Well, hello there EFAP mini super chat catch-up episode Oh the gas here would actually be 249. I think That was it was like right before the for the anniversary. So that's the gas I'll put in who knows if I'm actually right or two for a it was one of the earlier ones But Ethan Klein versus XQC epic debate the react wars chapter 10,006 and Probably no a near even halfway through the old book It'll just keep going but anyway We got some messages some super chats from some people who sent them in and I thought we'd have a little look see Time with XQC D's nuts. Oh my goodness gracious. What what an what a vulgar and awful message Wow, this is not representative of our community exactly Craziness have you heard of the new TV show coming out starring XQC and Hassan. It's called a game of chairs. Oh Yes, and not much sitting in them even needs to be done does it?  Oh Adam wasn't there to hear that so he's okay survive Metal figure all we riot riot in metals house metal Burn is My goodness is metaphorical house 27 months Pog more than likely a membership. Thank you very much Mulroney makes his videos to promote plushies cry laugh face. Oh, yeah, well, I didn't promote anything in the That's right. I didn't even say goodbye in that one. I was just like I'm out Hey evap crew looking forward to another chapter in the react Wars saga Just got my wisdom teeth pulled this morning So I was a little loopy, but I'm glad I've not regained consciousness enough to catch No, I'm glad I have regained consciousness to catch a new stream Your discussions make the pain go away. Oh, that's nice Getting the wisdom teeth pulled less nice very painful those things get dug in, you know But hey good that it's out recover well best of luck Crispy critters long man my schedule can't handle these surprises my life revolves around this stream love man So I can't wait for the vid and the anniversary Well, I hope you enjoyed all of that and you've got plenty more because it leads right into the old Octoberfest Which is just videos are plenty I was doing a catch-up with drinker and he was just Rebbi to say about his favorite the groundskeeper willie lines And I was immediately thinking about scotch toba fest, but he immediately went to um, that's the last time you'll slap your willie around Oh Willie's got a lot of good lines with it. Yeah, scotch toba fest There's no such thing as scotch toba fest.  Hey Moola. I'm on Irish and Scottish my ancestry says I've got the Welsh in me. Does that mean my critiques are poor? Yes And long it's us. It's genetic long something you can do if you have kids. I'll be the same way Going for the old boy re-release covering this massacre the vinyls look fantastic and excited for the video this weekend Well, well, yes, I've I've got the proto one. I think you do as well, right for me Yeah, you have your proto No, I don't They're rather interesting. I'm gonna get my three of them probably try and get them on on one of my monitors See if I can use some glue.  Behold 23 months. Thank you very much Humpty-dumpty with all the King's horses. Wait, this isn't the hub search bar. This is e-fap react harder We do react hard Yeah, it's our whole thing S class is best class puns are fun Ones are fun puns are great. Oh, I'm Mollie. You're bald and Mald and I think one of the ones that Denim said was mulch or something like that You're bold and angry and mulch. I don't know if mulch and Something but yeah, you know the evolution of language is beautiful in its own way No, I thought more the viral was holding a ruler it can be a ruler It could be anything. It could be a little chocolate bar if you want it. Yeah, I Get the feeling by the end of this e-fap the crew will be acting out the opening song from aqua team hunger force Well, we didn't and we survived it which was the important part difficult but pulled it off Hey, Sitch and dev what are y'all's feelings on calling Hassan and co the twitch aristocracy? I Think they would be relatively on board with that Yeah, there's an in crowd at the top of twitch they all help each other and that is really hard to get in That's just yeah There's a shake at this and then YouTube YouTube is too big Yeah, there's pockets of huge youtubers everywhere that all have different Are in specific spaces there are people are at the top whether it's you know, like video specific video games or Politics I guess but like it's which there's definitely much more of a clear sort of Yeah, I guess you could call it an aristocracy sure I'm joining the USAF finished with MEP five yesterday. I'm officially in the delayed entry program shipping in November for those two months No, e-fap sad. Oh, that is sad. Well, just think of your heart. You'll have when you come back plenty of new episodes in fact You'll have a hell of a lot because this is the item of releases, but hey best of luck, of course Being a team isn't easy, but it's the correct choice Well, I hope being team Adam is is is the best thing to do. I assume that's Yeah, as such as ass class and Adam is a team that makes the most sense More just show the makeshift makeshift sorry has a long boy Plush option any chance we'll see a mutually long boy in the future also high fragsie Hello Right. I'm a turn. I guess. Yeah, maybe mm-hmm Yes, they do have long plushies So it does make sense that I would do something like that at some point, I guess Feels weird if I wouldn't not sure if you guys would we do three long plushies or a long one and two normals I have no idea Assuming more hasn't played the Stanley parable since his last stream He has three three two four days left until he gets the super go outside achievement Well, I guess we'll have to wait a bit on that one then But I'll get it Santa is a big believer in the jq As a no, well, I'd have to talk to him. I don't even know what those letters are Also watched asmongold's reaction to shoe on heads video pretty good example of transforming content and offering commentary. I Haven't seen asmongold react to like all this all the stuff. He's done But I watched his one to drink a semi recently and it was all right like him adding stuff It's not as good as I'd like it to be but he's way better than you know like an ex QC or Or a yeah Got a big job interview coming up in a few hours was super anxious until I drilled rags advice into my head Dare I say a peer pensive echoes in my mind every time I nearly say um or like. Thank you best dog. Oh Wow, I mean case in point, you know, you don't need to fill the silence with an armor and are it's okay Silence is okay. I think that's look smarter when you especially if you put your hand on your chin And I either look up or look down then that makes you look really are pensive I think an awkward version of that has been employed with Braun I think instead of having him stutter or break in any way or go Hmm. He he'll just it'll be be a pause. It'll be nothing. It was a couple of times. I noticed that editing He takes like pauses in the middle of sentences for no reason at all And then if you guys remember there's that part where Morgan alspath is like shouldn't we send more people to help? And he just stares at it for like three seconds That says no two will be enough or whatever. I was just like, oh, I think they try to go for the the sort of Pensive thing. I guess that's something Well, I'm trying to say it's awkward or they've employed it very well Okay, well, but I mean but I mean you would you would agree that you can definitely have a character who never Ums and ours and occasionally has those breaks in their Sentences that that can work, but it's more contingent on delivery. Is it What kind of delivery would you be imagining though? So I don't think you should just have random seemingly random. So say for example Because that's that's one of the things they've done with him I'm not a fan of like if I said to you guys will be leaving in the morning at 5 p.m. Or whatever and I put a gap in between those that was like two seconds. There should be like why Like you could have just had that continue, but if there's a gap, what is it you're thinking of, you know Yeah, and then and then when someone says something like Like she did where she's suggesting they help the mercenaries even though he doesn't care if they die or not I don't think like I almost consider it not subtle the fact that the camera just sat on his face Him staring at it for a while.  It's like why did you? I thought it was a bit enough. Yeah, he doesn't need to just outright declare his intentions of anything That should probably be the way that for and works is it his intention? Absolutely? Yeah, it's difficult to ascertain. I think the correct way to have done that like You know as tier is she says shouldn't we send more to help them?   Yeah, I would say it's almost catastrophic if you consider everything Every single thing that he's done is really he looks like a complete moron right now I mean the fact that he couldn't have found Ezra in what a decade maybe more late. How long has he been there a decade, right? How did he not find Ezra with the giant Star Destroyer and many many many many stormtroopers as he lives on his doorstep for the budget Yeah, exactly. I mean find a man Sabine rode a dog horse I put like an hour. I didn't ask to then a dog horse and she found him in like what two hours Meanwhile, they'd be there for ten years and he couldn't find it's it's the problem. We've talked about before with Yeah, you always you know when when writing stories you want your hero to encounter the villain You want them to have conversation, but there's only so many times you can put them in the same Before the conflict has to come to an end some way because they're both trying to stop each other or kill each other You know only doesn't do real characters So this would never happen, but imagine like in order to stay hidden you would have had to have done some really drastic stuff like living Living off like yeah, oh, yeah, he should be haggard. Imagine if clothes are all ruined He's like Gaunt. He's he's slender.   He can be like no no no no no no you've ruined everything. No like you being here means everything's well Wait, yeah, exactly.  But yeah, it'll all be chill. It'll all be fine.  Hello Konichiwa rags son.  Hi rags? Hello Best part was the paid actor reacted from chat. That was a great part. Yeah You clearly like made this guy to complain about me to make me look bad Jamma llama I'm sure that's referencing exactly except when I see jam in relation to XQC. I know what it makes me think of I'm thinking of changing my name to I'm a llama so XQC pronounces it right Well, I'm a llama instead of jam a llama XQC is so dumb Sitch will give up on democracy and individual rights after this one It would definitely challenge that. Yes Great to counter-argument. Gravic has Groot's DNA just plant his finger in a pot Oh, yeah, that'll save it. Um Don't give us a new Gravic I mean as it's been pointed out why why would him getting a shot through Like why would that kill them when he had all of those crazy super duper powers? If you ask captain marvel powers Like I presume that captain marvel can't blow a hole in herself like with her I never knew that was possible To be fair, I never knew captain marvel could be flattened by a statue either. So Uh Yeah, but wasn't the cope that uh wander was stealing her powers or something Yeah, but I guess I'll just argue that that's what the lady did to him.  Well, it makes more sense to steal your powers with captain marvel powers Because they're the same powers then to steal with witchcraft, which how do you steal cosmic powers? I don't know how you steal. Yeah Yeah, I don't know about that. It all makes complete sense. It's very tight. I love it.  This is pretty amazing Amazing memes I don't think anyone was caught dead defending secret invasion by the time that ship no everybody gave up on it, uh, which you know, it's terrible Um, but I mean it's it's as terrible as many other My project. Yeah, because it does follow the same sort of Approach that like even going all the way back to one division, right?  Yeah And like nobody likes that There's just nobody there's probably like one or two. Oh god the react channels They probably liked it because there were a few people who wow sure but now that they know that people don't like it You know, I mean it's kind of like when when she What cried when she punched the hole in him's gut Do you think anyone cried when she did the draxon? Draxon Oh my god, it's the draxon I remember drax. He's my favorite drax I like I'm funny Uh, a hundred memberships from j max Jesus. Thank you very much. It's wow I'm all it. Did you know that unicorn kum is farmed in slamper pool gwindle go gaw gaw gaw No, I didn't know that but a lot of things that are mysterious happen there um I feel like people would want to visit that place just to say they visited it Maybe that's good for tourism making your place name one of the longest in terms of records I don't get objects. I just don't understand them Objects. Yeah, this person doesn't understand objects. I guess. Oh, well Sure. Well Okay No, I say fringy. No last time earth had a major patch. We lost the dinosaurs When was I uh Patch have you advocated for patches to the universe or something? I don't know to the universe. No, uh, not well No, not that I would remember feel like us Any question patch. You hope it doesn't roll anything back in a bad way Yeah, yeah, of course. That's the thing. No wipes You want good patches. Yeah Yeah, good patches are good Bad patches though. Oh They're bad. Yeah, what's up with this? There's this weird bug where sometimes I'll sleep for eight hours and I'll wake up And I'm still tired. So they definitely have to patch that one. That's one of the ones that needs fixing like crazy They need to fix that bug because boy that is That's not fun.   It's like, okay, but like you could have done that in the toilet You didn't you didn't need to do this buddy Don't worry guys. I'm here to make sure you're all on your best behavior s-class is best class I'm not necessarily in s-class. Just saying. Yeah, I've not declared my allegiance Uh xqc and asana now a new breed of dsp levels of lol cow more rich less ugly But all the same habits high rags bolder date three thoughts Um, I haven't played it yet. It's on my to-do list It's on my to-do list But I'm excited. I'm avoiding spoilers. But I've here I hear like nothing but great things about it Under the whole idea that has on an ex-qc of lol cows. I feel like it doesn't work when I don't I don't feel like you're a lol cow cow if you make like a hundred million dollar deal You know just you know what I mean?  Who's not good at video games. Yeah, uh, whereas. Yeah, I don't know I feel like if you said oh a son that you they'd be they'd be like a much greater chance of someone going Yeah, I watch a son.  Oh, yeah, they're hilarious morons um Geez Michael J fox is better at the handle over his pockets is that ethan cline does over his eyebrows Yeah, but he has Tourette's it's a there's Hicks they can't really yeah, what's to be done about it As far as I'm aware Michael J fox's Parkinson's is like really bad now, right? Because he's uh, well, I mean he got diagnosed very young compared to the average person I think he was only in his 30s. Oh, I think he might have even been like in his late 20s when he got diagnosed um Yeah, like he got diagnosed really early. Uh, so it has advanced a lot But he's you know doing all that Parkinson's like advocacy and I I need to watch that. Uh, there was like a documentary that came out recently about him It was good. I need to I need to check it out Uh, this just says you brushed that one off rags Who knows what it may refer to you. Yeah, I don't know but whatever it was We brushed it Mulder's gate two shadows of xqc. I think it was a Made all of the main characters of boulders gate like bold Oh Yeah, that does bring a bell like the it's like the box on for the game that they're old Um, I think there was a point missed if Ethan needs a time machine to prove There was damaged does that mean that anyone who wanted their 10 times payment would need to prove that as well Then ask what his standard for them would be Can't remember that that could be true because the thing is It wasn't drilled further down into like it certainly wasn't for me to him when he said that he's willing to compensate people who like Ask for compensation when their videos been essentially stolen. I thought he meant that that was just like a clean thing of like you ask I'll give but nobody does because nobody thinks it's stealing.  Oh, no an angry, baby XQC and Ethan boxing match when boogie and wings could be their trainers They'll do a rematch ah I mean if the price is right surely I would have thought yeah, I wonder how much that was made on that I mean boogie boogie would probably do it again. It's again. It's always gonna be down to whether You can get good old wings to do it EFAP 92 was hands down my favorite one and you don't even watch a video you just chat with John about whatever you wanted Yeah, I'm pretty fond of that. I mean, I really yeah I really really liked that episode It's only keep in mind was that was like the proper first time that me and free met John and we had like Of course Fans and inspired by what he did like the stuff that he made so yeah, that was a really cool episode XQC looks like a stereotypical bully character in the 90s teen movie I don't know about now. I don't think so Maybe okay. No certainly not in the 80s because the 80s they were always No, yeah, these are always They weren't like a rake. They were always like a big Be it See that now maybe that would be something that's more likely Think of 90s bullies in sort of I feel like in the 90s. He would be like the main character He'd be like well not the main character But one of the like supporting characters, you know how like if the if you had the nerd Usually have like the nerd who was way more normal and then like his weird friends. He'd be one of the weird friends How bald how is bald an insult cancer patients are bald. Oh god an XQC would probably Thanks to the awesome content back to lurking very nice already Lord longbong of mubeslington abbey Is there any good chance of a Kong fap of Peter Jackson's long Kong when there's less going on it'll be a movie fap for the Ages p.s. Hello wags. He's screeches for the good boy. Hello. I Feel like that's probably gonna happen at some point Give it time and we'll jump right into the long verse Don't let all this molding distract you from the fact that the quake to remaster is awesome And Diablo 4 is a trash fire also high rags. Hello. It was a quake to remaster Missed that I guess.  I am not bald.  Oh, I I'm not mad you are defeated That's it, right XQC is the reason why we have to have warning labels Pretty good. We have warning labels. I guess then that's a show XQC slow down and enunciate you gibbering lemon you can't it can be Comprehensible if you just didn't try to speed run a second language. You don't understand He's a you don't really know how that sort of thing ends up happening. It almost feels like no, you know I don't know. I've noticed something that are whenever her son reads out chats He'll read them out in a really fast monotone way. It feels like like I don't know what the deal with that is either It seems like we got you got it. You got to be fast, you know You got to be quick because that's what keeps people's attention or because you yourself don't have that much of an attention span I don't know But yeah, I have no idea how you end up in a place where that's the way that he talks. I don't get it People saying it's cool beckers like that. That's the accent that people have in Quebec like come on You're telling me the old French Canadians sound like that Well, we've had plenty of people said best is insane. I'm French-Canadian. I do not sound like that It's like, yeah, I figure do you even need to be convinced of that? I don't know a lot of French Canadians, but I've never heard someone speak like XQC So I feel like I don't believe that that is a there's a whole set of people that speak exactly like that. No Unrelated hot take while FMA Brotherhood has the better story FMA o3 is the better show overall I would show o3 to a non-anime fan, but be worried about showing them Brotherhood also high rags. Hello Oh, I don't know if you knew this free possibly rags I'm not sure but FMA o3 being the anime adaptation of the manga was completed before FMA The manga was finished itself So they had to make their own ending and then Brotherhood was made after the source was complete And so the way it was sold to me by the person who showed me FMA Brotherhood was the o3 had the worst ending And it was because they had they didn't have rails to stick to right a source to work with But there's some stuff in there that's cool in terms of a difference between that and Brotherhood But the Brotherhood it was the better one and Brotherhood is the first anime that I managed to get through because I was like actually hooked into it Like they're on my scene where I was like meh Then I think Code Geass I saw after that and one punch man was not long after that and I was just like fuck that was That was pretty neat.  Yeah, it is a bit extraordinary a Shilling for the reaction to the debate about the drama over the response to the video about the thing meter Yeah, that's kind of how it goes How scuffed does a ten-minute tattoo look? And it depends who did it, right?   I was hearing I knew it was something. I I should have mentioned something, but I didn't I thought it was just me You know Do ex-QC and his editor share one half of a brain? Oh Be just paying for my content hi raggles Hello, thank you and on that previous one, by the way I was just thinking like yeah, because the the editor fucked him over so hard in that debate without realizing it It's this kind of stuff you can't that's why some people refer this stuff to TV shows because TV shows just odd written that that Yeah, I don't really do that. This is just here for drama. I'm not even kidding compare that kind of Twist in the story and how hilarious it is could like to anything Dave Floney wrote in a soaker. It's like Like real life is somehow more interesting I guess then you're prepared content that's supposed to be dramatic and twisty and conflicting and stuff Hi rags Hello at this point. It feels like a 40 chest move from PVC's editor wanting to make KFC look bad, but God, this is cringe. Hi froggy. Hi mubes Hello, I Mean most people would assume their editor is trying to sabotage them, but in that case It wasn't that it was no, I don't think so.   It is kind of insane. You know Why does he sound like that? Bald bald bald bald my eyes so much bald it's everywhere It's honestly impressive how incapable of basic logic ex QC is like it takes a special kind of special to be that inept Um, yeah, like I said, I have no idea How he got his voice to be that way or his thinking patterns, but um, I don't know Canadian education system has some special results I don't know. Is it is it not just um, you know, you you think of the term like a stream of consciousness Like god damn I feel like he that's that's him but taken to an extent that is like A little man in our brains that has all the thoughts that come in on pages And then he approves them and sends them out or throws them in the bin or does something Like the ex QC executed that bad inside his head long ago It's the pages just fly right out Uh, ironically this whole affair has given you over 24 hours of entirely original and transformative content If it's that easy, why can't they do it? Um, if it's that easy, I don't know man. It's that easy They still use the thing of like i'm streaming 10 hours every day all days of the week I don't know why that's in Yeah, so then walk away and then put a brb screen up That's not fair Because that'll make people leave Like yeah, you can take a break or just replay your old like your highlights or something Yeah No It's an opportunity you should take your opportunities That's the key I'm gonna put fringies vinyl in a jar and fill it with fringies goo. You can't stop me metal It was metal the one that would stop people from doing Also would like to buy five records to listen to one efap episode Yeah, that's pretty much where be if you wanted to start put them on vinyl records That's interesting Finally cracked it excuse me jibberish sounds like glap from smiling friends except glap had talent and charm and a work ethic I fringo would write. Yeah, that's true But I I'd say they I guess yeah, I can see the similarity because it's just like To put chat at the end and then glap is basically excuse me. Yeah, yeah, that's right Uh just so why am I say reaching out was pointless because some reddit has said not everyone has the means to go to film festivals dude concede Yeah, you seem to be from that reddit going a little upset about everyone's reaction to film festivals That's one of them just uh disconnections from both sides The people who do go and do not go to film festivals don't associate well with each other, I guess I don't know, but I feel like I'm quite a film person and I I don't really intend to go to a film festival as I said on the stream The only time I probably would is if I was going with friends Even then though if our You know if me rags and free met up and we're like what can we do and you think of all the things we could do And one of them was a film festival. I would still Feel like it'll it'll have to be a film We all wanted to see and we can only see in that festival because otherwise I'd rather watch films In a cinema or at home Whatever home we'd have whatever theater we'd have access to you know because then we can have our own Drinks and food and pours whenever we want to go to toilet if we need to you know that sort of stuff Yeah, yeah, yeah, I just um the experience is always Preferable in the alternative and then of course that's someone who has the time to go to film festivals Plenty of people just aren't going to incorporate that you know Well, and I guess the the more fundamental one would be is that a lot of people I would say a lot of people don't want to gamble when they go to like the movies Which I don't know if that's like necessarily a great thing because it probably limits Uh, the kinds of things that people might end up seeing But I got to imagine that going to a film festival is a little more of a gamble Like especially if you're just like a normie moviegoer Um Yeah, and then I don't know a lot of people aren't that I don't know how many how many people who play video games go to like gaming conventions, you know How many people do that versus just like play video games at home? Yeah Uh More I'm currently making a video containing the origin and every major reference for every e-fap meme from episodes 1 to 50 Where can I send it to you for consideration for the anniversary meme selection? As long as it ends up in uh either the discord the discord's probably the best place to submit it I think james moore is still the one that filters them into the meme section Every once in a while I get a good look at those and uh Then filter them into episodes that we can run So um, that should be an all right place Uh, it's an ap royal oak is about 50 grand from the standard one.  There's a reason. That's a saying was uh, henry the aether said that I think right One of them one of them. It's hard to keep track. There's too many Uh, is it thief or is it not thief? Well, nobody likes to be called a thief so no no they don't We are hitting levels of twitch mid-wit never seen before I don't know if we've never seen it before And I don't know if we should say mid-wit. Hmm. Um He's a special in a You know daunting kind of sad way Mid isn't really going to capture it. I don't think uh xcc is incapable of rotating an apple in his head Is that an indicator of something He's incapable of rotating an apple in his head Like imagining an apple and then imagining a rotating. Yeah, but some people are visual thinkers, right?  Yeah I uh, I know that the thing that's kind of baffled me is people saying they don't think in words That one is surprising to me. They don't think in words Like that they don't think with words like with with like almost audible Voice speaking out loud. Yeah, but they don't have like an inner voice That's strange because I definitely have an inner voice I just think to myself in sentences and thoughts Well, that's what I'm saying. I do too, but I've heard people say that they don't they don't think in thoughts Well, another one is being able to um, like play music in your head sort of thing.  I thought that was normal. That was just like Isn't it amazing the human brain can do this?  He's he's clearly adding value to the world. You can't deny it Of course smaller content creators aren't going to complain xqc's fans will easily dog pile the guy There's a big thing to consider. Yes. It's not. Yeah great position to be in Go after that's kind of weird that that's something that could be dismissed Which is that a lot of people don't want to pick a fight and they certainly don't want to pick a fight with a big YouTuber or big, you know, twitch streamer Uh snake rate sounds like a cool fallout enemy Snake rate Yep This whole arc has been pure cringe. See you in 250 Well, that's fair. There was no react stuff in 250 instead. We were talking We did some trolley problems in 250 of all things.   Oh like dripping maybe Yeah, yeah Um, sitch check your discord dms, please Well, this was a while ago. So maybe he did who knows Uh, kick him out. Take his coat.  Oh, yeah, he didn't catch All of it, but he caught a lot of it would be fair. Yeah It makes less sense that Ethan would reveal his time machine That's true. I've ever read that one out. Like why would he tell you about his time machine? Not why Um If xqc is 9 11 youtube may respond with the patriot act. Good luck You mean like You doing a meme or you saying like that he could do the equivalent of causing like an over Welming sort of policy that would affect everybody in a particular way I don't know Maybe he is big enough.  It doesn't need anything else So it's probably gonna get worse I want hooked on phonics with xqc all right Long time viewer first time chatter state class u massives also in the words of the prophet xqc bald Yeah, that's fair. All right Reminds me of when moist critical beat xqc in chess in six moves in a tournament live in front of thousands You should see it if you haven't that does sound pretty fun Though to be fair I mean, yeah, that can happen though. Yeah, I feel like it's not about that It's about like how familiar both of them with chess was charlie like super trained on it or Chess is the kind of thing that you you know takes practice to get good at Uh, by the way, there is proof that xqc is literally balding. You can look it up. That's why he has the hairstyle There's nothing wrong with balding Nothing wrong with that but when you well when you talk about how everybody else is balding and then you are I guess that's gonna be his uh, his hero's jiddy What realizing that he After this is his this is the what's what's five out of eight because it's eight steps, right for the hero's journey What's number five again being bald? Yeah Uh, well, let me let me double check hero's journey And uh, because I uh, yeah, there we go. So Uh, oh No, the abyss that's the way he's nearly at the end of the mirror and sees all this Yeah, that's right because it's uh, because you got the call to adventure And then uh the threshold the beginning of the transformation then all the challenges and then yeah the abyss the death and rebirth And then the transformation and then atonement and then return. He's not there yet. He's at the abyss nearly there All of this react drama and then he falls into the abyss and his hair starts to fall out But then he he returns bald, you know Bald and proud he stands to the world. Yeah, exactly standing tall not with the little goblin, you know sitting on the chair thing He'll become detached from the chair and has when he'll stand up straight with his shoulders back like jordan peterson That's something jordan peterson said she meant to do, right? Probably, yeah It's not bad advice The chair guy. Hey, don't make fun of cheerley like that hassan Yeah, the cheerley's a good lad We don't want to bring him into this ganome quebec Queue back. I can't yeah, I think has some come back funky, right? Right. Oh, yeah. He quebec or something Uh, which again, he said it so vitriolically and it's like, what is your problem, dude? He does that you always go. It doesn't matter where you're from.  You're like, that's a strict psychological horror. That's what that is and then I don't know you watch like, um Uh Hmm, what would I what would I be thinking of? I don't know you watch like saving private ryan and you were laughing the whole time And it's like, yeah, see now the comedy Yeah, that's not how that works. It's just not the realistic where he said that like horror games Like the horror games can't even succeed in scaring him anyway Yeah, he did. So like what was even the point of saying that soma isn't a horror game There was no such thing by his uh or an account Well, uh, the the whole thing's done anyway because we know how genre works It's all these the genre trappings. There's like big event diagram of what makes each genre There's some things that overlap some things That usually you only find in the thing and so it doesn't have to have all of the things We'll have most of the things one of the references I think we had was like what makes a western and it's like well There's a lot of things that We know but does it have to have all of those individual things like not and then what about modifiers like space western or Like supernatural then you realize like We're not doing it to restrict or reward the thing It's just to let everyone else know what they can expect and when you say soma's a horror It's perfectly representative of the kind of uh things that are in the game And also more than likely the experience you'll get just because you played a game and went Wasn't that spooked? It's like well, it's not no Remember the amendment is just because you don't believe it is possible for a horror game to exist by your own definitions Doesn't mean that it's not a horror game Like it feels like that's worth noting Well, isn't his big point in the horror games don't scare me that because it's interactive It's like impossible for him to be scared. I believe so. Yeah And he said the closest that he gets is like the rogue rogue sort of games Yeah Which again, I'm not sure how he squares the way in a movie where it's not happening to him Well, and we I think we went over when we covered it But it's just like so you can't ever watch a horror thing more than once once you've watched the first time it's over Once once you've watched it the first time it's incapable of scaring you Just not and I'm almost fascinated by that as a conversation on its own But not in the framing of what joseph anison thinks but how do you find something scary when you see it for the second time? When you've seen it already it's like well, how do you find a scene tense even though? You know exactly how it ends like well That's just the magic of movie making to some extent because I can watch t2 over and over again And when the t1000 is finishing off the t800 and like the big fight they have or is it t850 at that point? I remember him being an upgrade No, I think I think it was still the t800 and terminated to and it was the t850 and uh three Okay, um, but in any case like You I still get the feeling of Oh, no, like if he loses here, we can't protect, you know, and it's like, you know how this ends It's like, yeah, I know but like this, you know, you just immersion. I guess uh It's not and um, which I suppose it's a funny thing when you compare it to a horror game Which is a horror games because of their interactivity can find novel ways to scare you And um, you know fundamentally like the way to explain this best is to be like I would call ghost buses 2016 It's it's a comedy you'd be like Yeah, exactly bad comedy It's a comedy it's trying to be a comedy it is it's just not very good at it Hi rex Hello Uh, when I start an e-fap episode late I watch in two times speed to catch up all the xqc content has made that impossible His words are imperceivable at that rate. Hell they're barely perceivable at normal rates. Yeah, I figure It's uh, we have trouble with it anyway, but you can't yeah, whenever we cover him You can't go times too. Sorry guys. No, it's impossible other because of that Then he would sound like uh from smiling friends When is interstellar review who knows Does anyone seen Hassan and sitch in the same room didn't think so What we it's fight club west it finds out that Hassan is his alternate personality God He's covered him so much. They were they were just it's like they were built for each other Yeah, um, your critiques are bold true true. Yeah, that's fair I'm beginning to think xqc is actually like two or three eight-year-old quebeca quebecois That how Okay Boys in a french coat And one on the bottom is trying to translate english to french in real time to the one on top who's failing his esl classes This is a theory. Yeah, I'm not going to say it's true or false. You know, it's just a theory I assist with hair transplants and I can say with all honesty the transplants are the best option hair plugs However are one of the worst That's what I've always known to be true as well. Yeah, um, I don't know much about the whole boulding thing I know about plugs because of hellboy Uh, there's a character in that film who has hair plugs and they look awful And I was like, uh, I remember asking my dad about it and he was like, yeah, that's something people get But it never looks good and I was like, so why do they get? Is it cheaper than a hair transplant or is a hair transplant a newer thing? I'd have to imagine it's less invasive as well Is that part of why people might choose it because Transplant is that like a matter of removing the skin and putting different skin on your head to Um, I don't know I'm not very familiar with uh, boulding stuff All I know is the plugs don't look good But transplants often do because Elon musk is like one of the people got a transplant, right? And his hair looks much better. Oh, did he? Yeah, um, well, here's here's a personal question. If you were going bald Uh, would you just like if you if you started going bald today? Uh, would you just accept it like shave all your hair off and then just do that forever? Or would you try to get treatment for it? Um, um, I think it depends on like how it looks and where it is Because if it's if it's I don't and also I don't know. I just don't know how effective treatments are for it Um, well, that's not an baldness. It's like normal baldness, but it starts happening to you now rather than, you know When you're in your 50s or something. I don't even know what normal baldness like is I feel like the normal trajectory is um, you know, it's like how the Starts to rotate at the sides of your uh Are you trying to find out a specific thing? Or are you just like would you would you want to make efforts to prevent yourself from Appearing as you would naturally in terms of yes, that's potentially my question. Uh, I think yes. I like having hair um, okay, but I don't know how much if I was actually like if it was balding enough that I'd need to shave I think I just would I well, that's that's kind of my thinking is I figure I just I just shave it.  I don't know But um, but if it was like a switch and I have to pay like a hundred dollars or something Oh, yeah, I guess I would you know But I mean, I think that's almost baked into the question is it's going to be kind of expensive and Isn't it's probably not I don't think I care that much Okay, yeah, because like I I'm just curious because I don't really uh I understand why somebody would want to get treatment, especially if they started like going bald in there Like 20s or in their 30s. Oh, yeah, I think I understand what I'm going to want to get treatment for that I'm not sure what age it would be exactly, but if I start going bald in particular areas, I purge like I fuck it Whatever, uh, yeah, I figure if I start going bald when I'm in like my 50s or something, I'd be like, yeah Yeah, I mean I had a good run, you know So good Uh, even toad ungulates dear giraffe, etc called RTO dactyls and odd toad horses rhino's tapirs are paris parisadactyls and technically Cretacean or cetaceans That's catechian cetaceans are cetaceans. I think is what they're our RTO Dactyls taxonomy is a weird science. I don't know. I like all those. Oh, yeah, because we uh I think we're having a conversation about whether a giraffe was a horse and that was something you said rags Which is not true Draft is draft start horses I okay. Well, I remember we had a conversation where I think you were trying to make the claim that a giraffe was a horse And I was along pushing back against that I definitely I never said What was happening was is a giraffe horse like or is a horse giraffe? Oh, yeah, that sounds yeah There you go. I don't think he was I feel like it's a matter of perspective really because horses are way more an important part of our human society than than a giraffe That you would say that giraffes a horse like Rather than horses a giraffe like Sure, I like that. That's just a matter of perspective um You should have a vote to replace the Aussie with someone who has a thicker accent A team is better than ass class because he's sitting quietly Wow Both very cruel takes I may say well to replace me with someone who has a thicker australian accent I mean all of us could have thicker versions of the accents that we Yeah, we all could have thicker versions. We've definitely moderated our accents We sound more um Normal or maybe less normal like it depends on Less normal of anything because it's something that happens to me more often where someone will be like Oh, you're not like from this country. It's like, what are you talking about?    I want to keep it between me and ethan Oh, absolutely.   Yeah Yeah, but The reality is like you should just don't just don't give in. No, I don't do it insults always make you look At the end there's debate 101 and don't look mad All right What's surprising?  Well, the the thing is is that uh as annoying as it is the making the best arguments Isn't like what it takes to convince people that you win Uh, at least not exclusively No, yeah, super important arguments, but you sound really angry. Yeah, exactly being right helps But uh, it actually won't get you all the way if the other person's more rhetorically effective and look calm Yeah, just well, I mean and to be fair. There's there's a lot of values in the like Yeah, you shouldn't be going crazy and saying insane. No chill out chill out exactly Even if you're really mad, this is a subtextual like why would I want to agree with that guy? I don't want to be anything. They don't like that guy Which is kind of funny Um chad worm versus virgin bald When he got on the ground What was that he got on the ground This is what they mean by doing the worm. Yep Just so you know, there are skateboard decks. I'm pretty sure high-end boards come with customizable parts He can switch tracks trucks the metal axles Wheels and bearings on each one of those decks. Fair enough. I don't know anything about xc or whether or not he's a skateboarder, but I guess he might be Uh, so xc not only steals the work of other creators, but he also steals the earnings from his own chair Yeah, that chair deserves its own salary and a lot of effort If that movie suggestion back. She's lord of the rings I could see us doing that someday. Yeah, absolutely.  They are Uh, fantastic at their jobs, right Devil fruit for you, which we now or I'm supposed to say we we uh, I certainly have more context for the devil fruits now the The the point of these questions was that you live in a world that's essentially Constantly surrounded by water and you you're on a ship. So, you know, the whole losing the ability to swim thing is much more relevant Um, it's not even just losing the ability to swim.  Yeah one for each. Will you eat? never again swimming the sea uh Wait these aren't Oh, they give me the names of them, but they haven't told me what they are Oh, I don't know how easy this is or not. Let me See if this works um God there's gotta be like a million devil fruit then think of The episodes that they probably come across people all the time that have new ones Um, so the first one is Or rags and it's boogie boogie Which gives the user the ability to change their body part into weapons Um No Any particular reason I don't know why I would need to do that. I have like actual weapons that I don't have to attach to my Like I've got actual weapons. Mm-hmm And I want to be able to be in water Or touch it, you know Yeah, all right. Well seems pretty straightforward bringing yours to ask is the beta beta which is allows user to create and control mucus One then I don't get to swim ever again. Yeah, I guess you're the magneto of mucus, but you can't swim. Uh, yeah, no, thanks Yeah, that was uh Some of these seem more cursey than others like, you know, the whole stretching one that luffy has that seems like a pretty good one It makes you invulnerable less. That's a really good one.  No, I'd yeah, I wouldn't want to do that. It's an off and on thing, but I still wouldn't want to Minus, you know, yeah, I don't think so Turn people into art. That sounds horrifying Yeah, what does that mean you touch somebody they get like converted into a painting? Then get turned into a portrait Um, I hate how analytics is talked as damages the showing of the video is the damage XQC doesn't understand his liability. How much dollars how much money would a 50 minute ad be on his stream? $25,000 he watches a 40 a week. That's one million in damages. Could he pay that would he 10 times that? there's a lot of um parts to this that are difficult to understand in terms of where the pieces are gained and lost Something that was suggested. I come if it was a super chat But the if the format work that it fed all of the viewers that he currently had into the video As though they were being watching the video themselves. It just sounds like another kind of license, you know Yeah But I wonder if I wonder if the streamers would be on board with that. Yeah, I wonder if they all they've got Minimal utility from those are those videos and if through some technological magic that was always how it worked You couldn't actually play a video that didn't feed your current viewers into that video if you weren't just doing your own thing I wonder if they would be like no, I can't do that. It doesn't benefit me enough Oh, that would be such a great test Yeah I'm back interview went well. I wanted to thank you guys for encouraging me to become more articulate and confident over the years I hope this is enough of a start also rags thoughts on ultra kill I haven't played it Oh, I have it's cool. It's a cool game. I think they've added new levels. So I should uh Put it up again. It's it's a cool like uh doom inspired Uh shooter with like a sort of uh 32. You said like playstation graphics. It's like 32 bit I don't know that seems like what they get called that kind of art style like uh low poly kind of thing. Yeah, it's a cool game Um, and yeah good stuff on your interview. I'm glad I went well It makes me sad to see something so nice from a craftsmanship perspective be so crap from an art perspective Referring to the watch when you read this in a month lul, although it might be 2.5 weeks Oh, the the watch that xcc has so something that's nice for craftsmanship, but crap from an art perspective It just looks uh It just reminds me again of the simpsons the watch that has the big jewels in it So that the the the hand can't move It's like so Because it was expensive and that's the only reason yeah exactly it's a brag about how expensive it is The chair wars begun they have through Please the dawn gift us hassan versus xqc debate I don't think that would happen, but Just imagine when ethan asks xqc if he's watched the unedited vision of his podcast There's this nice micro expression of contempt and scorn. It's so pronounced um Well because that's that's the thing right if you're presenting something as proof and then you say in response Have you seen the unedited version of the thing you're presenting?  Hello e-fap. I've gained my driver's permit in the time this stream took thanks for always being an inspiration massives Oh Congratulations. Good to hear Keep at it.  You can't drive I won't drive But xqc paid actors are on strike right now Uh-oh, that's true. You don't let the union know that he's taking some side gigs Uh this this harder to watch than the wings boogie fight that wasn't hard to watch that was hilarious I want the second one of that You could have a painting of a happy family originally titled life in the 1950s You could take the exact same painting and retitle it a study in abuse would that change slash transform the art? Not significantly enough You can obviously that'll change a lot of how people interpret the piece. They're looking at But I don't think either any of us would say that that's sufficient.  I love you every day It's just kind of funny. Yeah I don't know why joeva and biden is like funny Just a fusion of words It just doesn't do it the first time you started saying it's biden. I was like, what what do you mean? Yeah, I don't think I know that one I got it. It's joeva. Oh By done. It's joeva. It's by done. Yeah, by done. Oh, okay. Okay Um, hey rags. Can you check the yugio card called warrior tarot? warrior tarot Oh, hey, look at that. Let me uh, get you a picture Oh This card cannot be destroyed by battle on a card on the field is destroyed by battle or by a card effect or turn this face up card to its owner's hand Oh Look at him Well, I hope he makes it And the final message chris rock ignored fringy's first law of bald Oh, yeah, right well That's that. Thank you all very much for sending any messages. We appreciate it and uh Thank you everybody. We took a bit of time to get to these We're catching up every day. We're getting closer and closer So um Thank you all very much, but for now we're gonna head out. So see you around folks Yeah, I'll see you guys later. Bye. Bye


Good evening everyone. Thanks for joining. I am Rahul, Rahul Agrawal, part of American Express Credit and Fraud Risk. So I am sure all of you must have been, you know, gone through a very heavy dose of machine learning, data science, a lot of code algorithms. So I promise this is going to be a very light session. You are not going to see any piece of code or anything very heavy on your head. And I am going to keep it, you know, in a way that there will be a lot of stories around what we are doing. So we started this journey of, you know, data quality long time back. But there were a lot of challenges we faced in the journey. And this story is all about how we solve for those challenges and what worked for us, what did not work for us. So I will just talk about that. So I will start with one of the interesting stories, you know. There were three British researchers, you know, who were, you know, looking at ozone layer across the world at how this is performing. And they realized in 1985 that there is a big depletion in ozone on Antarctic. Almost 90% depletion was there. And they were surprised that there is actually a, you know, there is actually a satellite, Nimbus 7, which was monitoring this entire ozone on Antarctic. But why Nimbus 7 was not able to capture it? And when they looked through the data, they realized actually Nimbus 7 was able to capture the problem seven years before. But the data was considered by software as anomaly because values were too low. So it was completely ignored and the problem remained undetected for like seven years. So that's just a start point for, you know, how anomalies can make a difference to your results. And I'm going to just show some of the quotes I took from internet, you know, the average financial impact of poor data quality on organization is almost 15 million per year. That's by Gartner. And then bad data cost US $3.1 trillion per year. So these are some big numbers. I mean, again, every company, every organization has some impact of poor data quality. So now, you know, coming to American Express wise, this is so important to us.  And if you see your build business, it's around 1.2 trillion dollars. And just to give a context or size of the business, if you look at the size of Indian economy, we are at around 2.6 trillion dollar in terms of GDP. So we are close to 45% of that Indian economy in terms of our build business. So that's the size and numbers we deal in. Now, why it is so important to us. So on a daily basis, you know, we are making decisions on billions of dollars in build business. We are touching millions of customer every day. And we are processing 1000 of new accounts application who are applying for our card and products. Now, let me just give you some interesting scenarios from the past.  The expectations are that within a second or two, you will get a decision and most likely that will be an approval and you are done. But what you don't observe is that behind every such decision, we have close to 10,000 variables, 4000 plus rules, which are playing a role behind every such decisions. And a couple of years back, we have an interesting scenario. Then there was a new variable which was introduced to one of our models. And there were some initialization problem with the variable. Now, see what happened. All of the sudden, our decline rates went up from 0.5% to 12%. And that trend remained for four hours, five hours. It's not only a financial loss or impact to us, but more than that, it's a branding impact, which was very huge. Coming to the, not only this is not an issue, only with internal data, I'll take another scenario with the external data. So we deal in a lot with the data coming from third party, you know, bureaus for our new accounts acquisition or approval processes. So what happened sometime back, one of the bureaus changed the bureau score version of that data, which we didn't update it in our system. We are expecting data to behave in a certain fashion, but with the new scoring altogether, the models were not, you know, accustomed to that particular variable. And we start consuming it in the same way the way we were consuming the old score. And we can see immediate change in our results and outcome, you know, from the acquisition standpoint. So these are some of the examples how these change in behavior in data impacts us. So overall, if we see the margin for error is very small. Now, coming to the problem that why this problem is a very complex problem to solve for, you know. So if we see, you know, what is anomaly detection?  And anything within the boundary is the pure data. Now, the challenge is where to define the boundary because there is no right or wrong answer to say, hey, this is the right way to define the boundary and this is the wrong way to define it. And if you define it too tight, you may end up getting a lot of noise, a lot of, you know, alerts. If you try to make it too relaxed, you may lose out the real problem and real issue. So I will exemplify it with one of the interesting, you know, very interesting example.  And, you know, there was one of the most favorite one for me was the, you know, the Mario. And within that, there was, you know, Nintendo was a creature for a creator for the Mario and this person again created another interesting series in 90s called Finding Waldo. Now, Waldo is a interesting character, you know, with red and white sweater and red and white, you know, hat. And he wants to be an astronaut, he wants to go to the moon. And by figuring him out in the images, we can get more points to take him to the moon. So we are helping him out. So, let's look at this picture. How many of you can see the Waldo in this picture? I can start seeing some hens 5, 6, 7, still quite a many. Let me change the complexity of the problem. Now, how many of you can find the Waldo over here? So, it's difficult. Now, now look at what has changed between these two, you know, images. First of all, the number of characters in this image are way too high than what they were earlier. So that's what exactly is happening with data. What we used to have data 10 years, 15 years back, we are dealing with a smaller amount of data. Now, we are dealing with a huge amount of data. So, data has gone multi-fold. The second is there are a lot of similar looking patterns with red and whites. So, what we call, this is the noise in data. There is so much noise in data, it's very difficult to identify which is the real Waldo versus which is the something red and white. So, that's the another problem we are seeing. The third problem is the time to market. If you see, you can definitely detect the Waldo in this picture, but you will take a huge amount of time in figuring out where is the Waldo. And that's where the time to market has gone up for all these reasons. So, if I summarize these challenges, what we are facing, you know, we are having a lot of high false positive in the data. We have lack of scalability, very high time to market, low adaptability and a lot of inconclusive alerts. So, that's the problem statement which we are facing. And let me just talk about the approach, how we were solving for it. So, our original approach which we are using couple of years back, we were using multiple statistical functions, you know, which were just generally industry standard, which were giving us a UCL and LCL basis on that we are trying to detect the anomalies. Now, what was happening? I won't say this was not working, but what was happening, we were getting lot of noise, we are getting lot of high number of alerts. We have to tune every time series differently because every time series are a different behavior and it used to take a lot of time for us to just tune it and there was lot of inputs coming from our user base. So, can you change my time series to plus minus 3 sigma versus this and that. So, it was a very big exercise for us at that point of time and there was not normal distribution for every time series that was another problem. So, we started with that. Then we thought, you know, as a company American Express, we are pioneer in machine learning. We started on this journey, you know, in 2013 itself by setting up a AI lab in Bangalore and, you know, from 2014 itself, we start using the machine learning models into our fraud detection, servicing, customer acquisition and today, if I see, this is the backbone of almost every decision happening in American Express. So, we thought, why not we try to leverage it for data anomaly detection and see, you know, how this can help us in this entire journey. So, this was our first novel approach, what we tried.  So, in ensemble, what we realize is that, you know, every type of model is solving for one given type of problem and basis on that we are looking at, you know, where is the majority vote coming? If majority is saying this is an anomaly, then we are considering it as an anomaly. If majority is saying it's not an anomaly, we are not taking it as an anomaly. So, with this approach, we were able to take care of a lot of seasonality, trends and a lot of such behaviors which we were getting earlier. So, noise went down quite dramatically and if we see some of the results which we are able to generate out of it, our accuracy went up by almost 50 percent, which was a huge jump, you know, in terms of, so, and almost, so, in another word, we are able to cut down our false positive by 50 percent. Time to market almost 3x gain over in time to market and why is it so? We don't require to take any inputs from user, we don't require to tune the, you know, the limits taking from the users, but still there were some tuning we have to do for each of these different models which we are trying over there. The execution speed was very nice because we got a new big data cluster, very powerful cluster and we were able to run all these models over there. So, time to execution was very, very fast and the detection time went down just because the number of now the user needs to look at less number of alerts in place of what they were getting earlier. So, our detection time really went down, but then we realize what next can we do on top of it and that's where we went to the, you know, revised ensemble approach, which was a weighted ensemble. Now, here what we were doing, we are putting all these different type of models on historical time series and basis on that we were saying, you know, which model is better suited for that given time series versus which is not and basis on that we were defining a weight for that particular model. The another interesting thing we also did is we also had another algorithm to quantify the anomaly in terms of a score. So, what we are also looking at that if there was an anomaly, then how you quantify it? Is it a small anomaly? You can give it a weightage of 20 points versus a bigger anomaly which is a weightage of 80 points. So, now in terms of your historical time series when the model is running on that, what type of anomalies it is able to detect? The smaller value time series anomalies are the large time anomalies. So, that was another interesting learning which we had in the journey. So, with the revised ensemble, if you look at the results, the accuracy went to 80 percent now. We went up by 80 percent in accuracy. So, almost now every other alert was very, very relevant for us. The kind of alerts we were getting were now very, very relevant. The time to market really went down because there was no user input of any sort. All you were giving us was that we have a time series. We know we have to just monitor it, put it to the learning techniques and then within models will get tuned on their own and then we can just apply this entire mechanism right away. So, almost you give us something to us next it is up and running. So, that is the kind of benefit we got in the time to market. Execution was again good and detection time went again quite low by 70 percent now. So, that was the other benefit out of it and within detection time one more thing as we did was that we are further giving the scoring for every alert to people. So, they know exactly if they have limited amount of time which one is a bigger you know anomaly versus a smaller anomaly and they can pay more weightage to that particular feature you know that particular alert. So, I will just come to some of the key learnings you know which we had in this entire journey you know. The first thing was supervised versus unsupervised. We thought initially when we started that can we go with the supervised I will take questions towards that. So, can we go with the supervised you know model learning model over here, but what we realize is that number of data points we have from the historical learning is very very low. There are because it is not like you know you are getting in a time series you are getting 50 alerts every you know there are 50 issues happening in reality. There is hardly one or two issue which has happened in last two years or one year and for you to know that issue exactly and then basis on that can you train your model it was very difficult. So, we went with the unsupervised and what but what we are doing is now every alert which we are generating we are taking a user feedback on that that is it a relevant alert or not if they say it's a relevant alert we are feeding it back to the system. So, that's the one thing which we are doing the other part was explainability. So, you know what we realize is that you can definitely generate lot of alerts, but can you really explain it to a user that what is the problem here. So, until you have a good explainability for a given behavior coming out of machine it is of no sense or no use for people. So, you have to relate it to the actual business problem and more contextualization around it that why this is happening. We are also exploring you know some other tools and utility which can provide us the explainability more in a grammar English grammar type of thing where we can have all this as a verbiage rather than user needs to define their own thinking that what is happening over here, but that is very important the explainability of the entire thing multivariate versus univariate. So, we we started with univariate and that that's working absolutely fine for us. One of the thing which what we learned about is that a lot of time suppose we are getting bureau data now there are 15 variables coming from bureau and all of the sudden one fine day their missing percentage went from 0.1 percent to 12.372 percent. So, now I can correlate that these 15 variables are behaving similar in a similar fashion because you know there is a correlation in terms of their missing percentage because it can't be a random thing that all of the sudden my 15 variables have a same missing percentage to that precision. So, we are able to correlate all these alerts together and basis on that we were able to further reduce our number of alerts because now I know if a lot of time what used to happen if there is a problem it will create problem for almost 40 or 50 variables in one shot, but by correlating that you know the percentage of deviation we can easily correlate those variable and basis on that we can reduce the total number of alerts. Talent in house versus external this was another interesting thing. So, for us the good part was that we have a lot of strong in house talent on machine learning there was a good practice of machine learning you know in different part of the organization.  So, by combining all these things we were able to take it forward, but if we just purely think of can we do it purely with the in house talent it becomes difficult unless they have that that level of skill set or you know and bringing some external perspective you know also speed up the overall journey. The other part was the place small bets and fail fast you know this was very interesting you know we because we never know what is going to work what is not going to work in this journey. So, we tried many things you know what I have shown is just few examples to you, but we have gone through a series of things which we tried in this journey some of them really work well some of them didn't work well. So, but we were never stuck to a given point we were always you know experimenting. So, that worked very well you know we fail we have failed many many times in this journey, but the failure the cost of failure was very low for us. So, I will just conclude that you know we are able to find our Waldo in some form and shape I am sure this is going to be journey for all of you as well. So, with that you know I am up for any questions you have. So, you know we are we are using a family of algorithms for each of these you know models if I come across right now we are actually filing a patent on this we are still under there. So, we can't disclose exactly which particular algorithms we were using, but I can give you an example you know if you look at its statistical function EWMA you know it is a it is a very good one which is giving us good results or in terms of trends and seasonality double exponential that is also working well for us or hypothesis something like Grubb's test that's giving us good insight in terms of the hypothesis test that you know is it working well or not. So, some of these things you are trying but these are just few examples I am giving but there were a series of models you know which we are working through and this is a constant journey you know we are learning few things and applying few things every now and then and making constant changes. So, I won't say that you know we have tried anything in exactly from the deep learning standpoint at this, but what we are doing is we are working on a crowd sourcing model within the company right now. So, we are expecting some results in another month or two and basis on those results I think we will be able to further improvise it. But at least at this point where we are with the current set of techniques which we are using the results are really nice I mean any alert which comes people just can't ignore it and the good part is there is a scoring around it. So, if you see a result with a scoring of 10 or 15 you know this is probably a marginal alert or you know you can ignore it but if anything coming like 50 or 60 you know exactly this is a problem. So, basically we have got a I would say it's a mix of things you know we are a we are looking at a lot of knowledge which is available on the net right now.  So, whatever we can get from the external perspective that's definitely very very useful. Second as I said we have a very big in house practice. So, on the machine learning. So, basis on that again we are getting some very good insight from that. And lastly as I said we are working on crowd sourcing you know already there is a project right now in the crowd sourcing within the organization itself and we are awaiting some results probably in few few few weeks or so. Sorry unfortunately I've been asked to stop it now. No I'm done I'm already done I was taking few questions. Of course of course we are and please visit if you haven't got a chance please visit Americans Express stall over here and play some interesting games over there. Thank you so much. Thank you.


I'm Nathan, this is Ashley with Oxford Toyota. I wanted to send you over a quick video greeting that way you can see who you'll be working with. I noticed a true car NRA that you are interested in a new 2016 Tundra. I went ahead and sent you over an email with a little bit more information about our dealership. When you get a moment, please give me a call. My number is<PHONE_NUMBER> or you can also email me back. Thanks, bye.


This is stock number 9826. We are here at Summit Automotive in Fond du Lac, Wisconsin. You're new and used heavy-duty truck headquarters Remember we are the guys with the trucks on 41 Today we are checking out this super clean 2014 Chevy Silverado 2500 crew cab short box This truck has a 6.6 liter Duramax diesel with the LML motor which pumps out 397 horsepower Silver Ice Metallic is the color We shoot all of our videos in 1080p So if you have HD capabilities on your computer tablet or smartphone device Turn them on right now because it's like you're right here looking at the truck with me factory alloy rims Goodyear Wrangler All-terrain tires these are LT 265 70R 17s, and they have a really good amount of tread left I'd say probably 70 to 80% of the tread left on those tires Front fenders in excellent condition. I didn't see any dents or dings on that The hood is in nice condition as well. I didn't see any dents or dings on that and the grille no cracks or Imperfections headlight lenses are nice and clear does come with factory fog lights Has the clearance lights as well Passenger side fenders in nice shape And the passenger side rim about the same condition as the drivers and that tire is just as much tread as the driver side Comes with factory chrome step bars and as you go down this side of the truck You can see just how clean the body is how reflective and mirror like that paint is We take these HD videos So if you are far away or even if you're close by and just cannot make the trip down You can still see the truck here the truck and have confidence in the vehicle that you're looking at before you even get here Didn't see any dents or dings down this side of the truck back rim Pretty nice condition Back tires have just as much tread as the fronts and you can see the frame and the underbody very nice and clean Those box rails all look really good Do you want to point out it does have air lift rear airbag suspension and the rest of the frame and under body? Pretty nice condition lower rockers all look really good, and it does have all the remaining factory exhaust So it hasn't been deleted or anything As we come around to the back No dents or dings on that rear bumper does have a full towing package Which includes receiver hitch and seven pin wiring tailgates in nice shape does have a locking tailgate And a backup camera has a line X spray and bed liner. That is an excellent condition to apologize for the ice But we just ran it. I just had a snowstorm yesterday And as we go down this side of the truck just as clean as that passenger side One thing I saw one tiny little ding on the box there Nothing major and for full disclosure this back room is in nice condition as well It does have the z71 off-road suspension package, which gives you the skid plates and the special shocks No dents or dings down this side And once again those step bars are in nice condition as well Has the telescopic tow mirrors with the built-in directional signals These go out like so they also fold in Little icy right now Inside the LT one package gives you the black cloth interior. There are no rips. There are no tears on the seats They are in very nice condition Comes with all-weather floor mats throughout Has factory brake controller auto headlamps and your information center power windows power locks power mirrors And as we hop inside the truck here You can see that this one only has 51,709 miles you get the leather wrap steering wheel Bluetooth audio controls on the right cruise controls on the left. No scuffs or scrapes on that steering wheel. It's nice condition Comes with the six-speed Allison transmission with the manual tap shift AM FM and Sirius XM radio capabilities and a CD player Dual climate control turned out four-wheel drive stability track and factory exhaust brake Carpeting and all-weather floor mats are in very nice condition and the passenger seat is in excellent shape as well No rips or tears on that So we take a look up here. You can see it has the That little button indicates it has a snow plow prep group. You have your map lights and then you do have a backup camera in the rear view mirror and It does have on-star capabilities as well Finally you get an Augs and a USB jack right there We'll take a quick look at the back seats. Then we will check out under the hood Back seats are just as nice and clean as the front seats. No rips or tears back here It does have the latch child safety system fixed glass rear window And the carpeting and floor mats are in nice condition back here. No rips or tears or major statements Take a quick look under the hood. I'd personally like to thank you for checking out the video today Hopefully from this HD video you'll have been able to tell just how nice and clean this truck is so that you can make a smart buying decision Under the hood we have a 6.6 liter Duramax diesel with the LML motor 397 horsepower Engine base very clean runs very smooth. This truck has been fully safe to Dan inspected by our service shop Has a fresh oil and filter change All the fluids have been checked and topped off And this truck is 100% ready to go See more put see more pictures of this truck or one of our other 450 new and used cars trucks SUVs Mini vans wranglers, you name we got to go to our website www.summitauto.com full pictures and descriptions of every single vehicle on our lot Videos of every single used vehicle that we have all at summit auto.com if you want to check out just our used inventory You can go to trucks on 41.com. That's trucks on 41 .com and if you want to make this truck yours give us a call right now<PHONE_NUMBER> ask for one of our sales associates to make this truck yours today once again that number is<PHONE_NUMBER> and if you'd like to check out more HD videos you can go to youtube.com Slash summit auto remember to like subscribe and share on this video and all the videos that you see there in fact in a Second you'll see links to subscribe to our YouTube channel on your left it links more heavy-duty truck videos like this one on Your right if you haven't been to our website on the bottom link to this vehicle on our website click those check us out We really look forward to helping with this super clean 2014 Chevy Silverado 2500 crew cab short box. Thanks again


and welcome back to the STM32 QBIT ADVANCE debug features video. Right now you're going to continue with our debug exploration or the serial wire debug session. So I'll just skip ahead and go to the QBIT with the very same code that we've been working so far. As you guys can see I'm back to the code editing perspective because I wanted to highlight a very unique feature that we're gonna explore on this session which is the printf. So there are a few calls throughout the code using the printf. As you guys can see I'm highlighting those right now and as I mentioned the printf is actually relying on the underscore right function and this function is using the itms and chart to actually print out the characters for us and this is going to be using the serial wire output to actually send the characters over and that's why I'm only allowed to use tx functions in this moment. So let's go ahead and enter in our debug session and now that we are back on the debug perspective I can go to window, show view, serial wire reviewer and this time I'm going to use the ITM data console. So right here is that the part that is being associated is the port zero and by entering on the settings we can actually see that the seamless port that is actually enabled is indeed the ITM port zero so that does make sense and I can just hit OK and I can start the trace. As we wouldn't expect as the code goes on for all those screens the messages are going to appear here for us but before we do that I just wanted to highlight another very useful feature which is the breakpoint. You all know that if I just add a double click here I can place a breakpoint and as the code moves into this direction the code is going to stop and I can use the breakpoint. What you may or may not know is that we can actually change the breakpoint to send us a dynamic printf as well and we can see the printf message that's going to appear. So I can just add this particular breakpoint here and instead of show the code stop through here it's going to send me information on the debugger console that this line has been achieved throughout the code execution. So I'm actually going to do both right now. I've already have my serial wire reviewer ITM data console logging information so the start trace is available and I can also see that the debugger console is also on. So by the time that I execute the code I do have this special breakpoint that I mentioned here so I expect to see a print message here and then I'll just switch to the tab. So as the code evolves I can actually see here same heatline 97 and we can see where it heated or that it is. I can actually edit the message that I want to appear when I go to the settings of this given breakpoint and I can switch then back and forth between regular breakpoint or just the dynamic printf breakpoint. So this is just a highlight information. What we are really here to validate right now is the serial wire reviewer and it's been going on for a while. We can see that our main loop is actually counting the value of our variable so we can see where we are in the values that are being plotted. I just paused the program and I also scrolled up into the very first message so we can see that even from the start along with the special breakpoint you can see both information being saved. These are two ways to use information on your debug console for printf when you don't have the serial wire reviewer at your disposal. You can use the serial wire output to just printf using the ITM. I hope you enjoyed playing with the printf's and see you guys on the next session where we are going to explore the final usage of the serial wire viewer. Thanks for watching and see you soon!


A year ago, the defensive rankings weren't that great. You had people wanting you to be fired. How nice is it to see the production and the improvement in so many categories and what this defense has been able to do this season?  I mean, I'm happy for the players. I am. I think they're doing a heck of a job week by week preparing and going out there and executing and making plays, right? And I think you see the production, the stat line, whatever it is, increase as a result. So I'm happy for them. What they're able to do week in and week out, feel like we've been improving as the seasons kind of went on. So hopefully we can continue that this week. We've got another big game this week, obviously going to Houston. So hopefully we can continue to prepare these next few days and go down there and put up another good show. Kayla. Pat, Coach, how much of a difference has Danico Autry been to this team and just the ongoing consistency that he's able to put out there on game days? Yeah, I think he's been huge for us. Obviously, on third down, what he brings, being able to go inside and he rushes outside some for us on occasion on first, second down. So I think his versatility to do some different things has been a big piece for us. And he's been a factor. Very rarely do you see him not factoring the game. He's productive. He's able to get those one-on-ones with guards and you find ways to win. And I think they're doing a really good job across the board all four of those guys of being coordinated, understanding who they are, understanding who the guy next to them is, and being able to execute the plan with a good understanding of, hey, this guy next to me is more of this type of player, whether it's Nico or Jeff or Harold outside versus Bud. They're all unique in their own right. And I think as a unit, Russian, I think they've done a good job understanding that. Paul? Shane, I know we've not learned much about what Schwartz does probably on purpose that that's vague. I'm wondering if you might be able to offer one small example of something that he does or has done that's had a bearing on the defense, on a guy, on you? Yeah, I think just like all our other assistant coaches, they're all extremely valuable. They do a really good job of providing input for the game plan. He's involved. He's in every defensive staff meeting. I think a big asset for me is he's somebody I can bounce the talk of. He's been there. He's done it. So when I got a thought, when I got an idea, when I have a question, he's someone that I can turn to. And he's an invaluable resource to me. He has been throughout the season. And I think it's been a great addition for us as a defensive staff. Toronto? The run defense you guys have, I mean, your second in the league, how big is just the sheer want to from the secondary as far as tackling this concern? How big is that in your run defense? Yeah, it's huge. I mean, you go back and look at it like I think a lot of those ex-play runs that end up showing up at times. I mean, it comes down to the second day, right? Those guys' ability to get guys on the ground is the last line of defense. And you eliminate some of those big games like that's going to show up in the stat sheet and rankings and all that other good stuff. And then also like just their role. And there's times when we play an eight man box and those guys have to fit, whether it's on the edge, whether it's in a gap, in a big gap, like they're asked to do some of those things. So I think the willingness of those guys has been good. I think their ability to go up there and tackle and show some physicality in the run game has been a great asset to us throughout. But they're always involved, whether it's a corner, whether it's a safety. And I think the willingness has been there. I think they take just as much pride in it as our linebackers. Because again, it all comes down to being able to play unit defense, whether we're defending the run, whether we're defending the pass, it really takes all of it. Jim. And Shane, I know a lot of guys, including you, I'm proud of what you guys have been able to do in run defense this year.  Yeah, I think, I think tackling has been good. I do. I think other than really that first Jacksonville game, I think we would tackle pretty well for the most part.  They're swear, we're able to set edges. Guys are getting downhill and they have to get downhill and fill up some gaps. So we've been able to really build that wall in there. I think that the team and the rushers and everybody else's understanding like, you've got to earn the right to rush, right? Like first, second down defense isn't always about getting your fastest sporting stance and going off the ball, like, there's a responsibility that comes with stopping the run, creating those third amongst, creating those passing situations where you're able to rush and cover and do some of those things. So I think they've embraced that part of it. And then I think really the understanding of fits and gaps and units and just with kind of our plan and what we're doing, I think guys are pretty coordinated in their understanding of how we're fitting things up for the most part. And there's time when we see something new and it catches us a time or two. I have been last week against Miami early again, but you know, overall, I think their understanding, I think their assistant coaches has to go and save things, right? We're both in mid, I think all those guys have a good grasp of what we're asking in terms of fits. And Ben? Hey, Shane, I was wondering what you saw from David, from David Long in his first game back in close to two months. And KB was kind of saying after the game, you somewhat of an emotional leader. I was wondering maybe kind of what that meant to you as well and just in terms of kind of the depth you guys have at Inside Linebacker. Yeah, I mean, it was good to see David back out there. I think he plays with passion. Like when you watch him play, like we know every single play that he loves football and it's not always perfect, but he finds ways to be productive, right? He finds ways to be productive, whether it's tackling, whether it's playing it, being able to play the ball in the air. But I think he shows that passion, the speed he plays with, the physicality that he brings. I think it shows. And I think our guys see it and it's like we see it as coaches. You guys see it as you're watching the game. I mean, that breeds some juice, some energy. And I think that's where KB's really moving to with that. And again, like that linebacker room, we've got a lot of depth there, man. It's a great problem to have. You see as it goes, but it gives us some versatility of how we can use guys, what we're asking them to do. And as the league goes and our game plan plays out with what we're asking each guy to do, like that's how we go with the league. We're getting short on time, but I'm gonna try to squeeze in these last four. So quick, rapid fire. John Glennon. Hey, Shane. One more on the run D. You know, a lot of these guys were here last year when the team struggled to stop the run. What would it mean to you think to finish first against the run? I know you're pretty close. I know wins and losses more important, but that also be a significant for these guys. Yeah, I mean, I think the D line guys are all about it. Obviously, I mean, that's really what they do with the team stopping the run. That's from passive, so I think it's a big deal for them. Ultimately, we're gonna do what we gotta do to win the game. And I even got to, whatever we got to do to win the game, whether it's hopefully we can hold them and we can stop the run and do those sorts of things. That's always part of it. But I know those D line guys up front, the line backers, again, moving back to what Sean asked about leaving the DBs to some degree. I think they're aware it's on their mind. But right now, really, our focus is really finding a way to use whatever we got to do to win Houston, however we got to do it, understanding the game plan and being able to go out there and execute and see how it goes, but finding a way to win the game. Terry. Shane, with Jay on coming back, now you've got four healthy inside linebackers who all have started for you at times this year.  Yeah, I mean, it's part of it. You always want to create competition on your roster, whether it's in training camp, whether it's week 18, like that's what makes guys better. It's having somebody nipping out their heels, never getting comfortable, like understanding it's a competitive league, whether we play a team or whoever we're playing or on our own team. Like that's how a roster is structured, that's how it's supposed to be. And I think the guys understand that. And again, it's a great problem to have for us. It really is. It's being able to kind of pick and choose based on their skill sets, what we want to do with each guy, you know, find ways to incorporate them as we see fit based on the game plan and kind of go from there and make it to the game. Obviously, it's going to play. Last two, Davis. Along those same lines, Shane, is there a risk of overthinking who to use in what situation out of that quartet or do you almost feel like you can't go wrong with whatever you decide? Yeah, I mean, I think we play it. We play it in one game with all of them, right?  So, I mean, it's not like things are true dramatic. There's situational stuff that comes up or a second down or a third down. Some of that stuff shows up at times on how we're going to use guys, but I think all of them got good grasp of it. No matter who it is, it's going to go out there and play.  I agree. We don't need to overthink it. We've got two guys out there and let them go play. Last one, Luke. Hey, how do you approach blitzing when for the most part, you haven't really needed to because of the four guys up front and you can just sort of send seven and cover it, will? Yeah, I think, I mean, I think there's time and place. Just as the game going, you kind of get a feel like we always have a variety of things up in the game plan. I mean, as the game is going, you kind of get a feel for how it's being played, how you're able to affect the quarterback, whether you're able to do the four, whether you need to add a piece. The coverage plays a big part in that as well. Just how effective you feel like you're able to cover maybe a man down in coverage or if you need to make sure you've got that seven piece and you can do some different things. So I think it's really a deal thing as the game's going, just kind of seeing where we're at. We always have things on our call sheet. You feel like our best bet if we need something, but at the same time, like it's really kind of deciphering and seeing how it's going with the guys and what we need in certain situations throughout the game.


Rob asks, how do I delete a calendar invite, which is canceled and removed at the sender's end, but still reflecting active at recipient's calendar? There are hundreds of recipients and subject is a commonly used one. Yeah, this never happens. Except all the time. Yeah, except on a daily basis, yeah. We had it recently where they've left and exactly this thing and it was across a large group. It was for the champs and they were the ones that had set it up from a project administrative, but then they moved on and then I had to take over and look after it. And no, it's not easy unless you sometimes you can go back in to if you've got your 30-day retention policy, sometimes you can go back in and looking at pulling it from if it hasn't been deleted, but once they've gone, it's been deleted, it's then the individual's got to pull it out. Yeah. Really, it's just a manual then every person that's got it. Well, this is just one of those weird things is that if I do a, I don't know if it's just the scale, the scope of that invite, but like if I send out a meeting invite to the four of you and then I cancel that meeting, it's usually pretty good about then going and sending you the cancellation. And so my first thought, that's still showing if I canceled it and still on your calendar, one, it should show on your calendar, should say canceled on there. If I've just deleted it without canceling it, then the system will retain that. It'll still be on there. As the host, I'm not seeing it now, but I also didn't follow the protocol and cancel it before deleting it. And the one other option is that if I did cancel it before deleting it and you'd never saw the cancellation, again, it should say canceled on there. If I canceled it and maybe the email notification to with the remove calendar item button in the email, maybe that is just unread in your inbox. Maybe somehow it got to junk or it's just not, it's like, I don't know. But that's the way it worked. From reading this, I get the sense that the person, the originator of the meeting deleted it without canceling it. Probably, that's something that's happened on at least one or two of the PGIs that we attend. Microsoft does it all the time. Yeah, and that's the thing. It's still active on my calendar. And if I go in and join it, there's always some Microsoft person in there saying, this is no longer valid, please delete the calendar invite from your personal calendar. So it goes back to... Yeah, so yeah, as I said, if you've still got the account and it's not, you've got the identity still there, that 30 day kind of, you know, retention period go in, whoever's the manager, sign go in, have a look at it. If it's too far gone, it's all just manual from here on out. Unfortunately.