Toot toot toot. What was your favorite? What's your favorite singing warm-up? My it would or is it gargling the skin flute? No, okay.    Oh, yeah, I put the Anyways, welcome back to the channel. Hi everybody.   Thank you, sir We're as a there's a feeling fan right above us who knew was how we can and if you look up and you see Shahrukh Khan Spinning above your head that too could be a ceiling fan. That's true. Yeah, that's true But this one we see is feet. We saw this trailer Many many moons ago two months. I think yep of the channel at minimum. Yeah Of when we reacted to Indian content. Yes, and then we Re-reacted to it a little over a year ago. I want to say we reread Because I knew we at the time we reacted to we hadn't seen a Shahrukh Khan film That would be right and when we react when we were reacted to this we would have never have seen it And so we had no like concept of a who's that guy? Who's this man? Why is he playing the superstar? I think I compared him to like it would be a Taylor Swift. I think is what I said specifically Which is one of my great blunders. That's fantastic And it was well along he how many hit singles as he had yeah, yeah, is that right? But We heard everything about this film from it being a financial flop. I do believe yes But then it getting legs on later for people Appreciating different aspects of the film and all the kind of stuff. So this would be a hundred cents Obviously came out in 2016 almost ten years ago. I'm just crazy eight eight years ago. I guess right is the 2016 Math is hard. Yes Almost 20 years ago, I think it's a no, I know I know I know it's closer It's closer. It's closer to seven sevens as close to ten as 13 is close to 14 Had to think about it. Didn't you I suppose it is yeah Anyways, but we have a chance for you to watch it. Please go watch we saw it on Amazon You can check that out there Rick your initial thoughts of the fans. I'd like to know What things about the film stupid babies? liked about it Cuz I this was I I'm somewhat flabbergasted I Really did not like this this is Possibly I'd have to really think about it But man this this one is Possibly my least favorite of any of the films we've seen I really don't like this movie for a million reasons I think I'm forgetting. Oh, no No, I have I hated this won't for those of you who like this and like SRK and feel like Anything he does is gold. Well, you might have a lot of people that agree with you obviously because I will it was a financial flop Yeah, I just it there are so many things about this that weren't just bad They were insultingly bad So I won't have anything nice to say about the film. So if you wanted to hear me say something nice This will be a short review for you Because I have nothing nothing good to say about the movie. I passionately disliked it Interesting. Yeah. Yeah, this I didn't there was a lot of a lot of stuff that I think we will agree with that I didn't love as well. There are yeah, there's nothing. I've got love There are some things that I did actually appreciate and we will we will talk about those Stop looking at me. I'm very interested to hear what those things might be But obviously we will we will get into all of it this is I think a lot of people what they appreciated most later on from what I hear is certain aspects of his performance And then because obviously he had two different characters in this and then the whole concept I think This film had a lot of tonal shifts from what I'm sure you in terms of genre shifts Yeah, it was the second half basically went into a them trying to be my three. Yeah, kind of right. Yeah Or am I not am I three specifically am I but that didn't so that wasn't knee-jirky for me Well, it was just different from what you get in the first. Oh sure. Yeah, the first half is a much more I don't even know what you'd call it. It's like just much more of a story about the fan and then It gets into basically a almost a heist style in terms of how fast. Yeah, like a lot of stuff come Sure in the second half, which I know was Knee-jirky for a lot of people including it was for me as well My I it's actually kind of interesting that you didn't appreciate any aspects of his performance specifically The fan aspect Because I thought he was actually better in the fan than he was playing He wasn't really playing himself. He was playing more of a superstar, which is why they call him Shah Rukh Khan Right. He was playing more of the Stereotypical Bollywood superstar, right And I thought he was actually better at playing the fan that he was playing his Superstar if I were to lean if I had to vote one way or the other I would agree with you Cuz I don't know if it was vfx or or makeup or both. It was I I think it was more heavily Vfx might have been a little bit of both generated and I think it was a little bit of both I think the teeth were definitely Practical practical. Yeah, I would think to get his voice a little differently and the voice and obviously Well, I'll talk about some of those things later on but he that portrayal is the thing I was actually most interested in the entire film because I enjoyed that performance The other one was kind of just I could throw it away and be like I didn't really I was like I think you could have done a little better at playing yourself I mean, he wasn't really playing himself. No, he wasn't it was I mean more him than the fan was Because it was he was playing a superstar. He was basically playing Shah Rukh Khan. No, it was interesting though that they didn't call him Shah Rukh Khan I think it was a conscious choice. So people it was even though they even though it was I mean movies at his house at his house Yeah, I mean, you know who he's playing But that's an interesting choice to not make it that but did you like his performance as the fan before we get into anything else? Or what'd you think about it? Yeah, I I felt Here's here's one of my biggest frustrations about the film is I've seen enough of SRK's capacity as a legitimate actor to become deeply frustrated when he's in films that are Not artistically excellent because I feel he often and for my liking far too often Sides on the on the side of being a movie star versus being an actor when his capacities as an actor. I've seen enough of it. I I yearn to see him Be the I feel like we haven't even seen it But we've seen glimmers of my name is Khan is the one I go to all the time I genuinely think Shah Rukh Khan could be in the conversation of best actors that are out there but in this While I didn't I didn't have anything particularly Blaringly awful in the performances. There was nothing that was definitively wonderful in any way for me with the character I'm glad that the character seemed fleshed out to a certain extent But as a whole I felt like too much of it was reliant upon the differentiation of what he looked like Versus Anything that stood out to me as far as flexing I didn't see anything that was flexing thespianatic muscle and I found a couple of moments to be And I don't know what was going on on set, but the conveyance that I got from it was This scene is going to be done so we can show you some emotion versus me needing to have seen the scene to compel The story or become closer to the character. So yeah, there wasn't anything that was particularly More because you were already frustrated with the film easily. So yeah, yeah, for example everything when the film started I was enjoying the fact that he was portraying this character that was so different from himself And I was interested in where it was gonna go. Yeah, but it quickly derailed for me. Gotcha. Yeah No, I I actually I don't agree with that assessment of his fan character I like that performance. I put it in one of his top five That part of his performance in one of his top five performances. So really Yeah, yeah, I in for his performance of the fan. Yeah But what else would you put there? I don't in top five not movies. I'm saying no characters. Yeah, I mean even in his films Yeah, no Obviously swedish obviously my name is con. Yep. Okay, Dev Doss, which I know you didn't know absolutely a hundred percent No, even as ridiculous and silly as DDLJ is one hundred percent a performance not a film No, you know that correct that performance. No, I don't agree at all with that Yeah, I'm talking about a thespianatic performance his his job at fan. I think was the star of this fan film Yeah, I didn't I didn't see anything in the performance that stood out to me as being meritorious Nothing, I thought I thought he it was there were no blaring problems with it which that shouldn't be a compliment a Compliment should be I fully believed you were this character and there were many points where I was very interested and was suspending my disbelief and was Astonished at the capacity of what you were doing to transform who you are to become this particular person Yeah, that never happened for me. It did for me. Yeah, which is why I'm saying it I put it in his top three performances top three. No, no, sorry. Oh, okay. Sorry top five I haven't really fleshed out right. I just know because I I know if his work what I don't normally I Normally go into his films just to be entertained and I'm not really looking for his standout performance You know, I came into this expecting to see a popcorn movie. I was not expecting there to be anything artistically meritorious No, I'm more saying that's when I go into a shower con film. I'm not looking for a top five performance In for my list and so a lot of his films don't get in the top five just because I'm like Yeah, it was he did right. It's not really right performance driven film Right more of a I enjoy watching shower con because he's fun So what particular moments and what particular character? There's a lot of differences between any other characters ever played and the fan once again the fan specifically I know he played two characters in this the fan character. I thought he showed a lot of motion I thought it was very different from his actual whatever the shower con character name was Ariane con no Joe Ariane Khanna. I get confused with names. Yeah, he was Guarov Was Ariane Khanna was a star. I thought there was a lot of differences between them even though I did see some obviously moments that obviously frustrated me as well I think a lot of that has to do with how the movie itself was made Which we will get into and you didn't see it. You didn't see any indicating moments or moments Yeah, he was conveying emotion There were moments of that. Yes, it's still shower con who I don't think is a lot of times the strongest actor or at least His directors give him that okay that That chance to be the strongest actor a lot of times which is just because he's a commercial actor Okay, so do you have a different criteria for SRK than you would for other actors as far as giving them? Oh, this is my favorites kind of thing. Well favorites and best performance are different for me Yeah, so DDLJ I would put in favorites immediately. Okay, this would be in terms of performance, I mean Films this would not be anywhere near the top So this would be one of your favorite roles not necessarily one of his best fan performance is one of his best Performances as an actor as an actor not one of my favorite performances of his in terms of like It's okay favorite versus best. So yeah, so you think You think I would watch DDLJ a thousand times more than I watch his film But as a performance as an actor you think this is one of his top five best performances as a thespian Yes, of what we've seen so far Okay, I think you need to watch the beginning of DDLJ and tell me no I'm just looking at this in terms of this particular performance. Yeah, no, I don't I don't agree with that anywhere in the stratosphere. That's fine Yeah But let's talk about the the rest of it. What was one of your your major problems? I have a long list start with one continuity continuity. Which parts? Oh So we can talk about we can talk about that for 20 minutes the continuity problems in it were so bad It wasn't just that they were missed it's that they clearly didn't care They just didn't care because if you cared you wouldn't let those mistakes happen. You just wouldn't it was It's shot. It's done move on next and and and I can't for a For my core value even for a thing that's just supposed to be popcorn I can't look beyond the blatant insult of if you do pick it up I don't give a crap because we had to move on So the whole the whole sequence in the in the trailer when he's beating up Kapoor the other actor his scarf changed positions 27 times Once it was tied around the chair then it wasn't tied then it was tied around his neck Then it wasn't tied around his neck and then the same thing happened with the holsters and the guns and the detectives that came to Get them they were on the right side at the beginning of the chase Then the guy wasn't even wearing one when he fell and then they were on the left side afterwards And then later on when he's chasing Guarav on the rooftops He falls and he has a stain on his white shirt and then the next frame and the rest of the sequences is Sure to spotless back from the dry cleaners. They just didn't care. Yeah, so as an audience member I can't there's no way I can forgive that because you not only there's one thing to have a continuity mistake There's another one when you genuinely Clearly in editing and everything else.  Hmm Yeah, no, I saw a bunch of so a bunch of continuity errors as well Then and also a lot it was strange because sometimes the action in terms of big action was fun And then other times the choreography was very poor Yeah, I'm good at like that times like you clearly saw a guy punch him like this and you literally saw the space in between Which is obviously a normal thing that happens You don't actually punch the actors usually and so but normally you you choreograph it So you don't see the foot of space in between you but again, don't care So I did see a bunch of that. Yeah, and then obviously at certain times including if his face was vfx I thought some of it was very good and then other times it was it was inconsistently very bad VFX on his face was we're inconsistent. Yeah, not just on his face I just whenever they were you like the rooftop scene. I also I also love him standing in front of the camera for his photo in the prison When he was getting his his shot and his his card says he's five foot ten First of all, this arcade is not five ten But what's funny is it says five ten and he's standing in front of chart that says he's five foot seven The measurement is five foot seven, but his card says he's five ten. I Didn't know the saying he's five foot ten I don't care about because Tom Cruise is tiny and they make them bigger all the time But yeah, I didn't notice the thing that's quite funny Again, we don't care a Lot of that falls on obviously the directing and that's on SRK to the that's on SRK to They should have with a something this big they should have a continuity expert, obviously I'm wondering if they absolutely did not with a lot of the I mean, so and the biggest the biggest as will always be for me because Movies even just popcorn movies. It's storytelling. You're telling a story There's so many things about the story that are just plain stupid I Don't know how you watch this and maintain engagement with any sense of and I'm not talking about somebody falls You know someone can point out how many times for example, John Wick gets hit by a car and falls out of buildings I understand that and the straining of credulia, but I'm talking about story things There were there were ten at least ten different things that when they occurred my thought was In what world does that take place? So I was consistently. Yeah, there's a lot of stuff that is Constantly Everything you have to kind of in your mind be like I guess that could happen. No way that could happen example There's no way in a million years example The kid that he was just holding is laid down in the bed and is not gonna wake up as he has a fit in the Bedroom yelling and breaking pictures and smashing glass and the kid's just gonna stay asleep on the bed that he brought the kid into There's not going to be a moment where So the the star character the Aryan Khanna. Yeah, he knows the guy's name This guy has won contests for this past several years impersonating the star in the milk wax museum his hands are all over the wax figure They have CTV footage of the guy But because he doesn't have a particular alibi from 10 to 10 30 They can't get the actual culprit and he's not gonna name the guy though. He has the guy's name Yeah, yeah, I noticed that as well And why why Why would the police after he has assaulted one of the biggest stars in Bollywood in his trailer? Why would the big name star that SRK is playing care to go visit the guy in prison? And then why would they just let the guy go and say things happen and his responses? Yeah, I made a mistake after he kidnapped and assaulted a huge star What why is he let go and why isn't he prime suspect number one when all of the other things are happening? I've got 20 more. Oh, no, I I Had the same I had the same issues With the with the film there was there was a it boggles my mind that anyone would like it. There was a there was a a lot of times that I Like if if you were to say yeah, I guess that makes sense You'd have to do a lot of straining of of the mind to to get that to make sense and In commercial films, I will give a pass, but there was a lot in this film that was like that Yeah, I will agree So yeah, it's it's why aren't you his wife? Why aren't you answering your cell phone?  No, that's that's something I did like though You liked that the wife didn't know no, she knew immediately. Oh, but when she came in right obviously heard She knew it was him his face was down. She ran to him She didn't know at that point because she wasn't looking at okay, but she figures it out immediately and then what she do She knows that if this is the guy she was gonna go get the gun So she wasn't gonna make a scene because she thought she was gonna bring the gun in to get him out rather than get the security guard downstairs The gun is a lot faster than getting a security guard. It's right in the closet. Then obviously somehow he Obviously just the kids up.  Well head I? Get that and that's what you and I would do but I said that's what any normal person would do in that situation Not when they have your child, I guess right in front of you.  These are not the people you're looking for he did a Jedi mind So I'm saying got the gun. I'm never critical of people especially that aren't familiar with guns To be scared to use a gun that's a very common thing.  I would hope And so she knew immediately upon hugging him And then she obviously saw his face and his nose is completely different and that makes sense. Yeah And how what did you think about the ending?  Yeah, it captures him You're talking to the fall down. Well, just Don't the climax look like the climactic chase and he captures him and then lets him go says beef be good Yeah, gives him the pep talk. You don't have to be a bad guy. Just build yourself up like I did Yeah, it's okay, buddy. Yeah chum pal I believe in you. Yeah, no, no, not a huge fan. Yeah Especially since he needs to clear his name, but I guess they said that his name was cleared but in In actuality, it's like But no, I would have and then I would have preferred a much different after after all of that after He knows the guy's name He knows the guy's family He knows he's in the city where he has won these contests year after year impersonating him His fingerprints are clearly at the museum His fingerprints are clearly all over the things he broke and smashed and the gun he touched all over his house There's CTV footage of him at the house. There's a witness of the security guard at the house and When his wife says to him in the broken down bedroom, let's call the police. It's rational to say They won't do anything. I'll just take care of this myself Yeah Yeah, no, I agree. There was a There's a lot of stuff like that in the film a thousand percent agree Okay, yeah, so so so the only takeaway from it I gathered that was of there were any was his portrayal of fan The fan was mainly and then there was some nice big action parts But then there was also in the same hand of that a lot of bad VFX Yeah, and also bad especially when it was close-up choreography bad close-up choreography I think like the bigger. I think they were trying to be bond like my three right So like and I was like oh the grandeur of it is nice right and it's also messed up with all the bad VFX and So ultimately would you say this was a film you liked or disliked? There was probably more I disliked outside of his fan performance right in terms of the overall film. Okay. All right, okay? I will say that okay But if we had to do it out of one, I'm not gonna do it out of what? Jimmy one I mean hey jet of ten does you know, what did he give it? He's not I don't think you've seen it Don't there's not a lot. There's actually not a I think Jaby reviewed it But that when it came out I believe oh, yeah, this is his he's been around for a long time And he did an interesting Duel like he was like old jabby and young jabby. It's like this. Oh, this is like a dueling very funny His review. Yeah, that's a cute idea. It's very funny But anyways the other than that there's like no like more there's not really more recent kind of people That have seen or at least reviewed it So maybe they did and he didn't like it and didn't review it or who knows yeah But anyways, you guys can let us know what you thought about this film because I've seen every reaction on this film across the map Some people absolutely love this film some people say it's absolutely terrible And so I'm assuming there's gonna be a lot of that in the comments of probably Great you guys are idiots and yeah, I sometimes and I appreciate them I will get messages on Instagram from folks who are trying to help me understand something like the last movie Yeah, when I appreciated that because I genuinely was did I miss anything about this one? But if you if you love this movie You will never say anything to convince me otherwise. So you don't need to message me So we can just agree to disagree said the white man. Yeah, am I right? That's right. Anyways, let us vote you They'll write the film down below


Morning everyone! So today's my first shift of the week. It's Wednesday, it's not it's Tuesday, not Wednesday, it's Tuesday. I have my Weeter Bigs. I am ready for the day. I'm absolutely not good. Hopefully it's going to be a great day but I'll let you know later how it goes. I'm home! So that's it, I'm home. I've had pizza and wedges for my dinner. I think I live on pizza lately. I don't know why. I need to find something else that's quick and easy to cook and stir-fry. Stir-fry and pizza is all I've been living on the past week. So I've had my pizza, I've had my wedges, I'm home, I'm chilling, I'm relaxed. I've got my hoodie on because it's cold outside. I've got my PJs on. I'm off tomorrow. So tomorrow we've got a Halloween bake sale which I might do a little vlog. Shall I? If I've done a vlog I will post this video and I'll put the link to the video in. If I haven't posted this into the video then I haven't done it. So yeah. So we've got a charity bake sale tomorrow which we're raising money for the Cavill Trust. The same charity that we were doing for the Snowden Challenge is all part of this as well. So we need I think £350 is all we've got left to raise and then it's done and I think we've got literally tomorrow to raise that. Are we gonna put £350 on cakes? Probably not. I hope so but probably not. So yeah, so I'm home, I'm chilled and what have I got to say about today? Actually not much, I know. Haven't got much to say today. Today was a pretty relaxed day. I took a patient to their appointment today at a different hospital and then I came back. I did the personal care bits. I did all the assessment charts and everything. I did the food rounds. I did all the normal things that I've done. I haven't done anything extra today nothing out of the ordinary. Just been a regular shift. There was enough staff so we weren't short staffed and it ran smoothly. Everyone was sort of didn't know what to do with themselves because there was that period between about three and five where everyone's just like okay what do we do now? What is there to do? So I tend to just go around and talk to my patients and make sure they're all all right. Get to know them. That's what I usually do if I've got nothing to do and everything's been done. I literally just go around and talk to my patients. Get to know them. Find out their likes, dislikes, family life, anything extra I can find out about them and that's it. But yeah but that's all I've really got to say about today. It's been a good day. Haven't got much to update you so I'm going to have to start thinking of new vlogs to do. Actually I have got a vlog that's coming up. I'm going to do a vlog about putting on stockings, the hospital stockings that you have to do because they are horrendous to get on but there is a technique to doing it and if you use a bag or a plastic bag and put that over the foot and then the stocking over the top I find that really works so I'm just trying to find a victim to do that with me. But yeah that's it for now. I'm back on placement on Thursday so I'll let you know how Thursday goes and see you then. So yeah I'm exhausted. We've had a busy lips from a wound which is all really great experience and we also had a patient who went into hypoglycemic shock a little bit. He went down, his blood sugar levels went down to four and we've always been told four is the floor so we had to give him some glucose tablets, some glucose gel and they did come up again so they came up to about I think there were nine something by the time we'd left so there was a lot of telltale signs that you could just see so that was really interesting to see. It was great to put that knowledge that we've learned from our diabetes lectures into actual practice and seeing it in real life happen so that was really good. I always love when we've learned something at university and then we go out into practice and then we witness it. It makes my day when that happens. I absolutely love it. I love putting the knowledge into practice and that's why I do believe that we need a degree because we need that knowledge behind us so that we can understand the body and the way it's working and what's happening to give the best care possible for our patients. Just my opinion. But I really loved that. It wasn't very good for the patient but it was great for my learning and it was just a really good experience I found. So now I'm going to just chill out because I'm absolutely knackered. I'm back in on Sunday. I've got tomorrow and Saturday off. Tomorrow I'm going to dress shopping because we have our award ceremony next week. Oh no. So I don't actually think I've told you this actually. So as part of the Haas scheme at the university the Haas scheme actually won the Kate award which is really really big, really exciting and a few of us have been selected to go up to Edinburgh, have a night in Edinburgh and go to the award ceremony. So I need a dress. I need a fancy dress for next Wednesday because that's when it is and it's going to be amazing. I'm really excited for it. I don't know how I'm going to have my head and how I'm going to have my makeup. I need to find a dress. It's next week and I'm panicking but it's going to be good. Can't wait. I'll do a little vlog as well for yours. You can see what goes on at these award things. Hopefully it's going to be amazing. You'll get to meet everyone as well and yeah. So that's it for this week. I'm back on placement on Sunday but because I can't fit it into the video and post it in time you've just got two days this week. There's not really much I can say but do you know what? I've got three weeks left. I've got three weeks left and that's me done. Not that I'm counting down or anything but I've got three weeks left guys. Three weeks. So yeah. I'll see you all later.


Yeah, we on boss talk one-on-one one-on-one.  What was the first song that you really rocked out to with with from UGK off from pill? That's the one That's a real song Nigga the next day you're gone.  Yeah, it can happen. Come on, man. It's ain't one of your songs Norman okay.  I ain't it's a lot things ain't never had I had a lot of help bun. This is that one time And you know bun we ain't seen each other since the triggers toward nigga, you know what it is I was a little hurt cuz you you gonna follow me, but I realize I remember when we talked about that on the show But I realized I was posting a lot of ads and a lot of bad bitches and you married man I know why you probably don't follow me. I respect that but boy I do country now That's hard though man, I love to see you a rock out at the at the rodeo Long Come on, man, I'm taking true burgers in Nashville. Turn up. Damn. Have you been a true burger?  Oh, he burgers.  He did a million in one month No bullshit. I'm so happy for fun. I'm so happy I'm so happy for anybody from Houston.  He was I'm anybody from Anybody from nothing who getting it it feels special especially the ones who get in it from nothing Remember about you right cuz a lot of niggas get it and they forget that they were nothing see when I see a nigga from nothing still Take the time out to be the kind of nigga to have Conversations and enlighten people man There's so many niggas that get the cheat code and never want to share it I see boys sharing the he enlightened the niggas I love a nigga that'll come back and tell a nigga some free game Salute to that cuz it's so many niggas that get what they need to get and they almost act like they ain't got no motherfucking duty I do that's real That's real man.  Oh Trillip. Oh, but he from Port Arthur and banks my niggas They they they from Houston though. I fought with Trillip. You do. Yeah, but I ain't on this beat Please bring Beyonce over here, bro. Yeah, we on boss talk one-on-one. Yeah, we gonna talk


All right. Thank you everybody. So we are watch your words and the premise of our project is really that we are surrounded by machines that are reading what we write and judging us based on whatever they think we're saying The results of these systems can really matter. You can imagine a chatbot that's doing customer service or potentially potentially even doing a job interview These these use cases are not necessarily new but what's new is that actually? Really really powerful natural language processing systems an older field concerned with Understanding computers understanding language now any developer can pick up these tools and do pretty unbelievable things and our premise is Essentially what could go wrong when that happens? And so our first belief is actually quite a lot so you can imagine a non-native speaker looking for medical advice from Healthcare bot not being able to be understood and essentially going on treated as a result You can imagine an employee finding out that they've been passed over for a key promotion because an analysis of their slack messages and their email messages Deemed that maybe that they're a poor collaborator These decisions have real weight and unfortunately. We have good reason to think that they're quite biased So as part of our project we conducted a literature review finding evidence both that these systems work poorly for Historically marginalized groups and also that they can pretty quickly learn very problematic stereotypes and potentially exacerbate them Like the idea that some people are better suited for some jobs than others based purely on their gender Beyond that literature review. We also tested these systems ourselves and for that I'll turn it over to my colleague Bernice Hi everyone So what I want to see here are that NLP services are brittle and what I mean by brittle is that if we give Two things that we would consider fairly similar or innocuous. They give unexpectedly different results And for this is largely true for algorithmic systems But in the NLP systems that we studied misspellings even just differences in spacing And changing the pronouns or proper names within a sentence give different results We chose natural language processing in particular because we believe that the misunderstanding of text may impact groups That are less studied so different than gender and race that we typically speak about an algorithmic bias and that's extremely interesting to us and important So to conduct our analysis we query these natural language processing services of four large tech companies IBM Watson Microsoft Google and Amazon This is done using public endpoints which can be used by anyone Including those with no machine learning or certainly bias mitigation Expertise and we pass sentences to these services programmatically using what's called an API We focus on sentiment analysis here a number a numerical value Expressing whether or not an opinion that is expressed in the text is negative neutral or positive Okay, so our first data set of two is of non native English Speakers and this data set comes from the Tree Bank of Lerner English It's five thousand a little over five thousand sentences by adult non native speakers during a certification exam for English It was collected at the University of Cambridge, but annotated with these corrections at MIT The data set consists of an original sentence annotations of things like spelling errors missing words out of order words And corrected sentences and these annotations were done by graduate students at MIT So the next thing we do is pass these to the API's as I've mentioned And what we find is that spelling and grammar mistakes influence performance in a lot of these cases So for this example, we have two sentences that we would expect to be very similar So the original sentence written by the non native speaker was that was very disappointed So they got a couple of things wrong misspelled and maybe a slightly different form And so it was corrected to that was very disappointing and what you find is that there's a large difference in Some of these API's and the results and then what's very interesting is that those aren't even consistent across the different companies and services For Google they find that the corrected sentence is more positive But for IBM Microsoft and Amazon they find that the original sentence seemed to be more positive So here we have another example and this is actually not a spelling error Which for lots of reasons you might expect that natural language tools do not work. Well, this is similarly a grammatical error So they've the correction changes the word satisfying and replaces with satisfactory There's also a small grammatical error And we actually see something we would hope to see for every single example in our data set And that is that Microsoft and Amazon find the same sentiment for both sentences unfortunately, that's not the case for the other two API's and In addition to that they are also flipped so Google finds the first positive IBM finds the second most positive And if you look at the IBM example, it's by a large margin this difference So our second data set is where we investigate these four proprietary Services for the equity evaluation corporates. So this is an existing corporates That was building on research on gender and racial bias in sentiment analysis systems And we extend their work to investigate proprietary API's like Google and Amazon, which are not explored in this work So they created a data set using templates like above Person made me feel emotion And they have a list that they're replacing things like person with so in the left We see a list that they use for analyzing gender. They might replace it with some gendered subject my daughter This boy she he him And then on the right they they are exploring both gender and race I'm using traditionally African-American names and European names So one example from this preliminary analysis shows that sentiment for a number of sentences With this particular template really interesting. I think is if you look at the right of this, sorry, it's hard to see My uncle has the most positive sentiment when you say my uncle made me irritated My mom is next and with least positivity is she she made me Irritated so this mostly illustrates just the brittleness and the messiness of these systems that seemingly Very similar sentences that shouldn't really change between my mom or my mother Have different results all the way across and with that I will pass it on to Joseph to speak a little bit about the pipeline Thank you. So who's responsible for this brittleness and this set of really odd results, right? Inconsistent results across everything So I investigated through interviews with 20 20 companies who have revenue-generating operations in this space Asking them what are they doing to take a look at? how they build their models in terms of normalizing for bias and those kinds of results and Initially what we discovered was this is a very complex ecosystem There's a shortage of NLP scientists that are out there a severe shortage so at the very top companies like Comcast and hip Munkin and Amtrak they want to build these things, but they don't have the right people. So they're they're either motivated to build their own API engine or they're going to use the existing API engines that are out there But even that is hard. And so we end up with a lot of platform vendors We end up with a lot of third-party consulting companies a lot of work for hire companies that are trying to help These companies develop chatbots and other types of vehicles. By the way, these are economically important because we have these rankings on in terms of net scores That customer VPs are using for actually getting their bonuses and things like these in that promoter scores And so this is a way to get the metrics to drive these MPS outcomes so what we have is a very extended ecosystem not a lot of expertise and a Reliance on the API providers. And so when you ask do you care about bias? They all sort of say well We don't really think about it our focus is on developing a chatbot or something that actually works So it's does it work? Functionality is more important than than taking a look at bias And so then when you interview more and you say well who should be responsible for bias Is it you or whatever they all do the same thing they all point to the API providers and they say well It should be Google or Microsoft or that we expect that they will be bias And so we don't really worry about it And so what we ended up with is an ecosystem that really isn't thinking about this at all and with that I'll pass to Eric Thanks, so I'm gonna just summarize this stuff and then give some recommendations because obviously coming out of this I think we have some things we would like to say and recommend for folks to do And one of the questions I as a product manager always ask is does it works? But for whom does it work for whom does it not work? So our key findings here? three key findings first based on what we've seen and based on that the Articulation of harm that can happen from these we believe that real harm is happening or can happen by Using these systems blindly and we believe that because the second key finding The API's and the systems that we tested produced these wildly inconsistent and what we're calling brittle Responses so based on that inconsistency in that brittleness going back to the first piece We believe that there's harm that is happening and the third thing is that Has Joseph just mentioned nobody's thinking about this and when they are thinking about it They're assuming somebody else is taking care of it. That's not a good way to build a responsible system So we have some recommendations the first one is for these API providers number one transparency Could you tell us a little bit about your training data? Maybe you can't tell us exactly what it is But can you tell us is it about news and was that news collected? Was that news corpus collected over the last five years? Is it Twitter? Where is it coming from? There's widely different sets of people that use and create that training data And that will impact who's able to use these systems effectively or not so tell us a little more about what's going on number two Give us some expectations of when the system should work or when you expect it to fall over like you have tested this stuff You know where this is going to work Please tell us a little bit about that and three please do some audit for specific biases and publish those results So you can tell us this works well for these communities This works less well for these other communities, especially when you're talking about a market with choice help your customers make an informed choice Second third-party developers if you're anywhere in that stack above the API Providers, and you're doing engineering and development Here's some recommendations for you Please be bias aware Understand that these API results can be biased and take responsibility for mitigating that in the products we build So especially thinking about the language of the humans That are using the thing that you are building So are those humans are they English as a first language or English as a second language speaker? Do they use particular dialects or accents that may show up in their written language? Test against that so go to the third one here incorporate those vulnerable groups into your testing if you're building government services system for a variety of people understand what groups exist within that population and test against them and So that it kind of also incorporates a second one think about your users Right who's gonna actually use this and how that might challenge the API's that you're relying on and Third as researchers for folks who are in academic institutions. There's also recommendations for folks in this space We would like to see an expansion of the machine learners machine learning fairness conversation to think about the full stack Often and you know, I would say we did this to some extent we look at a single layer of this But really what you see with that stack is that the opportunity for For bias to come in can happen throughout and it may be not totally transparent So we have to look at the whole system. We have to look at training data all the way to the users And so we would like to see more of that happen Potentially with our group potentially many other people can certainly do this And then we would like to see some creating creation of templates for disclosure So even if I work at one of these big companies and I want to tell the world about hey This is what our API is good for and is not good for there's not a standard format for that I think data nutrition project is a great job of kind of putting something out there into the world But there could be more of this of telling and helping companies understand How they can talk about the things that they're building in ways that practitioners who are implementing this stuff can understand So that I would just like to take my moment at the end of this and to give a big thanks to Hilary specifically for guiding us along this path into all the MIT Media Lab and Berkman staff who've helped this program exist And if you'd like to come talk to us we have a poster out there We have a little more data on that poster. We'd love to talk to you about our project. Thank you very much


In the last class we were seeing the weather element rainfall, for today's class we will discuss something on the temperature. Temperature means normally it indicates the hotness of your body, body may be inert material or biological material. So the air temperature has important role and plant growth and development. It triggers enzyme action, it triggers hormone, cell multiplication and why not all. Now say temperature is a general term, meteorologically in the case of agriculture meteorologically we define temperature at different ways. One is maximum temperature, this is a maximum possible temperature that occurs in a day may be 2.30 pm, this maximum temperature occurs. Then another one is minimum temperature the lowest level that occurs normally 5.30 am in the morning. So the temperature variation difference between the maximum temperature and minimum temperature we call it as diurnal variation or diurnal temperature. How much difference that occurs between the maximum temperature and minimum temperature. In the case of the temperature countries the minimum is very different between these two is very small. But in the case of the tropical situation the difference between maximum temperature and minimum temperature would be very large that also gets varied with the season. Then mean temperature, this is nothing but addition of these two maximum, minimum divided by the two of a particular day. Not only air temperature, we are also bothering about the soil temperature for crop production because soil temperature is very very important to motivate our roots, to grow roots, to put forth more small roots. So root temperature, microorganism growth and everything. Soil is a living body not a dead body because it also gets respite. So soil temperature is the triggering point that works very well in the soil. Then cardinal temperature you are very cardial to other people. So cardinal means the optimum temperature that triggers that motivates any bio system like plants and animal to grow very well. I like to provide some example for this cardinal temperature. So cardinal temperature is nothing but the optimum temperature for any growth. Growth means cell division, cell multiplication. So here you can see that for wheat germination a minimum of 3 to 4 point degree centigrade is required minimum. Below that there is no germination. Similarly if the temperature is more than 32 degree centigrade there is no germination of the wheat seeds. How the plant seeds are getting adapted to the temperature? Here I like to say the temperature means soil temperature. This is very very important. So when the soil temperature has greater link with your air temperature, when the air temperature is more the soil temperature also would be more. It is a dynamic system that is being operated under natural condition. Now coming to the barley, I have given different example. Barley is given, oats is given, maize, sorghum, rice and tobacco. But we could see some interesting variation between these two. So crops from temperate countries are also given like wheat barley oats. And crops from our tropical situations are also given. You kindly see the minimum temperature requirement for tropical crops like for example maize or sorghum or rice or tobacco. It is 8 to 10 degree, 10 degree centigrade minimum. But if you examine your temperate crops the minimum is 3 degree centigrade. So how crops are getting adapted to the temperature situation is very very important. So cardinal temperature in the absence of the cardinal temperature things will be something different. That is why in the change of the coming years there is climate change. As a result you get warmer world. When the temperature is warmer means your crop operation gets affected. This can be taken as an example for this statement. Now people say in the weather forecast we used to give heat wave is possible in the coming 3 to 4 days. Cold wave is possible in coming 2 to 3 days. In this case you must understand what is heat wave, what is cold wave. When the normal maximum temperature of the area is 40 degree centigrade or less, normal. Normal means over years, 30 years data. When the dead years data indicates that it is 40 degree centigrade. Then here normal heat wave, normal temperature means plus 1 to minus 1 degree centigrade. Above normal is plus 2 to 10 degree centigrade. Approximately above normal means plus 3 to 4 degree centigrade. We do not worry about all those things, we are worrying about severe heat wave. This is common in northern parts of India as an example where the temperature from the normal is more than 7 degree centigrade. Suppose the normal is 40 degree centigrade for a particular area, the temperature goes above 7 degree, 47 degree means there is heat wave. When heat wave comes means the crop gets affected, people gets affected, so cattle get affected. So we have to take adaptive strategy to maneuver these situations. Coming to the cold wave, this is also very very important. See here simply I can say when the normal temperature of the area is 10 degree or more, this scale given can be taken. So severe cold wave means if the temperature goes below the normal minus 7 degree centigrade. See here the temperature is 10 degree, see the rolling normal is 20 degree centigrade, example. If you deduct 7 minutes 30 degree centigrade, the temperature is 30 degree centigrade, severe cold wave prevails. This also has to be taken care carefully, consider for doing our agriculture. Now coming to the instruments, what are those instruments? You must be knowing very fully thoroughly, even then it is my duty to explain about some instrument. Maximum thermometer, it is to record your maximum temperature that prevails in a particular day. Here mercury is used and the minimum thermometer and the minimum lowest temperature that is being recorded by your fight at the AM in the morning, here alcohol is used. There is also chart is being used rotating charts by mechanical, so your battery or some system, thermograph. There is also one infrared thermometer, if you show like that, it takes the sensing mechanism, it has the sensing mechanism. So by noting the reading you can say that the plant is suffering from water stress or not or the temperature that the plant has. Then gross minimum thermometer, this is also very very important because it is being placed at the 15 centimeter above the ground level. So when the temperature, gross minimum temperature goes below means there is every possibility of getting frost. This is very very important for cold countries as well as for where the temperature goes below 10 degree centigrade. Then there are also soil thermometers, 5 centimeter, 10 centimeter, 15 centimeter, 20 centimeter, 30 centimeter, 60 centimeter soil thermometers. These are also some instruments being used to measure the hardness of a body. Next one is how the temperature units are expressed because in respect of the rainfall, we have used only single unit, millimeter. Here people use different, if you go to European country or some other, they use foreign heat India centigrade, somebody says absolute scale also they used. Degree Celsius is very common, degree foreign heat is also very common. But Kelvin or absolute zero, this is the point at which a gas would cease to exert any pressure. See in the case of the atmosphere layer, you have seen the left side of the column that is atmospheric pressure. When it is one above that, there is no gaseous pressure being exerted. So this is very important, I like to show something on this aspect above. If you want to convert the foreign heat degree to centigrade, the equation is given 5 by 9 into F minus 32, this is very very important. If you want to convert your centigrade to foreign heat, here also it is given between the bracket centigrade into 9 by 5 plus 32. The absolute scale is very very important. Absolute scale is zero degree becomes M, in the case of the absolute scale it is 273A. Suppose it means that today the temperature is 20 degree centigrade.  So we must understand centigrade, foreign heat as well as absolute scale. But in common we use centigrade to express our hotness of your body as temperature. Thank you very much. In the next class we will see some more things.


The Titans opponent today, the Kansas City Chiefs. They're one of the most athletic teams in the NFL. And every snap, everything's back, everything you got. Let's go, bring it up, man. Let's go, win those three, one, two, three. Braille by five. Snap is low. Cole put in trouble and he throws it away, incomplete. Firing over the middle, there's Berkshire. 30 seconds to go. Tana Hill looking, looking, firing over the middle caught. Humphries five, Humphries in zone, cut down, cut. Titans must go for two. Tana Hill keeping around right in, driving. He's in, two for Tennessee. Butcher made a game winner last week to send it into overtime. Snap, snap, it's been picked up by Sims. It's blocked, Joshua Kalu. Joshua Kalu. Cameras, they didn't come here to see him. They told you after the game, they're going to be talking about the Titans. Welcome you to the Mike Vrable Show with the head coach, I'm Mike Keith, a thrilling salute to service day at Nissan Stadium. Mike Vrable, your chance to stand in front of those men after that game, I know you were very proud. Sure, I was proud of the whole team, the finish that we showed throughout the game to make sure that we played every snap with everything that we had. And I think the guys did that. I think we stayed into it situationally. And it wasn't always perfect, it's never going to be. But the guys understood what we needed and being able to apply pressure to them just with our field goal block unit. And Ryan and the offense operating with a urgency and being able to go on the ball and execute those plays in the most critical situation was fun to see and we're going to need some more of that. Let's take a look at some of the best plays from the victory. It's Mike Vrable's six pack. Titans down 10-nothing in the second quarter and it's time to go deep to Khalif Raymond. Yep, the holy roller from Holy Cross. So, you know, we got AJ going across there, the post safety cuts him.  Ryan gives him a great football.  They ruled it a touchdown.  Khalif's taken advantage of his opportunity since he's come up from the practice squad. And, you know, that's always great to see when guys take advantage of their opportunities. Ends up going for 52 yards, just a couple plays later. The Titans are able to get a touchdown on what is a play from the nine yard line where Tana Hill gets a block and makes a great throw. Yeah, and I think that's the effect that Derek Henry has down there in the red zone. It's a play action pass.  Ryan's got a couple options. He's got Prue Cross in and then Ferk there and running a deep slant. Good job catching the football and traffic and certainly a huge touchdown for us. Third quarter Titans are down 19 to 13. Derek Henry catches a five yard pass and on second and five, Henry takes it the rest of the way. Yeah, you mentioned the five yard pass. That was a positive gain second and five. And to be able to hit these big ones, you know, you need to have receivers that are going to be willing to block. And you saw Tajé there. And I don't know if we caught AJ, but they both got extra effort blocks. You know, the line does their job. Everybody gets them running. Derek's able to put his foot in the ground and get vertical, but you're going to see those guys finishing Tajé. You know, there's the post safety and make him miss and then Tajé and AJ doing their job on the corners. Conklin with a block. Davis with a block. Pruitt with a block. And Henry, when he gets in the open field, he knows exactly what to do. Yep, and he can run. And we have to get him into that fourth or fifth step and then take our chances from there. Move right to the end. It's 32-27, Kansas City in front. We're in the final 90 seconds of the ball game. Third and two, Titans must get them off the field and do. Yeah, we kind of dropped a few more than what they were expecting. Rashawn does a great job of triggering on the quarterback play extension to force them to sit down. But we well called well executed play. That brings up the fourth down. The errant snap, if that's what you want to call it, an aborted kick. Titans take over after the grounding penalty at their own 39. Three plays later, Titans have the lead. Yep, Ryan scrambles, and then he also gets to FERC, a huge play in the middle of the field was open. Then he comes back and with the clock running, is able to get a great call to Humph. He runs a great route. It gives the guy a little something at the top of the route. A really good ball, good pass protection. And then Humph finding the end zone for an unbelievable play. And just the excitement that everybody has. FERC with a little hug right there. Adam's only catch of the day just shows what a pro he is staying in it, staying alive all the time. Sure, we didn't have a lot of hops and that's the thing. I think that's the message to the guys is when you outgain the Kansas City Chiefs per play, you have to run more plays. We have to run more plays and be mindful of what the penalties do to us and our ability to convert third downs. Now every Titans fan has seen this play several times. Let's show it one more time. Three seconds to go, 35-32. Chiefs going for a 52 yard field goal. Great anticipation and there's a lot of people saying that he's off sides. I think that that's a great anticipation, great get off. He's moving just after the football moves. And I don't think anybody else was really even ready for the snap, except Josh. And Josh was, that's well coached and that's well executed by the player. I know that Alcantetti spent a lot of time with Josh because of his length and his speed. He chops the inside, chops the arm down on the tight end. Reaches with his forearm on his fifth step. And that's exactly how you draw him up. And you really work on the fact that he reaches with that left arm. Yeah, it's the longer arm. I think it's the forearm and going to the physics of it. But he's not going to be able to bend the corner if he reaches with his inside arm. And by reaching with the forearm, it pulls his body around and he made a fantastic play. There was so much to see at Nissan Stadium in the Titans three point victory. There was so much to see around the game. Salute to service. Nobody does it better than the Tennessee Titans at Nissan Stadium. As we get our first break, let's take a look at some of the pageantry of the day from 48 hours ago. Later in this edition of the Mike Vrable show, Amy Wells sits down with quarterback Ryan Tannehill. That's coming up. But first, the Bridgestone clutch performance of the game. Fourth quarter, Adoree Jackson makes a really super play on a deep ball coach. He does.  And you know, he finished. I felt like he was competitive. And again, it wasn't perfect. But at any time you target a guy like Tyreek Hill, you're going to need your best efforts. And there's tight coverage, being able to play down the field on a double move without fouling them going up through the pocket. And I thought that was a fantastic play. Adoree Jackson finishes the ball game with seven tackles. He fought all day long. There's almost Malcolm Butler-esque. Sure. And I think that that allows you the competitive spirit out there. And I told him, if you can run with him and you can get downfield and compete, you can do it with anybody. And so hopefully, this allows him to play with a lot of confidence. And we can see a lot of good things continue with Adoree. Several big efforts in the secondary. LeSean Sims, 12 tackles. Logan Ryan, 13 tackles. Kenny Vaccaro, nine tackles. Kevin Byrd, six tackles. Those guys played a lot of plays and they played hard. They did. They played a lot of man coverage. Again, sometimes it's own stuff. We weren't having as much success. And we collectively have to do a better job, but we understand the amount of speed that they had over there. My home was drifting in the pocket back five, six yards, throwing some really impressive passes off his back foot, running up into the pocket, jump passing to Hardman. And again, that's the NFL. There's great athletes and our guys hung in there. We got the stops when we needed them. When we come back, Amy Wells joins us to talk with Ryan Tannehill, the Titans quarterback, as we go to break another look at Salute to Service from Sunday at Nissan Stadium. Stay tuned. The Mike Vrable Show continues on this Tuesday night as it's time for our Geico gladiator of the game. He threw for 181 yards in a couple of scores. He rushed for 37 yards. And he ran for a very important two-point conversion. Of course, I'm talking about Ryan Tannehill, the Titans starting quarterback. He's standing by with our Amy Wells. Ryan, what a win against the Kansas City Chiefs. Was there a moment when you thought, forget it, we're winning this thing? After we scored, I mean, obviously, our confidence never wavered. I think we were in a tough spot down, I think, nine in the fourth quarter. On the sideline, our confidence didn't waver. We had a lot of belief that we're going to find a way to win. And I think with the pass through games here, we found a way to win.  And if you can find a way to win, especially at home in the fourth quarter, you're going to put yourself in a good situation. Going into this game, there was a lot of talk about the Chiefs and their high-powered offense. Should there be more conversation about the Titans and their high-powered offense? I don't think it matters to us. We just want to go out and play football. We knew coming in that all the hype was on the Chiefs, and that's all right. We have a lot of respect. Obviously, it's a very talented team, high-powered offense. Obviously, MVP quarterback and a ton of speed on the outside. But our guys believe in each other, and we knew we were going to come out with a win. Just that belief that we have that no matter what happens, we'll find a way to win. Do you like being the underdog in this situation? I don't know. I don't know if it matters. But I think as long as there's belief in the locker room, the guys in the locker room believe in each other and expect to go out and win, it doesn't really matter what the outside thinks. Being able to get those results and have everyone be on the same page working together and get the win. Is this kind of a defining moment for this Titans offense that, hey, this really works. We can actually do these things. Yeah, I think we have a lot of confidence in each other. Obviously, a big team win. Every side of the ball made big plays, special teams there at the end, defense keeping us in it, and holding them to field goals in critical situations. So really, it took the whole team. But like I said, I think the confidence in the entire team that we're going to find a way to win may not be pretty. Things may not be going our way the whole game, but as long as we're in it in the fourth quarter, we'll find a way to win. For you personally, are there certain games that you get up for a little bit more, like maybe playing against the Kansas City Chiefs? I don't think so. I love competing, I love playing football, no matter who we're playing against. Every opportunity I get to go out and play with the guys around me is a ton of fun and look forward to it every week. Ryan Tannehill has thrown the ball very, very well since taking over as the Titans starting quarterback. The last two games, he's run it very well and his running was key in your comeback in the fourth quarter. It was, it was huge. He scrambled early on in the fourth quarter on a big third down, a lot of great efforts by guys trying to fight to get him through. There was contact around the sticks and he was able to get there and get it. And you're gonna see that right now. Here's the two minute where he goes down and he's able to get us 21 yards or 19 yards. It's opportunistic, he's very athletic. I mean, he was a receiver in college. This is a huge conversion here. Guys are hustling in to get extra blocks. You know, he's making these guys move. We run a zone read, they dive down there on Derrick and we take seven yards and, you know, he's aggressive with the football and it's opportunistic. We get down there and we're able to use him for a two point conversion to give us some options, to give the quarterback some options to, to hand it to Derrick, you know, to throw, to run. And I mean, he stays on his feet and he takes a heck of a hit. I mean, this is, he's competing out there. And I think that every time you do this, you gain the respect of your teammates, Mike. That's a pretty good size safety one Thornhill that he ran into right there, not to be denied. Guys like to see their quarterback do that too. They do. And he's just as much invested in them as they are the offense and Ryan.  I mean, he came in as a backup and, you know, has now had an opportunity to lead our football team. And I think he's, you know, like a lot of guys he's taken advantage of the opportunity and he's, and he's trying to lead and he's trying to get on the same page with these guys. All right, let's take a look now at the Delta dental guess the titan. We are to that part of the show. Not that part of the show. Mike Vrable, four of eight on the year guessing the titan. Can he guess this titan?  Do you know? I don't. I do. I don't, but we have music coming up now, which means we're going to break, which means you will have just a couple of minutes to think about it. Mike Vrable, take your time and guess carefully. Oh, I know this one. The Mike Vrable show continues next. Delta dental, can you guess this titan? Mike Vrable, who is four of eight on the season, is he soon to be five of nine? I think so. I think this is no other than our lumberjack via Kentucky, Wesley Woodyard, our captain. Wesley Woodyard is correct. You are five of nine on the season. Yes. You've been on a roll lately, from Sunday to today, now you're rolling. Yeah, everything's okay. Into the bye. Into the bye. We're rolling into the bye. Let's talk, Wesley Woodyard, and let's talk about what he means to the football team in terms of leadership, and then when he's asked to play, like he was last Sunday, production. Sure. And I think that what I appreciate about Wesley is that there's a role that he was gonna have on this team. And he was gonna be one of our leaders. He was gonna be a guy that backed up Jayon and Rashawn at both positions. We felt like we had three starters there. The leadership, his ability to carry our message into the locker room with the players because you can't always have it come from a coach. It can't always come from me or Dean or some of the other coaches. And he does that. I mean, he has bought in, he believes in the message and what we're trying to do. And then when called upon, he goes in and performs and he plays physical and he leads guys and he's been productive. He's gonna be successful when his football career finally ends, whenever that is. No matter what. No matter what he chooses to do. He's a great father, he's a great husband. He's been a great football player for us and he'll be successful in whatever he chooses to do after this. When we come back, Coach Mike Vrable and I will talk about the impact of the fans and how you can help this ball club going forward with Jacksonville on the horizon. The Mike Vrable show continues after this. I love this one. Favorite endings all time at Nissan Stadium. Start with one last year. Marcus Mariota to Corey Davis to beat the Eagles in overtime. How about Jake Locker to Justin Hunter to finally beat the Chargers in 2013? Joe Nedney's double mulligan field goal to beat Pittsburgh in the 2003 playoffs. Rob Baronis's bomb from 60 to beat the Colts in 2006. But this is my favorite. November 29th, 2009, last play of the game. The 18th play of what would be a 99 yard drive against the defending NFC champion, Arizona Cardinals. Young, pumping, looking, firing into the back of the inch up. Before I go, I want to thank every, every one of those Titans fans that came out today. The ones that decided to come and cheer us and yell for us and stick around. I appreciate them.  They're going to compete. And it's not always pretty and that's football. But I want to thank the ones that came out here and supported us. There's a powerful moment from your post game on Sunday talking about the performance of the fans. Why did you feel like it was important to give Titans fans at Nissan Stadium a shout out? Well, I understand the commitment that it takes to be a professional sports fan and to have a family and try to bring a family and the costs associated with supporting a team. And I just felt like I wanted to thank, it was a great time to thank those people that decided to come, that decided to stay. There were a lot of Chiefs fans there. And I get that people like to come to Nashville but I wanted to recognize the ones that came, that cheered, that screamed and yelled and helped us finish that game off. And I'm glad that we could reward them with a victory. Our guys play hard and they appreciate the support. And you need them in 12 days against Jacksonville? We do. I mean, we're making a huge push right here.  And we want to see as many people out there as we can. Remind everybody that the Titans will play the Jaguars on Sunday, November 24th. That's 12 days. It is a 305 start, 305 at Nissan Stadium. To get your tickets, go to titansonline.com slash tickets. Good tickets still available. Need you in the stadium. Kind of who Jacksonville? Absolutely, we got to get going. We're going to need everybody. And it would be a great way to start off this second season here after this buy. Enjoy the buy. Thank you. You deserve the rest. Appreciate it, Mike. All right. For Mike Vrable, Mike Keith says thanks for joining us. And we'll see you next time on The Mike Vrable Show.