Alright, now this 21, it's this 21's turn to cook, and I am being, I am being, oh didn't do the grab though, didn't do the grab that. OOOH, wait, what, don't, why, why, I didn't know you could do that! How's it going everybody, Datoi here, we are once again back with the brand new DLC character for Dragon Ball Fighter's, Android 21. Of course this is day two for our full week of Android 21, so I'm still just playing the main team. Honestly, Android 21 could go on the main team, she is that good so far. Good for you, you'll give up now!  Witness the results of my research! Daaamn, I said this last video, but Android 21's English VA is so good, I'm going in with the Superdash, I'm crazy, I'm literally crazy. Oh, you're playing normal 21 too, I'm gonna have to, why am I just Superdashing? We are just, we are just dancing right now, oh I'm in though, do I go for the rejump, I'm gonna do it. I'm gonna do it, I'm gonna do it to him, why not? Let me see if I can hit this grab, boom, you just lost your damage, that grab is crazy. The damage, don't block against me, I'm gonna grab you again, it's too bad the damage doesn't stack, and now we just party. Now it's literally party time. Hold on, it's still party time? I'm still partying over here, it's, if I'm playing Android 21, I'm here to party, I'm hitting rejumps, I'm hitting grabs, I'm just, I'm playing the game.  Oh my God, look at that, this is Android 21 right now, this is Android 21. Oh my God, I could have ended it right there but I missed the grab. Oh, reflect, I missed my grab input but that is okay, we will follow it up. Android 21 just going through, oh my God, oh I see how it was invincible though, that move is so cheap, that move is crazy cheap. Also, I'm just gonna... Hold on, legit. Y'all mind if I get anime real quick? Y'all mind if I anime up? Hold on, look at my glasses! OOOH, ANIME!  You in a spark? What's the read? I'm a back dash? OOOH! This game is sick. Mm-hmm. A-a-a-oh, I'm taking your damage away. I'm taking your damage away, the debuff! You got a block too. Oh my god. I'm gonna grap... I'ma do it again! Oh my goodness, that game was do- That was a dominant 21 game. Let me get my outro. OOOH! Damn! Android 21 was... That was crazy! I feel like I did most of what I know for 21. Oh man, and it was an angel right too, so we're getting good rank points here. Yeah, 21's kind of sick. I don't know if I made that apparent enough, but I really like this character. Just super sick. Ready? I'm ready. Oh, I thought I had my 2M left. Nice, ASS. I thought I had my 2M left. That was a huge mistake. Don't block against me. First of all, you can't block when I have my crazy grab move. All right, running. All right, we'll take this. I'm probably not gonna get a stop here. That double L reaches so far. Nah, that's not reaching. Oh, got me from that far. That was sick. Nice conversion. I was definitely hoping I would not get hit there. Ooh, back on the ground. What do you do to me though? I'm gonna spark here. Oh, nice counter, beating my super dashes now. I was definitely super dashing a lot. Yeah, I'm just assist. The beam didn't reach. Oh, just double kick. I'm just down here double kicking. It's no big deal. I'm just double kicking my heart away. All right, hold on. I need this damage debuff. I got hit. I got hit. No, it's the assist. Oh, nice. Oh, I blocked the first cross up. I couldn't follow up the second. Oh, no, please, please. Drop it or something. Oh, damn. That was sick. The six H into the three H. I didn't even know you could do that. I didn't even go a lot. That was sick. Oh, the back dash did not expect the back dash. All right, now this 21, it's this 21's turn to cook. And I am being, I am being cooked. Oh, didn't do the grab though. Didn't do the grab that. Ooh, why in the world? I didn't know you could do that. Okay, so you're 21 be cooking too. Damn. That was, I didn't even, my brain didn't register what happened. I had already written it off as a mistake.  I'm not even going to get the steel off that now. I got hit with a raw medium. Oh my goodness. All right, wait, and I need to steal. I need to steal. I need to steal. I need to steal. What's up? Light stop. Okay, just went to the grab. So what was the setup for the steel? Okay, I checked that latest hell and it actually ended up just becoming a drag rush. Damn, I need to steal. That was sick. Are you kidding me? That was crazy. I started that with a drag rush.  Nice pace. That was, I can't even lie. Dude, that was kind of sick. Let their 21 pop up. That's a 21 battle, dude. Dude, what was that setup? I am, I got to go through my own video. I'm going to have to watch that back. That's going to be the worst part. I have to look at how I got bodied. I have to look and see how I got bodied to steal that level one into level one tech. Oh, that was so, I'm thinking about it still. All right, that was not real. Damn, I always forget I don't have that second medium. Why'd I get hit by that? I should just keep blocking loops. No loops, loops down in the room. I just want to spark. Oh, I thought that too much would reach. All right. Normally I would have been a okay with waiting, but as you can see, that hits that. I was, I just dropped that call. I didn't want to go to the region. I started the region, bro. And very quickly I was like, I do not want to waste an easy kill on this reach up if I drop it. So those are the scenarios where usually you should just go for it. You should try to, I like why I put it there. You should just try to practice in those clutch scenarios, but I don't know why I panicked. I panicked and I was just not having it. Kind of okay. I put myself in the day and that tail go crazy. I forgot, dude played so much in new 21. I forgot old 21 was kind of snapped at the game. All right, throw me out of the corner. I'm a spin here. Do a little spin. What? Oh, my offense is bad right now. Oof, didn't flip. There 21 comes back out. I got to get my 21 out. What are you gonna hit me with? Just level one, quick level one. I can't deny. I can't deny the effectiveness. All right, when do we get our, we got to get this damage debuff out. It's crazy how I just want to get this damage. Oh, here we go. Here we go. Can't do it from there. Why did I do the two H after that? I mean super dash after two H. Oh no. Oh, we're still, we're still far. All right, guard cancel out. Oh my, if I would've got grabbed, that move is crazy. I was, I'm so scared. I'm so scared I didn't want to get grabbed again. All right, all right. We'll play with too much fear. 21 loops. All right, just a normal grab again. That, there goes our damage. I thought he was gonna grab me again. Two S, every, you gotta remember the classic two S. All right, can we kill here? I don't think we can, but I'm just gonna body him anyway. Buh, buh, buh, buh. Let me hit him with the poke. The other level three, turn away. It's crazy that you can just kind of smash after that though. Oh, I got mixed. Oh no. I thought I was out of the mix. Why do I keep trying to hit two Hs there? Like that's gonna work. Oh no, Krillin's still debuff too. Oh Krillin, you gotta pull through. We gotta win this set. 41 did a decent job. Oh, he got hit by Key Blast. Oh my God, why am I thinking of the damage debuff? I gotta think about my fundamentals. I might be dead. I might not have time. I'm fundamentally out of time. No, we lost the set. Still great set for 21 though. Damn, that was sick. Oh, I kind of hope we get a rematch actually. That was kind of sick. Oh, that was a, oh man, great games, great games. All right, we are back. And unfortunately we did not get the rematch, but it is still gonna be two 21s up against each other. If ours lives against this kid boo, hold on. Is that even kid boo? Let me put my glasses on real quick. Yeah, that's kid boo. This intro is kind of cool. The outro is even cooler. All right, hold on. Let me play the game. Oh, I almost got the turnaround. Oh, I still had Yonchin. There we go. Finally me hitting two H work to my benefit. Knock down. What are you gonna do? Knock me away, that's cool. Oh, I was in block seven for so much longer than I thought. I'm a spark here. Oh, beam class, that was sick. I could have done so much more with that. Oh, that is sick. Double Sunday, bring out 21. All right, now we gotta get the damage debuff grab. If they block, I'm doing a frame one. Can I get it here? Yeah, we should easily be able to. If I didn't, if I played the game appropriately. All right, I'm not playing the game appropriately right now. It's fine, this is gonna kill those. We still, I mean, we still gotta, we still gotta kill. All right, lab coats, do I start with the EX spin? Spin to win, spin to win. Oh my God, you gotta be kidding me. Oh, I thought I got the air two H as well. I would have been gaming. The spin to win, that move is also really good. All right, gonna get turned into candy here, what? All right. I don't know, do I just wake up grab? Am I that crazy? I'm, I'm built crazy. Now your damage is debuffed. I got one of those too, actually. Up, the barrier does not protect against grabs. It is not try something pre-patch. That is, that's fine. We still got the damage debuff. So even if they make this comeback, that just means they work like four times as hard. They are working hard if they get this comeback. Oh, they missed it. They missed, they missed the punish.  Destructo disc. I just threw two because I had the bar. Ooh, pretty great game for 21 though. I feel like, hold on, I'm just dropping too much. I'm dropping too much. I'm not even gonna lose my glasses in this next one. I can't even see without my glasses, hold on. Damn, didn't expect the Super Dash. Oh, we're getting comboed, that's fine. We still have Spark. As long as I have Spark, I'm not, I'm Sparking. Yeah. Oh, damn. No, I was so obvious too, it was so obvious. But I felt like maybe it was obvious enough to the point where it wasn't obvious. But it didn't really get to that point. Spin! I don't wanna lose 21. I'm playing with too much fear. I'm playing with too much fear. All right, I'm gonna switch out just to get that little bit of blue life back and maybe deal with Kid Boo because he's kinda going crazy right now. Kid Boo, kind of going crazy.  Let's deal with him. Get the threat out of the way. And then we can go back to getting damage debuffs. You got a damage debuff. We gotta get one on blue, dude. Oh, it's too close to the ground. I tried it to us, but got hit. EXDomp. Whoa, whoa, Krillin, Krillin, calm down. On the ground, we're plus. The barrier was sick, but we're just gonna mash. Ha, ha, ha. I saw the barrier and literally paid it, but we're good. Let's bring out 21. Let's just try it, dude. Let's just try it. Let's get anime. Poke this, man. All right, did we go for the jump grab? Aw, but what if? I ran into that. I should be dead here. Oh, why not? Don't block against me. Oh, you're kinda nice at the game. I didn't actually do the right re-jump, man. Oh, this is crazy. Oh, it's crazy. I'm panicking, dude. I'm panicking. Whenever I don't get that right re-jump, I start freezing up, dude. I start freezing up. Kid Boo is, we did not nerf his damage, correct? I gotta remember this stuff. This is big stuff for confidence. All right, getting level three. What's the mix with 21? I feel like we're getting crossed up here. Do I play for cross-up? I play, I feel like I did play for it. Maybe I just missed my buttons. Oh, I got six M, getting cornered. Nice, nice. Okay, calm down, we got this. If anything, I'm trusting 21 to make this comeback. Not there, 21. I should really specify. Returning fire, we got two solar flares left. I'm playing, okay, we gotta hit, we gotta hit. Do I switch out into 21 though? All right, I'll do it. I shouldn't have because this doesn't keep corner, but this is fine. Doesn't keep corner, but let's just let 21 go to work. Oh, let's just let 21 go to work. Solar flare, we brought up the fact that they had two left and they used it well. The air solar flare into the sea assist, into dragon rush, into level one. That's gonna be all she wrote. Oh, double level one. He wants that blue life. We can't let him take that. All right, so we gotta remember 21 has been nerfed. They're 21, just got damage nerfed. Let's go. Oh, you gotta be kidding me. Okay, nice. I'm taking the blue life. I accidentally just hit light twice. Leave it, leave it, leave it. Oh, look at this damage nerf. You ain't doing no damage. You ain't doing no damage. We're still alive. We're still feeling great. Okay, kid boo. I think we placed low. Place low, go for the beam. Oh, we're out of there. Oh, I accidentally hit jab. We're probably pretty dead. Oh no, oof. Damn, is that two one? Did we lose the set or is it one one? Do we have to go for the third match? Oh, it's crazy how I am just, I can't remember anything. It's one one. Oh, this is it. This is the big 21 proving ground. My 21 got a snap. And by snap, I mean get opened up. Oh, bad reflect, man. I should have just played it slower. I'm sparking to do the grab. Oh, that's as good as keep this. I'm moving my controller. No, I gotta move it back. I don't know why I did that. No, 21. All right, good brow. God, if I would have got that damage decrease. Oh, nice reflect.  Oh, 21 A assist clutch. Clutch, thank you, 21. Even had the assist to help it out. Oh, that was sick. That was sick. All right, I'm panicking, dude. I really want this win. Oh, no, the EX spin. I'm not letting what the barrier was kind of sick. It ain't my my vanish. I was expecting the level one. All right, decent, decent beam. That just means we get some Krillin vanish damage, baby.  All right, there's that sparking. Krillin being short, just a benefit right now. I don't remember that doesn't work like that. All right, I'm just going to take it. I'm just taking level ones here. All right, I thought it would take three level ones. Not going to lie, that's fine. All right, now we get a normal combo and we nerf the damage. We just nerf 21's damage, call it a day. I can't get a normal combo here though. No way I got opened up by the tail. I should have just went for the DHC. Sad times. Damn, all right, so that's it for 21. Now we just have to win the set. Damn, I really wanted that damage decrease. I didn't want to spend the bar. That barrier was kind of sick. Kind of sick. This guy just uses barriers, dude, I can respect it. I don't be using 21's barrier. I didn't block. It's true, the rumors are true. Am I plus there? I am. All right, that should be it. All right, it is it. Man, I thought it was, I thought I would still drop it but that's going to be video number two, we'll take it. Ooh, that was honestly the first set was crazy. I got to go back and look at how I got double level one. But hopefully you guys enjoyed this. If you did, definitely make sure to let me know down below in the comment section and let me know some 21 teams you want to see. Also make sure to hit the like button and subscribe to the channel if you want to stay up to date on all the videos. I have been Dada Doi and I will see you in the next one.


NNSVG is a novel algorithm for identifying spatially variable genes from spatially resolved transcriptomic data. It uses nearest neighbor Gaussian processes to estimate the variation of gene expression across space and can be used to identify genes whose expression varies continuously over the entire tissue or within predefined regions. The algorithm is scalable and requires only a few minutes to run on large datasets. Additionally, it is able to accurately estimate the length-scale parameter of each gene, which allows for more accurate estimation of the variance of gene expression. Finally, the algorithm is computationally efficient and scales linearly with the number of spatial locations. This article was authored by Lukas M. Weber, Akajo-Otisaha, Abhayrup Dutta, and others.


So I reviewed the agrees trap a while back and although within my initial testings I wasn't using the weapon right but even using it right I still think it's one of the most underwhelming weapons from the latest revenge of the cartiles event. It's just in my opinion a gimmicky weapon, just put into the game to add to the numbers. Well guys today I bring a natural use for it, surprisingly it's actually good for something. How's it going guys my name's DP Jane today I bring you another BR3 video if you do enjoy living a like really helps me out and subscribe if you do want to see more. Also guys before we go any further for all your gaming needs no matter the platform you play on amazing prices and incredible weekly discounts check out G2A linked within that video description. So the agrees trap I'll admit playing with it within co-op one person greasing the other one saying enemies ablaze is quite fun and probably overlooked but as a solo standalone weapon in my opinion it's nothing but a gimmicky weapon. I mean you wouldn't pick this over many many weapons this game offers you you just really wouldn't but actually what's been found is an actual use for it something it's great for and that is farming that money.  You guys remember the level one thing to pistol money about a farm? Well use this the same way in that grease mode and you spawn yourself money unlike anything else. So firstly you need to get yourself a low level version. Now I'll say low level I mean within my testings anything below 30 is not too bad but the lower the better obviously and this can be done very very easily indeed we are farming the Villa ultraviolet and those two bosses this is something I've covered a number of times which I'll link in the video description if you want to check it out but it is as simple as this head to Villa ultraviolet and all you have to do is find and farm two sub-buses who drop the weapon those are the roster and the tenderizer so if you get either of these sub-buses when you get to that joey ultraviolet fight simply spawn in a second account create a new character or use any low level one you've got and just leave it idle while you kill either the sub-buses on your first character once done do not kill joey ultraviolet just bring that second account into the arena and check that loot to see if you've got the weapon if not quit your second character out and on your first character either kill yourself or fast travel back to the start and run back here and simply rinse and repeat the process now if you get to the joey ultraviolet fight and the sub-buses ain't the ones you need create a load back in by the way you can use this method for whenever you encounter these sub-buses anywhere on the actual Villa ultraviolet or if they spawn in anywhere else with cartile enemies you can do it there too now once you obtain what you need the best place to farm money and find those money barrels is no doubt the way would ever prove in grounds within the first place of this you get literally six or seven money barrels or even more and in such a short period of time too just try your hardest nut to damage them though because if you do when it comes to you shooting them they won't last anywhere near as long as they normally would but yeah doing this you will earn crazy money for sure way more than that in infinity pistol as within this grease mod and the grease trap shoots multiple shots per shot ammo the vending machine is literally feet away from you too so you don't have to worry about that at all and yeah guys a fast and easy way to earn money more importantly the grease trap actually good for something now before we end credit to hypocrites for bringing this to my attention so guys enjoy this while you can and get the grease trap while you can on that note we have come to the end of the video if you guys enjoyed it leaving a like really helps out if you're new around here want to see more about lands be sure to subscribe if you never want to miss a video upload you can turn notifications on by hitting that bell button but guys thanks as always for stopping by hopefully you enjoyed the video and hopefully I'll see you on that next one


Terry, listen, I think everyone in the NFL world is kind of stunned. I mean, we all feel like we got God because it's a bit wild that your team is sitting atop the NFC West above three teams that all went to the playoffs and everybody was chirping about our offseason. So have you surprised yourselves with this early start? Not really. You know, we knew we had the type of talent, the type of team to be a winning team and sometimes people may not see that at the beginning and this league is about how you finish. So one game at a time and she does keep winning really. Your sixth score, you ran a 4-2-6 at the combine and you're already one of the best athletes of course in the entire NFL. How in the world did you fall to the third round? That's a great question. Honestly, I don't know. I heard a lot of stuff about just my experience playing the game or just even people thinking I may not understand the playbook as much just because I had just started playing the position. So, you know, I don't know how I come for that, but at first I just thought I was going pretty early to be honest. I heard so much hype, but now I'm just happy I'm here. Everyone describes your personality as laid back and goofy and then there's this quote from you. I always smile because I don't think there's a reason not to. What's been your biggest smile so far this season? If you had to pick one moment, take me there. My first intercession. To take me through that. Honestly, I just was in his own coverage and I was reading the quarterback and the receiver, I perished him in my vision. I knew that I had a chance to jump the ball. So, as soon as I seen him release, it was a good chance for me to jump the route and I did and I had made a play, but it was just a cool feeling because one, it's my first intercession to lead and then two in college. I never really caught too many intercessions, especially my first one I had in college, I had a cast on. So it felt good to actually have both hands. Wow. Well, you're saying you didn't catch too many interceptions. Tariq, you only caught two.  You have four already this rookie season. Now, you started at UT San Antonio. You were a wide receiver. I did my homework. So what have you learned about yourself early in your NFL career already? Shoot, just keep working, honestly. And it's pretty like an unpredictable league, but you just got to keep working every day. And I just been noticing just as long as I just keep locking in on certain stuff and get to knowing myself even more, it makes the job a lot easier. It's a takeaway, Tariq Wollin. Yeah. And now, and then you have Richard Sherman help and coach you up apparently. So these days you're here to Tariq Wollin. You also hear Richard Sherman in the same sentence. How has he helped you before this season? What's your relationship like? He just gave me advice on making a plays and even if it's a big play or a small play or a bad play, just go to the next play because anything can happen. So just whenever he reaches out to me and stuff, I just make sure I gain as much knowledge as I can. It's really smart. Now, being constantly compared to him, it's great. It's a big compliment, but at a certain point I'm like, okay, everybody, that's cool, but Tariq's him. He kind of stands alone. How do you feel about it? Shoot. It's cool because Richard Sherman is a great quarterback. I just look at his highlights all the time and I just want to make a legacy for myself, really.  Like Riku, Avatar, whatever. Yeah. That's a pretty cool thing to be mentioning with him. Tell me this. The Avatar, is it Rik the Freak? What are we trying to get people to call you in the big leagues here? I mean, the Avatar thing started here, but should everybody else know me as Rik, Rik the Freak or just Rik? What else do we need to know about you? You're doing a big introduction to NFL fans. We know you're goofy. We know you have a light side. We know you can't swim via your Instagram. I know you like Future, which I think that's a little shade of Russ Wilson. I'm just saying. Oh, yeah. No, I like Future a lot. I like Future. I've listened to Future for the longest. So, I mean, I was going to discriminate when it comes to music anyway. I listen to everything that sounds good. I do like to listen to country, and I didn't mean to people know that, but I do like to listen to country.  What kind of country? What do you listen to? My favorite song is Dirt Road Anthem by Jackson Audine. Oh, hello. Yes, ma'am. That's an older song there. Avatar? Avatar? That's it. That's amazing. I love that. That's a good little bit to know about. You know, you've lined up in some ridiculous competition already. You got Portland Sutton, Debo Samuel. I know how anybody stops them or contains them at all. Hollywood Brown, Mike Williams. Who do you want?  You ask for a wish and you get to take this guy on one-on-one. Who do you want? Oh, shoot. A guy I always wanted to face was D-Hop. I mean, D-Hop is a great receiver. And when I was a receiver, that's one of the guys to look at. It's because, like, when the ball around him, especially D-Ball, he going to catch it. So the first go around, I didn't get to play against him, but we do play against him this week. And that would be a cool matchup. Him and Julio Jones. I like Julio a lot. Trigger, are you crazy? I would pick the practice squad slot receiver who's 37 years old. How do you want that smoke from those guys? Oh, yeah. I mean, it's not necessarily smoke, but it's just when you come into the league, you always have players you want to go against or you looked up to. And when I was a receiver, I never seen myself in this position. I always, when I was a receiver, I wanted to be like a Julio or something. So just now I'm in this position, I get to go against those guys on this level. Shoot, why not want to go against them? Because those are guys that you looked up to once before. Well, you are 6'4".  We were so excited about it. It's the Giants 6-1. One of the biggest games of the weekend. What's the biggest challenge in an offense that's so run heavy and features all those tight ends? True. As a corner, you got to bring your pass this game. That's what they're going to say. Just bring your pass. I remember in college, we played Army, and it was like a run heavy team. And I used to hate it because when you get bored of the run, that's when they throw something over your head or try to throw the ball. So this week, just being disciplined, not getting bored, but also understanding that I got to play a role in the run game much more than I did another week. I looked at your Instagram, and you said a lot about how you've always dreamed of being in the NFL, or how you can't wait to get to the NFL. That's sort of the theme throughout your social posts. And now you're here, and you're almost half asleep and in. Is it what you thought it would be? When you compare it to what you dreamt about, like, are you stealing that? Oh, yeah. A little bit, a little bit. I just happen to be on a great team. I used to watch hard knocks and stuff on Netflix and Hulu and all that, and I just see them cussing or they fighting at practice. They just made it kind of like, oh, this is the hardest thing ever, but at the same time, it's football. It is a fun game, really. And then coming here just showed me even more why football is a fun game. It's a player's game, and coaches here do a good job, and just the people throughout the whole facility, they feel like a family, and they make sure they cool with you. Ain't nobody like a stranger. Everybody say hello in the hallway and stuff like that. So just all those factors playing in, it makes you feel comfortable here. Last one for you. If you had your welcome to the NFL moment, everybody says that moment sort of happens. Was it that interception, or have you had it yet? Shoot, I had a good in about one. I could say the bad one is my first one I had. I won't play the Broncos. I had killed a blocker, and it was just me and DeMonte Williams. He came out the edge. I had wrapped him up, but it was one of those moments like, okay, this is what the NFL run-up back came like. But the good one was the interception, and just keep piling up the intercessions, because I feel like the more and more I do that, the more I turn heads. Yeah, they keep coming your way.  No, I got you. I won't forget. Amazing. And good luck with D-Ha. Thank you. Thanks to you. Congratulations on all the success. Good luck this weekend. Of course, have a good one. Bye.


The Cube at Hadoop Summit 2014 is brought to you by Anchor Sponsor, Hortonworks. We do Hadoop. And headline sponsor, WAN Disco. We make Hadoop invincible. Welcome back to The Cube. We're here live at the Hadoop Summit in San Jose. My name is Jeff Kelly. I'm with Wikibon. I'm my next guest, two partners here in the Hadoop ecosystem, and you'll see that theme at this show. A lot of partnerships happening. We've got John Settifarero, Vice President of Marketing for Actian Analytics Platform at Actian. And of course, Cube alum Jim Walker, Director, Product Marketing at Hortonworks. Welcome, guys. Glad to be here. Jeff. We were just talking a little bit before we went on. This is a fun but hectic and a little bit tiring. A few days here at this show. There's a lot happening, huh? Yeah. It's a marathon for sure. Indeed. I think it's a sprint. Yeah. Go with that. So Jim, I wanted to start with you, talk a little bit about kind of one of the things that's top of mind here at the show for pretty much everybody, and that's Yarn. You know, it was announced last fall, so it's been out in the market for a little while now. Really, tell the people out there that aren't familiar with Yarn, why it's so important to the Hadoop ecosystem. Yeah.  I mean, it's definitely all over the place. I would say it's definitely Yarn heavy. If Yarn is slapped around with Yarn, I guess, and the Sean Connelly keynote had a great graphic on that one, right? Yeah. Yarn really is this, it's kind of the inception of, I think, of Hadoop too. And this is a whole new generation of really kind of the way we think about linear scale storage and compute. I mean, the main value of Hadoop is to provide this great system, data platform, to do all these great things. The problem was, with traditional Hadoop, it was largely a batch system. It's typically a single siloed cluster with a single data set. And so with Yarn, really, it's the inception of really expanding Hadoop now into more of a multi-purpose, multi-use platform where you're storing many different sets of data and then setting up multiple applications and multiple different engines that are all accessing the data in different ways, all on that single set of data. Be it batch, which traditionally, of course, Hadoop's fantastic at, right? But the interactive and real-time use cases and running all those at the same time, it's not just opening up to new applications. We're seeing people start to see end-to-end kind of Lambda architectures of the way that they actually deal with data. And so I think it's just a, it was a function of time before this happened. I think early on, the Hadoop team at Yahoo saw this. A lot of those guys are now with Hortonworks, of course, and they saw the limitations of traditional Hadoop and Yarn started back in, I guess, 2009 or so, and it is the delivery of that. And so our customers are looking at it as kind of this vehicle to a wholly different way of looking at data. I think its introduction in October literally has completely changed this marketplace. We'll talk a little bit more about that. What are you hearing from customers and where are they on their, you know, in terms of using actually implementing these new data processing frameworks on top of Yarn? Yeah. I mean, it's still very early, but what are you actually seeing out in the field? Yeah. So, I mean, we're seeing lots of stuff. And so lots of interest in stream processing and stream analytics using things like Storm, so Apache Storm on Hadoop, and people are extremely interested in that use case. So looking at these massive sets of data that are streaming in from, say, machines and sensors and these sort of things, and they want to pick off items, they want to pick off events, they want to do real-time analytics across data that's floating into an overall system, right? And so that workload in particular is definitely, we see a huge increase. I think the other one is very straightforward, you know, HBase is known as fairly a resource hog, I would say, you know? Okay. So when you were running HBase in a cluster, it kind of took over the whole cluster. If you have a more granular resource management, which Yarn allows you to do, is you can now control, you know, how much of a cluster is being used for what workload is still having a single dataset.  So it's always important. Well, yeah. So, you know, SQL on Hadoop, you know, and that is really one of the most popular ways that people are looking to take advantage of Yarn. As you said, there's how many SQL developers out there that understand the language. That's how they access data. So it makes sense to bring that to the Hadoop environment. So John, talk a little bit about Actin's approach to this, because, you know, there are several SQL on Hadoop options out there. Actin has just kind of announced their entry to this market. Tell us why Actin did that, why we need another SQL on Hadoop, and really where is the value, the really value add that you bring to the table? Yeah, absolutely. So this whole idea of Yarn, by the way, is that Yarn changes everything. And I agree with that. That's what Rob Bearden said in the keynote, and absolutely agree. And we've been running stuff on the HDFS clusters before Yarn was even available, because we believed that. We knew it was coming. And so, while everybody else is trying to do what they're calling SQL on Hadoop, we're actually doing SQL in Hadoop, inside of Hadoop. And there's a lot of advantages to that. One advantage is performance. We're coming out of the gates, for example, up to 30 times faster than Impala. We're able to offer, because we're inside of Hadoop, a single management system for all the clusters where everything is happening via Hadoop and Yarn management. So you don't have to create a separate cluster and separate management system. We use all the replication capabilities of HDFS as a file system. And so it eliminates a lot of complexity. And then ultimately, our approach is that we've taken the industry's fastest, most hardened, most mature vector processing engine and put it inside of Hadoop. So everybody, Jeff, is really trying to do vector processing. There's agreement across the board, the Stinger Initiative, Impala. They're all working at doing vector processing on or inside of Hadoop. Well, guess what? When Peter Bonch did that research on vector processing back in the early 2000s and built out a vector-wise database, we bought that technology. So it's been in development since 2004. It went into production in 2010. It's been hardened. It has acid compliance.  And all of this now running natively inside of Hadoop. So we've essentially turned Hadoop into a fully functional, high-performance analytic database, a massively parallel and MPP analytic database all running inside of Hadoop.  You point it at Hadoop now and it runs like any database you've ever interacted with in the past. So this is a huge step forward. We think because we're using this hardened technology created by the father of vector processing that we're actually entering the market about four to five years in advance of the rest of the providers. Yeah, we had Peter on. We talked a little bit about some of the technical symbiosis, if you will, between the acting database and Hadoop. Scale out nature on commodity machines. And it actually is a quite natural fit as opposed to some of the other types of databases out there that may be built on different approaches that don't necessarily match up quite so seamlessly with the scale out approach to Hadoop. So let's translate all that though to solid business value. What is this going to enable your customers to do that maybe they couldn't do before? Or is it simply going to make things move faster? Or is it going to give them new capabilities? Or a little bit of both? Yeah, I think it's actually the acceleration of time to value for analytics and for big data investments. So it was interesting in the keynote here at the Hadoop Summit. Merv gave a figure. He said that 70% of the existing big data projects are not yet in production. There's also about 60% of those projects that don't even have a business case. And the reason is, if you think about it, every business unit has a conduit to the data and the analytics, and that conduit is a business analyst. And 90-something% of those business analysts use a SQL tool or write their own SQL to be able to access the data and run these analytics they're providing to the business. And up until now, they've been given very limited access to data in Hadoop. The SQL support is the door's been opened slightly. We're flinging the doors open wide. And so the most important thing is that we are, we're literally opening the door to millions of business-savvy SQL users to be able to access this data that sits in Hadoop, to be able to provide the business case, to be able to pick the models that are going to work the best, and to be able to translate those into operational BI and embed those analytics and business process. So what we're doing is we're actually speeding the process so that people can now move these Hadoop projects out of the laboratory into production, begin creating value, and ultimately transform the way companies use data and analytics. Well, so let me push on that a little bit. So you're going to have, there's going to be somewhat of a change management issue taking place. You've got to, you know, the way companies do things has got to change from their traditional systems to adopting Hadoop and then adopting something like SQL in Hadoop. So I'd like to get both of your perspectives. What are you doing in terms of, what are you coming up against when you're in customer situations in terms of making some of those mindset changes about how you look at data management? And how are you kind of pushing those conversations forward, Jim? I mean, I think what John just said, I mean, is attributed to that. It's, you know, mainstream adoption depends on skills. 60%, I would say, maybe 70% of a by-process for anybody in technology is, do I have the skills to actually implement something?  That's a tough language. That's a tough sell, right? And so what we're seeing is really this mainstream Hadoop emerging. And mainstream Hadoop, it has to have all those tools.  We know what that is, right? We've been through this for 20 years, right? Or 30 or whatever it's been, right? And so, you know, I think, I don't think we can hide from any of that stuff.  You know, what's that development framework that is going to enable and empower companies like Actian to basically directly integrate with Yarn? I mean, it's a multiplier effect for Hadoop.  You know, we're a platform. I don't want to compete up the stack. I don't think our place is above that stack, right? And so, I want to be linear scale, compute and storage and provide all the right framework and all the right API so that, you know, great partners like Actian can build and use Hadoop and we can go to market together and do all these different things. So, you know, that's everything we're seeing. So, John. Yeah, I think the beauty of our partnership is that when you combine all of the modern data platform that you get with Hortonworks and the Actian analytics platform, we're really looking at bringing together that entire end-to-end analytics process. So, there is the sequel on Hadoop. But remember, in our platform, we also have a data science workbench where, you know, our business analysts can choose from 1,500 operators to do all of their data blending and enrichment, data science to be able to do analytics, machine learning, all of the building and testing of models. And all of that runs natively inside of Hadoop via Yarn as well. And so, just no coding required, right? Drag and drop interface. So, we're essentially removing all barriers for business access to this data that sits in Hadoop. And we're opening it up now to the entire spectrum of users of big data analytics. So, the data scientist, you know, does all of this discovery kind of work. And they figure out, you know, what are the candidate models that we can be creating? What are all the possibilities? And then the data miner brings in these data mining algorithms and tests those models and figures out, you know, which are the two or three contender models? And then they pass it on to the business analyst. And the business analyst will understand the business, right? They live in it and they'll figure out, which one am I going to put into production? And then all of that gets passed on to the casual user who takes that, puts it into the business and operationalizes it. And so, between us, we've got a platform that brings that entire process together in one single place, incredibly powerful for companies wanting to move forward with Hadoop. Yeah, I mean, we've done some work, some survey work, and one of the things we find, and it's not surprising, I mean, it kind of validated what we thought, but one of the biggest challenges going from that, scaling and productionizing your insights and your models that you develop in Hadoop or whatever platform, and then actually extending that to larger datasets and building some kind of data product that someone can consume on a regular basis is a real challenge. And so anything you can do to break down some of those barriers is going to be hugely valuable to customers. So it sounds like that's one of the advantages of kind of having a complete end-to-end platform approach. Yeah, absolutely, and I think that, and it's so, and there's cooperation as well, you know? I think one of the great things about Hortonworks, and Jim, I'll let you talk more about this, but is having Hive where you can address petabytes of data. You can run a query through Hive and you can ask a question of all of the petabytes of data that sit in Hadoop and you'll get a response back and then you have a data science workbench or a SQL interface for the business users that want to do higher-performance kinds of analytics. It's supporting all of those workloads. That's the combination of Hortonworks and Actian together. You're exactly right, John, and this is exactly how this market is going to, people ask me, you know, where's this thing going? Where are we going to end up? This is exactly where it ends up, and it's, you know, look at, yeah, Hive can do, we have vectorized query in Hive. We've had long conversations about this, John, right? And so, how are we getting interactive query at scale across broad range of semantics is what semantics we want to do in Hive? So, what am I going to use Hive for versus Actian, right? And that's the question. It's like, well, I'm not going to build the stuff up the stack, right? I mean, I'm still looking at a SQL interface. That's where we stop, right? We build this great SQL interface called Hive. All of the intellectual property that Actian brings to the table for data science and all the, you know, how do we do that? That's not our job as a vendor. You know, that's why we partner with people to do these things, and it's been, from day one, that is absolutely where we, you know, we're helping on making sure that that's where we fit, and that's why partnerships with us work extremely well. I don't want to, I don't want to obviate. I don't want to block out the sun. I want to work well with everybody, because the data center is the data center. And we're all going to live. Well, we've talked a lot on theCUBE about Hortonworks has really, you know, stuck with their strategy from day one. There's been no wavering on that, and it's critical, you know, for Hortonworks' long-term strategy to remain open, and it's a really, I mean, the partnerships are critical to your long-term success, and enabling the ecosystem. And I think that's why there's 88 companies out here. It's part of it, Jeff. I mean, you know, my friend Mitch Ferguson is our VP of Business Development at Hortonworks. In day one at Hortonworks, we had 24 engineers. 24 engineers came out of Yahoo. There were three other employees on day one. Rob Bearden, our CEO, VP of Finance, he got, I guess he got to have a finance guy, right? And our BD guy. And so really, it's literally, I'm not just figurative, literally from day one, it was a main focus of us to actually, you know, light up the ecosystem. And so I think that's why we haven't faltered. We're, you know, we know that that's important, and we're, I think we all march to that same beat internally at Hortonworks for sure. And I think our partners witness it, I mean, the way that we interact with them. It's time and time again, I hear. Great company to work with. We were able to get X, Y, and Z done. I mean, it's critical for us. Let's, you know, let's size up the market a little bit. When you're talking about, you know, competitor approaches. So you've got Cloudera taking approach, where they're both trying to build out the Hadoop data platform layer and some of the things that Acti is trying to do, where you're taking more of a partner strategy. What are, you know, to put on your objective hat, and what are the pros and cons of that approach versus your approach? Do you think? Look, everybody has a business strategy, Jeff. I'm going to stick with the Hortonworks strategy. I believe in it. You know, I bleed Hortonworks green, obviously. You've known me for a while. But it's not just that. It's just I believe that the, an open community needs a very kind of an open approach to partnerships. And that's, I'm not going to comment on my competition in their strategy. I got to try. I got to try, Jim. You're going to bait me all day long, Jeff. I mean, I'll let John talk about it. But, you know, I look at, I really like having a very strong competitor. I, yeah. To me, you know, Doug and I, Doug in a room were on stage earlier today. I saw them last week at a panel and well, I don't think we would be where we are today as a market without this competition that's happening right now. And so, you know, to me, it's absolutely paramount for any market to move fast to have great competition in it because we have moved very quickly. And so, and I think that's technically business-wise. Look, this is a great big show and I think that's a tribute to that. I think I'd have to say the same about the sequel on Hadoop, now our sequel in Hadoop. There's a lot of vendors out there that are trying, they're scrambling, right? And the race is on to provide sequel access to big data. There's no question about that. And that allows us to enter the market with a solution. I mean, it is really addressing a major need. I think the other figure that Merv put up in the keynote was this idea that 53% of the people doing big data projects, their next big thing that they want to do is sequel on Hadoop. And so, there's a need for that mark but the market's being created because there's a number of people pumping into the open source side of sequel in Hadoop. There's vendors like Actian who are contributing the best vector processing kind of technology to provide that for customers. And so, it's because of that need and the competitors that are out there that we can enter the market and be able to attract very quick attention around this particular hole that we're filling. Yeah, I mean, one company doesn't make a market, right? So, it doesn't, that was the way it was for quite some time. You know it was, as a matter of fact, but clearly not anymore. So, well, time for just one more question. Just, what are your thoughts about the show itself? As we mentioned, 88 companies here, but I think 3,200 plus attendees from over 1,000 companies. Just talk about the show. I have a unique position, Jeff. I'm content chair for the show. And so, when I took this over this year, it was really important to make sure that this was a community show. We went out and we attracted some really great talent to, you know, curate the tracks. We have track chairs, you know, Ron Balkan from Think Bay. We've got Eric Sammer, who's now at Scaling Data. Used to be at Cloudera, you know. Sanjay Raydi, a hort worker. Jonathan Gay from Continuity. Oh man. This is going to be like, remember, and if you have six kids, I forget so. And Andy Fang from Yahoo. And then there's the six, it's, anyway. John Santaferral from Actium. But they did a great job in being very fair in saying, look at, you know, we had 600 abstracts submitted for what was going to be 126 sessions. We ended up placing, you know, a subset of that. Of course, we have sponsors and everything. Great representation across the community. There's a fair amount of hort works slides and sessions in there. And honestly, those were chosen by the track chairs. And I think the, what we're seeing is a true community event. I mean, Jeff, I can't thank you enough for going on stage with Arun and Doug this morning. And it just shows exactly how this, this is a beautiful community of developers. And I think that was a great representative point in time of, you know what, there's a lot of vendors here. And there's a lot at stake. And everybody's got their thing going on. There's a battle for sequel and whatever that is, John. But ultimately, you know, there's a lot of developers. And you know what, at the end of the day, they all know each other. And they are respectful of each other. And to me, that's why I'm 3,200 attendees, 88 sponsors, we're over the moon delighted about the interest. My personal is about this really being a community event. Absolutely. Yeah, I think the one thing I've seen last time we talked, we talked about this shift that was happening from Big Data 1.0 to 2.0. And the major part of the shift was that companies had collected massive amounts of data. They've invested millions of dollars in Hadoop and Big Data platforms. And a lot of them were stuck in the laboratory. And this move, people are actually getting pressure from their CFO and from their CEO to now start generating value out of the data. And so I think this idea of removing all barriers for business access to data is resonating with the crowd here. Because there's a number of people who have made the investments. They need to move this into production and they're ready and it's going to happen. In the next six to 12 months, I think next year when we come back, instead of 70% waiting for production, I bet it's going to be around 40 or 50%. There's going to be a big push to get this into production.  I need to make that next step, let's go and let's do it quickly. Yeah, I mean I think you definitely get a sense we're close to a tipping point with a lot of the group of concepts and experiments starting to graduate to more production deployments and that's where we're going to see some real value creation. So it's going to be fun to watch. We'll have you both on again next year for sure. We're looking forward to it. Thanks guys. John Santeparero from Acty and Jim Walker, Port and Works guys. Thanks so much for coming on. Thanks for watching. Stay tuned. We'll be back with our next guest in just a few minutes.