time to target: six minutes.
+- So, what's it like being president?
+- it's not like anything.
+Once you get into office,
+it's all about re-election...
+...and what the other side
+can use against you.
+- Politics.
+- You don't start out a politician...
+...but you become one.
+Just once, though,
+I wanna do something that's presidential.
+Something along the lines of Lincoln,
+Washington and Jefferson.
+- You wanna make history.
+- No. Not history.
+I wanna make a difference.
+If your little daughter
+says that I'm her hero...
+...then I gotta earn that.
+All right, we go in low and quiet.
+Time to target is two minutes.
+- Falcon 2, maintain 3-0 feet.
+- Falcon 1, copy, 3-0 feet.
+ - Drop to 1-0 feet!
+- Falcon 2 dropping to 10 feet.
+Complete chaos on the streets of D.C.
+There's total gridlock through--
+Oh, my God! U.S. Special Forces
+are flying over us!
+Shit. Sir, we have
+Black Hawks coming in.
+- Which direction?
+- From I Street, and fast.
+- How do you feel, Mr. President?
+- Surprisingly good, Dr. Cale.
+Let me call in, make sure
+they don't think we're dead.
+The former vice president,
+Alvin Hammond...
+...is clearly calling the shots
+as the new commander in chief.
+- I have John Cale on the line.
+- Cale?
+- Where's Carol?
+- Finnerty's been relieved of command.
+The cavalry's coming. Should be hitting
+the residence in a few minutes.
+No, no, no, not by air.
+They have to come by ground.
+- I think we can handle this.
+- They have Javelin missiles.
+Not according to our intel.
+Even if we wanted to call them back,
+they've gone dark.
+If they fail, they're going to kill
+every single one of those hostages...
+...including my daughter.
+- Just go.
+Take this and stay out of sight.
+- Thirty seconds!
+- Let's go!
+Incoming, three of them!
+Spread out!
+Castle in sight.
+I say again, Castle in sight.
+- Are you ready?
+- Colonel, we got movement on the roof.
+ They've got missile lock!
+Evasive manoeuvres!
+Break right! Javelins! Javelins!
+Shit!
+- Break right!
+- I can't hold out! We're going down!
+- Mayday! Mayday!
+- Shit.
+Get down! Incoming!
+We're going down!
+One is closing in on the White House.
+Looks like it's checking on
+the conditions of the hostages.
+What are you gonna do?
+You gonna shoot the hostages?
+Get on the 50-cal! Mulcahy, let's go!
+Hammer down! Hammer down!
+Fire!
+Pull up! Pull up!
+Yeah!
+Last mag.
+They've got missile lock!
+Movement on the roof.
+Hold your fire! Hold your fire!
+I think that man is a friendly!
+Get ready to deploy!
+- Fast-rope down!
+- Go, go!
+- Get us out! Missile!
+- Javelin up! Javelin up!
+Countermeasures!
+Brace for impact!
+No.
+This mission is going terribly wrong.
+I can see now that there
+are two men on top of the roof...
+...and they're engaged
+in hand-to-hand combat.
+Shit!
+Yes! Skip Tyler is in!
+Walker, that last firewall
+just came down.
+Mr. Tyler...
+...we are a go, sir.
+ God bless us all.
+Sir. My weapons system
+is coming online.
+It's being accessed remotely. I can't...
+- Jesus Christ, it's targeting.
+- What?
+It's firing.
+Target is an aircraft
+somewhere over Ohio.
+Appears to be a modified 747.
+Oh, my God.
+This is an emergency.
+I repeat, this is an emergency.
+- What's going on?
+- I don't know.
+- -And fasten your seat belts.
+I repeat, this is...
+Sir, we're under attack!
+It's clear that someone
+on the inside has orchestrated...
+...this takeover of the White House.
+That's the only way...
+Mr. Speaker, we have confirmation
+of ground impact.
+- We're going to need to swear you in, sir.
+- What?
+Executive power passed to the
+vice president when he was sworn in...
+...which means the office
+now passes to you.
+- Sir.
+- Please follow these men.
+Sir, these are your
+new presidential launch codes.
+Please keep them on your person
+at all times.
+I need a moment here.
+I need-- I need to call my wife.
+Of course, sir.
+Thank you.
+Emily Cale.
+How are you enjoying your tour?
+Remember these?
+You and I have a date, sweetheart.
+ You'll have to go through me.
+Really?
+- You're gonna go to jail for that!
+- And who's gonna make me?
+The tourist is still on the loose.
+But I have a hunch Daddy's
+gonna come back for his little girl.
+- So he's still alive.
+- Not for very long, he isn't.
+Don't screw up this time!
+Motts!
+You stay here with him.
+Hey! Do I look like I need a babysitter?
+Sit down and shut up!
+Oh, shit.
+- Mr. President.
+- I ...
+NORAD is fully compromised.
+Martin Walker now has the ability...
+...to launch missiles at any target
+in the United States.
+Our satellites show
+massive troop movements...
+...in Russia, Pakistan
+and the Arabian Peninsula.
+What are your orders, sir?
+I swear to you all, I swear...
+...that we are not beaten yet.
+We are not!
+No.
+General...
+...how soon can you execute an air strike
+on the White House?
+Sir.
+We can have Raptors on target
+in 10 minutes.
+- Then do it.
+- Let's go to work!
+- Sir--
+- Carol, we have to end this. We have to.
+What if the next missile that he launches
+is aimed at Chicago or New York?
+- We're talking about millions of lives.
+- Your first act as president...
+ ...is going to be bombing
+the White House?
+Believe me, I know, I know.
+But our country is stronger
+than one house.
+This is Mission Control. Raptor Alpha 1,
+clear to initiate Operation Free Castle.
+Copy that, Raptor Alpha 1
+beginning approach.
+We've lost two
+commanders in chief in one day.
+Look, Mark, if I'm a foreign head of state,
+and the United States of America...
+...has become
+a rogue nuclear power...
+...at what point do I take action
+and step in...
+...perhaps even with
+a pre-emptive nuclear strike?
+Brought you a present.
+It's the tourist's daughter.
+Well, hello, hello.
+Good morning, Mr. Cale.
+I'm sitting here with someone
+who would like to say hello to you.
+Say hello, sweetie.
+Say hello, sweetie.
+All right, then,
+would you like to tell your father...
+...what Mr. Stenz here
+is holding in his hand?
+- A gun.
+- Now, Mr. Cale...
+...I'm gonna start counting here...
+...and if you don't give the president to
+my men by the time I've reached three...
+...Mr. Stenz here is gonna shoot
+your little girl in the stomach.
+One.
+Two.
+No.No.No.
+I'm here.
+Guess Daddy
+doesn't love you after all.
+ We got the president.
+- Bring him on down.
+- Back to your office, sir.
+I have John Cale on the line, sir.
+Cale ?
+You put her on the goddamn phone
+right now.
+- Hi, John.
+- They have the president.
+John, I want you to listen to me.
+Help is not coming.
+- I said they have the president.
+- They called a strike on the White House.
+The vice president is dead.
+You need to get out.
+They cannot do that. They still
+have hostages, they still have Emily.
+I'm so, so sorry.
+I was wrong about you...
+...but there's nothing you can do, John.
+If you stay, you're gonna die.
+I need you to listen to me.
+My little girl is counting on me...
+...and I am not gonna disappear
+on her.
+So you tell me how much time I have.
+You only have eight minutes left
+to get them out.
+Goodbye, Carol.
+Clear out! We're moving back now!
+Everybody's gotta move back!
+Everybody move back!
+What do you mean, evacuate?
+My daughter is in that building!
+This is an emergency. Move back now!
+Please! Clear the area now!
+Move back now!
+I said move back now!
+Okay.
+Oh, there I am.
+That's not a bad picture.
+How'd they find out I did that one?
+Buh-bye.
+Whatever happened to
+ "the pen is mightier than the sword"?
+Martin, as the president
+of the United States...
+...this comes with the full weight,
+power and authority of my office:
+Fuck you.
+- You okay?
+- Can we get down to business now?
+I'm gonna need you
+to open this for me.
+- What is that?
+- Oh, what are you doing?
+This is the nuclear football, sweetie.
+It is keyed to the blood type
+and heartbeat of the president.
+- What the hell is this?
+- This is the deal.
+There's a dozen reasons
+why that's not gonna work.
+- Such as?
+- Even if I open it, my codes are useless.
+They switched them out
+once you took over the building.
+You let me worry about that.
+There's not a day that goes by that
+I don't feel terrible about losing your boy.
+But that's on me.
+So if you want revenge,
+then just shoot me.
+You think I blame you
+for Kevin's death?
+Sending those men in
+was the most courageous thing...
+...you ever did in your life.
+You were a true commander in chief
+for five minutes.
+You just don't have the balls
+to see the mission through.
+What mission?
+- There were no nuclear weapons in Iran.
+- But there will be.
+The Middle East is our last war.
+It will be us or them.
+I choose that Kevin Charles Walker
+ will be the last American soldier...
+...to die in that conflict in vain.
+You want that as your son's legacy?
+Murdering millions of people
+in his name?
+Mr. President, I wish the pen
+were mightier than the sword, I do.
+But it's just a dream.
+Stand up, sir.
+History will judge who the true patriots
+were here today.
+I've been standing up, Martin,
+and I'm not gonna open that.
+Martin.
+Martin, that's not necessary.
+Martin!
+How about now?
+I can't open this for him.
+If I do, millions of people are gonna die,
+you understand that?
+I understand.
+Goddamn it!
+Tyler, what the hell is going on?
+We got thermal alarms going off
+in the second-floor dining room...
+...the West Sitting Hall,
+and the president's bedroom.
+Killick, he's trying to burn the place.
+Second floor. Send your men.
+Tyler? Turn off
+the goddamn sprinklers!
+Who makes this shit?
+Oh, shit!
+What was that?
+I've been waiting all day to kill you.
+Stop hurting my White House!
+German mantle clock. Empire style.
+Killick, report!
+Killick, what the hell is happening?
+Report!
+Killick can't come to the phone.
+Where's my daughter?
+- Dad!
+- She's here with me...
+ ...in the Oval Office, so why
+don't you come down and get her?
+- What are you gonna do?
+- What do you think?
+Why do you make
+all this shit personal?
+Oh, you're talking to me
+about personal...
+...when you wanna blow up
+half the world for your kid!
+- What are you gonna do?
+- What I should've done in the beginning.
+- I'm gonna kill this prick.
+- Hey!
+- What?
+- You lied to all of us.
+This was not the job.
+I got business to finish. You stay here.
+- How do I get to the Oval Office?
+- Take the stairs to the ground floor...
+...you go to the end
+of the West Colonnade.
+There's an air strike coming!
+Get them out of here.
+Go!
+You heard the man!
+Tour's over.
+I didn't sign up for this nuclear bullshit.
+I'm gonna go and I'm gonna
+get the money myself.
+- Hey! Hey!
+- What?
+You think I put my country
+through this for money?
+I hate mercenaries.
+It's about time.
+I choose the pen!
+Come here. Get up. Up!
+Put your hand...
+Weapon system unlocked.
+Enter presidential launch code.
+Mr. President,
+please wake up, wake up. Please!
+Sir, we're at DEFCON 1.
+ The nuclear football
+in the White House went live.
+- That's impossible.
+- it's happening.
+Someone has entered
+valid launch codes.
+- Captain on deck!
+- What the hell is going on?
+- All 24 of our nuclear missiles went live.
+- This can't be right.
+Sir, we have nuclear missiles
+spinning up on the Albuquerque.
+If our allies see us launching a full-scale
+nuclear strike, they will respond.
+Russia and China will launch.
+We'll have World War Ill...
+...unless you level the White House.
+- Four minutes to target!
+I need a final go-no go
+for payload delivery.
+God forgive me. Go.
+- Go!
+- Raptor Alpha 1, Operation Free Castle...
+- ...is a go.
+- Copy that. Dropping to attack altitude.
+Cale, Walker's trying to launch
+a nuclear attack.
+If he does, it'll start World War III.
+- You have to stop him.
+- What?
+Cale? Cale?
+Head to the South Lawn!
+Almost there. Come on.
+Come on. Come on!
+I'm gonna enjoy this.
+Confirm:
+Chah Bahar targeted.
+Confirm Chah Bahar.
+- Go! Leave, leave, leave!
+- No, no!
+- Not without my dad!
+- Go, go, go!
+Your little bitch says
+ you're gonna put me in jail!
+Come on, Martin. This isn't you.
+You protected presidents
+for the past 25 years.
+What are you gonna do?
+You really gonna shoot me?
+All right.
+Yes.
+He deserved it.
+You killed him!
+Get back. Get over here.
+Get in the room or I'll knock you out!
+And do as you're told.
+Go on, sit down!
+I'm gonna carve my name on your chest!
+No jail for you, you little bitch!
+No! No!
+Get it off!
+There was an enormous explosion
+in the vicinity of the West Wing.
+A huge ball of flames
+has burst into the sky.
+- It's got to be more than 100 feet...
+- Raptor Alpha 1, you are clear.
+Delta 2-6, copy that.
+Two minutes to target.
+- Clear the area.
+- Get back in there!
+The Department of Homeland Security...
+Get in there!
+This is a mandatory evacuation...
+Emily.
+No, please, please, baby.
+Look at me. I'm right here.
+Tabriz targeted. Confirm Tabriz.
+Please, baby, you gotta
+turn around and look at me.
+Damn it.
+Evacuate this area immediately!
+We need you to move back, people!
+- Move back now!
+- Emily!
+Get out of here!
+There's an air strike coming!
+ - My daughter was in there. Emily Cale.
+- She's still in there. Wait!
+- Emily!
+- What is with this family? Wait for me!
+Confirm Tehran.
+Targeting complete.
+Armed for nuclear launch.
+You have 15 seconds to initiate.
+Fifteen, 14...
+Nine, eight...
+- Dad! Dad, look!
+- Five...
+- Dad, in his hand!
+- ...four...
+...three...
+- Emily, get down!
+- ...two...
+- Get down!
+...one.
+Confirmation timed out.
+Delta 2-6, one minute to target.
+Go weapons hot.
+- Thank God, Em.
+- Daddy, I love you.
+You're okay.
+- I love you so much.
+- The president. He shot him!
+He shot him in there.
+Look, I need you to listen to me.
+There's an air strike coming,
+I need you to run.
+I need you to run as far and as fast
+as you can possibly go.
+Can you do that?
+I gotta get the president.
+- Okay.
+- You gotta go for me. Now, go.
+Hundreds of people seem to be
+running toward the White House.
+They've been told to evacuate too,
+but they're climbing the fence.
+Okay, we have confirmation. President
+Raphelson has ordered an air strike...
+...on the White House,
+ and I can hear the planes coming.
+l-- I have to go. I'm sorry.
+Delta 2-6, requesting permission
+to deliver payload.
+Raptor Alpha 1, you are clear.
+All right, guys, let's clean it up.
+Delta 2-6, we're locked on target.
+Please confirm Free Castle is a go.
+Raptor Alpha 1, clear.
+Mission is a go.
+Delta 2-6, we have friendlies
+all over the kill zone.
+I cannot see the planes, but what
+I can see is an unbelievable sight.
+Emily Cale is out on the lawn,
+and she's waving the presidential flag.
+No, baby. No, I told you to run!
+You gotta run!
+Captain, do you see this? Delta 2-6,
+we have a young girl on the lawn.
+I think she's trying to wave off
+the air strike.
+- Sir, requesting permission to abort-
+-Mr. President, please.
+Sir! Sir! I need an answer.
+I'm not doing this, guys. Abort mission.
+Pull out! Abort! Abort! Abort!
+No!
+They have flown
+over the White House.
+It is an unbelievable moment
+down here.
+People are going wild.
+And Emily Cale is undoubtedly
+a beautiful hero of the day.
+Emily Cale is a little hero.
+This is an unprecedented moment
+in U. S. history.
+That search you requested
+came back.
+Emily, can you believe how many people
+have seen your video biog?
+It's not a video blog.
+It's a YouTube channel.
+ - How many?
+- Seven hundred million people.
+Daughters.
+Jesus!
+Oh, my God. Are you okay?
+Honest Abe. My wife got this for me.
+For the inauguration.
+Are you kidding me?
+You got shot in the wa--?
+What I'm telling you is that good old Abe
+took a second bullet for me.
+Thank you.
+Thank you for what you did for Emily.
+It's my sacrifice, right?
+Yes, sir.
+Yep.
+John, listen.
+This isn't over yet.
+Walker had no prior contact...
+...with any of the terrorists,
+but someone else did.
+Wait, wait, wait. Hold on.
+I'm gonna put you on speaker.
+- The president's with me.
+- This guy, Stenz...
+...made multiple calls
+to a secure line in D. C...
+...but we don't know who received them.
+The database was wiped 30 minutes ago.
+Really? Did you check Walker's
+personal records?
+His computer, his e-mails?
+You don't know Walker, John.
+He was a dinosaur.
+The man still used a pager.
+Oh, shit.
+Listen. Carol,
+I got to check something out.
+We'll see you outside.
+I don't believe it.
+I think I know how Walker got the codes,
+but I'm gonna need your help, sir.
+Move back! Move back.
+Emily.
+ Oh, baby, you okay?
+Oh, thank God.
+Thank God, baby.
+- Did you see my routine?
+- Yeah.
+Oh, I'm so proud of you.
+You were beautiful, baby.
+You saved us. You know that?
+Hey, stay with Mommy for a second,
+okay? I'll be right back.
+- John.
+- it's disarmed.
+Thank God you're all right.
+Where's the president?
+He didn't make it, sir.
+I need to address the nation.
+General, get on with the Joint Chiefs.
+We need to move our troops into
+the Middle East to stabilise the region.
+You wanna move troops in?
+When they find out that we almost
+launched a nuclear attack...
+...there's gonna be chaos.
+We have to contain it.
+- Can I ask you a question?
+- Of course. Yeah.
+When did you and Walker
+cook this whole thing up?
+- Excuse me?
+- How'd it go?
+You gave Walker the launch codes
+and he made you president?
+You can prove this?
+Well, Walker had to get the launch codes
+from somewhere...
+...and you were the only person
+with those codes.
+And I found this pager
+in Walker's pocket.
+I only know one other person
+that uses one of these.
+That doesn't prove anything.
+Two old guys use old technology.
+So what?
+ Why don't you call the return number
+on that, Carol?
+Would have been better
+if the evidence had been destroyed...
+...in the air strike that you ordered.
+You're a goddamn traitor, sir.
+You dim little shit.
+I hired you out of pity
+and this is how you repay me.
+Tomorrow, when people find out
+that your precious president...
+...helped a maniac
+open the nuclear football...
+...who do you think they're
+going to believe, you or me?
+You, you would be a nobody.
+But me, I'm the president
+of the United States.
+No, you're not.
+Eli, Eli.
+Quite the politician, huh?
+You did all of this just to keep your
+buddies in the defence industry happy.
+How far did you fall into their pockets?
+This is ridiculous.
+- Take him into custody, general.
+- Yes, sir, Mr. President.
+No, I'm still president.
+I am still president.
+Well, just consider this a coup d'tat.
+Get this trash off my lawn.
+You're not fit for office.
+You son of a bitch!
+You're selling this country
+out to the Arabs.
+This isn't over. I got friends.
+And I'll make sure all of your friends
+meet you in prison.
+Let's get him to the hospital.
+You okay? You look terrible.
+Thank you for everything
+you did today.
+Thank you for trusting me.
+Special Agent Cale!
+ I'm not going anywhere
+without my protection.
+You heard him.
+Thank you, sir. Hey, Em!
+You wanna take a ride?
+Come on.
+- Can I go?
+- Yeah, of course.
+Go with your father.
+She's an amazing girl.
+This way! Move this way!
+- Welcome aboard.
+- Thank you, sir.
+You sure you're all right?
+I'm all right now.
+Good job, special agent.
+Thank you, general.
+If you ever want a private tour
+of the White House, just let me know.
+I can hook it up like that.
+I mean, maybe in a few weeks...
+...when we've got
+the place back together.
+That's good to know.
+You wanna give him the news?
+Calls have been coming in
+from all over the globe for the last hour.
+The presidents of Iran, Russia, Israel
+and France have all agreed to your terms.
+It looks like your peace plan is a go.
+You keep this up,
+I just might have to vote for you.
+You wanna see something
+really special?
+- Yeah.
+- Carol.
+Henry, the president
+wants to do the thing.
+Hold on tight.
\ No newline at end of file
diff --git a/pattle.ipynb b/pattle.ipynb
new file mode 100644
index 0000000..bf6bbbe
--- /dev/null
+++ b/pattle.ipynb
@@ -0,0 +1,684 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Written text as operational data\n",
+    "\n",
+    "Written text is one type of data\n",
+    "\n",
+    "### Why people write?\n",
+    "\n",
+    " - To communicate: their thoughts, feelings, urgency, needs, information\n",
+    "\n",
+    "### Why people communicate?\n",
+    "\n",
+    "1. To express emotions\n",
+    "1. To share information\n",
+    "1. To enable or elicit an action\n",
+    "1. ...\n",
+    "\n",
+    "### We will use written text for the purpose other than \n",
+    "1. To experience emotion\n",
+    "1. To learn something the author intended us to learn\n",
+    "1. To do what the author intended us to do\n",
+    "\n",
+    "### Instead, we will use written text to recognize who wrote it\n",
+    " - By calculating and comparing word frequencies in written documents\n",
+    " \n",
+    "See, for example, likely fictional story https://medium.com/@amuse/how-the-nsa-caught-satoshi-nakamoto-868affcef595"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Example 1. Dictionaries in python (associative arrays)\n",
+    "\n",
+    "Plot the frequency distribution of words on a web page."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 297,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<!DOCTYPE\t1\n",
+      "PUBLIC\t1\n",
+      "\"-//IETF//DTD\t1\n",
+      "2.0//EN\">\t1\n",
+      "<html><head>\t1\n",
+      "<title>403\t1\n",
+      "Forbidden</title>\t1\n",
+      "</head><body>\t1\n",
+      "<h1>Forbidden</h1>\t1\n",
+      "<p>You\t1\n",
+      "don't\t1\n",
+      "have\t1\n",
+      "permission\t1\n",
+      "to\t1\n"
+     ]
+    }
+   ],
+   "source": [
+    "import requests, re\n",
+    "# re is a module for regular expressions: to detect various combinations of characters\n",
+    "import operator\n",
+    "\n",
+    "# Start from a simple document\n",
+    "r = requests .get('http://eecs.utk.edu')\n",
+    "\n",
+    "# What comes back includes headers and other HTTP stuff, get just the body of the response\n",
+    "t = r.text\n",
+    "\n",
+    "# obtain words by splitting a string using as separator one or more (+) space/like characters (\\s) \n",
+    "wds = re.split('\\s+',t)\n",
+    "\n",
+    "# now populate a dictionary (wf)\n",
+    "wf = {}\n",
+    "for w in wds:\n",
+    "    if w in wf: wf [w] = wf [w] + 1\n",
+    "    else:  wf[w] = 1\n",
+    "\n",
+    "# dictionaries can not be sorted, so lets get a sorted *list*        \n",
+    "wfs = sorted (wf .items(), key = operator .itemgetter (1), reverse=True)   \n",
+    "\n",
+    "# lets just have no more than 15 words \n",
+    "ml = min(len(wfs),15)\n",
+    "for i in range(1,ml,1):\n",
+    "    print (wfs[i][0]+\"\\t\"+str(wfs[i][1]))  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Example 2\n",
+    "\n",
+    "Lots of markup in the output, lets remove it --- \n",
+    "\n",
+    "use BeautifulSoup and nltk modules and practice some regular expressions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 298,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import requests, re, nltk\n",
+    "from bs4 import BeautifulSoup\n",
+    "from nltk import clean_html\n",
+    "from collections import Counter\n",
+    "import operator\n",
+    "\n",
+    "# we may not care about the usage of stop words\n",
+    "stop_words = nltk.corpus.stopwords.words('english') + [\n",
+    " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n",
+    " '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n",
+    "\n",
+    "# We most likely would like to remove html markup\n",
+    "def cleanHtml (html):\n",
+    "    from bs4 import BeautifulSoup\n",
+    "    soup = BeautifulSoup(html, 'html.parser')\n",
+    "    return soup .get_text()\n",
+    "\n",
+    "# We also want to remove special characters, quotes, etc. from each word\n",
+    "def cleanWord (w):\n",
+    "    # r in r'[.,\"\\']' tells to treat \\ as a regular character \n",
+    "    # but we need to escape ' with \\'\n",
+    "    # any character between the brackets [] is to be removed \n",
+    "    wn = re.sub('[,\"\\.\\'&\\|:@>*;/=]', \"\", w)\n",
+    "    # get rid of numbers\n",
+    "    return re.sub('^[0-9\\.]*$', \"\", wn)\n",
+    "       \n",
+    "# define a function to get text/clean/calculate frequency\n",
+    "def get_wf (URL):\n",
+    "    # first get the web page\n",
+    "    r = requests .get(URL)\n",
+    "    \n",
+    "    # Now clean\n",
+    "    # remove html markup\n",
+    "    t = cleanHtml (r .text) .lower()\n",
+    "    \n",
+    "    # split string into an array of words using any sequence of spaces \"\\s+\" \n",
+    "    wds = re .split('\\s+',t)\n",
+    "    \n",
+    "    # remove periods, commas, etc stuck to the edges of words\n",
+    "    for i in range(len(wds)):\n",
+    "        wds [i] = cleanWord (wds [i])\n",
+    "    \n",
+    "    # If satisfied with results, lets go to the next step: calculate frequencies\n",
+    "    # We can write a loop to create a dictionary, but \n",
+    "    # there is a special function for everything in python\n",
+    "    # in particular for counting frequencies (like function table() in R)\n",
+    "    wf = Counter (wds)\n",
+    "    \n",
+    "    # Remove stop words from the dictionary wf\n",
+    "    for k in stop_words:\n",
+    "        wf. pop(k, None)\n",
+    "        \n",
+    "    #how many regular words in the document?\n",
+    "    tw = 0\n",
+    "    for w in wf:\n",
+    "       tw += wf[w] \n",
+    "        \n",
+    "    \n",
+    "    # Get ordered list\n",
+    "    wfs = sorted (wf .items(), key = operator.itemgetter(1), reverse=True)\n",
+    "    ml = min(len(wfs),15)\n",
+    "\n",
+    "    #Reverse the list because barh plots items from the bottom\n",
+    "    return (wfs [ 0:ml ] [::-1], tw)\n",
+    "        \n",
+    "# Now populate two lists    \n",
+    "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n",
+    "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 299,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Plot the results: are there striking differences in language?\n",
+    "import numpy as np\n",
+    "import pylab\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "%matplotlib inline\n",
+    "def plotTwoLists (wf_ee, wf_bu, title):\n",
+    "    f = plt.figure (figsize=(10, 6))\n",
+    "    # this is painfully tedious....\n",
+    "    f .suptitle (title, fontsize=20)\n",
+    "    ax = f.add_subplot(111)\n",
+    "    ax .spines ['top'] .set_color ('none')\n",
+    "    ax .spines ['bottom'] .set_color ('none')\n",
+    "    ax .spines ['left'] .set_color ('none')\n",
+    "    ax .spines ['right'] .set_color ('none')\n",
+    "    ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n",
+    "\n",
+    "    # Create two subplots, this is the first one\n",
+    "    ax1 = f .add_subplot (121)\n",
+    "    plt .subplots_adjust (wspace=.5)\n",
+    "\n",
+    "    pos = np .arange (len(wf_ee)) \n",
+    "    ax1 .tick_params (axis='both', which='major', labelsize=14)\n",
+    "    pylab .yticks (pos, [ x [0] for x in wf_ee ])\n",
+    "    ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n",
+    "\n",
+    "    ax2 = f .add_subplot (122)\n",
+    "    ax2 .tick_params (axis='both', which='major', labelsize=14)\n",
+    "    pos = np .arange (len(wf_bu)) \n",
+    "    pylab .yticks (pos, [ x [0] for x in wf_bu ])\n",
+    "    ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n",
+    "\n",
+    "plotTwoLists (wf_ee, wf_bu, 'Difference between Pride and Prejudice and Huck Finn')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 300,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "and\t2836\n",
+      "of\t2676\n",
+      "to\t2646\n",
+      "a\t2217\n",
+      "in\t1422\n",
+      "his\t1205\n",
+      "he\t928\n",
+      "that\t920\n",
+      "was\t823\n",
+      "for\t798\n",
+      "with\t797\n",
+      "as\t672\n",
+      "I\t505\n",
+      "you\t497\n"
+     ]
+    }
+   ],
+   "source": [
+    "#In case Project gutenberg is blocked you can download text to your laptop and copy to the docker container via scp\n",
+    "#Assuming the file name you copy is pg4680.txt here is how you change the script\n",
+    "# Please note the option errors='replace'\n",
+    "# without it python invariably runs into unicode errors\n",
+    "f = open ('pg4680.txt', 'r', encoding=\"ascii\", errors='replace')\n",
+    "    \n",
+    "# What comes back includes headers and other HTTP stuff, get just the body of the response\n",
+    "t = f.read()\n",
+    "\n",
+    "# obtain words by splitting a string using as separator one or more (+) space/like characters (\\s) \n",
+    "wds = re.split('\\s+',t)\n",
+    "\n",
+    "# now populate a dictionary (wf)\n",
+    "wf = {}\n",
+    "for w in wds:\n",
+    "    if w in wf: wf [w] = wf [w] + 1\n",
+    "    else:  wf [w] = 1\n",
+    "\n",
+    "# dictionaries can not be sorted, so lets get a sorted *list*        \n",
+    "wfs = sorted (wf .items(), key = operator .itemgetter (1), reverse=True)   \n",
+    "\n",
+    "# lets just have no more than 15 words \n",
+    "ml = min(len(wfs),15)\n",
+    "for i in range(1,ml,1):\n",
+    "    print (wfs[i][0]+\"\\t\"+str(wfs[i][1]))  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Assignment 1\n",
+    "\n",
+    "1. Compare word frequencies between two works of a single author.\n",
+    "1. Compare word frequencies between works of two authors.\n",
+    "1. Are there some words preferred by one author but used less frequently by another author?\n",
+    "\n",
+    "Extra credit\n",
+    "\n",
+    "1. The frequency of a specific word, e.g., \"would\" should follow a binomial distribution (each regular word in a document is a trial and with probability p that word is \"would\". The estimate for p is N(\"would\")/N(regular word)). Do these binomial distributions for your chosen word differ significantly between books of the same author or between authors? \n",
+    "\n",
+    "Project Gutenberg is a good source of for fiction and non-fiction.\n",
+    "\n",
+    "E.g below are two most popular books from Project Gutenberg:\n",
+    "- Pride and Prejudice at http://www.gutenberg.org/ebooks/1342.txt.utf-8\n",
+    "- Adventures of Huckleberry Finn at http://www.gutenberg.org/ebooks/76.txt.utf-8"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 301,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import requests, re, nltk\n",
+    "#In case your text is not on Project Gutenberg but at some other URL\n",
+    "#http://www.fullbooks.com/Our-World-or-The-Slaveholders-Daughter2.html\n",
+    "# that contains 12 parts\n",
+    "t = \"\"\n",
+    "for i in range(2,13):\n",
+    "  r = requests .get('http://www.fullbooks.com/Our-World-or-The-Slaveholders-Daughter' + str(i) + '.html')\n",
+    "  t = t + r.text"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 302,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1323653"
+      ]
+     },
+     "execution_count": 302,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(t)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "Beginning of Mini Project\n",
+    "For my mini project I am comparing the text between twin movies.\n",
+    "My goal is to see how much similarity there is between two movies that have similar plots and for this analysis I have chosen the movies: Olympus has Fallen and White House Down"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 333,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import string\n",
+    "\n",
+    "def get_text(title):\n",
+    "    with open(title, 'r', encoding=\"ascii\", errors='ignore') as f:\n",
+    "        file = f.readlines()\n",
+    "        \n",
+    "        text = ' '.join(file)\n",
+    "        text = text.split(' ')\n",
+    "        \n",
+    "        #Convert text to lower case and remove punctuation\n",
+    "        for i in range(len(text)):\n",
+    "            text[i] = text[i].lower()\n",
+    "        \n",
+    "        return text\n",
+    "\n",
+    "#function from other part of assignment\n",
+    "def cleanWord (w):\n",
+    "    # r in r'[.,\"\\']' tells to treat \\ as a regular character \n",
+    "    # but we need to escape ' with \\'\n",
+    "    # any character between the brackets [] is to be removed \n",
+    "    wn = re.sub('[\\n,!?\\-\"\\.\\'&\\|:@>*;/=]', \"\", w)\n",
+    "    # get rid of numbers\n",
+    "    return re.sub('^[0-9\\.]*$', \"\", wn)\n",
+    "\n",
+    "def getLines(file):\n",
+    "    with open(file, 'r', encoding=\"ascii\", errors='ignore') as f:\n",
+    "        mscript = f.readlines()\n",
+    "        \n",
+    "        for i in range(len(mscript)):\n",
+    "            mscript[i].lower()\n",
+    "            mscript[i] = cleanWord(mscript[i])\n",
+    "            \n",
+    "    return mscript\n",
+    "\n",
+    "from nltk.corpus import stopwords\n",
+    "\n",
+    "def processScript(script, sw):\n",
+    "    #Get text from script\n",
+    "    text = get_text(script)\n",
+    "    \n",
+    "    #remove punctuation and numbers\n",
+    "    for i in range(len(text)):\n",
+    "        text[i] = cleanWord(text[i])\n",
+    "\n",
+    "    sc = Counter(text)\n",
+    "\n",
+    "    sc.pop('')\n",
+    "    \n",
+    "    #remove stop words to view unique entries\n",
+    "    if sw == 1:\n",
+    "        s=set(stopwords.words('english'))\n",
+    "        for w in s:\n",
+    "            sc.pop(w, None)\n",
+    "        \n",
+    "    #adapted setup for the earlier example\n",
+    "    #separates the dicitonaries into lists and reverses\n",
+    "    wds = sorted (sc .items(), key = operator.itemgetter(1), reverse=True) \n",
+    "    ml = min(len(wds),15)\n",
+    "    \n",
+    "    wds = (wds [ 0:ml ] [::-1])\n",
+    "    \n",
+    "    return wds\n",
+    "\n",
+    "def getCommonWords(m1, m2):\n",
+    "    #Get text from script\n",
+    "    text1 = get_text(m1)\n",
+    "    text2 = get_text(m2)\n",
+    "    \n",
+    "    #remove punctuation and numbers\n",
+    "    for i in range(len(text1)):\n",
+    "        text1[i] = cleanWord(text1[i])\n",
+    "    for i in range(len(text2)):\n",
+    "        text2[i] = cleanWord(text2[i])\n",
+    "    \n",
+    "    #get a list of words found in each script\n",
+    "    cw = list(set(text1) & set(text2))\n",
+    "    \n",
+    "    #create dictionaries to get values\n",
+    "    d1 = Counter(text1)\n",
+    "    d2 = Counter(text2)\n",
+    "    \n",
+    "    s=set(stopwords.words('english'))\n",
+    "    for sw in s:\n",
+    "        d1.pop(sw, None)\n",
+    "        d2.pop(sw, None)\n",
+    "        \n",
+    "        if sw in cw:\n",
+    "            cw.remove(sw)\n",
+    "    \n",
+    "    \n",
+    "    #go through common words and get values for each\n",
+    "    val1 = []\n",
+    "    val2 = []\n",
+    "    \n",
+    "    for i in range(len(cw)):\n",
+    "        w = cw[i]\n",
+    "        \n",
+    "        val1.append((w, d1[w]))\n",
+    "        val2.append((w, d2[w]))\n",
+    "    \n",
+    "    return val1, val2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Part One:\n",
+    "This is a comparison of two scripts by the same writer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 334,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "if __name__ == '__main__':\n",
+    "    \n",
+    "    #three scripts for comparisons\n",
+    "    script1 = 'WHD.txt' #James Vanderbilt\n",
+    "    script2 = 'OHF.txt' #Creighton Rothenberger\n",
+    "    script3 = 'LHF.txt' #Creighton Rothenberger\n",
+    "    \n",
+    "    list1 = processScript(script2, 0)\n",
+    "    list2 = processScript(script3, 0)\n",
+    "    \n",
+    "    #Call the plot two lists and see the similarity between words in the two scripts\n",
+    "    plotTwoLists(list1, list2, 'Word Similarity of Creighton Rothenberger scripts')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The first graph compares the scripts while including stopwords, so I have also done one without stopwords"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 344,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "list1_sw = processScript(script2, 1)\n",
+    "list2_sw = processScript(script3, 1)\n",
+    "\n",
+    "del list2_sw[11]\n",
+    "    \n",
+    "#Call the plot two lists and see the similarity between words in the two scripts\n",
+    "plotTwoLists(list1_sw, list2_sw, 'Word Similarity of Creighton Rothenberger scripts (No stop words)')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Part Two:\n",
+    "Comparing frequency between two authors\n",
+    "\n",
+    "For this part I used twin movies. The movies I selected were \"White House Down\" and \"Olympus has Fallen\" these movies have similar plots and different writers, so I think it would be worth seeing if there is similar word usage between the two."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 306,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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EPx9bAjNiiuiFT0LeB65P0K0PfHId29+wOtsQSbD8R8F9q4QbWQucc++a2avAyWa2v3MuGlNhcH9fklUTbc8nwX2y9xBA1wTzKnMeVYpz7mszexb/i9ebZvYPfOX/hvMXrVZWhY+j+f7ol+O7gfTC/8Qde6LFvuffw7eKnmtmB+K7h83BJyrbqxDnGFfGBW/mh8a6Gv8eOQD//o+VqD6qiOh7JDe+f2igXXCfqB9vSt4jVaxrNzrnVlbw9QcG97MTLD8H31JWGdHP2OHA782sOZCPr7uiZgHjzax18Dld3sVu++xL59yOoF5MRX2T0vo8MNs5V5BohvlriT5IMCuaaxQnKg9/LKpcfwSmAz8H3jOzvwXlznf7XoMU3ScHJjn3o31t++B/ZUiVaJ0S/eyOnp+vJFn+FfbmUa/GTBuNrw/eovT5lQf8wsyaO+c2BfM2kzj/e9M5l+j8/4i9+6dMFU1+oyf+8XH3sRtdjG81OtzMVuNbGNY456IjFeQG98mGBYtOb5lgXsLxCYMyv3DO7ajEOmUKynoxuEWHQDsT34fyx/hvmk9XoKhko0DsDF4n0fzohUUNKx7xXmZ2FP6YNMAfs3+ytz/1YfhvjIkuBFxfyWS0IoqA6/A/gUWT30L8T1hTK1nWhiQnevQY58ZMi17s9Mtyyoy/qKMsL+PfiMPM7GX8m/nWYN4rwAnms9rjY5aPj6cn8JsKxlPlbXCJhx2LnlcVGasxuk/3r8Cy0WW241stynMPPlH4KfAb86NKfB9fkSX7glvW+6Sy76HKnEdVcQ4+0fsRe4cN+tbMngDGO3/xSEV9lWDaPsfRzBriz8FB+J/bZwCf4VvewJ9ze97zzrldZjYc/8X0B8BtwaxNZvYQcI1zbnMl4kzKzLrhP7ha4b8IvIg/ZrvwH3QXkLg+qojoe+S7wS2ZRO/zr+InBF/YoWLvkerUtfu8diDRezR6Pu5z3gTxVnbkhHn4L9rHBufNUHz88Z/jv8LXdU8Hy2xnb/IS76sk03dSwX1Zjpqoz6simmvs8wUx5li0r+ZrXIn/ZXgMMCG47TSzfwFXxXxpiu6Ts8opL2X7xPyFka2Dp58F91XJ6WJzyTuC+4+dcyuCz9Zf4b/oRPC/Fv7LxV1wHfgqyWvupIJ/3lah5Nc5t9rMVgE9zGx/fCLwFX4c4KhZwf1wfNOzUToJiH5QdUzyMp3ilisVQpJ1NgKtzaxhggQ42etUSvBh+Tcz68feb81Pp6LsGnA9vmVlmHOuOHaGmV2Dr5ATSXXii3NujZn9E/h/ZtYb/8Y5FJjhnPus7LX30dbM6idIXKLHOPaciT7OdfuOS11V0Q+HE/AfbvXYe26/gu8PNoC9P3/Nilk3Gs9TzrkzKvh6NbENFfVffB/ezmbWxzm3tIxloyMYvJ4kqYz3JP6D/Cdm9lv8hSwN8NcA1IbKnEfRoduS1ZEtiauAnXPfEPQdDOrJ4/CtHOfhk71jqxZ2mU7DJ77TnHNjYmeYH01lny9czrkv8R+0V5ofw3Uo/kvqOPx2nZ+i2H6B/6Dep3XYzM7FJ79VFT1Wlzvn7qxGOVVV1bq2MqLb2AGfFMW+RgOgLb6PaIU457YFv2IdDxzF3usZimMWew2fQAzHt6LlAq9W8deLVAizLoyPI2GuEXMsYuOrSP1RSlAvTQImmVl7fKvpD/FJ7iHmx2jext59cppz7p9V25xKG4LflnXOuZJgWqVzOufcJ2a2HDguGNmhAP/rE/hfM7bjP1daBNOStSpXW4Uy5ED0w/4EfMCzXczYnkEL76f4N02in0qW4/t7DjCzlgnKjw6VtqgSMS3Cb8OQBPMKKlFORWwK7tP5X6164L+dFieYNzTFr7Wb8r/Z3xPc/4y9P29XJdFpwN6h6GIVBPexX8JeD+4rk2jsgj2t/In8F1+xHY8/t7/B95WDvef49/B9oN5yfjzLqGX4JOmooLWlIqqyDSkRJHDRlvrrky0XDD3zi+BpUbLl4sregb8yvgu+e8BP8T9rTa9qvJVUmfPoy+B+nxbwIGEss5XYOfeRc246vk/zSmCIJRiCLQV6BPdPJphX7nveObfSOfdgsOxmUpO0xcf2j6rEVo7Q3iOB2qhro5+FicobQtVaVmOHPBuOr6/2/GoTtPpHSP45XhPK+iwJ+zhHLcbnGsclmHccPv7Y3KWs+qMFvptGUs659c65J51zZ+MTwO74xiOo5X1ifhi364Knj8bMitaXBUlWTZbTvYzvmnUJ/kvAywDBF6zX2fs5G122RlQm+Y1m4Ffif8aalWCZWfgDEh1jcU/gwc8F0/EbfXPsSmbWHbgM/1Pdw5WIKfrz+S0WM56l+UH4k35wJ2J+LNHvWoIxV4OfZ6Nj0yX7+ScdlOC/nfaPnWhmP8F/CKfS55T/0/jL+KG2LsB3iVnu4sZKroTfxY4BGHeMY7tR3IU/j+4ws30qGPPjc8ZXGtHKP+FfdwbfyF/Ff+Cdhb/IY1sw7wP8fr8c36f9lbh1d+JHeegE3BkdrzAupk5m1rea25BK1+NbaH9kZjcHLRuxr98KP1xUD/woIY9Vouwi/JeNu/B93x8N+nfVloqeR8vwX3hOC1phosvvh78QoxQzaxf8OhSvKf7nx534Vo1UKwnuC+Li6cbeLg2x0w8K5sVrhf+Z/ptaiO0k/BefKnPORfCtlGeY2YWJljGzfrHHLsVKqPm6dlpwf11wnkZfozF+dIqqiNZPZ+H/nCrZ53hvYFTwvKaT37I+S8KuC6OmBPe/M/+HV9HXb4If0hBi/uQrqNOWAcfE1u1BA8vtxPV9N7NGZnZM/IsGDSbRYx9tfX8GP0LNWDP7XqJgzf9ldZNE8yojeP88jn8Pr2Zvdz/wF/cux3+x/0Hcej/A54Ir2PearOg5eE1w/3LcvEPx3eE+xw8HWiMq2ucX9o7d2i/mebxZ+J+AD8InOvEXbU3A75BxQef1WfifC87GJ8XjgmSioh7D97P7PvCOmT2D7+v3A3xrXfdKlHUkPoH51MzmsLfT+0H4v3PdD3/SPVGJMmvbJHzFOyfoML8Rf0HDEHzcP0i+aqW9DPzQ/EU+i/AV1KvOuT1fDpxzzszuw7/ZoYIthAmsxX8wvxN0pYge40744XRiX3NZ8GE4BXjXzF7AvwEb4pPbY/F9lnrHbctZwJNB/6pvgA+dcw/HLXMKvl9X/IfBy/hxr0kwD/yXvQHAxcCpZvYK/sKs9vi+wMfgv1m/V41tSJngp6kT8f0YrwfOC2L4gr1/b9wKn/ie5Srx725BF6qZ+Pcs1F6XB6jcebTDzCbj/+1qsfkLYRvg+5d+wt6L7qK6BMu9jb+Q4yP8T3en4H8WvLOGkvxn8S3LvwiS78X4Y3QKfvza+C90A/Dn+X/xwxR9gr847DT8/tgnYa6Ge/D9F/9uvt/zJ/gPthH48WD3Gbi/kn6E/xx60MwuA97A/8rSFZ/YHYq/+KUm/pFqEjVc1zrn5prZn/EXQb0T7MMd+GP1Jcn7WpYlEsR6SPA82ef4Nfj9l+yCo1RK+lkSdl0Y5Zx71MxOw+cq7wb9oR3+YviD8N354n/B+gM+IZ5rZn/HX1g+LIh9Cf69GLUf/lxaib9w70P8BZTfxV+49s9oF7SgbjoD//8HM4OuLG/ik+P98WPvdsPXaxXurmJ7L56rx96/Nx6CH6lrAX44sz2/agaf7xfgR8KYEeRfy/CDG5yO/7X8xwk+H2bhW/vbA8ucc7F16cv4rmPt8COvpLxL5h6ugsOkBDFEB+X/jMTjSkYHMXYk+POBYJmW+Ar2fXzfwq/wOy/RECIFlDHcULBMDv7ijf8F5ZXgxy5sRBlDqCQoZ39gLP6CtuX4Vp/t+ArmX/h+e/Xi1hkdvMbouOklJBmChrKH1ZpG3DBByfZBsnLwH3qv40+8r/AXmUT7HlYq1mD+jSQenqY9/ieQdfiWvITHCZ8k7cInlBUa6zRRfPifmaMDwm/Df3Bflug8DNbrF+zPD4Plv8BfEHQ/ccPM4X+yujU4h6JjGRYnKC96bn8nbl50DMgdJBlyB99d5nz8m/uL4NyKDnh/LTHjAldxG8o6rxIe+wrs+6b4rg1zYmL+FD+w/dll7PvyzqnTgnj+W9nzrrztIfn7pdLnUXDMJuBbWbbjWz5+j2/hL7WN+HrtBnwyES17bXBczk22rypSB1Rg2/bH/6q2Bv8+exd/4UiD+HMZnxjeim+1+TSI82P8QPknV+LciMZZ5jmF72byCj5Z2xScS6eXsS37nMfJlg3mNce/fxbiE7Vv8A0XM/FdrZrGLJv0vAnmV/jzIlg+ZXUtyetZw/fFXhocq0/w529uWeWVE/czwWvtJGZs7Zj5sX/iMzNJGUmPSbJtLWMby/0soRJ1YRnbHY056TGm7D+5qIf/Y58IPqncGpx3Y4nLDWLW+Qn+/bgN/367H98PvtR5jk+If4V/H67GJ8qfBefXxUBOgrLb41ud3wli2YzPq57A5yv7DK1Zxnkfe9uGH6Z0IX64vRHJti9Y/2D8L/Zr8Z+Ba/F/XHFwGessJEGeGOyHzcG8S8o4PtOSlFtqv5Z1s2AFkRphZgX4b3qPOOdSdSGNZLCgheE3+LFsHyxn8VS9ZgmAcy6vNl5PRETSl5JfqVFBN4KTgaOcc2+EHY+Ey/zYou/jv+Hv72rpKnIlvyIiElWZPr8iFRL0PTwFOAKf+D6nxDe7mdlI/KDop+KHbhpfW4mviIhILCW/UhOOwPcr/Br4O76flGS3s/CjfqzDX6l+R7jhiIhItlK3BxERERHJGpUZ51dEREREJKMp+RURERGRrKHkV0RERESyhpJfEREREckaSn5FREREJGso+RURERGRrKHkV0RERESyhpJfEREREckaSn5FREREJGso+RURERGRrKHkV0RERESyhpJfEREREckaSn5FREREJGso+RURERGRrKHkV0RERESyhpJfEREREckaSn5FREREJGtkavL7A+DPwGvA14ADHqliWV2BKcAnwDagBJgEtKpukCIiIiKSXhqEHUAVXQ8MADYDHwO9q1hOd2Ae0B54BlgGDAIuB0YAxwCfVzdYEREREUkPmdryeyXQC2gBXFKNcu7BJ76XAacDE4DhwB3AwcAt1YpSRERERNJKpia/s4D38d0dqqo7cCK+m8PdcfN+A2wBzgeaVqQwMyusRiwSIh27zKbjl7l07DKbjl9my+bjl6nJbyoMC+5fBHbHzdsEzAWaAEdVsLysPYnqAB27zKbjl7l07DKbjl9my9rjl83J78HB/Yok898P7nvVQiwiIiIiUgsy9YK3VMgN7jcmmR+d3jJZAcFPBoUAbdq0OSI/P7863TAkJEcccQQ6dpmradOmUL0uUBKSNm3a6L2XwVR3ZrxtZhaJeV7knCsKLZpalM3Jb7UFJ0kRQH5+votEIuWsISKplp+fH3YIUkV5eXmo3hQJh5m945zLygo0m7s9RFt2c5PMj07/quZDEREREZHakM3J7/LgPlmf3p7BfbI+wSIiIiKSYbI5+Z0V3J/IvvuhOf4PLrYCr9dmUCIiIiJSc7Ih+W2I/we47nHTV+GHOcsDxsbNuwk/vu/D+PF+RURERKQOyNQL3k4PbgAdg/vBwLTg8QZgfPC4C7AU+BCf6Ma6FP/3xncCxwfLHYkfA3gFcF2K4xYRERGREGVq8nsYcEHctG7BDXyiO57yrQLygd8CI4DvAWuByfjW3y9TEKuIiIiIpIlMTX5vDG4VUQJYGfM/AsZULxwRERERyQTZ0OdXRERERARQ8isiIiIiWUTJr4iIiIhkDSW/IiIiIpI1lPyKiIiISNbI1NEe0s7bazaSN2Fm2GGI1AklE0eGHYLUAtWbIqmlurNi1PIrIiIiIllDya+IiIiIZA0lvyIiIiKSNbIi+TWzAjNzZtY27FhERDJFcXExZsaGDRvCDkVEJGXqZPJrZsVmdlfYcYiIZJKCggLGjRsXdhgiIjWqTia/IiIiIiKJ1Lnk18ymAUOBsUFXBwfkBbMHmNkbZrbVzCJmNjBu3aPNbHYwf42Z3WtmLWp3C0REat/o0aOZPXs2d999N2aGmVFSUgLAkiVLOPLII2nSpAn5+fksWrSo1Lrz5s1j6NChNGnShC5dunDJJZfw9ddfh7AVIiLlq3PJL3A5MB+YCnQKbh8F834HTAAGAp8D083MAMysH/Ai8E9gAHAGcBgwJdkLmVlhkERHdm3dWCMbIyJSGyZPnszgwYMZM2YMa9euZe3atey///4AXHPNNUycOJFFixbRpk0bRo0ahXMOgLfffpsTTzyR73//+yxZsoQnn3ySN998kwsvvDDh6xQVFZGfn09+fj6qN0UkDHXuTy6ccxvNbDuw1Tn3KYCZ9Q5m/9o5NyuY9ltgDtAF+Bj4JTDDOfenaFlmdgmw2MzaO+fWJ3itIqAIoFGnnq4GN0tEpEbl5uaSk5NDkyZN6NixIwDLli0D4Oabb2bYsGEA3HDDDQwZMoQ1a9bQtWtX/vCHP3DOOedw1VVX7Snr3nvv5fDDD2f9+vW0b9++1OsUFhZSWFgIQKNOPWtj00RESqlzyW853op5/Elw3x6f/B4B9DCzc2KWseC+O7BP8isikg369++/53Hnzp0BWL9+PV27dmXhwoWsXLmSGTNm7Fkm2iq8atWqfZJfEZGwZVvyuyPmcbSltl7M/V+AOxKst6YmgxIRSWcNGzbc8zjoKcbu3bv33P/0pz/lyiuv3Ge9Ll261E6AIiKVUFeT3+1A/Uquswg4xDm3sgbiERFJezk5OezatatS6wwcOJB3332XHj161FBUIiKpVRcveAMoAQaZWV7wxxYV2c7bgnXuM7PDzayHmZ1iZvfXaKQiImkiLy+PBQsWUFJSwoYNG/a07pbl6quvZsGCBVx88cUsXryYlStX8txzz/Gzn/2sFiIWEam8upr8/hHf+vse8BlwQHkrOOfeAo7DD4s2G1iCHx1iXY1FKSKSRsaPH09OTg59+/alXbt2rF69utx1+vfvz6uvvkpJSQlDhw5lwIABXHPNNXTo0KEWIhYRqbw62e3BObcCGBw3eVrcMiXsvaAtOi0CjKjJ2ERE0lWvXr2YP39+qWmjR48u9TwvL2/PBW1R+fn5vPDCCzUdnohIStTJ5DcM/brkEpk4MuwwREQyhupNEQlDXe32ICIiIiKyDyW/IiIiIpI1lPyKiIiISNZQn98UeXvNRvImzAw7DMkiJeorKRlO9aakE9Wp2UMtvyIiIiKSNZT8ioiIiEjWUPIrIiIiIllDya+IiIiIZA0lvyIiIiKSNZT8ioiIiEjWqBPJr5n92Mw+N7NGcdOnm9k/g8c/M7OVZrY9uL8obllnZj+Im1ZiZuNrfgtERGrfX//6V9q0acO2bdtKTR81ahTf//73Abj//vvp0aMHOTk59OjRgwceeKDUsmbGE088UWpaXl4ef/zjH2s2eBGRKqoTyS/wd/y2nBadYGa5wP8DHjSz/wfcBUwCDgUmA/eY2am1H6qISHo466yz2L17N88888yeaRs3buSpp57iJz/5CU899RTjxo3jiiuu4J133uHyyy/n0ksv5dlnnw0xahGR6qkTf3LhnPvGzKYDFwJ/Cyb/CPgamAnMBh52zt0VzFthZkcAVwNVrsXNrBAoBKjfol1VixERCcV+++3HqFGjmDJlCmeffTYAjz76KC1atGDkyJEMHTqU888/n3HjxgHQq1cvFi5cyG233capp1at7aCoqIiioiIAdm3dmJoNERGphLrS8gvwAPBdM+saPL8QeMg5txPoA8yNW34O0Lc6L+icK3LO5Tvn8us3ya1OUSIiobjooov4z3/+w8cffwzAlClTuOCCC2jQoAFLly7lmGOOKbX8kCFDeO+996r8eoWFhUQiESKRCKo3RSQMdSb5dc4tARYBo83sUCAfmFLeanGPLW5+w9RFKCKSfgYMGMDAgQOZNm0a77zzDpFIhAsvvLDMdcys1GPnXKn5O3bsqJFYRURSoc4kv4EHgNHAT4G5zrnlwfSlwDFxyw4BYpsvPgM6RZ+YWYfY5yIiddVFF13EtGnT+Mtf/sIxxxzDwQcfDECfPn2YO7f0j2Zz5syhb9+9P5q1a9eOtWvX7nm+bt26Us9FRNJNnejzG+Mx4HbgEuDimOl/AP5uZguBF4ERwCjgjJhlXgHGmtk8YBdwK/BtbQQtIhKmc889l1/84hfce++93HfffXum//KXv+Sss87iiCOO4MQTT+SFF15g+vTpPPnkk3uWGT58OHfffTdHH3009evX59prr6Vx48ZhbIaISIXUqZZf59wm/AVv29h74RvOuaeBnwNX4lt7Lwcudc7FXux2FfA/oBh4AvgLsL424hYRCVPz5s05++yzadSo0Z4L3wBOP/10/vznP3PHHXfQt29fJk+ezD333FPqYrc//elPdOvWjYKCAn7wgx/w05/+lPbt24exGSIiFVLXWn7Bd1WY4ZzbEjvROXcfcF/iVcA59wlwctzkf6Q+PBGR9LN27VrOOeccmjZtWmr6xRdfzMUXX5xkLejcuTPPP/98qWlnnnlmjcQoIpIKdSb5NbNWwLHAicCAkMMREckIX375Ja+99hovvvgiS5YsCTscEZEaV2eSX2Ax0Bq41jn3Tm2/eL8uuUQmjqztlxURqZbDDz+cL774gltvvZVDDz20Vl9b9aaIhKHOJL/OubywYxARyTQlJSVhhyAiUqvq1AVvIiIiIiJlUfIrIiIiIlmjznR7CNvbazaSN2Fm2GFknRL1FxTJWKo304vqU8kWavkVERERkayh5FdEREREsoaSXxERSbnRo0dzyimnhB2GiMg+Mjn57QpMAT7B/51xCTAJaFWRlc2s2MzuAoYAzwTrfwusBv4FjEh1wCIi2WLy5Mk88sgjYYchIrKPTL3grTswD2iPT1yXAYOAy/FJ6zHA5+UVcvTRRx8KvAZsAZ4CPsYn1Wfg/+r4euCW1IcvIlK35ebmhh2CiEhCmdryew8+8b0MOB2YAAwH7gAOppyE1cymAUPnzZs31Mwws6Zm9msze97MetWrV69Bhw4duPzyy2+cOHFisxrdEhGROkjdHkQkXWVi8tsdOBHfTeHuuHm/wbfing80LaOMy3NyciJjxoxh9erV7wGdgB3A88Bi59xhd955Z8mMGTMa/O53v7st5VsgIiIiIqHIxG4Pw4L7F4HdcfM2AXPxyfFRwMuJCnDObTSzLQ0bNvxm//337+aca25mo/H9hy91zvUAOq5fv371ZZdd9lMz+6Vzbmt8OWZWCBQC1G/RLhXbJiJSpxUVFVFUVATArq0bQ45GRLJRJrb8Hhzcr0gy//3gvld5Bf33v/+djd8HC48++ujzjj766G3OuWnAQuDdjz76aAyQA/RItL5zrsg5l++cy6/fRP3bRETKU1hYSCQSIRKJoHpTRMKQiclvtLZM1mQQnd6yvIIWL168Ct9X+KsOHToc0K1bt0PwXSa2AFPvueeej4JFXaL1zazQzCJmFqlo8CIiIiJpoG00hwluhWEHVFsyMflNle0DBw7sDbwEvLZ48eL7p0+fvmrTpk198d0l7rr22munA9uBVYkKiG35rb2wRURERKptQzSHCW5FYQdUWzIx+Y227Cb7vSw6/auyCmnfvv2Xzrnhy5cvf799+/ZXlJSU3Oyc69SiRYvLmzZtesvjjz++8s477/zOIYcc8nSi/r4iIiIiknkyMfldHtwn69PbM7hP1icYgClTpixr1KiR9evXr89nn322HmiIH9v38K1bty4uLCzsfO655zJnzpyFqQlbRERERMKWiaM9zAruT8Qn77EjPjTH/8HFVuD1sgoZOXLk1yNHjgR4DPhxMLkEODJ4/DBwHvBNKoIWEckm06ZNCzsEEZGEMrHldxV+mLM8YGzcvJvw4/s+jL9oLap3cIv1WnD/A6B/3LzDgukOeKW6AYuIiIhIesjEll+AS/F/b3wncDywFN9iOwzf3eG6uOWXBvcWM20BMBUYA/wX//fGH+KT6tPxQ5xNAt6tSED9uuQSmTiystshIpK1VG+KSBgyNfldBeQDvwVGAN8D1gKT8a2/X1awnJ8ArwKjgZPw3Sa+BuYADwCPpzJoEREREQlXpia/AB/hW20rwpJMd8C04CYiIiIidVwm9vkVEREREamSTG75TStvr9lI3oSZYYeR8UrU/08ka6jeTC+qfyVbqOVXRERERLKGkl8RERERyRpKfsthZtPM7Lmw4xARERGR6lPyW77L8f/0JiKS9QoKChg3blzYYYiIVJkueCuHc25j2DGIiIiISGqo5bcc6vYgIuKNHj2a2bNnc/fdd2NmmBklJSW8+uqrHHnkkTRu3JgOHTpw5ZVXsn379rDDFRFJSMmviIhUyOTJkxk8eDBjxoxh7dq1rF27loYNG3LyySdz+OGHs3jxYh588EEee+wxrrnmmrDDFRFJSMlvNZhZoZlFzCyya6t6R4hI3Zabm0tOTg5NmjShY8eOdOzYkXvuuYfOnTtzzz330KdPH0455RQmTpzIXXfdxdatW/cpo6ioiPz8fPLz81G9KSJhUPJbDc65IudcvnMuv36T3LDDERGpdUuXLuWoo46iXr29HydDhgxh+/btrFy5cp/lCwsLiUQiRCIRVG+KSBiU/IqISI0ws7BDEBHZh5JfERGpsJycHHbt2rXneZ8+fXj99dfZvXv3nmlz5swhJyeH7t27hxGiiEiZlPyKiEiF5eXlsWDBAkpKStiwYQOXXnopn3zyCZdeeilLly5l5syZTJgwgXHjxtGkSZOwwxUR2YeSXxERqbDx48eTk5ND3759adeuHTt27OD5559n8eLFHHbYYVx44YWce+653HrrrWGHKiKSkP7kohzOudFhxyAiki569erF/PnzS03Ly8vjjTfeCCkiEZHKUcuviIiIiGQNtfymSL8uuUQmjgw7DBGRjKF6U0TCoJZfEREREckaSn5FREREJGso+RURERGRrKE+vyny9pqN5E2YGXYYoSlRvz0RqaRsrzdTRfWvSOWo5VdEREREsoaSXxERERHJGkp+y2Bmx5jZW2a23cyKw45HRERERKpHfX7LNhlYAowEtoQci4iIiIhUk1p+y9YDeMU595Fz7ouwgxERERGR6snq5NfMGpnZJDNbZ2bfmtnrZjbEzPLMzAG5wBQzc2Y2OuRwRUTS1gsvvMCxxx5Lq1ataN26NSeddBJLly4NOywRkX1kdfIL/B44B7gQOBx4G3gB2AF0ArYCVwSPZ4QToohI+tuyZQtXXHEFCxYsoLi4mNzcXE499VS2b98edmgiIqVkbZ9fM2sKXAL81Dk3M5h2MTAcuMQ5d33Q+rvROfdpkjIKgUKA+i3a1U7gIiJp6Mwzzyz1fOrUqbRo0YIFCxYwZMiQPdOLioooKioCYNfWjbUao4gIZHfLb3egITA3OsE5twuYD/StSAHOuSLnXL5zLr9+k9yaiVJEJAOsWrWKH/3oR3Tv3p0WLVrQoUMHdu/ezerVq0stV1hYSCQSIRKJoHpTRMKQtS2/5XBhByAikklOOeUUunbtyv3330+XLl1o0KABffv2VbcHEUk72dzyuwrYDhwTnWBm9YHBwHthBSUikmk+//xzli1bxrXXXssJJ5xAnz592LRpEzt37gw7NBGRfWRty69zbouZ3QvcZmYbgA+AK4EOwD2hBicikkFatWpF27ZteeCBB9h///1Zs2YNv/zlL2nQIGs/YkQkjWVzyy/A1fhRHKYCbwL9gRHOubVhBiUikknq1avHjBkzeOuttzj00EMZO3YsN998M40aNQo7NBGRfWT113Ln3Db8UGZXJJnfrDbjERHJVMOHD+edd94pNW3z5s0hRSMikly2t/yKiIiISBbJ6pbfVOrXJZfIxJFhhyEikjFUb4pIGNTyKyIiIiJZQ8mviIiIiGQNJb8iIiIikjXU5zdF3l6zkbwJM8MOo9aUqJ+eiFRTttWbFaX6VaRmqeVXRERERLKGkl8RERERyRpKfkVEpFJGjx7NKaecEnYYIiJVoj6/IiJSKZMnT8Y5F3YYIiJVouRXREQqJTc3N+wQRESqTN0e4pjZCDN7zcy+NLMvzOzfZtYn7LhERNJFbLeHgoICLr30Uq699lratm1L+/btGT9+PLt37w45ShGRxJT87qspMAkYBBQAG4FnzSwnxJhERNLW9OnTadCgAfPmzeOuu+5i0qRJzJgxI+ywREQSUreHOM65f8Q+N7MxwNf4ZHhO3LxCoBCgfot2tRWiiEha6du3L7/97W8B6NWrFw888AAvv/wy55577j7LFhUVUVRUBMCurRtrNU4REcjslt+uwBTgE2AbUIJvsW1VhbIGAo8CH69cuXLbWWed9U3Xrl2/ycnJ+QZYh99PB8Sv5Jwrcs7lO+fy6zdRHzgRyU79+/cv9bxz586sX78+4bKFhYVEIhEikQiqN0UkDJma/HYHFgJjgAXAHcD/gMuB+UCbSpQ1DvgvcCLw8pAhQzYtX758w5133rmyuLh4FnA4sBNQtwcRkQQaNmxY6rmZqc+viKStTO32cA/QHrgM+HPM9NuBK4FbgIsrUM6JwJ3Af4AfBP16f7xu3brhZ5xxxiygIdCPzN1PIiIiIhIjE1t+u+OT1hLg7rh5vwG2AOfjL1wrzx+Ab4AfAZuAL4ENwEVm1sPMjgbuw7f8ioiIiEiGy8Tkd1hw/yIQ/7vaJmAu0AQ4qpxyDgX6B+V8AQxzzv3ijjvueKJ58+aDgXfwyfWv8X2KRURERCTDZeLP+QcH9yuSzH8f3zLcC3i5jHK+E9yvB4qB4wCuuOIKrrjiCoC3gTOAlUCz6gQsIlKXTJs2bc/j4uLiMueLiKSbTGz5jV4enGyMnOj0luWU0z64/wmQB4wMyu4FPILv6zuTMi50M7NCM4uYWaTcqEVERETSR9toDhPcCsMOqLZkYstvqkQT//rAD/GjRIAf0/fHQG8gHzgTeCxRAc65IqAIID8/30UmjqzJeEVE6pR+XXJRvSkSmg3OufywgwhDJrb8Rlt2kw0QGZ3+VTnlROd/yt7EN8oBzwSPB1UiNhERERFJY5mY/C4P7nslmd8zuE/WJzi+nK+SzP8yuN+vYmGJiIiISLrLxOR3VnB/IvvG3xw4BtgKvF5OOa/jh0XLI/GwaIcG9x9UKUoRERERSTuZ2Od3FX54shOBsZT+k4ub8Ins/fjENqp3cL8sZtpW4EH8H2X8H/ALfHcH8Be7jcaP7/tERYJ6e81G8ibMrMRmZIYS9ccTkRpSV+vNZFSfiqSHTEx+AS4F5uH/ne14YClwJH4M4BXAdXHLLw3uLW76r/FDnF0BDMaPEdwBP8RZ42D6qlQHLyIiIiLhyMRuD+AT0nxgGj7pvQr/z2+T8X9u8XkFy/kaOBa4FWgNjANOAeYAJwXliYiIiEgdkanJL8BHwBigE34s3gPxLbVfJljW2LfVN2ozvqW4F9AIPz7wicCLZpZvZs7M8lIZuIhIuiouLsbM2LBhQ7WWERFJV5mc/IqISDUVFBQwbty4Sq1z9NFHs3btWtq0aVNDUYmI1JxM7fMrIiIhycnJoWPHjmGHISJSJXWm5dfMRpjZa2b2pZl9YWb/NrM+wby8oPvCmWb2HzPbambvmdl3E5SxzMy+NbPXSD6WsIhIxhs9ejSzZ8/m7rvvxswwM0pKSgBYsmQJRx55JE2aNCE/P59FixbtWS++28PGjRs5//zzad++PY0bN6Zbt25MmjQphC0SESlfnUl+8UOcTcL/I1sB/p/gnjWznJhlbsGPEDEA+C/wuJk1AzCz/YGngf8Ah+GHUPt9rUQuIhKCyZMnM3jwYMaMGcPatWtZu3Yt+++/PwDXXHMNEydOZNGiRbRp04ZRo0bhnEtYzvXXX8/bb7/Nc889x/Lly5kyZQpdunSpzU0REamwOtPtwTn3j9jnZjYGP5rDIODjYPIdzrlng/nXAj/GJ7pzgEuA1cBlztfwy8ysF3Bzstc0s0KgEKB+i3ap3BwRkRqXm5tLTk4OTZo02dONYdkyPxz6zTffzLBhwwC44YYbGDJkCGvWrKFr1677lPPhhx8ycOBABg3y/wZ/4IEHJn3NoqIiioqKANi1dWPS5UREakqdafk1s+5m9qiZrTKzr4F1+O07IGaxt2IefxLctw/u+wCvu9JNG/PLek3nXJFzLt85l1+/SW41t0BEJH30799/z+POnTsDsH79+oTLXnLJJcyYMYMBAwYwfvx4Zs+enbTcwsJCIpEIkUgE1ZsiEoY6k/wCzwHtgJ/hx/49HP8PbbHdHnZEH8QkuXVpH4iIpETDhg33PDbzI0Xu3r074bInn3wyH374IePHj2fDhg2MHDmSMWPG1EqcIiKVVScSPzNrg/8L41udcy8555YCzalct46lwJEWreW9o1IYpohI2snJyWHXrl3VLqdt27acf/75TJs2jQcffJCHHnqIbdu2pSBCEZHUqit9fr8ENgAXmdlHQBfgD/iW34q6D/9PcZPM7B6gH3BxqgMVEUkneXl5LFiwgJKSEpo1a5a0dbcsN9xwAwMHDuSQQw5h586dPPnkk3Tr1o1GjRrVQMQiItVTJ1p+nXO7gXOA/sA7wN3Ar4EKNzs451YDZwAjgCXAlcCElAcrIpJGxo8fT05ODn379qVdu3asXr260mU0atSI6667jgEDBnDMMcewadMmnn322RqIVkSk+izZ0DVSOY069XSdLpgUdhgpVzJxZNghiJQpPz+fSCQSdhhSBY069aQu1pvJqD6VdGJmC51z+WHHEYY60fIrIiIiIlIRdaXPb+j6dcklom/1IiIVpnpTRMKgll8RERERyRpKfkVEREQkayj5FREREZGsoT6/KfL2mo3kTZgZdhgpp6uTRaSm1NV6MxHVpSLpQy2/IiIiIpI1lPyKiIiISNZQ8guY2TQzey7sOERE6oK5c+fSv39/cnJyKCgoCDscEZFS1OfXuxywsIMQEakLLr/8cgYMGMDMmTNp2rRp2OGIiJSill/AObfROfdV2HGIiNQFK1euZPjw4ey///60bt067HBEREpR8kvpbg9mdpyZvW5mm81so5ktMLNDw45RRCRdbNu2jSuuuIIOHTrQuHFjjjrqKObMmUNJSQlmxsaNG7nwwgsxM6ZNmxZ2uCIipSj5jWFmDYBngDnAAOBIYBKwK8SwRETSyq9+9StmzJjBlClTWLx4Mf369WPEiBE0bNiQtWvX0qRJEyZNmsTatWs555xzwg5XRKQUJb+ltQBaAs8651Y555Y55x51zi1NtLCZFZpZxMwiu7ZurNVARUTCsGXLFu69915uu+02Ro4cSZ8+fbjvvvvo0KED9957Lx07dsTMyM3NpWPHjuy3336l1i8qKiI/P5/8/HxUb4pIGJT8xnDOfQFMA/5tZjPN7BdmdkAZyxc55/Kdc/n1m+TWWpwiImFZtWoVO3bs4JhjjtkzrX79+gwePJj33nuv3PULCwuJRCJEIhFUb4pIGJT8xnHOjcF3d3gV+D6w3MxOCjcqEZH0Z6ZBc0Qk/Sn5TcA5t8Q5d5tzrgAoBi4INyIRkfTQvXt3cnJymDt37p5pu3btYv78+fTt2zfEyEREKkbj/MYws4OAnwH/BNYA3YD+wL1hxiUiki6aNm3KJZdcwtVXX03btm056KCDuOOOO1i3bh2XXnpp2OGJiJRLyW9pW4FewN+BtsA6YDpwW5hBiYikk9tu81XimDFj+Oqrrzj88MN54YUX6NSpU8iRiYiUT8kv4JwbHfP0jLDiEBHJBI0aNWLSpElMmjQp4fzNmzfXbkAiIpWgPr8iIiIikjXU8psi/brkEpk4MuwwREQyhupNEQmDWn5FREREJGso+RURERGRrKHkV0RERESyhvr8psjbazaSN2Fm2GGkVIn64olIDaqL9WYyqk9F0odafkVEREQkayj5FREREZGskdXJr5lNM7Pnwo5DRCTTjB49mlNOOSXsMEREKi3b+/xeDljYQYiIZJrJkyfjnAs7DBGRSsvq5Nc5tzHsGEREMlFubm7YIYiIVIm6PQTdHsys2MzuMbNbzWyDma03sz+aWVbvIxGRRGK7Pbz66qscddRRNGvWjNzcXAYNGsQ777wTcoQiIolldctvAqOAycDRwGHAo8BC4LEQYxIRSVs7d+7ktNNO4yc/+QnTp09nx44dLFq0iPr164cdmohIQkp+S3vPOXdD8HiFmV0EHE+S5NfMCoFCgPot2tVOhCIiaeTrr7/mq6++4tRTT6V79+4A9O7dO+nyRUVFFBUVAbBrq3qeiUjt00/6pb0V9/wToH2yhZ1zRc65fOdcfv0m6v8mItmndevWjB49mpNOOomRI0dy++23s3r16qTLFxYWEolEiEQiqN4UkTAo+S1tR9xzh/aRiEiZpk6dyhtvvMFxxx3HP//5Tw4++GD+/e9/hx2WiEhCSuxERKTaBgwYwNVXX01xcTEFBQU89NBDYYckIpKQkl8REamyDz74gAkTJjBv3jw+/PBDZs2axVtvvUXfvn3DDk1EJCFd8CYiIlXWpEkTVqxYwVlnncWGDRvo0KEDo0aN4uqrrw47NBGRhLI6+XXOjY55XFDWfBER2WvatGl7Hj/55JPhBSIiUkmZ3O2hKzAFPyLDNqAEmAS0qkaZxwG78Be6/V/1whMRERGRdJOpLb/dgXn4YcieAZYBg4DLgRHAMcDnlSyzOfAQsBVoVtmA+nXJJTJxZGVXExHJWqo3RSQMmdryew8+8b0MOB2YAAwH7gAOBm6pQpmTgVzgd6kJUURERETSTSYmv92BE/HdHO6Om/cbYAtwPtC0EmWeBozBJ9OfVD9EEREREUlHmZj8DgvuXwR2x83bBMwFmgBHVbC89sADwNPAIymIT0RERETSVCb2+T04uF+RZP77+JbhXsDLFSjvAfyXgIsrG4iZFQKFADkde5A3YWZli0g7Jep/JyK15O01G+tEvRlLdahkkLZmFol5XuScKwotmlqUiclv9M/gNyaZH53esgJlXQh8HzgHWFfZQIKTpAigUaeerrLri4iIiIRkg3MuP+wgwpCJ3R5SJQ8/NNrfgb+FGomIiIiI1IpMTH6jLbu5SeZHp39VTjlTgG+AS1MQk4hIxiouLsbM2LBhQ9ihiIjUuExMfpcH972SzO8Z3CfrExw1EH+x22f4P7WI3qYG868Lnj9d1UBFRNJRQUEB48aNy5hyRURSKRP7/M4K7k/EJ++xIz40x//BxVbg9XLK+St+VIh4PfH/9PYmsBBYXI1YRURERCSNZGLL7yr8MGd5wNi4eTfhx/d9GNhiZiPMbNOnn356CNDbzHqYmTOz+/Bj+v7UzD41s7zg8e3du3dv2bx5c5o1a9bLzJqa2T9qbctERGrY6NGjmT17NnfffTdmhplRUlICwJIlSzjyyCNp0qQJ+fn5LFq0aM96n3/+Oeeeey5du3Zlv/3245BDDmHq1KkVKldEJJ1kYvILvp/ueuBOfLeE3wGvAFfiuztcFyw3B2hcUlLyDrAUKAA2BPdRBUCxmXUCXu3atevHCxYs4LHHHpuO/5vjZ8wsU/eTiEgpkydPZvDgwYwZM4a1a9eydu1a9t9/fwCuueYaJk6cyKJFi2jTpg2jRo3COT+QzbfffsvAgQN57rnnePfdd7n88sv52c9+xssvv1xuuSIi6SRTk7pVQD4wDTgSuAr/z2+T8X9u8TmAc24zsHDWrGhPCQqAu4ADzayTmTUBvgMUA5cAS2bPnv33Pn36cOqpp64HfgwMCl5rH2ZWaGYRM4vs2pps5DURkfSRm5tLTk4OTZo0oWPHjnTs2JH69esDcPPNNzNs2DB69+7NDTfcwLJly1izZg0AXbp04Ze//CWHHXYY3bp1o7CwkDPOOIPHHnus3HJjFRUVkZ+fT35+Pqo3RSQMmZr8AnyE/0viTkAOcCBwBfBl3HLF11577YuAAUOB54E38Inw0cBOYAFwBHCcmd1lZlvM7IrgNcAn1vtwzhU55/Kdc/n1myQbfEJEJDP0799/z+POnTsDsH79egB27drFLbfcQv/+/WnTpg3NmjXjySefZPXq1ZV6jcLCQiKRCJFIBNWbIhKGTLzgrbKKgXFm1gdogb+IrRj/N8nrgfnOue1B14aZwPgEZVT6DzBERDJNw4YN9zw2MwB27/bXFP/xj3/kT3/6E5MnT6Zfv340a9aMa6+9dk9yLCKSKbIh+Z0DNAJ+Bcxxzu0ys2L83xqvA14IllsEnA186JzbEUagIiK1IScnh127dlVqnTlz5nDqqady/vnnA+CcY8WKFbRs2bJa5YqI1LZM7vZQIdF+v8B57B0m7XWgK75/cHEw7W78H2TMMLMjzaybmZ1gZkVm1ryWwxYRqTF5eXksWLCAkpISNmzYsKd1tyy9evXi5ZdfZs6cOSxbtoxx48bxwQcfVLtcEZHaVueT30AxvpW7GMA59y2+3+82fH9fnHOf4McI3o1vDX4XnxBvC24iInXC+PHjycnJoW/fvrRr165C/Xavv/56Bg0axMknn8xxxx1H06ZNGTVqVLXLFRGpbRYdxkaqp1Gnnq7TBZPCDqPaSiaODDsEkUrJz88nEomEHYZUQaNOPakL9WYs1aGSKcxsoXMu4WhWdV22tPyKiIiIiGTFBW+1ol+XXCL6xi8iUmGqN0UkDGr5FREREZGsoeRXRERERLKGkl8RERERyRrq85sib6/ZSN6EmWGHUWW6QllEalum15vxVI+KZAa1/IqIiIhI1lDyKyIiIiJZQ8mviIiIiGQNJb8iIiIikjWU/IqIiIhI1siq5NfMGpnZJDNbZ2bfmtnrZjYkmFdgZs7MjjezN8xsq5lFzGxg2HGLiIRp27ZtXHHFFXTo0IHGjRtz1FFHMWfOHACKi4sxM15++WWOPPJImjRpQn5+PosWLQo5ahGRxLIq+QV+D5wDXAgcDrwNvGBmnWKW+R0wARgIfA5MNzOr7UBFRNLFr371K2bMmMGUKVNYvHgx/fr1Y8SIEaxdu3bPMtdccw0TJ05k0aJFtGnThlGjRuGcCzFqEZHEsib5NbOmwCXA1c65mc65pcDFwDpgbMyiv3bOzXLOLQN+C/QGuiQpszBoHY7s2rqxhrdARKT2bdmyhXvvvZfbbruNkSNH0qdPH+677z46dOjA3XffvWe5m2++mWHDhtG7d29uuOEGli1bxpo1a/Ypr6ioiPz8fPLz81G9KSJhyJrkF+gONATmRic453YB84G+Mcu9FfP4k+C+faICnXNFzrl851x+/Sa5KQ5XRCR8q1atYseOHRxzzDF7ptWvX5/Bgwfz3nvv7ZnWv3//PY87d+4MwPr16/cpr7CwkEgkQiQSQfWmiIQhm5LfssT+NrcjwXTtJxGROLE9who2bLjP9N27d9d6TCIi5cmmpG4VsB3Y03xhZvWBwcB7yVYSEclm3bt3Jycnh7lz9/xoxq5du5g/fz59+/YtY00RkfTUIOwAaotzbouZ3QvcZmYbgA+AK4EOwD3AwWHGJyKSjpo2bcoll1zC1VdfTdu2bTnooIO44447WLduHZdeeinLly8PO0QRkUrJmuQ3cHVwPxVoCSwGRjjn1pqZkl8RkQRuu+02AMaMGcNXX33F4YcfzgsvvECnTp2U/IpIxsmq5Nc5tw24IrjFzysGLG5aSfw0EZFs06hRIyZNmsSkSZP2mVdQULDPkGZ5eXka5kxE0lY29fkVERERkSyXVS2/Nalfl1wiE0eGHYaISMZQvSkiYVDLr4iIiIhkDSW/IiIiIpI1lPyKiIiISNZQn98UeXvNRvImzAw7jEorUX87EQmJ6k0RCYNafkVEREQkayj5FREREZGsoeQXMLMCM3Nm1jbsWERERESk5ij59eYBnYDPww5ERERERGqOLngDnHPbgU+TzTezeoA553bVXlQiIiIikmpZ1fJrZseZ2etmttnMNprZAjM7NL7bg5mNDpb5npm9A2wH+oQbvYhI7XjhhRdo3rw5O3fuBGDlypWYGRdffPGeZa6//npOOOEEAN577z1GjhxJ8+bNad++Peeeey6ffpq0PUFEJFRZk/yaWQPgGWAOMAA4EpgEJGvNbQz8GvgZ0Bf4sOajFBEJ35AhQ/j222+JRCIAFBcX07ZtW4qLi/csU1xcTEFBAWvXruW4447j0EMPZcGCBbz00kts3ryZ0047jd27d4e0BSIiyWVN8gu0AFoCzzrnVjnnljnnHnXOLU2yfH1gnHNurnNuhXNuU/wCZlZoZhEzi+zaurEGQxcRqT3NmjXjiCOOYNasWYBPdMeNG8eHH37I2rVr2bp1K//9738pKCjg3nvvZcCAAdx222306dOH/v3789e//pUFCxbsSZ5jFRUVkZ+fT35+Pqo3RSQMWZP8Oue+AKYB/zazmWb2CzM7oIxVdgJvllNmkXMu3zmXX79JbuqCFREJWUFBwZ6W3tmzZ3PyySdz5JFHUlxczLx582jQoAGDBg1i4cKFvPrqqzRr1mzPbf/99wdg1apV+5RbWFhIJBIhEomgelNEwpBVF7w558aY2SRgBPB94BYzOx3YlmDxbbrATUSyVUFBAXfddRdLly7l66+/5ogjjqCgoIBZs2bRvn17Bg8eTE5ODrt372bkyJH88Y9/3KeMDh06hBC5iEjZsir5BXDOLQGWALeZ2fPABUBRuFGJiKSXIUOGsG3bNn7/+98zZMgQ6tevT0FBARdddBEdOnRgxIgRAAwcOJC//e1vHHjggTRs2DDkqEVEypc13R7M7CAzm2hmR5vZgWY2DOgPvBd2bCIi6Sba7/eRRx5h2LBhABx11FF8/PHHvP766xQUFAAwduxYNm7cyDnnnMMbb7zB//73P1566SUKCwvZtGmfSyVEREKXNckvsBXoBfwdWAE8BEwHbgszKBGRdFVQUMDOnTv3JLqNGzfmyCOPpFGjRgwaNAiAzp07M3fuXOrVq8eIESM45JBDGDt2LI0aNaJRo0YhRi8ikpg558KOoU5o1Kmn63TBpLDDqLSSiSPDDkGkWvLz8xOOKiDpr1GnnqjeFAmHmS10zuWHHUcYsqnlV0RERESyXNZd8FZT+nXJJaLWABGRClO9KSJhUMuviIiIiGQNJb8iIiIikjWU/IqIiIhI1sjkPr9dgd/i/62tDbAWeBq4CfiyAus3BU4HRgIDgf2B3cBy4DHgz8D2igbz9pqN5E2YWeHgw6arlUUkbKo3RSQMmZr8dgfmAe2BZ4BlwCDgcnwyfAzweTllHAs8AnwBzMInzq3wf3v8R+AM4Hjg25RHLyIiIiKhyNTk9x584nsZvoU26nbgSuAW4OJyyvgUOA//pxexLbzjgWLgaGAs8KeURCwiIiIiocvEPr/dgROBEuDu2BndunX7j5nx2WefnY/v1lCWN/H/8BbftWETexPegmrGKiKSdSKRCGZGSUlJ2KGIiOwjE5PfYcH9i2b2ipndFZ3xwQcffANgZk2Ao6r6Ap07d75u3LhxADurE6iIiIiIpJdMTH4PDu5XlLNcr6q+QMeOHTsGD1+oahkiIiIikn4yMfnNBTj88MPPAIYCY83MmZkD8gCWLFnCAQcccI2ZbTWziJkNjK5sZm3M7DEz+9jMvjGzd81sTHR+fn7+64sXL2599913Y2b3BWXnJQrEzAqD8iM1uL0iIjXmhRde4Nhjj6VVq1a0bt2ak046iaVLlwJQUlKCmfGPf/yD7373uzRp0oS+ffvyn//8Z58yevfuTePGjTn22GNZsaK8tgkRSQNtozlMcCsMO6DakonJLwB///vfHwfmA1OBTsHtI4BrrrmGq6+++t/4Icw+B6abmQWrNgYWAacAhwCTgfvN7HjgjJdeein/O9/5zo42bdo8EV9uPOdckXMu3zmXX1PbKSJSk7Zs2cIVV1zBggULKC4uJjc3l1NPPZXt2/deDnHddddx2WWXsWTJEr7zne/wwx/+kM2bNwPw0Ucfcfrpp/Pd736XN998k5///Of86le/CmtzRKTiNkRzmOBWFHZAtSUTR3vYCNCjR48c/MVqW51znwKYWW+Am2++mZNOOmnR2LFjl5nZb4E5QBfgY+fcGuAPMeUVmdnwvn37TgCGtmzZcv3SpUs/2rx587pouckE35IKAeq3aJfizRQRqXlnnnlmqedTp06lRYsWLFiwgK5duwJw5ZVXcuqppwJw66238te//pU333yTIUOGcO+993LAAQdw5513Ymb07t2bFStW8Otf/zrh6xUVFVFU5D9jd23dWINbJiKSWCa2/C4P7pP26e3fvz/s7RP8SXDfHsDM6pvZdWb2lpl9bmab69Wrd2bnzp2PB9YBQzdv3vxNRQKJbfmt3yS3ShsjIhKmVatW8aMf/Yju3bvTokULOnTowO7du1m9evWeZYI6FYDOnTsDsH79egCWLl3KUUcdxd4f12Dw4MFJX6+wsJBIJEIkEkH1poiEIROT31nB/YnxMw466KD9ABo0aLAVeD2Y7IL76LaOB67Ct/4e/+STT95wxhln1N+yZct2fB/i92sqcBGRdHPKKafw2Wefcf/99/PGG2+wePFiGjRoUKrbQ8OGDfc8jia5u3fvrvVYRURSIROT31XAi0Be9+7dOwD1ozNuuOGGMQBbtmz5O7AldqXRo0cfGDwcAjzrnHvYOTfgtNNO+8N77723480331wM/C9YZntsuSIiddHnn3/OsmXLuPbaaznhhBPo06cPmzZtYufOio/y2KdPH9544w2cc3umvf7662WsISISrkxMfgEuBdYPHz68d8+ePc9944037lmzZs1rBxxwwFkA99133y3xK4wdO/aJ4OEK4Pjx48f/fOnSpVN+/vOf1/vggw+sS5cunYAbgRuHDh3apmvXrqfNnj37t2bW1swydT+JiCTVqlUr2rZtywMPPMDKlSuZPXs2F198MQ0aVPxykIsvvpiSkhKuuOIKli9fzhNPPMF9991Xg1GLiFRPpiZ1q4D8Cy+88Mnc3Nwmw4YNu6Rr165DXnnllf8A3HbbbV+Wse7/AQvuvPPO3w8dOrRe06ZNGT16dMMuXbocCPwG+E1RUdHArl27dhoxYsT1wGfAATW+RSIitaxevXrMmDGDt956i0MPPZSxY8dy880306hRowqXccABB/Dkk0/ywgsvMGDAAO644w4mTpxYg1GLiFSPxf5UJVXXqFNP1+mCSWGHUWElE0eGHYJISuTn5xOJaKjtTNSoU09Ub4qEw8wWZutQrZna8isiIiIiUmmZOM5vWurXJZeIWgVERCpM9aaIhEEtvyIiIiKSNZT8ioiIiEjWUPIrIiIiIllDfX5T5O01G8mbMDPsMCpEVyyLSDrIpHoTVHeK1BVq+RURERGRrKHkV0RERESyhpLfgJlNM7Pnwo5DRERERGqO+vzudTlgAGZWDLzjnBsXakQiIiIiklJKfgPOuY1hxyAiIiIiNUvdHgLRbg9mNg0YCow1Mxfc8sKNTkSk5hUUFHDJJZdw1VVX0bp1a9q1a8fkyZPZtm0bY8eOpWXLlhxwwAE8/PDDe9ZZs2YNP/zhD2nVqhWtWrVi5MiRvP/++yFuhYhI2ZT87utyYD4wFegU3D4KNSIRkVoyffp0mjdvzhtvvMGECRO44oorOP300+nVqxeRSIQLLriAn/70p6xdu5atW7cybNgwGjduzOzZs5k/fz6dOnXihBNOYOvWrWFviohIQkp+4wTdH7YDW51znwa3XYmWNbNCM4uYWWTXVvWaEJHMd8ghh3DjjTfSs2dPfvGLX9C2bVsaNmzI5ZdfTo8ePbjhhhtwzjF37lwef/xxnHNMnTqV/v3707t3b+6//342b97Mc88lvn64qKiI/Px88vPzUb0pImFQn99qcM4VAUUAjTr1dCGHIyJSbf3799/z2Mxo3749/fr12zOtYcOGtGrVivXr1/Puu+/ywQcf0Lx581JlbN26lVWrViUsv7CwkMLCQgAadepZA1sgIlI2Jb8iIrJHw4YNSz03s4TTdu/eze7duznssMN4/PHH9ymndevWNRqniEhVKflNbDtQP+wgRETS2cCBA3nsscdo27YtLVu2DDscEZEKUZ/fxEqAQWaWZ2ZtzUz7SUQkzqhRo+jQoQOnnXYas2fP5oMPPuDVV1/lqquu0ogPIpK2lNQl9kd86+97wGfAAeGGIyKSfpo0acKrr75Kt27dOOuss+jduzcXXHABX375Ja1atQo7PBGRhNTtIeCcGx3zeAUwOLxoRERqX3Fx8T7T3nnnnX2mffrpp3sed+jQgalTp9ZkWCIiKaWWXxERERHJGmr5TZF+XXKJTBwZdhgiIhlD9aaIhEEtvyIiIiKSNZT8ioiIiEjWUPIrIiIiIllDfX5T5O01G8mbMDPsMEopUV86EUlj6VhvxlM9KlL3qOVXRERERLKGkl8RERERyRpKfkVE6qiCggLGjRsXdhgiImlFyW8CZlZgZs7M2oYdi4iIiIikjpJfEREREckadTL5NbNGZjbJzNaZ2bdm9rqZDQnm7dOqa2Z5wbR8M8sDZgWzPgumT6v9rRARqb7du3dz7bXX0rZtW9q3b8/48ePZvXs3AI888gjf+c53aN68Oe3bt+ess85izZo1e9bbf//9+fOf/1yqvBUrVmBmLFq0CICNGzdSWFhI+/btad68OUOHDiUSidTuRoqIVEKdTH6B3wPnABcChwNvAy+YWacKrPsRcGbw+BCgE3B5TQQpIlLTpk+fToMGDZg3bx533XUXkyZNYsaMGQBs376dm266iSVLlvDcc8+xYcMGzj33XADq1avHueeey/Tp0/cpr0+fPgwcOBDnHCNHjmTNmjU899xzLF68mOOOO47hw4ezdu3aWt9WEZGKqHPJr5k1BS4BrnbOzXTOLQUuBtYBY8tb3zm3C/gieLreOfepc25jktcqNLOImUV2bU24iIhIqPr27ctvf/tbevXqxdlnn82wYcN4+eWXAbjwwgv53ve+R7du3Rg0aBD33nsvr732Gh9//DEA5513Hm+88QarVq3aU96jjz7KeeedB8CsWbN48803eeKJJxg0aBA9evTg5ptvplu3bjz88MMJ4ykqKiI/P5/8/HxUb4pIGOpc8gt0BxoCc6MTgoR2PtA3lS/knCtyzuU75/LrN8lNZdEiIinRv3//Us87d+7M+vXrAVi0aBGnnXYaBx54IM2bNyc/Px+A1atX71m3X79+e1p/o4nwqFGjAFi4cCFbt26lXbt2NGvWbM/tnXfeKZUwxyosLCQSiRCJRFC9KSJhyLZ/eHPA7uCxxUxvGEIsIiI1rmHD0tWbmbF79262bNnCSSedxAknnMDDDz9M+/bt2bBhA8ceeyzbt2/fs/x5553Hgw8+yA033MD06dMZMmQIBx54IOD7BXfo0IHXXnttn9dt0aJFzW6YiEgV1cWW31XAduCY6AQzqw8MBt4DPgsmx/b/PSyujGjNX79mQhQRCdeyZcvYsGEDt956K8cddxy9e/fe0yIc60c/+hErV67k9ddfZ8aMGXu6PAAMHDiQdevWUa9ePXr06FHq1r59+9rcHBGRCqtzya9zbgtwL3CbmX3PzPoEzzsA9wAr8Re13WhmvczsROD6uGI+xLcSjzSzdmbWrPa2QESk5h1wwAE0atSIu+66i//973/MnDmTX//61/ss17VrV4YOHcrFF1/Mxo0bOeuss/bMO+GEEzjmmGM47bTTeP755/nggw+YP38+v/nNbxK2BouIpIM6l/wGrgZmAFOBN4H+wAjn3Frn3A7gh0A3YAlwE3Bt7MrOuTXAb4Bb8BfK3VVrkYuI1IJ27drx0EMP8fTTT9O3b19uuukmbr/99oTLnnfeeSxZsoTvfe97tGrVas90M+Nf//oXw4cP56KLLuLggw/m7LPPZvny5XTu3Lm2NkVEpFLMORd2DHVCo049XacLJoUdRiklE0eGHYJIjcvPz9e4shmqUaeepFu9GU/1qNRVZrbQOZcfdhxhqKstvyIiIiIi+8i20R5qTL8uuUTUQiAiUmGqN0UkDGr5FREREZGsoeRXRERERLKGkl8RERERyRpKfkVEREQkayj5FREREZGsoeRXRERERLKGkl8RERERyRpKfkVEREQka2Ry8tsVmAJ8AmwDSoBJQKvkqyTUOlivJCjnk6DcrimJUkRERETSRqb+w1t3YB7QHngGWAYMAi4HRgDHAJ9XoJw2QTm9gFeAx4HewBhgJDAY+F+KYxcRERGRkGRqy+89+MT3MuB0YAIwHLgDOBi4pYLl3IpPfG8Hjg/KOR2fRLcPXkdERERE6ohMTH67AyfiuyncHTfvN8AW4HygaTnlNAuW2wLcGDfvLuBD4CSgW7WiFREREZG0kYnJ77Dg/kVgd9y8TcBcoAlwVDnlHAXsFyy/KW7ebuDfca8nIiIiIhkuE5Pfg4P7FUnmvx/c96qlckREREQkQ2TiBW+5wf3GJPOj01vWdDlmVggUBk93mtmScl6zLmsLbAg7iCpKVeyZvA9SIaztPxhoHsLrSjUtXLjwWzN7J+w40kCm1h2pjjtT90Oq1dZ+ONTMIjHPi5xzRbXwuqHLxOQ3bQQnSRGAmW1xzuWHHFJozCySqdufqtgzeR+kQljbH1d5S2bZlc3vmahMrTtSHXem7odUq639kM37OxO7PURbZHOTzI9O/6qWyhERERGRDJGJye/y4D5ZX9yewX2yvrypLkdEREREMkQmJr+zgvsT2Tf+5vg/uNgKvF5OOa8D3wTLx/cXrBeUH/t65XmygsvVVZncTyhVsWfyPkiFsLY/2/d7Jsv2ejMqU8/hVMedqfsh1WprP2Tt/jbnXNgxVMW/8cnpZcCfY6bfDlwJ3A9cHDO9d3C/LK6c+/EXrN0OXBUz/TJgcvA6I1IWtYiIiIiEKlOT3/i/N14KHIkfk3cFcDSl/944upEWV0783xsvAPoApwHrg3JW1cgWiIiIiEity9TkF2B/4Lf4ltk2wFrgKeAm4Mu4ZZMlvwCt8f8MdzrQCZ80Pw/cAHyc6qBFREREJDyZnPyKiIiIiFRKJl7wVhu6AlOAT4BtQAkwCWgVv6CZXWpmH5jZt2a20MyOjZndOlivJCjnk6DcrjUYe8qY2XFm9k8zW2NmzsxGx803M7vRzD4xs2/MrNjMDolbppWZPWxmG4Pbw2bWsoZDr/DxS6IpMGrcuHFvDhgw4JsWLVq4tm3b7h4+fPhXTz311B+AnOiCabwPqs3MxprZW2b2dXCbb2YjY+bXxLZX99glchywC/8L0P9VoxwpX6rqToCBwKP4X+C2AeuA2cCPayz6FDGza8zsv8H75jMze9bMDo1bJt3qjlS994bguyOWAN8Cq4F/HXvssVOCz5G7ogum4T6oEWbWycweCs6Fb83sPTMbGjO/uvvhB/jrn14DvsbXdY9UMdyaqIPTj3NOt9K37s65dc572jk30Tn3SvB8mXOuTXRZ4BxgB3ARvq/wn4HNwAHBcsuD9V4Oynk6eL7OOdctDba1zBvwPeBW/BtrKzA6bv7VwCbgTOBQ4G/4N0zzmGWeB94FBge3d4Fn0+H4lXEb4Zxzw4cP337LLbf89/nnn//Lf/7zn7+PHDny2w4dOrhPP/30Dedc4zTeB6k6/qcBJwM98P3ibwnO9/41tO2pOHbxt+bOuQ+cc5uCcv4v7P1ah2+pqjtxzo1zzu1yzm1wzj3knLvVOXefc26Oc+7xNNjWMm/4i6XHBO+LfvgueZ8CrWOWSae6I1XvvUuCdTY75x52zv3OOffw3Llzv8nLy3MdO3ZcC9yVpvugps6FlsD/gL8Cg4CDgOOBPincD28G+32Tc25p8PiREM+DtL+FHkAa3v4dHOifx02/PZh+356dB28AD5TaofA+8Dvn3P3B8n+KK+eyYPoLabCtFT9R/AfT6Jjnhu9nfV3MtP2CN/DPgud98N9Aj4lZZkgw7eCwj18Zt8Occ6Occzmx02+66aaO9erVc//85z+dc+6qNN4HNXkefAH8rIa2PRXHLv42xTn3hXPu2qAMJb81d0tV3Xmic253UF7zBK/TMA22tVI3oBn+14dTg+fpVnek4r3X0Dn3lXPuG+fcnviA3JycnNUvvfTS9mOPPXZXgwYN7knTfVBTx/5WYG4Z81OxH4Y553o658w5VxAcs6okvzVRB6flLfQA0uzWPTjAHzjn6sXNa+78t9ktzrmm+J++dwJnldqhcHf9+vVfc85tDZaPr7zrOedKgtdJ+9bfmO2KT367BW+878QtNxN4KHh8YfAGtpj5FpQ1JszjV8V90Alwr732mnPOPZum+6Cmjn994IfAdnxLVqq3vSaO3WlBmec550YHj5X81swtJXUnMNs5tyRYtu60MgV1BzAkeJ5OdUeq3nsdgnKWxG3TDOA259xbQ4cOdc2bN/9LGu6Dmjz27+GHU52BH0XqTWBcdJtqYD8UBMehsslvjX5+pttNfX5LGxbcvwjsjpu3CZgLNAGOAtriE4J1ccuta9y4cR7+m9vcYL1Yu/E/icW+XibqGNzvs/0x8zoCn7ngnQoQPF4fs0wqVeb4VcXk1q1blwwePBj8h3c67oOUMrN+ZrYZ3/frPuD/OefeJvXbnupj1x54AHiaqvd9k4pLSd3ZqFGjA4D+QTlfBOWOx4/DfjyZe53KZHzSMz94nk51R6ree+uBz/BdpHoCmNlFQI+SkpKHgJ7ffPPN5k2bNn0bLJ9O+6AmdQMuxXd9OAl/LkwExgbz02U/1PTnZ1rJ1Iqkphwc3Cf7S+P3g/tkf4kMQE5OTvSCqGqVI5WWkuOXiJndDgwpLi7+sH79+gAvVD68jLQcOAw/jva9wEPxF+6kSKqP3QP4+u3i8haUlEjJ8dtvv/0aBw/XA8X48df/APwReAmfQPaoRpy1Llp3AGc653aFHU8CqXrvOXxCVw9YOH/+/KeaNm06ed68eR8deOCBbwDvvvvuu+9VP9yMUw9Y5Jy7xjm32Dk3FbiTvclvuqixz890pOS3tNzgfmOS+dHpLYEN+D5cHeKW6dCqVautlSgnU30a3O+z/THzPgXamdme8ZWDx+1jlkmlyhy/CjOzO4Bzn3nmmQf79es3FP8BPIX03Acp5Zzb7pxb6Zxb6Jy7Br/tV5L6bU/lsbsQ+D6+tSW+NUVqRqrqzm+Cxz8B8oCRQdm98C34/fA/B+eQAaJ1BzDcOfe/mFnpVHek8r33d2A48NXy5ctP37Jly37HHnvsaQ0aNGhWr169w7ds2TIIuNTMdrL3j6jSYR/UpLX4rg+xlgIHBI/T5Vyokc/PdKXkt4qcc9uBhcB342Z9t2/fvh+GEFJt+wD/ptuz/WbWGDgW/6954H/ia4a/MjVqMH4osXlkADObDJw7derUW7///e9fg9/mM/FXqmfFPohTD2hE+m57Hn5Ynr/jr5iWNFNO3bk6eBztY/4v/NBN7+OHOIvgE+EzayfaqovWHfjEd1nc7HR9/1TXefgW+tfatGkzqEePHvmXXnrp919++eWZb731Vr2ePXt+CTyO/zVpBXVzH8Sby95W1aheQDRPqKvnQlprEHYAaSb6zSY3yfzo9K+C+9uBh81sAf4EvxjofNVVVz0MDK1EOWnJzJqx9yfGesABZnYY8IVzbrWZTQKuNbNl+IrsenwH/EcBnHNLzewF4H4zKwzKuR94zjm3vAZCruzxK5OZ3Q2cP2HChD+cdNJJf1qzZs2GZ5999geXXHLJ+qDTvEvDfZAyZjYR38r2EdAc+BFQAIysgW1P1bGbAnyDb/WV2pOquvMhfN35KXv7x0Y5/Pix+fghox5LSeQ1IFp34P859Eszi/bL3BxcOJROdUeq3nu98O+/t4DzTz311N2nnnoq+C86M4EFnTt3PqJevXr7LVu27B2ANNoHNekOYJ6ZXYe/6O1w4DLgWiCdPkdS+vmZ9sK+4i7Nbj913v1J5keHATk+Og3/IVuCvyBoIXCcc+6EYLl/JyknOgzaT9Jgm5Pe8ImOS3CbFsw34Eb8zzrf4gegPzSujFb4nyu/Dm6PAC3T5fiVs/2Jtt0BN8Ysk277IJXHfxq+dWIbvg/mS8BJNbTtqTp2X7mKeTrs/VvHbqmqO4cHyy1NUs7YYH5aD7mUYXVHqt5744Ll4of3jN5uHzp0qDvuuOPmpOE+qOnzYSSwJNjGFfjkN37khlTth4LgOFR2tIeUfn6m+01/b1xad2AlvkLuTukrHpvjT8xoP5stZZTTDJ8s7MYPcRM74kM9YBX+59nu+CtAJTVSdfyiRgEPAWvwV8LqWNWcVB27O/FXJMfrif+ntzfxidZi/NBakhqpOn5N8HVnffyoEPHL3otvJZ4A3JaCuCV1x+4q/IWJD5P4X/gexneLuAz/pyZSMwqAWcB0/P6uqFR/fqY19fktbRV+mI889r0S8yZ8/5qHKX3gewe3WJuD5Zriv83FGheU/2+UTKVaqo4fwAX4f+RZjU+adKxqVqqO3WXATxPcpgbzZwbPlfimVqqO31bgQaAx/q+oLWZeP2A0fpjBJ1ITtpC6Y/dacP8D/HB1sQ4Lpjv8CB4Snob4Y9c9bnpVzoOMpZbffXXHdyBvj+9fthQ/zNMw/M8VR7P3KlXwb2YoXUkDtAnK6YV/sy/A/0vLafiWjaPxJ5ukViqO3zD8T/z18H3YPkrwOl/hL6yS1EnVey+R0fgE+BZ8fzpJvVQdvxb4n30Pw/8T3Fz8le9n4MdPvwI/VqqkTqqO3RT83zpvx/+l84f4ZOp0/Agdk/CjxUhqnR7cwI/7exK+wSb6hWQDfrxs8MfjA/Yem1iVPQ8yV9j9LtL0tr9zbqpzbq3zQz196Jyb5JxrlWDZqETltHbOTQ7W3x6UN8U51zUNtrEu36p7/Ea78pWkwXbWxVuq3nvxt+gx1T+8Zcbxa+acu8U5t8I5t835vtwvOv/Xx2FvY129peLYmfPvtWLn3JfOuZ3O/734y865H6bBNtbV242ubCUxy+YlmFbV8yBjb2r5FREREZGsoT6/IiIiIpI1lPyKiIiISNZQ8isiIiIiWUPJr4iIiIhkDSW/IiIiIpI1lPyKiIiISNZQ8isiIiIiWUPJr4iIiIhkDSW/IiIiIpI1/j8YT8zvozgYrQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "list3 = processScript(script1, 0)\n",
+    "list3_sw = processScript(script1, 1)\n",
+    "\n",
+    "plotTwoLists(list1, list3, 'Word Similarity between Olympus has Fallen and White House Down')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 307,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#also a no stopword version\n",
+    "plotTwoLists(list1_sw, list3_sw, 'Word Similarity between Olympus has Fallen and White House Down (No stop words)')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Part Three:\n",
+    "Examine the words that appear in both scripts to see if some words are used more often by one author"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 356,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import random\n",
+    "\n",
+    "wv1, wv2 = getCommonWords(script1, script2)\n",
+    "\n",
+    "wv1 = sorted(wv1, key=lambda w: w[0], reverse=False)\n",
+    "wv2 = sorted(wv2, key=lambda w: w[0], reverse=False)\n",
+    "\n",
+    "#get a series of random numbers to sample word occurence\n",
+    "indices = random.choices(range(0, len(wv1)), k=20)\n",
+    "\n",
+    "\n",
+    "words = []\n",
+    "vs1 = []\n",
+    "vs2 = []\n",
+    "    \n",
+    "#pick values at the random indices\n",
+    "for i in indices:\n",
+    "    words.append(wv1[i][0])\n",
+    "    vs1.append(wv1[i][1])\n",
+    "    vs2.append(wv2[i][1])\n",
+    "\n",
+    "#graphing word occurences in each movie\n",
+    "fig = plt.figure()\n",
+    "ax = fig.add_subplot()\n",
+    "\n",
+    "ax.scatter(vs1, words, s=10, c='b', marker=\"s\", label='White House Down')\n",
+    "ax.scatter(vs2, words, s=10, c='r', marker=\"o\", label='Olympus has Fallen')\n",
+    "plt.legend(loc='upper right');\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The graphs display similarity in word usage by comparing the counts of specific words in each script. In the future or with more time I would like to learn how to compare aspects beyond word occurrence rates and look at sentence similarity."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}