From around the globe, it's theCUBE with digital coverage of AWS Public Sector Online. Brought to you by Amazon Web Services. Hi, I'm Stu Miniman and this is the Cube's coverage of AWS Public Sector's Summit Online. We've done the show for many years. Of course, this time it's online rather than in-person in the district of Washington, DC. Happy to welcome to the program. First time guest, a very good partner of AWS is from Salesforce, it's Casey Coleman. She is the senior vice president of Global Government Solutions, once again with Salesforce. Casey, thanks so much for joining us. Stu, thank you, glad to be here. All right, so first of all, maybe if you could give us a little bit of level set, your role at Salesforce and obviously, long partnership with Amazon, tell us a little bit about that. Yes, my role at Salesforce is to work with our customers in the public sector globally and really help them map out their digital transformation. It's an ongoing journey and we help them understand how to break that down into actionable steps and really transform what they're doing to serve their constituents and citizens better. Excellent, so of course the public sector show a lot about leverage of GovCloud and the other services, all of the compliance that goes into that. Ahead of this event, you had a new update at Salesforce in partnership with AWS. Talk to us about it's the Government Cloud Plus. So what's entailed there and tell us how AWS and Salesforce work together to launch this solution. Yeah, thanks Stu. We are so excited to announce the launch of GovCloud Plus, which is Salesforce's customer 360 CRM platform that runs on Amazon web services in the GovCloud in their GovCloud environment. And we've just received a provisional ATO, provisional authority to operate from the FedRAMP program office at the high security level. So we are announcing GovCloud Plus is FedRAMP high ready to go, generally available and ready for customers. Excellent, maybe bring us inside, what's different about how government agencies leverage Salesforce, most companies out there, Salesforce is a critical piece of how they manage, not only their Salesforce, but marketing and lots of other pieces. Anything specific that we should understand about the public sector? Yeah, it's a great question because even our name Salesforce sounds like a commercial kind of thing to do. Governments don't think of themselves as selling, but if you break down to a level of detail about what governments actually do, it is the same kind of function. It's case management, it's benefits delivery, it's communications and outreach. It's all the same kind of functions that are necessary for commercial organizations to thrive. And so that's what we do. We translate that into government ready terms so that they can serve child welfare, health information, delivery, patient records, farmer information, all kinds of services for constituents of the public sector. And they might call them customers, they might call them citizens, residents, constituents, but it's those they serve. Yeah, well, one of the things about Salesforce is, as you said, it's not just a sales tool, there's so much. You've got a very broad and deep ecosystem there, as well as people that know how to use it, they get underneath the covers. When I think of not only Salesforce, the first company that I probably thought of and heard about, that it was SaaS, but if you talk about the API economy, if you talk about how things integrate, Salesforce does a lot for developers. So I know one of the other pieces you had, everybody knows Dreamforce, maybe not as many people know, the Trailhead DX show that Salesforce just had for developers. So bring us a little bit inside what Salesforce is doing for developers and of course the government angle along those lines too. Yeah, there's a lot going on in the developer world. We were glad to be able to host a virtual version of our Trailhead developer conference and announce a lot of exciting new developments, including Salesforce Anywhere, which is really bringing an immersive voice video and chat environment to collaborate in the developer environment and then the delivery environment. And you bring that into the public sector and the benefits are amazing because one of the key challenges with government is keeping up with the pace of the public expectations and the pace of change in the commercial world. All of us shop and bank and live on our mobile devices and governments are being based with the same expectations from the public to do anytime, anywhere personalized delivery. As the low code rapid development environment that Salesforce offers gives public sector IT teams the ability to quickly respond to changing conditions like the COVID-19 pandemic and roll out applications that are not only fast to develop and deploy but they also benefit from being in the gov cloud environment. And so the compliance is already built in and that's another key challenge that often arises for public sector is not only fielding new applications and making sure they're secure and so with Salesforce it's all built in. Yeah, it sounds a lot of systemality to what we hear in the private sector. Of course that the balance between what IT is doing and how we enable developers of course security you mentioned super important. Anything specifically from the government sector that you'd say might be different from what we see in the general enterprise world. You know, the security is top of mind for the public sector always because they're dealing with the most sensitive data. They're dealing with a public trust and trust is really the currency of government. They're not dealing in profit and market share but they are dealing in a public trust and protecting information like financial data, health data, personal data. And so it's essential that the government have the best in class commercial tools to make sure they are providing world-class security for their constituents and their mission. And that's one reason we're so excited to be partnering with AWS on GovCloud Plus because Amazon AWS has already deployed the FedRAMP PI version of their infrastructures and service. And so by writing on top of that we inherit all of those existing controls at our own FedRAMP PI controls and our customers benefit from the best in class security from two of the most trusted names in public cloud. Great, absolutely, GovCloud has been a real boon for the entire industry when it talks about how government agencies are leveraging cloud. You talked about sitting on top of GovCloud, the government cloud plus leverages some of the certifications and like. Can you bring us inside a little bit? How long did this effort take to get? Anything specific in the integrations or functionality that you might be able to highlight about this joint effort? Yeah, we've been working on it for some time now because it's essential to really think from the ground up. And this is not just replatforming our cloud solutions on AWS. It is rethinking the whole architecture so that we really are organically taking advantage of infrastructure services that AWS provides. So it is a really deep integration and it's not only a tech integration, it's a strategic partnership too. And you're going to see a lot more announcements coming from both of us about the integration, the capabilities we're bringing together and a lot of the work we're going to be doing to continue to bring innovation to our joint customers. Excellent, you made reference to the pandemic. What are you hearing from your customers? How does this new offering impact them and support them both today as they're reacting to what happens as well as going forward as we progress? Yes, Steve, the COVID-19 pandemic really exposed a fault line in government programs that weren't scaled to meet the demand. We saw websites crashing when people were going to them and just overwhelming them with questions about the health situation. We saw benefits programs that only worked when people could come in and sign up and apply in person. And obviously with government offices shut down, that wasn't an option. And a lot of government workers were sent home to telework without much notice and their infrastructure just couldn't support it. And so just in general, there were a lot of breakdowns along the way. But the good news is that a lot of public sector organizations and programs are making that pivot quickly. For example, we worked with one state agency that experienced a 400% spike in demand for applications for unemployment benefits. It makes sense, people are out of work, they need unemployment benefits, but they just couldn't respond to that kind of surge in demand. So we worked with them along with AWS and in less than a week stood up a virtual contact center with chatbots so they could meet the demand and provide those vital services for their residents at a time of real need. So there's a lot to be optimistic about in the middle of this crisis, there is a lot of transformation happening. This kind of forcing function is producing a lot of innovation and transformation. And I think it's really going to make a fundamental shift in how we reimagine government in the future. Yeah, Casey, you're absolutely right. This pandemic has shown a real spotlight on where, you know, what works and what doesn't. And I think about not only government, but a lot of how finances work.  So what are Salesforce and Amazon doing to help those customers? You talk about they have to ramp things up, oh wait, were they financially ready for this? Some companies, oh wait, I have to temporarily dial things down. That's not in my 12 month or 36 month plan. So are there things that you're doing to help customers? You know, short-term and long-term, are you seeing some change in how people think about their planning and how they can be ready for what change happens out there? Yeah, you know, what are the big findings from this whole experience? Not just in the public sector, but across every industry has been that digital transformation may in the past have been viewed as a nice to have. It is now really the only way to connect and serve both customers and employees. And so digital first, digital transformation is rapidly becoming an urgent imperative because this situation is not going away overnight. And even when we get back to some state of normal, it's going to be different. And so digital first and being able to move quickly, to roll out services rapidly, to be able to start small and then scale rapidly. These are things that benefit any organization, whether it's government or commercial. Excellent. Well, Casey, I'll let you have the final word. What you want people to have is their takeaway of Salesforce's participation in the AWS sector online event. We are just so excited to be here with AWS to jointly come to our customers with GovCloud Plus, the FedBrand Pi authorized environment for best in class CRM and customer and employee services. Our partnership with AWS is one that we're excited about. You're going to see a lot more announcements coming soon. It's not only a technology integration, it's also a strategic partnership. And we think our customers are jointly just going to be really excited about the development. So thank you for the time and glad to be here. All right, well, thank you so much, Casey. Congratulations on the Government Cloud Plus launch and absolutely look forward to hearing more about it in the future. Thank you, Steve. All right, be sure to stay tuned. Lots more coverage of theCUBE at AWS Public Sector Summit Online. I'm Stu Miniman and thank you for watching theCUBE.


The Jell-O program brought to you by Jell-O and Jell-O Pudding, starring Jack Benny with Mary Livingston, Phil Harris, Dennis Day, Rochester, and yours truly, Don Wilson. The orchestra opens a program with lovely little lady. Do you know that old saying, friends, about seeing is believing? Well, even seeing a big, beautiful mold of Jell-O can't make you believe how wonderfully good it is. No, you have to taste it to know what a marvelous flavor Jell-O really has to offer. The first shimmering spoonful of Jell-O will give you the whole story as nothing else can. You'll taste in it a gloriously rich flavor, yes, a flavor that calls up the pleasant memory of sunny summer orchards and berry patches. A flavor that's locked right into Jell-O by Jell-O's exclusive process. This new process makes Jell-O better than ever, gives you extra richness, extra pleasure. Prove it for yourself. Open a package of Jell-O. Notice that there's no telltale aroma, no sign of escaping fragrance and flavor. Then dissolve the tiny Jell-O particles and notice how Jell-O's captive goodness comes gushing out in a flood of wonderful richness. Get Jell-O tomorrow and enjoy the added delight of swell, tempting flavor locked in by Jell-O's new process. A lovely little lady played by the orchestra, and now, ladies and gentlemen, we bring you a man who was the sensation of the Easter parade this morning when his suspenders came wayer at Sunset and La Brea, Jack Benny. Thank you, thank you. Jell-O again, this is Jack, your little Easter Benny talking. And Don, how did you ever find out about that accident I had on Sunset Boulevard this morning? Were you around there? No, but I heard all about it, Jack. It must have been very embarrassing, all dressed up for the Easter parade and your suspenders break. Well, Don, I didn't mind so much when my pants fell down, but my laundry didn't come back and I had on those bloomers I wore in Charlie's Ann.  Yeah, I can imagine. You must have looked awful standing there at all that lace and those ruffles. No, no, Don, apparently I was rather attractive. In fact, I heard a little boy ask his mother if I was Scarlett O'Hara. Of course, I had to admit that I wasn't. Incidentally, Don, speaking of Easter, I'm surprised that you're not wearing a new suit today. Well, I ordered one, Jack, but you know how big I am. Yeah? Well, to make a long story short, I was turned down by the War Production Board. Oh, well, I don't blame them, Don. I can see five sailors sleeping in hammocks made from your vest alone. And incidentally, that shirt you're wearing is the only army tent I ever saw with a soft collar. But don't worry about it, Don, of things well for Pete's sake. Well, what's the matter, Jack? You got a load of Harris over there. You never know it was Easter Sunday the way that guy's dressed. Hiya, Jackson. How's the old wreck today? Oh, fine. As a matter of fact, I just polished the Maxwell this morning. They'll mean you. I know who he means. Always has to come in with a wise crack. You said it. Hey, Jackson, did you hear about that big Turkish bath downtown that's going to close up? Close up? Yeah. They ain't got no rubber. Ha, ha, ha, ha. That's a lulu. Oh. Yes, that's a very clever gag. And it's elastic. It can fit anywhere.  Say, you want to know a funny thing, Phil? Here I come to work today all shined up with a haircut, shave, new suit, and tie.  Yeah. And you want to know another funny thing, Daddy? What? I still look better than you do. Well, I'd have a marvelous bill, too, if I wore padding in my shoulders like you. What are you talking about? I ain't got no padding in this coat. And you must have a horse collar in there. It can't be physique. In fact, you don't see me going in for those over stuff models. I like a nice, simple, dignified cut, you know? Well, you've got one there, Jack. That suit looks swell on you. Really?  That's bo brummo. Bo. Mo. I know who made it. If you want to know something, mo brummel and suns have a very exclusive tailoring establishment. They don't take everybody, sister. They don't, eh? No. And why do they got four guys out in the sidewalk with meat hooks? That's only for a gag. If they drag you in there, you don't have to buy, and they have marvelous values. Feel the material down. How's that? Excellent. If I'm not too personal, Jack, how much that suit cost you? The price? Uh, $29.50. With two pair of pants. All right. And a waffle iron. All right. All right. And a set of golf clubs. One club, not a set. A little mashy niblick, and she makes it a bag full. Anyway, Don, if you want to know where the place is, come along with me tomorrow morning. I'm taking the suit back for alterations. Alterations? Why? That suit looks okay to me. I don't know, Don.  They're, uh, they're good tailors, though. They'll fix it. Oh, Jack, could you tell Phil about that terrible accident you had this morning? What was terrible about it? I went walking down the street. My suspenders broke. My pants went to half-match, and I was standing there in a pair of bloomers. Wow! And I had to miss it. Boy, I'd give 10 bucks to see that. 10 bucks? Well, get your money out, Jasbo, and down they'll come. Hand over the dough.  Well, then let them get some money out or keep still about it. Showing off. Anyway, we were talking about my suit. Speaking of suits, Mr. Benny, how do you like the one that I'm... Oh, hello, Dennis. Hello. Speaking of suits, Mr. Benny, how do you like the one that I'm... How do you feel, kid? Oh, I'm fine. Thanks. Good. I had a little touch of dandruff, but I'm over it now. Good. Speaking of suits, Mr. Benny, how do you like the one I'm wearing? Well, it's all right, Dennis, but I don't think it fits you as well as it should. When did you buy it? I got it yesterday by accident. By accident? Yeah, I was looking in a store window downtown and all of a sudden I got a hook. Oh, you bought the suit at Drummo. Well, Dennis, when you get a new outfit, you're not supposed to stuff a lot of things in your pocket. Look at the way your right pocket is bulging. That's the waffle iron. I can't get it out. Oh. Say, Dennis, did you get a mashing nib like Jack did? No, I took the presto cooker instead. You got a presto with a plain suit? Gal, Donald, they told me you could only get a cooker with a tuxedo. Believe me, I'm going back to Brummel's first thing in the morning and raise heck. What are you laughing at? Pull up your bloomers. I can't see your shoes. Oh, I'm sorry. Well, Phil, it's about time for a cooker. I mean a band number, so let's have it. You better let Dennis sing first. I can't find my baton. Oh, you don't need a baton. Why don't you just wave at the boys? Look, if I wave at those guys, they'll put on their hats and go home. Oh, well, then look around for your stick. All right, Dennis, unplug your waffle iron and come over here. You got to sing. Okay. Imagine that kid walking in there accidentally and getting a presto cooker. Oh, well. I'd like to tell you if I have a simple story of undying love. Oh, it will fit if there weren't any rain. One thing that I know. Written by Lou Pollock and Herman Ruby and sung by Dennis Day. And Dennis, you sang that beautifully. Thanks, Mr. Benny. Of course, I got a little bit of a cold, you know. A cold? That's too bad. How'd you get it? Well, on April Fool's Day, I sneaked into my girl's apartment and hit in the electric refrigerator. Oh. I was going to say boo when she opened the door. That's a cute gag. What happened? Well, she didn't come home that night and they had to rub snow on me for three days. Oh, that's terrible. Get ready, Don. I'll tell you, I'll tell you what to do for your cold, Dennis. When you get home tonight, try some menthol on your chest. All right, Don. Menthol on your chest. Oh, Jack, please. Please, not this one. Don, I don't want any trouble. Menthol on your chest. But, Jack, I'm a college graduate. You can't do this to me. Menthol. Sorry, old man. Well, I'll be darned. He walked out. I don't blame him. Well, I'll tell you one thing. Don won't be back on this program until he reads that commercial. That's a fine way to treat him. Listen, Jackson, Wilson is the only real friend you got on this show. What? What about you and Mary and Dennis? Well, you know, it's just a job with us. Well, I'm certainly glad to know that. Me too. I never knew where I stood around here. Never mind. We'll discuss that later. And now, ladies and gentlemen, while Mr. Wilson is out in the hall sulking, I'd like to announce that for our feature attraction next week, we are going to... I can't understand why my gang doesn't love me. I'm good natured. I'm easy to get along with. I pay well. I beg your pardon? Well, I am easy to get along with. Our feature attraction next week will be a... Excuse me. Come in. Yes? I got a special delivery here for Mary Livingston. Oh. Here I am. Give it to me. Nope. Got a sign for it. You know, got a sign for it. Okay. Postal regulations. Don't blame me. She's signing. She's signing. I don't make the laws, you know. All right. Here. Here it's signed. If I broke the laws for you, I'd break it for everybody else. Asking you to break any laws. So long. Say, that guy's a little old for a messenger, boy. Ring doesn't mean anything to you, either, Bob. All right, Mary. Who's the letter from? My mama. Oh, fine. What's O'Roxy Hart got to say, anyway? Listen to this. My darling daughter, Mary, just received your long letter with check and close. We'll read it as soon as I return from the bank. He's a mercenary, old buzzard. Everyone is fine here except that your Uncle Willie has started drinking again. He bought a new Easter suit yesterday and he took a bottle opener instead of a presto cooker. Hmm. Even with the shortage of tires, we can't get him to go on the wagon. He's sure to. He's got a nose like a taffy apple. Quiet. Your brother, Hillard, is in the army and writes that he will not be able to be a general for some time as they are short of uniform. Some reason. You'll be happy to know that he won a medal shooting Japs. Let's see that.   He won the medal in a dice game. Go ahead. I cannot tell you where Hillard is stationed as it is a military secret. However, this morning I received a big box from him with a kangaroo in it. He's probably in Iceland. I'm not giving away any information. No other news except that last night we all went to see Japs' latest picture to be or not to be. Well.  I might have known your mother wouldn't like me. We also saw Cecil B. DeMille's new movie, The Wild Wind with a Reap Seat. That's Reap the Wild Wind. Boy, is she pressing. Must close now as your sister Bade wants to use the fountain pen to make up her eyebrows. Much love, Mama.  P.S. Always a P.S. If you read this letter to Jack, leave out the part where I ran down his picture.  There's one woman that gets my goat. Mary, when you answer your mother, tell her if she didn't like me in my picture. I'll be glad to refund the 30 cents it cost her to see it. Oh, she probably sneaked in. She wouldn't pay to see it. Well, I'm going to send her the 30 cents anyway just to embarrass her. I saw your picture last night, Mr. Benny, and I stayed for three shows. Well. We sure are good to get in that warm theater after that refrigerator. Well, let me tell you something, Dennis. Any time you want to... Well, so Mr. Wilson has returned. All right, Don. Men fall on your chest. Oh, all right. Ladies and gentlemen, the next time you...  Well, he can stay out in the hall all night if he wants to. I can be just as stubborn as he can. Okay, Phil, let's have a band number. Sorry, Jacks, and I ain't found my baton yet. You need with your curling iron. I know it's standard equipment. Come on, let's have a number. Don Wilson thinks he's going to get paid for tonight. He's crazy. Easter parade played by Phil Harris and his orchestra. There you are. You see, Phil, you didn't need a baton at all. Your hands did the trick. Yeah, it was great. You know, Jackson, that's the way to lead a band. Certainly. Now I'm like Stakowski. Or Toscanini. Or Spamoni. Well, I knew if you'd talk long enough, you'd hit the jerkpot. Spamoni, Spamoni, Phil, is Italian ice cream. Well, thank heaven, I thought I said an naughty word. No, no, you're in the clear. Unless... No, no, ice cream is ice cream no matter how you look at it. And now, ladies and gentlemen, as I started to announce, next week for our feature attraction, we are going to present a new type of quiz program in which I will personally give away $24 to each of five lucky people. In other words, I, Jack Benny, will give away a total of $120. This will be known as the miracle hour. No, no, no, it's a regular quiz show. You mean like Phil Baker's program, Take It or Leave It? Yes, except instead of Take It or Leave It, my program will be called Try and Get It. Remember the title, ladies and gentlemen, Try and Get It. Say, Dennis, would you like to be a contestant next week and try for the $24? I'd like to, but if I win, you'll twist my wrist. There'll be no violence. Anyway, folks, be sure and tune in next Sunday for our big quiz show. By the way, Jackson, did you hear Fred Allen on the quiz kids program? On the quiz kids? Yes, I heard him, and I'm glad you brought it up. Now, if you remember, Phil, Fred Allen was the quiz master. That is, he asked the question. But when I was on the quiz kids program, I sat right there with the kids and had to answer the questions. There's a difference. Wait a minute, what questions did you answer? There's a big difference. Believe me. I said, what questions did you answer? The difference between asking the questions and sitting there racking your brains out, trying to answer them. Well, all right. What questions did you answer? Well, for one, the Battle of Bull Run was fought on August 30, 1862. I had that date exactly right. Well, sure, you got a bullet in your leg to remember it by. I wasn't even there. Anyway, the point is, I answered the questions, and Allen only had to ask them, proving he's afraid to show the world how stupid he is. You weren't afraid by golly. Don Ryder, Dennis, that Allen goes around posing that he's such a genius, but he's really a phony. I don't know about that, Jackson. He don't waste no time answering your program every week. Oh, yeah? He thinks up gags as fast as I do. You don't know it, Phil, but you're on my side again. And I'll tell you something else. I'll tell you something else. If he keeps running down my show week after week, I'm going to take a little trip to New York and knock his teeth out. Say, Mr. Benny, how many teeth has Fred Allen got? Thanks, kid. Allen has one tooth, Dennis, and if he doesn't keep up his else-dos, he'll be all gummed. He hasn't eaten anything with gristle in it for over 30 years. The minute he walks into a restaurant, the waiter's holler, soup. And here's another thing. Every time... Uh-oh, here's Don Wilson again. Oh, yes. All right, Don. Men fall on your... Hmm. There he goes again. Can you imagine such a stubborn guy? Well, at least he's got pride. Mary, I wrote that commercial, and I insist that he read it. I'm running the show, and until we find... I'll take it. Hello? Hello, Mr. Benny, this is Rochester. Hello, Rochester, what do you want? I'm quitting, boss, effective as of immediately. What do you mean you're quitting? What's the trouble? It's that crazy board of yours, Mr. Billersley. He's been chasing me around the house all day with a bow and arrow. What? And he keeps putting apples on my head. He thinks he's William Tell. William Tell? From the overture of the same name. Well, now, listen, Rochester, there's nothing to get excited about. Just humor him.   The idea is to put a hole through the apple. Uh-huh. You see, uh... You see, Mr. Billingsley thinks he's Swiss, like William Tell. And the Swiss are very good shots. Did you ever see any of that cheese they send over here? Rochester.  Mr. Billingsley is very good with a bow and arrow. Uh-huh. You know that bull's eye's got painted on the garage door? Uh-huh. He can hit it four times out of five. Well, until it's five out of five, don't fire, because I ain't ready griddly. Oh, what a scaredy cat. Rochester, when I get home, I'll let Mr. Billingsley do that trick with me and show you up.  Don't bother. I'll take an oath on it. Rochester, don't get hysterical. Mr. Billingsley just likes to have fun.  You better have your tube bay on stills. Never mind. I'm not afraid. Anyway, I'll be home in a few minutes. Goodbye. Goodbye. Oh, say, boss. Now what? Can I have the evening off? I want to go down to Central Avenue for the Easter Parade. You had this morning off for the Easter Parade. That was just a rehearsal. Tonight we're going straight on down. Okay, okay, so long. Mr. Billingsley is such a playful fellow, and Rochester doesn't seem to understand him. Oh, well, maybe if I... He's here again. Yes, I'm here. All right, Don, the program is nearly over. Now for the last time, men fall on your chest. Oh, very well. Ladies and gentlemen, the next time you go to your neighborhood grocer, be sure to buy a package of jello. The ladies think it's delicious. Here it comes, folks. And the men fall say it's chest wonderful. I hope you're satisfied. Well, I'll be... He'll pay for that door, or my name ain't Scarlett O'Hara. Play, Bill. Well, your next salad friend will have this delightful jello treat. It's a grand combination of sweet cucumber pickles and sunny lemon jello. And it's so easy and simple to make.  Then mold and serve as a salad, or if you wish, as a swell, spicy relish. Here's something mighty grand, a really enjoyable treat that will add lots of color and flavor to any meal you serve it with. So make up this tart, tempting blend of delicious sweet pickles and rich, golden lemon jello. Get a package of lemon jello tomorrow, and when you do, be sure to get genuine jello, because jello's new process locks in the flavor, makes it extra good. A little late next week at Camp Han. Good night, folks.


What's up everybody? Jason here for jaskiescasebrakes.com. This sells out the baseball mixer guys We're giving away the last four spots in the baseball mixer with this 2021 prism baseball multi-packed cello Random teams number four and first guys we do the break We'll randomize the customer names and teams then distribute the hits out of this multi-packed cello Then at the end of the break we'll take all 30 customer names and randomize them and the top four We'll get spots in the mixer, which will be coming up after my dinner break guys So let's do the break roll the dice 11 times five to six one two three four six seven eight nine ten 11 Brad Rogers down to Stephen Kendrick 11 times 11 times one two three four five six seven eight nine ten 11 Since any reds done at the Seattle Mariners And again guys stick to what you got remember. It's a quick little cello pack. So No trades All right, so there you go All right, so again stick to what you got guys quick little pack filler. There it is The Wendy is these composano Kalanick rookie Bobby Delback and Debbie Garcia, and here's your bonus pack Which is actually cards like really nice like the red wedding blues Joey Bartz killer off and the wrong All right guys, so switch scenes and Let's give away those four spots guys everybody Remember top four in guys roll it Two and a six eight times top four in one two three four five six seven and Eighth and round of time Boom eight times two and a six eight Nervous Joseph Jonah Brandon and Brian crouch. There you go. Congratulations Boom eight times top four in So take a quick dinner break guys if you're watching this video live and then when I come back We'll have well, we'll do the mixer guys. So congrats for the people that got in Jasper's case breaks calm


For the first time in school history, a basketball team from Managa is heading down to the state tournament. Clayton Castle visited the Braves tonight to talk about their historic season. In just two days, the Minnesota Girls Basketball State Tournament will see new faces when the Managa Braves head down to participate in the school's first ever basketball state tournament. The head coach of the Braves credits the leadership of the team and its growth in the offseason. Tons of players on this team stepped up as leaders in this offseason and really took it upon themselves to be leaders and that's the difference in us being 30-0 right now and in the state tournament and being maybe three, four, five losses on the season. The players on the other hand credit the team chemistry for the success of the 30-0 season up to this point. We're really together. We like to communicate together. We're a close family. Most of us are all related and it's a really good experience that we're going to stay and can't wait for it. Among the leaders stands the only senior on the team in Leah Schwartz who says it's been her dream to play in the state tournament. You live it up so much and everything, seeing our fans when they turn off the lights and we all have the glow brace. It's honestly the coolest thing ever. I can't even express myself on how awesome it is. In the four days since last week's section final win over Belgrade, Bruton, El Rosa, the city of less than 1,500 people has banded around and embraced the Braves. It feels amazing. Yeah, there's so much support from everyone. Everyone's just coming together and everyone loves the Braves and rowing boat. Standing in the way of the fifth seed of Braves at Williams Arena will be Miniota who drew the fourth seed in the Class A tournament. Miniota's tough. They play a lot like us. They got one tough post and that'll give us some trouble down low because we lack size a little bit, but they got quick cars. They like to drive. They like to be aggressive. They like to run the floor and so we'll have to play good team defense and shoot the ball well. As for what it'll take to bring home that state title to Minaga, Leah Schwartz says the team just has to keep to the team motto, row the boat. They just got to keep rowing. Like that's it. You just got to row and believe, honestly, just believe. Reporting in Minaga, Clayton Castle, Lakeland News. Thanks Clayton. Four or five matchup. That's at the tip about one in the afternoon, Thursday at the bar. If you enjoyed this segment of Lakeland News, please consider making a tax deductible contribution to Lakeland PBS.


Hello, good morning. Good evening. Good day. Good whatever time it is wherever you are whenever you're choosing to watch this Hello, my name is Brian here, and I've made an executive decision for us for as long as possible I'm gonna keep coloring the same mannequin. So this was our beautiful foil model from last week She loves her highlights, but now she wants to try something a little bit more She wants to add a little more to this another layer. She this pretty much looks like you know This is how people come in they're driving. They're like sorry. I didn't wash my hair for a week I was getting my hair done. That's that's her today. She does still have her center part that is not because of pressure from Gen Z It's just because that's where her hair falls. So don't get that twisted. I am going to do the same thing on one side I'm gonna show you my stripes on one side. I'm gonna show you my V's but first and foremost I'm gonna show you my consistency. I didn't mix it up yet because consistency is something that is super super important I am using skylights from Paul Mitchell. So this is a clay base lightener. It's made for Balia Now what that means the whole clay base what you're expecting from that if you're using a clay base You need to understand that in your application. You need to go a little bit heavier with I'll show you clay base means like it's gonna harden on the outside somewhat Creating a little bit of an environment for the highlight to lift doing Balia's you had to be very very careful and cautious Because wherever you painted it lightener does like to puff up a little bit And you didn't want it touching hair that you weren't intending for it to touch because back You know when I got this hole started there was nothing to put in between your sections Just like I'm not gonna use today because I want you to see everything personally when I'm using clay lightener for my Balia's Which is typically all I use anymore now that I don't have to use a regular lightener.  That's what I like to see I'll show you in my bowl here notice.  So you see nothing's coming out good. We're in there I like this consistency because it's gonna stick to the hair as I apply it But be thick enough that it's gonna give me a really nice a placement today But I like to do my Balia's off of whatever part they come in with because generally that means that's how they're gonna wear Their hair because they at least did that day. You all know by now. I'm a huge moneypiece fan I like to go off their part and really just hit that hard So with a lot of clay lighteners when you mix it up momentarily then it's gonna get a little bit stiffer So keep that in mind because I do I want it stiff But I do need it still workable if it's too thick then that's not gonna be it's not doing us any favors So I've got my paddle give myself some to work on working with a tool like this is great Because it does help for moving quickly just keeps lightener right there So I can just keep working grab some and go grab some and go rather than chasing a bowl around You know every time I need to apply more for starters We're just gonna start on some nice bands just to show you my application one thing that I see Happen a lot is that people think that Balia's Application is Smashing color into your section the way that I like to word it just to get a better visual of what you're planning on I want Balia's I want the hair to take the lightener off my brush. I'm not pressing I'm letting I'm just getting close enough for the color to come off Think of it like the bristles shouldn't even touch the hair. I'm just gonna grab I'm here.   That's where elevation comes in I like to get everything Elevated as straight off the head 90 as you can from where it lives not 90 like always 90 90 from where it's coming Out of the head straight off so what that's gonna do as I apply my lightener onto this section when I let it go It's gonna hold together and it's gonna cause that section to buckle a little bit so that it won't press down on the section Beneath we'll do another one just to show you what I'm talking about Look, yes, it happens. It's going to happen every single time You just got to keep an eye out be aware of what you're doing Can't really check out while you're doing this because you're designing something that's working on this person's haircut So again got that nice straight-out elevation that lets it gently lay down and that way if there's a highlight underneath It's not smashing against it When you're creating this type of look because now we are going to be saturating the ends I'm gonna be applying a highlight on one edge I'm gonna be applying a highlight on the other edge and then they're gonna come together and lighten through the ends of The hair you need to take into consideration is where you're gonna hold the hair where you're gonna pinch because wherever you've got Your pinch from there through the ends is gonna be your lightness if you're looking to make their hair super light Then you're gonna pinch closer to the root you want a little bit more of their root color to show Then you're gonna want to slide down the section a little bit because then this is where the two Blonde highlights will converge and then create light ends also keep in mind if that's what you're going for Maybe considering a different application because coming all the way down here leaves you a very bouncy section And like the bouncier this is the more chance there is for things to get wild I'm gonna come about halfway get my little dome going I like it and then just let the hair take it work up towards The root a little bit clean up after myself along each edge of the section same principles as before now We're just doubling it up. So where these two blonde lines come together Make sure that you've got buku lightener on top because we're about to spread open this section and get all that hair in between So I'll use my brush to transfer it over to my little paddle and then I just kind of just lightly spread it If you bust it apart, then you're gonna be screwing all this up But I just lightly spread it so that I know that I'm getting in there and then just give it that nice same Saturation that you were giving the rest of the highlight as I'm slowly dragging it through I can feel it picking up highlight from underneath as well. Don't skimp do it right and I'll just check Yeah, I'm good. We're pretty saturated Switch me to I almost got it. I got this and then I check hold on I'll do it this way so you can see that underneath using the corner of the paddle kept it from being a harsh line So now underneath it's also going to diffuse and lighten as it gets through to the end I've never seen a voliage video do that. So You are welcome That's a good question because it happens a lot on mannequins and it actually happens a lot on people So I'll show you I have a section right here I'll kind of show you like what question is addressing is the fact that sometimes when you're working when you go to move up It's gonna grab some hair It's gonna grab some hair and then that just when that happens things start getting real messy real fast So my advice if you see that they've got Hair whether it's the haircut or what that's starting to grab don't go up because that just sucks If they've got the kind of hair that's grabby grabby then Push it back into the section by just following through on your sweep fly We've grabbed some hair now Just smooth it back out into the section smooth it back out because oh I forgot to say that voliage is french for sweeping So just remember that just sweeping and then when you pick it up It goes right back down to where it's supposed to be and then you can go right back to work great question Because they ate when that happens you want to see the lasagna put the noodles away. It's time for lasagna So now you can see a little bit of what I was saying Oops. Nope. This side was my V's so over here where I did the V's You see the hair travels from the dark into just pretty light through the ends And then over here where I just did the bands It's much more of a traditional highlighted look because it's got her base color worked in even all the way through the ends So thank you guys so very much. I will see you next week


So my name is Theridun and I'm a master's student in AI and data science and I'm currently writing my master's thesis at the CWI in Amsterdam and that's a research institute for computer science and mathematics in Netherlands and my master's thesis is part of a project on optimizing large-scale data integration which involves two huge steps which are one smaller step, which is the extraction of tabular data out of tabular data sources and then the integration of those tables and loading them into a database to make them explorable and yeah, of course the whole purpose of this is to reduce the data genital work, so the data pre-processing which takes a lot of effort in the life of data scientists estimation 50-80 percent, some say even more so there's a lot of a lot of potential gain to get from that. The part I was focusing on was the parsing, different very heterogeneous tabular data sources and I only focus on CSV files, so and one would expect that those CSV files are already very standardized, but of course as we already heard also in the other talks so far there are a lot of issues with reading clean tabular data from CSV files and yeah, what we want to get out of those files in the end is what we what we call a analysis-ready data frame, so what we know in what we have in Python or our data frame table in a canonical form which has one header row kind of specific data types yeah, and which has in best case contains tidy data, which means that we have one observation per row and one variable per column so but we looked at datasets from DataGraph UK and we encountered a lot of different issues like ranging from not UTF-8 encoding, which is from different CSV dialects, which we would have to detect syntax errors in this dialects, meta data in the CSV files like titular, footer, and so on, and I just show some examples This file has an encoding issue and has a sum in the last row so if we want to read that and process it automatically we don't need the sum because later on we want to analyze it anyways if we want to have the sum we can just sum over that column Yeah, we have visual elements in the table, so they are made to be they seem to be made for human readability but Yeah, when we want to read them automatically, that's of course not good We can also have multiple header rows because if we can and we even have in that case then a variable which is a headcount and Which is spread across different columns so and to get them into one column we would have to first have to shrink the three headers into one and then reshape reshape the table This example is maybe a bit more clear so we have Variable names or variables in the header row, so what we would like to have in the end is a Transposed version of it. I will show that later and And so on so multiple multiple tables per file a Lot of a lot of things Which are just Frustrating So if we look at the whole corpus of data of UK We see that It's it's from end of from end of August last year there were around 20,000 CSV files and 17,000 of them were actually parsable with Panda CSV parser, which is quite robust and has some detection heuristics, but if you look deeper into it, there's still issues which are not covered by that parser and From that sample we we had we just looked at 100 tables and really looked at Random sample and really looked at detailed issues of that tables and If we extrapolate this number then we end up by yeah only one-third of this whole corpus not having issues and the rest has some some kind of things which have to be fixed and Yeah, if you look at what State of the art CSV parsers are doing then We see they are helping us already. So we have like in coding guessing. We have the dialect sniffer We also have robust error handling when a column has one element more than might just throw throw out this that column or remove the the The value that we have header guesser and So on and we have a data type detection, but the middle part like having multiple tables in a file That's of course not covered by those parsers because that's not That's not what's supposed to be in a CSV file. So we also can't blame the Producers of those those parsers that they did something wrong But if we want to do data type detection in the end then we can't do that across multiple tables in one file so We thought okay, we We just have to add those modules into those parsers but At the second and second thought we thought okay But if we add those elements to those parsers if we do multiple Like white narrow data detection and we actually start reshaping the the table and we change a lot And if we do that based on wrong assumptions somewhere Like if the header detection failed and we start reshaping the table then the results are completely messed up And we actually change the data and that's definitely not what we want to do so Yeah, those current parts they cannot really handle a complex data structure a table structures and One one wrong assumption in this process breaks the whole parsing result and They're mostly somehow optimized towards speed towards reading huge CSV fights very quickly of course, but if you look at the distribution of Size of those tables a data of UK for example, they're they're mostly small They are probably often coming from CSV from Excel spreadsheet exports and so on so what We're not dealing with huge files. So it's about reading small files But then reading them correctly So for example, if we have this The small CSV file what would you expect what will happen to that if we have a no, we have dilate guess on so We would expect maybe that Yeah, this will actually always happen. We tried it with different parser also with dilate guessing and I couldn't find one which actually parses it correctly because this is of course what What you would expect when we look at it already what should happen So Why is that not working? We have this chain of different guesser and Yeah, the dialect sniffer is looking at semicolons and commas in the in these different rows and they are actually in this example There are There are two two commas three three commas in each row and Three semicolons, so it's 50 50 so the the parser just has to To choose one and it goes for the comma because that's the The most probable assumption Because that's closer to to the standard probably So Um There are some dependencies because if we would have known that the data type is more consistent in the second parsing option Then we might have reconsidered the the parsing choice we made in the in the dialect sniffing so they are They are loops and Those we want to to untangle somehow So and we want to avoid that the parsing process breaks By just one assumption in the in the chain so We have one one motto at the cwi or at this in our group a bit. It's like computation time is cheaper than than human time so, um, we thought okay, let's Let's throw computation power at the problem and See so the so the idea is to have um to have this parsing To look at this parsing from a more holistic point of view So, um instead of generating one parsing result, we generate a lot And decide in the end which of those parsing results looks best um So we call that multi hypothesis parsing and um Yeah, we see those this tree gets built up on On different assumptions every which are made in every in every step of the parsing process So and um a regular Every in every step we have heuristics Which are guessing and coding dialect whatsoever And they of course have certain probabilities that That one or the other holds So if we look what a regular parser would do it would always go for the For the most probable path. It's a kind of greedy and goes for the Um Yeah For this one, but if we Look at the results we actually May want another pass in that uh in that parsing tree so, um But now the question is how do how can we identify that? that um This table in the middle is the good one So and that's um That's why we need somehow to measure the quality of Tables we get out of this parsing process So um The idea is to take um to look at different Properties of the table to first of all we want to look at we don't want to Generate tables as I said before which are far away from the from the original input So it should stay close to what we read in the beginning But on the other hand the table shape is important if we have if we pass The table and we have five different results and Some results are very um nicely squared square shaped and one has only one row One one column Then we can be pretty sure that this parsing result is probably not as good as the other ones And so on We can also look at consistency of values inside columns. It would have solved the The the case before them would have seen okay in one parsing. We have the Currencies in each column and in the other one. It's uh less consistent So um We um we built a quality metric out of this and evaluated on 100 um Manually clean tables against their messy versions and uh We could definitely see a difference between so we could measure The difference between a good and a bad table, but it's of course not significant. So somehow we want to We want to get a bigger training set for for our quality metric and um Yeah, I think that's that's why I would also ask you maybe if you have ideas Where we could get messy tables right next to the clean versions I think a lot of people are doing that on a daily basis cleaning data and So these datasets have to be somewhere where I couldn't find Any yet So if you have suggestions, I would be very happy to know and um Now of course so so to wrap it up a bit In the end we will um End up the goal is To have this multi hypothesis framework um Which is modular so we can define different different parsing steps And it has a very That's well defined and untangled Detecting and parsing steps and there's it's always stepwise so we can say okay first we Detect encoding we read the text then we go to the next level Detect in the dialect Pass it accordingly and so on and um we can even include stepwise error handling if we say okay if the parsing of the dialect fails then we Choose to uh To solve the problem in different ways. We don't necessarily have to like a regular parser It has to spit out one one result So if something fails along the way it could maybe fix it somehow But it has to choose for one option now We can fix it in five different ways and see in the end which fix turns out to be the best one And of course if We at the end of the tree we can't find the optimal solution Then we can still Then we can still ask the user and and propose Like we have those three different tables what which one would you Think as closest to the To what is actually in the in the messy table So and uh, yeah the goal is of course to have tidy tables in the end and um We are currently working on a on a framework in r to um to enable that and um It's more or less in a prototype phase. So um We are not having any um public source code yet, but we are planning to um To make it public and uh To make it possible to develop on modules To make um, maybe more extensive or different table shape detection modules for it so um well That's um That's it Thank you So um Any questions? Yeah, I think I I think if we are using it on the um datagraph uk corpus We we are only dealing with very small files. So in that case it wouldn't um It wouldn't change so much if we would or in Performance wise at least if we look at the small files, but um, I think the problem also changes if we go to bigger files which are A gigabyte or 10 or whatever then the person who produces the file is also not Producing it for human readability probably so then we are we get rid of a lot of issues which we have in the smaller files But in that case it would be of course, uh Yeah, it would be better to look only at the fraction of the file Yeah Yeah, it could be like the data type detection uh module in the end which is doing that It's um We are we are not yet implementing the heuristics itself, but more the um the structure To to allow that so if we have uh cellophane numbers or zip codes or whatever or currencies then It the framework would allow to implement them So


Panexin 2 plays critical roles in many physiological processes but its mechanism remain unclear. Here, authors report the creoleum structure of human panks 2 in the open state and identify critical residues for its gating. This article was authored by Hang Zhong, Chi Wang, Jin Jin Zhong, and others.